{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Replicate [Dynamic Return Dependencies Across Industries: A Machine Learning Approach](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3120110&download=yes) by David Rapach, Jack Strauss, Jun Tu and Guofu Zhou.\n", "\n", "1) Use industry returns from [Ken French](http://mba.tuck.dartmouth.edu/pages/faculty/ken.french/data_library.html)\n", "\n", "2) Forecast (for example) this month's Chemical industry return using last month's returns from all 30 industries \n", "\n", "3) Use LASSO for predictor subset selection over the entire 1960-2016 period to determine that e.g. Beer is predicted by Food, Clothing, Coal\n", "\n", "4) Use LASSO-selected predictors and simple linear regression to predict returns\n", "\n", "5) Generate portfolios and run backtests.\n", "\n", "- Predictor selection - finds same predictors except 2 industries. Possibly use of AICc instead of AIC (don't see an sklearn implementation that uses AICc)\n", "\n", "- Prediction by industry - R-squareds line up pretty closely\n", "\n", "- Portfolio performance, similar ballpark results. Maybe AICc/AIC; Also paper standardizes predictors, which is pretty standard. Finally, for some reason their mean returns don't line up to geometric mean annualized, they seem to be calculating something different.\n", "\n", "- Replicating exactly is hard but it does replicate closely and perform well\n", "\n", "6) Run various sklearn regressors to see which performs best, understand metrics that predict performance. MSE does not predict Sharpe. Kendall's tau, i.e. correlation of predicted vs. actual rankings, performs better.\n", "\n", "7) Tune ElasticNet to get slightly better performance than Lasso/OLS\n", "\n", "8) Run Keras NNs. They don't improve on Lasso/OLS or ElasticNet.\n", "\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.8.0\n", "[[22. 28.]\n", " [49. 64.]]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] }, { "data": { "text/html": [ "" ], "text/vnd.plotly.v1+html": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import os\n", "import sys\n", "import warnings\n", "import numpy as np\n", "import pandas as pd\n", "import time \n", "import copy\n", "import random\n", "from itertools import product\n", "\n", "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' #Hide messy TensorFlow warnings\n", "warnings.filterwarnings(\"ignore\") #Hide messy numpy warnings\n", "\n", "import sklearn\n", "from sklearn.model_selection import train_test_split, KFold\n", "from sklearn.metrics import confusion_matrix, mean_squared_error, explained_variance_score, r2_score, accuracy_score\n", "from sklearn.linear_model import LinearRegression, Lasso, lasso_path, lars_path, LassoLarsIC\n", "from sklearn.ensemble.forest import RandomForestRegressor\n", "from sklearn.neural_network import MLPRegressor\n", "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n", "from sklearn.utils.testing import all_estimators\n", "import xgboost\n", "\n", "from scipy.stats import chisquare, kendalltau\n", "\n", "import tensorflow as tf\n", "tf.set_random_seed(1764)\n", "print(tf.__version__)\n", "# confirm GPU is in use\n", "with tf.device('/gpu:0'):\n", " a = tf.constant([1.0, 2.0, 3.0, 4.0, 5.0, 6.0], shape=[2, 3], name='a')\n", " b = tf.constant([1.0, 2.0, 3.0, 4.0, 5.0, 6.0], shape=[3, 2], name='b')\n", " c = tf.matmul(a, b)\n", "\n", "with tf.Session() as sess:\n", " print (sess.run(c))\n", "\n", "import keras\n", "from keras.layers.core import Dense, Activation\n", "from keras.layers import Input\n", "from keras.models import Model\n", "\n", "from keras.layers.recurrent import LSTM, GRU\n", "from keras.regularizers import l1\n", "from keras.models import Sequential\n", "from keras.models import load_model\n", " \n", "#import ffn\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import seaborn as sns\n", "\n", "# this will make dataframe display as sortable widget\n", "# commented out because sortable tables not viewable using nbviewer\n", "from beakerx import *\n", "\n", "import plotly\n", "# print (plotly.__version__) # requires version >= 1.9.0\n", "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n", "from plotly.graph_objs import *\n", "import plotly.figure_factory as ff\n", "\n", "init_notebook_mode(connected=True)\n", "\n", "random.seed(1764)\n", "np.random.seed(1764)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Replicate paper" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading data...\n", "(697, 60)\n" ] }, { "data": { "text/html": [ "
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FoodFood.lead
yyyymm
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196001-4.493.35
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196003-1.671.17
1960041.178.20
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1960065.39-2.11
196007-2.114.57
1960084.57-3.88
196009-3.881.02
1960101.029.46
1960119.464.51
1960124.514.70
1961014.704.21
1961024.214.64
1961034.64-1.39
196104-1.394.20
1961054.20-2.17
196106-2.172.72
1961072.724.92
1961084.92-0.62
196109-0.623.73
1961103.735.28
1961115.28-3.69
196112-3.69-6.67
196201-6.67-0.25
196202-0.250.98
1962030.98-4.59
196204-4.59-11.25
196205-11.25-8.75
.........
2015074.03-4.37
201508-4.37-1.19
201509-1.195.81
2015105.810.11
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2015121.96-1.67
201601-1.670.95
2016020.954.69
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2016040.632.06
2016052.064.75
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201607-0.51-0.52
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201609-2.92-0.33
201610-0.33-4.41
201611-4.414.43
2016124.430.95
2017010.951.71
2017021.710.52
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2017040.761.63
2017051.63-2.65
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2017071.52-2.77
201708-2.770.43
2017090.430.71
2017100.714.15
2017114.15-0.10
201712-0.102.27
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697 rows × 2 columns

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" ], "text/plain": [ " Food Food.lead\n", "yyyymm \n", "195912 2.01 -4.49\n", "196001 -4.49 3.35\n", "196002 3.35 -1.67\n", "196003 -1.67 1.17\n", "196004 1.17 8.20\n", "196005 8.20 5.39\n", "196006 5.39 -2.11\n", "196007 -2.11 4.57\n", "196008 4.57 -3.88\n", "196009 -3.88 1.02\n", "196010 1.02 9.46\n", "196011 9.46 4.51\n", "196012 4.51 4.70\n", "196101 4.70 4.21\n", "196102 4.21 4.64\n", "196103 4.64 -1.39\n", "196104 -1.39 4.20\n", "196105 4.20 -2.17\n", "196106 -2.17 2.72\n", "196107 2.72 4.92\n", "196108 4.92 -0.62\n", "196109 -0.62 3.73\n", "196110 3.73 5.28\n", "196111 5.28 -3.69\n", "196112 -3.69 -6.67\n", "196201 -6.67 -0.25\n", "196202 -0.25 0.98\n", "196203 0.98 -4.59\n", "196204 -4.59 -11.25\n", "196205 -11.25 -8.75\n", "... ... ...\n", "201507 4.03 -4.37\n", "201508 -4.37 -1.19\n", "201509 -1.19 5.81\n", "201510 5.81 0.11\n", "201511 0.11 1.96\n", "201512 1.96 -1.67\n", "201601 -1.67 0.95\n", "201602 0.95 4.69\n", "201603 4.69 0.63\n", "201604 0.63 2.06\n", "201605 2.06 4.75\n", "201606 4.75 -0.51\n", "201607 -0.51 -0.52\n", "201608 -0.52 -2.92\n", "201609 -2.92 -0.33\n", "201610 -0.33 -4.41\n", "201611 -4.41 4.43\n", "201612 4.43 0.95\n", "201701 0.95 1.71\n", "201702 1.71 0.52\n", "201703 0.52 0.76\n", "201704 0.76 1.63\n", "201705 1.63 -2.65\n", "201706 -2.65 1.52\n", "201707 1.52 -2.77\n", "201708 -2.77 0.43\n", "201709 0.43 0.71\n", "201710 0.71 4.15\n", "201711 4.15 -0.10\n", "201712 -0.10 2.27\n", "\n", "[697 rows x 2 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Loading data...\")\n", "data = pd.read_csv(\"30_Industry_Portfolios.csv\")\n", "data = data.set_index('yyyymm')\n", "industries = list(data.columns)\n", "# map industry names to col nums\n", "ind_reverse_dict = dict([(industries[i], i) for i in range(len(industries))])\n", "\n", "rfdata = pd.read_csv(\"F-F_Research_Data_Factors.csv\")\n", "rfdata = rfdata.set_index('yyyymm')\n", "data['rf'] = rfdata['RF']\n", "\n", "# subtract risk-free rate\n", "# create a response variable led by 1 period to predict\n", "for ind in industries:\n", " data[ind] = data[ind] - data['rf']\n", "\n", "#for ind in industries:\n", "# data[ind+\".3m\"] = pd.rolling_mean(data[ind],3)\n", " \n", "#for ind in industries:\n", "# data[ind+\".6m\"] = pd.rolling_mean(data[ind],6)\n", "\n", "#for ind in industries:\n", "# data[ind+\".12m\"] = pd.rolling_mean(data[ind],12)\n", " \n", "for ind in industries:\n", " data[ind+\".lead\"] = data[ind].shift(-1)\n", "\n", "data = data.loc[data.index[data.index > 195911]]\n", "data = data.drop(columns=['rf']) \n", "data = data.dropna(axis=0, how='any')\n", "\n", "nresponses = len(industries)\n", "npredictors = data.shape[1]-nresponses\n", "\n", "predictors = list(data.columns[:npredictors])\n", "predictor_reverse_dict = dict([(predictors[i], i) for i in range(len(predictors))])\n", "\n", "responses = list(data.columns[-nresponses:])\n", "response_reverse_dict = dict([(responses[i], i) for i in range(len(responses))])\n", "\n", "print(data.shape)\n", "\n", "data[['Food', 'Food.lead']]\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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201610-0.33-1.654.595.59-10.28-2.96-5.76-7.45-1.95-4.17...6.25-0.012.394.2112.759.292.998.4712.848.29
201611-4.41-5.76-5.123.878.15-4.181.801.377.551.58...4.65-0.192.071.860.842.34-0.980.583.802.57
2016124.433.005.39-3.361.981.43-0.440.820.32-1.27...3.365.453.202.281.701.690.930.710.56-0.87
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Telcm.lead Servs.lead BusEq.lead Paper.lead \\\n", "yyyymm ... \n", "195912 ... 0.62 -6.18 -7.93 -9.41 \n", "196001 ... 8.07 9.13 5.09 3.00 \n", "196002 ... -0.21 -0.31 3.34 -2.43 \n", "196003 ... -1.24 7.14 1.77 0.41 \n", "196004 ... 3.05 -1.75 11.90 2.85 \n", "196005 ... -0.58 -8.07 2.39 3.50 \n", "196006 ... -0.03 2.84 -2.02 -4.10 \n", "196007 ... 6.94 5.69 2.71 1.18 \n", "196008 ... -6.07 -3.53 -7.61 -7.37 \n", "196009 ... -0.08 4.62 -3.40 -1.85 \n", "196010 ... 4.06 9.49 8.19 5.31 \n", "196011 ... 12.29 8.18 4.29 5.57 \n", "196012 ... 7.70 4.29 5.08 4.56 \n", "196101 ... 0.61 0.20 4.54 6.83 \n", "196102 ... 7.23 -0.20 2.31 -0.69 \n", "196103 ... 0.63 -0.12 2.19 -0.37 \n", "196104 ... -1.22 -0.70 1.57 1.39 \n", "196105 ... -4.19 0.13 -3.31 -4.46 \n", "196106 ... 6.25 -8.25 0.56 -0.50 \n", "196107 ... 0.12 8.99 5.11 5.37 \n", "196108 ... -2.94 -6.04 1.01 -2.74 \n", "196109 ... 0.00 2.24 6.53 1.74 \n", "196110 ... 8.34 8.27 0.99 2.05 \n", "196111 ... 3.14 -0.68 -0.55 -2.65 \n", "196112 ... -6.32 -4.88 -6.91 -5.22 \n", "196201 ... 3.89 -1.94 -0.07 3.87 \n", "196202 ... -3.14 -1.41 -0.76 1.13 \n", "196203 ... -4.93 -3.11 -12.01 -7.93 \n", "196204 ... -7.35 -10.97 -13.19 -11.03 \n", "196205 ... -8.72 -13.11 -12.59 -9.62 \n", "... ... ... ... ... ... \n", "201407 ... 0.52 3.49 5.10 3.38 \n", "201408 ... -1.70 -1.20 -1.91 -3.49 \n", "201409 ... 1.42 0.46 2.83 6.42 \n", "201410 ... 3.03 2.05 6.47 4.80 \n", "201411 ... -1.73 -0.60 -1.87 2.08 \n", "201412 ... -4.89 -4.44 -2.14 -2.43 \n", "201501 ... 9.12 7.92 8.43 6.68 \n", "201502 ... -2.20 -1.52 -3.12 -1.73 \n", "201503 ... 3.40 2.25 0.10 -2.65 \n", "201504 ... 0.81 -0.12 4.02 1.32 \n", "201505 ... -0.48 -1.87 -4.92 -2.84 \n", "201506 ... 1.41 5.22 -0.91 -0.54 \n", "201507 ... -8.42 -5.29 -6.50 -5.69 \n", "201508 ... -2.63 -1.47 -1.72 -2.66 \n", "201509 ... 8.84 11.26 8.16 10.19 \n", "201510 ... -1.92 1.99 0.12 -0.02 \n", "201511 ... -3.03 -1.19 -4.64 -3.75 \n", "201512 ... -0.36 -5.09 -7.95 -5.27 \n", "201601 ... 1.15 -2.45 1.45 2.99 \n", "201602 ... 6.00 7.76 8.86 8.18 \n", "201603 ... 0.59 -2.55 -5.46 0.80 \n", "201604 ... 0.30 4.67 5.64 1.79 \n", "201605 ... 3.10 -2.12 -1.63 2.06 \n", "201606 ... 2.27 7.33 8.20 2.52 \n", "201607 ... -3.56 1.19 2.38 2.46 \n", "201608 ... 0.52 0.82 4.33 -0.64 \n", "201609 ... -2.85 -0.55 -2.24 -5.49 \n", "201610 ... 6.25 -0.01 2.39 4.21 \n", "201611 ... 4.65 -0.19 2.07 1.86 \n", "201612 ... 3.36 5.45 3.20 2.28 \n", "\n", " Trans.lead Whlsl.lead Rtail.lead Meals.lead Fin.lead Other.lead \n", "yyyymm \n", "195912 -4.31 -5.33 -6.09 -10.08 -4.68 -3.98 \n", "196001 -0.94 1.42 4.00 1.81 -0.98 6.32 \n", "196002 -4.99 -1.37 -0.13 -3.88 0.05 -2.43 \n", "196003 -2.13 0.45 -0.53 8.86 -0.64 0.55 \n", "196004 0.90 1.65 3.11 0.80 -0.45 1.02 \n", "196005 2.17 5.96 3.41 1.03 3.72 6.41 \n", "196006 -3.11 -6.16 -2.99 -1.25 0.09 -5.95 \n", "196007 1.98 4.51 2.85 2.05 3.47 3.48 \n", "196008 -7.07 -8.44 -8.57 -1.90 -5.78 -4.21 \n", "196009 -1.02 -4.22 0.31 -4.54 -0.40 0.38 \n", "196010 5.35 9.72 6.50 4.40 7.71 4.01 \n", "196011 2.27 2.06 2.05 2.08 5.56 3.80 \n", "196012 8.35 7.93 2.28 4.08 7.12 8.23 \n", "196101 4.22 3.31 4.82 8.23 7.00 6.00 \n", "196102 0.86 4.45 5.76 4.06 4.34 7.08 \n", "196103 -1.62 3.08 0.22 4.23 1.38 -3.67 \n", "196104 4.74 -0.04 4.31 -1.90 4.00 3.32 \n", "196105 -4.57 -4.90 0.80 -5.63 -2.88 0.37 \n", "196106 -0.32 -0.01 2.45 2.69 3.35 5.37 \n", "196107 3.52 3.09 3.03 0.46 8.65 1.64 \n", "196108 -1.16 -4.22 0.66 -6.21 -0.40 3.14 \n", "196109 2.16 4.30 9.35 0.71 2.02 0.39 \n", "196110 0.47 5.65 4.90 1.08 7.22 1.69 \n", "196111 -0.24 0.46 -0.63 -2.21 -4.44 -0.77 \n", "196112 2.52 -0.79 -9.56 -3.90 -4.99 -3.62 \n", "196201 0.32 -0.09 1.58 -0.59 3.59 4.20 \n", "196202 -1.68 -2.30 0.90 -4.07 -2.13 -1.83 \n", "196203 -6.27 -5.78 -4.61 -9.09 -7.69 -2.12 \n", "196204 -5.17 -11.34 -9.09 -7.46 -10.02 -11.83 \n", "196205 -7.81 -11.11 -10.43 -12.90 -11.01 -14.25 \n", "... ... ... ... ... ... ... \n", "201407 4.57 4.87 5.71 3.32 3.81 7.19 \n", "201408 0.71 -2.29 -1.50 -0.60 -0.59 0.16 \n", "201409 6.22 3.32 3.32 1.28 3.87 1.58 \n", "201410 5.88 1.83 8.91 5.57 1.93 4.55 \n", "201411 1.09 0.26 2.25 -0.43 2.08 0.17 \n", "201412 -4.53 -2.37 -0.29 0.66 -7.61 -4.11 \n", "201501 3.10 5.37 5.58 6.82 7.93 4.63 \n", "201502 -3.62 0.57 1.00 -0.29 0.11 -1.77 \n", "201503 -1.14 -1.23 -2.88 0.51 0.76 -0.23 \n", "201504 -3.06 1.44 0.54 1.56 3.09 0.92 \n", "201505 -3.25 -2.82 -0.49 0.29 1.34 -3.59 \n", "201506 3.27 -1.32 5.79 4.17 1.97 3.18 \n", "201507 -6.37 -4.13 -5.44 -6.48 -6.54 -5.20 \n", "201508 -0.71 -6.04 -1.75 0.44 -3.14 -1.87 \n", "201509 6.48 5.07 4.56 5.05 5.90 6.98 \n", "201510 -1.10 2.67 0.61 -1.01 2.16 0.05 \n", "201511 -5.02 -1.88 0.82 -0.95 -2.92 0.25 \n", "201512 -8.53 -8.68 -4.45 -0.94 -9.63 -3.20 \n", "201601 6.89 3.85 -0.36 1.03 -2.85 2.71 \n", "201602 6.86 6.18 5.99 5.36 6.65 6.68 \n", "201603 -1.08 0.49 -0.38 -2.38 3.96 0.67 \n", "201604 -2.18 1.78 1.19 -1.48 2.15 -2.02 \n", "201605 -2.53 1.81 0.71 1.16 -5.30 3.61 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8 rows × 60 columns

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" ], "text/plain": [ " Food Beer Smoke Games Books Hshld \\\n", "count 685.000000 685.000000 685.000000 685.000000 685.000000 685.000000 \n", "mean 0.690715 0.710613 0.982321 0.701708 0.528277 0.554190 \n", "std 4.339811 5.090215 6.061582 7.180918 5.809314 4.759874 \n", "min -18.150000 -20.190000 -25.320000 -33.400000 -26.560000 -22.240000 \n", "25% -1.640000 -2.100000 -2.780000 -3.490000 -2.690000 -2.110000 \n", "50% 0.740000 0.710000 1.280000 0.890000 0.510000 0.750000 \n", "75% 3.120000 3.660000 4.640000 5.310000 3.720000 3.550000 \n", "max 19.890000 25.510000 32.380000 34.520000 33.130000 18.220000 \n", "\n", " Clths Hlth Chems Txtls ... Telcm.lead \\\n", "count 685.000000 685.000000 685.000000 685.000000 ... 685.000000 \n", "mean 0.669460 0.650905 0.519781 0.667416 ... 0.520847 \n", "std 6.386027 4.928072 5.518477 7.022552 ... 4.628520 \n", "min -31.500000 -21.060000 -28.600000 -33.110000 ... -16.440000 \n", "25% -2.810000 -2.240000 -2.800000 -3.200000 ... -2.110000 \n", "50% 0.690000 0.750000 0.670000 0.630000 ... 0.610000 \n", "75% 4.310000 3.560000 3.760000 4.490000 ... 3.360000 \n", "max 31.790000 29.010000 21.680000 59.030000 ... 21.220000 \n", "\n", " Servs.lead BusEq.lead Paper.lead Trans.lead Whlsl.lead Rtail.lead \\\n", "count 685.000000 685.000000 685.000000 685.000000 685.000000 685.000000 \n", "mean 0.694234 0.584175 0.511241 0.582088 0.625562 0.662219 \n", "std 6.527984 6.738979 5.055314 5.739306 5.605317 5.349341 \n", "min -28.670000 -32.070000 -27.740000 -28.500000 -29.250000 -29.740000 \n", "25% -3.090000 -3.290000 -2.430000 -2.780000 -2.570000 -2.430000 \n", "50% 0.970000 0.560000 0.690000 0.860000 0.940000 0.470000 \n", "75% 4.290000 4.590000 3.460000 4.060000 3.880000 4.000000 \n", "max 23.380000 24.660000 21.000000 18.500000 17.530000 26.490000 \n", "\n", " Meals.lead Fin.lead Other.lead \n", "count 685.000000 685.000000 685.000000 \n", "mean 0.702730 0.609810 0.385620 \n", "std 6.104515 5.411766 5.815446 \n", "min -31.890000 -22.530000 -28.090000 \n", "25% -2.940000 -2.420000 -2.990000 \n", "50% 1.030000 0.820000 0.470000 \n", "75% 4.330000 4.000000 4.200000 \n", "max 27.380000 20.590000 19.960000 \n", "\n", "[8 rows x 60 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.to_csv(\"data.csv\")\n", "desc = data.describe()\n", "desc\n", "# min, max line up with Table 1" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Mean Ann. Return
Food0.074020
Beer0.072005
Smoke0.100147
Games0.054031
Books0.043953
Hshld0.054098
Clths0.057170
Hlth0.065463
Chems0.044917
Txtls0.051888
Cnstr0.041836
Steel0.002802
FabPr0.045615
ElcEq0.062927
Autos0.027963
Carry0.063991
Mines0.032527
Coal0.026075
Oil0.062748
Util0.049564
Telcm0.050868
Servs0.057776
BusEq0.042774
Paper0.046776
Trans0.051138
Whlsl0.057056
Rtail0.064258
Meals0.063630
Fin0.056748
Other0.024894
\n", "
" ], "text/plain": [ " Mean Ann. Return\n", "Food 0.074020\n", "Beer 0.072005\n", "Smoke 0.100147\n", "Games 0.054031\n", "Books 0.043953\n", "Hshld 0.054098\n", "Clths 0.057170\n", "Hlth 0.065463\n", "Chems 0.044917\n", "Txtls 0.051888\n", "Cnstr 0.041836\n", "Steel 0.002802\n", "FabPr 0.045615\n", "ElcEq 0.062927\n", "Autos 0.027963\n", "Carry 0.063991\n", "Mines 0.032527\n", "Coal 0.026075\n", "Oil 0.062748\n", "Util 0.049564\n", "Telcm 0.050868\n", "Servs 0.057776\n", "BusEq 0.042774\n", "Paper 0.046776\n", "Trans 0.051138\n", "Whlsl 0.057056\n", "Rtail 0.064258\n", "Meals 0.063630\n", "Fin 0.056748\n", "Other 0.024894" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# annualized returns don't match Table 1, oddly\n", "# geometric mean, annualized\n", "pd.DataFrame((np.prod(data/100 + 1)**(12.0/len(data))-1)[:30], columns=['Mean Ann. Return'])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Mean Ann. Return
Food0.086108
Beer0.088687
Smoke0.124460
Games0.087532
Books0.065268
Hshld0.068568
Clths0.083360
Hlth0.080966
Chems0.064188
Txtls0.083096
Cnstr0.064656
Steel0.035833
FabPr0.069639
ElcEq0.087857
Autos0.055859
Carry0.089740
Mines0.067862
Coal0.091926
Oil0.080976
Util0.059601
Telcm0.064437
Servs0.085164
BusEq0.071925
Paper0.062952
Trans0.072192
Whlsl0.077332
Rtail0.082704
Meals0.088043
Fin0.075605
Other0.046240
\n", "
" ], "text/plain": [ " Mean Ann. Return\n", "Food 0.086108\n", "Beer 0.088687\n", "Smoke 0.124460\n", "Games 0.087532\n", "Books 0.065268\n", "Hshld 0.068568\n", "Clths 0.083360\n", "Hlth 0.080966\n", "Chems 0.064188\n", "Txtls 0.083096\n", "Cnstr 0.064656\n", "Steel 0.035833\n", "FabPr 0.069639\n", "ElcEq 0.087857\n", "Autos 0.055859\n", "Carry 0.089740\n", "Mines 0.067862\n", "Coal 0.091926\n", "Oil 0.080976\n", "Util 0.059601\n", "Telcm 0.064437\n", "Servs 0.085164\n", "BusEq 0.071925\n", "Paper 0.062952\n", "Trans 0.072192\n", "Whlsl 0.077332\n", "Rtail 0.082704\n", "Meals 0.088043\n", "Fin 0.075605\n", "Other 0.046240" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# try this way, arithmetic mean then annualize (not very correct)\n", "#print(pd.DataFrame(((desc.loc['mean']/100+1)**12-1)[:30]))\n", "#nope\n", "\n", "# same\n", "pd.DataFrame(((1 + np.mean(data, axis=0)/100)**12 -1)[:30], columns=['Mean Ann. Return'])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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std
Food15.03
Beer17.63
Smoke21.00
Games24.88
Books20.12
Hshld16.49
Clths22.12
Hlth17.07
Chems19.12
Txtls24.33
Cnstr20.75
Steel25.27
FabPr21.18
ElcEq21.52
Autos23.17
Carry21.80
Mines25.82
Coal35.31
Oil18.53
Util13.83
Telcm16.04
Servs22.61
BusEq23.34
Paper17.51
Trans19.88
Whlsl19.42
Rtail18.53
Meals21.15
Fin18.75
Other20.17
\n", "
" ], "text/plain": [ " std\n", "Food 15.03\n", "Beer 17.63\n", "Smoke 21.00\n", "Games 24.88\n", "Books 20.12\n", "Hshld 16.49\n", "Clths 22.12\n", "Hlth 17.07\n", "Chems 19.12\n", "Txtls 24.33\n", "Cnstr 20.75\n", "Steel 25.27\n", "FabPr 21.18\n", "ElcEq 21.52\n", "Autos 23.17\n", "Carry 21.80\n", "Mines 25.82\n", "Coal 35.31\n", "Oil 18.53\n", "Util 13.83\n", "Telcm 16.04\n", "Servs 22.61\n", "BusEq 23.34\n", "Paper 17.51\n", "Trans 19.88\n", "Whlsl 19.42\n", "Rtail 18.53\n", "Meals 21.15\n", "Fin 18.75\n", "Other 20.17" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#annualized volatility \n", "pd.DataFrame((desc.loc['std']*np.sqrt(12))[:30].round(2))\n", "# lines up with table 1" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(684, 30)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Run LASSO, then OLS on selected variables\n", "\n", "# skip last row to better match published r-squared\n", "# looks like they forecast actuals 1960-2016 using 1959m12 to 2016m11\n", "# not exact matches to Table 2 R-squared but almost within rounding error \n", "X = data.values[:-1,:npredictors]\n", "Y = data.values[:-1,-nresponses:]\n", "nrows = X.shape[0]\n", "X.shape" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LASSO variables selected for Food.lead: \n", "['Clths', 'Coal', 'Util', 'Rtail']\n", "Running OLS for Food.lead against ['Clths', 'Coal', 'Util', 'Rtail']\n", "In-sample OLS R-squared: 2.24%\n", "---\n", "LASSO variables selected for Beer.lead: \n", "['Food', 'Clths', 'Coal']\n", "Running OLS for Beer.lead against ['Food', 'Clths', 'Coal']\n", "In-sample OLS R-squared: 2.52%\n", "---\n", "LASSO variables selected for Smoke.lead: \n", "['Txtls', 'Carry', 'Mines', 'Coal', 'Oil', 'Util', 'Telcm', 'Servs', 'Paper', 'Trans', 'Fin']\n", "Running OLS for Smoke.lead against ['Txtls', 'Carry', 'Mines', 'Coal', 'Oil', 'Util', 'Telcm', 'Servs', 'Paper', 'Trans', 'Fin']\n", "In-sample OLS R-squared: 6.55%\n", "---\n", "LASSO variables selected for Games.lead: \n", "['Books', 'Clths', 'Coal', 'Fin']\n", "Running OLS for Games.lead against ['Books', 'Clths', 'Coal', 'Fin']\n", "In-sample OLS R-squared: 5.05%\n", "---\n", "LASSO variables selected for Books.lead: \n", "['Games', 'Books', 'Coal', 'Oil', 'Util', 'Servs', 'BusEq', 'Rtail', 'Fin']\n", "Running OLS for Books.lead against ['Games', 'Books', 'Coal', 'Oil', 'Util', 'Servs', 'BusEq', 'Rtail', 'Fin']\n", "In-sample OLS R-squared: 6.30%\n", "---\n", "LASSO variables selected for Hshld.lead: \n", "['Clths', 'Coal', 'Rtail']\n", "Running OLS for Hshld.lead against ['Clths', 'Coal', 'Rtail']\n", "In-sample OLS R-squared: 2.97%\n", "---\n", "LASSO variables selected for Clths.lead: \n", "['Clths', 'Coal', 'Oil', 'Servs', 'Rtail']\n", "Running OLS for Clths.lead against ['Clths', 'Coal', 'Oil', 'Servs', 'Rtail']\n", "In-sample OLS R-squared: 4.73%\n", "---\n", "LASSO variables selected for Hlth.lead: \n", "['Books', 'Mines', 'Coal', 'Util']\n", "Running OLS for Hlth.lead against ['Books', 'Mines', 'Coal', 'Util']\n", "In-sample OLS R-squared: 2.68%\n", "---\n", "LASSO variables selected for Chems.lead: \n", "['Clths']\n", "Running OLS for Chems.lead against ['Clths']\n", "In-sample OLS R-squared: 0.78%\n", "---\n", "LASSO variables selected for Txtls.lead: \n", "['Clths', 'Autos', 'Coal', 'Oil', 'Rtail', 'Fin']\n", "Running OLS for Txtls.lead against ['Clths', 'Autos', 'Coal', 'Oil', 'Rtail', 'Fin']\n", "In-sample OLS R-squared: 7.91%\n", "---\n", "LASSO variables selected for Cnstr.lead: \n", "['Clths', 'Coal', 'Oil', 'Util', 'Trans', 'Rtail', 'Fin']\n", "Running OLS for Cnstr.lead against ['Clths', 'Coal', 'Oil', 'Util', 'Trans', 'Rtail', 'Fin']\n", "In-sample OLS R-squared: 5.15%\n", "---\n", "LASSO variables selected for Steel.lead: \n", "['Fin']\n", "Running OLS for Steel.lead against ['Fin']\n", "In-sample OLS R-squared: 1.28%\n", "---\n", "LASSO variables selected for FabPr.lead: \n", "['Trans', 'Fin']\n", "Running OLS for FabPr.lead against ['Trans', 'Fin']\n", "In-sample OLS R-squared: 1.57%\n", "---\n", "LASSO variables selected for ElcEq.lead: \n", "['Fin']\n", "Running OLS for ElcEq.lead against ['Fin']\n", "In-sample OLS R-squared: 0.80%\n", "---\n", "LASSO variables selected for Autos.lead: \n", "['Hshld', 'Clths', 'Coal', 'Oil', 'Util', 'BusEq', 'Rtail', 'Fin']\n", "Running OLS for Autos.lead against ['Hshld', 'Clths', 'Coal', 'Oil', 'Util', 'BusEq', 'Rtail', 'Fin']\n", "In-sample OLS R-squared: 6.13%\n", "---\n", "LASSO variables selected for Carry.lead: \n", "['Trans']\n", "Running OLS for Carry.lead against ['Trans']\n", "In-sample OLS R-squared: 2.32%\n", "---\n", "LASSO variables selected for Mines.lead: \n", "[]\n", "No coefs selected for Mines.lead, using all\n", "---\n", "Running OLS for Mines.lead against ['Food', 'Beer', 'Smoke', 'Games', 'Books', 'Hshld', 'Clths', 'Hlth', 'Chems', 'Txtls', 'Cnstr', 'Steel', 'FabPr', 'ElcEq', 'Autos', 'Carry', 'Mines', 'Coal', 'Oil', 'Util', 'Telcm', 'Servs', 'BusEq', 'Paper', 'Trans', 'Whlsl', 'Rtail', 'Meals', 'Fin', 'Other']\n", "In-sample OLS R-squared: 5.62%\n", "---\n", "LASSO variables selected for Coal.lead: \n", "['Beer', 'Smoke', 'Books', 'Autos', 'Coal', 'Oil', 'Paper', 'Rtail']\n", "Running OLS for Coal.lead against ['Beer', 'Smoke', 'Books', 'Autos', 'Coal', 'Oil', 'Paper', 'Rtail']\n", "In-sample OLS R-squared: 2.84%\n", "---\n", "LASSO variables selected for Oil.lead: \n", "['Beer', 'Hlth', 'Carry']\n", "Running OLS for Oil.lead against ['Beer', 'Hlth', 'Carry']\n", "In-sample OLS R-squared: 2.52%\n", "---\n", "LASSO variables selected for Util.lead: \n", "['Food', 'Beer', 'Smoke', 'Hshld', 'Hlth', 'Cnstr', 'FabPr', 'Carry', 'Mines', 'Oil', 'Util', 'Telcm', 'BusEq', 'Whlsl', 'Fin', 'Other']\n", "Running OLS for Util.lead against ['Food', 'Beer', 'Smoke', 'Hshld', 'Hlth', 'Cnstr', 'FabPr', 'Carry', 'Mines', 'Oil', 'Util', 'Telcm', 'BusEq', 'Whlsl', 'Fin', 'Other']\n", "In-sample OLS R-squared: 7.86%\n", "---\n", "LASSO variables selected for Telcm.lead: \n", "['Beer', 'Smoke', 'Books', 'Hshld', 'Cnstr', 'Autos', 'Carry', 'Mines', 'Coal', 'Oil', 'Util', 'Servs', 'BusEq', 'Rtail', 'Meals', 'Fin']\n", "Running OLS for Telcm.lead against ['Beer', 'Smoke', 'Books', 'Hshld', 'Cnstr', 'Autos', 'Carry', 'Mines', 'Coal', 'Oil', 'Util', 'Servs', 'BusEq', 'Rtail', 'Meals', 'Fin']\n", "In-sample OLS R-squared: 5.18%\n", "---\n", "LASSO variables selected for Servs.lead: \n", "['Smoke', 'Books', 'Steel', 'Oil', 'Util', 'Fin']\n", "Running OLS for Servs.lead against ['Smoke', 'Books', 'Steel', 'Oil', 'Util', 'Fin']\n", "In-sample OLS R-squared: 2.87%\n", "---\n", "LASSO variables selected for BusEq.lead: \n", "['Smoke', 'Books', 'Util']\n", "Running OLS for BusEq.lead against ['Smoke', 'Books', 'Util']\n", "In-sample OLS R-squared: 2.75%\n", "---\n", "LASSO variables selected for Paper.lead: \n", "['Clths', 'Coal', 'Oil', 'Rtail', 'Fin']\n", "Running OLS for Paper.lead against ['Clths', 'Coal', 'Oil', 'Rtail', 'Fin']\n", "In-sample OLS R-squared: 3.24%\n", "---\n", "LASSO variables selected for Trans.lead: \n", "['Fin']\n", "Running OLS for Trans.lead against ['Fin']\n", "In-sample OLS R-squared: 1.32%\n", "---\n", "LASSO variables selected for Whlsl.lead: \n", "['Food', 'Smoke', 'Books', 'Carry', 'Coal', 'Oil', 'Util', 'Servs', 'Fin', 'Other']\n", "Running OLS for Whlsl.lead against ['Food', 'Smoke', 'Books', 'Carry', 'Coal', 'Oil', 'Util', 'Servs', 'Fin', 'Other']\n", "In-sample OLS R-squared: 6.79%\n", "---\n", "LASSO variables selected for Rtail.lead: \n", "['Rtail']\n", "Running OLS for Rtail.lead against ['Rtail']\n", "In-sample OLS R-squared: 1.61%\n", "---\n", "LASSO variables selected for Meals.lead: \n", "['Smoke', 'Books', 'Clths', 'Steel', 'Carry', 'Coal', 'Oil', 'Util', 'Servs', 'BusEq', 'Meals', 'Fin']\n", "Running OLS for Meals.lead against ['Smoke', 'Books', 'Clths', 'Steel', 'Carry', 'Coal', 'Oil', 'Util', 'Servs', 'BusEq', 'Meals', 'Fin']\n", "In-sample OLS R-squared: 7.90%\n", "---\n", "LASSO variables selected for Fin.lead: \n", "['Fin']\n", "Running OLS for Fin.lead against ['Fin']\n", "In-sample OLS R-squared: 1.70%\n", "---\n", "LASSO variables selected for Other.lead: \n", "['Clths', 'Fin']\n", "Running OLS for Other.lead against ['Clths', 'Fin']\n", "In-sample OLS R-squared: 2.69%\n", "---\n", "[[6, 17, 19, 26], [0, 6, 17], [9, 15, 16, 17, 18, 19, 20, 21, 23, 24, 28], [4, 6, 17, 28], [3, 4, 17, 18, 19, 21, 22, 26, 28], [6, 17, 26], [6, 17, 18, 21, 26], [4, 16, 17, 19], [6], [6, 14, 17, 18, 26, 28], [6, 17, 18, 19, 24, 26, 28], [28], [24, 28], [28], [5, 6, 17, 18, 19, 22, 26, 28], [24], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29], [1, 2, 4, 14, 17, 18, 23, 26], [1, 7, 15], [0, 1, 2, 5, 7, 10, 12, 15, 16, 18, 19, 20, 22, 25, 28, 29], [1, 2, 4, 5, 10, 14, 15, 16, 17, 18, 19, 21, 22, 26, 27, 28], [2, 4, 11, 18, 19, 28], [2, 4, 19], [6, 17, 18, 26, 28], [28], [0, 2, 4, 15, 17, 18, 19, 21, 28, 29], [26], [2, 4, 6, 11, 15, 17, 18, 19, 21, 22, 27, 28], [28], [6, 28]]\n" ] } ], "source": [ "def subset_selection(X, Y, model_aic, verbose=False, responses=responses, predictors=predictors):\n", " \n", " nrows, npreds = X.shape\n", " nows, nresps = Y.shape\n", " coef_dict = []\n", " \n", " for response_index in range(nresps):\n", " y = Y[:,response_index]\n", " model_aic.fit(X, y)\n", " predcols = [i for i in range(npreds) if model_aic.coef_[i] !=0]\n", "\n", " #y_response = model_aic.predict(X)\n", " # print (\"In-sample LASSO R-squared: %.6f\" % r2_score(y, y_response))\n", " if verbose and responses:\n", " print(\"LASSO variables selected for %s: \" % responses[response_index])\n", " print([predictors[i] for i in predcols])\n", " \n", " if not predcols:\n", " if verbose and responses:\n", " print(\"No coefs selected for \" + responses[response_index] + \", using all\")\n", " print(\"---\")\n", " predcols = list(range(npreds)) \n", " \n", " # fit OLS vs. selected vars, better fit w/o LASSO penalties\n", " # in-sample R-squared using LASSO coeffs\n", " coef_dict.append(predcols)\n", " if verbose and responses and predictors:\n", " print(\"Running OLS for \" + responses[response_index] + \" against \" + str([predictors[i] for i in predcols]))\n", " # col nums of selected responses\n", " model_ols = LinearRegression()\n", " model_ols.fit(X[:, predcols], y)\n", " y_pred = model_ols.predict(X[:, predcols])\n", " print (\"In-sample OLS R-squared: %.2f%%\" % (100 * r2_score(y, y_pred)))\n", " print(\"---\")\n", " \n", " return coef_dict\n", "\n", "#coef_dict = subset_selection(X, Y, LassoLarsIC(criterion='aic'))\n", "coef_dict = subset_selection(X, Y, LassoLarsIC(criterion='aic'), verbose=True, responses=responses, predictors=predictors)\n", "print(coef_dict)\n", "# These subsets line up closely with Table 2\n", "# except Clths, Whlsl, we get different responses" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Food.lead -> ['Clths', 'Coal', 'Util', 'Rtail']\n", "Beer.lead -> ['Food', 'Clths', 'Coal']\n", "Smoke.lead -> ['Txtls', 'Carry', 'Mines', 'Coal', 'Oil', 'Util', 'Telcm', 'Servs', 'Paper', 'Trans', 'Fin']\n", "Games.lead -> ['Books', 'Clths', 'Coal', 'Fin']\n", "Books.lead -> ['Games', 'Books', 'Coal', 'Oil', 'Util', 'Servs', 'BusEq', 'Rtail', 'Fin']\n", "Hshld.lead -> ['Clths', 'Coal', 'Rtail']\n", "Clths.lead -> ['Books', 'Clths', 'Chems', 'Steel', 'ElcEq', 'Carry', 'Coal', 'Oil', 'Util', 'Telcm', 'Servs', 'BusEq', 'Rtail']\n", "Hlth.lead -> ['Books', 'Mines', 'Coal', 'Util']\n", "Chems.lead -> ['Clths']\n", "Txtls.lead -> ['Clths', 'Autos', 'Coal', 'Oil', 'Rtail', 'Fin']\n", "Cnstr.lead -> ['Clths', 'Coal', 'Oil', 'Util', 'Trans', 'Rtail', 'Fin']\n", "Steel.lead -> ['Fin']\n", "FabPr.lead -> ['Trans', 'Fin']\n", "ElcEq.lead -> ['Fin']\n", "Autos.lead -> ['Hshld', 'Clths', 'Coal', 'Oil', 'Util', 'BusEq', 'Rtail', 'Fin']\n", "Carry.lead -> ['Trans']\n", "Mines.lead -> []\n", "Coal.lead -> ['Beer', 'Smoke', 'Books', 'Autos', 'Coal', 'Oil', 'Paper', 'Rtail']\n", "Oil.lead -> ['Beer', 'Hlth', 'Carry']\n", "Util.lead -> ['Food', 'Beer', 'Smoke', 'Hshld', 'Hlth', 'Cnstr', 'FabPr', 'Carry', 'Mines', 'Oil', 'Util', 'Telcm', 'BusEq', 'Whlsl', 'Fin', 'Other']\n", "Telcm.lead -> ['Beer', 'Smoke', 'Books', 'Hshld', 'Cnstr', 'Autos', 'Carry', 'Mines', 'Coal', 'Oil', 'Util', 'Servs', 'BusEq', 'Rtail', 'Meals', 'Fin']\n", "Servs.lead -> ['Smoke', 'Books', 'Steel', 'Oil', 'Util', 'Fin']\n", "BusEq.lead -> ['Smoke', 'Books', 'Util']\n", "Paper.lead -> ['Clths', 'Coal', 'Oil', 'Rtail', 'Fin']\n", "Trans.lead -> ['Fin']\n", "Whlsl.lead -> ['Food', 'Beer', 'Smoke', 'Books', 'Hlth', 'Carry', 'Coal', 'Oil', 'Util', 'Telcm', 'Servs', 'BusEq', 'Fin', 'Other']\n", "Rtail.lead -> ['Rtail']\n", "Meals.lead -> ['Smoke', 'Books', 'Clths', 'Steel', 'Carry', 'Coal', 'Oil', 'Util', 'Servs', 'BusEq', 'Meals', 'Fin']\n", "Fin.lead -> ['Fin']\n", "Other.lead -> ['Clths', 'Fin']\n", "[[6, 17, 19, 26], [0, 6, 17], [9, 15, 16, 17, 18, 19, 20, 21, 23, 24, 28], [4, 6, 17, 28], [3, 4, 17, 18, 19, 21, 22, 26, 28], [6, 17, 26], [4, 6, 8, 11, 13, 15, 17, 18, 19, 20, 21, 22, 26], [4, 16, 17, 19], [6], [6, 14, 17, 18, 26, 28], [6, 17, 18, 19, 24, 26, 28], [28], [24, 28], [28], [5, 6, 17, 18, 19, 22, 26, 28], [24], [], [1, 2, 4, 14, 17, 18, 23, 26], [1, 7, 15], [0, 1, 2, 5, 7, 10, 12, 15, 16, 18, 19, 20, 22, 25, 28, 29], [1, 2, 4, 5, 10, 14, 15, 16, 17, 18, 19, 21, 22, 26, 27, 28], [2, 4, 11, 18, 19, 28], [2, 4, 19], [6, 17, 18, 26, 28], [28], [0, 1, 2, 4, 7, 15, 17, 18, 19, 20, 21, 22, 28, 29], [26], [2, 4, 6, 11, 15, 17, 18, 19, 21, 22, 27, 28], [28], [6, 28]]\n" ] } ], "source": [ "# same predictors selected for all but 2 response vars\n", "# use predictors from paper to match results\n", "if True: # turn off/on\n", " coef_dict_temp = {}\n", " coef_dict_temp['Food.lead'] = ['Clths', 'Coal', 'Util', 'Rtail']\n", " coef_dict_temp['Beer.lead'] = ['Food', 'Clths', 'Coal']\n", " coef_dict_temp['Smoke.lead'] = ['Txtls', 'Carry', 'Mines', 'Coal', 'Oil', 'Util', 'Telcm', 'Servs', 'Paper', 'Trans', 'Fin']\n", " coef_dict_temp['Games.lead'] = ['Books', 'Clths', 'Coal', 'Fin']\n", " coef_dict_temp['Books.lead'] = ['Games', 'Books', 'Coal', 'Oil', 'Util', 'Servs', 'BusEq', 'Rtail', 'Fin']\n", " coef_dict_temp['Hshld.lead'] = ['Clths', 'Coal', 'Rtail']\n", " coef_dict_temp['Clths.lead'] = ['Books', 'Clths', 'Chems', 'Steel', 'ElcEq', 'Carry', 'Coal', 'Oil', 'Util','Telcm', 'Servs', 'BusEq', 'Rtail']\n", " # Running OLS for Clths against ['Clths', 'Coal', 'Oil', 'Servs', 'Rtail']\n", " coef_dict_temp['Hlth.lead'] = ['Books', 'Mines', 'Coal', 'Util']\n", " coef_dict_temp['Chems.lead'] = ['Clths']\n", " coef_dict_temp['Txtls.lead'] = ['Clths', 'Autos', 'Coal', 'Oil', 'Rtail', 'Fin']\n", " coef_dict_temp['Cnstr.lead'] = ['Clths', 'Coal', 'Oil', 'Util', 'Trans', 'Rtail', 'Fin']\n", " coef_dict_temp['Steel.lead'] = ['Fin']\n", " coef_dict_temp['FabPr.lead'] = ['Trans', 'Fin']\n", " coef_dict_temp['ElcEq.lead'] = ['Fin']\n", " coef_dict_temp['Autos.lead'] = ['Hshld', 'Clths', 'Coal', 'Oil', 'Util', 'BusEq', 'Rtail', 'Fin']\n", " coef_dict_temp['Carry.lead'] = ['Trans']\n", " coef_dict_temp['Mines.lead'] = []\n", " coef_dict_temp['Coal.lead'] = ['Beer', 'Smoke', 'Books', 'Autos', 'Coal', 'Oil', 'Paper', 'Rtail']\n", " coef_dict_temp['Oil.lead'] = ['Beer', 'Hlth', 'Carry']\n", " coef_dict_temp['Util.lead'] = ['Food', 'Beer', 'Smoke', 'Hshld', 'Hlth', 'Cnstr', 'FabPr', 'Carry', 'Mines', 'Oil', 'Util', 'Telcm', 'BusEq', 'Whlsl', 'Fin', 'Other']\n", " coef_dict_temp['Telcm.lead'] = ['Beer', 'Smoke', 'Books', 'Hshld', 'Cnstr', 'Autos', 'Carry', 'Mines', 'Coal', 'Oil', 'Util', 'Servs', 'BusEq', 'Rtail', 'Meals', 'Fin']\n", " coef_dict_temp['Servs.lead'] = ['Smoke', 'Books', 'Steel', 'Oil', 'Util', 'Fin']\n", " coef_dict_temp['BusEq.lead'] = ['Smoke', 'Books', 'Util']\n", " coef_dict_temp['Paper.lead'] = ['Clths', 'Coal', 'Oil', 'Rtail', 'Fin']\n", " coef_dict_temp['Trans.lead'] = ['Fin']\n", " coef_dict_temp['Whlsl.lead'] = ['Food', 'Beer', 'Smoke', 'Books', 'Hlth', 'Carry', 'Coal', 'Oil', 'Util', 'Telcm', 'Servs', 'BusEq', 'Fin', 'Other']\n", " # Running OLS for Whlsl against ['Food', 'Smoke', 'Books', 'Carry', 'Coal', 'Oil', 'Util', 'Servs', 'Fin', 'Other']\n", " coef_dict_temp['Rtail.lead'] = ['Rtail']\n", " coef_dict_temp['Meals.lead'] = ['Smoke', 'Books', 'Clths', 'Steel', 'Carry', 'Coal', 'Oil', 'Util', 'Servs', 'BusEq', 'Meals', 'Fin']\n", " coef_dict_temp['Fin.lead'] = ['Fin']\n", " coef_dict_temp['Other.lead'] = ['Clths', 'Fin']\n", " \n", "coef_dict_paper = []\n", "for response in responses:\n", " print(response, \" -> \", coef_dict_temp[response])\n", " coef_dict_paper.append([predictor_reverse_dict[jstr] for jstr in coef_dict_temp[response]])\n", "print(coef_dict_paper)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "In-sample R-squared: 2.24% for Food.lead against ['Clths', 'Coal', 'Util', 'Rtail']\n", "In-sample R-squared: 2.52% for Beer.lead against ['Food', 'Clths', 'Coal']\n", "In-sample R-squared: 6.55% for Smoke.lead against ['Txtls', 'Carry', 'Mines', 'Coal', 'Oil', 'Util', 'Telcm', 'Servs', 'Paper', 'Trans', 'Fin']\n", "In-sample R-squared: 5.05% for Games.lead against ['Books', 'Clths', 'Coal', 'Fin']\n", "In-sample R-squared: 6.30% for Books.lead against ['Games', 'Books', 'Coal', 'Oil', 'Util', 'Servs', 'BusEq', 'Rtail', 'Fin']\n", "In-sample R-squared: 2.97% for Hshld.lead against ['Clths', 'Coal', 'Rtail']\n", "In-sample R-squared: 7.82% for Clths.lead against ['Books', 'Clths', 'Chems', 'Steel', 'ElcEq', 'Carry', 'Coal', 'Oil', 'Util', 'Telcm', 'Servs', 'BusEq', 'Rtail']\n", "In-sample R-squared: 2.68% for Hlth.lead against ['Books', 'Mines', 'Coal', 'Util']\n", "In-sample R-squared: 0.78% for Chems.lead against ['Clths']\n", "In-sample R-squared: 7.91% for Txtls.lead against ['Clths', 'Autos', 'Coal', 'Oil', 'Rtail', 'Fin']\n", "In-sample R-squared: 5.15% for Cnstr.lead against ['Clths', 'Coal', 'Oil', 'Util', 'Trans', 'Rtail', 'Fin']\n", "In-sample R-squared: 1.28% for Steel.lead against ['Fin']\n", "In-sample R-squared: 1.57% for FabPr.lead against ['Trans', 'Fin']\n", "In-sample R-squared: 0.80% for ElcEq.lead against ['Fin']\n", "In-sample R-squared: 6.13% for Autos.lead against ['Hshld', 'Clths', 'Coal', 'Oil', 'Util', 'BusEq', 'Rtail', 'Fin']\n", "In-sample R-squared: 2.32% for Carry.lead against ['Trans']\n", "No coefs selected for Mines.lead\n", "In-sample R-squared: 2.84% for Coal.lead against ['Beer', 'Smoke', 'Books', 'Autos', 'Coal', 'Oil', 'Paper', 'Rtail']\n", "In-sample R-squared: 2.52% for Oil.lead against ['Beer', 'Hlth', 'Carry']\n", "In-sample R-squared: 7.86% for Util.lead against ['Food', 'Beer', 'Smoke', 'Hshld', 'Hlth', 'Cnstr', 'FabPr', 'Carry', 'Mines', 'Oil', 'Util', 'Telcm', 'BusEq', 'Whlsl', 'Fin', 'Other']\n", "In-sample R-squared: 5.18% for Telcm.lead against ['Beer', 'Smoke', 'Books', 'Hshld', 'Cnstr', 'Autos', 'Carry', 'Mines', 'Coal', 'Oil', 'Util', 'Servs', 'BusEq', 'Rtail', 'Meals', 'Fin']\n", "In-sample R-squared: 2.87% for Servs.lead against ['Smoke', 'Books', 'Steel', 'Oil', 'Util', 'Fin']\n", "In-sample R-squared: 2.75% for BusEq.lead against ['Smoke', 'Books', 'Util']\n", "In-sample R-squared: 3.24% for Paper.lead against ['Clths', 'Coal', 'Oil', 'Rtail', 'Fin']\n", "In-sample R-squared: 1.32% for Trans.lead against ['Fin']\n", "In-sample R-squared: 7.43% for Whlsl.lead against ['Food', 'Beer', 'Smoke', 'Books', 'Hlth', 'Carry', 'Coal', 'Oil', 'Util', 'Telcm', 'Servs', 'BusEq', 'Fin', 'Other']\n", "In-sample R-squared: 1.61% for Rtail.lead against ['Rtail']\n", "In-sample R-squared: 7.90% for Meals.lead against ['Smoke', 'Books', 'Clths', 'Steel', 'Carry', 'Coal', 'Oil', 'Util', 'Servs', 'BusEq', 'Meals', 'Fin']\n", "In-sample R-squared: 1.70% for Fin.lead against ['Fin']\n", "In-sample R-squared: 2.69% for Other.lead against ['Clths', 'Fin']\n", "Mean R-squared: 3.86%\n" ] }, { "data": { "text/plain": [ "0.038622786316912544" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def predict_with_subsets(X, Y, create_model, coef_dict, verbose=False):\n", " \"\"\"evaluate subset selection, pass a model function and subsets, compute avg R-squared\"\"\"\n", " global responses\n", "\n", " nrows, ncols = Y.shape\n", " model = create_model()\n", " \n", " scores = []\n", " for response_col in range(ncols):\n", " y = Y[:,response_col]\n", "\n", "# print(\"LASSO variables selected for %s: \" % pred)\n", "# print(coef_dict[pred])\n", " \n", " if not coef_dict[response_col]:\n", " if verbose:\n", " print(\"No coefs selected for \" + responses[response_col])\n", " # print(\"---\")\n", " continue\n", " # fit model vs. selected vars, better fit w/o LASSO penalties\n", " # in-sample R-squared using LASSO coeffs\n", " #print(\"Running model for \" + pred + \" against \" + str(coef_dict[pred]))\n", " # col nums of selected predictors\n", " predcols = coef_dict[response_col]\n", " model.fit(X[:, predcols], y)\n", " y_pred = model.predict(X[:, predcols])\n", " score = r2_score(y, y_pred)\n", " scores.append(score)\n", " if verbose:\n", " print (\"In-sample R-squared: %.2f%% for %s against %s\" % (score*100, responses[response_col], \n", " str([predictors[i] for i in coef_dict[response_col]])))\n", "# print(\"---\")\n", " \n", " if verbose:\n", " print(\"Mean R-squared: %.2f%%\" % (100 * np.mean(np.array(scores))))\n", " return np.mean(np.array(scores))\n", " \n", "predict_with_subsets(X, Y, LinearRegression, coef_dict_paper, verbose=True)\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.06637486888237351" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# use all predictors - higher in-sample R-squared\n", "coef_dict_all = []\n", "for _ in responses:\n", " coef_dict_all.append(range(len(predictors)))\n", "predict_with_subsets(X, Y, LinearRegression, coef_dict_all, verbose=False)\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ -3.34 -1.95 -7.59 -7.76 -12.05 -7.5 -5.69 -7.71 -7.37 -5.26\n", " -9.84 -6.31 -7.15 -6.89 -9.35 -12.49 -2.34 -0.77 -12.16 -4.83\n", " -3.16 -11.17 -9.73 -8.89 -8.17 -8.28 -6.31 -13.12 -9.78 -6.2 ]\n", "Food -3.34\n", "Beer -1.95\n", "Smoke -7.59\n", "Games -7.76\n", "Books -12.05\n", "Hshld -7.50\n", "Clths -5.69\n", "Hlth -7.71\n", "Chems -7.37\n", "Txtls -5.26\n", "Cnstr -9.84\n", "Steel -6.31\n", "FabPr -7.15\n", "ElcEq -6.89\n", "Autos -9.35\n", "Carry -12.49\n", "Mines -2.34\n", "Coal -0.77\n", "Oil -12.16\n", "Util -4.83\n", "Telcm -3.16\n", "Servs -11.17\n", "BusEq -9.73\n", "Paper -8.89\n", "Trans -8.17\n", "Whlsl -8.28\n", "Rtail -6.31\n", "Meals -13.12\n", "Fin -9.78\n", "Other -6.20\n", "Name: 197001, dtype: float64\n" ] } ], "source": [ "# first iteration will train up to including 196911\n", "# will use 196912 to predict 197001\n", "# 1970101 will be first month of performance to use\n", "# train on first 121 months up to 196912 (0:120), put first prediction in P[121] (122nd row)\n", "# first month of performance will be 197002\n", "FIRST_TRAIN_MONTHS = 121\n", "FIRST_PREDICT_MONTH = FIRST_TRAIN_MONTHS # This is stupid but keeps my head straight\n", "\n", "print(X[FIRST_TRAIN_MONTHS])\n", "print(data.iloc[FIRST_TRAIN_MONTHS][:30])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "class PredictWrapper():\n", " \"\"\"Wrap an sklearn model e.g. LinearRegression to fit, predict all vars as a vector, \n", " match the way our Keras model will do it\"\"\"\n", "\n", " def __init__(self, create_model, coef_dict, fit_missing=None):\n", " self.create_model = create_model \n", " self.coef_dict = coef_dict\n", " self.fit_missing = fit_missing\n", " self.models = []\n", " \n", " def fit(self, X_fit, Y_fit, verbose=False):\n", " \n", " self.nrows, self.ycols = Y_fit.shape\n", " self.models = []\n", " # fit model for each column\n", " for responsecol in range(self.ycols):\n", " if self.coef_dict[responsecol]:\n", " # column indexes to fit against each other\n", " predcols = self.coef_dict[responsecol]\n", " else: # no columns selected\n", " if not self.fit_missing:\n", " # default: don't fit if no predictors selected\n", " self.models.append(None)\n", " #print(self.models[-1])\n", " continue\n", " elif self.fit_missing == \"mean\":\n", " # append a numeric value to use\n", " self.models.append(np.mean(Y_fit[:,responsecol]))\n", " #print(self.models[-1])\n", " continue\n", " elif self.fit_missing == \"all\":\n", " # predcols = all columns\n", " predcols = range(X_fit.shape[1])\n", "\n", " model = self.create_model() # create 1 sklearn model for each column\n", " model.fit(X_fit[:, predcols], Y_fit[:,responsecol])\n", " if verbose:\n", " print(\"fit on \" + str(X_fit[:, predcols].shape) + str(predcols))\n", " print(model.coef_)\n", " \n", " self.models.append(model)\n", " \n", " #debug\n", " #print(responsecol)\n", " #print(X_fit[:, predcols])\n", " #print(\"=====\")\n", " #print(Y_fit[:,responsecol])\n", " #print(\"=====\")\n", " #print(self.model.coef_)\n", " #print(self.model.intercept_)\n", " #print(\"=====\") \n", "\n", " def predict(self, X_predict, verbose=False):\n", "\n", " predictions = []\n", " nrows = X_predict.shape[0]\n", "\n", " for responsecol in range(self.ycols):\n", " #print (type(self.models[responsecol]))\n", " if type(self.models[responsecol]) == np.float64:\n", " pred = np.array([self.models[responsecol]] * nrows).reshape(nrows,1)\n", " predictions.append(pred)\n", " sys.stdout.write('\\010#')\n", " elif not self.models[responsecol]: \n", " # don't predict\n", " predictions.append(np.array([np.nan] * nrows ).reshape(nrows,1))\n", " sys.stdout.write('\\010N')\n", " else:\n", " predcols = self.coef_dict[responsecol]\n", " y_pred = self.models[responsecol].predict(X_predict[:,predcols])\n", " if verbose:\n", " print(\"predict on\" + str(X_predict[:, predcols].shape) + str(predcols))\n", " print(y_pred)\n", " predictions.append(y_pred.reshape(nrows,1))\n", " \n", " return np.hstack(predictions)\n", " \n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### BacktestModel class to abstract walk-forward validation and backtesting workflow from modeling, portfolio construction, reporting" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# typical pipeline\n", "# backtestmodel = BacktestModel(X, # predictors\n", "# Y, # responses\n", "# create_model=LinearRegression, # create_model which returns a model (needed for 'timestep' which creates different model each timestep)\n", "# # or model = someKerasModel, # initialized model that supports fit(X,Y), predict(X) , predicts an entire row,\n", "# coef_dict_param=coef_dict_paper, # how to map predictors to responses (\"all\", \"timestep\", or a list of lists)\n", "# startindex=FIRST_TRAIN_MONTHS, # initial training for backtest\n", "# fit_missing='mean', # what to do when no predictors are selected in coef_dict_param - use all predictors, use historical mean, use np.nan\n", "# scaler = None) # scaling function like MinMaxScaler\n", "\n", "# backtestmodel.gen_predictions(verbose=False) # starting from startindex, step through X,Y month by month, fit up to current month, predict next month, store prediction in self.P\n", "# backtestmodel.walkforward_xval(n_splits=5, verbose=True) # calls gen_predictions with a large step, fits and predicts one large fold at a time (useful to cross-validate quickly)\n", "# backtestmodel.evaluate_predictions() # report metrics on prediction : MSE etc. #TODO: support custom calcs before/after/instead of default calcs\n", "# backtestmodel.gen_returns(calc_returns, verbose=True) # takes a function that returns portfolio returns based on self.P, stores in self.R\n", "# backtestmodel.report_returns(start_date=start_date_str, freq='M') # calc cumulative perf and report (TODO: allow it to take a reporting function to run before/after/in place of default report)\n", "# backtestmodel.evaluate_quantiles(chart=True, verbose=True) # report quantile metrics # TODO: make this a custom calc passed into evaluate_predictions\n", "\n", "class BacktestModel():\n", " \n", " def __init__(self, \n", " X, # predictors\n", " Y, # responses\n", " model=None, # model that supports fit(X,Y), predict(X) , predicts an entire row,\n", " create_model=None, # or create_model which returns a model (needed for 'timestep' but slows down so pass model if dynamic not needed)\n", " coef_dict_param=\"all\", # mapping of predictors to responses (\"all\", \"timestep\", or a list of lists)\n", " startindex=FIRST_TRAIN_MONTHS,\n", " scaler=None,\n", " fit_missing=None):\n", " \n", " self.Xrows, self.Xcols = X.shape\n", " self.Yrows, self.Ycols = Y.shape\n", " \n", " if self.Xrows != self.Yrows:\n", " raise(ValueError, \"Shapes differ: X %s, Y %s\" % (str(X.shape), str(Y.shape))) \n", " \n", " self.X = X\n", " self.Y = Y\n", " self.Xscale = X.copy()\n", " self.Yscale = Y.copy()\n", "\n", " if scaler:\n", " print(\"scaler: %s \" %str(scaler))\n", " # by rows\n", " # MinMaxScaler: each row (min->0, max->1) \n", " # StandardScaler: each row (mean->0, SD->1) \n", " # self.Xscale = scaler().fit_transform(self.Xscale.transpose()).transpose()\n", " # self.Yscale = scaler().fit_transform(self.Yscale.transpose()).transpose()\n", " # by cols\n", " # MinMaxScaler: each col (min->0, max->1) \n", " # StandardScaler: each col (mean->0, SD->1) \n", " self.Xscale = scaler().fit_transform(self.Xscale)\n", " self.Yscale = scaler().fit_transform(self.Yscale)\n", " \n", " self.model = model\n", " self.create_model = create_model\n", " self.coef_dict_param = coef_dict_param\n", " self.startindex = startindex\n", " self.fit_missing = fit_missing\n", "\n", " def fit_predict(self, ntrain, npredict=1, verbose=False):\n", " \"\"\"for backtest, train model using Y v. X \n", " train on first ntrain rows. if ntrain=121, fit 0:120\n", " predict following npredict rows \n", " if npredict=1, predict row 121\n", " if npredict=12, predict rows 121-132\n", " \"\"\"\n", " \n", " # fit first ntrain rows\n", " X_fit = self.Xscale[:ntrain] # e.g. 0:120\n", " Y_fit = self.Yscale[:ntrain]\n", " # predict npredict rows\n", " X_predict = self.Xscale[ntrain:ntrain+npredict] # 121-122\n", " X_predict = X_predict.reshape(npredict,self.Xcols)\n", " \n", " # if no coef_dict select predictors into coef_dict\n", " if self.coef_dict_param == \"timestep\":\n", " msg = \"Performing subset selection\"\n", " coef_dict = subset_selection(X_fit, Y_fit, LassoLarsIC(criterion='aic'))\n", " # if coef_dict == \"all\" use all predictors for each response \n", " elif self.coef_dict_param == 'all':\n", " msg = \"Using all predictors\"\n", " coef_dict = [range(self.Xcols) for _ in range(self.ycols)]\n", " else: # should check valid dict\n", " msg = \"Using coef_dict predictors\"\n", " coef_dict = self.coef_dict_param\n", " if verbose: \n", " print(msg)\n", "\n", " if self.create_model:\n", " self.model = PredictWrapper(self.create_model, coef_dict, fit_missing=self.fit_missing)\n", " \n", " self.model.fit(X_fit, Y_fit, verbose=verbose)\n", " return self.model.predict(X_predict, verbose=verbose)\n", "\n", " # predict all months\n", " # initial train_months = 120 -> train first model on 120 rows\n", " # first prediction will be in P[120] (121st row)\n", " # step = 6 -> predict following 6 rows, then step forward 6 months at a time\n", " # initialize predictions matrix self.P\n", " \n", " # use either step or folds\n", " # step, do range(self.startindex, nrows, step)\n", " # folds, at each fold train 0:startfold, predict startfold+1:endfold\n", " # store only out-of-sample predictions in P, calc out-of-sample MSE\n", " \n", " # using a step > 1 or folds is quicker, for quicker xval, or to speed up by not estimating model at each timestep\n", "\n", " def gen_predictions(self,\n", " step=1, \n", " splits=None,\n", " verbose=False):\n", "\n", " self.P = np.zeros_like(self.Y)\n", "\n", " progress_i = 0\n", " self.nrows, self.ycols = Y.shape\n", " \n", " if splits:\n", " month_indexes = splits[:-1] # last index is nrows\n", " else:\n", " # create list of steps\n", " month_indexes = list(range(self.startindex, nrows, step))\n", " steps = [month_indexes[i+1]-month_indexes[i] for i in range(len(month_indexes)-1)]\n", " # last step -> end\n", " steps.append(self.nrows - month_indexes[-1])\n", " \n", " if verbose:\n", " print (\"Steps: \" + str(month_indexes))\n", "\n", " for month_index, forecast_rows in zip(month_indexes, steps):\n", " if verbose:\n", " print(\"Training on first %d rows (%d:%d), putting predictions in rows %s\" % (month_index, \n", " 0, month_index-1, \n", " str(range(month_index,month_index+forecast_rows))))\n", " predictions = self.fit_predict(month_index, forecast_rows, verbose=False)\n", " \n", " first_pred_row = month_index\n", " for row_index in range(forecast_rows):\n", " self.P[first_pred_row+row_index] = predictions[row_index]\n", " sys.stdout.write('.')\n", " progress_i += 1\n", " if progress_i % 80 == 0:\n", " print(\"\")\n", " print(\"%s Still training step %d of %d\" % (time.strftime(\"%H:%M:%S\"), progress_i, len(month_indexes)))\n", " sys.stdout.flush()\n", " print(\"\")\n", " \n", "\n", " def evaluate_predictions(self):\n", " \n", " # evaluate prediction (can move to separate function)\n", " msetemp = (self.P[self.startindex:]-self.Yscale[self.startindex:])**2\n", " #remove nans\n", " msetemp = msetemp[~np.isnan(msetemp)]\n", " self.mse = np.mean(msetemp)\n", " print(\"OOS MSE across all predictions: %.4f\" % self.mse)\n", " self.model.fit(self.Xscale, self.Yscale)\n", " Y_pred = self.model.predict(self.Xscale)\n", " self.in_sample_mse = np.mean((Y_pred - self.Yscale) ** 2)\n", " print(\"In-sample MSE: %.4f\" % self.in_sample_mse)\n", "\n", " # force unpredicted ys to be nans, then remove nans\n", " vartemp = self.Yscale[self.startindex:] - self.P[self.startindex:] + self.P[self.startindex:]\n", " vartemp = vartemp[~np.isnan(vartemp)]\n", " y_variance = np.var(vartemp[self.startindex:])\n", " print(\"Variance: %.4f\" % (y_variance))\n", " print(\"R-squared: %.4f\" % (1- self.mse/y_variance))\n", " \n", " return(self.mse)\n", "\n", " def evaluate_quantiles(self, chart=False, verbose=False):\n", " \n", " self.P_quantiles = np.zeros_like(self.P)\n", " self.Y_quantiles = np.zeros_like(self.Y)\n", " self.kendalltaus = []\n", " self.ktpvals = []\n", " # compute score for predicted quantiles vs. actual (expected) quantiles\n", " N_QUANTILES=5\n", " for row in range(self.startindex, self.P_quantiles.shape[0]):\n", " #print(self.P[row])\n", " self.P_quantiles[row] = pd.qcut(self.P[row], N_QUANTILES, range(N_QUANTILES))\n", " self.Y_quantiles[row] = pd.qcut(self.Y[row], N_QUANTILES, range(N_QUANTILES))\n", " kt, p_val = kendalltau(self.P[row], self.Y[row])\n", " self.kendalltaus.append(kt)\n", " self.ktpvals.append(p_val)\n", "\n", " self.kendalltau = np.mean(self.kendalltaus)\n", " self.kendalltau_pvalue = np.mean(self.ktpvals) \n", " print(\"Avg rank correlation (Kendall's tau): %.4f (Expected: 0)\" % (self.kendalltau))\n", " pred_quantiles = self.P_quantiles[self.startindex:]\n", " true_quantiles = self.Y_quantiles[self.startindex:]\n", "\n", " nrows, ncols = pred_quantiles.shape\n", "\n", " pred_quantiles = pred_quantiles.reshape(nrows*ncols)\n", " true_quantiles = true_quantiles.reshape(nrows*ncols)\n", " self.quintile_accuracy = accuracy_score(pred_quantiles, true_quantiles)\n", " print(\"5-quintile accuracy: %.4f (Expected: 0.2)\" % (self.quintile_accuracy))\n", " \n", " pred_direction = np.zeros(nrows*ncols)\n", " true_direction = np.zeros(nrows*ncols)\n", " for i in range(nrows*ncols):\n", " if pred_quantiles[i] == 4:\n", " pred_direction[i] = 1\n", " elif pred_quantiles[i] == 0:\n", " pred_direction[i] = -1\n", " if true_quantiles[i] == 4:\n", " true_direction[i] = 1\n", " elif true_quantiles[i] == 0:\n", " true_direction[i] = -1\n", " self.directional_accuracy = accuracy_score(pred_direction, true_direction)\n", " print(\"Long/short/flat accuracy: %.4f (Expected: 0.44)\" % (self.directional_accuracy))\n", " \n", " nrows = nrows * ncols\n", " \n", " conf_mat_expected = np.array([[0.64, 0.16],[0.16, 0.04]])*nrows\n", "\n", " myscores = []\n", " for q in range(5):\n", " temp_pred = pred_quantiles == q\n", " temp_actual = true_quantiles == q\n", " conf_mat5 = confusion_matrix(temp_pred, temp_actual)\n", " diff_mat = conf_mat5 - conf_mat_expected\n", " if verbose:\n", " print(\"Confusion matrix for quantile %d\" % q)\n", " print(conf_mat5)\n", " cstmp, cspvtmp = chisquare(conf_mat5.reshape(4), conf_mat_expected.reshape(4))\n", " print(\"Chi-square: %.4f (p-value: %.8f)\" % (cstmp, cspvtmp))\n", "\n", " # probably no valid statistical interpretation but \n", " # average of improvement in true positive % and true negative %\n", " myscore = diff_mat[1][1]\n", " myscores.append(myscore)\n", "\n", " # sum of true positive for top and bottom quintiles\n", " self.excess_tp = myscores[0] + myscores[4]\n", " print(\"Excess true positive in quintiles 1 + 5: %f\" % (self.excess_tp))\n", "\n", " conf_mat = confusion_matrix(pred_quantiles, true_quantiles)\n", " if chart:\n", " fig, ax = plt.subplots(figsize=(10,10))\n", " sns.heatmap(conf_mat, annot=True, fmt='d')\n", " plt.ylabel('Actual Quintile')\n", " plt.xlabel('Predicted Quintile')\n", " plt.show()\n", " \n", " return None\n", "\n", " def walkforward_xval (self, n_splits=5, verbose=False):\n", " \"\"\"quick and dirty genreturns, with a step\"\"\"\n", " # generate k-folds\n", " kf = KFold(n_splits=n_splits)\n", " kf.get_n_splits(X)\n", " last_indexes = []\n", " for train_index, test_index in kf.split(X):\n", " # use test_index as last index to train\n", " last_index = test_index[-1] + 1\n", " last_indexes.append(last_index)\n", " print(\"%s Generate splits %s\" % (time.strftime(\"%H:%M:%S\"), str([i for i in last_indexes])))\n", " #override startindex\n", " self.startindex = last_indexes[0]\n", " return self.gen_predictions(splits=last_indexes, verbose=verbose)\n", " \n", " def gen_returns(self, port_returns_func, verbose=False):\n", "\n", " self.R = np.zeros(self.P.shape[0])\n", " first_pred_month=self.startindex\n", " \n", " indcount = [0] * self.ycols\n", " longcount = [0] * self.ycols\n", " shortcount = [0] * self.ycols\n", " \n", " for month_index in range(first_pred_month, nrows-1):\n", " return_month = month_index + 1\n", " port_return, long_indexes, short_indexes = port_returns_func(self.P[month_index], \n", " self.X[return_month])\n", " self.R[return_month] = port_return\n", " \n", " for i in long_indexes:\n", " indcount[i] += 1\n", " longcount[i] += 1\n", " for i in short_indexes:\n", " indcount[i] += 1\n", " shortcount[i] += 1\n", " if verbose:\n", " for i in range(len(responses)):\n", " print(\"%s: long %d times, short %d times, total %d times\" % (predictors[i], \n", " longcount[i], \n", " shortcount[i], \n", " indcount[i]))\n", " return self.R\n", "\n", " def report_returns(self, start_date='01/01/1970', freq='M'):\n", "\n", " first_pred_month=self.startindex \n", " self.results = self.R[first_pred_month:]\n", " nmonths = self.results.shape[0]\n", " nyears = nmonths/12.0\n", " index = pd.date_range(start_date,periods=nmonths, freq=freq)\n", " perfdata = pd.DataFrame(self.results,index=index,columns=['Returns'])\n", " perfdata['Equity'] = 100 * np.cumprod(1 + self.results / 100)\n", " self.cumulative_return = perfdata['Equity']\n", " self.mean_monthly_return_annualized = np.mean(1 + self.results/100) ** 12 - 1\n", " self.mean_return = (self.cumulative_return[-1]/100) ** (1.0/nyears) - 1\n", " self.annualized_vol = np.std(self.results/100) * np.sqrt(12.0)\n", " self.sharpe = self.mean_monthly_return_annualized/self.annualized_vol\n", " print(\"Mean return: %.3f%%\" % (self.mean_return * 100 ))\n", " #print(\"Mean monthly annualized return: %.3f%%\" % (self.mean_monthly_return_annualized * 100 ))\n", " #print(\"Monthly annualized volatility: %.3f%%\" % (self.annualized_vol * 100))\n", " print(\"Monthly Sharpe ratio: %.3f\" % (self.sharpe))\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# return calculation passed to gen_returns\n", "\n", "NUMSTOCKS = 6 # top quintile (and bottom)\n", "\n", "def calc_returns(prediction_row, return_row, numstocks=NUMSTOCKS, verbose=False):\n", "\n", " # ensure nan sorts to top for shorts\n", " short_sort_array = [999999 if np.isnan(x) else x for x in prediction_row]\n", " # pick bottom numstocks\n", " select_array = np.argsort(short_sort_array)\n", " short_indexes = select_array[:numstocks]\n", "\n", " # ensure nan sorts to bottom for longs\n", " long_sort_array = [-999999 if np.isnan(x) else x for x in prediction_row]\n", " # pick top numstocks\n", " select_array = np.argsort(long_sort_array)\n", " long_indexes = select_array[-numstocks:]\n", " \n", " if verbose:\n", " print(\"Longs: %s\" %(str([(i,prediction_row[i]) for i in long_indexes])))\n", " print(\"Shorts: %s\" %(str([(i,prediction_row[i]) for i in short_indexes])))\n", "\n", " # compute equal weighted long/short return\n", " return np.mean(return_row[long_indexes])/2 - np.mean(return_row[short_indexes])/2, long_indexes, short_indexes\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'01/01/1970'" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "start_date_int = data.index[FIRST_TRAIN_MONTHS]\n", "start_year, start_month = start_date_int // 100, start_date_int % 100\n", "start_date_str = \"%02d/%02d/%d\" % (start_month, 1, start_year)\n", "start_date_str" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ -4.70219919 -5.3073358 -3.72029191 -12.42448745 -6.62775756\n", " -2.90316148 -6.79960146 -2.23172984 -5.75101181 -6.66276641\n", " -5.75265368 -7.71979359 -6.57864566 -4.32124795 -5.0355927\n", " -5.92230241 -4.76675177 -1.96315925 -3.43369206 -2.30343164\n", " -3.72794445 -2.91917105 -5.27753906 -6.40474001 -6.85223288\n", " -10.16508667 -4.69016977 -8.8042513 -5.4481542 -6.40122815]\n", " [ -1.09819574 0.33751522 1.47276575 -7.65291563 -0.40550754\n", " -4.96855817 -1.82873168 -3.4663124 -2.05857985 -0.68158685\n", " -1.54307573 -2.74859589 -2.04412571 -1.77673237 -3.39612781\n", " -4.76047089 -0.65055072 -5.08513341 1.95082965 -2.60578312\n", " -5.09137205 -1.72203771 -3.31591182 -1.94755286 -1.38046013\n", " -2.75841651 -0.96353404 -6.81674253 1.34059086 -1.59466739]\n", " [ -1.96144894 -0.87682739 -3.02833064 0.58137733 -0.02056567\n", " 1.67143038 -0.44895783 -1.70395859 -0.63283007 -0.4731534\n", " -0.71228211 -3.61106494 -1.93572984 -0.64937617 -1.09751999\n", " 0.24726352 -0.37303973 -1.04141371 2.1679461 -0.55736749\n", " 0.76975122 0.67561178 1.62692312 -1.12079845 -1.07373008\n", " -0.27905898 1.55099516 -3.06722504 -0.32196075 0.5859896 ]]\n" ] } ], "source": [ "# test fit_predict\n", "backtestmodel = BacktestModel(X, Y, create_model=LinearRegression, coef_dict_param=coef_dict_all, startindex=FIRST_TRAIN_MONTHS)\n", "print(backtestmodel.fit_predict(121, npredict=3, verbose=False))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\b################################################################################.\n", "00:15:19 Still training step 80 of 563\n", "\b################################################################################.\n", "00:15:20 Still training step 160 of 563\n", "\b################################################################################.\n", "00:15:21 Still training step 240 of 563\n", "\b################################################################################.\n", "00:15:23 Still training step 320 of 563\n", "\b################################################################################.\n", "00:15:24 Still training step 400 of 563\n", "\b################################################################################.\n", "00:15:25 Still training step 480 of 563\n", "\b################################################################################.\n", "00:15:26 Still training step 560 of 563\n", "\b###.\n", "Food: long 93 times, short 37 times, total 130 times\n", "Beer: long 122 times, short 94 times, total 216 times\n", "Smoke: long 211 times, short 112 times, total 323 times\n", "Games: long 147 times, short 125 times, total 272 times\n", "Books: long 126 times, short 107 times, total 233 times\n", "Hshld: long 81 times, short 72 times, total 153 times\n", "Clths: long 195 times, short 172 times, total 367 times\n", "Hlth: long 126 times, short 110 times, total 236 times\n", "Chems: long 26 times, short 125 times, total 151 times\n", "Txtls: long 160 times, short 128 times, total 288 times\n", "Cnstr: long 92 times, short 124 times, total 216 times\n", "Steel: long 4 times, short 180 times, total 184 times\n", "FabPr: long 33 times, short 62 times, total 95 times\n", "ElcEq: long 45 times, short 16 times, total 61 times\n", "Autos: long 87 times, short 117 times, total 204 times\n", "Carry: long 106 times, short 76 times, total 182 times\n", "Mines: long 132 times, short 102 times, total 234 times\n", "Coal: long 226 times, short 183 times, total 409 times\n", "Oil: long 160 times, short 137 times, total 297 times\n", "Util: long 161 times, short 182 times, total 343 times\n", "Telcm: long 118 times, short 163 times, total 281 times\n", "Servs: long 149 times, short 137 times, total 286 times\n", "BusEq: long 106 times, short 123 times, total 229 times\n", "Paper: long 50 times, short 107 times, total 157 times\n", "Trans: long 39 times, short 56 times, total 95 times\n", "Whlsl: long 168 times, short 147 times, total 315 times\n", "Rtail: long 72 times, short 62 times, total 134 times\n", "Meals: long 220 times, short 178 times, total 398 times\n", "Fin: long 56 times, short 21 times, total 77 times\n", "Other: long 61 times, short 117 times, total 178 times\n", "Mean return: 6.667%\n", "Monthly Sharpe ratio: 1.123\n", "OOS MSE across all predictions: 39.4986\n", "\b#In-sample MSE: 35.8279\n", "Variance: 39.4097\n", "R-squared: -0.0023\n", "Avg rank correlation (Kendall's tau): 0.0589 (Expected: 0)\n", "5-quintile accuracy: 0.2287 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4706 (Expected: 0.44)\n", "Confusion matrix for quantile 0\n", "[[10953 2559]\n", " [ 2555 823]]\n", "Chi-square: 49.7107 (p-value: 0.00000000)\n", "Confusion matrix for quantile 1\n", "[[10884 2628]\n", " [ 2628 750]]\n", "Chi-square: 12.8020 (p-value: 0.00508507)\n", "Confusion matrix for quantile 2\n", "[[10850 2662]\n", " [ 2656 722]]\n", "Chi-square: 4.7384 (p-value: 0.19198761)\n", "Confusion matrix for quantile 3\n", "[[10851 2661]\n", " [ 2666 712]]\n", "Chi-square: 3.2442 (p-value: 0.35547827)\n", "Confusion matrix for quantile 4\n", "[[10994 2518]\n", " [ 2523 855]]\n", "Chi-square: 75.2761 (p-value: 0.00000000)\n", "Excess true positive in quintiles 1 + 5: 326.800000\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# test model on our calculated coef_dict\n", "# bad methodology, introduces snooping\n", "# selects LASSO vars over whole timespan\n", "# uses selected vars to do OLS backtest\n", "# included as an example of what not to do\n", "backtestmodel = BacktestModel(X, Y, \n", " create_model=LinearRegression, \n", " coef_dict_param=coef_dict_paper, \n", " startindex=FIRST_TRAIN_MONTHS,\n", " fit_missing='mean',\n", " scaler = None)\n", "backtestmodel.gen_predictions(verbose=False)\n", "backtestmodel.gen_returns(calc_returns, verbose=True)\n", "backtestmodel.report_returns(start_date=start_date_str, freq='M')\n", "backtestmodel.evaluate_predictions()\n", "backtestmodel.evaluate_quantiles(chart=True, verbose=True)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Functions using Plotly to generate charts for performance, scatters, heatmaps" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# chart performance\n", "\n", "def mychart(args, names=None, title=\"\"):\n", " x_coords = np.linspace(1970, 2016, args[0].shape[0])\n", " plotdata = []\n", " for i in range(len(args)):\n", " tracelabel = \"Trace %d\" % i\n", " if names:\n", " tracelabel=names[i]\n", " plotdata.append(Scatter(x=x_coords,\n", " y=args[i].values.reshape(-1),\n", " mode = 'line',\n", " name=tracelabel)) \n", "\n", " layout = Layout(\n", " title = title,\n", " autosize=False,\n", " width=900,\n", " height=600,\n", " yaxis=dict(\n", " type='log',\n", " autorange=True\n", " )\n", " )\n", " \n", " fig = Figure(data=plotdata, layout=layout)\n", " \n", " return iplot(fig)\n", " \n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def myscatter(arg1, arg2, names=None, title=\"\"):\n", " \n", " plotdata = []\n", " \n", " plotdata.append(Scatter(\n", " x = arg1,\n", " y = arg2,\n", " mode = 'markers'\n", " ))\n", "\n", " layout = dict(\n", " title=title,\n", " autosize=False,\n", " width=\"600\",\n", " height=\"480\",\n", " yaxis=dict(\n", "# type='log',\n", " autorange=True\n", " )\n", " )\n", " \n", "# py.iplot(data, filename='basic-scatter')\n", "\n", " fig = Figure(data=plotdata, layout=layout)\n", " \n", " return iplot(fig)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "def plot_matrix(lossframe, x_labels, y_labels, x_suffix=\"\", y_suffix=\"\"):\n", "\n", " pivot = lossframe.pivot_table(index=[y_labels], columns=[x_labels], values=['mse'])\n", "# print(pivot)\n", " # specify labels as strings, to force plotly to use a discrete axis\n", "# print(pivot.columns.levels[1]).values\n", "# print(lossframe[x_labels].dtype)\n", " \n", " if lossframe[x_labels].dtype == np.float64 or lossframe[x_labels].dtype == np.float32:\n", " xaxis = [\"%f %s\" % (i, x_suffix) for i in pivot.columns.levels[1].values]\n", " else:\n", " xaxis = [\"%d %s\" % (i, x_suffix) for i in pivot.columns.levels[1].values]\n", " if lossframe[y_labels].dtype == np.float64 or lossframe[y_labels].dtype == np.float32:\n", " yaxis = [\"%f %s\" % (i, y_suffix) for i in pivot.index.values]\n", " else:\n", " yaxis = [\"%d %s\" % (i, y_suffix) for i in pivot.index.values]\n", " \n", "# print(xaxis, yaxis)\n", " \"\"\"plot a heat map of a matrix\"\"\"\n", " chart_width=640\n", " chart_height=480\n", " \n", " layout = dict(\n", " title=\"%s v. %s\" % (x_labels, y_labels),\n", " height=chart_height,\n", " width=chart_width, \n", " margin=dict(\n", " l=150,\n", " r=30,\n", " b=120,\n", " t=100,\n", " ),\n", " xaxis=dict(\n", " title=x_labels,\n", " tickfont=dict(\n", " family='Arial, sans-serif',\n", " size=10,\n", " color='black'\n", " ),\n", " ),\n", " yaxis=dict(\n", " title=y_labels,\n", " tickfont=dict(\n", " family='Arial, sans-serif',\n", " size=10,\n", " color='black'\n", " ),\n", " ),\n", " )\n", " \n", " data = [Heatmap(z=pivot.values,\n", " x=xaxis,\n", " y=yaxis,\n", " colorscale=[[0, 'rgb(0,0,255)', [1, 'rgb(255,0,0)']]],\n", " )\n", " ]\n", "\n", " fig = Figure(data=data, layout=layout)\n", " return iplot(fig, link_text=\"\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare LASSO, OLS models" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "mode": "line", "name": "Post-LASSO", "type": "scatter", "x": [ 1970, 1970.081850533808, 1970.1637010676156, 1970.2455516014236, 1970.3274021352313, 1970.4092526690392, 1970.491103202847, 1970.5729537366549, 1970.6548042704626, 1970.7366548042705, 1970.8185053380782, 1970.9003558718862, 1970.982206405694, 1971.0640569395018, 1971.1459074733095, 1971.2277580071175, 1971.3096085409252, 1971.3914590747331, 1971.4733096085408, 1971.5551601423488, 1971.6370106761565, 1971.7188612099644, 1971.8007117437724, 1971.88256227758, 1971.964412811388, 1972.0462633451957, 1972.1281138790036, 1972.2099644128114, 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" ], "text/vnd.plotly.v1+html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "perf_post_LASSO = backtestmodel.cumulative_return\n", "mychart([perf_post_LASSO],[\"Post-LASSO\"], title=\"Post-LASSO\")\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "................................................................................\n", "00:15:39 Still training step 80 of 563\n", "................................................................................\n", "00:15:52 Still training step 160 of 563\n", "................................................................................\n", "00:16:04 Still training step 240 of 563\n", "................................................................................\n", "00:16:17 Still training step 320 of 563\n", "................................................................................\n", "00:16:29 Still training step 400 of 563\n", "................................................................................\n", "00:16:41 Still training step 480 of 563\n", "................................................................................\n", "00:16:55 Still training step 560 of 563\n", "...\n", "Mean return: 3.545%\n", "Monthly Sharpe ratio: 0.674\n", "OOS MSE across all predictions: 41.4734\n", "In-sample MSE: 35.7675\n", "Variance: 39.4097\n", "R-squared: -0.0524\n", "Avg rank correlation (Kendall's tau): 0.0331 (Expected: 0)\n", "5-quintile accuracy: 0.2163 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4584 (Expected: 0.44)\n", "Confusion matrix for quantile 0\n", "[[10910 2602]\n", " [ 2598 780]]\n", "Chi-square: 24.8287 (p-value: 0.00001677)\n", "Confusion matrix for quantile 1\n", "[[10840 2672]\n", " [ 2672 706]]\n", "Chi-square: 2.1374 (p-value: 0.54439176)\n", "Confusion matrix for quantile 2\n", "[[10831 2681]\n", " [ 2675 703]]\n", "Chi-square: 1.6009 (p-value: 0.65918763)\n", "Confusion matrix for quantile 3\n", "[[10827 2685]\n", " [ 2690 688]]\n", "Chi-square: 0.4245 (p-value: 0.93512982)\n", "Confusion matrix for quantile 4\n", "[[10916 2596]\n", " [ 2601 777]]\n", "Chi-square: 24.2603 (p-value: 0.00002204)\n", "Excess true positive in quintiles 1 + 5: 205.800000\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# do LASSO subset selection at each timestep \n", "backtestmodel = BacktestModel(X, Y, \n", " create_model=LinearRegression, \n", " coef_dict_param=\"timestep\", \n", " startindex=FIRST_TRAIN_MONTHS,\n", " fit_missing='mean',\n", " scaler = None)\n", "backtestmodel.gen_predictions(verbose=False)\n", "backtestmodel.gen_returns(calc_returns, verbose=False)\n", "backtestmodel.report_returns(start_date=start_date_str, freq='M')\n", "backtestmodel.evaluate_predictions()\n", "backtestmodel.evaluate_quantiles(chart=True, verbose=True)\n", "perf_LASSO_each_timestep = backtestmodel.cumulative_return\n", "mychart([perf_LASSO_each_timestep],[\"LASSO each timestep\"], title=\"LASSO each timestep\")\n", "\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "................................................................................\n", "00:16:58 Still training step 80 of 563\n", "................................................................................\n", "00:17:00 Still training step 160 of 563\n", "................................................................................\n", "00:17:02 Still training step 240 of 563\n", "................................................................................\n", "00:17:04 Still training step 320 of 563\n", "................................................................................\n", "00:17:06 Still training step 400 of 563\n", "................................................................................\n", "00:17:08 Still training step 480 of 563\n", "................................................................................\n", "00:17:11 Still training step 560 of 563\n", "...\n", "Mean return: 2.781%\n", "Monthly Sharpe ratio: 0.506\n", "OOS MSE across all predictions: 43.8692\n", "In-sample MSE: 34.7467\n", "Variance: 39.4097\n", "R-squared: -0.1132\n", "Avg rank correlation (Kendall's tau): 0.0246 (Expected: 0)\n", "5-quintile accuracy: 0.2161 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4657 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 225.800000\n" ] }, { "data": { "image/png": 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EvEMVHhEREb/SvbREREREvEMJj4iIiHiehrRERET8SpOWRURERLxDFR4RERG/0q0lRERERLxDFR4RERG/8tEcnqhNeI46clCkQ/C80TEtIh2C5y1p3DXSIfjC0r01Ix2C5y2gKNIhiPy/RG3CIyIiIiHmowqP5vCIiIiI56nCIyIi4le6tYSIiIiId6jCIyIi4lMuoOvwiIiIiHiGKjwiIiJ+pVVaIiIiIt6hCo+IiIhfaZWWiIiIiHco4RERERHPU8IjIiLiVwEXvq0cZtbOzJaU2bLNbLiZ3W1mm8u0n1Zmn1FmtsbMVplZ/wOdqubwiIiISEQ551YBXQDMLBbYDEwDLgMec86NK9vfzA4HBgIdgEOBmWbW1jlXvL/3UMIjIiLiV9G5LL0vsNY5t8HM9tfnbOBN51w+sM7M1gA9gLn720FDWiIiIhJyZjbYzBaU2Qbvp+tA4I0yz4eZ2TIze8HMagXbGgGbyvRJDbbtlxIeERERvwoEwrY55yY557qX2Sb9MRwzSwDOAt4KNk0EWlEy3LUFePTXrvs4m3InCinhERERkWhxKrDIOZcO4JxLd84VO+cCwGRKhq2gpKLTpMx+jYG08g6shEdERMSvnAvfVjEXUWY4y8walnntXOCH4OMPgIFmlmhmLYA2wPflHViTlkVERCTizCwZ6AdcVab5YTPrQslw1fpfX3PO/WhmU4EVQBEwtLwVWqCER0RExL+iaJWWcy4XqPOHtovL6T8GGFPR42tIS0RERDxPFR4RERG/OsAVkL1EFR4RERHxPFV4RERE/MpFzxyeUFOFR0RERDxPFR4RERG/0hweEREREe9QwiMiIiKepyEtERERn3JRdOHBUFOFR0RERDxPFR4RERG/0qRlEREREe9QhUdERMSvdOFBEREREe9QhUdERMSvNIdHRERExDtU4REREfErXYdHRERExDtU4REREfErzeERERER8Q5VeERERPxK1+ERERER8Q5VeERERPxKc3hEREREvEMJj4iIiHiehrRERER8yunCgyIiIiLeoQqPiIiIX2nSsoiIiIh3qMIjIiLiVz6q8Cjh+QuqVU/hrvGjaN2uJc457hrxAH369uKEAX0IBALs3L6L0dffT0b6drof05XHX3yIzRvTAJg1fQ7PjZ8S4TOIfvHVk+n26CCqt28MzrFgxCSK9xZy5EOXE5sYT6C4mMW3TmHnkl+Iq5ZEj6eHkNyoDhYXy88TP2bDf76K9ClEvYQWjWjy1C2/PW/SgG2Pv8qud2fR5KlbiG98CIWp6WwcNpZA9h4Aqh7diQajB2FxsRTvzGbdRaMiFX6lEV89mZ7jrqRG8LP83Q2TKd5bQI+xlxNTJR5XVMz8US+SueQX6vc6jOOnjCBnUwYAm6bP54fH3ovwGUS/KtWTGTj2Khq0awwO3hj5LBsWrabPpf3pfUl/AsXFrJi1mA/Hvl66T81D63DrjEf59PG3mT35owhGL+GmhOcvGHn/cL6Z9R03XXk7cfFxJCVVYe2qX3jm4ckA/OOKC7jqhsu4/5ZHAFg8bynXXnxzJEOudI6472K2frmU7wY9gcXHEpeUSM9J1/HT+HfZOmspDU46gs6jL2LO+WNofVk/dv+8mW8vfZSEOtUY8N9xbHz3G1xhcaRPI6oVrNvM2jOuK3kSE0O7uS+R/dlc6l59ATnfLmX7s29T9+q/Ue+aC0h/6EViqlWl4b3XsOGyuyhMyyC2To3InkAl0f3ei0mbvYz/Dn6SmPhYYpMS6fPctSwf/y5pXy7j0JOOoOsdFzHzb2MAyJi3itmXPhrhqCuX8+66lJ/mLOHFIY8RGx9LfFIirXsdTsd+3Xn41JEUFxSRUqf67/Y5Z/Ql/DR7SYQijkK6tYT8UdWUZLr17MK01z8EoKiwiN3ZOezJyS3tUyW5Cg7/lAcPtriUJOr1bM/612cD4AqLKczOxTlHXEoSUPJXc97WXSWvO4hLqVKyb3IVCnbl4Ir88z/vwZByzBEUbNhCYVoG1fsdza53vgBg1ztfUL1fTwBqnn082Z99S2FaSfWhODMrYvFWFnEpSdTv2Y61r88GIFDmsxxfrcxnOX1n5IKs5BJTkmjZ4zDm/edLAIoLi9mbncux/+zHFxPfp7igCICczOzSfTqe0p3MjdvYujo1IjFLZIW9wmNmlznnKt3YTuNmjdiZuYt7n7iddoe3YcWylTw8+nHycvcy7NarOPOCAeTs3sOV5w8r3adzt45M/eIlMtK3M/6ep1m7al0EzyD6VW1Wn/zM3XR//CpqHN6UXcvWsWT0Kyy98xX6vHELne/8BxZjfHnWPQCsfeFzjnnpRk5f8jTxKUl8d9VTJVmQVFiNM48j68OSYcC4ujUpyij5Ai7K2ElcnZpAyRCYxcXS4vUHiamaROaLH7Br2qyIxVwZVGtWj72Zu+n52GBqdWjKjmXrWTD6FRbe+SonvTGSrnf+AzPj8+BnGaBut9acNmMMeem7WHTv62T9vDmCZxD96jStT05mNheNu4ZDD2tK6vJ1TLvnJeq1bEjLHu057eaBFOYX8MGYV9m07BcSkhLpe/VZTPyfMZw4+MxIhx89fDSHJxIVnnv294KZDTazBWa2IDM3PZwxHVBsXCztO7XlrRen8fd+/yIvdy+XD7sYgKfHPkf/bufy8TufMfDy8wH4adkqBnQ/jwv7Xsobz7/NY1PGRjL8SiEmLoaanZrzy0sz+eKU2ynKy6f9tWfS8pKTWXrXq0zvfh1L73qVbo8OAuCQEzqT9eMGPu4yjBkn30bXBy4trQTJgVl8HNX69iDrk6/L7xcbS1LH1qy/4m7W/+tO6l07kIQWh4YpysrJYmOp3ak5q1/+gk9OuYOi3Hw6DDuTNpf2ZeFdr/Fe9+tZePdrHD2+5LO8Y/l63usxnOn9bmfVC59z3AsjInwG0S82NpbGHVvwzaszePT0URTk5dP3mrOJiY0lqXpVHj/nDj584DUufWY4AANGXMCc56dTkJsf4cglUkKS8JjZsv1sy4FD9refc26Sc667c657neT9douI9LRtpG/JYPniFQDM+OhL2ndu97s+n0ybwcmnnwjAnpxc8nLzAPj6i7nExcdRs7bmPpQnN20HeVt2sGPxWgA2f/Q9NTs1p/mFfdj88XwAUj+cR+2urQBoPvA4Nk8vad+zPp09GzOo1rphZIKvhFKO78beH9dSvL1kiLBo+y7i6tUCIK5eLYoyS9oLt24n56tFuLx8indmk/v9D1Rp3yJicVcGuVt2kLtlB5nBz/LGj76ndqfmtLygD5uCn9mNH86jbpeSz3JRTh5FwS/itFlLiYmPJbF2SmSCryR2bc0ka+sONi5ZA8DS6fNo3LE5u7Zmsuyz4M946VpcwFG1djWadWnNmaP+yeivn+L4y0/l5KHn0PuS/pE8hajgAi5sW6SFqsJzCHAJcOY+tswQvWdIZWbsIH1zOs1aNQXg6D7d+eXndTRt0bi0zwn9e7NuzQYA6tSrXdresethxJixa4fmPpQnPyOLvLRMUlqVJC31e3cg++fN5KXvpF6vw0rbctZtBSB3cyb1e3cAILFudaq1asiejdsiE3wlVOPM49n14W+r2rJnzqPm+X0BqHl+X7JnzANg94zvSD6qA8TGYFUSSTqiHflrNQeiPHszsshN20G14Ge5QZ8OZK0u+SzXD36WD+ndgezgZ7lKvd/+GKrTpSUWY+TvyAl/4JXI7owsdqVlUq9lyc+4zbEd2bp6Mz98voA2vUp+L9Rr0ZDY+Dj27NjNUxfezX29r+W+3tcy54VPmPnMe3z98meRPAUJs1DN4fkISHHO/WkqvJnNDtF7htzY2x/jwQl3ER8fT+qGNO4cPoa7H72V5q2bEQgE2JK6lftHPgxAvzNP5MJLz6WoqJj8vfnccvWdEY6+clh8+8v0eGYIMfFx7Nm4jQXDnyPts4V0ue8SLDaGQH4hC2/+NwA/PTaNo564mn6zxoLB8jFvUqAviQqxKomk9O5C2h1Pl7Ztf/Ztmjx9K7UuPIXCtAw2DX0QgPy1qeTMWUjr6U9DwLFz6mfk/7whUqFXGgvueIljn76GmPg4cjZu47sRk0j9bCHd7r2YmNgYivML+f7m5wFoekYP2lzSF1dUTPHeQr6+5pkIR185vHP3FC5+fBix8XFkbtrGGzc9S0HeXgY+fDUjP3uE4sIiXr9xQqTDjG5RUHkJF3NROsnziAbHRGdgHjLaNCwRau2TVNULh6V7a0Y6BM9bkFAU6RB84bH1b1o432/3dWeE7bu22pMfhfXc/kjX4REREfEr3S1dRERExDuU8IiIiIjnaUhLRETEr3w0aVkVHhEREfE8VXhERET8ShUeEREREe9QhUdERMSnovVafKGgCo+IiIh4nio8IiIifqU5PCIiIiLeoQqPiIiIX6nCIyIiIuIdqvCIiIj4lFOFR0RERMQ7VOERERHxK1V4RERERLxDFR4RERG/CkQ6gPBRhUdEREQ8TwmPiIiIeJ6GtERERHxKy9JFREREPEQVHhEREb9ShUdERETEO1ThERER8SstSxcRERHxDlV4REREfEqrtEREREQ8RBUeERERv9IcHhERERHvUIVHRETEpzSHR0RERMRDVOERERHxK83hEREREfEOVXhERER8yqnCIyIiIuIdSnhERETE8zSkJSIi4lca0hIRERHxDlV4REREfEqTlkVEREQ8RBUeERERv1KFR0RERMQ7VOERERHxKc3hEREREQkTM2tnZkvKbNlmNtzMHjGzlWa2zMymmVnNMvuMMrM1ZrbKzPof6D2U8IiIiPiUC4RvKzcO51Y557o457oA3YBcYBowA+jonOsM/AyMAjCzw4GBQAdgADDBzGLLew8lPCIiIhJN+gJrnXMbnHOfO+eKgu3fAY2Dj88G3nTO5Tvn1gFrgB7lHVQJj4iIiE+Fs8JjZoPNbEGZbfB+whoIvLGP9suBT4KPGwGbyryWGmzbL01aFhERkZBzzk0CJpXXx8wSgLMIDl2Vab8dKAJe+7VpX29R3rGjNuFpn1g/0iF4Xmt2RzoEz0vfUzXSIfhC91qZkQ7B867csCLSIfjCY+F+Q7evvCGiTgUWOefSf20ws0uBM4C+zrlfk5pUoEmZ/RoDaeUdWENaIiIiEi0uosxwlpkNAG4BznLO5Zbp9wEw0MwSzawF0Ab4vrwDR22FR0REREIrmq7DY2bJQD/gqjLNTwOJwAwzA/jOOXe1c+5HM5sKrKBkqGuoc664vOMr4REREZGIC1Zw6vyhrXU5/ccAYyp6fA1piYiIiOepwiMiIuJTLhB1k5ZDRhUeERER8TxVeERERHwqmiYth5oqPCIiIuJ5qvCIiIj4lIu+Cw+GjCo8IiIi4nmq8IiIiPiU5vCIiIiIeIgqPCIiIj6l6/CIiIiIeIgqPCIiIj7lXKQjCB9VeERERMTzVOERERHxKc3hEREREfGQClV4zKwZ0MY5N9PMkoA459zu0IYmIiIioaQKTxlmNgh4G3gu2NQYeC+UQYmIiIgcTBUZ0hoKHAtkAzjnVgP1QxmUiIiIyMFUkSGtfOdcgVlJ2cvM4gAfLWQTERHxJi1L/705ZnYbkGRm/YC3gA9DG5aIiIjIwVORCs+twBXAcuAqYDrw71AGJSIiIqHnp0nLB0x4nHMBYHJwExEREal09pvwmNlyypmr45zrHJKIREREJCycU4UH4IywRSEiIiISQvtNeJxzG8IZiIiIiISXC0Q6gvApb0jra+dcbzPbze+HtgxwzrnqIY9ORERE5CAor8LTO/hvtfCFIyIiIuES8NEcnorcWuKVirSJiIiIRKuKXIenQ9knwSstdwtNOCIiIhIuflqltd8Kj5mNCs7f6Wxm2cFtN5AOvB+2CEVERET+n8qbw/Mg8KCZPeicGxXGmERERCQMdKXlMpxzo8ysEdCsbH/n3FehDExERETkYDlgwmNmY4GBwAqgONjsACU8IiIilZif7pZekUnL5wLtnHP5oQ5GREREJBQOuCwd+AWID3UgIiIiIqFSkQpPLrDEzL4ASqs8zrnrQhaViIiIhJwmLf/eB8FNREREpFKqyCqtl8IRiIiIiISXn24tUd7NQ6c65y40s+X8/uahADjnOoc0MhF8JPKbAAAgAElEQVQREZGDpLwKz/XBf88IRyAiIiISXn66tUR5V1reEvx3Q/jCERERETn4KnLhwd38NqSVQMkS9T3OueqhDExERERCSxceLMM5V63sczM7B+gRsohEREREDrKKLEv/Hefce2Z2ayiCERERkfDRKq0yzOy8Mk9jgO7sY9WWiIiISLSqSIXnzDKPi4D1wNkhiUZERETCRqu0ynDOXRaOQCqD5OpVueqhoTRp2xRwTLz5aY44rit9L+pHdmY2AG888ipLvlxIqyPaMPjBIQCYwVuPv8n8z+ZFMProl9iyEc2fvrn0eULTBmwd/zo73plF82dGktC4PgWp21g/5CGKs/eU9kvq3Jq27z3C+mGPkDX920iEXunEVU/msPFXUbV9E3CwYsREArkFtH/kSmKrViFvUwY/XvMUxTl5VGlSj57/HU/u2jQAshauZtXIf0f4DKJbfItGHDp+1G/PmzQk88lXyHp/JoeOH0V8o0Mo3JxO2ogHCWTnEFM9hQZjRpDQtCGB/AK23v4YBau1QPZAatSozsSJD3H44W1xDq6++mYaNWrA7bePoH371vTpcxaLFi0HYODAcxg+fHDpvp06HUavXqezbNmKSIUvYWaunCnaZnY2MBI4LNi0ALjXOfe1mdVwzmWFKrC/Nzsn6obNhjx6HSvnr2DWmzOJjY8jMSmR0y4/k725eXw06f3f9U2okkBRYRGB4gA169fi4U8e4+oelxMoDkQo+j8bRfTE8icxMXSYN4Wfz7mJupecTvGu3Wyb+A71rzmf2BopbBn7Umm/Vq/di8svIHPqzKhLeDL3JkU6hH06/Mkh7Jq3krTXZmHxscQmJdJ16h2svucVds39iYYXnUBS0/r88tBUqjSpxxGv3sK842+KdNj71bhWdqRD2L+YGFrNeYUNfx9BrX+cQXHWbnZMfovagy4gpno1tj/6AvVuvoJAbh6Zz7xOQovG1L9zKKmXjTrwscOoy4boSwwmT36Ub76Zz4svvkl8fDzJyUk0aFCfQCDA008/wKhRY0oTnrI6dGjHW2/9m8MP7xOBqMuXl7chrCWXRU3ODtt37ZGb3o9oOWm/d0s3syHA6ODWPLiNBR42s78DX4UhvqiRlJLEYUd3YNabMwEoLiwit0yV4Y8K9haUJjfxifG+Wvp3MFQ7tjP5G7dSuDmDGv16sOOdWQDseGcWNU45urRfvX+dQdYn31K0PWS5t+fEpiRRs9dhpL1W8jN1hcUUZeeS3Lohu+b+BMCOOcupf/rR5R1GKii5VxcKN22hKG0bKX17kfVeye+QrPdmUu3kXgAktGpK7tylABSsSyW+0SHE1qkZsZgrg2rVUujd+2hefPFNAAoLC8nKymbVqjWsXv1LufteeOFZTJ2qW0T6zX4THuBa4BTn3CznXHZwm0XJnJ4XgWfLO7CZtTezvmaW8of2Af/foCOhftMGZGdmcc246xg7fTxXPTSUxKREAPpfcjoPf/o4Vz8yjKrVq5bu07pLG8bNeJJxnz3Bv2+fGFXVnWhX86zj2PVBSU4dX7cmRdt2AlC0bSdxdUu+COIPqU2N/j3Z/uqnEYuzMkpqVp+CzGwOe+IaeswcS/vxVxGTnEjOyk3UHdAdgPpn9iSxUZ3f9mlajx4zx3LktLuoeXT7SIVeKVU/7XiyP54DQGydmhRnlHyWizN2Elu7BgD5q34h5ZRjAKjSqS3xh9YnrkHdyARcSbRo0ZTt2zOZNGkcc+dOZ8KEh0hOrlhF9W9/O5OpU98/cEcfCDgL2xZp5SU8OOd27KMtE9jgnJu4v/3M7DrgfUqSph+CQ2O/euD/GGtExcbG0KJjK2a8+gm3nnYDe3P3cvaQ85nx6idcd9zV3HLqCHZu28nFo3+b8rRmyWpu6ncdt511M+cMOZ/4xPgInkHlYfFx1Di5B7s+/qbcfo3uGkTa2JcgoETyr7C4WKp1asHml2bw/cm3EsjdS/Nrz+an4c/S+LJTOOrzB4lLScIVFAGQn76Tr48cyvcn38rqu16mw8RriU2JzqG6qBMfR9WTjmb3p/8tt9uOSW8RWz2FZtOepub/nMXen9ZCUXGYgqyc4uJi6dKlI5Mnv0qvXqeRm5vLTTcNOeB+Rx3VhdzcPFas+DkMUUo0KS/hyTazI/7YGGw70PjBIKCbc+4c4ARgtJn9em+u/aZ5ZjbYzBaY2YK1OesP8Bbhlbk1k8wtmaxZshqAedPn0qJjS7K2Z+ECAZxzzHpjBq2PaPOnfTevSSU/Lz842VkOpNoJ3cj9YS1F23cBULh9F3H1awEQV79WaXtS59Y0f+omDv96MjVOO4bG9139u+Eu2bf8tEzy0zLJXrQGgG0fzqNapxbkrkljyd8fYP4po9g67RtyN6QD4AqKKNqZA8DuZevIW59OcquGEYu/Mknp0538FWspziz5zBZn7iK2XslnObZeLYp3lPwqDezJZettj7Hh3GFsvWUccbVrUJiaHrG4K4PNm7eyefMW5s9fAsC0adPp0qXjAfe74IIzNZxVhnMWti3Sykt4bgQ+MLO7zexMMzvDzO6hpHJz4wGOG+ucywFwzq2nJOk51czGU07C45yb5Jzr7pzr3iql+V84jdDLythF5pbtNGx5KAAdj+1M6upN1Ax+EQMc1f9oNq3aCEC9JvWJiS358dZtVI+GLRuRkbot/IFXQrXO6lM6nAWQPfN7ap9/EgC1zz+JrBnfA/BT70GsCG5Z078ldfSzZH2ulXAHUpCRRX5aZmnSUqtPR/b8nEp83eDdYsxoMeI8Nr80A4D4OtUgpuR/2yrN6pPUsiF5G/RlXBHVTj+B7I9nlz7PmfUdNc45GYAa55xMzhdzAYipVhXiSxbN1rhgALnzlxPYkxv2eCuT9PQMUlO30KZNSwBOOOFYVq5cXe4+ZsZ5553OW28p4fGj8m4e+rWZ9QCGAv+iJFH5EejpnNt6gONuNbMuzrklwWPlmNkZwAtAp4MSeQRMuWsy1z5xA3HxcWzbmM7Em57kX/cMovnhLXDOkZG6jcm3lYz0te9+OGcPOY/iwmKcC/D8Hc+xe+fuCJ9B9LMqCVTr04VNt00obUuf8A7NJ4ykzt/7UZCWwfprHopghN6w6rYpdJhwLZYQx94N21hx/UQaXngcjS87BYBt079nyxuzAajZ8zBajrwQVxzAFQdYNXIyRbv2P2FfSliVRKoe25X0u54sbcucPJVDH7uNGuf3p3BLBmnDxwCQ0KoJDcfehAsEKFizka13PB6psCuVG264iylTniAhIZ716zcyePBNnHVWf8aPv4e6dWvz7rtTWLZsBWeddQkAvXsfzebNW1i/flOEI5dIKHdZ+v/5oGaNgaJ9JUZmdqxzrvzJGUTnsnSviepl6R4RrcvSvSaql6V7RDQuS/eicC9Ln3foeWH7rj067d2Ijmv95XtpVYRzLrWc1w6Y7IiIiIgcTCFJeERERCT6+Wkopdxl6SIiIiJesN8Kj5l9SDnJn3PurJBEJCIiImERDRcEDJfyhrTGhS0KERERkRAqb1n6nHAGIiIiIuEVDRcEDJcDTlo2szbAg8DhQJVf251zLUMYl4iIiMhBU5FVWlOAu4DHgBOByyjnaskiIiJSOfjpamwVWaWV5Jz7gpKLFG5wzt0NnBTasEREREQOnopUePaaWQyw2syGAZuB+qENS0RERELN+WjApiIVnuFAMnAd0A24GLg0lEGJiIiIHEwHrPA45+YHH+ZQMn9HREREPCDgo0stV2SV1pfs4wKEzjnN4xEREZFKoSJzeG4q87gKcD5QFJpwREREJFwCPprDU5EhrYV/aPrGzHRRQhEREak0KjKkVbvM0xhKJi43CFlEIiIiIgdZRYa0FlIyh8coGcpaB1wRyqBEREQk9Py0LL0iCc9hzrm9ZRvMLDFE8YiIiIgcdBW5Ds+3+2ibe7ADERERkfAKhHGLtP1WeMysAdAISDKzrvx2/6zqlFyIUERERKRSKG9Iqz/wL6Ax8Ci/JTzZwG2hDUtERERCTXN4AOfcS8BLZna+c+6dMMYkIiIiclBVZA5PNzOr+esTM6tlZveHMCYREREJAz/N4alIwnOqc27Xr0+cczuB00IXkoiIiMjBVZFl6bFmluicywcwsyRAy9JFREQquWiovIRLRRKeV4EvzGwKJRcgvBx4OaRRiYiIiBxEFbmX1sNmtgw4mZKVWvc55z4LeWQiIiISUlql9QfOuU+BTwHM7Fgze8Y5NzSkkYmIiIgcJBWZtIyZdTGzh8xsPXA/sDKkUYmIiEjIBSx824GYWU0ze9vMVprZT2bWy8yOMLO5ZrbczD40s+pl+o8yszVmtsrM+h/o+OVdabktMBC4CMgE/gOYc+7ECvwMRURERP6KJ4BPnXN/M7MESu7qMAO4yTk3x8wuB24GRpvZ4ZTkKB2AQ4GZZtbWOVe8v4OXV+FZCfQFznTO9XbOPQXs90AiIiJSuQSwsG3lCVZujgOeB3DOFQQvidMO+CrYbQZwfvDx2cCbzrl859w6YA3Qo7z3KC/hOR/YCnxpZpPNrC/4aHaTiIiIHDRmNtjMFpTZBpd5uSWQAUwxs8Vm9m8zqwr8AJwV7HMB0CT4uBGwqcz+qcG2/dpvwuOcm+ac+zvQHpgNjAAOMbOJZnZKxU9RRERE/M45N8k5173MNqnMy3HAkcBE51xXYA9wKyWXwhlqZguBakBBsP++CjCuvPc/4KRl59we59xrzrkzKLmR6JJgECIiIlKJuTBuB5AKpDrn5gWfvw0c6Zxb6Zw7xTnXDXgDWFumf5My+zcG0sp7gwqt0vqVc26Hc+4559xJf2U/ERERkf1xzm0FNplZu2BTX2CFmdUHMLMY4A7g2eDrHwADzSzRzFoAbYDvy3uPCl2HR0RERLwnym4tcS3wWnCF1i/AZcAlZvbrdf/eBaYAOOd+NLOpwAqgCBha3gotUMIjIiIiUcA5twTo/ofmJ4LbvvqPAcZU9PhKeERERHwqYP5ZfP2X5vCIiIiIVEaq8IiIiPhUBVZPeYYqPCIiIuJ5qvCIiIj4VJSt0gopVXhERETE81ThERER8amAfxZpqcIjIiIi3qcKj4iIiE8F9nkPTm9ShUdEREQ8TxUeERERn9J1eEREREQ8RAmPiIiIeF7UDmmtzN8W6RA8b2ZCy0iH4HlX/zM70iH4whev14p0CJ7XvXbrSIcgIaBl6SIiIiIeErUVHhEREQkt3VpCRERExENU4REREfEpLUsXERER8RBVeERERHxKq7REREREPEQVHhEREZ/SKi0RERERD1GFR0RExKdU4RERERHxEFV4REREfMpplZaIiIiId6jCIyIi4lOawyMiIiLiIUp4RERExPM0pCUiIuJTGtISERER8RBVeERERHzKRTqAMFKFR0RERDxPFR4RERGfCujCgyIiIiLeoQqPiIiIT2mVloiIiIiHqMIjIiLiU6rwiIiIiHiIKjwiIiI+pevwiIiIiHiIKjwiIiI+pevwiIiIiHiIKjwiIiI+pVVaIiIiIh6ihEdEREQ8T0NaIiIiPqVl6SIiIiIeogqPiIiITwV8VONRhUdEREQ8TxUeERERn9KydBEREREPUYVHRETEp/wzg0cVHhEREfEBVXhERER8SnN4RERERDxEFR4RERGfClikIwgfVXhERETE81ThERER8SldaVlERETEQ1ThERER8Sn/1HdU4REREREfUIXnL6hWPYW7xo+idbuWOOe4a8QD9OnbixMG9CEQCLBz+y5GX38/Genb6X5MVx5/8SE2b0wDYNb0OTw3fkqEzyD6JVZPpv/DV1KnbWNwjk9vnky3KwZQu2XD0tfzs3N5+dTbqd64LpfNepida7cAkLZ4DTNv08/4QKxeI6pccnPp85g6DSj49HUsuRqxHY8GF8DlZJH/xhO47B3En3gucUceH+wcS8whjdlz58WQmxOhM6gc4qon03X8IKq1awLOsXjEJIrz8jni4SuIq5pI7qbtLBzyDEU5eQC0ufYsmv7jBCgOsOyOl8mYvSyyJ1AJpFSvyi3jbqJFu+Y45xh74zh+XLgCgIFXXcDQO6/mjI7nkrUzm6atmjDqsZG07diayQ+9wJvPvRXh6CXclPD8BSPvH843s77jpitvJy4+jqSkKqxd9QvPPDwZgH9ccQFX3XAZ99/yCACL5y3l2otvLu+Q8gcn3X0x62Yv44OrnyQmPpb4pEQ+Gvp06esn3PEP8nfnlj7P2pDOy6feHolQKy2XsZm8R4eXPLEYku+aQtHyubjcHPj0NQDi+5xBwil/J//tiRR+OY3CL6cBEHv4UcQff7aSnQrodP8lpM9ayvwrn8DiY4lNSuSYqaP48Z7XyJy7kqYXHU/rIWew8uG3qNa2EY3O6cWXx4+kSoNaHDP1NmYecwME/DTg8Nddd+8w5n05n9GD7yEuPo4qSYkA1D+0Hkcd142tqemlfbN37eaJ0U/TZ8CxkQo3KunCgweBmfUws6OCjw83sxvM7LRQvV+oVU1JplvPLkx7/UMAigqL2J2dw56c3758qyRXwflqRPTgSkhJonGPdix/czYAgcJi8rNzf9en7RlH89P7cyMQnTfFtumMy9yK25kB+Xm/vZBQZZ+D+3FHHkfR4q/CF2AlFZeSRJ2e7dn4+mwAXGExRdm5pLRqSObclQBsm7OcQ884CoAG/bux+b25BAqKyN2YwZ516dTq2jpC0VcOySnJHHF0Jz56YzpQ8js5J3sPANfePYQJYybh3G8f4l2Zu1i5dBVFhUURiVciLyQVHjO7CzgViDOzGcDRwGzgVjPr6pwbE4r3DaXGzRqxM3MX9z5xO+0Ob8OKZSt5ePTj5OXuZditV3HmBQPI2b2HK88fVrpP524dmfrFS2Skb2f8PU+zdtW6CJ5B9KvRtB65O3Yz4NHB1DusKenL1/Pl3a9QmJcPQOMe7cjdnsWu9b/91VajST0unn4/BTl5fD3ubTZ/vypS4VdKcV1/n8AknPo/xHU/Ebc3l7wJf6icxScQ1/5I8t99LsxRVj7JzepTkLmbrk9cRfXDm5G1bB3LR7/M7pWpNOjfja2fLaTRmT1JOrQOAFUa1mbnwtWl++dtyaRKw1qRCr9SOLRZQ3ZlZnHbYyNpdXhLfl62mifufIZuvbuSsWU7a1f8EukQKwUtS///+xtwLHAcMBQ4xzl3L9Af+HuI3jOkYuNiad+pLW+9OI2/9/sXebl7uXzYxQA8PfY5+nc7l4/f+YyBl58PwE/LVjGg+3lc2PdS3nj+bR6bMjaS4VcKMXGxHNKxOUte+YJXTruDwrx8egw5s/T19mf3YmWZ6s6ebbt4rudwXjntDmbf9xqnPzmEhJSkSIReOcXGEdehB0VLviltKvjkVXLvu4KiRXNI6H3677rHdehB8bqfNJxVATFxMdTo1Jz1L85kTr/bKMrNp82ws1g8YhItLuvH8Z+NIS6lCoGCkmqD7etqt84/X0T/F7GxsbTt1Ib3Xv6AK/pfXfI7+cZLuOS6f/L8uBcjHZ5EoVAlPEXOuWLnXC6w1jmXDeCcy6OcIUMzG2xmC8xsQWZu+v66RUR62jbSt2SwfHHJhLgZH31J+87tftfnk2kzOPn0EwHYk5NLXm7JEMHXX8wlLj6OmrVrhDfoSmb3lh3s3rKDrUvWAvDz9O85pGNzACw2hjYDjmLlh/NK+xcXFLF3V8mXb/ry9WRt2Eatlg3CHndlFdu+G8Wb1+Jydv3ptaJFc4jtfMzv2uK69tFwVgXlpe1g75Yd7Fxc8llO+2geNTo3J2dNGnMHjmVO/9tJnfYtezZsK+3/a7UHIKlhHfZu/fN/F/lNxpYMMrZksGJxyRDh7I+/om2nNjRs2oApMyYx9bvXqNewHs9/9iy166latj8ujFukhSrhKTCz5ODjbr82mlkNykl4nHOTnHPdnXPd6yQfEqLQ/m8yM3aQvjmdZq2aAnB0n+788vM6mrZoXNrnhP69WbdmAwB16tUube/Y9TBizNi1Iyu8QVcyuRlZ7N6yg1rBFVnNju1A5urNJY97d2TH2jRytu4o7Z9UuxoWU/KncY2m9ajZ4hCygl8gcmBxR/ahaNFvCYzVbfjbax164Lal/ta5SjKxrTpS9MM85MDyM7LI25xJSquSn2m9Ph3Z/fNmEupWL+lgRrsR57L+5ZkAbP18IY3O6UVMQhzJTetRtWUDdi5eE6nwK4UdGTvZlpZBk1Ylv4O79e7Kz8tXc9YRf+PCnv/kwp7/JGNLBlf0v5odGTsjHK1Eg1Ct0jrOOZcP4Jwrm+DEA5eG6D1Dbuztj/HghLuIj48ndUMadw4fw92P3krz1s0IBAJsSd3K/SMfBqDfmSdy4aXnUlRUTP7efG65+s4IR185fHHnS5z+5DXExsexa+M2Pr1pEgDtz+rJyg9+P1m58dHtOfbG8wkUFeOKHTNum8LerD2RCLvyiU8grm0X8t+aUNqUeMalWL1G4Bxu5zby3/7ttbhOPSlatRgK8iMRbaW07PaX6DZhKBYfR+6GbSwe/hxNLuhDi8v6AbBl+nw2vjEHgN2rNpP2wXec9NUjuKJilo2aohVaFfD46Ke486nbiI+PJ23jFh644eH99q1drxaTP5lI1ZRkAgHHBYPO5+ITLic3J3e/+/iBn1ZpmYvSceIjGhwTnYF5yMUJLSMdgudd/bfsSIfgC1+8nhLpEDxvXGx0TTPwqv9u/iKs9y+/qflFYfuuHbf+jYjem13X4REREfEprdISERER8RBVeERERHzKP/UdVXhERETEB1ThERER8Sk/rdJShUdEREQ8TxUeERERn/LTDa9V4RERERHPU8IjIiIinqchLREREZ/SpGURERERD1HCIyIi4lMBXNi2AzGzmmb2tpmtNLOfzKxXsP1aM1tlZj+a2cNl+o8yszXB1/of6Pga0hIREZFo8ATwqXPub2aWACSb2YnA2UBn51y+mdUHMLPDgYFAB+BQYKaZtXXOFe/v4KrwiIiI+JQL41YeM6sOHAc8D+CcK3DO7QKuAcY65/KD7duCu5wNvOmcy3fOrQPWAD3Kew8lPCIiIhJyZjbYzBaU2QaXebklkAFMMbPFZvZvM6sKtAX6mNk8M5tjZkcF+zcCNpXZPzXYtl8a0hIREfGpisytOVicc5OASft5OQ44ErjWOTfPzJ4Abg221wJ6AkcBU82sJWD7eovy3l8VHhEREYm0VCDVOTcv+PxtShKgVOBdV+J7SlbS1w22Nymzf2Mgrbw3UMIjIiLiU4EwbuVxzm0FNplZu2BTX2AF8B5wEoCZtQUSgO3AB8BAM0s0sxZAG+D78t5DQ1oiIiISDa4FXguu0PoFuAzYA7xgZj8ABcClzjkH/GhmUylJioqAoeWt0AIlPCIiIr4VTTcPdc4tAbrv46X/2U//McCYih5fQ1oiIiLiearwiIiI+JTupSUiIiLiIarwiIiI+FQ0zeEJNVV4RERExPOU8IiIiIjnaUhLRETEpzRpWURERMRDVOERERHxqYDTpGURERERz1CFR0RExKf8U99RhUdERER8QBUeERERnwr4qMajCo+IiIh4nio8IiIiPqVbS4jI/7Z37/FWzvkCxz/f9t5pdzEkREWllISQSEJuoxBmBmMMZhwnMmKQSxPHZca4MzjmYBgzboM5MacJQ+MSZoQmueQyJCXprnupvffv/LFWe/ZQkey99n7W5+21Xq+1nvV7nue7Hqz13d/f5ZEkZYgVHkmSipQrLUuSJGWIFR5JkoqUs7QkSZIyxAqPJElFyllakiRJGWLCI0mSMs8uLUmSipTT0iVJkjLECo8kSUUqJQctS5IkZYYVHkmSipQLD0qSJGWIFR5JkopUMc3SqrcJz9EbdCh0CJl3yey/FTqEzLvrvs0KHUJR6F/erNAhZN7T435T6BCk9VJvEx5JklS7vLWEJElShljhkSSpSDlLS5IkKUOs8EiSVKRcaVmSJClDrPBIklSkimkdHis8kiQp86zwSJJUpFyHR5IkKUNMeCRJUubZpSVJUpFy4UFJkqQMscIjSVKRcuFBSZKkDLHCI0lSkXIMjyRJUoZY4ZEkqUi58KAkSVKGWOGRJKlIVTlLS5IkKTus8EiSVKSKp75jhUeSJBUBKzySJBUp1+GRJEnKECs8kiQVKSs8kiRJGWLCI0mSMs8uLUmSilRy4UFJkqTssMIjSVKRctCyJElShljhkSSpSCUrPJIkSdlhhUeSpCLlLC1JkqQMscIjSVKRcpaWJElShljhkSSpSDmGR5IkKUOs8EiSVKQcwyNJkpQhVngkSSpSrrQsSZKUISY8kiQp8+zSkiSpSFU5LV2SJCk7rPBIklSkHLQsSZKUIVZ41sEGGzblkKv+k023bQskRp17O71O6s8mHbeofv+zhUu5Y8DP6LBXd/pd8H1KykqpXFnBU7+8nyl/f6uwH6AB+Na3WnDLr6+iW7dtSSkx+NTzaNNmC342/Ey6dO3EPnsfwavj3wCgtLSUW359JT16bE9paSn33/8w1137PwX+BA1Diw2bc9n1w+nUtSMpJS466xfsvX8f+h3cl1SVmDvnU4afcRmzZ86h38F7M+T8QaSqREVFJVdddAPjX36t0B+h3muyYVOOvnIQrbu0JSV46LzbmDL+Pfqc+G36nHAQVZVVvP30qzx65f1s3LYV5/31OmZ9MB2Aqa++z4jhdxb4E9Rvk6dMY+h/XVH9etr0Tzj95OPZbZed+Pk1N7N02XK23GIzrrr4PJo3awbAb+5+kIdHPUFJo0YMO2swfXbftVDh1xvFNIbHhGcdHHTx8Xww5jUeHnwjjcpKKCvfgEdOv7n6/f0vPI7PFi4FYOmni3jopGtZPGs+m27blmPvOZ+bdh9SqNAbjKuvuZjRo8fww+NOo6ysjKZNm7BgwUJ+cOxgbrr58n9re+R3BrDBBo3ZvVd/ysubMG78aP740EimTv24QNE3HMN+cW5UUrMAABD+SURBVDYvPPMiZ508jLKyUpqUN+H9dyZz81W3AXDcyUcz+Jz/4LLzruKl517hmb88B8C23Tpx3e2Xc9hexxQy/AbhiItP5J0xr3H3ab+iJP99sU3vbmx/4K5c1/98KldU0HyTDavbz50ykxsGDCtgxA1Lh63bMuL3twBQWVnJfkccz/777MlZwy9n6Okns9vOO/LwqCe4674RDBl0ApMmT+Hxp8bwf/feyqw58zj5zGE8+sAdlJSUFPiTqK7UWZdWRNxdV+eqDY2bl7PV7l2Z8MCzAFStrKxOblbpdsjuTBz5dwBmTpzC4lnzAZj9z2mUbFBGSWPzy7Vp0aI5ffbqxe9/9yAAK1euZMGCRbz77iTee++DL+6QEk2bNaWkpITy8iasWLGSRYsW13HUDU+z5s3YtffOjLhvJAArV1awaOFilixeUt2mvGl59U0Fly5dVmN7k6K62eDXtUHzcjr26srLDz4DQOXKSpYvXMqexx3IM/8zksoVFQAsnruwkGFmxthxE2jXZgu2bL05H06dRs8eOwDQe7ddGD3mBQCefn4s/fffh8aNG9N2y9Zs1XZL3nj7n4UMu15IdfhPodXKL3BEjPz8JqBfRGwEkFIaWBvnrU0bb7UZS+cu4tBrT2Hzblsx443JPHnJPaxc9hkA7Xp1ZcmcBXz64cwv7Nt1QC9mTpxS/SWn1WvfoR1z5szj1tuuYYcdt+PVV9/kvKGX/tsPbk2PPPI4hxx6IJM+eInypuVccP4v+PTTBXUcdcPTbust+XTup1x+40V02b4zE19/hysvvJ5lS5dzxrBTGXjUABYvWsyPv3Na9T7799+Hnw4/jU1abczgH55dwOgbhk222ozFcxdyzLWnsuV2WzPtjQ/4v0vvplXH1nTo1ZX+5x7Dys9WMurye/no9Vwy37Ldppz16BUsX7yMv1z7IJNfebfAn6LhePypMQw4YB8AOnVszzMvjGW/vr158pnnmTFzDgCzZs9lx+5dq/fZfLNWzJo9pyDxavXyOcIdQHcgAScBA4DDgSpgFvCjlNL0iAjgxvz7S/Pbx6/t+LVV4WkLLASuB67LPxbVeL5aETEoIsZFxLhXFr9fS6F9PY1KGtG6e3vG3/tX7hwwnBVLP2PP0w6rfn/7gb2ZOPLFL+zXqnMb9rvg+zw2zP74L1NaWkqPHttzxx330af3oSxdspRzhg5eY/uePXeisrKSTtvsQfduezPkjJNp375dHUbcMJWUlrDdDl144PcP870DTmDZ0uWcPOREAG664lYO2GUgo0Y8wQ9OOqp6n6ceH8Nhex3DkB+dx5DzTylU6A1Go5IS2nTvwIv3juaGQ4axYtln9Bs8MFeN3LAZNx1xEaN+eR/H33ImAAtnzecXew7hhkOGMfLn93DcjUPYoHl5gT9Fw7By5UqefeElDtqvLwA//9lZ/GHEnzn6pCEsWbqMsrLc3/WrqzAEUaex1kdVKdXZ4yu4EfhLSqkrsBPwNnBNSmnHlFIPYBTwX/m2/YHO+ccg4EsHcNZWwtMT+AcwHFiQUnoWWJZSGpNSGrOmnVJKt6eUeqaUeu7WvFMthfb1LJwxj4WfzGP6hEkAvPPYy7Tu3h6AKGlEl4N3460/j/23fVq0bsn3bj+LkWffyvyps+o65Abn448/4eOPZzDulQkA/OmRx9mpx/ZrbH/0MYczevRzVFRUMHv2XMaOHccuu+xYV+E2WDOnz2Lm9Fm8MX4iAE/++Wm226HLv7V59OEnOPDQfl/Y9x9jJ9CufVs2avmtOom1oVowYy4LZsxjav774vXHXqJt9w7MnzGPN594GYCPXptEVVWiWcsWVK6oYOn8XHfsx29OZu7UmWzaYYuCxd+QPD92HNttuw2tWm4MQMet2/GbX/2Sh357MwMO2Id2bXLXcfNNWzFj5uzq/WbOmsOmm25SkJj1RRGxIbA3cCdASmlFSml+Sqlmv28zqM5cDwfuTjljgY0iYq3/09RKwpNSqkop3QD8GBgeEf9NAx8gvWT2AhZ+MpeW+RlZ7ftsz+z3coNjO+zVnbmTprNoxrzq9hts2JRj7hrKM1c/yLRx9hN/FbNmzuHjaZ/QuXNHAPbttyfvvL3mSt9HH33MPvv2BqBp03J67bYz7/5zUp3E2pDNmT2PGdNn0X6brQDYo29PJv1zMlt1+Fd1rN+3+zL5vSkAbNW+bfX27XboQllZKfPn2XW4NotmL2D+9Llsmv++6NynOzPfm8bEJ8fRqXcuiW/VoTWlZaUsmbeIZi1bEI1y1YaW7TajVfvWzJ36xe5xfdFjo59lwIH7Vr+e+2lu7GRVVRW3/f4Bjj5iAAD99tqDx58aw4oVK5g2fQZTp01nh+22LUTI9Uo9GsPTEZgN3BURr0bEHRHRDCAiLo+Ij4Dj+FeFpw3wUY39p+W3rVGtJiEppWnAURFxCLkurgbtyYvv5ogbT6NRWSnzp85i1NDcjJZuh/Xmrc91Z/U88SA2br85fYccSd8hRwJw//FXstRBimt1zjkXc+ddN9C4rDGTP5zK4FPO5bCBB3HtdZfQqlVLRoz4La+//hZHHH4it992D7fedg2vjHuCiOCee/6XiW++U+iP0CD88mfXctWvL6OscSnTpkznwjN/zmXXD6d9p62oqqrik2kzuPTcqwA48NB+DDxqABUVFSxf/hlDB11Y4Ogbhj9d8jt+8KvTKSkrZd5HM3lw6G2sWLaco68+laFPXE3FygoeOCdXhe/Yazu+ffZRVFVWUlVZxYjhd7JswZIvOYOWLV/Oi6+8ysXnnVG97bHRz/LAw6MAOGCfPTnykIMA6NRxa769X18GHncKpSUlDD/7NGdo1bGIGESu+2mV21NKt+eflwK7AENSSi9FxI3ABcBFKaXh5Ionw4DTgYthtf2Ra82qor7OuLh86+PqZ2AZcsXsvxc6hMzbusV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358.4197593709081, 354.6503782348573, 352.94805641933, 350.46859632298424, 360.03054785932966, 377.06599328220693, 372.83656972422483, 362.50899674286387, 368.3604961319549, 362.9855025592295, 357.12631157208585, 370.11380510292406, 365.4935511025559, 367.4489416009546, 382.4592308653536, 385.6017708789639, 378.8762333252167, 371.6081242492613, 376.86947594175706, 375.6352284080478, 372.52058630583105, 362.1924530505019 ] } ], "layout": { "autosize": false, "height": 600, "title": "OLS all predictors", "width": 900, "yaxis": { "autorange": true, "type": "log" } } }, "text/html": [ "
" ], "text/vnd.plotly.v1+html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# use all predictors at each timestep \n", "backtestmodel = BacktestModel(X, Y, \n", " create_model=LinearRegression, \n", " coef_dict_param=\"all\", \n", " startindex=FIRST_TRAIN_MONTHS,\n", " fit_missing='mean',\n", " scaler=None)\n", "backtestmodel.gen_predictions(verbose=False)\n", "backtestmodel.gen_returns(calc_returns, verbose=False)\n", "backtestmodel.report_returns(start_date=start_date_str, freq='M')\n", "backtestmodel.evaluate_predictions()\n", "backtestmodel.evaluate_quantiles(chart=True, verbose=False)\n", "perf_all_preds = backtestmodel.cumulative_return\n", "mychart([perf_all_preds],[\"All preds\"], title=\"OLS all predictors\")\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "................................................................................\n", "00:17:23 Still training step 80 of 563\n", "................................................................................\n", "00:17:34 Still training step 160 of 563\n", "................................................................................\n", "00:17:45 Still training step 240 of 563\n", "................................................................................\n", "00:17:56 Still training step 320 of 563\n", "................................................................................\n", "00:18:07 Still training step 400 of 563\n", "................................................................................\n", "00:18:18 Still training step 480 of 563\n", "................................................................................\n", "00:18:29 Still training step 560 of 563\n", "...\n", "Mean return: 3.077%\n", "Monthly Sharpe ratio: 0.553\n", "OOS MSE across all predictions: 40.0227\n", "In-sample MSE: 36.1107\n", "Variance: 39.4097\n", "R-squared: -0.0156\n", "Avg rank correlation (Kendall's tau): 0.0331 (Expected: 0)\n", "5-quintile accuracy: 0.2187 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4599 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 198.800000\n" ] }, { "data": { "image/png": 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" ], "text/vnd.plotly.v1+html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# pure LASSO (not LASSO followed by OLS on selected subset)\n", "def create_model_lasso():\n", " return LassoLarsIC(criterion='aic') \n", " \n", "# use all predictors at each timestep \n", "backtestmodel = BacktestModel(X, Y, \n", " create_model=create_model_lasso, \n", " coef_dict_param=\"all\", \n", " startindex=FIRST_TRAIN_MONTHS,\n", " fit_missing='mean',\n", " scaler=None)\n", "backtestmodel.gen_predictions(verbose=False)\n", "backtestmodel.gen_returns(calc_returns, verbose=False)\n", "backtestmodel.report_returns(start_date=start_date_str, freq='M')\n", "backtestmodel.evaluate_predictions()\n", "backtestmodel.evaluate_quantiles(chart=True, verbose=False)\n", "perf_LASSO_only = backtestmodel.cumulative_return\n", "mychart([perf_LASSO_only],[\"LASSO only\"], title=\"LASSO only\")\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { 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424.73779568399425, 427.45611757637175, 429.37254583683915, 414.5126776463359 ] } ], "layout": { "autosize": false, "height": 600, "title": "", "width": 900, "yaxis": { "autorange": true, "type": "log" } } }, "text/html": [ "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mychart([perf_LASSO_each_timestep, perf_all_preds, perf_LASSO_only],[\"LASSO / OLS\", \"OLS Only\", \"LASSO only\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use walk-forward cross-validation to evaluate a variety of sklearn regression algos" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "18:47:17 Generate splits [137, 274, 411, 548, 684]\n", "Steps: [137, 274, 411, 548]\n", "Training on first 137 rows (0:136), putting predictions in rows range(137, 274)\n", ".Training on first 274 rows (0:273), putting predictions in rows range(274, 411)\n", ".Training on first 411 rows (0:410), putting predictions in rows range(411, 548)\n", ".Training on first 548 rows (0:547), putting predictions in rows range(548, 684)\n", ".\n", "Mean return: 2.861%\n", "Monthly Sharpe ratio: 0.575\n", "OOS MSE across all predictions: 41.3994\n", "In-sample MSE: 35.7131\n", "Variance: 39.6015\n", "R-squared: -0.0454\n", "Avg rank correlation (Kendall's tau): 0.0253 (Expected: 0)\n", "5-quintile accuracy: 0.2149 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 170.200000\n" ] } ], "source": [ "# test walk-forward xval, get a baseline MSE for LinearRegression: ~41\n", "backtestmodel = BacktestModel(X, Y, \n", " create_model=LinearRegression, \n", " coef_dict_param=\"timestep\", \n", " startindex=FIRST_TRAIN_MONTHS,\n", " fit_missing='mean',\n", " scaler=None)\n", "\n", "backtestmodel.walkforward_xval(n_splits=5, verbose=True)\n", "backtestmodel.gen_returns(calc_returns, verbose=False)\n", "backtestmodel.report_returns(start_date=start_date_str, freq='M')\n", "backtestmodel.evaluate_predictions()\n", "backtestmodel.evaluate_quantiles(chart=False, verbose=False)\n" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] } ], "source": [ "# try all the sklearn regression estimators\n", "estimators = []\n", "\n", "for name, class_ in all_estimators():\n", " if not issubclass(class_, sklearn.base.ClassifierMixin):\n", " if hasattr(class_, 'predict'):\n", " print(class_)\n", " estimators.append(class_)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "# eliminate some that didn't work, gave errors, nans, maybe need correct parameters\n", "estimators = [\n", " sklearn.ensemble.bagging.BaggingRegressor,\n", " sklearn.ensemble.forest.ExtraTreesRegressor,\n", " sklearn.ensemble.forest.RandomForestRegressor,\n", " sklearn.ensemble.gradient_boosting.GradientBoostingRegressor,\n", " #sklearn.ensemble.iforest.IsolationForest,\n", " sklearn.ensemble.weight_boosting.AdaBoostRegressor,\n", " #sklearn.gaussian_process.gpr.GaussianProcessRegressor,\n", " sklearn.kernel_ridge.KernelRidge,\n", " sklearn.linear_model.base.LinearRegression,\n", " #sklearn.linear_model.bayes.ARDRegression, # takes a couple of hours\n", " sklearn.linear_model.bayes.BayesianRidge,\n", " sklearn.linear_model.coordinate_descent.ElasticNet,\n", " sklearn.linear_model.coordinate_descent.ElasticNetCV,\n", " sklearn.linear_model.coordinate_descent.Lasso,\n", " sklearn.linear_model.coordinate_descent.LassoCV,\n", " sklearn.linear_model.huber.HuberRegressor,\n", " sklearn.linear_model.least_angle.Lars,\n", " sklearn.linear_model.least_angle.LarsCV,\n", " sklearn.linear_model.least_angle.LassoLars,\n", " sklearn.linear_model.least_angle.LassoLarsCV,\n", " sklearn.linear_model.least_angle.LassoLarsIC,\n", " sklearn.linear_model.omp.OrthogonalMatchingPursuit,\n", " sklearn.linear_model.omp.OrthogonalMatchingPursuitCV,\n", " sklearn.linear_model.passive_aggressive.PassiveAggressiveRegressor,\n", " sklearn.linear_model.ransac.RANSACRegressor,\n", " sklearn.linear_model.ridge.Ridge,\n", " sklearn.linear_model.ridge.RidgeCV,\n", " sklearn.linear_model.stochastic_gradient.SGDRegressor,\n", " #sklearn.linear_model.theil_sen.TheilSenRegressor, very slow\n", " #sklearn.mixture.bayesian_mixture.BayesianGaussianMixture,\n", " #sklearn.mixture.gaussian_mixture.GaussianMixture,\n", " sklearn.neighbors.regression.KNeighborsRegressor,\n", " #sklearn.neighbors.regression.RadiusNeighborsRegressor, returned nan\n", " #sklearn.neural_network.multilayer_perceptron.MLPRegressor, slow, tried above \n", " sklearn.svm.classes.LinearSVR,\n", " sklearn.svm.classes.NuSVR,\n", " #sklearn.svm.classes.OneClassSVM,\n", " sklearn.svm.classes.SVR,\n", " sklearn.tree.tree.DecisionTreeRegressor,\n", " sklearn.tree.tree.ExtraTreeRegressor,\n", " xgboost.XGBRegressor,\n", "]\n", " " ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sklearn.ensemble.bagging.BaggingRegressor\n", "................................................................................\n", "18:48:08 Still training step 80 of 563\n", "................................................................................\n", "18:49:12 Still training step 160 of 563\n", "................................................................................\n", "18:50:38 Still training step 240 of 563\n", "................................................................................\n", "18:52:28 Still training step 320 of 563\n", "................................................................................\n", "18:54:48 Still training step 400 of 563\n", "................................................................................\n", "18:57:39 Still training step 480 of 563\n", "................................................................................\n", "19:01:13 Still training step 560 of 563\n", "...\n", "Mean return: 1.622%\n", "Monthly Sharpe ratio: 0.348\n", "OOS MSE across all predictions: 46.3171\n", "In-sample MSE: 7.7592\n", "Variance: 39.4097\n", "R-squared: -0.1753\n", "Avg rank correlation (Kendall's tau): 0.0093 (Expected: 0)\n", "5-quintile accuracy: 0.2069 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4517 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 95.800000\n" ] }, { "data": { "image/png": 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p9ZaIiIhI5FHSIyIi4lSa0yMiIiISedTpEREREUfQ8JaIiIhTaSKziIiISORR0iMiIuJUmsgsIiIiEnmU9IiIiDiV5vSIiIiIRB4lPSIiIk6lOT0iIiIikUdJj4iIiFMp6RERERGJPEp6REREnMraUFcQVEp6RERExBGU9IiIiDiV5vSIiIiIRB4lPSIiIk6lpEdEREQk8ijpERERcSrde0tEREQk8qjTIyIiIo6g4S0RERGn0kRmERERkcijpEdERMSpdBsKERERkcijpEdERMSpwmROjzGmK/B6pU0dgduBVsAIoBTYClxirc02xrQHfgR+Lm+/2lp7RXXHCdtOT/rF94a6hIi3wdUw1CVEvDvbZ4S6BEeY3C0+1CVEvDGLXKEuwRE+CHUBIWKt/RnoC2CMcQF7gHeArsAUa63HGHM/MAW4pXy3rdbavn/mOGHb6REREZEAC5Ok53dOxN+h2QnsrLR9NXDOX3ljzekRERGRgDPGjDfGrK30GH+QpqOBBQfYfimwuNLzDsaYb40xK40xg2tSg5IeERERpwribSistfOAeVW1McbEACPxD2NV3n4b4AFeLd+UArS11mYaY/oB7xpjelprc6t6fyU9IiIiEi5OBb6x1qb9ssEYcxFwOnCBtf419tbaEmttZvnX6/BPcu5S3Zsr6REREXEo6wu76/SModLQljHmFPwTl4+11hZW2t4EyLLWeo0xHYHOwLbq3lydHhEREQk5Y0wCcDJweaXNTwCxwDJjDPy6NH0IcKcxxgN4gSustVnVHUOdHhEREacKo9Vb5UlOo99tO+Qgbd8C3vqzx9CcHhEREXEEJT0iIiJOFcTVW+FASY+IiIg4gjo9IiIi4gga3hIREXGq8FuyHlBKekRERMQRlPSIiIg4VRgtWQ8GJT0iIiLiCEp6REREnEpJj4iIiEjkUdIjIiLiVFart0REREQijpIeERERp9KcHhEREZHIo6RHRETEqXRFZhEREZHIo6RHRETEqazm9IiIiIhEHCU9IiIiTqU5PSIiIiKRR50eERERcQQNb4mIiDiU1cUJRURERCKPkh4RERGn0kRmERERkcijpEdERMSpdHFCERERkcijpEdERMSpNKdHREREJPIo6REREXEqXadHREREJPIo6REREXEqzekRERERiTxKekRERJxK1+kRERERiTxKekRERJxKc3pEREREIo86PSIiIuIIGt4SERFxKKuLE4qIiIhEHiU9IiIiTqWJzCIiIiKRR0mPiIiIUzks6VGn508wdRJpOPUmoju1B2vJuutBbHExDSZfj0mIw5uSRua0e7EFhcQO6Ef9iZdBtBvKPGQ/NpeStetDfQphLz4pgbH3XUmrrm2w1jJ/0lNs+2YTACePG8E5t13IDYddSsH+PAC6DOzBebdfgsvtIn9/HrNHTQ9l+bWGqVOHpJtvxt2hA1hL7v33Y0tKqHvDDZj4eHypqeTcfTe2sBAAd8eO1L3xRqISErDWknXFFVBaGuKzCF+mWWviL5tS8TyqcXNK3n+ZstUfET/uVqIaNcOXmUbRM/dCYT7EJRB/6SRMw6YQ5aJ02Zt4Vi0L4RnUDolJiVwz6xradmkHFh69+RH6H9+fI4cOxPos2ZnZPHLjw2SlZQHQe2Bvxk0fjyvaRW5WLlPOmxziM5BgU6fnT2hw40SKV31N5uQ7wO3GxMXSdM4ssh+dS8k3G0kccQp1x55H7tMv4svOIeOGqfj2ZRLdqT2NH7uflNNGhfoUwt6o6Zfww8pvmXfVbFzRbmLiYwBo0KIR3QcfSmZyRkXb+KQExtw1jscuuof9e/dRt1FSqMqudepOnEjpmjXkTJ9e/lmOo8GDD5L31FOUbdhA3KmnkjB6NAXPPw8uF0m33Ubuvffi2boVk5QEHk+oTyGs2bRkCu+Z4H9ioki87xU8678k9pRReH9aT9HS/xAz7Dxihp1H6TvPE3PcCLwpuyh9cgamTj0S73iW/DWfgFff56qMnzGedSvWMfOKmbij3cTGx7Jz005emf0KACMuGcGYa8cw59Y5JCYlcuU9VzF97O1k7M2gXqN6Ia4+TOg2FHIgJjGB2MN6U/DeIv8GjwebX4C7bRtKvtkIQPGadSQcPwSAsk1b8O3L9H+9dQcmJgaio0NSe20RVyeezgN68MXrHwPgLfNQlOtPGs6ddjFvz3wFy69R7ICRx7B+yVfs37sPgLzM3OAXXQuZhARi+vSh6L//9W/weLD5+bjatKFswwYASteuJW6I/7Mc078/nm3b8GzdCoDNzQWHLXP9K1zd+mL3pWCz0nEfehRlqz4CoGzVR0T3OdrfyIKJi/d/HRuHLcgDnzdEFdcO8XXi6TmgFx++9iEAnjIPBbkFFOUXVbSJS4jDWv/PjGPPOI4vF39Jxl7/H045mTnBL1pCLuhJjzHmEmvtC8E+7l/lbtUCb3YODadPIrpzR0p/3Ez27DmUbdtB3JCjKf70S+JPPBZXsyZ/2Df+hCGUbdoMZWUhqLz2aNy2GXmZuVz04ARad2/Hru+28fodL9BtUG+y07JI/nHnb9o369gSl9vFDa/NIC4xno9f+C+r3/40RNXXHq6WLfFlZ5M0eTLuTp3wbNpE7uOP49m+ndhBgyj54gvijjuOqKZNAXC3aQPWUn/WLKLq16f4448pfO21EJ9F7RHd/1jKvl4BgEmqj831D7XY3CxMXX/aULpiIfFXzSDx/n9jYuMpenYmWGfNtfizmrdtQW5WDtfNvp4O3Tuw5bstzJsxl5KiEsbefCEn/OMECvMKmDLKP8zYqmNLXG43M1+fSXydBBY+/x4fv/VxiM8iDDhsTk8okp47DvaCMWa8MWatMWbtqxl7gllT9VwuYrp2Jv/NhaT98wpscTF1Lx5N1p0PUPfcM2g2/ymiEuKxZb+No90d21H/6nFk3ftwiAqvPVyuKNr26sDKV5Zyz2mTKCkqYcR15zF84tksfOj1P7SPcrlo27sjT1wyk0cvvJvhV59D0w4tQlB5LeNy4e7ShcL33iNr3DhsURGJ559P7qxZxJ95Jg3nzsUkJPzaSXe5iOndm5x77iHr6quJHTyYmMMPD+051BYuN64+A/Gs+6zKZu6e/fAlb6XglvMpuOcq4kZfBXEJQSqydnK5o+jU6xAWvbyIa4dfQ0lRMededS4ALz8wn0sGXsyKd1dw+sUj/O1dLg7pfQgzLp7B7f+cxuhrRtOyQ8tQnoKEQEA6PcaYjQd5fAc0O9h+1tp51tr+1tr+FzRpFYjS/t+86Rl40zMo/eEnAAqXf0pM1854du4m4+pbSLvwSgo//ATPnr0V+7iaNqbxrDvJnH4f3j0poSq91tifmsX+1Ex2rN8CwDeLVtG2VwcatW7KtMUPcM/nc2jQvBFTP5hFUpP67E/N5IeV6yktKqFgfx6b1/xI6+7tQnwW4c+XkYEvIwPPjz8CULxyJdGdO+PdtYvsm28m6/LLKV6+HO9e/2fZm5FB6YYN2JwcKCmhdPVq3J07h/IUag13r/74dm3B5mUDYHOzMUkNATBJDbF5/iGW6KOG4vn2C3+bjBR8+1KJat46NEXXEvtSMtmXso9N638G4ItFX9Cp1yG/abPi3RUMOtU/hLgvNZNvVq6jpKiE3P25fP/VD3To0THodYcb67NBe4SDQCU9zYALgREHeGQG6JgB5cvcjzctA3c7/w+iuCMOo2z7TqIa1Pc3MIakSy+g4K33/U/rJNL44XvJmfMspRt/CFXZtUpuRjb792bSrKP/r69ug3qz6/vt3Nz/Mm47ZgK3HTOB/amZ3H36JHIzstnw4dd0PqI7Ua4oouNi6ND3EFK3hFlCGIZ8WVl409NxtWkDQEy/fnh27sTU//WznDh2LIULFwJQumYN7o4dITYWXC6i+/bFs3Pnwd5eKnH3P65iaAvAs3E10UedBED0USfh2bgKAF9WOq5uhwFg6tYnqnlrbEZq0OutTbIz9rMvJYNWHf1/IPcZ1Iddm3fRsv2v6c2RJw8keWsyAKs/XE3PAT2JckURGxdL18O6kLx5d0hql9AJ1JyeD4A61to/rNE2xqwI0DEDbv+Dj9PozlshOhrPnhSy7pxF4mlDqXPOGQAUrfiMgveXAFD3vDNxt2lJ0mX/JOmyfwKQMfEWfPuzQ1Z/bfDajOf51yPX4Ip2s293Gi/d9ORB26Zu3cMPK9czbclsrM/HF68vZ+8m/RCribzHHqPe1KngduNNSSH3vvuIGzaMhDPPBKDks88oXrwYAJufT+Ebb9Do6af9r61eTenq1SGrvdaIjsXd/XCKX32sYlPJ0teJH3criYOG4ctKp2jePQCULvo3cRfdSMK0pwBDydvPYws0Mb86T98+l5seuxl3tJvUXak8ctMjXHP/NbTu1Aqfz5KxJ505U+YAkLxlN+tWrOOJD+dgfT6WvvYhOzep8+60OT3Ghulkud1HnBiehUWQuzMahrqEiHdn+4zqG8lfltAtLtQlRLwxi1yhLsERPtj1XxPM4+Vdc3rQftfWfeyDoJ7bgeg6PSIiIk7lsMtP6Do9IiIi4gjq9IiIiIgjaHhLRETEqRw2kVlJj4iIiDiCkh4RERGnUtIjIiIiEnmU9IiIiDhUuF6rL1CU9IiIiIgjKOkRERFxKs3pEREREYk8SnpEREScSkmPiIiISORR0iMiIuJQVkmPiIiISORR0iMiIuJUSnpEREREIo+SHhEREafyhbqA4FLSIyIiIo6gTo+IiIg4goa3REREHEpL1kVEREQikJIeERERp1LSIyIiIhJ5lPSIiIg4lZasi4iIiEQeJT0iIiIOpdVbIiIiIhFISY+IiIhTaU6PiIiISORR0iMiIuJQmtMjIiIiEkTGmK7GmPWVHrnGmOuMMQ2NMcuMMZvL/21Q3t4YYx4zxmwxxmw0xhxek+Oo0yMiIuJUviA+qmCt/dla29da2xfoBxQC7wCTgeXW2s7A8vLnAKcCncsf44GnanK66vSIiIhIODkR2Gqt3QmcAbxUvv0l4Mzyr88A5lu/1UB9Y0yL6t5Yc3pEREQcygZx9ZYxZjz+VOYX86y18w7QdDSwoPzrZtbaFABrbYoxpmn59lbA7kr7JJdvS6mqBnV6REREJODKOzgH6uRUMMbEACOBKdW8nTnQIaqrQcNbIiIiEi5OBb6x1qaVP0/7Zdiq/N/08u3JQJtK+7UG9lb35ur0iIiIOFWYTGSuZAy/Dm0BLAQuKv/6IuC9StsvLF/FNRDI+WUYrCoa3hIREZGQM8YkACcDl1fafB/wH2PMv4BdwLnl2xcBw4Et+Fd6XVKTY6jTIyIi4lDBnMhcHWttIdDod9sy8a/m+n1bC0z4s8fQ8JaIiIg4gpIeERERpwqjpCcYlPSIiIiIIyjpERERcahwmtMTDEp6RERExBGU9IiIiDiUkh4RERGRCKSkR0RExKGU9IiIiIhEoLBNer5Kbh7qEiLewKgD3aRW/k6xLfQ9DoYHljSqvpH8JQ/E7g91CRII1lk/o5T0iIiIiCOEbdIjIiIigaU5PSIiIiIRSJ0eERERcQQNb4mIiDiU9Wkis4iIiEjEUdIjIiLiUJrILCIiIhKBlPSIiIg4lNXFCUVEREQij5IeERERh9KcHhEREZEIpKRHRETEoXSdHhEREZEIpKRHRETEoawNdQXBpaRHREREHEFJj4iIiENpTo+IiIhIBKpR0mOMaQd0ttZ+ZIyJB9zW2rzAliYiIiKBpKTnd4wx44A3gbnlm1oD7wayKBEREZG/W02GtyYAg4BcAGvtZqBpIIsSERER+bvVZHirxFpbaow/AjPGuAGHLXITERGJPFqy/kcrjTG3AvHGmJOBN4D3A1uWiIiIyN+rJknPZOBfwHfA5cAi4NlAFiUiIiKB57SJzNV2eqy1PuCZ8oeIiIhIrXTQTo8x5juqmLtjrT00IBWJiIhIUFirpOcXpwetChEREZEAO2inx1q7M5iFiIiISHBZX6grCK6qhrc+t9YeY4zJ47fDXAaw1tqkgFcnIiIi8jepKuk5pvzfusErR0RERILF57A5PTW5DcXLNdkmIiIiEs5qcp2enpWflF+RuV9gyhEREZFgcdrqrYMmPcaYKeXzeQ41xuSWP/KANOC9oFUoIiJbK6/SAAAgAElEQVQi8jeoak7PTGCmMWamtXZKEGsSERGRINAVmX/HWjvFGNMKaFe5vbX200AWJiIiIvJ3qrbTY4y5DxgN/A/wlm+2gDo9IiIitZjT7rJek4nMZwFdrbUlgS5GREREJFCqXbIObAOiA12IiIiISCDVJOkpBNYbY5YDFWmPtfaagFUlIiIiAaeJzH+0sPwhIiIiUmvVZPXWS8EoRERERILLabehqOqGo/+x1p5njPmO395wFABr7aEBrUxERETkb1RV0nNt+b+nB6MQERERCS6n3Yaiqisyp5T/uzN45YiIiIgERk0uTpjHr8NbMfiXrxdYa5MCWZiIiIgEli5O+DvW2rqVnxtjzgQGBKwiERERkQCoyZL137DWvmuMmRyIYkRERCR4tHrrd4wxZ1d6GgX05wCruURERETCWU2SnhGVvvYAO4AzAlKNiIiIBI1Wb/2OtfaSYBRSG0QnJdBv9jiSurUGa1l7/Tw6jzuVup1a+F+vl0BZTiEfnXwrAF2vHkmHMcdivT7WT5tP2orvQll+rRCTlMCgBy+jflf/9/jzG58hY90Wul9yMt0vGYrP4yV5+XrW3vMadVo35qwVs8jZlgJAxjdbWDX5hRCfQfiLatGGxGtu//V50xYUv/kCpZ9+SMK1txPVuDm+fakUPnoHtiAfd79BxJ93Cfgs1uelaP4TeH/+PoRnUDvEJSVwxn3jaFr+WX530jwOGXIo/UYfT0FWHgAfzXqdzSs2VOxTr2UjJi6bxYpH3uKLZxaFqvRaI6puIi3uvZbYzu0AS8rkR/CVlNLizomY2Gisx0fqjDkUb9wEQMKA3jSbOh7jduPZn8uuC24J7QlI0FXZ6THGnAFMArqXb1oL3Gmt/dwYU89amxPoAsNJn7vGkvrJBlaPexQT7cIdH8tXVzxe8fqh0y+gLLcQgLpdWtHmjIF8eNwtxDVrwJD/TGHJoBvBp5HBqhx551iSP9nIJ+MfI6r8e9z86O60HdaPd0+agq/UQ1yjXxcO5u1MY+HQ20JYce3jS9lN3pRx/icmiqQn36D068+JPeN8PN9/Q8nCBcSOHEPsyPMpXjAPz/fryFv3BQBRbTuSeM108m66KIRnUDucOn0sm1du4PWrHsUV7SI6PpZDhhzKqucWH7RDc8q0f/6mEyRVazb1cgo+Xceeq++FaDdRcbG0emwKGY//m4JP15J4bH+aTrqUXf+cTFTdRJrfMYFdl07Dk5KBq2G9UJcfFpy2euugd1k3xlwFTCt/tC9/3AfMMsaMAj4NQn1hw10nniYDu7Hj3ysAsGXeig7OL1qPOJLd734JQMth/dj93mp8pR4Kd2eQvyONhod1CnLVtUt0nXiaHdmVzQtWAOAr81KaW0i3C09i45z38ZV6ACjOzA1hlZHF3etwfGl7sfvSiO53NKWfLgWg9NOlRPcf5G9UUlzR3sTGoSl91YutE0/7Ad345vUVAHjLvBT/7ufF73Ub2o/9u9LJ2JwchAprv6g68SQc0YvsN/yfWco8+PIKwFqi6iQA4KqbiCc9C4B6I44j78Mv8aRkAODNctTf7FKuqqTnamCQtTar0raPjTEjgGTghqre2BjTDWgFfGWtza+0/RRr7ZK/UHNIJLZrSklmHv0fuZx6PdqSvXE766e9jLfIf+P5xgO7Ubwvh/ztaQDEN29A1jdbKvYv2ptFfPOGIam9tqjbrgnFmXkc8/B4GvZoS+bGHXx1+8skdWxOswFd6TfpXLwlZXx91wL2bdgGQJ22TRi59G7K8or4ZtabpK35OcRnUbtEH30CpV8uByCqXkNstv+/u83OwiQ1+LVd/2OIGz0OU68+BbOmhKTW2qRB26YUZOZx1oOX07x7W/Z+t51Fd7wMwICLhtLn7MHs/W4bS+5+leLcQqLjYxl8xQhe+udMBo0/LcTV1w7RbVrgzcqhxf3XE9etI8XfbyH17qdJu2cebZ+/i2aT/wXGsGPUTQDEdGgFbjdtX7mPqMR49r/0Hjnvfhziswg9p63eOmjSA/C7Ds8v2zKBndbapw62nzHmGuA9/B2n78uHyX5x7/+z1pCKckdRv3d7tr30EcuH3oanqIRuV/86x7vNmUex+51Vv+5gDvRB0l/IVTEuF416t+en+ctZOGwqnsISek8cQZQrith6iXwwYgZf372A456eCEBhejZvDLiOhcOmsuaOVzl2zlVE14kP8VnUIi430f2OpuyrldU2LVv7OXk3XUTB7GnEnXtpEIqr3aJcUbTo1Z6vX/mIp067jdKiEgZfOYI1r3zEI0Ou56nht5KXns0pUy8A4ITr/8GXzy2mtLAkxJXXHsblIq7nIez/9yK2n3E1vqJiGl9+Hg3OH07avc+wZchFpN37DC3vLb+jkstFfK9D2D1uOrsvnUbjCWOIad8qtCchQVdVpyfXGNPn9xvLt1WXC44D+llrzwSOA6YZY365l9dBu5XGmPHGmLXGmLXLCrccrFlIFO7Noigli6xvtwKw54M11O/dHgDjiqLV8CNIXri6on1RShbxLRtVPI9v2ZCi1P1Brbm2KUzJoiAli33l3+Md/11Do97tKUjZz87FawHYt34b1meJbVgXX6mHkv3+EDHzux3k7kgnqWPzkNVf27j7Hol3+yZsjv9z6cvJwtT3p5GmfkNs7h8/r96fNhLVrCWmri7IXpXc1CxyU7NIXu//LP9v0Rpa9mpPwb5crM9irWXda5/Qqo9/yLt1304MnTKG6z9/hIGXnsLgCWcw4MKTQ3kKYa8sdR9lqfso3uBPd3OXfE5cz07UO+sk8pb656DlLf6MuD5dAfCk7iP/03XYohK8+3Mp/Pp7Yrt1CFn94cJaE7RHOKiq03MjsNAYM8MYM8IYc7ox5g78Cc6N1byv65chLWvtDvwdn1ONMQ9RRafHWjvPWtvfWtv/5IRD/sx5BFxJRg5FezOpU75Sq+kxPcndtMf/9ZBe5G3ZS1HKr8FYytJ1tDljIFExbhLaNKFOh+YVHSY5sKKMHAr2ZpFU/j1ucUxPsjftYdfStbQY1AOApI7NccW4KcnKI7ZhXUyU/+NUp20Tkjo0I29Xesjqr21ijj6Bsi9/jffL1n1JzJBh/teGDKNsnX9+WlSzlhVtXO07Y9xubJ7mVVUlPyOH3L2ZNOro/yx3HNST9M17qNOkfkWb7sP6k77JP3/nufPu4uFjruPhY65j9fNL+GzOe6yZvywktdcW3n378aRk+IetgMSj+lKyZRee9EwSBvQGIOGoPpTu8P+czlu+moT+PcEVhYmLJa5PV0q37g5Z/RIaVd1w9HNjzABgAnAx/s7KD8BAa21qNe+baozpa61dX/5e+caY04Hngd5/S+Uh8O1t8xkw5yqiot0U7Epn7XVzAWhzxlHsfnfVb9rmbtpD8vtfMXTlLKzHy/pbX9TKrRr4atpLHPv4lURFu8nblc7nN8zDU1jCMbPHc+bymfjKvHxW/n1vPrAbh930D6zXi/VaVk15gdLsghCfQS0RE4u7dz8Kn32oYlPJwgUkXDudmOOG48tMp/CRGQBEDxji7wx5PNjSEgoeuzNERdcu/50xn3MeuQpXtJv9u9N556a5DJ9xES16tMNaS3ZyBgtvfT7UZdZqqXc9TcvZkzDRbsp2p7J38sPkfbSaZlMvx7hc2NIyUqf6V9iWbt1N/mfr6PjBk1ifj+w3llKyWffTdhpjA7BezRjTGvAcqHNkjBlkrf2iuvd4s8UF6iEEWF5UeMSNkeysIXtCXYIjPLSqZfWN5C8ZE63h+WDovnlRUH8wf9Xy7KD9rj1y79sh/6Xzp++9VRPW2oOuuaxJh0dERETk7xaQTo+IiIiEP6cNqVS5ZF1EREQkUhw06THGvE8VnUBr7ciAVCQiIiJB4bSLE1Y1vPVg0KoQERERCbCqlqxXf5lWERERqbXC5aKBwVLtRGZjTGdgJtADiPtlu7W2YwDrEhEREflb1WT11gvAdOBh4HjgEqq4qrKIiIjUDr5QFxBkNVm9FW+tXY7/QoY7rbUzgBMCW5aIiIjI36smSU+xMSYK2GyMmQjsAZoGtiwREREJNOuwgZuaJD3XAQnANUA/YCxwUSCLEhEREfm7VZv0WGu/Lv8yH/98HhEREYkATrsPdk1Wb33CAS5SaK3VvB4RERGpNWoyp+emSl/HAf8APIEpR0RERILF57A5PTUZ3lr3u01fGGN04UIRERGpVWoyvNWw0tMo/JOZmwesIhEREXEcY0x94FmgF/5pNZfiX0zVtbxJfSDbWtvXGNMe+BH4ufy11dbaK6o7Rk2Gt9aVH9zgH9baDvyrxmchIiIiYSnMlqw/Ciyx1p5jjIkBEqy1o3550RgzG8ip1H6rtbbvnzlATTo93a21xZU3GGNi/8xBRERERA7GGJMEDAEuBrDWlgKllV43wHn8xYsj1+Q6PV8eYNuqv3JQERERCT1fEB/GmPHGmLWVHuMrldIRyABeMMZ8a4x51hiTWOn1wUCatXZzpW0dytuuNMYMrsn5HjTpMcY0B1oB8caYw/j1fltJ+C9WKCIiIlIj1tp5wLyDvOwGDgeuttZ+ZYx5FJgMTCt/fQywoFL7FKCttTbTGNMPeNcY09Nam1tVDVUNbw3DHzO1Bmbza6cnF7i1qjcVERGR8BdGc3qSgWRr7Vflz9/E3+nBGOMGzsa/kAoAa20JUFL+9TpjzFagC7C2qoMctNNjrX0JeMkY8w9r7Vt/4UREREREDspam2qM2W2M6Wqt/Rk4Efhf+csnAT9Za5N/aW+MaQJkWWu9xpiOQGdgW3XHqcmcnn7ly8h+OVADY8zdf+ZkREREJPwEc05PDVwNvGqM2Qj0Be4t3z6a3w5tgX/S80ZjzAb8qdAV1tqs6g5Qk9Vbp1prK4azrLX7jTHDgak12FdERESkWtba9UD/A2y/+ADb3gL+9ChUTTo9LmNMbPn4GcaYeEBL1kVERGq5GiYwEaMmnZ5XgOXGmBf49QqJ8wNalYiIiMjfrCb33ppVPr52Ev4VXHdZa5cGvDIREREJqDBavRUUNUl6sNYuAZYAGGMGGWPmWGsnBLQyERERkb9RjTo9xpi++C8MNAr/vbfeDmRRIiIiEng+ZwU9VV6RuQv+ZWJjgEzgdcBYa48PUm0iIiIif5uqkp6fgM+AEdbaLQDGmOuDUpWIiIgEnM9hc3qqujjhP4BU4BNjzDPGmBPBYd8dERERiRgH7fRYa9+x1o4CugErgOuBZsaYp4wxQ4NUn4iIiMjfotrbUFhrC6y1r1prT8d/89H1lN8ETERERGovG8RHOKjJvbcqWGuzrLVzrbUnBKogERERkUCo0ZJ1ERERiTxOuw3Fn0p6RERERGorJT0iIiIO5TPOWpStpEdEREQcQUmPiIiIQ4XLqqpgUdIjIiIijqCkR0RExKG0ektEREQkAinpERERcSifsxZvKekRERERZ1DSIyIi4lA+nBX1KOkRERERR1DSIyIi4lC6To+IiIhIBFKnR0RERBwhbIe3RmeuCHUJEa9o72ehLiHi3ddvWqhLcIRreyWHuoSIN/+7NqEuwRG6B/l4WrIuIiIiEoHCNukRERGRwNJtKEREREQikJIeERERh9KSdREREZEIpKRHRETEobR6S0RERCQCKekRERFxKK3eEhEREYlASnpEREQcSkmPiIiISARS0iMiIuJQVqu3RERERCKPkh4RERGH0pweERERkQikTo+IiIg4goa3REREHErDWyIiIiIRSEmPiIiIQ9lQFxBkSnpERETEEZT0iIiIOJRPFycUERERiTxKekRERBxKq7dEREREIpCSHhEREYdS0iMiIiISgZT0iIiIOJSu0yMiIiISgZT0iIiIOJSu0yMiIiISgZT0iIiIOJRWb4mIiIhEIHV6RERExBE0vCUiIuJQWrIuIiIiEoGU9IiIiDiUz2FZj5IeERERcQQlPSIiIg6lJesiIiIiEUhJj4iIiEM5a0aPkh4RERFxCCU9IiIiDqU5PSIiIiIRSEmPiIiIQ/lMqCsILiU9IiIi4ghKekRERBxKV2QWERERiUBKekRERBzKWTmPkh4RERFxCCU9f0K9eknMm/sgPXt2xVrLuHE38vOmrSx49SnatWvDzp27GX3+FWRn53DjDVcwZszZALjdLrp360zzloeyf392iM8ifG3fmcxNt8+seJ68N4WJl40lN7+AtxYuoUH9egBce/lFDDl6AHtS0hh5/njat20NwKE9uzF90tUhqb22iU1KYMT942jSpTVgWXjzPDoNOZTDxhxPYWYeAJ888DpbPtkAQNNubTht5r+IrROP9VmeHTkNb0lZCM8g/JnEOiReczPudh2wQMEj92NLikmccCMmPh5fWir5D9yFLSoEt5vEiTfh7twVfD4K5j2O57v1oT6FsBeblMDJsy6jUZfWWGtZdvMzpHyzhb4Xn0yfi4ZivV62f7yez+59DYAjJoyg16jj8Hl9rJg+n52ffhfiM5BgU6fnT3j4oTtZuvQTRo0eT3R0NAkJ8UyZfDUff/I5sx6Yw6SbJ3DLpAlMufVeZj/0NLMfehqA0087mWuvGacOTzU6tGvNWy/NAcDr9XLCmWM58dijeee/yxg76kwuOf+cP+zTplWLin2k5oZNH8uWlRt488pHiYp2ER0fS6chh/LVc4tZPW/Rb9oaVxRnPnIV713/FGk/7iK+fh18ZZ4QVV57JIy/mrJ1a8ifOR3cbkxsHEl3z6bguSfxfL+B2JOHE/eP0RS98jyxw04HIGfCJZh69Um6cxY5110O1mmDD3/OcTPGsmPFRj644rGKz3Hro7rTaWg/Xhk2BW+ph/hGSQA07NySriMGMv+kW0hs1oB//HsyLx57E9bn7O+xLk74NzHGDDDGHFH+dQ9jzA3GmOGBOl6g1a1bh8HHHMnzLywAoKysjJycXEaMGMb8l98AYP7LbzBy5Cl/2HfUqDN47fV3g1pvbbd67XratGpBy+bNQl1KxImpE0/bI7ux/rUVAPjKvJTkFh60fachvUn/aRdpP+4CoCg73/G/KKpj4hOI7tWHkg//69/g8WAL8olq3QbP9/70rOzbr4kZdCwA7rbtKduwDgCbk43Nz/enPnJQMXXiaTWgK9//7nPcZ+xJfP3k+3hL/R3zosxcADoN7cfP76/GW+ohd3cG2TvSaN63U6jKlxAJSNJjjJkOnAq4jTHLgCOBFcBkY8xh1tp7AnHcQOrYsR379mXy3LMPc+ihPfjmm41cf8PtNGvamNTUdABSU9Np2qTRb/aLj49j2NDjuObaqaEou9ZavHwlw086tuL5grfeZ+GS5fTs1pmbJ46jXlJdAPakpHLOxROok5jA1eMuol/fXqEqudZo0LYphZl5jHzwcpr1aEvKd9tZOuNlAI64cCiHnj2YlO+2seyuVynOLaRhhxZYC+fPv4WERnX5YeFqVs39IMRnEd6iWrTE5mSTeP1k3B0OwbPlZwrmPo5353aiBw6ibPUXxBxzPK7GTQHwbN9KzMBjKF35MVFNmuA6pAtRjZvCpp9CfCbhq17bJhRl5TF09niadG9L2nc7WDHjZep3aE6rAV05+uZz8ZaU8endC0jbuI06zRqQ8u3Wiv3zU7Ko07xBCM8gPGjJ+t/jHGAQMASYAJxprb0TGAaMCtAxA8rtcnHYYb2ZO3c+RwwYRkFBIbdMmljtfqefPpQvV63V0NafUFZWxorPv2LoCYMBGHXWaSz+z/O89eIcmjRqyANPPANAk0YNWPb2fN58cQ43Xz2eSXfcT35BQShLrxWiXFG06NWeta98xDPDb6O0sIRBV41g3Ssf8cSQ65l36q3kp2dz8rQL/O3dUbQ5ogvvXDuHF/9xJ91O6U/7QT1DfBZhLsqF65DOlCx6j5xrLsMWFxN/7vnkP3I/caedRb1H52Hi47Ee/7yokg8X4duXTr1H55I4/mo8P/6A9XlDfBLhLcrtommv9mx8eTmvDp+Kp6iEI64aQZQ7ith6ibx2xgw+vWcBpz1Z/nPa/PHSwxo9dJ5AdXo81lqvtbYQ2GqtzQWw1hZRxRCiMWa8MWatMWatzxdev7yS96SQnJzCmq+/BeDtt//LYX17k5a+j+bN/X+tNW/elPSMzN/sN+q8kRra+pM+W72W7l060bih/6+wxg0b4HK5iIqK4pyRp/L9/zYBEBMTQ/16/vH6nt0606ZVC3bs2hOyumuL3NQsclOy2Lve/1fvj4vW0LxXewr25fqHrazlmwWf0LKPP/rPS8li1+qfKNqfj6e4lC2frKdFr/YhPIPw58vMwLcvA8/PPwJQ+sVK3Id0wZe8i7xpN5Fz7XhKVi7Hl7K3fAcvhc/MIefqy8i76zZMnTr49iSH8AzCX15KFnkpWaSWf443L1pD017tyU/Zz5bFawFI27ANay3xDeuSn5pF3ZYNK/av06IhBWn7Q1J7OLFBfISDQHV6So0xCeVf9/tlozGmHlV0eqy186y1/a21/aOiEgNU2v9PWloGycl76dLF/4vghBOO4ccfN/HB+x9y4dhzAbhw7Lm8//7Sin2SkuoyZPBAFi5cesD3lANbtGwFw08+ruJ5xr6siq+Xr/ySQzq2AyBrfzZer/+v4d17Uti1ey9tWrUIaq21UUFGDrkpmTTq6P9edRjUk4zNe6jTtH5Fm27D+pPxs/+X7taVG2navQ3uuBiMK4q2R3YnY7M6l1Wx+7PwZWQQ1aoNANF9Dse7awemXvn32BgSRl9I8eKF/uexsRAb52/btz94vXh37wxF6bVGYUYO+SlZNCj/HLcZ1JOszXvY+uFa2hzdA4D6HZrjinZTlJXHtmXf0HXEQFwxbpLaNKFBh+YVHSYJD8aY+saYN40xPxljfjTGHGWMmWGM2WOMWV/+GF6p/RRjzBZjzM/GmGE1OUagVm8NsdaWAFhrK3dyooGLAnTMgLv2+mnMf+lxYmKi2b59F/+67AaioqJ47d9Pc8nFY9i9ew+jxlxe0f7MM05l2UefUlhYFMKqa5ei4mJWff0t0yddU7Ft9pPP8fPmbWCgVfNmFa+tW/89Tzz7Mi63C1dUFLffPLFiro9Ubcn0+Zz56FW4ot1k70pn4U1zGXbHRTTv0Q5rLTnJGfz31ucBKM4t5KtnF3PZ+3dhrWXLJxvY8rGWU1enYO6j1L15Krij8aXuJf+R+4g9YRhxp58FQOmXn1KyzL9SLqpeA5LuegBrLb7MDPIfrHXTHkPik9tf4tTHriQq2k3OrnQ+vGkeZYUlDH1gPGOXzcRb6mXpDXMByNy0h00ffMWFy+/H5/Hx8dQXNSGfsFu99SiwxFp7jjEmBkjAPy3mYWvtg5UbGmN6AKOBnkBL4CNjTBdrbZXjwsaG6aCmO6ZVeBYWQYr2fhbqEiLeff2mhboER7iql4aCAm3+d21CXYIjXL/rlaDe9/ym9mOC9rv2wR0LDnpuxpgkYAPQ0VbqmBhjZgD5B+j0TAGw1s4sf74UmGGtXVVVDbois4iIiEP5sEF7VKMjkAG8YIz51hjzrDHml3kuE40xG40xzxtjflly1wrYXWn/5PJtVfq/9u48vM66TPj4907Slba0RdrSllIo0IXWFqhQCmVkGUApKLzM+6qDgzBaAWURQdZhe/ESRUEYFIGOgMPmjIAiIlqFVqSABVq2IlC2tnRPIOmaNMlv/jinIXS6UpKTPM/3w3Wu65zn/J7z3HlImjv3bzPpkSRJLa75ZKXiY1KztyuAfYCbUkp7AyuBC4CbgCHAGGAh8KN1H7eBS2w2s3JFZkmScqo1x5GklG4BbtnI2/OB+Smlp4uvfwVckFJavK5BRNwKPNSsffM+14HAgs3FYKVHkiSVVEppETAvItYtRX4YMDsimk/JPQ54qfj8QeALEdEpInYF9gD+trnrWOmRJCmn2tjsrTOAu4ozt94ETgZuiIgxFIpSbwNfB0gpvRwR/wXMBuqBb2xu5haY9EiSpDYgpTQLGLve4S9vov13ga1a38GkR5KknEptZq3k1uGYHkmSlAsmPZIkKRfs3pIkKafa2EDmFmelR5Ik5YKVHkmScmoLtofIFCs9kiQpF6z0SJKUU/mq81jpkSRJOWGlR5KknHJMjyRJUgZZ6ZEkKadcp0eSJCmDrPRIkpRTbjgqSZKUQVZ6JEnKKcf0SJIkZZCVHkmScsoxPZIkSRlk0iNJknLB7i1JknLKgcySJEkZZKVHkqScakwOZJYkScocKz2SJOVUvuo8VnokSVJOWOmRJCmnGnNW67HSI0mScsFKjyRJOeU2FJIkSRlkpUeSpJxyRWZJkqQMstIjSVJOOXtLkiQpg6z0SJKUU87ekiRJyiCTHkmSlAt2b0mSlFNOWZckScogKz2SJOVUSg5kliRJyhwrPZIk5ZSLE0qSJGWQlR5JknIqb7O32mzSc/snDil1CJl3/tiLSh1C5k1ck7d/UkpjwewepQ4h807ad16pQ5C2WZtNeiRJUstyGwpJkqQMstIjSVJOOXtLkiQpg6z0SJKUU67ILEmSlEFWeiRJyqm8LaphpUeSJOWClR5JknLKdXokSZIyyKRHkiTlgt1bkiTllIsTSpIkZZCVHkmScsrFCSVJkjLISo8kSTnlmB5JkqQMstIjSVJOuTihJElSBlnpkSQppxqdvSVJkpQ9VnokScqpfNV5rPRIkqScsNIjSVJOuU6PJElSBlnpkSQpp6z0SJIkZZBJjyRJygW7tyRJyqnk4oSSJEnZY6VHkqScciCzJElSBlnpkSQpp5KVHkmSpOyx0iNJUk45e0uSJCmDrPRIkpRTzt6SJEnKICs9kiTlVFsa0xMRPYHJwEggAacAxwPHAHXAG8DJKaX3I2Iw8ArwavH0p1JKp27uGlZ6JElSW3A98EhKaRgwmkJSMwUYmVL6JPAacGGz9m+klMYUH5tNeMBKjyRJudVWxvRERA/gYOArACmlOgrVnT82a/YUcMK2XMdKj+i/iUcAABH1SURBVCRJKrXdgKXAbRExMyImR8R267U5Bfh9s9e7FttOi4gJW3IRkx5JknIqteJ/ETEpIp5p9pjULJQKYB/gppTS3sBK4IJ1b0bExUA9cFfx0EJgULHtOcDdxWrRJtm9JUmSWlxK6Rbglo28PR+Yn1J6uvj6VxSTnog4CZgIHJaKI69TSrVAbfH5sxHxBrAn8MymYrDSI0mSSiqltAiYFxFDi4cOA2ZHxFHA+cCxKaVV69pHxI4RUV58vhuwB/Dm5q5jpUeSpJxqbENT1oEzgLsioiOFBOZkYAbQCZgSEfDB1PSDgSsjoh5oAE5NKVVt7gImPZIkqeRSSrOAsesd3n0jbe8D7tvaa5j0SJKUU6mNTFlvLY7pkSRJuWClZyt06NGVcT/8Kj2HDYSUePKcW1n27ByGnvKPDD35CBrrG3j3z7OYedW9DD5uPCNOP7rp3F7Dd+bhIy/hvZfnlvAraPs69+jK/7v66/QbOhAS3PudnzHs4NGM+8KhrKiqAeDhH9zLK1NnAXDY6Z9j//97CI0NjTxwxe28+pcXShl+u1HRoyvDrj2V7YbtDCnxyrduYudJR9N1SP+m9+trVjHjsO8AsN2IQQy7ZhLl3bpASjxz5IU01q4t5ZfQ5pV1346B3z+DTnvuAinx7neup3FNHQO+ezrRqSOpvoEFl97E6udfbzqnyyf3YMj91zD3jB9Q8/vpJYy+7SvrvzPdzr2s6XV53/6suufn1E39A92+fTllffrRuGQRK354GWnlCsoGDKLbGRdQvtserL5rMmt+88sSRt92tLExPS3OpGcrjL3yyyyc+gKPT7qBsg7llHfpRN/xwxl45L48dNiFNNbV02mHwjIBbz8wnbcfKPyj1XPYQP7htnNMeLbAcZedxN+nzeKO06+jvEM5Hbp0YtjBo5n2Hw8z9daHPtS27+4D2PuY8Xz/iHPZvk8vTr3rEr53yNmkxnz9EH8Ue1x1MpWPzeKlr15LFL+XX57046b3d7/8y9TXFCZKRHkZe/3kDGZ/40ZWzH6Hil7daFxbX6rQ243+l32N5dOeY+7pVxMdKojOnRj0k/NZfP29rJj2LN0/vS/9LjiZt754UeGEsjL6nX8SK/4ys7SBtxONC+ZRc85XCy/Kyug5+VesffpxOh//z6x98VnW3H83nY//Ep2P/2dW/+fNpBU1rJx8Ax33P6i0gaukWq17KyJ+0VrXagkdunWh77ihzLl7KgCNaxtYW7OKPf/lcF6+8bc01hV+CdRW1vyvcwd/fjxv//rJVoy2ferUrQu77Tecp3/5GAANaxtYU7Nqo+1HHjGWmb+dTkNdPVXzl7LsnUUMGrPBMW9qprxbF3oeMJyFdz0KQFrb0JTgrNPn2ANY/MATAPT+9GhWzJ7LitnvAFD/3gowsdyksm5d2G6/kbz3y8IK+mltPY3LV0JKhWoZhUpQ/eIPJpvscNJEqh+ZTn1ldUlibs8qRu1Dw6IFNC5dTMf9DqT2sUcAqH3skaYkJ1W/T8Ocv0O9CXtzrbk4YVvQIpWeiHhw/UPAIcUdVEkpHdsS121J3XbZkTWVyzngukn02msQVS+8zYx/+0+6D+lHn/2HMub8f6Khdi3PXXkPlc9/eKmAXY7dn6knX1eiyNuPHQb1YWVlDV/44Wn0Hz6I+S++xa+vuAOAg046krHHT2Dei2/y4FV3srpmJdv37c07Mz/oGqheWMX2fXuXKvx2o8sufVhbWcPw60+n2167sPyFN3ntkttpXFULQM9xw6lbWs3qtxYV2g/ZCVJi9L0X0XGHHiz+9XTm/mT9H3E113HnftRXVTPwmrPpPHwwq196gwVX3MLCK29l8B1X0u+iU4iyMt444TwAKvr2pseRB/DWly6m6yf3LHH07U+nCYdR9/ifAYievUjvFZLJ9F4VsX2vUoamNqalKj0DgRrgWuBHxcfyZs83qPkS1Y+uen1jzUoiysvpPWowr/3izzx8xCXUr6pl5DePoay8jI7bb8cjEy/nuf9/DxNu/uaHztth7yHUr66j+tX5JYq8/SgrL2fAyF2ZfucUrj36QupW13LoaZ/jiTun8N2Dz+RHn72AmiXvc+wlJxZOiA18SM76pz+KqCin26hdefeOPzLj8PNpWFXLLmd8vun9Pscd2FTlgcL3/vb7D2P26f/Os8deyo6f3Y9eE0aWIvR2IyrK6bLXECrvepg5E8+mcdUa+px2Ar1P/CwLr5rMqweewsKrJjPw6jMB6H/p11h09e3Q2FjawNujigo6fGo8ddOnljqSdqkxpVZ7tAUtlfSMBZ4FLgaqU0pTgdUppWkppWkbOymldEtKaWxKaeyhXfdoodA+mlULq1i1sIrKmW8A8M5Df6P3qMGsWvge8x4urHpdOetNUmOiU+/uTecN/tw4u7a2UPWiSqoXVTF31hwAnn/4aQaOHMyKZdWkxkRKiafufZRBo3cvtq+iZ/8dms7ffqfeVC95rySxtye1CyqpXVBJzXOF+7zkt0/RfdSuQGH8Tp+j92PJbz4YRFu7sJL3p89mbdVyGlfXUfmnmU3ttWFrFy5j7aJlrJ71GgDVv3+CznsNodfxh1LzSOHeVv/ur3QZXajqdBm1B4P+/TyGPj6ZHp8Zz4ArT6PHP44rWfztSYd99qfhzddJ1YWf/fT+e0SvQsU3evVuOi5BCyU9KaXGlNJ1FFZTvDgibqSdD5pes7SaVQuq6DFkJwB2mrAX1a+/y7xHnqHvQSMA6L5bP8o6VlBbtbxwUgSDJu7PO78x6dkSy5dW8/6CSnbcrXCP9zxwJItff5fuO/ZsajPqyE+x6LV5ALw05Vn2PmY85R0r6D1wR3Yc3K8pYdLG1S2tpnZBJV2L38u9J4xi5WuFSmSvg0ex8vUF1C78YKxJ1WPP023EIMq6dCTKy+g5fnhTe21Y/bL3WbtwGR13GwBAt/GjqZ0zj7VLqthu/0KVbLvxn6Tu7QUAvHrwV3l1QuFR8/vpvHvpTdRMeapk8bcnHQ86jNpi1xZA3Ywn6HTIUQB0OuQo6v72xMZOFY7p+VillOYD/xQRR1Po7mrXZlxyBwfeeBplHSpYMXcJT37rFupX1XLAtZOY+Oj3aFzbwPSzbm5q33fcMFYtrGLF3KUljLp9uf/y2zjxx9+kvEMFlfOWcO+5P+O4y7/CgBG7kFKiav5S/vuiyQAsfn0+sx56kvOn/IjG+gbuu/Q2Z25todcu+jkjfnomZR0rWP3OEl4566cA9P38h7u2AOqrVzL3Z79j7CPfAxKVf5pJ5Z+cYbQ5Cy67mZ2v+zbRsYK6uYuZf96PqZnyNP0v/RpUlJNq65h/0Y2lDrN969iJDmPGsupnH4yaWHP/3XQ793I6HXY0jcsWs+KawrT26Nmb7a+5mei6HSk10nniCbx/5kmweuOTJZQ9kdpIP9v67ux/YtsMLEOe6+gshpY2cbVjNFrDjl1XlzqEzBswpt3/3dou9H5g2oZGK7aYIZ/Yp9V+176x7LlW/do2xBWZJUlSLrTrcTaSJOmjaytjbVqLlR5JkpQLJj2SJCkX7N6SJCmnUsrXZAsrPZIkKRes9EiSlFONDmSWJEnKHis9kiTlVFtdoLilWOmRJEm5YKVHkqScckyPJElSBlnpkSQppxzTI0mSlEFWeiRJyqlGKz2SJEnZY6VHkqScSs7ekiRJyh4rPZIk5ZSztyRJkjLIpEeSJOWC3VuSJOWU21BIkiRlkJUeSZJyyoHMkiRJGWSlR5KknHIbCkmSpAyy0iNJUk45pkeSJCmDrPRIkpRTrtMjSZKUQVZ6JEnKKcf0SJIkZZCVHkmScsp1eiRJkjLISo8kSTmVnL0lSZKUPSY9kiQpF+zekiQppxzILEmSlEFWeiRJyikXJ5QkScogKz2SJOWUU9YlSZIyyEqPJEk55ZgeSZKkDLLSI0lSTlnpkSRJyiArPZIk5VS+6jxWeiRJUk5E3vrzWlJETEop3VLqOLLMe9zyvMetw/vc8rzHWp+Vno/XpFIHkAPe45bnPW4d3ueW5z3Wh5j0SJKkXDDpkSRJuWDS8/Gy77jleY9bnve4dXifW573WB/iQGZJkpQLVnokSVIumPR8DCLiqIh4NSLmRMQFpY4niyLi5xGxJCJeKnUsWRURO0fEYxHxSkS8HBFnlTqmrImIzhHxt4h4vniPryh1TFkVEeURMTMiHip1LGo7THq2UUSUAz8BPgOMAL4YESNKG1Um3Q4cVeogMq4e+HZKaTgwDviG38sfu1rg0JTSaGAMcFREjCtxTFl1FvBKqYNQ22LSs+32A+aklN5MKdUB9wKfK3FMmZNS+gtQVeo4siyltDCl9Fzx+XIKvzAGlDaqbEkFK4ovOxQfDqz8mEXEQOBoYHKpY1HbYtKz7QYA85q9no+/KNTORcRgYG/g6dJGkj3FbpdZwBJgSkrJe/zx+zHwHaCx1IGobTHp2XaxgWP+5aZ2KyK6AfcBZ6eUakodT9aklBpSSmOAgcB+ETGy1DFlSURMBJaklJ4tdSxqe0x6tt18YOdmrwcCC0oUi7RNIqIDhYTnrpTS/aWOJ8tSSu8DU3Gs2sftQODYiHibwnCDQyPiztKGpLbCpGfbzQD2iIhdI6Ij8AXgwRLHJG21iAjgP4BXUkrXljqeLIqIHSOiZ/F5F+Bw4O+ljSpbUkoXppQGppQGU/j3+NGU0oklDktthEnPNkop1QPfBP5AYeDnf6WUXi5tVNkTEfcATwJDI2J+RPxrqWPKoAOBL1P4y3hW8fHZUgeVMTsBj0XECxT+YJqSUnJKtdRKXJFZkiTlgpUeSZKUCyY9kiQpF0x6JElSLpj0SJKkXDDpkSRJuWDSI7WCiGgoTgF/KSL+OyK6bsNnfXrdztERcWxEXLCJtj0j4vSPcI3LI+Lcjbw3KSL+Xnw8ExGf3oLP22ScxTaDI+JLzV6PjYgbis+/EhE3buWXIUkfYtIjtY7VKaUxKaWRQB1wavM3o2Crfx5TSg+mlK7eRJOewFYnPRtTXOL/68BBKaVhwCTgzojY5H5zWxAnwGCgKelJKT2TUjpzG0OWpCYmPVLrexzYvVjZeCUifgo8B+wcEUdExJMR8VyxItQNICKOKlZW/gocv+6DmldAIqJvRDwQEc8XH+OBq4EhxSrTNcV250XEjIh4ISKuaPZZF0fEqxHxJ2DoRmI/HzgvpbQMoLgr+23AN4qf8XZEfKL4fGxETN1AnLdHxA0RMT0i3oyIE4qffTUwoRjrt5pXtJorrmp8X/FrmBERB279/wJJeWTSI7WiiKgAPgO8WDw0FPhFSmlvYCVwCXB4Smkf4BngnIjoDNwKHANMAPpt5ONvAKallEYD+wAvAxcAbxSrTOdFxBHAHsB+wBhg34g4OCL2pbBk/94UkqpPbeQaewHrb+T4DDBiK24DFFYmPgiYSCHZoRjr48VYr9vEudcD16WUPgX8H2DyVl5bUk5VlDoAKSe6RMSs4vPHKexx1R94J6X0VPH4OArJwxOFbbDoSGHrjWHAWyml1wGKmydO2sA1DgX+BQo7eQPVEdFrvTZHFB8zi6+7UUiCugMPpJRWFa+xNfvHxVa0XefXKaVGYHZE9N3Kcw8HRhTvEUCPiOieUlr+EeKQlCMmPVLrWJ1SGtP8QPGX9srmhyjsxfTF9dqNAT6u/WIC+F5K6eb1rnH2Fl5jNrAv8GizY+uqUgD1fFBB7ryJz6ldL6atUQYckFJavZXnSco5u7ektuMp4MCI2B0gIrpGxJ4UduHeNSKGFNt9cSPn/xk4rXhueUT0AJZTqOKs8wfglGZjhQZERB/gL8BxEdElIrpT6ErbkB8A34+IHYrnjwGOA9YlUW9TSIqg0PW0NdaPdWP+SGGTX5rFIEmbZdIjtREppaXAV4B7irtwPwUMSymtodCd9bviQOZ3NvIRZwGHRMSLFMbd7JVSqqTQXfZSRFyTUvojcDfwZLHdr4DuxQHJvwRmAfdR6ILbUIwPUuiaeyIi5gB/BT5fjB3gCuD6iHgcaNjKW/ACUF8chP2tTbQ7ExhbHIg9m/VmwknSxrjLuqSPpDgo+zYKfzydmPzHRFIbZ9IjSZJywe4tSZKUCyY9kiQpF0x6JElSLpj0SJKkXDDpkSRJuWDSI0mScsGkR5Ik5cL/AOFJHpQ4/KeVAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.ensemble.forest.ExtraTreesRegressor\n", "................................................................................\n", "19:01:56 Still training step 80 of 563\n", "................................................................................\n", "19:02:35 Still training step 160 of 563\n", "................................................................................\n", "19:03:23 Still training step 240 of 563\n", "................................................................................\n", "19:04:18 Still training step 320 of 563\n", "................................................................................\n", "19:05:22 Still training step 400 of 563\n", "................................................................................\n", "19:06:36 Still training step 480 of 563\n", "................................................................................\n", "19:08:01 Still training step 560 of 563\n", "...\n", "Mean return: 1.621%\n", "Monthly Sharpe ratio: 0.348\n", "OOS MSE across all predictions: 47.0459\n", "In-sample MSE: 0.0000\n", "Variance: 39.4097\n", "R-squared: -0.1938\n", "Avg rank correlation (Kendall's tau): 0.0105 (Expected: 0)\n", "5-quintile accuracy: 0.2028 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4509 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 92.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.ensemble.forest.RandomForestRegressor\n", "................................................................................\n", "19:08:51 Still training step 80 of 563\n", "................................................................................\n", "19:09:55 Still training step 160 of 563\n", "................................................................................\n", "19:11:20 Still training step 240 of 563\n", "................................................................................\n", "19:13:09 Still training step 320 of 563\n", "................................................................................\n", "19:15:28 Still training step 400 of 563\n", "................................................................................\n", "19:18:18 Still training step 480 of 563\n", "................................................................................\n", "19:21:48 Still training step 560 of 563\n", "...\n", "Mean return: 1.896%\n", "Monthly Sharpe ratio: 0.426\n", "OOS MSE across all predictions: 45.8743\n", "In-sample MSE: 7.8784\n", "Variance: 39.4097\n", "R-squared: -0.1640\n", "Avg rank correlation (Kendall's tau): 0.0230 (Expected: 0)\n", "5-quintile accuracy: 0.2087 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4512 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 108.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.ensemble.gradient_boosting.GradientBoostingRegressor\n", "................................................................................\n", "19:23:32 Still training step 80 of 563\n", "................................................................................\n", "19:25:28 Still training step 160 of 563\n", "................................................................................\n", "19:27:54 Still training step 240 of 563\n", "................................................................................\n", "19:30:45 Still training step 320 of 563\n", "................................................................................\n", "19:34:04 Still training step 400 of 563\n", "................................................................................\n", "19:37:53 Still training step 480 of 563\n", "................................................................................\n", "19:42:09 Still training step 560 of 563\n", "...\n", "Mean return: 2.007%\n", "Monthly Sharpe ratio: 0.439\n", "OOS MSE across all predictions: 46.7213\n", "In-sample MSE: 12.0030\n", "Variance: 39.4097\n", "R-squared: -0.1855\n", "Avg rank correlation (Kendall's tau): 0.0196 (Expected: 0)\n", "5-quintile accuracy: 0.2123 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4555 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 143.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.ensemble.weight_boosting.AdaBoostRegressor\n", "................................................................................\n", "19:44:57 Still training step 80 of 563\n", "................................................................................\n", "19:47:55 Still training step 160 of 563\n", "................................................................................\n", "19:51:22 Still training step 240 of 563\n", "................................................................................\n", "19:55:17 Still training step 320 of 563\n", "................................................................................\n", "19:59:41 Still training step 400 of 563\n", "................................................................................\n", "20:04:36 Still training step 480 of 563\n", "................................................................................\n", "20:09:49 Still training step 560 of 563\n", "...\n", "Mean return: 2.121%\n", "Monthly Sharpe ratio: 0.455\n", "OOS MSE across all predictions: 42.6787\n", "In-sample MSE: 27.1000\n", "Variance: 39.4097\n", "R-squared: -0.0829\n", "Avg rank correlation (Kendall's tau): 0.0186 (Expected: 0)\n", "5-quintile accuracy: 0.2092 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4545 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 117.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.kernel_ridge.KernelRidge\n", "................................................................................\n", "20:10:08 Still training step 80 of 563\n", "................................................................................\n", "20:10:10 Still training step 160 of 563\n", "................................................................................\n", "20:10:13 Still training step 240 of 563\n", "................................................................................\n", "20:10:18 Still training step 320 of 563\n", "................................................................................\n", "20:10:23 Still training step 400 of 563\n", "................................................................................\n", "20:10:29 Still training step 480 of 563\n", "................................................................................\n", "20:10:38 Still training step 560 of 563\n", "...\n", "Mean return: 2.553%\n", "Monthly Sharpe ratio: 0.471\n", "OOS MSE across all predictions: 44.0938\n", "In-sample MSE: 35.0781\n", "Variance: 39.4097\n", "R-squared: -0.1189\n", "Avg rank correlation (Kendall's tau): 0.0243 (Expected: 0)\n", "5-quintile accuracy: 0.2175 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4645 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 212.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.base.LinearRegression\n", "................................................................................\n", "20:10:41 Still training step 80 of 563\n", "................................................................................\n", "20:10:43 Still training step 160 of 563\n", "................................................................................\n", "20:10:45 Still training step 240 of 563\n", "................................................................................\n", "20:10:47 Still training step 320 of 563\n", "................................................................................\n", "20:10:50 Still training step 400 of 563\n", "................................................................................\n", "20:10:52 Still training step 480 of 563\n", "................................................................................\n", "20:10:54 Still training step 560 of 563\n", "...\n", "Mean return: 2.781%\n", "Monthly Sharpe ratio: 0.506\n", "OOS MSE across all predictions: 43.8692\n", "In-sample MSE: 34.7467\n", "Variance: 39.4097\n", "R-squared: -0.1132\n", "Avg rank correlation (Kendall's tau): 0.0246 (Expected: 0)\n", "5-quintile accuracy: 0.2161 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4657 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 225.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.bayes.BayesianRidge\n", "................................................................................\n", "20:10:59 Still training step 80 of 563\n", "................................................................................\n", "20:11:03 Still training step 160 of 563\n", "................................................................................\n", "20:11:07 Still training step 240 of 563\n", "................................................................................\n", "20:11:11 Still training step 320 of 563\n", "................................................................................\n", "20:11:15 Still training step 400 of 563\n", "................................................................................\n", "20:11:19 Still training step 480 of 563\n", "................................................................................\n", "20:11:23 Still training step 560 of 563\n", "...\n", "Mean return: 3.688%\n", "Monthly Sharpe ratio: 0.617\n", "OOS MSE across all predictions: 39.7450\n", "In-sample MSE: 36.0953\n", "Variance: 39.4097\n", "R-squared: -0.0085\n", "Avg rank correlation (Kendall's tau): 0.0358 (Expected: 0)\n", "5-quintile accuracy: 0.2222 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4631 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 225.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.coordinate_descent.ElasticNet\n", "................................................................................\n", "20:11:26 Still training step 80 of 563\n", "................................................................................\n", "20:11:28 Still training step 160 of 563\n", "................................................................................\n", "20:11:30 Still training step 240 of 563\n", "................................................................................\n", "20:11:31 Still training step 320 of 563\n", "................................................................................\n", "20:11:33 Still training step 400 of 563\n", "................................................................................\n", "20:11:35 Still training step 480 of 563\n", "................................................................................\n", "20:11:37 Still training step 560 of 563\n", "...\n", "Mean return: 3.145%\n", "Monthly Sharpe ratio: 0.530\n", "OOS MSE across all predictions: 40.8226\n", "In-sample MSE: 35.3600\n", "Variance: 39.4097\n", "R-squared: -0.0359\n", "Avg rank correlation (Kendall's tau): 0.0332 (Expected: 0)\n", "5-quintile accuracy: 0.2175 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4623 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 208.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.coordinate_descent.ElasticNetCV\n", "................................................................................\n", "20:14:07 Still training step 80 of 563\n", "................................................................................\n", "20:16:08 Still training step 160 of 563\n", "................................................................................\n", "20:17:57 Still training step 240 of 563\n", "................................................................................\n", "20:19:37 Still training step 320 of 563\n", "................................................................................\n", "20:21:10 Still training step 400 of 563\n", "................................................................................\n", "20:22:32 Still training step 480 of 563\n", "................................................................................\n", "20:24:02 Still training step 560 of 563\n", "...\n", "Mean return: 3.551%\n", "Monthly Sharpe ratio: 0.632\n", "OOS MSE across all predictions: 39.8834\n", "In-sample MSE: 36.3646\n", "Variance: 39.4097\n", "R-squared: -0.0120\n", "Avg rank correlation (Kendall's tau): 0.0349 (Expected: 0)\n", "5-quintile accuracy: 0.2161 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4572 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 196.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.coordinate_descent.Lasso\n", "................................................................................\n", "20:24:08 Still training step 80 of 563\n", "................................................................................\n", "20:24:09 Still training step 160 of 563\n", "................................................................................\n", "20:24:11 Still training step 240 of 563\n", "................................................................................\n", "20:24:12 Still training step 320 of 563\n", "................................................................................\n", "20:24:13 Still training step 400 of 563\n", "................................................................................\n", "20:24:15 Still training step 480 of 563\n", "................................................................................\n", "20:24:16 Still training step 560 of 563\n", "...\n", "Mean return: 3.739%\n", "Monthly Sharpe ratio: 0.639\n", "OOS MSE across all predictions: 40.1141\n", "In-sample MSE: 35.9242\n", "Variance: 39.4097\n", "R-squared: -0.0179\n", "Avg rank correlation (Kendall's tau): 0.0356 (Expected: 0)\n", "5-quintile accuracy: 0.2198 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4645 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 237.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.coordinate_descent.LassoCV\n", "................................................................................\n", "20:26:33 Still training step 80 of 563\n", "................................................................................\n", "20:28:42 Still training step 160 of 563\n", "................................................................................\n", "20:30:37 Still training step 240 of 563\n", "................................................................................\n", "20:32:20 Still training step 320 of 563\n", "................................................................................\n", "20:33:53 Still training step 400 of 563\n", "................................................................................\n", "20:35:20 Still training step 480 of 563\n", "................................................................................\n", "20:36:46 Still training step 560 of 563\n", "...\n", "Mean return: 3.323%\n", "Monthly Sharpe ratio: 0.587\n", "OOS MSE across all predictions: 39.9025\n", "In-sample MSE: 36.3649\n", "Variance: 39.4097\n", "R-squared: -0.0125\n", "Avg rank correlation (Kendall's tau): 0.0312 (Expected: 0)\n", "5-quintile accuracy: 0.2182 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4578 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 194.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.huber.HuberRegressor\n", "................................................................................\n", "20:37:15 Still training step 80 of 563\n", "................................................................................\n", "20:37:38 Still training step 160 of 563\n", "................................................................................\n", "20:38:04 Still training step 240 of 563\n", "................................................................................\n", "20:38:30 Still training step 320 of 563\n", "................................................................................\n", "20:38:57 Still training step 400 of 563\n", "................................................................................\n", "20:39:24 Still training step 480 of 563\n", "................................................................................\n", "20:39:53 Still training step 560 of 563\n", "...\n", "Mean return: 1.166%\n", "Monthly Sharpe ratio: 0.237\n", "OOS MSE across all predictions: 43.6486\n", "In-sample MSE: 35.1839\n", "Variance: 39.4097\n", "R-squared: -0.1076\n", "Avg rank correlation (Kendall's tau): 0.0197 (Expected: 0)\n", "5-quintile accuracy: 0.2088 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4536 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 126.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.least_angle.Lars\n", "................................................................................\n", "20:40:07 Still training step 80 of 563\n", "................................................................................\n", "20:40:18 Still training step 160 of 563\n", "................................................................................\n", "20:40:29 Still training step 240 of 563\n", "................................................................................\n", "20:40:40 Still training step 320 of 563\n", "................................................................................\n", "20:40:50 Still training step 400 of 563\n", "................................................................................\n", "20:41:00 Still training step 480 of 563\n", "................................................................................\n", "20:41:11 Still training step 560 of 563\n", "...\n", "Mean return: 2.210%\n", "Monthly Sharpe ratio: 0.414\n", "OOS MSE across all predictions: 44.4498\n", "In-sample MSE: 35.0373\n", "Variance: 39.4097\n", "R-squared: -0.1279\n", "Avg rank correlation (Kendall's tau): 0.0218 (Expected: 0)\n", "5-quintile accuracy: 0.2121 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4591 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 168.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.least_angle.LarsCV\n", "................................................................................\n", "20:41:47 Still training step 80 of 563\n", "................................................................................\n", "20:42:20 Still training step 160 of 563\n", "................................................................................\n", "20:42:54 Still training step 240 of 563\n", "................................................................................\n", "20:43:27 Still training step 320 of 563\n", "................................................................................\n", "20:44:01 Still training step 400 of 563\n", "................................................................................\n", "20:44:35 Still training step 480 of 563\n", "................................................................................\n", "20:45:10 Still training step 560 of 563\n", "...\n", "Mean return: 2.888%\n", "Monthly Sharpe ratio: 0.555\n", "OOS MSE across all predictions: 39.8423\n", "In-sample MSE: 36.4935\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): 0.0286 (Expected: 0)\n", "5-quintile accuracy: 0.2165 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 178.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.least_angle.LassoLars\n", "................................................................................\n", "20:45:14 Still training step 80 of 563\n", "................................................................................\n", "20:45:15 Still training step 160 of 563\n", "................................................................................\n", "20:45:16 Still training step 240 of 563\n", "................................................................................\n", "20:45:17 Still training step 320 of 563\n", "................................................................................\n", "20:45:18 Still training step 400 of 563\n", "................................................................................\n", "20:45:20 Still training step 480 of 563\n", "................................................................................\n", "20:45:21 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.least_angle.LassoLarsCV\n", "................................................................................\n", "20:45:59 Still training step 80 of 563\n", "................................................................................\n", "20:46:33 Still training step 160 of 563\n", "................................................................................\n", "20:47:08 Still training step 240 of 563\n", "................................................................................\n", "20:47:42 Still training step 320 of 563\n", "................................................................................\n", "20:48:17 Still training step 400 of 563\n", "................................................................................\n", "20:48:53 Still training step 480 of 563\n", "................................................................................\n", "20:49:29 Still training step 560 of 563\n", "...\n", "Mean return: 3.084%\n", "Monthly Sharpe ratio: 0.594\n", "OOS MSE across all predictions: 39.8093\n", "In-sample MSE: 36.4704\n", "Variance: 39.4097\n", "R-squared: -0.0101\n", "Avg rank correlation (Kendall's tau): 0.0301 (Expected: 0)\n", "5-quintile accuracy: 0.2159 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4557 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 177.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.least_angle.LassoLarsIC\n", "................................................................................\n", "20:49:43 Still training step 80 of 563\n", "................................................................................\n", "20:49:56 Still training step 160 of 563\n", "................................................................................\n", "20:50:07 Still training step 240 of 563\n", "................................................................................\n", "20:50:20 Still training step 320 of 563\n", "................................................................................\n", "20:50:31 Still training step 400 of 563\n", "................................................................................\n", "20:50:42 Still training step 480 of 563\n", "................................................................................\n", "20:50:53 Still training step 560 of 563\n", "...\n", "Mean return: 3.077%\n", "Monthly Sharpe ratio: 0.553\n", "OOS MSE across all predictions: 40.0227\n", "In-sample MSE: 36.1107\n", "Variance: 39.4097\n", "R-squared: -0.0156\n", "Avg rank correlation (Kendall's tau): 0.0331 (Expected: 0)\n", "5-quintile accuracy: 0.2187 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4599 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 198.800000\n" ] }, { "data": { "image/png": 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j7fD89OQJ6S4h4z1xaHKizHQZPL0s3SUkwqkz2qS7hIzXPKdZukuQ/ieNtsMjSZIaWIISHufwSJKkjGfCI0lSUnlpCUmSpMxhwiNJUkLF6uQsXjHhkSRJGc+ER5KkpGokq7RCCFsDj9dp6glcAmwCnAAU1bZfGGN8tvacC4DjgCrgjBhjvfvZ2OGRJElpFWP8FBgAEELIBuYBfwWOAW6IMV5b9/gQQj9gBLAt0Al4MYTQJ8ZYtb73sMMjSVJSNc5VWvsCn8UYZ4UQ1nfMIcD4GGM5MDOEMAMYBLyxvhOcwyNJkhqTEcBjdR6fFkL4IIRwbwhh09q2zsCcOsfMrW1bLzs8kiSpwYUQTgwhTKpzO3EdxzQDDgaerG26HehFzXBXIXDdl4eu4y3qXXLmkJYkSUmVwmXpMcZxwLgNHHYg8G6McWHtOQu/fCKEcBfwTO3DuUDXOud1AebX98ImPJIkqbE4nDrDWSGEjnWe+wnwUe39p4ERIYS8EEIPoDfwdn0vbMIjSVJSNZJl6QAhhAJgP+CkOs3XhBAGUDNc9cWXz8UYPw4hPAFMASqBkfWt0AI7PJIkqRGIMZYCm3+j7ch6jr8SuHJjX98OjyRJSdWIEp6G5hweSZKU8Ux4JElKqujFQyVJkjKGCY8kSUnlHB5JkqTMYcIjSVJSpXCn5XQz4ZEkSRnPhEeSpKSKzuGRJEnKGCY8kiQllXN4JEmSMocdHkmSlPEc0pIkKaGiGw9KkiRlDhMeSZKSyknLkiRJmcOER5KkpHLjQUmSpMxhwiNJUlI5h0eSJClzmPBIkpRU7sMjSZKUOUx4JElKKufwSJIkZQ4THkmSksp9eCRJkjKHCY8kSUnlHB5JkqTMYYdHkiRlPIe0JElKqOjGg5IkSZnDhEeSpKRy0rIkSVLmMOGRJCmpEpTw2OH5Dlq0bsGoa0bRfevuxBi54ewbmPruVAAOO+kwjr/4eH65/S8pWVpCyzYtGX3taDp278ia8jXccPYNzPp0Vpo/QeMWOnQh//gL1j7OarsF5X9/iNCiNTk77AqxmrhiGasfuI64fAk5Owyh2fCja3YKra6i/Ik7qfrs4zR+gqYhu0tXWo+99KvHHTux6v57yWrblrxdd4PKSqrmz6fkmquIq1YCUHD4r2l+4DCormblrTezZtLEdJXfZBS0bsEpV59Gtz7diURuO+dmBuy1E/sevj8lxcsBePSPDzH55XfWntO2U1tuePFPPHnjYzw97m/pKr3JaNOmFX+67Wr69etDjJFTTj6Xgw85gGHD9mXNmgpmzpzFySedw/LlK9h7nz347RXn0iw3lzUVFVx84R949dU30v0RlEIhxsbZuzuw64GNrrCzrj+Lj97+iAnjJ5CTm0Nefh6rSlbRtmNbRv1xFF16deGMYWdQsrSE4y46jrJVZTx646N06dWFkb8byQWHX7DhN0mhJ37c6H7EXwlZtLjqYUqvHkUsXQmrSwHI3fsQsjp2o/zRWyCvOZSvBiCrcw+an3AhpZedkM6qv6Vselm6S6hfVhabP/5nlo48hZyuXVkzeTJUV9HihJMAWHXXnWR3707riy5h6ciTydp8czb94/UUH30ENKLVHafOaJPuEr7ltOtG8cnEj3lp/Avk5ObQLD+Pg449mNWlZevtzJx9x/nE6sj09z5tdB2e54s+THcJ33LnuGt5/fWJPHD/4+Tm5lJQ0JydBw7g1Vdep6qqit9ecR4Al4y9mu136MeiRYtZULiIfv368LenH6DPVrum+RN828rSmSGl73f2ISn7Q9Dy2qdS+tm+yTk8G6mgZQH9B/dnwvgJAFRWVLKqZBUAJ116EvdceQ/U+dp0692N9//zPgBzP5tLh64d2KTtJimvu6nK7juAuLiQuGTR2s4OQGjWHL7spNd2dgCo266N1mzHnaiaP5/qRQtZ884kqK4CoGLKFLLbtgMgb7c9KH/5X1BRQfWCBVTOm0dO323SWXajl98yn20Gb8tL418Aan5flNb+vlifXfYfzMLZC5gzbXYqSmzyWrVqye57DOKB+x8HoKKiguXLV/Cvl/6Pqqqa7/HEiZPp3HkLAD54fwoLChcBMGXKNPLy8mjWrFl6ildapLzDE0I4JtXv+X3YotsWLF+ynDHXj+HW527lzGvOJC8/j8H7DWbxgsXM/GTm147//JPP2e3A3QDoM6AP7Tu3p23HtukovUnKHfgDKia+svZxs0OOpsXvHyJn0N6s+ftDa9tzBuxGwWV3UXDab1n94A1pqLRpy9t7X8r/9dK32vMPHEb5xLcAyGrblqqiRWufq15cRHZbv8v16dBtC0qKlzPy2jP547M3cvLVp5GXnwfAAUf9mOuev5lT/3gGLVq3ACAvP49DTzmMJ28cn86ym5Qte3Rl8eIl3HHnH/nPG89w621XUVCQ/7VjjjzqF/zzn69+69xDDz2QD97/mDVr1qSq3MarOqbulmbpSHguX98TIYQTQwiTQgiT5qyck8qaNig7J5ut+m/FPx78B6cdeBqrS1dzxJgjGHH6CB667qFvHf/kn56kZZuW3Pr8rRz8m4P57OPPqKqsSkPlTVB2Dtk7DKHynf9b27TmqQdYdeGRVL79Mrk/HL62vfK91ym97ATKbr+cvIOPSke1TVdODnm77cbqf7/yteaCXx0BVVWUv1iTThDWkUKbptUrOzubnv178c+Hn+OcYaMoL13NT079GRMefo7T9jqJsw88k6WLlnD02OMA+OWYX/HM3U+xunT1Bl5ZX8rJyWHAgG25++5H2H3XgyhdVcpZZ5+y9vlzzh1JVWUlj4//+tDgNtv05re/O48zTr8o1SUrzRpk0nII4YP1PQV0WN95McZxwDhofHN4FhcuZnHhYj5971MAXnv2NY4YfQRbdN2C2ybcBkDbjm255blbGDV8FEuLlnLDWV8lDve/fj8L5yxMS+1NTU7/gVTPnkFcsexbz1VMfJn8kb9lzTMPf629asZHZLXrSGjRmriqJFWlNmnNBg2mcvp04tKla9ua7z+UvF13Y+nZo9e2VRcVkd2u/drHWW3bUVVcnNJam5riBYspLlzM9PemAfDms69z6KmHsXzxV9/pFx/7JxfcOxaA3gP6MOTA3Tjygt/QonULqmNkTXkFzz/wj7TU3xTMm1fIvHkLmDTxPQD+9tfnGHP2yQD86tc/5YAD9+GgYb/+2jmdOm/Bo+Pv5MTjz2LmTIcOAWIjSF5SpaFWaXUAhgJLv9EegNcb6D0b1NKipRQVFtG5Z2fmfT6PAbsPYMZHM742Efn+1+/njB/XTFpu0boF5WXlVFZUcsDhB/DhWx9SurK0nnfQl3IG/vBrw1mhfSfiovk1z20/hOqFNelfaNeRWFQIQFbXrSAnx87Od9B8n31ZXWc4q9kugygY8SuWjj4DysvXtpe//h9aXzSW0j8/Qdbmm5PTuQuVUz9JR8lNxrKiZRQXLqZTz87M/3we2+2+A3Onz2GT9puybFHNr8XBQ4cwp3bl5tiff/V75BejDmd1aZmdnQ1YtHAx8+YW0rt3T6ZP/5wf7r0bUz+ZwY/224sxY07mgKEjKCv7KjFr06YV/+//3ctll1zDm2++U88rK1M1VIfnGaBljPG9bz4RQnilgd6zwd0+9nbOveVccnNzKZxd+LUE55u6btWVs288m+qqamZPn82N59yYwkqbsNw8crbZidWP3Ly2Ke/QY8nq0AViJC5ZyOpHb6k5dMc9yBnyI6iqhIo1rL7rD+mquunJy6PZzgNZccN1a5tann4mIbcZm1xT01b5yRRW3Hg9VbO+oPyVl9n83geIVVWsuOXGRrVCq7G659JxnHnTGHJyc1k4ewF/Ovsmjr38RLbs1wMiLJq7kDsvvC3dZTZpZ511KffcdwPNcpsx84vZnHLSObz6f0+Rl9eMp5+pmWow8e3JnHnGxZx08tH07NWd8y44nfMuOB2AQ4YfRVFRwtPKBCU8LktPsEa9LD1DNPpl6RmiMS5LzzSNcVl6Jkr1svQVZxyUsj8ErW5+Jq3L0t14UJKkpEpQWus+PJIkKePZ4ZEkSRnPIS1JkpIqQZOWTXgkSVLGM+GRJCmpTHgkSZIyhwmPJEkJ1Vj34msIJjySJCnjmfBIkpRUzuGRJEnKHCY8kiQllQmPJElS5jDhkSQpoaIJjyRJUuYw4ZEkKalMeCRJkjKHCY8kSUlVne4CUseER5IkZTw7PJIkKeM5pCVJUkK5LF2SJCmDmPBIkpRUJjySJEmZw4RHkqSkclm6JElS5jDhkSQpoVylJUmSlEFMeCRJSirn8EiSJGUOEx5JkhLKOTySJEkZxIRHkqSkcg6PJElS5jDhkSQpoaIJjyRJUuawwyNJkjKeQ1qSJCWVQ1qSJEmZw4RHkqSEctKyJElSBjHhkSQpqUx4JEmSMocJjyRJCdVY5vCEELYGHq/T1BO4BOgMDAfWAJ8Bx8QYl9WecwFwHFAFnBFjnFDfe5jwSJKktIoxfhpjHBBjHADsDJQCfwVeAPrHGLcHpgEXAIQQ+gEjgG2BA4DbQgjZ9b2HCY8kSQnVWBKeb9gX+CzGOAuYVaf9TeBntfcPAcbHGMuBmSGEGcAg4I31vagJjyRJanAhhBNDCJPq3E5cz6EjgMfW0X4s8Fzt/c7AnDrPza1tWy8THkmSEiqVCU+McRwwrr5jQgjNgIOpHbqq034RUAk88mXTut6ivte2wyNJkhqLA4F3Y4wLv2wIIRwNHATsG2P8slMzF+ha57wuwPz6XrjRdng2z8pPdwkZ7yf/WJXuEjLe3Zs3S3cJiTBiTat0l5Dx+rfbLd0lqCHEdQUlaXU4dYazQggHAOcBP4gxltY57mng0RDC9UAnoDfwdn0v3Gg7PJIkKTlCCAXAfsBJdZpvBfKAF0IIAG/GGE+OMX4cQngCmELNUNfIGGNVfa9vh0eSpIRqTKu0ahOczb/RtlU9x18JXLmxr+8qLUmSlPHs8EiSpIznkJYkSQkVqxvdpOUGY8IjSZIyngmPJEkJ1ZgmLTc0Ex5JkpTxTHgkSUqo2Pg2HmwwJjySJCnjmfBIkpRQzuGRJEnKICY8kiQllPvwSJIkZRATHkmSEirGdFeQOiY8kiQp45nwSJKUUM7hkSRJyiAblfCEELoDvWOML4YQ8oGcGOOKhi1NkiQ1JBOeOkIIJwB/Bu6sbeoC/K0hi5IkSfo+bcyQ1khgd6AEIMY4HWjfkEVJkiR9nzZmSKs8xrgmhJrYK4SQAyRoIZskSZnJZelf92oI4UIgP4SwH/Ak8PeGLUuSJOn7szEJz/nAccCHwEnAs8DdDVmUJElqeEmatLzBDk+MsRq4q/YmSZLU5Ky3wxNC+JB65urEGLdvkIokSVJKxGjCA3BQyqqQJElqQOvt8MQYZ6WyEEmSlFqxOt0VpE59Q1qvxRj3CCGs4OtDWwGIMcbWDV6dJEnS96C+hGeP2n+2Sl05kiQpVaoTNIdnYy4t8dDGtEmSJDVWG7MPz7Z1H9TutLxzw5QjSZJSJUmrtNab8IQQLqidv7N9CKGk9rYCWAg8lbIKJUmS/kf1zeH5A/CHEMIfYowXpLAmSZKUAu60XEeM8YIQQmege93jY4z/bsjCJEmSvi8b7PCEEK4CRgBTgKra5gjY4ZEkqQlL0tXSN2bS8k+ArWOM5Q1djCRJUkPY4LJ04HMgt6ELkSRJaigbk/CUAu+FEF4C1qY8McYzGqwqSZLU4Jy0/HVP194kSZKapI1ZpfVAKgqRJEmplaRLS9R38dAnYoy/CCF8yNcvHgpAjHH7Bq1MkiTpe1JfwnNm7T8PSkUhkiQptZJ0aYn6dlourP3nrNSVI0mS9P3bmI0HV/DVkFYzapaor4oxtm7IwiRJUsNy48E6Yoyt6j4OIRwKDGqwiiRJkr5nG7Ms/WtijH8LIZzfEMVIkqTUcZVWHSGEn9Z5mAUMZB2rtiRJkhqrjUl4hte5Xwl8ARzSINVIkqSUcZVWHTHGY1JRSFNQ0LqA468eSZc+XYnAXefcyvZ77cgPD/8RK4pLAHjij4/w/svvstuhe/HjE7/qF3bdpjsX//hsZk/5Ij3FNxEtWrfgrGtGs+XWWxJj5Nqzr+eTdz8B4Ocn/YyTLj6Bn27/c0qWlvCLk36vVkQRAAAgAElEQVTGPj/ZB4DsnGy6bdWVnw34JSuWrUjnR2j0crp3of01F3/1uPMWLLv9ASoXFbPJyUeS26MbhUeczpop0wBo1n9r2o4dvfb4ZXc8ROnL/0l53U1NbusCdr7uBFr37QIxMmn0OKpWV7DT1ceSnZdLdVUVk8+/j6XvfU5umwIG3nAiLbp3oLq8gkmjx1Hy6dx0f4RGr3nrAg6++gTa9+lCJPLUOeMYcuyBtO3Zce3zq0tKuWPYhfTcoz8/On8E2bk5VFVU8sLvH2Xm61PS/AmUSiHWM0U7hHAIcC6wTW3TJOC3McbXQghtYozLG6qwI7r/tNENm5103el8OvETXhn/Itm5OeTlN+OAY4ezunQ1z457ar3nddm6G2PuPp8xe56awmo3bEH1qnSX8C3nXn82H779Ec+Nf56c3Bzy8vNYVbKKdh3bcdYfR9G1V1dOGXYaJUtLvnbekB8N5rDjf8o5I85LU+Xrdvfm1ekuoX5ZWXT952PMP/J0spo3J1ZX03bsKJZcP25thyc0zyNWVEBVNdltN6PTE3cwZ78RUNV4Ptukhe3TXcK3DLzpJBa/9SlfPPoKITebnPw8how7g+njnmPBv95ni312YOuRB/HqYVey3djDqVxVzifX/4VWW3Vkx9//hn//4g/p/ghf81GzdFfwbYdedxKzJ37Ku+NfITs3m9z8PFaXlK59fv+Lf015SSmv3vxXtti2O6uKlrNi0TLa9+nCEQ+dx/WDT09j9et22axHUhq5vNv1kJT9rd1pzlNpjZPWe7X0EMKpwNja25a1t6uAa0IIvwT+nYL6Go38lvlsPbgfr4x/EYCqikpK6/yHVZ/dDt6TN55+rSHLywgFLQvYbvB2PDf+eQAqKypZVVLTKTvl0pMYd+U9rK+Dvs8he/PyU6+kqtSM0XzwjlTMLaSqcBEVM2dTOevbqUJcXb62cxOaNXMG30bIaZlPuyF9+eLRVwCIFVVUlJQSYySnZT5QkwCVLVgGQOs+nVn02kcArJhRSEHXduS1deeP+uS1zKf74L68O/4VAKoqqr7W2QHY9seD+fDp1wFY8PEsViyq+XkvmjaXnLxcspt953U7asLq+7d9OrB7jHFJnbZ/hRCGA3OBMfW9cAihL9AZeCvGuLJO+wExxuf/h5rTol23DqwoLuHEa0+jW78t+eLDz3nosnsA2O+oA9njpz9g5oef8cgV91Na8vXkZPDw3bnh+KvSUXaT0rHbFixfspxzrj+LXtv0ZNqH07nt0tvZcY8dWbxgMZ9/8vk6z8trnsfAHw7klrF/SnHFTV+LoT9k1XMvb/C4Zv370vbys8jp2IHFF13dqNKdxqhF9/aUF69g4I0n0aZfN5Z9MJP3xj7E+5c8xJ6Pncf2l/yKkBV4+eDLAVg+ZTadh+1C8dvT2HRATwq6tCW/02aULy7ZwDsl16bd2lNavIJDrz2JDv26UfjhTJ677CEqysoB6D6oL6sWL2fJFwu/dW6/YYNY8PEsqtZUprrsRidJq7TWm/AAfKOz82VbMTArxnj7+s4LIZwBPEVNp+mj2qGxL/3+v6w1rbKzs9myf09eengCFw87m/LS1Qw/9ae8+PDzjNnrVC468CyWLVrKr8f+5mvn9RrQmzVl5cydNjs9hTch2TnZ9O6/FX9/8BlOPnAkq0tXc9SYI/nV6YfzwHUPrve8XfcbwscTP3buzneVk0PBD3Zl1QuvbvDQNR9NZf5hJ1D469Noc9wIQrPcFBTYdGXlZLHJdlvy+QMv8tL+F1FZVk7f04fT86gf8f6lD/PswDN4/9KH2fm6EwCYesvfadamBT964fdsddxQln30BbHSTmV9srKz6Nh/SyY+/CJ3DruINaXl7HHqV2ts+h+8Kx8+/ca3zmvXuzM/On8Ef7/gnlSWq0agvg5PSQhhh2821rZtaO7OCcDOMcZDgR8CY0MIX16ba73dyRDCiSGESSGESdNXztzAW6TWkgXFLCks5rP3pgPw9rNvsGX/npQsXk6sribGyMuPvUDPHXp/7bwhw/dwOGsjFRUupqiwiKnvfQrAv599ja36b8UWXbfgzgm38/DrD9CuYzvueO5PbNpu07Xn/fDgH/Dy06+kqeqmK3+PXVgzdQbVS5Zt9DkVM2dTXbaa3K16NGBlTV/p/CWUFS5hyeTPAJj3zNtsst2WbPmLPZn3j4kAzP37W2y2Yy8AKleWMWn0OF7c70Imnn47eZu3ZtXsorTV3xSULFhCSeES5r1X8zOe8uzbdOy/JVDTGdrmgF34+O9vfu2c1ltsxohxo/nrmDtYOntRqktulGIMKbulW30dnrOAp0MIl4UQhocQDgohXE5NcnPWBl43+8thrBjjF9R0eg4MIVxPPR2eGOO4GOPAGOPA3i0b1y/U5UXLWFK4mI49OwGw7e7bM2/6HDZp/9Uf3oFDBzP306+SnBACg3+8mx2ejbS0aClFhYvp0rMLADvtPoAZH83g5zv+kiN2O5ojdjuaosIiTj5wJEuLlgLQolUB2w/ZntcnvJ7O0puklgfszarnNzycldNpC8iu+VWR3bE9ud27Ujl/QUOX16SVFy2nbH4xLXvVrBZqv8e2lEybR9nCpbTbdZu1bStn1vwcc1sXEHKzAejx671Z/OZUKleWpaf4JmJl0XKWFxazee2KrJ67b0vR9Hk19/foz+LP5lOy4KtBiuatC/jVfWfz4jWPM2fStLTUrPSq7+Khr4UQBgEjgd9Q01H5GBgSY9zQb7sFIYQBMcb3al9rZQjhIOBeYLvvpfI0eODSuznlplHk5OawaPZCxp19K0ddfhzd+/UgxsjiuUXce+Eda4/vO7gfSwqLKZrz7TFkrdutY//EBbecR25uDoWzF/DHs66r9/jdD9idd/79Dqtrx+21cULzPJoP2ZnFv7txbVvB3ruz2fkjyd60DR1u+R1rPv2MhadeQN6O/Wl/7C+hsopYXc2SP9xM9TLnlmzI5IseZNCfTiUrN4dVsxcxadSdzJ/wDgOuOIqQnUV1eQXvnHM3AK16d2KXm08hVlezYto8Jo0Zl+bqm4bnLn2Qw246lezcHJbOXsTfzr4TgP7Dd+WjbwxnDTp6fzbbsgM/OP0n/OD0nwDw0JFXsarY73JS1Lss/b9+0RC6AJXr6hiFEHaPMW5wE4/GuCw90zTGZemZptEvS88QjXFZeqZpjMvSM1Gql6W/1Sl1f2sHz/9LWse1GmRNXoxxvTtmbUxnR5Ik6fvkJgSSJCVUkoZS6l2WLkmSlAnWm/CEEP5OPZ2/GOPBDVKRJElKiSRtPFjfkNa1KatCkiSpAdW3LH3D269KkqQmqzFsCJgqG5y0HELoDfwB6Ac0/7I9xtizAeuSJEn63mzMKq37gEuBG4C9gWOoZ7dkSZLUNCRpp7CNWaWVH2N8iZpNCmfFGC8D9mnYsiRJkr4/G5PwrA4hZAHTQwinAfMAtzWVJKmJiwkasNmYhGcUUACcAewMHAkc3ZBFSZIkfZ82mPDEGCfW3l1JzfwdSZKUAaoTtNXyxqzSepl1bEAYY3QejyRJahI2Zg7P2XXuNwcOAyobphxJkpQq1Qmaw7MxQ1rvfKPpPyEENyWUJElNxsYMaW1W52EWNROXt2iwiiRJkr5nGzOk9Q41c3gCNUNZM4HjGrIoSZLU8JK0LH1jOjzbxBhX120IIeQ1UD2SJEnfu43Zh+f1dbS98X0XIkmSUqs6hbd0W2/CE0LYAugM5IcQduSr62e1pmYjQkmSpCahviGtocBvgC7AdXzV4SkBLmzYsiRJUkNzDg8QY3wAeCCEcFiM8f+lsCZJkqTv1cbM4dk5hLDJlw9CCJuGEH7XgDVJkqQUSNIcno3p8BwYY1z25YMY41JgWMOVJEmS9P3amGXp2SGEvBhjOUAIIR9wWbokSU1cY0heUmVjOjwPAy+FEO6jZgPCY4EHG7QqSZKk79HGXEvrmhDCB8CPqFmpdUWMcUKDVyZJkhqUq7S+Icb4PPA8QAhh9xDCn2KMIxu0MkmSpO/JRnV4QggDgMOBX1JzLa2/NGRRkiSp4VUnJ+Cpd6flPsAIajo6xcDjQIgx7p2i2iRJkr4X9SU8U4H/A4bHGGcAhBBGp6QqSZLU4KoTNIenvn14DgMWAC+HEO4KIewLCfrJSJKklAkhbBJC+HMIYWoI4ZMQwq4hhB1CCG+EED4MIfw9hNC6zvEXhBBmhBA+DSEM3dDrr7fDE2P8a4zxl0Bf4BVgNNAhhHB7CGH/7+GzSZIkfekm4PkYY19gB+AT4G7g/BjjdsBfgXMAQgj9qJl2sy1wAHBbCCG7vhff4E7LMcZVMcZHYowHUXMh0feA8//7zyNJkhqDmMJbfWqTm72AewBijGtqr/KwNfDv2sNeoGb0CeAQYHyMsTzGOBOYAQyq7z025tISa8UYl8QY74wx7vNdzpMkSckWQjgxhDCpzu3EOk/3BIqA+0IIk0MId4cQWgAfAQfXHvNzoGvt/c7AnDrnz61tW6/v1OGRJEmZI5UXD40xjosxDqxzG1enlBxgJ+D2GOOOwCpqRpOOBUaGEN4BWgFrao9f15zieoMkOzySJCnd5gJzY4xv1T7+M7BTjHFqjHH/GOPOwGPAZ3WO71rn/C7A/PrewA6PJEkJVR1Cym71iTEuAOaEELaubdoXmBJCaA8QQsgCLgbuqH3+aWBECCEvhNAD6A28Xd97bNROy5IkSQ3sdOCREEIz4HPgGOCoEMKXl7L6C3AfQIzx4xDCE8AUoBIYGWOsqu/F7fBIkpRQG1o9lUoxxveAgd9ovqn2tq7jrwSu3NjXd0hLkiRlPBMeSZISqjrdBaSQCY8kScp4JjySJCVUdYKukGnCI0mSMp4JjyRJCVW9zg2LM5MJjyRJyngmPJIkJVRj2oenoZnwSJKkjGeHR5IkZbxGO6Q1raI43SVkvHNjl3SXkPHGL03OhMB02i2Wp7uEjNecvHSXoAbgsnRJkqQM0mgTHkmS1LC8tIQkSVIGMeGRJCmhXJYuSZKUQUx4JElKKFdpSZIkZRATHkmSEspVWpIkSRnEhEeSpIQy4ZEkScogJjySJCVUdJWWJElS5jDhkSQpoZzDI0mSlEHs8EiSpIznkJYkSQnlkJYkSVIGMeGRJCmhYroLSCETHkmSlPFMeCRJSqhqNx6UJEnKHCY8kiQllKu0JEmSMogJjyRJCWXCI0mSlEFMeCRJSij34ZEkScogJjySJCWU+/BIkiRlEBMeSZISylVakiRJGcQOjyRJyngOaUmSlFAuS5ckScogJjySJCVUdYIyHhMeSZKU8Ux4JElKKJelS5IkZRATHkmSEio5M3hMeCRJUgKY8EiSlFDO4ZEkScogJjySJCVUdUh3BaljwiNJkjKeCY8kSQnlTsuSJEkZxIRHkqSESk6+Y8IjSZISwITnO2jZuiUXXXsOvfr2IEb43Zir+fCdjwH49cm/5MxLTmW//gezfMlyum/VjUuuP5+tt+vN7VffzSN3PJ7m6puG3NYF7HzdCbTu2wViZNLocVStrmCnq48lOy+X6qoqJp9/H0vf+5zcNgUMvOFEWnTvQHV5BZNGj6Pk07np/ghNQl7rAg68+nja9elCJPLsOXexy7EHsFnPjgA0b13A6pJS7ht2EW26tOX4l65hyWeFAMyfPIMJF92XzvKbhOzWBfS5/hRabN0VYuTT0bdTXVZO72tOJLtFc1bPWcTUU2+mamUZISebPtefTMvtehKys1j45KvMueVv6f4IjZ7fY30Xdni+g7N+ezpvvvI2F5x4KTm5OTTPbw5A+07tGLzXQArnLlh7bMnSEq4dezM/PGCPdJXbJO1wxZEsePl93jzhJkJuNjn5eQwZdwafXP8XFvzrfbbYZwe2H3s4rx52JX3POIRlH83mjWNvpNVWHdnx97/h37/4Q7o/QpPwo0uP5PNXP+Bvp9xMVm42ufl5PHXarWuf3+fiX1FeUrr28bJZC7lv2EXpKLXJ2up3x7D0X5P55PjrCLk5ZOU3Y/snxvL55Q+x/I0pdDh8b7qcejCzrnmctsN3JTTL5Z29zyIrvxkD/30Di/72H8rnFKX7YzRqfo//d248+D0IIQwKIexSe79fCGFMCGFYQ71fQ2vRsoAdh+zAU4/+A4DKikpWlqwEYPRlp3HL7+4gxq9GQ5cWL+OT96dSWVmZlnqbopyW+bQb0pcvHn0FgFhRRUVJKTFGclrmAzUJUNmCZQC07tOZRa99BMCKGYUUdG1HXtvW6Si9SWnWMp+ug7fmg/GvAFBdUfW1PwoAfX88mClPv5GG6jJDdst82gzpx4JH/wVArKikqqSU/F6dWP7GFACWvfoBbQ8aUnNCjGQX5EF2FlnNm1G9ppKqFWXpKr9J8Hus76pBEp4QwqXAgUBOCOEFYDDwCnB+CGHHGOOVDfG+DalT904sLV7GJTecT+9tt2LqB59y3dhb2GXPnShasJjpUz5Ld4lNXovu7SkvXsHAG0+iTb9uLPtgJu+NfYj3L3mIPR87j+0v+RUhK/DywZcDsHzKbDoP24Xit6ex6YCeFHRpS36nzShfXJLmT9K4bdKtHaXFK/jxtSfSvl83Fnz4BS9e9hAVZeUAdB20NasWL2fpFwvXntOmazuOefZ3lK8o49/X/pm5Ez9NV/lNQvPuHVhTXEKfm0bSsl93VnzwOZ+NvY9VU+ew+dCBFE+YRNvhu5LXaXMAFj/zJpsfsAtDPriL7PxmfHbJA1QuW5nmT9G4+T3+frgs/X/3M2B3YC9gJHBojPG3wFDglw30ng0qJzubrbfrzf978CmO3P94ykpXc8LZv+GYM47kzj/em+7yMkJWThabbLclnz/wIi/tfxGVZeX0PX04PY/6Ee9f+jDPDjyD9y99mJ2vOwGAqbf8nWZtWvCjF37PVscNZdlHXxArkxTQ/neysrPZov+WvPvwS9w37GIqSssZcurwtc9vc/CufFLn/xWvXLSM23YdxX3DLualKx7h4JtPpVlt4qZ1CzlZtNquB4X3T+Dd/c6lurScrqcdyrTRt9HpmAPYccLVZLdsTlxTkwC32nErqKrmrR1O5O1BI+ly8nCad2uf5k/RuPk91nfVUB2eyhhjVYyxFPgsxlgCEGMso54hwxDCiSGESSGESYtKCxuotP/OosIiFhUW8fHkTwD41zOv0rd/Hzp168gjL97D394aT/uO7Xhowl1s3m6zNFfbNJXOX0JZ4RKWTK5Jy+Y98zabbLclW/5iT+b9YyIAc//+Fpvt2AuAypVlTBo9jhf3u5CJp99O3uatWTXbOQ8bsmLBElYULqHwvZqf89Rn36ZD/y0BCNlZbH3ALnzy97fWHl+1ppLVtWnDwo++YNmsRWzWY4uU192UlM9fQnlhMSsmzwCg6Jk3aLl9T8pmzOfDEb9j8tDzKPrrfyibVZM+tP/pHix5+T1iZRUVi0somTiVlgN6pfMjNHp+j78fMYW3dGuoDs+aEEJB7f2dv2wMIbShng5PjHFcjHFgjHFg+4KODVTaf6e4aAmL5hfRrVdXAHbZcyemfjSNA7Y/lEMHj+DQwSNYVFjEkUNPoLhoSZqrbZrKi5ZTNr+Ylr1q/t2332NbSqbNo2zhUtrtus3atpUzayaH57YuIORmA9Dj13uz+M2pVK503sOGrCpaTknhkrUrWbbcfVuKp8+rub9Hf4o/m8+KBV99h/M3a0XIqrngTpuu7di0RweWzV6U+sKbkIqiZZTPKya/VycANt1zO0qnzSX3yzlmIdBt9GEUPvhPAFbPW8wme/QHIKsgj1Y796Gs9t+J1s3vsb6rhlqltVeMsRwgxli3g5MLHN1A79ng/njxTVxx68Xk5OYyf/Z8fjv6qvUeu3m7zbj/uTtp0aoFsbqaEcf/jBE/PJpVK0vXe45g8kUPMuhPp5KVm8Oq2YuYNOpO5k94hwFXHEXIzqK6vIJ3zrkbgFa9O7HLzacQq6tZMW0ek8aMS3P1TccLlz7A8JtOITs3h2WzF/GPs2t+dv2GD/nWJM9ug/uyx5jDiJVVVFdHJlx4H6uXr0pH2U3KjIvupe9tZxByc1g9ayHTRt1G+5//gE7HDAVg8bNvs/CxlwGYf+8Etr7pVHZ+9XoIgYXjX2bVJ7PTWX6T4Pf4f5ekSQCh7sqixmRQpx80zsIyyLmxS7pLyHgzmiXoUsRptFt5ebpLyHiv5+Wlu4REOH/Wwyn9pXH2loen7G/ttV88ltZfiO7DI0lSQrlKS5IkKYOY8EiSlFDJyXdMeCRJUgKY8EiSlFBJWqVlwiNJkjKeCY8kSQkVEzSLx4RHkiRlPDs8kiQp4zmkJUlSQjlpWZIkKYOY8EiSlFBeWkKSJCmDmPBIkpRQycl3THgkSVICmPBIkpRQzuGRJEnKICY8kiQllPvwSJIkpVAIYZMQwp9DCFNDCJ+EEHatbT89hPBpCOHjEMI1dY6/IIQwo/a5oRt6fRMeSZISqpFdPPQm4PkY489CCM2AghDC3sAhwPYxxvIQQnuAEEI/YASwLdAJeDGE0CfGWLW+FzfhkSRJaRVCaA3sBdwDEGNcE2NcBpwCXBVjLK9tX1R7yiHA+BhjeYxxJjADGFTfe9jhkSQpoapTeAshnBhCmFTndmKdUnoCRcB9IYTJIYS7QwgtgD7AniGEt0IIr4YQdqk9vjMwp875c2vb1sshLUmS1OBijOOAcet5OgfYCTg9xvhWCOEm4Pza9k2BIcAuwBMhhJ5AWNdb1Pf+JjySJCVUTOH/NmAuMDfG+Fbt4z9T0wGaC/wl1nibmrCobW171zrndwHm1/cGdngkSVJaxRgXAHNCCFvXNu0LTAH+BuwDEELoAzQDFgNPAyNCCHkhhB5Ab+Dt+t7DIS1JktQYnA48UrtC63PgGGAVcG8I4SNgDXB0jDECH4cQnqCmU1QJjKxvhRbY4ZEkKbEa08aDMcb3gIHreOqI9Rx/JXDlxr6+Q1qSJCnjmfBIkpRQ1bFRbTzYoEx4JElSxjPhkSQpoZKT75jwSJKkBDDhkSQpoaoTlPGY8EiSpIxnwiNJUkJtxCUfMoYJjyRJyngmPJIkJVRj2mm5oZnwSJKkjGfCI0lSQrlKS5IkKYOY8EiSlFCu0pIkScogdngkSVLGc0hLkqSEclm6JElSBjHhkSQpoWJ00rIkSVLGMOGRJCmh3HhQkiQpg5jwSJKUUElapdVoOzzDcruku4SMN6LwlXSXkPHycnLTXUIiXLf5HukuIeOd9c5v012C9D9ptB0eSZLUsLy0hCRJUgYx4ZEkKaFcpSVJkpRBTHgkSUood1qWJEnKICY8kiQlVJL24THhkSRJGc+ER5KkhHIfHkmSpAxih0eSJGU8h7QkSUooNx6UJEnKICY8kiQllBsPSpIkZRATHkmSEso5PJIkSRnEhEeSpIRy40FJkqQMYsIjSVJCVbtKS5IkKXOY8EiSlFDJyXdMeCRJ/7+9O4+Pqj73OP55CAnCBbQKKAKKWPYIQRZBQAFRAQW1aKu1elsXcKey9+JGba/Ufam1oIIiKrQolrrcutQgiGyyyuIKYhBkswGSACF57h9ziAFJJELmTM58377m9Zo58zvnPPmpM888v985P5EkoAqPiIhIktJ9eEREREQiRBUeERGRJKUKj4iIiEiEKOERERGRyNOQloiISJJy3XhQREREJDpU4REREUlSmrQsIiIiEiGq8IiIiCQpV4VHREREJDpU4REREUlSukpLREREJEJU4REREUlSukpLREREJEJU4REREUlSmsMjIiIiEiGq8IiIiCQpzeERERERiRBVeERERJKU7rQsIiIiEiFKeERERCTyNKQlIiKSpAp1WbqIiIhIdKjCIyIikqQ0aVlEREQkQlThKYMjalaj35+upU6T+jjOP4aNo+NVvanVqG7R+zu35fLXPv9Doy7p9Bx5KSmplSnI38Nb//sCq2evCPkvSHxHHlmTcWPvp2XLprg71147hHr163LH7YNp3qwxnU4/jw8XLgXgsssuYsjg64v2bXVKc9qf1oslS5aHFX6FceSRNXn8L2No0SLWz9dfN5wLLjiX3n16kr97N1+sXst1A4eRnb2No48+iknPP0Hbtq2YNGkqQwbfGXb4FUJazWqcee81HN20PriTOfRJ9uzczRn3XEVKlVQKCwqYNeoZNi7+gqNOrku3BwZQO70h8+77O0vGvh52+Alv9ZdZDL3jnqLXWV+v56ZrrqB9m1b8/r7H2LU7n5SUFG4feiOntGjK+Oen8tqb7wJQUFDAF19+xczXJnNkzRph/QkJIZnm8FiirqNx14mXJ1xgFz4wkLXzP2bh5ExSUlNIrVqFndtyi94/57bL2bUtlxmPTuO4lieSsymb7Rv/Q50m9fnVcyN48LSbQ4z++/6wPjPsEL5n/NMPM2vWXMZPeJHU1FSqVatK3bp1KCx0nnh8DMNH3F2U8BSXnt6Ml6eOp0mz00OIumRVKqeGHcIBjRv3AO/Pnsezz0wp6ud27VqTmTmbgoIC7r57JAC33z6GatWq0rp1S1q0bEqLFk0SMuF54JguYYfwPd0fHMj6eR+zanImlVJTqFy1Cmc/cTNLn3yDrzKXckL31mRcfz7Tf/5HjjimJjXq1+Kkc9uyKzsnIROeqxf9PuwQSlRQUECPC6/gxScf4s4xj3DlLy6ia6f2vDd7HuNfmMozf753n/aZs+YwccorjH9sTEgRlyy1ViOL5/ma1+kQt+/alRvnxfVv21/chrTMbGK8zlUeqlSvyomnNWPh5EwACvIL9kl2AFqedxrLps8GYMPyL9m+8T8AbPwki8pVUklJU0GtNDVqVKdrl9MYP+FFAPLz88nO3saqVZ/xySefl7rvpb+4kCl/+0c8wqzwatSoTucuHXj2mSnAd/38zjszKSgoAGDe/EXUq3ccALm5eXzwwQJ27dwVWswVTWr1qtQ9rSmrgs+LwvwCdm/LBXfSatO/BqAAAA5xSURBVFQFYhWgnG++BWDnlm1sWvIFhfkFYYVcoc1ZsJgG9epy/HHHYmbsyIl9Nu/IyaVOrWO+1/71t2fQ5+wz4x1mQvI4/hO2cvkGNrPp+28CupvZUQDu3q88zluefnJCHXK3bOfC+wdybIsTWL9sNW/c9Rz5ebEvgRM7NCNnczZb13zzvX1b9OnAhuVfUrB7T7zDrlAaNTqRzZu38PRTD9GqVQsWLlzKrYPvIDc37wf3veTivvzs4qviEGXFd9JJJ7B58xbGjr2fU1o1Z9GiZQwbOnqffr7yykt4aeqrIUZZsdU8oTY7t26n+4MDOKb5CWxatob373yO9++axHmThtPptl9ilYxpF44OO9RIeOOdGfTpGUtgRgwayMDBt3H/40/hhc6ksQ/s0zZv505mzVnAqME3hBGqhKi8Kjz1gW3Ag8ADwWN7secHZGYDzGyBmS34cMdn5RTaj1MppRJ10xsyf9LbjO0zit25u+hyQ9+i99P7dWLZ9A++t1/txvXoOfJS/vm7p+MZboVUOSWFNm1OYezYibTvcC45ObmMGH7TD+7XoX0bcvPyWL784zhEWfGlVE4hIyOdJ5+axOmdziM3J48hQ7+bCzVs+I3s2VPA5MmvhBhlxVapcgq10huyfOI7TO19G3tyd9Hmxr60vOIsZo9+nkmnDWL26Ofpdt+1YYda4eXn55M5ay7n9OgKwJRprzHi5gG8M+05ht8ygDvueXif9pmz5tKmVYukn7uzV6F73B5hK6+Epx3wITAKyHb3TCDP3We4+4ySdnL3ce7ezt3bta3+03IK7cfZtmEr29ZvZd3i2NDKitfnUTe9IRBLhpr3as/yf87ZZ5+axx3NpeNuZdrgv/Lt2o3xDrnCyVq3nqys9cybvwiAl19+jTYZp/zgfr/4+QVMmaLhrIP19boNrFu3gQXzFwMwbdrrZGSkA3D55f3p3fssrvrNoDBDrPB2rN9KzvqtbAw+Lz5/fR610hvS5OKurH5jfmzbq3Opk3FymGFGwsw5C2je5GRqHf0TAKa/8TY9u3UG4NweXVm2Yt8fQrFqULd4hykJoFwSHncvdPeHgN8Ao8zsz1TwK8J2bMome/0WjgmuyGrUuSWbPl0Xe94lnc2ff822DVuL2h9Rsxq/nDCUt++dwlcLPgkl5ormm282kZX1NU2axL4EevTowsqVpfedmdG///mav1MGe/u5ceNGAHTr3plVKz/l7LPP5NbB1/HzS64hL29nyFFWbHmbstmxfitHBp8X9Tu35NtP15H7zbcc37E5APU6tyR79YYww4yE19/KpM/Z3Ype1651DPMXLQNg7oeLObFBvaL3tu/IYcGiZXTv2ineYSYszeE5TNw9C7jEzM4jNsRVob1x50T6P3IDKamV+XbtRl4ZOhaA9L6d+Gi/4awO/30ORzc8ljNvvogzb74IgOeuGEPOlgrfDeVq0K23M/HZx0hLS2X16rVcfc1gLrigF4889Adq1z6a6f+YyJIly+lz/uUAnNG1I+vWrWf16rUhR16xDB1yF+MnPExaaiqr13zFdQOH8t7M6VSpksY/X50EwLx5ixh0yygAVqycRY0a1UlLS6Vv33Po1/cKVq1KrGHnRDPr9mc567HrSUmtzLa1G3l3yDjWvPkhne+6AqtciYJd+cwYGRvqrlr7SPq/djdp1avihYWccnUvpvQYQf6OH56/lszydu7kg/mLuHP4LUXbRo+4hTGPjGVPQQFV0tL2ee+dGbM5vcOpVKt6RBjhSsh0WXoSS8TL0qMmUS9Lj5pEvCw9ahL5svQoifdl6SfXOjVu37Wfb16YHJeli4iIiISlQs+rERERkR8vEebWxIsqPCIiIhJ5SnhEREQk8jSkJSIikqTcC8MOIW5U4REREZHQmdlRZjbVzFaZ2Uoz62Rmd5vZUjNbbGZvmtnxQVszs0fN7LPg/VN/6PhKeERERJJUIR63x0F4BPg/d28GtAZWAve5eyt3zwBeBe4I2vYGGgePAcATP3RwDWmJiIhIqMysJnAG8GsAd98N7N6v2X9BUeZ0ATDRYzcTnBNUh+q6+/qSzqGER0REJEnF8+bDZjaAWDVmr3HuPi543gjYBEwws9bE1uMc5O45ZvZH4EogG+getK8HfFXsWFnBthITHg1piYiISLkrvkB48BhX7O3KwKnAE+7eBsgBRgb7jXL3BsDzwE1B+wPdtbnU7E0Jj4iISJJKoDk8WUCWu88NXk8llgAV9wLQv1j7BsXeqw98XdoJlPCIiIhIqNx9A/CVmTUNNp0FrDCzxsWa9QNWBc+nA1cGV2t1BLJLm78DmsMjIiKStBJsAfGbgefNLA34AvgN8FSQBBUCXwLXBW1fB/oAnwG5QdtSKeERERGR0Ln7YqDdfpv7l9DWgRvLcnwlPCIiIkmqMLEqPOVKc3hEREQk8lThERERSVJ+cHdAjgRVeERERCTyVOERERFJUgl2lVa5UoVHREREIk8Jj4iIiESehrRERESS1EEs+RAZqvCIiIhI5KnCIyIikqQ0aVlEREQkQlThERERSVJaWkJEREQkQlThERERSVKawyMiIiISIarwiIiIJCndh0dEREQkQlThERERSVKawyMiIiISIarwiIiIJCndh0dEREQkQlThERERSVKuq7REREREokMJj4iIiESehrRERESSlCYti4iIiESIKjwiIiJJSjceFBEREYkQVXhERESSlC5LFxEREYkQVXhERESSlObwiIiIiESIKjwiIiJJShUeERERkQhRhUdERCRJJU99RxUeERERSQKWTON35c3MBrj7uLDjiDL1cflTH8eH+rn8qY+lOFV4Dq8BYQeQBNTH5U99HB/q5/KnPpYiSnhEREQk8pTwiIiISOQp4Tm8NFZc/tTH5U99HB/q5/KnPpYimrQsIiIikacKj4iIiESeEp7DwMx6mdnHZvaZmY0MO54oMrPxZrbRzD4KO5aoMrMGZvauma00s+VmNijsmKLGzI4ws3lmtiTo49FhxxRVZpZiZovM7NWwY5HEoITnEJlZCvA40BtoAVxmZi3CjSqSngF6hR1ExO0Bhrh7c6AjcKP+Wz7sdgE93L01kAH0MrOOIccUVYOAlWEHIYlDCc+h6wB85u5fuPtuYDJwQcgxRY67vwdsDTuOKHP39e6+MHi+ndiXRb1wo4oWj9kRvEwNHppIeZiZWX3gPOCpsGORxKGE59DVA74q9joLfUlIBWdmDYE2wNxwI4meYKhlMbAReMvd1ceH38PAcKAw7EAkcSjhOXR2gG36xSYVlplVB14Cfuvu28KOJ2rcvcDdM4D6QAczSw87pigxs/OBje7+YdixSGJRwnPosoAGxV7XB74OKRaRQ2JmqcSSnefd/eWw44kyd/8PkInmph1unYF+ZraG2BSDHmY2KdyQJBEo4Tl084HGZnaSmaUBlwLTQ45JpMzMzICngZXu/mDY8USRmdU2s6OC51WBnsCqcKOKFnf/nbvXd/eGxD6P/+3uvwo5LEkASngOkbvvAW4C/kVskuff3H15uFFFj5m9CHwANDWzLDO7OuyYIqgzcAWxX8SLg0efsIOKmLrAu2a2lNiPpbfcXZdNi8SB7rQsIiIikacKj4iIiESeEh4RERGJPCU8IiIiEnlKeERERCTylPCIiIhI5CnhEYkDMysILvP+yMz+bmbVDuFY3fauAG1m/cxsZCltjzKzG37EOe4ys6ElvDfAzFYFjwVm1u0gjldqnEGbhmb2y2Kv25nZo8HzX5vZn8v4Z4iIFFHCIxIfee6e4e7pwG7guuJvWkyZ/3909+nuPqaUJkcBZU54ShLctn8g0MXdmwEDgElmVur6cQcRJ0BDoCjhcfcF7n7LIYYsIgIo4REJw0zgp0FFY6WZ/QVYCDQws3PM7AMzWxhUgqoDmFmvoKIyC/jZ3gMVr3yY2bFmNs3MlgSP04ExwMlBdem+oN0wM5tvZkvNbHSxY40ys4/N7G2gaQmxjwCGuftmgGB19QnAjcEx1phZreB5OzPLPECcz5jZo2Y228y+MLOLg2OPAboGsd5avJJVXHC34peCv2G+mXUu+78CEUk2SnhE4sjMKgO9gWXBpqbARHdvA+QAtwE93f1UYAEw2MyOAJ4E+gJdgeNKOPyjwAx3bw2cCiwHRgKfB9WlYWZ2DtAY6ABkAG3N7Awza0vsNvxtiCVU7Us4R0tg/0UZFwAtytANELvjcBfgfGKJDkGsM4NYHypl30eAh9y9PdAfeKqM5xaRJFQ57ABEkkRVM1scPJ9JbM2q44Ev3X1OsL0jscTh/diyVqQRW06jGbDa3T8FCBZCHHCAc/QAroTYitxAtpn9ZL825wSPRcHr6sQSoBrANHfPDc5RlvXgrAxt93rF3QuBFWZ2bBn37Qm0CPoIoKaZ1XD37T8iDhFJEkp4ROIjz90zim8IvrBzim8itrbSZfu1ywAO1xowBtzj7mP3O8dvD/IcK4C2wL+LbdtbjQLYw3eV4yNKOc6u/WIqi0pAJ3fPK+N+IpLENKQlkjjmAJ3N7KcAZlbNzJoQW037JDM7OWh3WQn7vwNcH+ybYmY1ge3Eqjd7/Qu4qtjcoHpmVgd4D7jIzKqaWQ1iw2cHci/wJzM7Jtg/A7gI2JtArSGWEEFsuKks9o+1JG8SW7CXYjGIiJRKCY9IgnD3TcCvgReD1bTnAM3cfSexIazXgknLX5ZwiEFAdzNbRmyeTUt330JsiOwjM7vP3d8EXgA+CNpNBWoEk4+nAIuBl4gNux0oxunEhuPeN7PPgFnAhUHsAKOBR8xsJlBQxi5YCuwJJlzfWkq7W4B2waTrFex3xZuIyIFotXQR+VGCCdgTiP1w+pXrw0REEpgSHhEREYk8DWmJiIhI5CnhERERkchTwiMiIiKRp4RHREREIk8Jj4iIiESeEh4RERGJPCU8IiIiEnn/D5Zt6mJdrvE+AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.omp.OrthogonalMatchingPursuit\n", "................................................................................\n", "20:50:57 Still training step 80 of 563\n", "................................................................................\n", "20:50:58 Still training step 160 of 563\n", "................................................................................\n", "20:51:00 Still training step 240 of 563\n", "................................................................................\n", "20:51:01 Still training step 320 of 563\n", "................................................................................\n", "20:51:03 Still training step 400 of 563\n", "................................................................................\n", "20:51:05 Still training step 480 of 563\n", "................................................................................\n", "20:51:06 Still training step 560 of 563\n", "...\n", "Mean return: 3.374%\n", "Monthly Sharpe ratio: 0.635\n", "OOS MSE across all predictions: 40.8778\n", "In-sample MSE: 36.0094\n", "Variance: 39.4097\n", "R-squared: -0.0373\n", "Avg rank correlation (Kendall's tau): 0.0348 (Expected: 0)\n", "5-quintile accuracy: 0.2148 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4580 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 195.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.omp.OrthogonalMatchingPursuitCV\n", "................................................................................\n", "20:51:14 Still training step 80 of 563\n", "................................................................................\n", "20:51:20 Still training step 160 of 563\n", "................................................................................\n", "20:51:27 Still training step 240 of 563\n", "................................................................................\n", "20:51:34 Still training step 320 of 563\n", "................................................................................\n", "20:51:41 Still training step 400 of 563\n", "................................................................................\n", "20:51:48 Still training step 480 of 563\n", "................................................................................\n", "20:51:56 Still training step 560 of 563\n", "...\n", "Mean return: 2.559%\n", "Monthly Sharpe ratio: 0.485\n", "OOS MSE across all predictions: 40.2359\n", "In-sample MSE: 36.3857\n", "Variance: 39.4097\n", "R-squared: -0.0210\n", "Avg rank correlation (Kendall's tau): 0.0312 (Expected: 0)\n", "5-quintile accuracy: 0.2131 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4642 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 221.800000\n" ] }, { "data": { "image/png": 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kSWllwiNJkpQcJjySJKWV19KSJElKDhs8kiQp8ezSkiQprRy0LEmSlBwmPJIkpZWXlpAkSUoOEx5JktIqRWN46m2D54eXfpjtEhJv/5zm2S4h8a49tDTbJaTCjL/7s1zbdl0wOdslSP+TetvgkSRJtSxFCY9jeCRJUuKZ8EiSlFZeWkKSJCk5THgkSUqpWOk6PJIkSYlhwiNJUlo5S0uSJCk5THgkSUorZ2lJkiTVjRBC7xDClGq34hDCOZnnzgohfBxCeD+EcG21Yy4KIUzPPLff172HCY8kScqqGOPHQH+AEEIuMA/4ewhhD2AUsFOMsSyE0Dazzw7AaGBHoD3wbAhhuxhjxabewwaPJElpVT+npe8FzIgxzgohXAdcHWMsA4gxLs7sMwp4OLP90xDCdGAw8NqmXtQuLUmSVJ+MBh7K3N8O2C2EMDGE8FIIYdfM9g7AnGrHzM1s2yQTHkmS0qoOp6WHEMYCY6ttmhBjnPClfRoBhwAXZTblAVsBQ4FdgUdCCN2BsJG3qDGussEjSZJqXaZxM+FrdjsAeCvGuCjzeC7wtxhjBCaFECqB1pntnaod1xGYX9ML26UlSVJaVVbW3W3zHMsX3VkA/wD2BAghbAc0AgqBR4HRIYTGIYRuQC9gUk0vbMIjSZKyLoTQFNgHOLXa5ruBu0MI7wFrgRMyac/7IYRHgA+AdcAZNc3QAhs8kiSlV6w/s7RijCVAqy9tWwv83yb2/yXwy819fbu0JElS4pnwSJKUVl48VJIkKTlMeCRJSqv6udJyrTDhkSRJiWfCI0lSWkXH8EiSJCWGCY8kSWnlGB5JkqTksMEjSZISzy4tSZJSKrrwoCRJUnKY8EiSlFYOWpYkSUoOEx5JktLKhQclSZKSw4RHkqS0cgyPJElScpjwSJKUVq7DI0mSlBwmPJIkpZVjeCRJkpLDhEeSpLRyHR5JkqTkMOGRJCmtHMMjSZKUHDZ4JElS4tmlJUlSSkUXHpQkSUoOEx5JktLKQcuSJEnJYcIjSVJapSjhscHzDTRt0YxTrzmDTtt1BiK3nf9bpr31MQAHjR3FcZeM4eT+x7Fy2UoAdhjalxMuO4nc/FxWLi3mymN+msXqG4ZGLZoy/PqTadm7I8TIKz+5g4o1a/nO1SeS2zifuK6C1y7+A4VTZrJlj3aMuGksrfp25a1r/sx7tz+R7fIbhNC2AwUnjF//OKfVtpQ9+SDlLz0KQP4eh9Fk1ImsuuQHxNXFX+zXqRdNx13HmnuvZd07r9Z53Q1J4+4d6Prb89c/btR5Wxbe+EeW/vV5ut46nkYd27J27mI+O/0aKopXA9B8aF86XHYy5OdRsbSY6cdcnK3yG4wtt2zB7bdfz4479ibGyNhTfsLHn8zgjw/eRpcunZg1aw7Hfv9HLF++gt69e3DnHTcxYEBfLr3sGm666fZsl686ZoPnG/jh5SfxzktvcdNp15Kbn0fjgsYAtGrXmp1G9GfJ3MXr923aohkn/eJUrjr+SormF9Ki1ZbZKrtBGfKz45j7wru8MPbX5OTnklfQmN1/fxZTbvwb8154l4577sygS47lqaN+Sdny1Uy89H467z8w22U3KHHxPEqu+3HVg5BDsyv/wLp3X6t62LI1eb37U7l08YYHhRwaH3wCFR+9XcfVNkxlM+fx8YHnVD3IyWHHifew/OnXaHv6kaz87zssvu2vtD3tCNqefiQLrr6X3BbN6PiLHzHj+Cson19InueLzXLTjT/j30+/wOjRY8nPz6dp0wIuvPAsnn/hFa677lbOP/8Mxo8/g4svvoqlS5czbtylHDJq/2yXXb94aQl9WUHzAvoM2ZHnH34WgIrydZRk/jI7/rITefBX9xKrJYMjRo1k0lOvUTS/EIDiohV1XnNDk9+8gG2G9GbaQy8CUFlewdriEoiRRlsUVO2zRVNKFi0DYE1RMYXvzKSyvCJbJTd4udvtTCxcQFy2BIDGh55M2aP3ABvG3PkjD2Ldu68SV/lz/E1tMXwnymYvpHzeErbcZzBL//o8AEv/+jxb7jsEgJajRrL8qdcoz5wv1nm++FpbbNGcESOGcPc9DwFQXl7OihXFHHzwftx//58BuP/+P3PIIVUNnCVLinhz8juUl5dnrWZlV50nPCGEMTHGe+r6ff9XbTtvS3HRCk67/my67NCVT6fO4A9X3Enf4TuxdGERsz78bIP923VrT25+Lpc9/AsKmhfw5N2P8fLfXsxK7Q3FFl3asKZoJSNuGsvWO3Sm6N3PmHjZ/Uy8/AH2/eN4dr30+xACj4+6MtulJkb+LrtR/tbLAOTuOJi4oojK+Z9tsE/Ycmvy+n2H0lsvIbfzdlmosmFrechIlj9a9R3nt27JusVVDfZ1i5eR17olAE26dYD8XHo+/Etymhew5O7HWPa3F7JWc0PQvXsXCguLuOvOm9hppx146613GXfuZWzTtjULF1YllAsXLqZtm1ZZrrSeS9EYnmwkPJv8bRVCGBtCeDOE8OaMVZ/VYUlfLzc3h259e/DMA09y4YHnsqZkDUeOG81hZx7FIzc+9JX9c/Jy6N63B9eM+TlXHXcFh599NO26tc9C5Q1HyM2lVb+ufHTfczy6309ZV1JGvzMPZvvj92LSFQ/yyK4/ZtKVDzLihlOyXWoy5OaRu+MQ1k35L+Q3pvG+R1P25INf2a3xYadQ9tgfUhV9f1tCfh5b7j2Y5Y//t+Yd83Jp2rcnM8f8jBnHXc62Zx9DY88XNcrLzWXAgH7cfvt97Dp4P1avLmH8+DOzXZbqsVpp8IQQ3t3EbSqwzaaOizFOiDEOijEO6tG8a22U9v+taGERRQuKmD5lGgATn3iNbn170LZTW6598mZ+88oEWrVrxdWP38iWbVqydEERU156m7LSMlYuW8mHkz6gS5+u2f0Q9VzJgqWsXrCUwrdnAPDZ45No1a8rPY/ajVlPvFG17bGJtO7fI5tlJkZen4FUzp1BXLWcnNbbErbehmbjf02zy+4kbNmapufdTNiiJbmdelFwwvk0u+xO8nYeRuMjTyOv39Bsl98gbLH7QErem8G6wuUAlBcuJ6/tVgDktd3qi+0LCln50ltUlpZRsWwlqya9T5M+3bJWd0Mwd94C5s5dwKQ3qsaV/fVvjzOgfz8WLS5k223bArDttm1ZvKQom2XWe7Ey1tkt22or4dkGOB44eCO3BvnTt2LJcooWFNKue9VfXX2H78Sn781g7MAfctaIsZw1YixFC4q48HvnsmLJct58ZhLbD96BnNwcGjVpRK/+vZg3fW6WP0X9VrpkBavnL6VFj3YAtBuxI8s/mUfJomVs+50+67cVf7owm2UmRt4uIyl/6yUAKhfMYvWlx7H6Zyez+mcnE1cUUnL9OcSVy1n985PXb1/3zquU/eU21k19PcvVNwxbHbLb+u4sgOJnJ7H1EXsCsPURe7LimUkArHhmIs0G7wC5OYQmjWjafzvKps/JSs0NxaJFS5g7dz7bbVf1B9Cee47gww8/4V+P/ZvjjjsKgOOOO4rHHns6m2WqHqmtMTz/AprHGKd8+YkQwou19J617p7L7+CsW84lLz+PxbMXcdt5v97kvvOmz+Wdl97iuqdvIVZW8vzDzzLnk9l1WG3DNPHSe/nub04jJz+PlbMX88q5E5j99GSG/Ow4cvJyqFhTzqvj7wKgoM2WHPzkz8lvXkCsrGSHU/bn77tfQPmq0ix/igYgvzF5vfuz5pFbs11JYoUmjdhit/7Mufh367ct+t1f6fq78bQ6Zh/Wzl/CZ6ddA0DZ9LkUv/QW2z/9a2JlZOnDz7DG88XXOmfcpdx3729o1CifmZ/O5uSTzyUnJ4eH/vh7xvzwWObMmcfoY08FYJtt2vD6a0/SokVzKisrOfusU9hp591ZuXJVlj9FltWD5KWuhBjr54c9psuh9bOwBNl/XfNsl5B4Rx7lbJu6MOPvIdslJN6uCyZnu4RUKF87r05/mFeefVCd/a7d4tf/yup/VNfhkSQprbxauiRJUnLY4JEkSYlnl5YkSWmVokHLJjySJCnxTHgkSUorEx5JkqTkMOGRJCml6utafLXBhEeSJCWeCY8kSWnlGB5JkqTkMOGRJCmtTHgkSZKSw4RHkqSUiiY8kiRJyWHCI0lSWpnwSJIkJYcJjyRJaVWZ7QLqjgmPJElKPBs8kiQp8ezSkiQppZyWLkmSlCAmPJIkpZUJjyRJUnKY8EiSlFZOS5ckSUoOEx5JklLKWVqSJEkJYsIjSVJaOYZHkiQpOUx4JElKKcfwSJIkJYgJjyRJaeUYHkmSpOQw4ZEkKaWiCY8kSVJy2OCRJEmJZ5eWJElpZZeWJElScpjwSJKUUg5aliRJShATHkmS0sqER5IkKTlMeCRJSinH8EiSJCWICY8kSSllwiNJkpQgJjySJKWUCY8kSVKC1NuEp0nIzXYJiXfYiHnZLiHxLvpH22yXkAq7r623p7LE+L/2Q7NdgmpDDNmuoM6Y8EiSpMTzzyJJklLKMTySJEkJYoNHkiQlnl1akiSlVKx00LIkSVJimPBIkpRS9WXQcgihN/Cnapu6A5cBHYCDgbXADGBMjHF55piLgJOACuDsGOPTNb2HCY8kScqqGOPHMcb+Mcb+wECgBPg78AzQN8a4E/AJcBFACGEHYDSwI7A/8LsQal7Az4RHkqSUivVz4cG9gBkxxlnArGrbXweOzNwfBTwcYywDPg0hTAcGA69t6kVNeCRJUq0LIYwNIbxZ7TZ2E7uOBh7ayPYTgScz9zsAc6o9NzezbZNMeCRJSqm6HMMTY5wATKhpnxBCI+AQMl1X1bZfAqwDHvx808beoqbXtsEjSZLqiwOAt2KMiz7fEEI4ATgI2CvG+HmjZi7QqdpxHYH5Nb2wDR5JklKqHq7DcyzVurNCCPsDFwDfjTGWVNvvUeCPIYQbgfZAL2BSTS9sg0eSJGVdCKEpsA9warXNvwUaA8+EEABejzH+KMb4fgjhEeADqrq6zogxVtT0+jZ4JElKqVjjqJe6lUlwWn1pW88a9v8l8MvNfX1naUmSpMQz4ZEkKaXq4RieWmPCI0mSEm+zEp4QQhegV4zx2RBCAZAXY1xZu6VJkqTaZMJTTQjhFOAvwO2ZTR2Bf9RmUZIkSd+mzenSOgMYDhQDxBinAW1rsyhJkqRv0+Z0aZXFGNdm5r8TQsjja5ZvliRJ9V99mpZe2zYn4XkphHAxUBBC2Af4M/BY7ZYlSZL07dmchOdC4CRgKlWrHz4B3FmbRUmSpNqXpkHLX9vgiTFWAndkbpIkSQ3OJhs8IYSp1DBWJ8a4U61UJEmS6kSMJjxQdSl2SZKkBm+TDZ4Y46y6LESSJNWtWJntCupOTV1ar8QYR4QQVrJh11YAYoyxRa1XJ0mS9C2oKeEZkfl3i7orR5Ik1ZXKFI3h2ZxLS9y/OdskSZLqq81Zh2fH6g8yKy0PrJ1yJElSXUnTLK1NJjwhhIsy43d2CiEUZ24rgUXAP+usQkmSpP9RTWN4fgX8KoTwqxjjRXVYkyRJqgOutFxNjPGiEEIHoEv1/WOML9dmYZIkSd+Wr23whBCuBkYDHwAVmc0RsMEjSVIDlqarpW/OoOXDgN4xxrLaLkaSJKk2fO20dGAmkF/bhUiSJNWWzUl4SoApIYTngPUpT4zx7FqrSpIk1ToHLW/o0cxNkiSpQdqcWVr31kUhkiSpbqXp0hI1XTz0kRjj0SGEqWx48VAAYow71WplkiRJ35KaEp4fZ/49qC4KkSRJdStNl5aoaaXlBZl/Z9VdOZIkSd++zVl4cCVfdGk1omqK+uoYY4vaLEySJNUuFx6sJsa4RfXHIYRDgcG1VpEkSdK3bHOmpW8gxviPEMKFtVGMJEmqO87SqiaEcHi1hznAIDYya0uSJKm+2pyE5+Bq99cBnwGjaqUaSZJUZ5ylVU2McUxdFNIQNG3RlBOvPp0OvTtDjNw5/lb6jezP7qP3pnhpMQB/ufaPvPviWwAcdPphjDx6LyorKnngyrt57+Up2Sy/3stp14lm51z2xeO27Vjz53sIzVuQP2g4xEjlimWU3HYNcVkReYOGU3D0GIiRWFFB6b2/peLj97L4CRqOghZN+f7Vp9KudyeI8OD42+gzcmeGjd605YBYAAAgAElEQVSLVZmf5UevfYgPXpzCoFEj2PvUL/7uab99Z6456ELmfeAEzprkt2jKwBtOocX2HSFG3hw3gYo15exyzYnkNs6nsqKCty+8h2VTZrLdad+j8+HDAQh5ObTo1YFH+/6I8uWrs/wp6reCFk0Zc/XpdOzdmRgjd4+/lb4j+/Pd0XuzMvNz/NfMOblZy+accdv5dNupB//9y4s8cPmdWa5edS3EGoZohxBGAeOBPplNbwI/izG+EkLYMsa4orYKO6HrEfWu2+yUG87kk0kf8tKfniM3P4/GBY3Y98SDKFu9hifv2PDqG+17duS034zjylEX0LLt1lzw4OWM3+MsYmVllqr/qluGLM12CZsWcmjx+z+z8pLTiatXQmkJAI32P5zcjl0ovfMmaNwEytYAkNO5O83OuZyV556Qzaq/4qcT22a7hI067obTmT7pI1770/Pk5ufSqKAxe5x4IGWr1/DcHf/a5HHte3di7B3nc8XI+nUpvd3LvvFwxFo36JZTKZz4MZ/98UVCfi55BY0ZOuFspk14koXPv8O2e+5M7zMO4qUjfrnBce32GUCvsQfw8lFXZafwTXi88Zpsl/AVJ2fOyS9nzsmNqp2Tn/rSOblRQWO67NiNDr0703G7zvW2wXPPZ3+t08jlrU6j6ux37S5z/pnVOGmTV0sPIZwOXJq5dc3crgauDSEcA7xcB/XVG02aF9B78A689KfnAKgoX0dJcckm999l312Z+NgrrFu7jsK5i1k0ayHd+/esq3IbvLx+u1C5aD6xcNH6xg5AaNLki3mUZV+cgEPjJji0bPM0aV5Aj8F9eO1PzwNQUV5BaQ0/y9UNPGQ4kx/9b22Wlwh5zQtoM3R7PvvjiwDE8grKi0uIMZLXvACoSoBKFy7/yrGdDh3GnH+8VofVNkxNmhew3eAdeLnaObmmn+O1pWVMe/MjysvK66pE1TM1/Vl0FjA8xlg9Bng+hHAwMBc4t6YXDiFsD3QAJsYYV1Xbvn+M8an/oeasaNt5G1YWFXPy9WfSuU8XPps6kweuvBuAvU44gOGH786nU6fz0C/upaR4NVtt04oZb3+y/vilC4rYaputs1V+g5M/bE/W/ve59Y+bHHMSjUbuSyxdzaorx32x364jaHLsKYQtW7L66ouyUWqD06pzW1YVFfN/159Ghz5dmDP1U/5y5R8AGHnCfgw+fCSzp87kb7+4n9LiDbtUdjnoO0w45fosVN2wNOvSlrKilQy6+VS23KEzy9/9lCmX3s87l93Pbg9dwE6XfZ+QE3jhkCs3OC63oBHb7rETb1/yh+wU3oC0yZyTT7r+TDr16cKsqTN5sNo5edjhu/PZ1Ok8nDkna+PSNEtrkwkPwJcaO59vKwJmxRhv29RxIYSzgX9S1Wh6L9M19rn6ldNuppzcXLr07c7zDzzNZd87n7LSMg467TCef+Bpzh95Bpce+BOWL17OsT/NdKls7GfIAGLz5OaRP3AY5a+/tH7Tmj/dRfEZx7D2lWdpvP9h67eXv/EKK889gdXXX0qTY07MRrUNTm5uLp36duM/DzzDNd+7kLLSNexz2ij+88AzXDHybK4+8AKKFy/j8J8et8FxXfr3pLx0LQs+mZOlyhuOnLwcWvbrysx7n+W5fS9hXWkZ2591MN2P35t3Ln+AJwadzTuXP8DAG07Z4Lh2++xC4RufOHZnM+RmzskvPPA0V2TOyd877TBeeOBpxo88g8sz5+TRP61f3dzKnpoaPMUhhJ2/vDGz7evG7pwCDIwxHgrsDlwaQvj82lybbE6GEMaGEN4MIbz5ycpPv+Yt6tayhUUsXVjEzCnTAHjjidfo0rc7xYUriJWVxBh56eFn6L5zr/X7b92+1frjt27XimWL6/GYmXokb8AQKj79hLhi2VeeW/vKc+QPGfmV7RUfvkvONu0JW7gA+NdZtrCI5QuLmDVlOgBTnphIp77dWFm4glgZiTHy34efp8vOG3bBDjx4GG/anbVZSuYvpXTBUpa+PQOAef+aRMt+Xel69G7Me/wNAOY+NpGtB/TY4LhOhw61O2szLV1YxLLNOCd3y5yTtXExhjq7ZVtNDZ6fAI+GEK4IIRwcQjgohHAlVcnNT77mdXM/78aKMX5GVaPngBDCjdTQ4IkxTogxDooxDtpui27f5HPUuhVLlrN0fiHbdm8PwA7D+zF/2ly2bNNy/T4D9xvC3E9mA/D2M28y5OAR5DXKo3XHtmzTtR0zM79gVLNGw/ek/NXn1z/O2bbD+vv5g4ZRMa/qO87Zpv367bndehHy8ogri+uu0AZq5ZIVLJtfRNvu7QDoPbwvC6fNpUW1n+Wd99t1gyQnhMCAA4cy+bFX67zehqhsyQpK5xfRvEfVd9x2xI4UfzKP0kXLaPOdPuu3rfp04fpj8rYooM3QPsx/anJWam5oijfznDwvc06Warp46CshhMHAGcAPqWqovA8MjTEu3NRxGQtDCP1jjFMyr7UqhHAQcDfQ71upPAseuOIufnTzj8nLz2fxnEXced5v+b8rTqLzDl0hQuHcxdxz8e8BmDdtDpP+9Sq/euYWKtZVcP9ld9SrGVr1VqPG5PUbSMmEG9dvavL9seS27wSVlVQWLqLkjpsAyB8ykkYj94OKdcS1Zay++WfZqrrB+fMV9/DDm88iNz+PwjmLeeC82zjqih/ScYeuxBhZOncJD118x/r9ew7pw/KFSymasziLVTcsb19yH4NvPZ2c/DxWz17Mm+fczvynJ9P/58cTcnOoLCtn8vlfzBTqcMCuLHppKhWlZVmsumF54Iq7GJs5Jy+Zs4i7zvstP8ick2PmnHxv5pwMcN0rt9GkeQF5+XkM2HcwNxz3M+ZPn5vFT6C6VOO09P/vFw2hI7BuYw2jEMLwGOPX5uL1cVp60tTraekJUV+npSdNfZyWnjT1cVp6EtX1tPSJ7Q+vs9+1Q+b/Lav9WrVylogxbrLJvDmNHUmSpG+TfxZJkpRSaepKqXFauiRJUhJsMuEJITxGDY2/GOMhtVKRJEmqE2laeLCmLi2XU5UkSYlQ07T0lzb1nCRJavjqw4KAdeVrBy2HEHoBvwJ2AJp8vj3G2L0W65IkSfrWbM4srXuAy4GbgD2AMdSwWrIkSWoY0rQc7ubM0iqIMT5H1SKFs2KMVwB71m5ZkiRJ357NSXjWhBBygGkhhDOBeYDLx0qS1MDFFHXYbE7Ccw7QFDgbGAgcB5xQm0VJkiR9m7424YkxvpG5u4qq8TuSJCkBKlO01PLmzNJ6gY0sQBhjdByPJElqEDZnDM951e43AY4A1tVOOZIkqa5UpmgMz+Z0aU3+0qb/hhBclFCSJDUYm9OltXW1hzlUDVzettYqkiRJ+pZtTpfWZKrG8ASqurI+BU6qzaIkSVLtS9O09M1p8PSJMa6pviGE0LiW6pEkSfrWbc46PK9uZNtr33YhkiSpblXW4S3bNpnwhBC2BToABSGEAXxx/awWVC1EKEmS1CDU1KW1H/BDoCNwA180eIqBi2u3LEmSVNscwwPEGO8F7g0hHBFj/Gsd1iRJkvSt2pwxPANDCC0/fxBC2CqE8ItarEmSJNWBNI3h2ZwGzwExxuWfP4gxLgMOrL2SJEmSvl2bMy09N4TQOMZYBhBCKACcli5JUgNXH5KXurI5DZ4HgOdCCPdQtQDhicB9tVqVJEnSt2hzrqV1bQjhXWBvqmZq/TzG+HStVyZJkmqVs7S+JMb4FPAUQAhheAjh1hjjGbVamSRJ0rdksxo8IYT+wLHAMVRdS+tvtVmUJEmqfZXpCXhqXGl5O2A0VQ2dIuBPQIgx7lFHtUmSJH0rakp4PgL+AxwcY5wOEEIYVydVSZKkWleZojE8Na3DcwSwEHghhHBHCGEvSNE3I0mSEmOTDZ4Y499jjMcA2wMvAuOAbUIIt4UQ9q2j+iRJkv5nX7vScoxxdYzxwRjjQVRdSHQKcGGtVyZJkmpVrMNbtm3OpSXWizEujTHeHmPcs7YKkiRJ+rZt1rR0SZKUPGm6tMQ3SngkSZIaIhMeSZJSqjKkZ/K1CY8kSUo8Ex5JklKqPsyeqismPJIkKfFMeCRJSilnaUmSJCWICY8kSSlVmZ5JWiY8kiQp+Ux4JElKqUrSE/GY8EiSpMQz4ZEkKaVch0eSJClBbPBIkqTEq7ddWksqS7NdQuL98dUO2S4h8Q5Zuy7bJaRCSUhTMJ8dQyoKsl2CaoHT0iVJkhKk3iY8kiSpdnlpCUmSpDoUQmgZQvhLCOGjEMKHIYTvhBD6hxBeDyFMCSG8GUIYnNk3hBB+HUKYHkJ4N4Swy9e9vgmPJEkpVc9Gv90CPBVjPDKE0AhoCjwCXBljfDKEcCBwLbA7cADQK3MbAtyW+XeTTHgkSVJWhRBaACOBuwBijGtjjMupapO1yOy2JTA/c38UcF+s8jrQMoTQrqb3MOGRJCml6tEsre7AEuCeEMLOwGTgx8A5wNMhhOupCmmGZfbvAMypdvzczLYFm3oDEx5JklTrQghjM+NwPr+NrfZ0HrALcFuMcQCwGrgQOA0YF2PsBIwjkwDBRi8CVmMPnQmPJEkpVZeztGKME4AJm3h6LjA3xjgx8/gvVDV4RlCV9AD8Gbiz2v6dqh3fkS+6uzbKhEeSJGVVjHEhMCeE0DuzaS/gA6oaMd/NbNsTmJa5/yhwfGa21lBgRYxxk91ZYMIjSVJq1bN1eM4CHszM0JoJjAH+CdwSQsgD1gCfd4M9ARwITAdKMvvWyAaPJEnKuhjjFGDQlza/AgzcyL4ROOObvL4NHkmSUirWn1latc4xPJIkKfFMeCRJSql6NoanVpnwSJKkxLPBI0mSEs8uLUmSUsouLUmSpAQx4ZEkKaVqvPhUwpjwSJKkxDPhkSQppSpdeFCSJCk5THgkSUopZ2lJkiQliAmPJEkpZcIjSZKUICY8kiSllOvwSJIkJYgJjyRJKeU6PJIkSQliwiNJUko5S0uSJClBbPBIkqTEs0tLkqSUclq6JElSgpjwSJKUUpUpynhMeCRJUuKZ8EiSlFJOS5ckSUoQEx5JklIqPSN4THgkSVIKmPBIkpRSjuGRJElKEBMeSZJSqjJku4K6Y8IjSZISz4RHkqSUcqVlSZKkBDHhkSQppdKT75jwSJKkFDDh+QaatWjGj6/9MV2260KMkZvPv5mP3voIgMPHHs7JPz2Z0TuPpnhZMQCnXnkqu+6xK2WlZdz4kxuZ8d6MbJbfIDRq0ZQ9rj2ZrXt3hBh5/rw72Pnk/WnZvd3659cWl/DI/pfQ69BhDPjR99Yf26pPJx454KcUfTA7W+U3GHktmrLjjafSfPuOxAjvj/s9FSVl7HDdyeQ2a8KaOUt497TfUrGqdP0xTTq0Yth/bmDGdX9h1m3/ymL1DUN+i6b0v/EUWvTuBDHy1rgJVK5Zy87Xnkhu43wqKyp558J7WP72DPK3bMaAm8bSrOs2VJaV89a421n50dxsf4R6r1GLpny32vnixfPuoF+180XjFk0pKy7hL/tfQk5eLt+99mRa9+tKTm4On/z1Fd6+9bEsfwLVJRs838CpV5zK5Bcnc9WPriIvP4/GBY0BaN2uNQN2G8DiuYvX7ztoj0F06NqBk0eeTO8BvTnzl2cybtS4bJXeYIy44jhmv/guT//o1+Tk55JX0Jh/n/7b9c8Pu/T7rC0uAWDaP15l2j9eBWDr7TtywJ3n2tjZTNv/4gQKX5jCOyffRMjPJbegMQMfuYRPrnyAZa99SPtjd6frGQcz45pH1h/T+2fHU/jclCxW3bD0+8XxLH7+Hd44+RZC5md51wln89ENf2Px8++wzV796Xvpsbxy+C/Y7sejWPH+LCadeBPNe7Zn51/9kP8edVW2P0K9N/yK45jz4rs8U+188Wy188V3qp0vuh80mNzGefx5n4vIa9KIY56/hun/fI2VcwuzVX694MKD34IQwuAQwq6Z+zuEEM4NIRxYW+9X2wqaF9B3cF+efvhpANaVr2N18WoAxl4+lruvupsYv+gNHbrvUJ7763MAfPz2xzRr0Yyt2m5V94U3IPnNC2g/pDcfPvwiAJXlFetPVp/redAQpv3zta8c22vUMKY/+tXt+qrc5gVs9Z0+zHvwBQBieQXrikto1rMdy177EICil6ayzfcGrz+mzQGDKJ21mNUfmzpsjrzmBbQauj2z/vgiUPUdlxeXECPkb1FQtc8WBZQuXAbAFtt1YMl/3gdg1fT5NO3UhsatW2Sj9AYjv3kB7Yb05qMazhc9DhrC9M/PFxHyChoTcnPIbdKIivJ1rK2WYCr5aiXhCSFcDhwA5IUQngGGAC8CF4YQBsQYf1kb71ub2nVux4qlKxh3wzi69+nO9KnT+f0Vv6f/iP4ULSzi0w8/3WD/1tu2ZsmCJesfFy4spPW2rVm2eFldl95gtOjchtKlK9nzxrG06tOZJVM/45XL72ddaRkA7Yb0pqRwBSs+W/SVY3sePIQnT7qprktukJp2acvaomJ2vOU0ttixM8XvfsrHP72XVR/Npc3+A1ny1GS2PXgITTq0AiC3aWO6nXkIk4/6JV1PPzjL1TcMzbq0ZW3RSna55VRa7NCF5e9+ytRL72PqZfcx7KEL2fGyHxByAi8ffAUAK96fTfsDd2XppI9pOaAHBR1b06R9K8oKi7P7QeqxFp3bsGbpSvaodr74bw3ni5mPT6Lrvrtw/OTfklfQiFevfJCy5auz+RHqBael/++OBIYDI4EzgENjjD8D9gOOqaX3rFW5ebn07NuTJ+5/grMOPIs1pWv4wbgfMPrM0dx/w/2b9RrVEyB9VU5eLm36duW9+57jzwf8lHUlZexyxhe/YHuN+s5G0522/XuwrnQtS00fNkvIy2WLft2Ye+8zvL73RVSUlNH1rFG8d87v6TRmP4b++ypymxdQuXYdAD3OP4pZtz9BRUlZlitvOEJeDlv268qnf3iWF/e5mIqSMrY78xC6nbA3711+P/8eeBZTL7+fATeOBWDabx4lv2Uz9nj2KnqcuC8r3vuMuK4iy5+ifsvJy6V13668f99z/CVzvhhQ7XzRc9R3vkh3gLb9uxMrKrl/0Fk8OOxcdh57IFt0bpON0pUltdXgWRdjrIgxlgAzYozFADHGUmroMgwhjA0hvBlCeHP2qvo1FqNwQSGFCwr5eMrHALzyxCv07NeTbTptw61P3co9/72H1u1a8+snfs1WbbaicGEhbdp98Z+p9batKVpUlK3yG4RVC5ayasFSFk+pGtw944lJtOnbFYCQm0P3/Xdl+qMTv3Jcr1FDN9oQ0satmV9E2fylrHhrOgCLHptIi35dKZk+n7eOuYrX972YhX9/ldJZVX8Zb7lLT7a79Afs9sZv6Dz2ALr/+FA6nbhfNj9CvVc6fylrFixl2dtVP8vz/zWRLXfqSuejRzL/8Teqtj06ka0GdAdg3apS3j7ndl7Y+2Imn3UbjVu1oGT2kk2+vqrOF6u/dL5oXe180W3/XZlR7XzR89BhzH7xXSrXVbCmqJiFb35C2526Z6P0eiXW4S3baqvBszaE0DRzf+DnG0MIW1JDgyfGOCHGOCjGOKhz8861VNr/n2VLlrFkwRI6dO8AQP/h/Zk+dTrf3+X7jBk+hjHDx1C4oJCzDzybZUuWMfGZiex1xF4A9B7Qm9UrV9ud9TVKl6xg1YKl62dYdBy+I0unzau6v1tfls2Yz+qFSzc8KAR6fG+I43e+gbVLVrBmfhFNe1R9z61268vqT+bR6PMxIyHQfdxhzLn3WQDeGHUF/9n1LP6z61nMnvAkM2/5B3Pufjpb5TcIZUtWUDKviOaZ77jNbn1Z+ck81ixcRuthfQBoPWJHVs+salTmt2hKyM8FoMsP9qDw9Y9Y5/iSGn1+vtiy2vliWbXzxfIvnS9WzSuiw/AdgaqxPG0H9GTZ9Pl1X7iyprZmaY2MMZYBxBirN3DygRNq6T1r3e8v+z3jfz2evPw8Fs5eyE3nbXrMyBvPv8Gue+zKXf+5i7LSshr31Rf+c+m97P2b08jNz2PF7MW88JMJAPQ6ZOgG8fTn2g/ZnlULllLsX8PfyEcX30O/351JTqM8Smct5r0f/572R4+k05h9AVj8xCTmP/Ridots4KZeci8Df3cGOfl5lMxazFvn3M6Cpyaz08+PJ+TlUFFWztvn3wlA814dGPib04gVlaz8ZC5vn3tHlqtvGF659F72ypwviqudL3pu5Hzx3r3PsMcNYzn62ashBD5+5GWWfjQnG2XXK2mapRXq67iSAzsfWD8LS5CD4tbZLiHxembGwah2lQTXUK1tC/P9juvCj+Y8UKfXLz+v67F19rv2+s8eyuq12V2HR5KklHKWliRJUoKY8EiSlFLpyXdMeCRJUgqY8EiSlFJpmqVlwiNJkhLPhEeSpJSKKRrFY8IjSZISzwaPJElKPLu0JElKKQctS5IkJYgJjyRJKeWlJSRJkhLEhEeSpJRKT75jwiNJklLAhEeSpJRyDI8kSVKCmPBIkpRSrsMjSZKUICY8kiSllBcPlSRJShATHkmSUsoxPJIkSQliwiNJUko5hkeSJClBbPBIkqTEs0tLkqSUctCyJElSgpjwSJKUUpXRQcuSJEmJYcIjSVJKpSffMeGRJEkpYMIjSVJKVaYo4zHhkSRJiWfCI0lSSnlpCUmSpAQx4ZEkKaVcaVmSJClBTHgkSUopZ2lJkiQliAmPJEkp5SwtSZKkBLHBI0mSEs8uLUmSUspp6ZIkSQliwiNJUkrF6KBlSZKkxDDhkSQppVx4UJIkKUFMeCRJSqk0zdKqtw2ewyq3znYJiXfa4heyXULijWjbJ9slpMKAvNbZLiHxrn3zF9kuQQkXQmgJ3An0BSJwYozxtcxz5wHXAW1ijIUhhADcAhwIlAA/jDG+VdPr19sGjyRJql317NIStwBPxRiPDCE0ApoChBA6AfsAs6vtewDQK3MbAtyW+XeTHMMjSZKyKoTQAhgJ3AUQY1wbY1yeefomYDxs0DobBdwXq7wOtAwhtKvpPWzwSJKUUpXEOruFEMaGEN6sdhtbrZTuwBLgnhDC2yGEO0MIzUIIhwDzYozvfKn0DsCcao/nZrZtkl1akiSp1sUYJwATNvF0HrALcFaMcWII4RbgCqpSn303sn/Y2FvU9P42eCRJSql6tNLyXGBujHFi5vFfqGrwdAPeqRqjTEfgrRDC4Mz+naod3xGYX9Mb2KUlSZKyKsa4EJgTQuid2bQX8FaMsW2MsWuMsStVjZxdMvs+ChwfqgwFVsQYF9T0HiY8kiSlVD1bh+cs4MHMDK2ZwJga9n2Cqinp06mall7TvoANHkmSVA/EGKcAg2p4vmu1+xE445u8vg0eSZJSqp6tw1OrHMMjSZISzwaPJElKPLu0JElKqUq7tCRJkpLDhEeSpJSqRwsP1joTHkmSlHgmPJIkpZRjeCRJkhLEhEeSpJRy4UFJkqQEMeGRJCmlKp2lJUmSlBwmPJIkpVR68h0THkmSlAImPJIkpZTr8EiSJCWICY8kSSllwiNJkpQgNngkSVLi2aUlSVJKRRcelCRJSg4THkmSUspBy5IkSQliwiNJUkpFEx5JkqTkMOGRJCmlnKUlSf+vvfuOr6LM/jj+OSShSVOKdClCEEEQkRpQ0RVQAWVXF1ywLIoFK4iCrAXXn8uCC4ptxYJSFnetiLiiSxcBRcSKiohIIEAASSgBTHJ+f9whRoRogOQmc79vXveVW56ZOTMk9557nmeeEREJEVV4REREYpTO0hIREREJEVV4REREYpTG8IiIiIiEiCo8IiIiMUpjeERERERCRBUeERGRGKWZlkVERERCRAmPiIiIhJ66tERERGJUtk5LFxEREQkPVXhERERilAYti4iIiISIKjz5ULJCWTqNuYrjEmvj7iwY8hTNrupGpYY1cl7fl76bV7qOoERCHEmjBlC1RX08O5vF90whZfHKKO9B0VexYgUmPPkgJ5+ciLtz9dVD+Orr1Uyb+gQnnFCHtWvX0efSa9m+PQ2AcWPvo3u3LuzOyGDAgFv5aMVnUd6D4qFchWMYOmYI9RPr4e78fciDtOvSlo5dO+DZ2fywZTujBo9h66atOcsktkjk8dfHc9/19zN/5sIoRl88lK5Qlj6jrqF6Ym1wmHb7P2nSuQXt+nRh17Z0AGaOfoGV81YQlxDHxQ9cTZ3mDXB3Xh35PKuXfBHlPSj6Jr3wKi/PeAszo1HDetx/52BSt25j6D2jSEvfwUmNT2TU3beRkJAAwFuzF/D4s1MwjMRGDRh97x1R3oPoi6UxPEp48qH9yP4kz/uE2deMp0RCHPFlSjHn+kdzXm9716Xs27EbgCaXngXAy+cMp3TlCnSbPJTXzr8bYuiX63CMG3sfs2bN5Y99BpKQkEDZsmUYPuxG5sx9l9FjHuP2oYO44/ZBDL/zAbp360KjE+vTpGkSbdu04rFH/0aHpB7R3oVi4YaRg3h/3gfcc819xCfEU7pMKb77ei3PPvgcAL3/fCGX39KPscMfBqBEiRJcc+dVfDB/WRSjLl5633M5K+ev4LnrxxGXEEdCmVI06dyC+c+8ybyn3vhZ23Z9zgZgTLfbKVe5AgOfG8a4niNi6jpH+bUpdQtTX5rO9KlPUrpUKYbc9QD//d98Fi75gP5/vJDzzjmTkaMf4eU3ZtHnogtYu249T0/+N5Of+AcVK5Rn6w/bo70LUsgKrUvLzCYV1rYKQkK5MtRom8hX0+YBkP1jFvvSd/+sTYMebVk9fTEAlRrVYsOizwHYszWdfem7qdqifqHGXNyUL1+OTklteXbiNAB+/PFH0tLS6dGjK5MmvwjApMkv0rNnNwB69OjK5KkvAbD0/eVUrFSR6tWrRSf4YqRsubK0aNucmdP+C0Dmj5nsTN/F7p0//T6XLlPmZ7l57ysvZMGbC9m+RR8Sv0WpcmVo0OYklv57LgBZP2ax54D3iw6UQJkAAA/LSURBVNyqN6rFqkWR6uTOrelkpO+mzikNCiXW4iwzK4u9e/eRmZlFxp69VK1yHEs//Jhzz+wEQK/zzmHOgsh78kuvv0Wf3j2oWKE8AJWPrRS1uIsSL8R/0VYgFR4ze/3Ap4CzzKwSgLv3LIjtFqTydauSsW0HZ4wdyHFN67Ll0+9YfPdkMjP2AlC9bSIZqWmkr9kEwLaV33PCua1YPX0x5WpWpkrzehxTszKpK76N5m4UaQ0anMCWLVt55ulxnHJKU5Yv/4RbB9/N8dWqsHHjZgA2btxMtaqVAahVszrJ6zbkLL8+OYVaNavntJWDq1m3Btu3pTFs7FAaNm3I159+zSN3P86ejD0MuP1Kuv7hd+xK38Utl9wGQJXqlUnq3pHBlwylSYvEKEdfPFSuW42dW9Pp++B11DypLsmfruHVkc8D0OnyrpzeuxPrPv2W6fdPISN9FxtWfk+z37XmoxnvUalGZeo0r0+lGpX5/uPVUd6Touv4qlW4ou/vOaf3ZZQuVZIOp7eiaeKJlC93DPHxcTltNqdGumXXrlsPQL9rh5CdlcX1A/qR1K511OKXwldQFZ7aQDowFvhHcNuR6/5BmdlAM1tmZssW7FpVQKEdnhLxcVRpVo8vJs/m1W5/IXP3XloM+qn7pGGv9jnVHYCvXpjPrpRtXPTmX2l3bz82fbgKz8yKRujFRnxcHKee2pwnn5zE6W26smvXbu64/YZDtjezXzynLoBfFxcfR+NmjZg+eQZXd7uWjN17uHRQHwCeGT2RS9pcyjuvzuGiK3sBcMO91zPhgafJzs6OZtjFSlxcHLWb1WfRlHf4x/nD2Zexl7Ov68WiKe9wf+ebePC8YaRv3k6vv/QDYOl/5pK2cRuDZzzAhfdczpoPvyY7S+8XeUlL38HchUuY9eJE5kyfSsaevSxc8ssu1/3vE5lZWaxNXs/ER//O6JHDuGfUQ6Tv2FnYYRc52e6Fdou2gkp4WgMfAiOANHefB2S4+3x3n3+ohdx9gru3dvfWnY9pVEChHZ5dKdvYlbKN1I8i37jWzHyfKs3rAWBxJajX/XS+nbE0p71nZbNk5FRe6TqCdwaMo1SFsqSt2RiN0IuN5PUpJCen8P4HHwHwyiszObVlczZt3pLTVVW9erWcb2zJ61OoXadmzvK1atdgQ8qmwg+8mElNSSU1JZWVH30JwPyZC2jU/Od/b7Nfm80Z3SPdAomnNObux0bwwuIpnHF+Z275v5tI6tqh0OMuTrZv3Eraxm18v+IbAD5+cym1m9Vj55Y0PNtxdxa/MIe6LU4EIDsrm9f+OokHzxvGs1c/SJkKx5Cq94s8LVm2glo1j+e4YyuREB/P2Wd0YMWnX7Bj5y4ygy+Xm1K3ULXKcUCk2tMlqT0J8fHUrlmdenVrszZ5fTR3QQpZgSQ87p7t7uOAK4ERZvYoxXyAdEZqGrs2bKNig8gZWTWTTuaHVZE/llqdmpG2egO7UrbltI8rXZL4MqVyXs/OzGb7qg2/XLHk2LQpleTkDTRu3BCALl2SWLnya96Y8TaX9b8YgMv6X8yMGbMAeOONt+n/pz8A0LZNK9LT0tWd9RtsS/2BzRtSqdOgNgCnJbVi7aq11KpfK6dNh3M78P3qdQD07dCfPu370ad9P+bPXMBDI8bz7qz3ohJ7cbEjNY3tG7ZSNXi/aNSxGRtXradC1Z/GjZzS9XRSvo4c44TSJSkZvF80TmpOdmYWm77Rh3FeahxflU8++5KMPXtwd5YuW0HDenVp0+oU3p4XOYtw+pv/o0un9gCc3bk97y//GIAftqfx3br11KlZI2rxFxUaw3OUuHsycLGZnU+ki6tYW3TX85z1yHWUKBnPjrWbmT9kAgANe7Zj9WuLf9a2TJUKdJ96B56dze6NPzDv5ieiEXKxc/OtdzHp+UcoWTKBNWu+Z8BVgylRogQv/OufXHlFX9atW88f+14DwJv/nU23bl34auUidmdkcNVVg6McffEx/q5H+csjw4kvmUDK2hRGDRnD0DFDqNugNtnubErexNjhD0U7zGLt5Xsn0v+hG4hLiGfrus1Mu+2f9L73Cmo2PQHc2Zacyot3Pg1AuSoVufb54bg7aRu3MXXwY1GOvug75eQm/O6sJC658kbi4uJo0rghF/fqTucObRh6zygemTCJkxo3pPcF5wLQse1pvPf+cnr+aSBxJeIYMmgAlSpWiPJeSGGyojrm4ana/YpmYCFy3ea50Q4h9JKqnRTtEGLCqfFVoh1C6I1e9kC0Q4gJCVUa/HJwYgFqWKVVoX3Wrt6yvFD37UCaaVlERERCr1iPqxEREZHDVxTG1hQWVXhEREQk9JTwiIiISOipS0tERCRGucfOhKKq8IiIiEjoqcIjIiISo7I1aFlEREQkPFThERERiVFFdfLhgqAKj4iIiISeKjwiIiIxSmN4REREREJEFR4REZEYpTE8IiIiIiGiCo+IiEiMylaFR0RERCQ8VOERERGJUa6ztERERETCQxUeERGRGKWztERERERCRAmPiIiIhJ66tERERGKULi0hIiIiEiKq8IiIiMQoDVoWERERCRFVeERERGKULi0hIiIiEiKq8IiIiMQojeERERERCRFVeERERGKU5uERERERCRFVeERERGKUxvCIiIiIhIgqPCIiIjFK8/CIiIiIhIgqPCIiIjHKdZaWiIiISHgo4REREZHQU5eWiIhIjNKgZREREZEQUYVHREQkRmniQREREZEQUYVHREQkRum0dBEREZEQUYVHREQkRmkMj4iIiEiIKOERERGJUe5eaLdfY2aVzOwlM/vSzFaaWXszO87M3jGzVcHPY4O2ZmbjzewbM/vEzFr92vqV8IiIiEhR8DDwlrs3AVoAK4FhwGx3bwTMDh4DdAcaBbeBwBO/tnIlPCIiIjHKC/GWFzOrAHQGngFw933uvh3oBTwfNHseuDC43wuY5BFLgEpmViOvbSjhERERkWhrAKQCE83sIzN72syOAY539xSA4Ge1oH0tYF2u5ZOD5w6pyJ6ldXXyFIt2DPllZgPdfUK04/itro52AIehuB3j4kjHuHDoOBc8HeNfl7lvfaF91prZQCLdT/tNyPX/Ew+0Am5096Vm9jA/dV8ddHUHeS7PQpIqPEfXwF9vIkdIx7jg6RgXDh3ngqdjXIS4+wR3b53rljsZTQaS3X1p8PglIgnQpv1dVcHPzbna18m1fG1gQ17bV8IjIiIiUeXuG4F1ZpYYPHU28AXwOnB58NzlwPTg/uvAZcHZWu2AtP1dX4dSZLu0REREJKbcCEw1s5LAt8CVRAoz/zGzAcD3wMVB2zeB84BvgN1B2zwp4Tm61Fdc8HSMC56OceHQcS54OsbFiLuvAFof5KWzD9LWgUH5Wb/F0rTSIiIiEps0hkdERERCTwnPUWBm3czsq2CK67xOo5PDZGbPmtlmM/ss2rGElZnVMbO5wZTun5vZzdGOKWzMrLSZvW9mHwfHeGS0YworM4sL5nN5I9qxSNGghOcImVkc8BiRaa6bAn3NrGl0owql54Bu0Q4i5DKBIe5+EtAOGKTf5aNuL9DF3VsALYFuwRkmcvTdTOTSBCKAEp6joQ3wjbt/6+77gBeITHktR5G7LwC2RTuOMHP3FHdfHtzfQeTDIs+ZSyV/gmnwdwYPE4KbBlIeZWZWGzgfeDrasUjRoYTnyOV7emuRos7M6gGnAkvzbin5FXS1rCAygdo7uSZak6PnIeB2IDvagUjRoYTnyOV7emuRoszMygEvA7e4e3q04wkbd89y95ZEZoZtY2bNoh1TmJjZBcBmd/8w2rFI0aKE58jle3prkaLKzBKIJDtT3f2VaMcTZsGVoOehsWlHW0egp5l9R2SIQRczmxLdkKQoUMJz5D4AGplZ/WB2yD5EprwWKVbMzIBngJXuPjba8YSRmVU1s0rB/TLAOcCX0Y0qXNx9uLvXdvd6RN6P57h7vyiHJUWAEp4j5O6ZwA3ALCKDPP/j7p9HN6rwMbNpwGIg0cySg2nG5ejqCPQn8o14RXA7L9pBhUwNYK6ZfULky9I77q7TpkUKgWZaFhERkdBThUdERERCTwmPiIiIhJ4SHhEREQk9JTwiIiISekp4REREJPSU8IgUAjPLCk7z/szMXjSzskewrjP3XwHazHqa2bA82lYys+sPYxv3mtlth3htoJl9GdyWmdmZv2F9ecYZtKlnZpfmetzazMYH968ws0fzuRsiIjmU8IgUjgx3b+nuzYB9wLW5X7SIfP89uvvr7j4qjyaVgHwnPIcSTNt/DZDk7k2AgcAUM8vz+nG/IU6AekBOwuPuy9z9piMMWUQEUMIjEg0LgRODisZKM3scWA7UMbNzzWyxmS0PKkHlAMysW1BReRfovX9FuSsfZna8mb1qZh8Htw7AKKBhUF0aE7QbamYfmNknZjYy17pGmNlXZvY/IPEQsd8BDHX3LQDB1dUnAoOCdXxnZlWC+63NbN5B4nzOzMab2Xtm9q2Z/SFY9yigUxDrrbkrWbkFsxW/HOzDB2bWMf//BSISa5TwiBQiM4sHugOfBk8lApPc/VRgF/AX4Bx3bwUsAwabWWngKaAH0AmofojVjwfmu3sLoBXwOTAMWB1Ul4aa2blAI6AN0BI4zcw6m9lpRKbhP5VIQnX6IbZxMnDgRRmXAU3zcRggMuNwEnABkUSHINaFQazj8lj2YWCcu58O/B54Op/bFpEYFB/tAERiRBkzWxHcX0jkmlU1gbXuviR4vh2RxGFR5LJWlCRyOY0mwBp3XwUQXAhx4EG20QW4DCJX5AbSzOzYA9qcG9w+Ch6XI5IAlQdedffdwTbycz04y0fb/V5z92zgCzM7Pp/LngM0DY4RQAUzK+/uOw4jDhGJEUp4RApHhru3zP1E8IG9K/dTRK6t1PeAdi2Bo3UNGAP+5u5PHrCNW37jNr4ATgPm5HpufzUKIJOfKsel81jP3gNiyo8SQHt3z8jnciISw9SlJVJ0LAE6mtmJAGZW1swaE7madn0zaxi063uI5WcD1wXLxplZBWAHkerNfrOAP+caG1TLzKoBC4CLzKyMmZUn0n12MKOBv5tZ5WD5lsBFwP4E6jsiCRFEupvy48BYD+VtIhfsJVcMIiJ5UsIjUkS4eypwBTAtuJr2EqCJu+8h0oU1Mxi0vPYQq7gZOMvMPiUyzuZkd99KpIvsMzMb4+5vA/8CFgftXgLKB4OP/w2sAF4m0u12sBhfJ9Idt8jMvgHeBS4MYgcYCTxsZguBrHwegk+AzGDA9a15tLsJaB0Muv6CA854ExE5GF0tXUQOSzAAeyKRL079XG8mIlKEKeERERGR0FOXloiIiISeEh4REREJPSU8IiIiEnpKeERERCT0lPCIiIhI6CnhERERkdBTwiMiIiKh9/8MyB3IKLJqAgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.passive_aggressive.PassiveAggressiveRegressor\n", "................................................................................\n", "20:51:59 Still training step 80 of 563\n", "................................................................................\n", "20:52:00 Still training step 160 of 563\n", "................................................................................\n", "20:52:01 Still training step 240 of 563\n", "................................................................................\n", "20:52:02 Still training step 320 of 563\n", "................................................................................\n", "20:52:03 Still training step 400 of 563\n", "................................................................................\n", "20:52:05 Still training step 480 of 563\n", "................................................................................\n", "20:52:07 Still training step 560 of 563\n", "...\n", "Mean return: 0.651%\n", "Monthly Sharpe ratio: 0.171\n", "OOS MSE across all predictions: 114.1277\n", "In-sample MSE: 119.3970\n", "Variance: 39.4097\n", "R-squared: -1.8959\n", "Avg rank correlation (Kendall's tau): 0.0089 (Expected: 0)\n", "5-quintile accuracy: 0.2031 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4440 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 41.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.ransac.RANSACRegressor\n", "................................................................................\n", "20:54:04 Still training step 80 of 563\n", "................................................................................\n", "20:55:56 Still training step 160 of 563\n", "................................................................................\n", "20:57:55 Still training step 240 of 563\n", "................................................................................\n", "20:59:51 Still training step 320 of 563\n", "................................................................................\n", "21:01:48 Still training step 400 of 563\n", "................................................................................\n", "21:03:43 Still training step 480 of 563\n", "................................................................................\n", "21:05:55 Still training step 560 of 563\n", "...\n", "Mean return: 0.151%\n", "Monthly Sharpe ratio: 0.057\n", "OOS MSE across all predictions: 211.3817\n", "In-sample MSE: 161.3363\n", "Variance: 39.4097\n", "R-squared: -4.3637\n", "Avg rank correlation (Kendall's tau): 0.0064 (Expected: 0)\n", "5-quintile accuracy: 0.2049 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4471 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 59.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.ridge.Ridge\n", "................................................................................\n", "21:06:04 Still training step 80 of 563\n", "................................................................................\n", "21:06:05 Still training step 160 of 563\n", "................................................................................\n", "21:06:06 Still training step 240 of 563\n", "................................................................................\n", "21:06:08 Still training step 320 of 563\n", "................................................................................\n", "21:06:09 Still training step 400 of 563\n", "................................................................................\n", "21:06:11 Still training step 480 of 563\n", "................................................................................\n", "21:06:12 Still training step 560 of 563\n", "...\n", "Mean return: 2.772%\n", "Monthly Sharpe ratio: 0.504\n", "OOS MSE across all predictions: 43.8617\n", "In-sample MSE: 34.7467\n", "Variance: 39.4097\n", "R-squared: -0.1130\n", "Avg rank correlation (Kendall's tau): 0.0245 (Expected: 0)\n", "5-quintile accuracy: 0.2162 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4658 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 225.800000\n" ] }, { "data": { "image/png": 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IRA4lPCIiIl6le2mJiIiIRA41eERERCTiqUtLRETEqzRoWURERCRyKOERERHxKt1aQkRERCRyKOERERHxKg+N4QnbBs9hh14R6hIi3uSoNqEuIeIta3ZoqEvwhOWFdUJdQsRbRmmoSxD5n4Rtg0dEREQCzEMJj8bwiIiISMRTwiMiIuJVurWEiIiISORQwiMiIuJRzqfr8IiIiIhEDCU8IiIiXqVZWiIiIiKRQwmPiIiIV2mWloiIiEjkUINHREREIp4aPCIiIl7lc8FbKmFmnczshwpLjpmNM7M7zSy1wvqTKuwz0czWmdlqMxt+oLeqMTwiIiISUs651UBvADOLBlKBd4FLgEedcw9V3N7MugIjgW5AU+ALM+vonNvvXW7V4BEREfGq8JyWfiyw3jm32cz2t81pwBvOuUJgo5mtA/oD8/e3g7q0REREJODMbJSZLa6wjNrPpiOB1ys8H2tmy83seTOr51/XDNhaYZsU/7r9UoNHRETEq3y+oC3OuRnOuX4Vlhl/LMfMagCnAm/5V00H2lHW3ZUOPPzrpvt4N5UOFFKDR0RERMLFicBS51wGgHMuwzlX6pzzAc9S1m0FZYlOiwr7NQfSKjuwGjwiIiJe5Vzwlqo5nwrdWWbWpMJrZwA/+R9/AIw0szgzawN0AL6v7MAatCwiIiIhZ2YJwDDgygqrp5lZb8q6qzb9+ppz7mczmwWsBEqAMZXN0AI1eERERLwrjGZpOefygQZ/WHdhJdtPAaZU9fjq0hIREZGIp4RHRETEqw5wBeRIooRHREREIp4SHhEREa9y4TOGJ9CU8IiIiEjEU8IjIiLiVRrDIyIiIhI51OARERGRiKcuLREREY9yYXThwUBTwiMiIiIRTwmPiIiIV2nQsoiIiEjkUMIjIiLiVbrwoIiIiEjkUMIjIiLiVRrDIyIiIhI5lPCIiIh4la7DIyIiIhI5lPCIiIh4lcbwiIiIiEQOJTwiIiJepevwiIiIiEQOJTwiIiJepTE8IiIiIpFDDR4RERGJeOrSEhER8SinCw+KiIiIRA4lPCIiIl6lQcsiIiIikUMJj4iIiFd5KOFRg+cvqJ2UyB2PTKR9p7Y457hj/H0MPXYgR50wFJ/Px64du5l83b1kZuyg36A+PPbCA6RuSQNgzidf8cwjM0P8DsJfbFICfR++gqTOzcE5Fo+fQeneYg594FKi42LxlZay7JaZ7PphAzG14+n/5GgSmjXAYqJZM/1jNr/5dajfQtir0bYZLf9x02/PWzQm49FX2f3OHFo8eRM1mh1CUWoGW8Y8gC8nj1oDutNqxm0UpWQAkPPpfLb/441QlV9txCYlcPhDl1PH/1lecP2zlO4tov/US4mqGYsrKWXRxBfI+mEDyQO7cOTM8eRuzQRg6yeL+OnR90L8DsJfzaQEzp06isadmuMczLrpGTYvXcvgi4cz+KLj8ZX6+GXOMj6e+hr1mjfkpi8eZvuGsu/kLcvW8e9Jz4X4HUgwqcHzF9x07zi+nbOACZdPIiY2hvj4mqxfvYGnpj0LwAWXncOV11/CvTc/CMCyhT9yzYU3hrLkaqfXPReybe6PLLjicSw2mpj4OA6fcS2/PPIO2+b8SONjetFz8vl8ddYU2l8yjD1rUvnu4oep0aA2J/z3Iba88y2uuDTUbyOsFW1IZd3J15U9iYqi84IXyPl8Po2uPpu8b5ez6Z9v0+iqs0m++my2PfAiAHmLVrL58rtDWHX10+/uC0mbt5z/jnqCqNhoouPjGPrMNax45B3S5i6n6TG96HPb+Xxx9hQAMheuZt7FD4e46url9DsuZtVXP/LS6MeIjo0mNj6OdgO70m1YXx4+8WZKi0pIbJBUvn3W5gwePWliCCsOQ7q1hPxRrcQE+h7em3df+xCAkuIS9uTkkpebX75NzYSaOLwTDx5sMYnxNDq8M5temweAKy6lOCcf5xwxifFA2V/NBdt2l73uICaxZtm+CTUp2p2LK/HO/7wHQ+LgXhRtTqc4NZOkYQPY9e8vAdj17y9JOv7wEFdXfcUkxpN8eCfWvzYPAF+Fz3Js7Qqf5YxdoSuymotLjKdt/858/+ZcAEqLS9mbk8+gvw1j7vQPKC0qASA3KyeUZUoYCXrCY2aXOOeqXd9O81bN2JW1m7sfn0Snrh1YuXwV0yY/RkH+XsbeciUjzjmB3D15XH7W2PJ9evbtzqwvXyQzYweP3PUk61dvDOE7CH+1WiVTmLWHfo9dSZ2uLdm9fCM/TH6ZH29/maGv30zP2y/Aooy5p94FwPrnP2fQizdw8g9PEpsYz4Ir/1HWCpIqq3PKULI/LOsGjGlYl5LMsl/AJZm7iGlQt3y7hEM70f6TJyjJ2En6fc9TuHZLSOqtLmq3asTerD0c/ugo6nVryc7lm1g8+WWW3P4Kx7x+E31uvwAz43P/ZxmgYd/2nDR7CgUZu1l692tkr0kN4TsIfw1aJpOblcN5D11F0y6tSFmxgffveomGbRvTpn9nTrzxPIoLi/loyitsXb4BgPotGjH+4/vZm1vApw+9ycZFq0P8LsKAh8bwhCLhuWt/L5jZKDNbbGaLs/IzglnTAUXHRNO5R0feeuFdzhv2dwry93Lp2AsBeHLqMwzvewYf//szRl56FgC/LF/NCf3O5NxjL+b1597m0ZlTQ1l+tRAVE0XdHq3Z8OIXfHn8JEoKCul8zQjaXnQcP97xCp/0u5Yf73iFvg9fAcAhR/Uk++fNfNx7LLOPu5U+911cngTJgVlsDEnHDSD7k28r3a7g5/WsHnIZ6066lqwXP6TVM5OCVGH1ZdHR1O/RmrUvfcl/jr+NkvxCuo0dQYeLj2XJHa/yXr/rWHLnqwx4pOyzvHPFJt7rP45Phk1i9fOfc8Tz40P8DsJfVHQ0zbq3Yf4rs3n05IkUFRRy9NWnEh0dTXxSLZ44fTIf3fcqFz5V1n2bs3039w66hkdPnsgH97zM3x6/hjh9X3hKQBo8ZrZ8P8sK4JD97eecm+Gc6+ec69cgYb+bhURG2nYy0jNZsWwlALM/mkvnnp1+t81/3p3NcScfDUBebj4F+QUAfPPlfGJiY6hbv05wi65m8tN2UpC+k53L1gOQ+tH31O3RmtbnDiX140UApHy4kPp92gHQeuQRpH5Stj5vUwZ5WzKp3b5JaIqvhhKP6kvBz+sp2VHWRViyYzcxjeoBENOoHiVZZet9uQX48vcCsGfeEiw2muh6Sfs+qACQn76T/PSdZPk/y1s++p76PVrT9pyhbPV/Zrd8uJCGvcs+yyW5BZTkFwKQNudHomKjiaufGJriq4nsbVlkb9vJlh/KfsbLP1lI8+5t2L1tJz999j0AW39cj8/nqFW/NqVFJeTvzgUg9aeNZG3JoFEbfV84nwvaEmqBSngOAS4CRuxjyQrQOQMqK3MnGakZtGrXEoABQ/uxYc1GWrZpXr7NUcOHsHHdZgAaNKpfvr57ny5EmbF7Z3Zwi65mCjOzKUjLIrFd2ZdQ8pBu5KxJpSBjF40Gdilfl7txGwD5qVkkD+kGQFzDJGq3a0Lelu2hKb4aqjviCLI/+Kr8ec4X31PvrGMBqHfWseTMXgiUdXX9Kr5XB7AoSndpXERl9mZmk5+2k9r+z3Ljod3IXlv2WU72f5YPGdKNHP9nuWaj3/4YatC7LRZlFO7MDX7h1ciezGx2p2XRqG3Zz7jD4O5krE3h588X035g2fdCwzaNiYmNIW/nHmrVr41FGQD1WyTTsHVjsraEV0+CBFagxvB8BCQ653744wtmNi9A5wy4qZMe5f6n7yA2NpaUzWncPm4Kdz58C63bt8Ln85Geso17b5oGwLARR3PuxWdQUlJK4d5Cbr7q9hBXXz0sm/QS/Z8aTVRsDHlbtrN43DOkfbaE3vdchEVH4SssZsmN/wLgl0ff5bDHr2LYnKlgsGLKGxTpl0SVWM04Eof0JnXSU+XrMqe/Tcsnb6beucMoTstky5iybtg6Jw2m/t9OwpWW4vYWsvXaaaEqu1pZfNuLDH7yaqJiY8jdsp0F42eQ8tkS+t59IVHRUZQWFvP9jWXTolue0p8OFx2LKymldG8x31z91AGOLgDv3fkCFzw2lujYGHZuzeDNCc9QVLCXc6ddxYTPplFSXMIbN0wHoG3/Lgy//hx8paX4Sn38e9JzFGTnhfgdhIEwSF6CxVyYDvLs1XhQeBYWQSZbm1CXEPE61VQSEgzLC9VdHGjLauhyD8Hw0KbXLZjn23PtKUH7XVv7iY+C+t7+SNfhERER8SrdLV1EREQkcqjBIyIiIhFPXVoiIiJe5aFBy0p4REREJOIp4REREfEqJTwiIiIikUMJj4iIiEeF67X4AkEJj4iIiEQ8JTwiIiJepTE8IiIiIpFDCY+IiIhXKeERERERiRxKeERERDzKKeERERERiRxKeERERLxKCY+IiIhI5FDCIyIi4lW+UBcQPEp4REREJOKpwSMiIiIRT11aIiIiHqVp6SIiIiIRRAmPiIiIVynhEREREYkcSnhERES8StPSRURERCKHEh4RERGP0iwtERERkQiihEdERMSrNIZHREREJHIo4REREfEojeERERERiSBKeERERLxKY3hEREREIocSHhEREY9ySnhEREREIocaPCIiIhLx1KUlIiLiVerSEhEREYkcSnhEREQ8SoOWRURERCKIEh4RERGvUsIjIiIiEjmU8IiIiHiUxvCIiIiIBImZdTKzHyosOWY2zsweNLNVZrbczN41s7oV9ploZuvMbLWZDT/QOdTgERER8SjnC95SaR3OrXbO9XbO9Qb6AvnAu8BsoLtzriewBpgIYGZdgZFAN+AE4Gkzi67sHGrwiIiISDg5FljvnNvsnPvcOVfiX78AaO5/fBrwhnOu0Dm3EVgH9K/soGrwiIiIeFQwEx4zG2Vmiysso/ZT1kjg9X2svxT4j/9xM2BrhddS/Ov2S4OWRUREJOCcczOAGZVtY2Y1gFPxd11VWD8JKAFe/XXVvk5R2bHDtsHTOS451CVEvNaleaEuIeLtKqgZ6hI8oV/drFCXEPEu37wy1CV4wkPBPqHbV7shpE4EljrnMn5dYWYXA6cAxzrnfm3UpAAtKuzXHEir7MDq0hIREZFwcT4VurPM7ATgZuBU51x+he0+AEaaWZyZtQE6AN9XduCwTXhEREQksMLpOjxmlgAMA66ssPpJIA6YbWYAC5xzVznnfjazWcBKyrq6xjjnSis7vho8IiIiEnL+BKfBH9a1r2T7KcCUqh5fXVoiIiIS8ZTwiIiIeJTzhd2g5YBRwiMiIiIRTwmPiIiIR4XToOVAU8IjIiIiEU8Jj4iIiEe58LvwYMAo4REREZGIp4RHRETEozSGR0RERCSCKOERERHxKF2HR0RERCSCKOERERHxKOdCXUHwKOERERGRiKeER0RExKM0hkdEREQkglQp4TGzVkAH59wXZhYPxDjn9gS2NBEREQkkJTwVmNkVwNvAM/5VzYH3AlmUiIiIyMFUlS6tMcBgIAfAObcWSA5kUSIiIiIHU1W6tAqdc0VmZbGXmcUAHprIJiIiEpk0Lf33vjKzW4F4MxsGvAV8GNiyRERERA6eqiQ8twCXASuAK4FPgH8FsigREREJPC8NWj5gg8c55wOe9S8iIiIi1c5+GzxmtoJKxuo453oGpCIREREJCueU8ACcErQqRERERAJovw0e59zmYBYiIiIiweV8oa4geCrr0vrGOTfEzPbw+64tA5xzLing1YmIiIgcBJUlPEP8/9YOXjkiIiISLD4PjeGpyq0lXq7KOhEREZFwVZXr8HSr+MR/peW+gSlHREREgsVLs7T2m/CY2UT/+J2eZpbjX/YAGcD7QatQRERE5H9U2Rie+4H7zex+59zEINYkIiIiQaArLVfgnJtoZs2AVhW3d859HcjCRERERA6WAzZ4zGwqMBJYCZT6VztADR4REZFqzEt3S6/KoOUzgE7OucJAFyMiIiISCAeclg5sAGIDXYiIiIhIoFQl4ckHfjCzL4HylMc5d23AqhIREZGA06Dl3/vAv4iIiIhUS1WZpfViMAoRERGR4PLSrSUqu3noLOfcuWa2gt/fPBQA51zPgFYmIiIicpBUlvBc5//3lGAUIiIiIsG0d/4GAAAgAElEQVTlpVtLVHal5XT/v5uDV46IiIjIwVeVCw/u4bcurRqUTVHPc84lBbIwERERCSxdeLAC51ztis/N7HSgf8AqEhERETnIqjIt/Xecc++Z2S2BKEZERESCR7O0KjCzMys8jQL6sY9ZWyIiIiLhqioJz4gKj0uATcBpAalGREREgkaztCpwzl0SjEKqg4SkWlz5wBhadGwJOKbf+CS9jujDsecPIycrB4DXH3yFH+YuoV2vDoy6fzQAZvDWY2+w6LOFIaw+/MW1bUq76Tf+9rzlIaQ+9DpZ/55Lu6cnUKNFMkVbt7P+6gcpzc6j/hlH0Hh0WQDpy9vL5on/pOCXTSGqvnqJTkqg4yNXU6tTC3CO1eOn4ysopMO0UUTXqsnerdtZNfoJSnMLSD5zCM1H//Y3Tq2uLVk67Gbyft4UujcQ5mLbNKPpIxN/e96iCVlPvEz2+1/Q9JGJxDY7hOLUDNLG348vJ5eopEQaTxlPjZZN8BUWsW3SoxSt1QTZA6lTJ4np0x+ga9eOOAdXXXUjzZo1ZtKk8XTu3J6hQ09l6dIVAIwceTrjxo0q37dHjy4MHHgyy5evDFX5EmTmKhmibWanATcBXfyrFgN3O+e+MbM6zrnsQBV2XqvTw67bbPTD17Jq0UrmvPEF0bExxMXHcdKlI9ibX8BHM97/3bY1atagpLgEX6mPusn1mPafR7mq/6X4Sn0hqv7PbiwNdQWViIqi1+Ln+GXETST//SRKdu9h21Pv0HjMmUTXSST1vpeo1bcTe9elUJqdR9LRh9L0+pGsGnFTqCv/nfyS8LzvbqcnxpC94Be2vTYHi40hKr4GPWdNZsNdL5M9fyWHnH80NVsks3nam7/bL6FzS7q9eBOLBowNUeX7dkjd3FCXsH9RUbT76mU2nzeeehecQmn2HnY++xb1rziHqKTa7Hj4eRrdeBm+/AKynnqNGm2ak3z7GFIumXjgYwdR783h1zB49tmH+fbbRbzwwhvExsaSkBBP48bJ+Hw+nnzyPiZOnFLe4KmoW7dOvPXWv+jadWgIqq5cQcHmoEYuS1ucFrTftYdufT+kcdJ+75ZuZqOByf6ltX+ZCkwzs/OAr4NQX9iIT4yny4BuzHnjCwBKi0vIz8nb7/ZFe4vKGzexcbGemvp3MCQN6Unh5m0UpWZS9/j+ZL01F4Cst+ZSb/gAAPKWrKY0u+y/Qd7S1dRo0iBk9VYn0Ynx1Dm8K9temwOAKy6hNCef+HZNyZ5f9ktt91fLaXjK4X/aN/mMwWS++21Q663uEgb2pnhrOiVp20k8diDZ75V9h2S/9wW1jxsIQI12Lcmf/yMARRtTiG12CNEN6oas5uqgdu1EhgwZwAsvvAFAcXEx2dk5rF69jrVrN1S677nnnsqsWbpFpNdU1qV1DTDYObezwro5ZjYCSAGur+zAZtYZaAYsdM7lVlh/gnPu0/+h5pBIbtmYnKxsrn7oWlp1bc3GFet54c5/ATD8opM54syj2bBiHS/fM5M8f0Oofe8OXPXgNTRq1ognxz8WVulOuKt/6hCy3v8vADEN61K8fRcAxdt3EdOgzp+2bzjyOLLnLg1qjdVVzVaHUJSVQ8fHx5DYtRV7lm9g/eSZ5K3aSoPh/cj6bDENRwwkrumfG5CNThvEz3+fFoKqq6+kk44k5+OvAIhuUJfSzLLPcmnmLqLrl32WC1dvIPH4QRQs/ZmaPToS2zSZmMYNKc3aHbK6w12bNi3ZsSOLGTMeokePrixbtoIJE+4kP7/ggPueffYIzjnn8iBUGf68NEtrvwkPwB8aO7+uywI2O+em728/M7sWeJ+yRtNP/q6xX933f6w1pKKjo2jTvR2zX/kPt5x0PXvz93La6LOY/cp/uPaIq7j5xPHs2r6LCyf/NuRp3Q9rmTDsWm499UZOH30WsXHh2b0Rbiw2hjrH92fXR1VLEmoP6k7DkceRMuWlAFcWGSwmito92pD+wmcsHXYTvvxCWow9nTXjn6bpJSfQ57MHiE6siSsq+d1+tfu0x1dQRP6qrSGqvBqKjaHWMQPY8+l/K91s54y3iE5KpNW7T1L3/53K3l/WQ0k49zmHXkxMNL17d+fZZ19h4MCTyM/PZ8KE0Qfc77DDepOfX8DKlWuCUKWEk8oaPDlm1uuPK/3rDjR25wqgr3PudOAoYLKZ/Xpvrv02J81slJktNrPF63M3HeAUwZW1LYus9CzW/bAWgIWfzKdN97Zk78jG+Xw455jz+mza9+rwp31T16VQWFDoH+wsB1Ln6EPJX7GBkh1lH7OSHbuJTa4HQGxyPUqyfvv4xXdpRatpY1l36f2U7t4Tknqrm8K0nRSmZ7Fn2ToAMj+aT2LPthSsS2PFyHtZNvxmMt/9loLNGb/br9Hpg9n+7jehKLnaShzaj8KV68uTmtKs3UQ3KvssRzeqR+nOss+yLy+fbbc+yuYzxrLt5oeIqV+H4pSM/R5XIDV1G6mp6Sxa9AMA7777Cb17dz/gfuecM0LdWRU4Z0FbQq2yBs8NwAdmdqeZjTCzU8zsLsqSmxsOcNzoX7uxnHObKGv0nGhmj1BJg8c5N8M51885169dYuu/8DYCLztzN1npO2jStikA3Qf3JGXtVur6fxEDHDZ8AFtXbwGgUYtkoqLLfrwNmzWiSdtmZKZsD37h1VD904ay8/3fhojtnv09Dc45GoAG5xzN7s+/B6BG04a0e/YWNl73KIUb00JSa3VUnLmbwtQs4tuVfZbrDe1B/poUYhv67xZjRsvxZ5H+0ue/7WRGoxEDyXxP43f+itonH0XOx/PKn+fOWUCd048DoM7px5H75XwAomrXgtiyEQZ1zjmB/EUr8OXlB73e6iQjI5OUlHQ6dGgLwFFHDWbVqrWV7mNmnHnmybz1lho8XlTZzUO/MbP+wBjg75Q1VH4GDnfObTvAcbeZWW/n3A/+Y+Wa2SnA80CPg1J5CMy841muefx6YmJj2L4lg+kTnuDvd11B665tcM6RmbKdZ28t6+nr3K8rp40+k9LiUpzz8dxtz7BnlxKIA4mqWYOkI3qx+ZbfekzTn3yHdv+8kYYjj6ModQfrryobQ9Jk/HnE1K1Nq/uuAsCVlPLLyRNCUnd1s27S83R++losNoa9mzNYM+5pks85kqaXDAdgxyffk/H63PLt6wzsQmF6Fnu3qNFeVVYzjlqD+5BxxxPl67KenUXTR2+lzlnDKU7PJG3cFABqtGtBk6kTcD4fReu2sO22x0JVdrVy/fV3MHPm49SoEcumTVsYNWoCp546nEceuYuGDevzzjszWb58JaeeehEAQ4YMIDU1nU2b1C3rRZVOS/8/H9SsOVCyr4aRmQ12zh3wz8RwnJYeacJ6WnqECNdp6ZEmrKelR4hwnJYeiYI9LX1h0zOD9rt2QNo7Ie3X+sv30qoK51xKJa8pExcREZGgCkiDR0RERMKfl7pSKp2WLiIiIhIJ9pvwmNmHVNL4c86dGpCKREREJCi8dOHByrq0HgpaFSIiIiIBVNm09K+CWYiIiIgEVzhcEDBYDjho2cw6APcDXYGav653zrUNYF0iIiIiB01VZmnNBO4AHgWOBi6hkqsli4iISPXgpVtaV2WWVrxz7kvKLlK42Tl3J3BMYMsSEREROXiqkvDsNbMoYK2ZjQVSgeTAliUiIiKB5jzUYVOVhGcckABcC/QFLgQuDmRRIiIiIgfTARMe59wi/8NcysbviIiISATweehSy1WZpTWXfVyA0DmncTwiIiJSLVRlDM+ECo9rAmcBJYEpR0RERILF56ExPFXp0lryh1XfmpkuSigiIiLVRlW6tOpXeBpF2cDlxgGrSEREROQgq0qX1hLKxvAYZV1ZG4HLAlmUiIiIBJ6XpqVXpcHTxTm3t+IKM4sLUD0iIiIiB11VrsPz3T7WzT/YhYiIiEhw+YK4hNp+Ex4zaww0A+LNrA+/3T8ribILEYqIiIhUC5V1aQ0H/g40Bx7mtwZPDnBrYMsSERGRQNMYHsA59yLwopmd5Zz7dxBrEhERETmoqjKGp6+Z1f31iZnVM7N7A1iTiIiIBIGXxvBUpcFzonNu969PnHO7gJMCV5KIiIjIwVWVaenRZhbnnCsEMLN4QNPSRUREqrlwSF6CpSoNnleAL81sJmUXILwUeCmgVYmIiIgcRFW5l9Y0M1sOHEfZTK17nHOfBbwyERERCSjN0voD59ynwKcAZjbYzJ5yzo0JaGUiIiIiB0lVBi1jZr3N7AEz2wTcC6wKaFUiIiIScD4L3nIgZlbXzN42s1Vm9ouZDTSzXmY238xWmNmHZpZUYfuJZrbOzFab2fADHb+yKy13BEYC5wNZwJuAOeeOrsLPUEREROSveBz41Dl3tpnVoOyuDrOBCc65r8zsUuBGYLKZdaWsjdINaAp8YWYdnXOl+zt4ZQnPKuBYYIRzbohz7h/Afg8kIiIi1YsPC9pSGX9ycwTwHIBzrsh/SZxOwNf+zWYDZ/kfnwa84ZwrdM5tBNYB/Ss7R2UNnrOAbcBcM3vWzI4FD41uEhERkYPGzEaZ2eIKy6gKL7cFMoGZZrbMzP5lZrWAn4BT/ducA7TwP24GbK2wf4p/3X7tt8HjnHvXOXce0BmYB4wHDjGz6WZ2fNXfooiIiHidc26Gc65fhWVGhZdjgEOB6c65PkAecAtll8IZY2ZLgNpAkX/7fQUwrrLzH3DQsnMuzzn3qnPuFMpuJPqDvwgRERGpxlwQlwNIAVKccwv9z98GDnXOrXLOHe+c6wu8DqyvsH2LCvs3B9IqO0GVZmn9yjm30zn3jHPumL+yn4iIiMj+OOe2AVvNrJN/1bHASjNLBjCzKOA24J/+1z8ARppZnJm1AToA31d2jipdh0dEREQiT5jdWuIa4FX/DK0NwCXARWb263X/3gFmAjjnfjazWcBKoAQYU9kMLVCDR0RERMKAc+4HoN8fVj/uX/a1/RRgSlWPrwaPiIiIR/nMO5Ov/9IYHhEREZHqSAmPiIiIR1Vh9lTEUMIjIiIiEU8Jj4iIiEeF2SytgFLCIyIiIhFPCY+IiIhH+bwzSUsJj4iIiEQ+JTwiIiIe5dvnPTgjkxIeERERiXhKeERERDxK1+ERERERiSBq8IiIiEjEC9surV8KM0JdQsRbENsu1CVEvIvP3R3qEjxhzqx6oS4h4h1aX98XkUjT0kVEREQiSNgmPCIiIhJYurWEiIiISARRwiMiIuJRmpYuIiIiEkGU8IiIiHiUZmmJiIiIRBAlPCIiIh6lWVoiIiIiEUQJj4iIiEcp4RERERGJIEp4REREPMpplpaIiIhI5FDCIyIi4lEawyMiIiISQdTgERERkYinLi0RERGPUpeWiIiISARRwiMiIuJRLtQFBJESHhEREYl4SnhEREQ8yqcLD4qIiIhEDiU8IiIiHqVZWiIiIiIRRAmPiIiIRynhEREREYkgSnhEREQ8StfhEREREYkgSnhEREQ8StfhEREREYkgSnhEREQ8SrO0RERERCKIGjwiIiIS8dSlJSIi4lGali4iIiISQZTwiIiIeJTPQxmPEh4RERGJeEp4REREPErT0kVEREQiiBIeERERj/LOCB4lPCIiIuIBSnhEREQ8SmN4RERERCKIEh4RERGP8lmoKwgeJTwiIiIS8ZTwiIiIeJSutCwiIiISQZTwiIiIeJR38h0lPCIiIuIBSnj+gtpJidz5yETad2qHc47bx09h6LGDOPqEofh8Pnbu2MXk6+4lM2NH+T7denfhlY+f5aYrJzP7o7khrL56qJGUwDHTLqdBp+Y455gz4Vl6XX4Cdds2ASAuKYHCnHzePGESUTHRHDPtchr1aI1FR7H639+w5KkPQ/wOwp8lNyP+7zeXP49q2JjCT17BEpKI6TEAnMPl7mbvK4/hcnYCEN2+B3FnXgHR0bi8HAqemBiq8quNmKQE+jxyBbU7tQDnWDZ+BqUFhfSadhkxteLI37qDJaOfoiS3AIAO15xKywuOglIfy297icx5y0P7BqqBxKRa3PLQBNp2aoNzjvtueJCfl6wE4Pwrz2Xs7VdxUvfTyd6VA8C4u8cy8JgB7C3Yy5Tx01jz09pQli9BpgbPX3DzveP5ds4Cbrh8EjGxMcTH12T96g08NW0GABdcdg5XXn8p9948DYCoqCjG3zaa7+YtDGXZ1coRd17IlnnL+fSqJ4iKjSYmPo7PRj9Z/vrgyRdQlJMPQPtT+hMVF8PrwyYSU7MGF8x5gDXvz2dPyo79HV4Atz2V/GnXlj2xKGrd8yIlP87HFeRS9MkrAMQeMYIaJ5xP4aynIL4WcedeTcH0O3C7MrHEOiGsvvroce9FZMz5kUWXP47FRhMdH8egWRP5+a5XyZq/ipbnH0n70aewatpb1O7YjGanD2TukTdRs3E9Bs26lS8GXQ8+L3U4/HXj7h7LwrmLuG3UXcTExlAzPg6A5KaNOOyIvmxLySjfduAxA2jephnnDbmQbod2YcL94xg1YkyoSg8buvDgQWBm/c3sMP/jrmZ2vZmdFKjzBVqtxAT6Ht6bd14rSxBKikvYk5NLXm5++TbxCfFU7BG94LJzmP3xPHbu2BXscqul2MR4mg7oxMo35gHgKy4tb9z8qv0pA1jz/nwAnIPY+DgsOoqYmjXwFZdQ5P9rWaomulMv3I503K5M2Pvbz87iavLrZzm275GU/Phd2TaAy80ORanVSkxiPA0O78yW1+YB4IpLKcnJJ7FdE7LmrwJg+1craHrKYQA0Ht6X1Pfm4ysqIX9LJnkbM6jXp32Iqq8eEhIT6DWgJx++/glQ9p2cm5MHwLV3jubpKc/g3G/fx0OGD+LTt2cD8PPSX6hdJ5EGyfWDX7iETEASHjO7AzgRiDGz2cAAYB5wi5n1cc5NCcR5A6l5q2bszNrNPY/fRseuHfhl+SoemPwoBfl7ueaWKxlxzonk7snlsrPGApDcuBHHnHQkl581lu69u4S4+uqhTstGFOzcw7GPjKJhl5ZsX7GJ/97xMiUFhQA0HdCJgh3ZZG8q+6tt/cff0+b4Q7l0yZPExNfgm7tepXB3XijfQrUTe+gRFC/5uvx5jZMvJLb/MbiCfAqeLOu2ikpuBtHRxF9zP1YznqJ5H1CyaE6oSq4WElolU5S1hz6PX0lS11ZkL9/IiskvsWdVCo2H92XbZ0toNuJw4ps2AKBmk/rsWvJb90pBehY1m9QLVfnVQrNWTdidlc2kR2+ifdd2rF6+hsduf4p+Qw4lM30H61Zu+N32jRo3ZHva9vLn29MzadS4IVnbdwa79LCiaen/u7OBwcARwBjgdOfc3cBw4LwAnTOgomOi6dKjI7NeeIfzhl1MQX4Bl469CIB/TH2G4/uezsf//pzzLz0bgJvuGcdj9zyFz+elwPB/ExUTTaPurfnppS9588TbKMkvpO+YEeWvdzhtYHm6A5Dcuy2u1MfMftfw0qDr6T3qJJJaNgpF6dVTdAzR3ftT8sM35auKPn6ZvDsuoWTJPGKHnlK2Miqa6BbtKXjmTgqevp244SOxRk1DVHT1EBUTRZ0erdn0whd8NexWSvIL6TD2VJaNn0GbS4Zx5GdTiEmsia+oBADb19VunXd+Ef1fREdH07FHB9596QMuGX4lBfl7ueyGi7no2r/xr4de+NP2to8fstPP2FMC1eApcc6VOufygfXOuRwA51wBlXQZmtkoM1tsZot35mfsb7OQyEjbTkZ6JiuWlQ2Im/3RXLr07Pi7bT5593OOO/koALr16swDz9zDfxa9w7BTjmbS1AkcfcIRwS67WslN30lu+k4yflgPwLpPvqdR99YAWHQU7U44jLUf/DYequPpg9gybzm+klIKsnJIX7yG5J5tQ1F6tRTTtS++lPW4Pbv/9Frx4nnE9BoMgNu9g5JflkJRIS4vh5L1PxHdrE2wy61WCtJ2sjd9J7uWlX2W0z5aSJ2ercldl8b8kVP5avgkUt79jrzN28u3/zXtAYhv0oC92/7830V+sz09k8z0TFYuK+sinPfx13Ts0YGmLRvz4uxneXvBazRq0ojnP3uG+o3qsT09k+SmyeX7JzdpxI6MrFCVHzZcEJdQC1SDp8jMEvyP+/660szqUEmDxzk3wznXzznXr37CIQEq7f8mK3MnGakZtG7XEoABQ/uxYc0mWrZpXr7NUcOHsHHdZgBO7H8WJx52JicediazP5rLlFseYu6nX+/z2FImPzOb3PSd5TOyWgzuxs61qWWPh3Zn1/o08rb9Fj/npmbRfHA3AGLi42jcpz271qUFv/BqKubQI3/XnVUxtYnpMQDf9hQASlYsILptN4iKgtg4olt1wpeREvR6q5PCzGwKUrNIbFf2WW40tDt71qRSo2FS2QZmdBp/Bpte+gKAbZ8vodnpA4mqEUNCy0bUatuYXcvWhar8amFn5i62p22nZbsWAPQdcihrVqzllF5ncfbhF3D24ReQmZ7JpcOvZGfmLr75/DtOOHsYAN0O7UJuTp7nu7O8JlCztI5wzhUCOOcqNnBigYsDdM6Au3/SI9z/9J3ExsaSsjmVyeOmcNfDE2ndviU+nyM9ZRv33DQt1GVWa19PfpHj/3E1UbEx5GzZzpc3lM2A63Dq4b/rzgJY8eJsjn14FOd/MRUz45dZX5O1amsoyq5+YuOI6dybvW/+NgMubsTFRCU3B+fD7cpk75tPAeDLSKHklyUk3PIk+BzFCz7Dl745VJVXG8snvUjfp8dgsTHkb97OsnHP0OKcobS5pOyXbvoni9jy+lcA7FmdStoHCzjm6wdxJaUsnzhTM7Sq4NHJ/+COf9xKTGwMaVvSue/6/X//zv9yIQOPGcCsb19hb8HeSrf1Ei8NurBw7cPs2XhgeBYWQUbFtgt1CRHv4jPULREMc2YlhbqEiDcteluoS/CEb1PnBPX+5RNanx+037UPbXo9pPdm13V4REREPEqztEREREQiiBIeERERj/JOvqOER0RERDxACY+IiIhHeWmWlhIeERERiXhKeERERDzKeWgUjxIeERERiXhq8IiIiEjEU5eWiIiIR2nQsoiIiEgEUYNHRETEo3y4oC0HYmZ1zextM1tlZr+Y2UD/+mvMbLWZ/Wxm0ypsP9HM1vlfG36g46tLS0RERMLB48CnzrmzzawGkGBmRwOnAT2dc4VmlgxgZl2BkUA3oCnwhZl1dM6V7u/gSnhEREQ8ygVxqYyZJQFHAM8BOOeKnHO7gauBqc65Qv/67f5dTgPecM4VOuc2AuuA/pWdQw0eERERCTgzG2Vmiyssoyq83BbIBGaa2TIz+5eZ1QI6AkPNbKGZfWVmh/m3bwZsrbB/in/dfqlLS0RExKOqMrbmYHHOzQBm7OflGOBQ4Brn3EIzexy4xb++HnA4cBgwy8zaAravU1R2fiU8IiIiEmopQIpzbqH/+duUNYBSgHdcme8pm0nf0L++RYX9mwNplZ1ADR4RERGP8gVxqYxzbhuw1cw6+VcdC6wE3gOOATCzjkANYAfwATDSzOLMrA3QAfi+snOoS0tERETCwTXAq/4ZWhuAS4A84Hkz+wkoAi52zjngZzObRVmj6P+3d99hVpZn4se/t8OgVBsoCihgoYgRFVECxN5AickGUzRuYvwRGyouGl00liyW2E12XUWjcXVFXTRL1CwaFVf9iUoAUUFjQ0WkK8Whzjz7xzmMozIo4syZed/vh+tc1ylvuc8LnHOf+2lrgNPWN0ILTHgkScqthrR4aEppKtB7HS8dX8v2o4BRX/X4NmlJkqTMs8IjSVJOuZaWJElShljhkSQppxpSH566ZoVHkiRlngmPJEnKPJu0JEnKKTstS5IkZYgVHkmScqoq2WlZkiQpM6zwSJKUU/mp71jhkSRJOWCFR5KknKrKUY3HCo8kSco8KzySJOWUS0tIkiRliBUeSZJyypmWJUmSMsQKjyRJOeUoLUmSpAyxwiNJUk45SkuSJClDTHgkSVLm2aQlSVJOOSxdkiQpQ6zwSJKUUynZaVmSJCkzrPBIkpRTTjwoSZKUIVZ4JEnKqTyN0mqwCc+PN92p1CFk3jnzni51CJl3073tSh1CLhzZrFWpQ8i8CZNuLXUI0kZpsAmPJEmqWy4tIUmSlCFWeCRJyilHaUmSJGWIFR5JknLKmZYlSZIyxAqPJEk5lad5eKzwSJKkzLPCI0lSTjkPjyRJUoaY8EiSpMyzSUuSpJxy4kFJkqQMscIjSVJOOfGgJElShljhkSQpp+zDI0mSlCFWeCRJyiknHpQkScoQKzySJOVUlaO0JEmSssMKjyRJOZWf+o4VHkmSlANWeCRJyinn4ZEkScoQKzySJOWUFR5JkqQMMeGRJEmZZ5OWJEk5lZx4UJIkKTus8EiSlFN2WpYkScoQKzySJOVUssIjSZKUHVZ4JEnKKUdpSZIkZYgVHkmScspRWpIkSRlihUeSpJyyD48kSVKGWOGRJCmn7MMjSZKUIVZ4JEnKKWdaliRJyhATHkmSlHk2aUmSlFNVDkuXJEnKDis8kiTllJ2WJUmSMsQKzwbYtHVzBl55Em137UAi8cg5o+l94hFs3WW76tdXLqngDwNHst0eXTjy8l8Udgx45voH+fv4SSWMvnHYfPPW3HTTlfTosSspwcknn0P79u0YOXI43brtzIABg5k8+WUAfvSjYzjrrKHV++6+e3f69h3EtGnTSxV+o9GqdUsuvXYkO3frQkqJC4f/C985uB8HHjGAVJVYuOAjRp5xKfPnLuDAI77DsF8NJVUl1qyp5MoLr2PyCy+V+i00eJu1bs6xVwylXdcOpAT3nXsz705+g37/eDj9TjiMqsoqZjwxhYev+E+27NCGc/96DfPeng3Ae1PeZOzI20r8Dhq2d96dxYhfX179eNbsDzn9pJ+yz1578JurfkfF8hVsv902XHnRubRs0QKA0XfeywMPjadsk004f/gp9Nt371KF32DkqQ9PNNR1NCyvolcAABFQSURBVC7f8fgGF9hR1/yS9198nZfGTGCT8jLKm23KyiUV1a8fdMFPWLmkgmdv/BNNNmtK5eo1pMoqWmyzBb/4yyh+12cYqbKqhO/gsy6d93SpQ/iC0aOv4dlnX+SOO8ZQXl5O8+bNaNduG6qqqvj97y/j/PNHVSc8Ne22W1fuv/9WevQYUIKoa9eldbtSh7BOl934a/72/FTG3j2O8vImbNZsM6qqEp8s+wSA4046lp127cyl515J8+bNqKhYDsCuPXbmmltGcXT/H5Yy/C84slmXUofwBT+65hTefuE1Xrj3ScqKnxftd+vEwacdw20n/pbKVWtouXVrli1cwpYd2vCL287l6sPPLXXYtbp80qhSh1CryspKDjrmp9wz+jqGjxzFiNNPYp89v8UDD43ng9lzGTb0BN56513OufhKxoy+nnkLFnHSmefz8JhbKSsrK3X4n1HepkvU5/m6b9On3r5rZ8x7oV7f2+fVW5NWRNxZX+eqC01bNqPjvl15acwEAKpWV34m2QHoPmhfpo97DoA1K1ZVJzdNNi0nR82kX1urVi3p339f7rhjDACrV69m8eIlvP76m7zxxtvr3ffYYwdz333j6iPMRq9Fyxbs3XdPxt5duF6rV69h6ZJl1ckOQLPmzaoXFVyb7BSe3yxXiw1+XZu2bEaXPt144d4nAahcXcmKJRV8+7hDefKmcVSuWgPAsoVLShlmZkycNJWO7bdj+3bbMvO9WfTutTsAfffZi8eeegaAJ56eyJEH70/Tpk3psH07duiwPS/P+Hspw24QUj3+KbU6adKKiM9/8wRwYERsAZBSGlwX561LW+zQloqFSxl09VC26bEDc16eyV8v/g9WL18JQMc+XflkwWI+mjm3ep/te+3EwKv+H5u3b8Ofh/97g6ruNESdO+/AggULueWWq9l99x5MmfIyI0Zc/Jkv3Nr84AdHM2TISfUQZePXccft+WjhR4y64UK67rYLr057jSsuuJblFSs44/yTGTxkIMuWLuPn3z+1ep+Dj9yfs0aeytZttuSU488uYfSNw9Y7bMOyhUv44dUns333HZn18tv89yV30qZLOzr36caR5/yQ1StX89Cou3h/WiGZ36pjW4Y/fDkrli3nf66+l3defL3E76Lx+MvjTzHwkP0B2LlLJ558ZiIHDejLo08+zZy5CwCYN38h3+rZrXqfbbdpw7z5C0oSr9atmCPcCvSkUCY4ERgIfBeoAuYBP0spzY6IAG4ovl5RfH7y+o5fVxWeDsAS4FrgmuJtaY376xQRQyNiUkRMemHZG3UU2tezSVkZ7Xp2Yspdj3P7wAtYXbGSvqceXf16j8F9q6s7a82e+ha3Hnoedwz+NX1PPZqyTcvrO+xGpUmTMnr16sno0XfRt+9AKioqGDHi1C/db599elFRsZzp0/219lWUNSmj++5dGfPHB/jBISewvGIFJw37RwBuvPzfOWSvwTw0djw/OXFI9T6P/+Upju7/Q4b97FyG/eqXpQq90dikrIz2PTvz3F2Pcd2g81m1fCUHnjKYsrIymrVuwY3HXMhDl93NT//1TACWzPuYf/n2MK4bdD7jfvMfHHfDMDZt2azE76JxWL16NROeeZ7DDio0Z//mn4dzz9g/c+yJw/ikYjnl5YXf9euqMAQlbWFpEKpSqrfbV3AD8D8ppW7AHsAM4KqU0rdSSr2Ah4BfF7c9EtileBsK3PRlB6+rhKc38DdgJLA4pTQBWJ5Seiql9FRtO6WUbkkp9U4p9e7Tcpc6Cu3rWTpnEUs+XMTsqW8B8NojL7Btz04ARNkmdD1iH2b8+fl17rvwzdmsXr6Strt2qK9wG6UPPpjDBx98yIsvTgXgwQcfoVevnl+635AhR9uctQHmzp7H3NnzeHnyqwA8+ucn6L57189s8/AD4zn0qAO/sO/fJk6lY6cObLHV5vUSa2O1eM5CFs9ZxHvFz4tpjzxPh56d+XjOIl4Z/wIA77/0FlVViRZbtaJy1RoqPl4GwAevvMPC9+bStvN2JYu/MXl64iS677oTbbbaEoAuO3Zk9PWXcd8ffsfAQ/anY/vCddy2bRvmzJ1fvd/ceQto23brksSsL4qI1sB3gNsAUkqrUkofp5Rqtvu24NMOIt8F7kwFE4EtImK9/2nqJOFJKVWllK4Dfg6MjIjf08hHhH0yfzFLP1zEVsURWZ367caCNz4AoHP/nix8azZL5yyq3n7zjm2JssLlbd1+a7bqsh2LZ83/4oFVbe7c+cya9SG77FLogHrAAf147bX1V/oigu9/fxD332/C81UtmL+IObPn0WmnHQDYb0Bv3vr7O+zQuWP1NgcePoB33ngXgB06fZqod9+9K+XlTfh40eL6DbqRWTp/MR/PXkjb4ufFLv16MveNWbz66CR27rsbAG06t6NJeRM+WbSUFlu1IjYpVBu26rgNbTq1Y+F7c2s9vj71yGMTGHjoAdWPF370MQBVVVXc/McxHHvMQAAO7L8ff3n8KVatWsWs2XN4b9Zsdu++aylCblAaUB+eLsB84PaImBIRt0ZEC4CIGBUR7wPH8WmFpz3wfo39ZxWfq1WdJiEppVnAkIgYRKGJq1F79KI/MviGUygrb8LH783j4RG3AND96P2+0JzVsfeu7Hfq0VStriSlxPgL7mD5R8tKEXajcvbZF3H77TfQtGk5M2e+x9ChIxg8+HCuvfYS2rTZigceuJ1p06YzePAJAPTvvy8ffPAhM2e+/yVHVk2X/fPVXPlvl1LetAmz3p3NBWf+hkuvHUmnnXegqqqKD2fN4ZJzrgTg0KMOZPCQgaxZs4YVK1YyYugFJY6+cfjTxXfwk+tPp6y8CYven8u9I25m1fIVHPvbkxkx/resWb2GMf9UqMJ36dOdw88eQlVlJVWVVYwdeRvLF3/yJWfQ8hUreO7FKVx07hnVzz3y2ATGPPAQAIfs/22+N+gwAHbusiOHHzSAwcf9kiZlZYw8+9QGN0Ir6yJiKIXmp7VuSSndUrzfBNgLGJZSej4ibgDOAy5MKY2kUDw5HzgduAjW2R653qzKYek51hCHpWdNQx2WnjUNcVh61jTkYelZUt/D0ndqs1e9fde+tWByre8tItoBE1NKnYqPBwDnpZQG1dhmR+DhlFLPiLgZmJBSuqf42uvAASmlD2s7hzMtS5KkkkopzQHej4i1HQoPBqZHRM0OvYOB14r3xwEnRMF+FPoL15rsQCPvVyNJkr6+hjA/Tg3DgLsjoinwNoV+wLcWk6Aq4F3g5OK2j1AYkv4mhWHpP/+yg5vwSJKkkkspTaUwyrumf6hl2wSctiHHt0lLkiRlnhUeSZJyKqX8rABghUeSJGWeFR5JknKqqmF1Wq5TVngkSVLmWeGRJCmnGurkw3XBCo8kSco8KzySJOWUfXgkSZIyxAqPJEk5ZR8eSZKkDLHCI0lSTlVZ4ZEkScoOKzySJOVUcpSWJElSdljhkSQppxylJUmSlCEmPJIkKfNs0pIkKadcWkKSJClDrPBIkpRTdlqWJEnKECs8kiTllEtLSJIkZYgVHkmScso+PJIkSRlihUeSpJxyHh5JkqQMscIjSVJO2YdHkiQpQ6zwSJKUU87DI0mSlCFWeCRJyqnkKC1JkqTsMOGRJEmZZ5OWJEk5ZadlSZKkDLHCI0lSTjnxoCRJUoZY4ZEkKaccli5JkpQhVngkScop+/BIkiRliBUeSZJyygqPJElShljhkSQpp/JT37HCI0mSciDy1H5X1yJiaErpllLHkWVe47rnNa4fXue65zVWTVZ4vllDSx1ADniN657XuH54neue11jVTHgkSVLmmfBIkqTMM+H5ZtlWXPe8xnXPa1w/vM51z2usanZaliRJmWeFR5IkZZ4JzzcgIo6IiNcj4s2IOK/U8WRRRPwhIuZFxCuljiWrIqJjRDwZETMi4tWIOLPUMWVNRGwWES9ExEvFa3xJqWPKqogoi4gpEfFQqWNRw2DCs5Eiogz4V+BIoAfw44joUdqoMukO4IhSB5Fxa4B/Sil1B/YDTvPf8jduJXBQSmkPoBdwRETsV+KYsupMYEapg1DDYcKz8foAb6aU3k4prQLGAN8tcUyZk1L6X2BRqePIspTShymlycX7Syl8WbQvbVTZkgqWFR+WF292pPyGRUQHYBBwa6ljUcNhwrPx2gPv13g8C78k1MhFRCdgT+D50kaSPcWmlqnAPOCxlJLX+Jt3PXAuUFXqQNRwmPBsvFjHc/5iU6MVES2BscBZKaUlpY4na1JKlSmlXkAHoE9E9Cx1TFkSEUcB81JKfyt1LGpYTHg23iygY43HHYDZJYpF2igRUU4h2bk7pfRAqePJspTSx8AE7Jv2TesHDI6ImRS6GBwUEXeVNiQ1BCY8G+9FYJeI6BwRTYEfAeNKHJO0wSIigNuAGSmla0sdTxZFRNuI2KJ4vxlwCPBaaaPKlpTS+SmlDimlThQ+j59IKR1f4rDUAJjwbKSU0hrgdGA8hU6e96WUXi1tVNkTEfcAzwFdI2JWRPyi1DFlUD/gpxR+EU8t3gaWOqiM2Q54MiKmUfix9FhKyWHTUj1wpmVJkpR5VngkSVLmmfBIkqTMM+GRJEmZZ8IjSZIyz4RHkiRlngmPVA8iorI4zPuViLg/IppvxLEOWLsCdEQMjojz1rPtFhFx6tc4x8URMaKW14ZGxGvF26SIOOArHG+9cRa36RQRP6nxuHdE3Fi8/7OI+P0Gvg1JqmbCI9WP5SmlXimlnsAq4OSaL0bBBv9/TCmNSyldsZ5NtgA2OOGpTXHa/l8C/VNK3YChwF0Rsd71475CnACdgOqEJ6U0KaV0xkaGLEmACY9UCk8DOxcrGjMi4t+AyUDHiDgsIp6LiMnFSlBLgIg4olhReQb4/toD1ax8RMS2EfFgRLxUvH0buALYqVhduqq43TkR8WJETIuIS2oca2REvB4RfwW61hL7r4BzUkoLAIqrq98OnFY8xsyIaFO83zsiJqwjzjsi4saI+P8R8XZE/KB47CuAAcVYh9esZNVUnK14bPE9vBgR/Tb8r0BS3pjwSPUoIpoARwIvF5/qCtyZUtoT+AS4ADgkpbQXMAk4OyI2A0YDRwMDgHa1HP5G4KmU0h7AXsCrwHnAW8Xq0jkRcRiwC9AH6AXsHRHfiYi9KUzDvyeFhGqfWs6xG/D5RRknAT024DJAYcbh/sBRFBIdirE+XYz1uvXsewNwXUppH+AfgFs38NyScqhJqQOQcqJZREwt3n+awppV2wPvppQmFp/fj0Li8GxhWSuaUlhOoxvwTkrpDYDiQohD13GOg4AToLAiN7A4Irb83DaHFW9Tio9bUkiAWgEPppQqiufYkPXgYgO2XetPKaUqYHpEbLuB+x4C9CheI4DWEdEqpbT0a8QhKSdMeKT6sTyl1KvmE8Uv7E9qPkVhbaUff267XsA3tQZMAJenlG7+3DnO+ornmA7sDTxR47m11SiANXxaOd5sPcdZ+bmYNsQmQN+U0vIN3E9SjtmkJTUcE4F+EbEzQEQ0j4hdKaym3Tkidipu9+Na9n8cOKW4b1lEtAaWUqjerDUeOLFG36D2EbEN8L/A9yKiWUS0otB8ti6/Ba6MiK2L+/cCvgesTaBmUkiIoNDctCE+H2ttHqWwYC81YpCk9TLhkRqIlNJ84GfAPcXVtCcC3VJKKyg0YT1c7LT8bi2HOBM4MCJeptDPZreU0kIKTWSvRMRVKaVHgf8Enitu919Aq2Ln43uBqcBYCs1u64pxHIXmuGcj4k3gGeCYYuwAlwA3RMTTQOUGXoJpwJpih+vh69nuDKB3sdP1dD434k2S1sXV0iV9LcUO2LdT+OF0fPLDRFIDZsIjSZIyzyYtSZKUeSY8kiQp80x4JElS5pnwSJKkzDPhkSRJmWfCI0mSMs+ER5IkZd7/AYLAWct5QWvwAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.ridge.RidgeCV\n", "................................................................................\n", "21:06:16 Still training step 80 of 563\n", "................................................................................\n", "21:06:19 Still training step 160 of 563\n", "................................................................................\n", "21:06:22 Still training step 240 of 563\n", "................................................................................\n", "21:06:25 Still training step 320 of 563\n", "................................................................................\n", "21:06:29 Still training step 400 of 563\n", "................................................................................\n", "21:06:32 Still training step 480 of 563\n", "................................................................................\n", "21:06:36 Still training step 560 of 563\n", "...\n", "Mean return: 2.762%\n", "Monthly Sharpe ratio: 0.502\n", "OOS MSE across all predictions: 43.7969\n", "In-sample MSE: 34.7467\n", "Variance: 39.4097\n", "R-squared: -0.1113\n", "Avg rank correlation (Kendall's tau): 0.0249 (Expected: 0)\n", "5-quintile accuracy: 0.2159 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4657 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 223.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.linear_model.stochastic_gradient.SGDRegressor\n", "................................................................................\n", "21:06:38 Still training step 80 of 563\n", "................................................................................\n", "21:06:39 Still training step 160 of 563\n", "................................................................................\n", "21:06:40 Still training step 240 of 563\n", "................................................................................\n", "21:06:42 Still training step 320 of 563\n", "................................................................................\n", "21:06:43 Still training step 400 of 563\n", "................................................................................\n", "21:06:45 Still training step 480 of 563\n", "................................................................................\n", "21:06:47 Still training step 560 of 563\n", "...\n", "Mean return: -0.595%\n", "Monthly Sharpe ratio: -0.117\n", "OOS MSE across all predictions: 571404838492053356675072.0000\n", "In-sample MSE: 421680468477180838412288.0000\n", "Variance: 39.4097\n", "R-squared: -14499083507025928257536.0000\n", "Avg rank correlation (Kendall's tau): 0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2043 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4379 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: -22.200000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.neighbors.regression.KNeighborsRegressor\n", "................................................................................\n", "21:06:49 Still training step 80 of 563\n", "................................................................................\n", "21:06:51 Still training step 160 of 563\n", "................................................................................\n", "21:06:52 Still training step 240 of 563\n", "................................................................................\n", "21:06:54 Still training step 320 of 563\n", "................................................................................\n", "21:06:55 Still training step 400 of 563\n", "................................................................................\n", "21:06:57 Still training step 480 of 563\n", "................................................................................\n", "21:06:59 Still training step 560 of 563\n", "...\n", "Mean return: 2.146%\n", "Monthly Sharpe ratio: 0.425\n", "OOS MSE across all predictions: 43.9342\n", "In-sample MSE: 27.8144\n", "Variance: 39.4097\n", "R-squared: -0.1148\n", "Avg rank correlation (Kendall's tau): 0.0211 (Expected: 0)\n", "5-quintile accuracy: 0.2122 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4632 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 194.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.svm.classes.LinearSVR\n", "................................................................................\n", "21:07:21 Still training step 80 of 563\n", "................................................................................\n", "21:07:51 Still training step 160 of 563\n", "................................................................................\n", "21:08:32 Still training step 240 of 563\n", "................................................................................\n", "21:09:24 Still training step 320 of 563\n", "................................................................................\n", "21:10:28 Still training step 400 of 563\n", "................................................................................\n", "21:11:43 Still training step 480 of 563\n", "................................................................................\n", "21:13:13 Still training step 560 of 563\n", "...\n", "Mean return: 1.406%\n", "Monthly Sharpe ratio: 0.294\n", "OOS MSE across all predictions: 45.2418\n", "In-sample MSE: 36.4204\n", "Variance: 39.4097\n", "R-squared: -0.1480\n", "Avg rank correlation (Kendall's tau): 0.0177 (Expected: 0)\n", "5-quintile accuracy: 0.2123 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4543 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 118.800000\n" ] }, { "data": { "image/png": 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SJEmJYcIjSVK2cpaWJElScpjwSJKUrZylJUmSlBw2eCRJUuLZpSVJUrZyWrokSVJymPBIkpStnJYuSZKUHCY8kiRlKxMeSZKk5DDhkSQpW0VnaUmSJCWGCY8kSdnKMTySJEnJYcIjSVK2cqVlSZKk5DDhkSQpW0XH8EiSJCWGCY8kSdnKMTySJEnJYYNHkiQlnl1akiRlqejCg5IkSclhwiNJUrZy0LIkSVJymPBIkpStXHhQkiQpOUx4JEnKVo7hkSRJSg4THkmSspXr8EiSJCWHCY8kSdnKMTySJEnJYcIjSVK2ch0eSZKk5DDhkSQpWzmGR5IkKTls8EiSpMSzS0uSpCwVXXhQkiQpOUx4JEnKVg5aliRJSg4Tnu8gp2MR3S44hXaD+xMjLLrwGlKVVXQ790RyCguonTuP0nOuIK6oIKdzR7pfcwHtNxjG8sefo+yKmzJdfquXs25fik4e2/A4t0cvVv7pbqr/+SxFJ48lp3tPUqXzWPH7C4krlgNQcNjx5G+2FbGqkoqbr6Du88mZKr9NKepUxHFXnUC/of2IEW48/Xo23WEzdjlwV5YuWgrA+Kvu492XJ9CxS0fOvO1sBm88hJceeZFxF9yW4erbhvxOhWx+7ZF0Gt4HYuSdk8cx9MhRdBzUK/1850Jqllbw/M7nUNhnbXb759Usm1oCwKL3pvDemX/MZPltQodOhfzyitH0HNaHGOHPZ9zOjPcms+2hu7LtIbuQqkvx8Uvv848rHqSwSzGH3HoSfTcaxIS/vMqjY+/JdPmtQxYlPDZ4voO1zhjDytcnUHr6JZCXR05Be9a57UrKfj+OqncnUbz3rnQ+9P9Ycsu9xKoaltx8D+0GDyB/cP9Ml94mpObOYtnpR6Qf5OTQ+fa/UPP2v+iwz0HUfPgeVX9/kPb7HESHfQ5i5QPjyNt0S3J79aH8+F+RO2QEhUeezLJzxmT2JNqIIy4czXuvvMuVR19OXn4e7Qvas+kOm/H4nX/n7+Me/cq+1VXVPHDteNYbth79hq6XoYrbnk0uOZh5L3/AG0deT8jPJa+gPW8efWPD8xuN/RU15RUNj5fPmM/zO5+TiVLbrH3GHsonr37AfWOuIzc/l/yC9gzaegQb7PwDrh11JnXVtRR36wRAbVUNz1z7CL2G9aXn0D4ZrlyZYJfWGgpFhbTfbEOWP/p0ekNtLallK8hfrw9V704CYOWb71G4048AiJWVVE38iFhdnamS27S8kZuRmjeH1ML55P9wW6pfeQaA6leeIX+L7QBo98NtqXr1WQDqJv+XUFRM6LJWxmpuKwqKC9hgiw14/uHnAKitqWVF+YpV7l+1soqP3/kv1ZX+W15TecUFdN9qOJ8/+AoAsabuK40bgL57bsmsv7/e8sUlRPviAgZuMZy3//QyAHU1dVSWV7DNr3bm5Vsfp666FoDli8oBqF5ZxfQJn1JT5b/jr4iplrtlmAnPGsrv04vU4qWsffHp5A8dSPV/J1N21S1UT51OwY+3ZuUrb1C08/bk9eye6VITod22P6H63y8BEDqvRVxSBkBcUkbo1DW9fa3upBaVNhyTWlRKzlrdqavfV9+uZ7+eLC0r54RrT2LA+gOY+uEU7rhwHAC7H7oHO+77E6ZMmsIff3cnK5auuiGkVStarwdVi5bxw+uOovOIfiye9DkTz7+fupVVAKy91XAqFy5l+efzvzymX3d++tyl1C5fyX+ufISFb32aqfLbhG79erB8UTn7X3M0666/HrM/nMZjF93H2gN7MmCL4Yw6fX9qqmp48tLxzJo0LdPlqhVo8YQnhHBYS7/n9yI3l3bDh1D+5ycoOeAYYmUlnX+7P4vGXkun/fem14M3E4oKiDW1ma607cvLI3/zbal+45Umdwvh27ZmT3/0/6/cvFwGjRzEM/c/xcm7n0jlyir2HfN/PH3/Uxz9oyM5abcTWLygjN+ed0SmS22zcvJy6LJhf6be+wIv7HIudSurGH78ng3P99tna2Y9+kbD48oFS/jH5ifywi7nMvHC8Wx587HkFRdkovQ2Iyc3l94jB/DG+Of5w8/OpnplFTsesxe5ubkUdCrihn3O58nLHuDgm0/MdKmtWyq23C3DMtGlddGqngghjA4hTAghTHhw0eyWrGm16uaXUreglOr/fALAiuf/Sbv1h1AzfRbzjzmLkoOOZcXTL1M7e26GK2378jfZkrrPPyMuXQxAXFrW0FUVuqxFLE9vTy0qJafbl4laTrfupMoWtnzBbczCkoUsLFnIZxM/A+D1p/7NoJGDWLpwCalUihgjzz30LEM2GZrhStuuirllrCwpo+z9qQDMfvJtum7YH4CQm0Pv3X/IrMffbNg/VV1L9eL0QPwlk6azfMZ8Og7q2eJ1tyVL5y1i6bwyZk5Mf8aTnnqLPiMHsGReGf959m0AZn0wlVQqUrRWx0yWqlaiWRo8IYRJq7h9CKyzquNijONijJvHGDc/qFvrGlRWt2gxtfNKyVsvXVfBlptSM20GOV27pHcIgS5H/opljzyZwSqTod12O1H92osNj2smvE67H++Wfu7Hu1Hzzr8BqJ7wOu132BWA3CEjiBUrGrq+tGpLSpewsGQhvQf2BmCjbTdm1uSZdO3RtWGfrXbdmpmfzshUiW1eVelSKuYuorh+RlaP7Tag/LM56fvbj2TZlLmsLPny32q7bh0hJx1ZFvXrTscBPVk+Y0HLF96GLCtdypK5i+g+MP0ZD9l2JPMnz+aj5yYweOsNAFh7QE/y8vNYUbYsk6W2ajEVW+yWac01hmcdYFdg8de2B6DNjtIru/Jmul92NiE/j9o5JSy84BqK9tyZTvvvBUDFi6+x/LFnG/bv89T9hKJCQn4+hTtuw/xjzqJm2sxMld82tGtP3kY/YMW4axs2VT76IEWnjKX9T3YntXA+K35/IQC1771J3aZb0unGB6C6ihU3X5mhotueOy64jVNuOI28/DzmzZzHDaddx5EXHcWAEQMhRhbMXsAtZ3+5lMK4f99FYcdC8vLz2HLXrbjw1+cza/KsDJ5B6/f+ufex5c1jyMnPY8XMBbxz0u0A9Nt7a2b+/Y2v7Nt9q+FscPp+xNo6YirFu2f+kZoljp9anb9feA8HXXccufl5lM2az59Ou53qlZX88qqjOe3Zq6itqeXhU29t2P+c126gQ3EBufl5bLDL5txx8OXMnzIng2eglhRi/P5bXSGEu4C7Y4yvfctzD8YYD1rda0zfZOfMNwcTrvOQmkyXkHi/eas40yVkhV/XdM50CYn3VvvMz7LJBtdMf+hbRyc2l2Un7NFiv2s73vBki57b1zVLwhNjPLyJ51bb2JEkSfo+OS1dkqRs5dXSJUmSksMGjyRJSjy7tCRJylatYLp4SzHhkSRJiWfCI0lStjLhkSRJSg4THkmSslRzLD7cWpnwSJKkxDPhkSQpWzmGR5IkKTlMeCRJylYmPJIkSclhwiNJUpaKJjySJEnJYcIjSVK2MuGRJElKDhMeSZKyVSrTBbQcEx5JkpR4NngkSVLi2aUlSVKWclq6JElSgtjgkSQpW6Viy92aEEIYFkKY2OhWHkI4KYSwVgjh+RDC5PqfXev3DyGEG0IIU0IIk0IIm63uVG3wSJKkjIoxfhpj3CTGuAnwA6ACeBQ4C3gxxjgEeLH+McAoYEj9bTRw6+rewwaPJEnZKtWCtzW3EzA1xjgD2Bu4t377vcA+9ff3Bu6LaW8CXUIIvZp6URs8kiSpNTkAeKj+/joxxhKA+p896rf3BmY1OmZ2/bZVcpaWJElZqiVnaYUQRpPufvrCuBjjuK/t0w7YCzh7dS/3LduaPBkbPJIkqdnVN27GrWa3UcB7Mcb59Y/nhxB6xRhL6rusFtRvnw30bXRcH2BuUy9sl5YkSdmq9Y3hOZAvu7MAHgcOrb9/KPBYo+2H1M/W2gpY+kXX16qY8EiSpIwLIRQCOwNHNdp8BfDnEMLhwEzg/+q3PwXsDkwhPaPrsNW9vg0eSZKyVGtaaTnGWAF0+9q2RaRnbX193wgc+11e3y4tSZKUeCY8kiRlq++2Pk6bZsIjSZISz4RHkqQsFU14JEmSksMGjyRJSjy7tCRJylZ2aUmSJCWHCY8kSVnKQcuSJEkJYsIjSVK2MuGRJElKDhMeSZKylGN4JEmSEsSER5KkLGXCI0mSlCAmPJIkZSkTHkmSpARptQnPT2YvzHQJiXfPvMGZLiHx/vTUwZkuISssPOa6TJeQeCd8Oi/TJWSFa1r6DWNo6XfMGBMeSZKUeK024ZEkSc3LMTySJEkJYoNHkiQlnl1akiRlqZhy0LIkSVJimPBIkpSlHLQsSZKUICY8kiRlqejCg5IkSclhwiNJUpZyDI8kSVKCmPBIkpSlXIdHkiQpQUx4JEnKUjFmuoKWY8IjSZISz4RHkqQs5RgeSZKkBFmjhCeEsB4wJMb4QgihAMiLMS5r3tIkSVJzMuFpJIRwJPAX4Pb6TX2AvzdnUZIkSd+nNenSOhbYFigHiDFOBno0Z1GSJEnfpzXp0qqKMVaHkI69Qgh5QBZNZJMkKZmclv5Vr4YQzgEKQgg7A48ATzRvWZIkSd+fNUl4zgIOBz4EjgKeAu5szqIkSVLzy6ZBy6tt8MQYU8Ad9TdJkqQ2Z5UNnhDChzQxVifGuFGzVCRJklpEjCY8AHu0WBWSJEnNaJUNnhjjjJYsRJIktayYynQFLaepLq3XYozbhRCW8dWurQDEGGOnZq9OkiTpe9BUwrNd/c+OLVeOJElqKaksGsOzJpeWuH9NtkmSJLVWa7IOzwaNH9SvtPyD5ilHkiS1lGyapbXKhCeEcHb9+J2NQgjl9bdlwHzgsRarUJIk6X/U1Biey4HLQwiXxxjPbsGaJElSC3Cl5UZijGeHEHoD6zXeP8b4z+YsTJIk6fuy2gZPCOEK4ADgv0Bd/eYI2OCRJKkNy6arpa/JoOWfA8NijFXNXYwkSVJzWO20dGAakN/chUiSJDWXNUl4KoCJIYQXgYaUJ8Z4QrNVJUmSmp2Dlr/q8fqbJElSm7Qms7TubYlCJElSy8qmS0s0dfHQP8cYfxlC+JCvXjwUgBjjRs1amSRJ0vekqYTnxPqfe7REIZIkqWVl06UlmlppuaT+54yWK0eSJOn7tyYLDy7jyy6tdqSnqK+IMXZqzsIkSVLzcuHBRmKMHRs/DiHsA2zRbBVJkiR9z9ZkWvpXxBj/HkI4qzmKkSRJLcdZWo2EEH7R6GEOsDnfMmtLkiSptVqThGfPRvdrgenA3s1SjSRJajHO0mokxnhYSxTSFnTsVMwV141l6PqDiDFy5gkX8eOfbsfOo3YglYosWljG6cePZcG8Ujp2LOb3t/2OdXv3Ijcvlztvvo+/POSC1auT26mQob8/hqJhfSFGPj35VlKV1Qy56khy2rcj1tUx5aw7Wfb+FAoGr8uw646leMMBTL/iIWbf+kSmy28Tps9dwBk3jG94PHtBGWP225Uly1fwyoSPyMkJdO1UzCVH70+PtTrz+ZwFXHD7n/j48zkcv/9uHLrHjzNXfBsSiovoeu5p5A8cADGy+HdXE6sq6XLmyeQUFFBbMp+ysZcSV1SQP2I4Xc8+pf7AQPkd91L56muZPYE2oFPnjlx7w8UMX38IMUZOPu48dtple3bd/Sfp7+TSRZw45hzmzytl6+1+yD0P3MTMmXMAeOqJ5/nDVbdm+AzUkkJsYoh2CGFv4Axg/fpNE4CLY4yvhRA6xxiXNldhA9fetNV1m11908W88+b7/Hn8o+Tn59GhoAMxFVm+fAUAhx55IEOGDeS80y5lzEm/pWOnYq68+AbW6taVF958lC1H/JSamtoMn8WX7skbnOkSvmHYDcey9M2PmffgS4T8PHIK2jFi3CnMHvcki1+aSNedNqXvsXsz6RcXkr92J9r36c7au21B7dLlrbLBs8VTB2e6hCbVpVLsPOYSxl9yAp2KCigu7ADAA8+8xrTZ8zn/iH1ZtHQ5JQsX8/KE/9CpqKBVNngWHnNdpkv4hq4XnEnVxA+pePwpyMsjdGhP9xuvZskNt1H9/iQK99yNvHV7UX773YT27Ym1NVCXIqfbWqwz/g5K9vg/qEtl+jQa/PDTeZku4Ruuv/Uy3nr9XR7+Exd1AAAgAElEQVS8/6/k5+dTUNiBVCrF8mXp7+TDj/o1Q4cN4sxTLmLr7X7IMccdxiEHjMlw1U0rWfLfFo1c3uu7d4v9rt1s1mMZjZNWebX0EMIY4Pz6W//62xXAVSGE/YF/NvXCIYThIYSdQgjFX9u+2/9Yc0YUFxexxdab8efxjwJQU1PLsvLlDY0dgMLCAr5oQMYIRcVF6e1FBSxZvJTa2rqWL7wNyS0uoPNWI5j34EsAxJpa6soriDGS17EQgLyOhVTPWwxAzcJylk+cSqxtPY3Ituat/0ym7zrdWLd714bGDkBlZTWh/qupW+diRg7qS15uboaqbHtCUSHtN90o3dgBqK0lLl9B3np9qX5/EgBVb71LwY4/AiBWVTU0bkK7djhMcvWKOxax1Tab8+D9fwWgpqaG8qXLGho78NXvZKmpLq3jgW1jjGWNtr0UQtgTmA2csqoDQwgnAMcCHwN3hRBOjDE+Vv/0ZcAz/1vZLa9v/96ULVrMVTdexPobDOU/kz7m4nOuYmVFJaeecyw/338PlpUv51f7jAbgvrseZtz463jzo+coKirihCPP9D/eanRYbx2qF5Uz9PpjKR6xHssmTWPq+Xcz9YJ72PCh8xh4wcGQk8PEPc/NdKmJ8czrH7DbNps2PL7xT0/zxD/fpbiwA3eef3QGK2vb8tbtRWrxUrqefwb5QwZR88lnLPn9zdRMnU6H7beh8p+vU7DTDuT26NFwTLsNhtP1vDPI7bkOZRde3qrSndZovf59WbSwjOtuuZQRI4czaeJHnH/W5aysWMlZ553IfgfsxbLy5ey3528ajvnBFpvwwmt/Y35JKRedfzWffTIlcyfQSmTTLK1VJjwAX2vsfLFtETAjxthU5+eRwA9ijPsAPwbODyF8camKNvnp5uXlscFGw3ng7kfY8ycHUrFiJUef8FsArr3sZrbbeBSP/+VpDjlifwC233EbPv7Pp2y1wS7sseMBXHjFWRTXJz76diEvh44bDqDknmd5b+czSFVU0fe4fVj30F2YNvYe3vrBMUwdew9Df39MpktNhJraWl599yN22fLLy+Idv/8onrv5PH627WY8/Oy/M1hdG5ebS/6wIaz42+MsOOQoUpWVdDz0QBb/7iqK99uHHvfeRigsTHdj1av+6BPmH/hbFhx2DJ0OPQja5WfwBFq/vNxcNtx4BPfe9Sd22X5fVlas5PiTjwDgit9dz+Yjd+JvjzzJYaN/BcCHH/yXH274U3663S+4a9wD3P3AjZksXxnQVIOnPISw8dc31m9b3did3BjjcoAY43TSjZ5RIYTf00SDJ4QwOoQwIYQwobxy4epqb1Elc+czb+4CPnjvPwA888QLjNx4+Ff2eeyvT7PrHjsBsN9Be/Hsk+mumRmfz2LWzDkMHNK/RWtua6rmllFVsohl76f/6ip98g2KNxrIOr/8MQv/8RYACx9/g46btr6xR23RaxM/YfiA3nTr0vEbz43adlNeePvDDFSVDHULSqlbUEr1R58AsPKlf5I/bAi1M2ax8IQzWHDo0ax87iXqZpd849ja6TNJVa5MD3bWKs2dO5+SufN5/910F+GTjz3HhhuN+Mo+j/7lH/xsz50BWL5sBRUrKgB46fl/kp+fx1prdWnZoluhGEOL3TKtqQbPqcDjIYQLQwh7hhD2CCFcBDxW/1xT5oUQNvniQX3jZw9gbWDDVR0UYxwXY9w8xrh5pw5rr/lZtICFCxZRMmceAwavB8A222/B5E+n0X9gv4Z9frrbDkybPB2AubPnsc326QWp1+6+FgMH92fWjDktXndbUlO6hKo5iygYtC4AXX+0IRWfzaZ6Xhmdt0l/kXXZbiQrp7W+wZNt0dOvT2RUo+6sGSWlDfdfefcjBqzb49sO0xpIlS2mbsEC8vr1BaDD5ptR+/kMcrrW/4INgY6//TXLH03P3Mzt1RNy01/HuT3XIb9fX+pK/HfelNIFC5k7ex6DBvcHYLsdtuKzT6cyYOB6DfvsMmpHpkyeBkD3Hl/+Ttlksw3JCTmUlS1p0ZqVWU1dPPS1EMIWpMfi/IZ0MvMRsFWMcXX/Ew8hvWZP49erBQ4JIdz+P1WcQReefSXX3XYZ+fl5zJwxhzOOH8sV141lwOD1iKkUc2aXcN6plwJw47V3cPWNF/H0P/8MIXDlxdez2P9cqzXl3D8y/JYTCPl5VM6Yz2cn3cKiZ95h0CWHEfJySFXVMPn09D+h/O5d2OzZK8jtWACpSO8jf8aE7U+mbvnKDJ9F67eyqpo3P5zM+Ufs27Dt+oefYvrcUnJCoFf3rpx3ePq5hUvKOfDcG1ixspKcEBj/9Gs8evVpXxnkrG9acs2NrHXxOZCXR93cEsouuYqi3XehaL/0MmYrX36NiifSwxnbb7IhHQ85MD0APxVZfNX1pJaWZ7L8NuHcMy/l5juuIr9dPjOnz+akMedy7Y0XM2jwAFIxxexZcznz5IsA2GPvXTj0twdQW1dL5coqjj58dX+3K2manJaeSa1xWnrStMZp6UnT2qelJ0VrnJaeNK1xWnoStfS09LfW/UWL/a7dcu7fWue0dEmSpKT4zhcPlSRJyZBNXSkmPJIkKfFWmfCEEJ6gicZfjHGvZqlIkiS1iGxaeLCpLq1rWqwKSZKkZtTUtPRXW7IQSZLUslrDgoAtZbWDlkMIQ4DLgRFAw8IbMcaBzViXJEnS92ZNZmndDYwF/gDsCBxGG70eliRJ+lI2XaJ2TWZpFcQYXyS9SOGMGOOFwE+atyxJkqTvz5okPJUhhBxgcgjhOGAO4EV2JElq42IWddisScJzElAInAD8ADgYOLQ5i5IkSfo+rTbhiTG+U393OenxO5IkKQFSrWip5RBCF+BOYCTpdQB/C6wEbiM9aaoWGBNjfDuEEIDrgd2BCuA3Mcb3mnr9NZml9TLfsgBhjNFxPJIk6ftyPfBMjHG/EEI70r1LfwYuijE+HULYHbgK+DEwChhSf9sSuLX+5yqtyRie0xrd7wDsS7qVJUmS2rBUKxnDE0LoBGwP/AYgxlgNVIcQItCpfrfOwNz6+3sD98UYI/BmCKFLCKFXjLFkVe+xJl1a735t079DCC5KKEmSvi8DgVLg7hDCxsC7wImkxxE/G0K4hvS4423q9+8NzGp0/Oz6bats8Kx20HIIYa1Gt7VDCLsCPf9/zkaSJGWnEMLoEMKERrfRjZ7OAzYDbo0xbgqsAM4CjgFOjjH2BU4G7vri5b7lLZockbQmXVrv1r9IIN2V9Tlw+BocJ0mSWrGWnJYeYxwHjFvF07OB2THGt+of/4V0g2c70kkPwCOkBzV/sX/fRsf34cvurm+1Jg2e9WOMlY03hBDar8FxkiRJqxVjnBdCmBVCGBZj/BTYCfgv6a6uHYBXSC96PLn+kMeB40IID5MerLy0qfE7sGYNntdJx0yNvfEt2yRJUhvSyi4tcTzwQP0MrWmkl8J5DLg+hJAHVAJfdIM9RXpK+hTS09JXu2zOKhs8IYSepAcAFYQQNuXL/rJOpKeKSZIkfS9ijBOBzb+2+TXSix5/fd8IHPtdXr+phGdX0tPD+gDX8mWDpxw457u8iSRJan2y6dISq2zwxBjvBe4NIewbY/xrC9YkSZL0vVqTa2n9oH65ZwBCCF1DCL9rxpokSVILSLXgLdPWpMEzKsa45IsHMcbFpAcKSZIktQlrMksrN4TQPsZYBRBCKACcli5JUhvXGpKXlrImDZ7xwIshhLv58uql9zVrVZIkSd+jNbmW1lUhhEnAT0nP1Lokxvhss1cmSZKalbO0vibG+AzwDEAIYdsQws0xxu80/12SJClT1qjBE0LYBDgQ2J/0tbT+1pxFSZKk5pfKnoCnyZWWhwIHkG7oLAL+BIQY444tVJskSdL3oqmE5xPgX8CeMcYpACGEk1ukKkmS1OxSWTSGp6l1ePYF5gEvhxDuCCHsBFn0yUiSpMRYZYMnxvhojHF/YDjpy7KfDKwTQrg1hLBLC9UnSZL0P1vtSssxxhUxxgdijHuQvpDoROCsZq9MkiQ1q9iCt0xbk0tLNIgxlsUYb48x/qS5CpIkSfq+rdG0dEmSlDzZdGmJ75TwSJIktUUmPJIkZalUyJ7J1yY8kiQp8Ux4JEnKUq1h9lRLMeGRJEmJZ8IjSVKWcpaWJElSgpjwSJKUpVLZM0nLhEeSJCWfCY8kSVkqRfZEPCY8kiQp8Ux4JEnKUq7DI0mSlCA2eCRJUuK12i6tvJCb6RISb+TWCzJdQuJNP+C2TJeQFVZWdsx0CYl3aqd1M12CmoHT0iVJkhKk1SY8kiSpeXlpCUmSpAQx4ZEkKUs5LV2SJClBTHgkScpSztKSJElKEBMeSZKylLO0JEmSEsSER5KkLGXCI0mSlCAmPJIkZanoLC1JkqTkMOGRJClLOYZHkiQpQWzwSJKkxLNLS5KkLGWXliRJUoKY8EiSlKVipgtoQSY8kiQp8Ux4JEnKUikXHpQkSUoOEx5JkrKUs7QkSZISxIRHkqQsZcIjSZKUICY8kiRlKdfhkSRJShATHkmSspTr8EiSJCWICY8kSVnKWVqSJEkJYoNHkiQlnl1akiRlKaelS5IkJYgJjyRJWSqVRRmPCY8kSUo8Ex5JkrKU09IlSZISxIRHkqQslT0jeEx4JElSFjDhkSQpSzmGR5IkKUFMeCRJylKpkOkKWo4JjyRJSjwTHkmSspQrLUuSJCWICY8kSVkqe/IdEx5JkpQFTHi+g46dirn0uvMZOnwQMUbOPvFidvjptuy02w7EmGJR6WLOOv5CFsxfSKfOHbn8+gvo278P1VXVnH3ixUz+ZGqmT6HVC4XFFB17Orn9BgCw4qYriVWVFB19KnQoILVgHsv/cAmsrIC8PIqOPo3cwcMglaLirhup/Whihs+gbcjpWETPS0+k/dD1IEZKzr6OWFVNz4uOI7TPJ9ammH/RzVRO+oyc4kLWveZ08tbtTsjNpeyuv7H0b89n+hRavdxORfS96jgKhvaDGJlx+o3Eymr6XnYMoX0+1KWYde5tVHwwmeKtRjLwznOomjUfgKXPvMm86/+U4TNo/dp3KmTXq46g29A+ECPPnH4HJe9NYdPf7Mymh+5Cqq6OaS9N5J+XPcz6+2zDD4/6WcOx3dfvy327n0fpf2dm8AzUkkKMrTPQGtp981ZX2JU3XciEN9/nkfGPkZ+fR4eCDqRSkRXLVwBw8JH7M3joQMaefjlnjD2BihUruemaOxg4eD3GXnkmh+47JsNn8FVvbleU6RK+oeiEs6n97ySqXvgH5OUR2nWg44XXUnHvLdR+9AHtdtqd3B49WfnQH2k/ah/yBg1nxU1XEDp3oeP5V1F++lHQiv5NL/io9X3GAL2uPIWKCR+x9JFnIT+PnA7t6X392ZTd83dW/HMCRTtsTrcj9mPmwWfR7ehfklNcROk1d5PbtRMDn72Dydv+CmpqM30aDVZW5me6hG/o9/sTWfH2f1n08POE/DxyCtrT/5bTKb3zccpfeY9OO/6AHkf/nCn7n0fxViPpcdQ+TDvsd5kue5VepGOmS/iGUb8/itlvf8qHD79CTn4u+QXt6bHBemx1/N787TfXUFddS2G3TlQsKv/KcWsP68M+d53CndudkqHKV+20meNbdKL42f0ParEvzMunP5jRSfDN1qUVQtgihPDD+vsjQginhBB2b673a25FxUVsvtWmPDL+MQBqampZVr68obEDUFhYwBcNyMHDBvLGv94GYNqUGfTuuy7duq/V8oW3JQWF5I3YON3YAaitJVYsJ7d3X2o/+iC9aeI7tNt6BwBy+/an5sN3AYhLlxBXLE+nPWpSTlEBBZuPTDd2AGpqSS1bQYyRnOLC9D7FRdQsKAPS7cecooKGY+uWLoPauozU3lbkFBdQvMUGLHo4nYTFmlrqyldAhJyO6c84t2MhNfPLMllmm9auuIA+Wwzjw4dfASBVU0dVeQWbHPxT3rrlCeqq0w3yrzd2AIbvvQ2fPPZGS5arVqBZurRCCGOBUUBeCOF5YEvgFeCsEMKmMcZLm+N9m1O//r1ZvGgJV9w4luEbDOWjDz7md+dew8qKSk4+Zwz7/HJ3lpWv4OCfHwXAJx99xi4/+wnvvvUBG226Aev27UnPXj1YVOoX3KrkrrMusXwJRcefRW7/wdRO/TTdTTXzc/K32Jaat/9Nu213JGftHgDUfT6VdltsR/W/XiJn7e7kDhpKTrce1E3+JMNn0rrl9+tF3eKl9LriZNoPH0jlR1OY/7vbWHDZOPredQk9zjwccgIz9j8NgCXjn6D3rRcw+LXx5BQVMOfkK1pVitYate/Xk9qypfS79gQK1h9AxYdTmXPhHcy+6E4G338hvc89DHICn/38zIZjijYbxvBnrqNmfhlzLr2bys9mZfAMWr/O/bpTUbaM3a4dTff1+zH/w+m8fOH9dB3Qkz5bDONHp/8ftVU1vPq7h5g3adpXjh2+55b8/fA/ZKjy1sVp6f+7/YBtge2BY4F9YowXA7sC+zfTezar3NxcRmw0jAfv/gv7/ORXVFSsZPQJvwHgD5fdwg6b7METf32agw//JQC3X38vnbp05LGXH+DgI/bn4w8/pa7Ov4qblJtL7sAhVD7zGOWnHgFVlRT84iBW3HQlHUb9nE7XjIMOBcTaGgCqXnyK1MIFdLrmdgoPP57aTz6ClJ/x6oTcXDqMGMziB59i+j7Hk6qopNvoX9LlwN1ZcNkdTN3hUBZcdge9LjsRgKLtNqPq42lM2e7XfL73caxz/jENiY9WIS+XwpGDWHj/M3y6+8mkVlayzph9WfvgUcy++C4+2upw5lx8F+tdfTwAFf+ZykdbH8knu51E6T3/YMAd52T4BFq/nLxc1hnZn4n3v8j9u59HzcoqthizJzl5OXToXMQDe1/Iq5c+xJ63HPeV43puMoialdUs/Gx2hipXpjRXg6c2xlgXY6wApsYYywFijCtp4lplIYTRIYQJIYQJSytLm6m0/z/zShYwb+4CJr33EQDPPvEiG2w0/Cv7PPHXZ9hlj50AWLF8BWefcDF77/grTj/2Arp268qsGXNbvO62JLWolNSiUuomfwxA9euvkjtwKKk5M1l20WmUnzaa6tdeJDWv/nNM1VFx982Un3IEyy8/l1BUTN1cv8RWp2beQmrnLaRy0qcALHv2NTpsMIjOP/8py577d3rb0/+iw0bp7sHO++7MsudfTx87s4Sa2fNpN6hvZopvI2pKFlJdspCKiZ8BsOSp1ykYOYhu++7I0qfTXSlLnvw3hRsPASC1fCWpikoAyl9+l5CXS27X1jdmpjVZVlLGspIy5k1MTwb57Km3WWdkf5aVLGby0xMAmPfBNGKMFKz15Wc5fK+t7M5qJLbgLdOaq8FTHUIorL//gy82hhA600SDJ8Y4Lsa4eYxx884dujdTaf9/Fi5YxLy58xkwaD0Atv7RFkz5dBrrDfzyi3+n3XZg2pTpQHpGV35+usfwl7/ehwlvvP+V8T76prikjNTCUnLWTX+m+RttRt3s6YTOXdI7hEDBfodQ+ezj6cft2kP7DgDkbbw51NWRmj0jE6W3KXULF1Mzr5R2A3oDULT1JlRNmUntgkUUbrEhAIVbb0zN9DkA1MwtpWjrTQDI7daFdgN7UzNrXmaKbyNqS5dQU7KQ9gPTn3HHbTeicvIsauaXUbzVSACKt92Iqunpxnte9y4NxxZuPISQk0Pd4mUtX3gbUlG6lGUlZXQd2AuA9bbdgEWT5zDluQn022YEAF0H9CQnP4+VZfWfZQgM+9mWfPKEDZ5s1FzT0rePMVYBxBgbN3DygUOb6T2b3SVnX801t11Cfn4+s2fM4awTLuLS685nwKD1SKVSzJ1dwtjTLgdg0NABXHXzRaTqUkz5dBrnnHRJhqtvGyruuJ7ik8+DvHxS8+ey4sYraLfjrnQY9XMAqt/8J9UvPgVATueudBx7NcRIalEpK65vc0PDMmb+JbfR65ozCPl51MyeR8lZf2D5i2+yzrlHQV4usaqGkvNvBGDRLQ/R64pT6P/ELYQApVffTd3ibw4E1VfNvuAO+t9wCiE/j6qZ85h52g0sff4t+lx4BCE3l1RVDTPPugWALrtvw9oHj4LaOlKV1Uw/7poMV982vHjBvfzshmPIzc9jycwFPHPaOGoqqtjt6tH85vnLqauu4+lTbm/Yv++Ww1lWUsbSma2rByGTVplAJJDT0rNYa5yWnjStdVp60rTGaelJ0xqnpSdRS09LP63/gS32u/aa6Q81eW4hhC7AncBI0r1gv40xvhFCOB44DqgF/hFjPKN+/7OBw4E64IQY47NNvb4LD0qSlKVa2Syt64FnYoz7hRDaAYUhhB2BvYGNYoxVIYQekF7uBjgA2ABYF3ghhDA0xrjKmSteWkKSJGVUCKET6ZnddwHEGKtjjEuAY4ArGg2TWVB/yN7AwzHGqhjj58AUYIum3sMGjyRJWaoVzdIaCJQCd4cQ3g8h3BlCKAKGAj8KIbwVQnj1iwWNgd5A48WqZtdvWyUbPJIkqdk1Xnqm/ja60dN5wGbArTHGTYEVwFn127sCWwGnA38OIQTg28YDNdmucgyPJElZqiVnacUYxwHjVvH0bGB2jPGt+sd/Id3gmQ38LaZnWL0dQkgBa9dvb7wgWB+gycXuTHgkSVJGxRjnAbNCCF9cEHEn4L/A34GfAIQQhgLtgIXA48ABIYT2IYQBwBDg7abew4RHkqQsFVvXLK3jgQfqZ2hNAw4j3bX1xxDCf4Bq4ND6tOejEMKfSTeKaoFjm5qhBTZ4JElSKxBjnAhs/i1P/XoV+18KrPGKs3ZpSZKkxDPhkSQpS2XTpSVMeCRJUuKZ8EiSlKVa2aUlmpUJjyRJSjwTHkmSslT25DsmPJIkKQuY8EiSlKUcwyNJkpQgJjySJGUp1+GRJElKEBMeSZKyVCu7eGizMuGRJEmJZ8IjSVKWcgyPJElSgpjwSJKUpRzDI0mSlCA2eCRJUuLZpSVJUpZy0LIkSVKCmPBIkpSlUtFBy5IkSYlhwiNJUpbKnnzHhEeSJGUBEx5JkrJUKosyHhMeSZKUeCY8kiRlKS8tIUmSlCAmPJIkZSlXWpYkSUoQEx5JkrKUs7QkSZISxIRHkqQs5SwtSZKkBLHBI0mSEs8uLUmSspTT0iVJkhLEhEeSpCwVo4OWJUmSEsOER5KkLOXCg5IkSQliwiNJUpbKpllarbbB82D7PpkuIfF6/OOdTJeQeEevu12mS8gK/cnPdAmJd+J7F2e6BOl/0mobPJIkqXl5aQlJkqQEMeGRJClLOUtLkiQpQUx4JEnKUq60LEmSlCAmPJIkZalsWofHhEeSJCWeCY8kSVnKdXgkSZISxAaPJElKPLu0JEnKUi48KEmSlCAmPJIkZan/196dx0dVX30c/5wshIRNZBE1QRaVRZRNFgWtRUEEF9xabYvSSlGBakVxAavYPhUEK5a6FBUVXMAq1mJR0SooKiCIQRRUEAQCAcIaZEsyOc8fc00jhUiEZJI737eveTF35nfvPXPBzMn5nXuvLjwoIiIiEiKq8IiIiMQp9fCIiIiIhIgqPCIiInFKFx4UERERCRFVeEREROJUoc7SEhEREQkPVXhERETiVPzUd1ThERERkTigCo+IiEic0nV4REREREJEFR4REZE4pQqPiIiISIgo4REREZHQ05SWiIhInHJdeFBEREQkPFThERERiVNqWhYREREJEVV4RERE4pSrwiMiIiISHqrwiIiIxCmdpSUiIiISIqrwiIiIxCmdpSUiIiISIqrwiIiIxCn18IiIiIiEiCo8IiIicUo9PCIiIiIhogqPiIhInNKVlkVERERCRAmPiIiIhJ6mtEREROJUoU5LFxERESk/ZnaEmb1kZl+Y2VIzO63Ye7eYmZtZ3WDZzGycmS03s0/NrN0PbV8VHhERkThVwZqW/wq84e6XmVkVIA3AzDKA7sDqYmPPA04IHp2AR4M/D0gJTykk1qzGcWMGkdqsIbjzzc0PUbgnj+NGXUdCShW8IMLq4ePZmbmsaJ201sfTYtp9rBh4P1unz4lh9JVDrVo1eWz8/Zx0UjPcnd/+9mYu7nMevc/vTl5eHitWrOKa/kPYvj2XpKQkHht/P23btiIpKYlnn32J+0Y/FOuPUCmk1kzjF6Ou5ehmGeDw3K2P0uLM1px+xdl8uyUXgGmjJ7NkViaJyYlcee8AGp7chEJ3pt7zNMvmLonxJ6j4Umqmce7o/tQ5MR3ceWPo42QvXE7bft1pe3UPCiMRVryTyXv3TqFFn9PpcG3vonXrtchgUq87yVmyuoQ9xLeVq7K45a6RRctZ67IZ3L8vfX9+MQBPPf8Sf3l4ArOnT6H2EbVwd0Y++Hdmz5lP1aop/Hn4zbRsdnyswpd9mFlN4EygH4C75wF5wdtjgVuBfxVb5SJgkkcvFT03qA4d7e7ZB9qHEp5SyLjnGnJnLWTFtaOx5CQSUlNo8uhQ1o19gdyZC6nVrT3pw6/my8vvjK6QkED6sKvIfTcztoFXImMf+CMzZszk51cMIDk5mbS0VGq8XY1hd44kEokw8t5h3H7bYO4Ydi+XXXY+KSlVaNvuHFJTq7J40SymvPAKq1ZlxfpjVHiX3d2PJe8uYsLAsSQmJ1IlNYUWZ7Zm5oTpvP34v783tssVZwNwb8+hVK9Tk4FP38GYC4fF1SXpf4xuI/qyctanTLtuHAnJiSSnppBxWguO79GeiefeQSSvgLQ6NQFY+sqHLH3lQwDqNkunz4QhSnZ+QOPj0pk68WEAIpEI3fr05eyfnA5A9oYc5sz/hKOPql80fvac+azOWsdrL0zg08+/4E/3P8Tkxx+MSewVSQXq4WkC5ABPmVlr4GPgRuBsYK27LzKz4uOPBdYUW84KXjtgwqMenoOUUD2VGp1OYtPk/wDg+QVEcneCO4nVUwFIrJFG3oYtRevU/4ye7vIAAA9+SURBVHVvtr42h/xN22MSc2VTo0Z1zujaiSefmgxAfn4+27fn8tZ/3iMSiQAwd95Cjj32aCB6D5hq1dJITEwkNTWVvPx8cnO/jVn8lUXV6qk07diCOS+8A0AkP8Lu3F0HHN/ghHS+/GAxAN9uzmV37k4antKkXGKtrKpUTyW9YzMWT5kFQGF+hL25u2jT9xzmPfIqkbwCAHZtzv2fdZtfdDpf/EvV4NKYuyCTjGOP5pgGRwEwetx4hgy8huLfjzPfn8uFPc/GzGjdqgU7dnxLzqYtB9iilAUzG2BmC4o9BhR7OwloBzzq7m2BncAIYDhw1/42t5/XSszeyi3hMbNJ5bWvspDSsAEFW7bT6IEbaPnGAxw3ZhAJqSmsGTGB9Dv7ccpHT5D+h36sHfkMAMkNjqT2eZ3IeWZGjCOvPJo0OY5NmzYz4YmxzP9oBuP/Poa0tNTvjfl1vyt4Y8ZMAKZOnc7OnbvIWv0JK7/+iAce+Dtbt26LReiVSp2G9fl2cy6/uv96bps+il+MupYqqSkAnHn1udzx+mh+Ofo6UmtWA2Dt0lWc3L0DCYkJ1EmvR8bJTah9dJ1YfoQKr1bDeuzasoOefxlA39f+jx739Sc5NYXajRuQ3rEZv/zXCH7+j+E02E/i2PyCTkp4Sun1t9+l1zk/AWDm7LnUr1eX5id8/9huyNlMg/p1i5aPql+XDTmbyjXOisjL8z/3x9z91GKPx4qFkgVkufu8YPkloglQY2CRmX0DpAMLzaxBMD6j2PrpwLqSPmuZJDxmNm2fx6vAJd8tl8U+y5olJZDWqik5z7zOkp5DKNy1hwaDLqXeVT1Zc8+TfNqxP2tGPEmj+wcDkDHiGrLunQSFhTGOvPJISkykbduTGT9+Eh06nsvOnbu47dbBRe/fcfsNFBQU8PzzLwPQsUMbIpEIGce14/gTO3PTTdfSuHHDWIVfaSQmJpLRqjGzn32L+3rfzt7de+h+/UXMfvYtRpx5A6N63Ubuxq1ccmdfAOb8Yybb1m/m1ldHcundV7Py46+IRPTvuiQJSYkc1aoRmc+8zTO97iR/9146DryAhKQEqtaqxnMXjeDdP0/mgkcGf2+9Bm2akr87j01faVr2YOXn5zPr/Xn06HYGu/fs4bFJUxjcv+//jNvfFOw+UyQSQ+6+HlhjZs2Cl84GFrp7fXdv5O6NiCY57YKx04CrgrO1OgPbS+rfgbLr4UkHlgBPEC0xGXAq8JeSVgrKWwMA7jiiNZdUa1RG4ZVeXvZm8rI3s/OTaEPy1ulzaDDoEqp3aMGau56IvvbvD2g0ZhAA1U45niYP3wJA0pE1qNWtHV5QyLYZ8/a/AyFrbTZZWdl8NP8TAF5+eTq3Do1+IfTtezm9e51D93N/VjT+iisuZsabsygoKCAnZzMffjif9u1bs3Kleh9KsnX9Zrat38yqzOUAZL42j+7XX8SOYlOvH0x5h+sm3AZAYaSQl//03wLtkKl/JGdliT9X4t6O7C3syN7C+syvAfjqtY/odP0F7MjeyrLXFwCwftEK3J3UI2uwe8sOAJpf2FnVnVKaPXcBLU5sSt0ja/PV1ytZu249l149EIANOZu4/De/Y8rjD9Kgfl3Wb/xvRWfDxk3Ur6tKZQXq4QH4HfBccIbWCuDXJYx9DegFLAd2/cBYoOymtE4l2nA0nGjWNQvY7e7vuvu7B1qpeLmrIiU7AAU528hbt4mUJscAULPrKexZtob8DVuocVorAGp0OYU9wRfB4tOvZfFpA1h82gC2Tp/D6uHjlez8gA0bcsjKWseJJzYFoFu3rixd+hXn9jiLobcMpM8l/di9e0/R+DVr1vLTs7oAkJaWSqdO7fjyy+Uxib0y2ZGzna3rNlO/SbQXqlmXVqxflkXNekcUjWl9bgeyv4r2AyZXrVI05dW868kUFhSyfvna8g+8EtmVs50d2VuoHRzj47qcxOZla1n+5gIant4SgNqNG5CQnFSU7GBGs96d+OJVJTyl8dpbs+jV/SwATmzamPemT+HNqRN5c+pEjqpXlxef/Bt16xzJWV07M+2Nt3F3Fn22lOrVq1Gv7pGxDV6+x90zgxzgFHfv4+5b93m/kbtvCp67uw9y96bufrK7L/ih7ZdJhcfdC4GxZvZi8OeGstpXeVr9h8dp8rchWJUk9q7awDc3j2PbjI/IuKc/lpRA4d58Vt32SKzDrNRuvOkPTJr4N6pUSWblytVc038Icz+cTkpKCm+8PgWAefMWMmjw7Tzy6NNMeGIsizLfwcyYOPEFFi9eGuNPUDm8OOIp+j34OxKTk9i0ZiPP3vIol4/oR3rLRrg7W7JymDzscQBq1K3FoInRs7K2rd/CxCE69f9gvH3XRHqPu57E5CS2rd7IG7c8Rv6uvfQcM4B+b40kkhfh9SHji8ZndGrOjuwtbF+dE8OoK5fde/YwZ/4n3H3rDT849szTOjB7znzO+9lvSK1alT8Nu6kcIqz4Kth1eMqUlceppWbWG+ji7sMOdp0F6X3i528hRjpvnB/rEELvumO6xjqEuNCoMDnWIYTejQv/GOsQ4kJy3Sbl2lh0Qr325fZduyzn45g2TZVL1cXdpwPTy2NfIiIicnAqWA9PmdJ1eERERCT0Kn1fjYiIiPw48dTDowqPiIiIhJ4SHhEREQk9TWmJiIjEqehVZOKDKjwiIiISeqrwiIiIxKlCNS2LiIiIhIcqPCIiInGqPO62UFGowiMiIiKhpwqPiIhInFIPj4iIiEiIqMIjIiISp9TDIyIiIhIiqvCIiIjEqUJVeERERETCQxUeERGROOU6S0tEREQkPFThERERiVM6S0tEREQkRJTwiIiISOhpSktERCRO6dYSIiIiIiGiCo+IiEicUtOyiIiISIiowiMiIhKndGsJERERkRBRhUdERCROqYdHREREJERU4REREYlTug6PiIiISIiowiMiIhKn1MMjIiIiEiKq8IiIiMQpXYdHREREJERU4REREYlTrrO0RERERMJDCY+IiIiEnqa0RERE4pSalkVERERCRBUeERGROKULD4qIiIiEiCo8IiIicUqnpYuIiIiEiCo8IiIicUo9PCIiIiIhogqPiIhInFKFR0RERCREVOERERGJU/FT31GFR0REROKAxdP8XVkzswHu/lis4wgzHeOyp2NcPnScy56OsRSnCs/hNSDWAcQBHeOyp2NcPnScy56OsRRRwiMiIiKhp4RHREREQk8Jz+GlueKyp2Nc9nSMy4eOc9nTMZYialoWERGR0FOFR0REREJPCc9hYGY9zexLM1tuZrfHOp4wMrMnzWyjmX0W61jCyswyzGymmS01s8/N7MZYxxQ2ZlbVzD4ys0XBMb4n1jGFlZklmtknZvbvWMciFYMSnkNkZonAw8B5QEvgSjNrGduoQulpoGesgwi5AuBmd28BdAYG6d/yYbcX6OburYE2QE8z6xzjmMLqRmBprIOQikMJz6HrCCx39xXungdMAS6KcUyh4+7vAVtiHUeYuXu2uy8Mnu8g+mVxbGyjCheP+jZYTA4eaqQ8zMwsHegNPBHrWKTiUMJz6I4F1hRbzkJfElLJmVkjoC0wL7aRhE8w1ZIJbATecncd48PvQeBWoDDWgUjFoYTn0Nl+XtNvbFJpmVl1YCrwe3fPjXU8YePuEXdvA6QDHc2sVaxjChMzOx/Y6O4fxzoWqViU8By6LCCj2HI6sC5GsYgcEjNLJprsPOfuL8c6njBz923ALNSbdrh1AS40s2+Ithh0M7NnYxuSVARKeA7dfOAEM2tsZlWAK4BpMY5JpNTMzIAJwFJ3fyDW8YSRmdUzsyOC56nAOcAXsY0qXNz9DndPd/dGRH8ev+Puv4pxWFIBKOE5RO5eAAwGZhBt8vyHu38e26jCx8wmA3OAZmaWZWbXxDqmEOoC9CX6G3Fm8OgV66BC5mhgppl9SvSXpbfcXadNi5QDXWlZREREQk8VHhEREQk9JTwiIiISekp4REREJPSU8IiIiEjoKeERERGR0FPCI1IOzCwSnOb9mZm9aGZph7Cts767A7SZXWhmt5cw9ggzG/gj9jHCzG45wHsDzOyL4LHAzM46iO2VGGcwppGZ/aLY8qlmNi543s/MHirlxxARKaKER6R87Hb3Nu7eCsgDriv+pkWV+v9Hd5/m7qNKGHIEUOqE50CCy/ZfC3R19+bAAOBZMyvx/nEHESdAI6Ao4XH3Be5+wyGGLCICKOERiYXZwPFBRWOpmT0CLAQyzKyHmc0xs4VBJag6gJn1DCoq7wOXfLeh4pUPMzvKzP5pZouCx+nAKKBpUF0aE4wbambzzexTM7un2LaGm9mXZvYfoNkBYr8NGOrumwCCu6s/BQwKtvGNmdUNnp9qZrP2E+fTZjbOzD40sxVmdlmw7VHAGUGsNxWvZBUXXK14avAZ5ptZl9L/FYhIvFHCI1KOzCwJOA9YHLzUDJjk7m2BncCdwDnu3g5YAAwxs6rA48AFwBlAgwNsfhzwrru3BtoBnwO3A18H1aWhZtYDOAHoCLQB2pvZmWbWnuhl+NsSTag6HGAfJwH73pRxAdCyFIcBolcc7gqcTzTRIYh1dhDr2BLW/Ssw1t07AJcCT5Ry3yISh5JiHYBInEg1s8zg+Wyi96w6Bljl7nOD1zsTTRw+iN7WiipEb6fRHFjp7ssAghshDtjPProBV0H0jtzAdjOrvc+YHsHjk2C5OtEEqAbwT3ffFeyjNPeDs1KM/c4r7l4ILDGzo0q57jlAy+AYAdQ0sxruvuNHxCEicUIJj0j52O3ubYq/EHxh7yz+EtF7K125z7g2wOG6B4wBI919/D77+P1B7mMJ0B54p9hr31WjAAr4b+W4agnb2btPTKWRAJzm7rtLuZ6IxDFNaYlUHHOBLmZ2PICZpZnZiUTvpt3YzJoG4648wPpvA9cH6yaaWU1gB9HqzXdmAL8p1ht0rJnVB94DLjazVDOrQXT6bH9GA/eZWZ1g/TbAxcB3CdQ3RBMiiE43lca+sR7Im0Rv2EuxGERESqSER6SCcPccoB8wObib9lygubvvITqFNT1oWl51gE3cCPzUzBYT7bM5yd03E50i+8zMxrj7m8DzwJxg3EtAjaD5+AUgE5hKdNptfzFOIzod94GZLQfeB/oEsQPcA/zVzGYDkVIegk+BgqDh+qYSxt0AnBo0XS9hnzPeRET2R3dLF5EfJWjAforoL06/cv0wEZEKTAmPiIiIhJ6mtERERCT0lPCIiIhI6CnhERERkdBTwiMiIiKhp4RHREREQk8Jj4iIiISeEh4REREJvf8HHQx9wNDbC5kAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.svm.classes.NuSVR\n", "................................................................................\n", "21:13:23 Still training step 80 of 563\n", "................................................................................\n", "21:13:33 Still training step 160 of 563\n", "................................................................................\n", "21:13:49 Still training step 240 of 563\n", "................................................................................\n", "21:14:12 Still training step 320 of 563\n", "................................................................................\n", "21:14:46 Still training step 400 of 563\n", "................................................................................\n", "21:15:34 Still training step 480 of 563\n", "................................................................................\n", "21:16:34 Still training step 560 of 563\n", "...\n", "Mean return: -0.893%\n", "Monthly Sharpe ratio: -0.155\n", "OOS MSE across all predictions: 39.8554\n", "In-sample MSE: 30.3893\n", "Variance: 39.4097\n", "R-squared: -0.0113\n", "Avg rank correlation (Kendall's tau): -0.0023 (Expected: 0)\n", "5-quintile accuracy: 0.2118 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4644 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 115.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.svm.classes.SVR\n", "................................................................................\n", "21:16:44 Still training step 80 of 563\n", "................................................................................\n", "21:16:55 Still training step 160 of 563\n", "................................................................................\n", "21:17:13 Still training step 240 of 563\n", "................................................................................\n", "21:17:41 Still training step 320 of 563\n", "................................................................................\n", "21:18:20 Still training step 400 of 563\n", "................................................................................\n", "21:19:14 Still training step 480 of 563\n", "................................................................................\n", "21:20:25 Still training step 560 of 563\n", "...\n", "Mean return: -0.596%\n", "Monthly Sharpe ratio: -0.074\n", "OOS MSE across all predictions: 39.8821\n", "In-sample MSE: 29.1823\n", "Variance: 39.4097\n", "R-squared: -0.0120\n", "Avg rank correlation (Kendall's tau): -0.0001 (Expected: 0)\n", "5-quintile accuracy: 0.2056 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4507 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 59.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.tree.tree.DecisionTreeRegressor\n", "................................................................................\n", "21:20:37 Still training step 80 of 563\n", "................................................................................\n", "21:20:47 Still training step 160 of 563\n", "................................................................................\n", "21:21:01 Still training step 240 of 563\n", "................................................................................\n", "21:21:19 Still training step 320 of 563\n", "................................................................................\n", "21:21:43 Still training step 400 of 563\n", "................................................................................\n", "21:22:14 Still training step 480 of 563\n", "................................................................................\n", "21:22:54 Still training step 560 of 563\n", "...\n", "Mean return: 0.499%\n", "Monthly Sharpe ratio: 0.132\n", "OOS MSE across all predictions: 83.2643\n", "In-sample MSE: 0.0000\n", "Variance: 39.4097\n", "R-squared: -1.1128\n", "Avg rank correlation (Kendall's tau): 0.0032 (Expected: 0)\n", "5-quintile accuracy: 0.2046 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4465 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 40.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "sklearn.tree.tree.ExtraTreeRegressor\n", "................................................................................\n", "21:22:59 Still training step 80 of 563\n", "................................................................................\n", "21:23:02 Still training step 160 of 563\n", "................................................................................\n", "21:23:06 Still training step 240 of 563\n", "................................................................................\n", "21:23:11 Still training step 320 of 563\n", "................................................................................\n", "21:23:17 Still training step 400 of 563\n", "................................................................................\n", "21:23:23 Still training step 480 of 563\n", "................................................................................\n", "21:23:31 Still training step 560 of 563\n", "...\n", "Mean return: -0.107%\n", "Monthly Sharpe ratio: -0.003\n", "OOS MSE across all predictions: 81.0315\n", "In-sample MSE: 0.0000\n", "Variance: 39.4097\n", "R-squared: -1.0561\n", "Avg rank correlation (Kendall's tau): 0.0041 (Expected: 0)\n", "5-quintile accuracy: 0.2036 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4429 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 20.800000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "xgboost.sklearn.XGBRegressor\n", "................................................................................\n", "21:24:40 Still training step 80 of 563\n", "................................................................................\n", "21:26:07 Still training step 160 of 563\n", "................................................................................\n", "21:27:54 Still training step 240 of 563\n", "................................................................................\n", "21:30:03 Still training step 320 of 563\n", "................................................................................\n", "21:32:31 Still training step 400 of 563\n", "................................................................................\n", "21:35:14 Still training step 480 of 563\n", "................................................................................\n", "21:38:17 Still training step 560 of 563\n", "...\n", "Mean return: 2.176%\n", "Monthly Sharpe ratio: 0.451\n", "OOS MSE across all predictions: 45.7959\n", "In-sample MSE: 12.9654\n", "Variance: 39.4097\n", "R-squared: -0.1620\n", "Avg rank correlation (Kendall's tau): 0.0209 (Expected: 0)\n", "5-quintile accuracy: 0.2125 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4567 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 143.800000\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n" ] } ], "source": [ "# run all the models\n", "sharpe_list = []\n", "mse_list = []\n", "kendalltau_list = []\n", "excess_tp_list = []\n", "quintile_accuracy_list = []\n", "directional_accuracy_list = []\n", "keys = []\n", "\n", "for estimator in estimators:\n", " print(str(estimator)[8:-2])\n", " backtestmodel = BacktestModel(X, Y, \n", " create_model=estimator,\n", " coef_dict_param=\"all\", \n", " startindex=FIRST_TRAIN_MONTHS,\n", " fit_missing='mean',\n", " scaler=None)\n", " backtestmodel.gen_predictions(verbose=False)\n", " backtestmodel.gen_returns(calc_returns, verbose=False)\n", " backtestmodel.report_returns(start_date=start_date_str, freq='M')\n", " backtestmodel.evaluate_predictions()\n", " backtestmodel.evaluate_quantiles(chart=True, verbose=False)\n", " keys.append(str(estimator)[8:-2])\n", " sharpe_list.append(backtestmodel.sharpe)\n", " mse_list.append(backtestmodel.mse)\n", " kendalltau_list.append(backtestmodel.kendalltau)\n", " excess_tp_list.append(backtestmodel.excess_tp)\n", " quintile_accuracy_list.append(backtestmodel.quintile_accuracy)\n", " directional_accuracy_list.append(backtestmodel.directional_accuracy)\n", " print(\"---\")\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "# make a dataframe with all the metrics\n", "est_names = [str(estimator)[8:-2] for estimator in estimators]\n", "\n", "skmetricsframe = pd.DataFrame(list(zip(est_names, mse_list, sharpe_list, quintile_accuracy_list, directional_accuracy_list,\n", " kendalltau_list, excess_tp_list)), columns = ['name', 'mse', 'sharpe', 'quantile_score', \n", " 'direction_score', 'kendalltau', \n", " 'truepositive_score'])\n", "\n", "skmetricsframe.to_csv(\"sklearn_metrics.csv\")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namemsesharpequantile_scoredirection_scorekendalltautruepositive_score
0sklearn.ensemble.bagging.BaggingRegressor4.631706e+010.3476280.2069270.4516870.00934595.8
1sklearn.ensemble.forest.ExtraTreesRegressor4.704587e+010.3478940.2027830.4509180.01049992.8
2sklearn.ensemble.forest.RandomForestRegressor4.587427e+010.4261400.2087030.4511550.023036108.8
3sklearn.ensemble.gradient_boosting.GradientBoo...4.672127e+010.4386540.2122560.4555360.019600143.8
4sklearn.ensemble.weight_boosting.AdaBoostRegre...4.267869e+010.4551070.2091770.4545290.018622117.8
5sklearn.kernel_ridge.KernelRidge4.409376e+010.4707710.2175250.4645350.024320212.8
6sklearn.linear_model.base.LinearRegression4.386915e+010.5056140.2161040.4657190.024582225.8
7sklearn.linear_model.bayes.BayesianRidge3.974497e+010.6170920.2222020.4630550.035759225.8
8sklearn.linear_model.coordinate_descent.Elasti...4.082259e+010.5301750.2174660.4622850.033173208.8
9sklearn.linear_model.coordinate_descent.Elasti...3.988343e+010.6315610.2161040.4571940.034866196.8
10sklearn.linear_model.coordinate_descent.Lasso4.011411e+010.6385420.2197750.4645350.035614237.8
11sklearn.linear_model.coordinate_descent.LassoCV3.990249e+010.5874100.2181760.4578450.031224194.8
12sklearn.linear_model.huber.HuberRegressor4.364859e+010.2367160.2087630.4536410.019700126.8
13sklearn.linear_model.least_angle.Lars4.444981e+010.4143460.2120780.4590880.021829168.8
14sklearn.linear_model.least_angle.LarsCV3.984230e+010.5550570.2164590.4562460.028631178.8
15sklearn.linear_model.least_angle.LassoLars3.984176e+01-0.1783590.2105980.457726-0.00297769.8
16sklearn.linear_model.least_angle.LassoLarsCV3.980927e+010.5935530.2158670.4556540.030060177.8
17sklearn.linear_model.least_angle.LassoLarsIC4.002268e+010.5525770.2187090.4599170.033081198.8
18sklearn.linear_model.omp.OrthogonalMatchingPur...4.087777e+010.6346780.2148020.4579630.034756195.8
19sklearn.linear_model.omp.OrthogonalMatchingPur...4.023591e+010.4849440.2131440.4642390.031216221.8
20sklearn.linear_model.passive_aggressive.Passiv...1.141277e+020.1708270.2030790.4439910.00889941.8
21sklearn.linear_model.ransac.RANSACRegressor2.113817e+020.0566620.2048550.4470690.00642259.8
22sklearn.linear_model.ridge.Ridge4.386174e+010.5040290.2162230.4657790.024549225.8
23sklearn.linear_model.ridge.RidgeCV4.379693e+010.5016550.2158670.4657190.024859223.8
24sklearn.linear_model.stochastic_gradient.SGDRe...5.714048e+23-0.1172250.2043220.4378920.002974-22.2
25sklearn.neighbors.regression.KNeighborsRegressor4.393418e+010.4252370.2121970.4631730.021090194.8
26sklearn.svm.classes.LinearSVR4.524177e+010.2936070.2123150.4542920.017737118.8
27sklearn.svm.classes.NuSVR3.985537e+01-0.1545370.2118410.464417-0.002250115.8
28sklearn.svm.classes.SVR3.988209e+01-0.0735210.2056250.450740-0.00011359.8
29sklearn.tree.tree.DecisionTreeRegressor8.326431e+010.1316350.2045590.4464770.00321940.8
30sklearn.tree.tree.ExtraTreeRegressor8.103148e+01-0.0030140.2036120.4429250.00408720.8
31xgboost.sklearn.XGBRegressor4.579588e+010.4509790.2124930.4566610.020851143.8
\n", "
" ], "text/plain": [ " name mse sharpe \\\n", "0 sklearn.ensemble.bagging.BaggingRegressor 4.631706e+01 0.347628 \n", "1 sklearn.ensemble.forest.ExtraTreesRegressor 4.704587e+01 0.347894 \n", "2 sklearn.ensemble.forest.RandomForestRegressor 4.587427e+01 0.426140 \n", "3 sklearn.ensemble.gradient_boosting.GradientBoo... 4.672127e+01 0.438654 \n", "4 sklearn.ensemble.weight_boosting.AdaBoostRegre... 4.267869e+01 0.455107 \n", "5 sklearn.kernel_ridge.KernelRidge 4.409376e+01 0.470771 \n", "6 sklearn.linear_model.base.LinearRegression 4.386915e+01 0.505614 \n", "7 sklearn.linear_model.bayes.BayesianRidge 3.974497e+01 0.617092 \n", "8 sklearn.linear_model.coordinate_descent.Elasti... 4.082259e+01 0.530175 \n", "9 sklearn.linear_model.coordinate_descent.Elasti... 3.988343e+01 0.631561 \n", "10 sklearn.linear_model.coordinate_descent.Lasso 4.011411e+01 0.638542 \n", "11 sklearn.linear_model.coordinate_descent.LassoCV 3.990249e+01 0.587410 \n", "12 sklearn.linear_model.huber.HuberRegressor 4.364859e+01 0.236716 \n", "13 sklearn.linear_model.least_angle.Lars 4.444981e+01 0.414346 \n", "14 sklearn.linear_model.least_angle.LarsCV 3.984230e+01 0.555057 \n", "15 sklearn.linear_model.least_angle.LassoLars 3.984176e+01 -0.178359 \n", "16 sklearn.linear_model.least_angle.LassoLarsCV 3.980927e+01 0.593553 \n", "17 sklearn.linear_model.least_angle.LassoLarsIC 4.002268e+01 0.552577 \n", "18 sklearn.linear_model.omp.OrthogonalMatchingPur... 4.087777e+01 0.634678 \n", "19 sklearn.linear_model.omp.OrthogonalMatchingPur... 4.023591e+01 0.484944 \n", "20 sklearn.linear_model.passive_aggressive.Passiv... 1.141277e+02 0.170827 \n", "21 sklearn.linear_model.ransac.RANSACRegressor 2.113817e+02 0.056662 \n", "22 sklearn.linear_model.ridge.Ridge 4.386174e+01 0.504029 \n", "23 sklearn.linear_model.ridge.RidgeCV 4.379693e+01 0.501655 \n", "24 sklearn.linear_model.stochastic_gradient.SGDRe... 5.714048e+23 -0.117225 \n", "25 sklearn.neighbors.regression.KNeighborsRegressor 4.393418e+01 0.425237 \n", "26 sklearn.svm.classes.LinearSVR 4.524177e+01 0.293607 \n", "27 sklearn.svm.classes.NuSVR 3.985537e+01 -0.154537 \n", "28 sklearn.svm.classes.SVR 3.988209e+01 -0.073521 \n", "29 sklearn.tree.tree.DecisionTreeRegressor 8.326431e+01 0.131635 \n", "30 sklearn.tree.tree.ExtraTreeRegressor 8.103148e+01 -0.003014 \n", "31 xgboost.sklearn.XGBRegressor 4.579588e+01 0.450979 \n", "\n", " quantile_score direction_score kendalltau truepositive_score \n", "0 0.206927 0.451687 0.009345 95.8 \n", "1 0.202783 0.450918 0.010499 92.8 \n", "2 0.208703 0.451155 0.023036 108.8 \n", "3 0.212256 0.455536 0.019600 143.8 \n", "4 0.209177 0.454529 0.018622 117.8 \n", "5 0.217525 0.464535 0.024320 212.8 \n", "6 0.216104 0.465719 0.024582 225.8 \n", "7 0.222202 0.463055 0.035759 225.8 \n", "8 0.217466 0.462285 0.033173 208.8 \n", "9 0.216104 0.457194 0.034866 196.8 \n", "10 0.219775 0.464535 0.035614 237.8 \n", "11 0.218176 0.457845 0.031224 194.8 \n", "12 0.208763 0.453641 0.019700 126.8 \n", "13 0.212078 0.459088 0.021829 168.8 \n", "14 0.216459 0.456246 0.028631 178.8 \n", "15 0.210598 0.457726 -0.002977 69.8 \n", "16 0.215867 0.455654 0.030060 177.8 \n", "17 0.218709 0.459917 0.033081 198.8 \n", "18 0.214802 0.457963 0.034756 195.8 \n", "19 0.213144 0.464239 0.031216 221.8 \n", "20 0.203079 0.443991 0.008899 41.8 \n", "21 0.204855 0.447069 0.006422 59.8 \n", "22 0.216223 0.465779 0.024549 225.8 \n", "23 0.215867 0.465719 0.024859 223.8 \n", "24 0.204322 0.437892 0.002974 -22.2 \n", "25 0.212197 0.463173 0.021090 194.8 \n", "26 0.212315 0.454292 0.017737 118.8 \n", "27 0.211841 0.464417 -0.002250 115.8 \n", "28 0.205625 0.450740 -0.000113 59.8 \n", "29 0.204559 0.446477 0.003219 40.8 \n", "30 0.203612 0.442925 0.004087 20.8 \n", "31 0.212493 0.456661 0.020851 143.8 " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "skmetricsframe = pd.read_csv(\"sklearn_metrics.csv\")[['name','mse','sharpe','quantile_score','direction_score','kendalltau','truepositive_score']]\n", "skmetricsframe\n" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "with open('sklearn_table.html', 'w') as fo:\n", " skmetricsframe.sort_values(['kendalltau'], ascending=False).iloc[:12,:].to_html(fo, float_format=lambda x: '%.3f' % x)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "# SGDRegressor diverged to 6.309236364118325e+23, omit out of range values for scatter chart\n", "mse_list = skmetricsframe['mse'].values\n", "mse_list = [x if x < 75 else np.nan for x in mse_list]\n", "mse_list[24] = np.nan\n", "sharpe_list = skmetricsframe['sharpe'].values\n", "kendalltau_list = skmetricsframe['kendalltau'].values\n", "excess_tp_list = skmetricsframe['truepositive_score'].values\n", "quintile_accuracy_list = skmetricsframe['quantile_score'].values\n", "directional_accuracy_list = skmetricsframe['direction_score'].values\n", "# exclude > 100\n", "#mse_list[20] = np.nan\n", "#mse_list[21] = np.nan\n" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "mode": "markers", "type": "scatter", "x": [ 46.31706444399054, 47.04587410509177, 45.874270390408526, 46.721274771407174, 42.67868984289525, 44.09375653372646, 43.86915198203274, 39.744970527292146, 40.82258553050725, 39.883429061239326, 40.114114293666894, 39.90249066683234, 43.64858756975277, 44.44980870729814, 39.842297995305174, 39.841762453474274, 39.8092694053199, 40.02268307173768, 40.87776845723568, 40.2359097577176, null, null, 43.86174392125979, 43.79693227839958, null, 43.9341756035524, 45.241767964499005, 39.855374146299994, 39.882089037834184, null, null, 45.795881991789095 ], "y": [ 0.3476278089332349, 0.3478941508165541, 0.4261401713342639, 0.43865372582080425, 0.4551070227049238, 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"text": "Kendall's tau", "x": 0.775, "xanchor": "center", "xref": "paper", "y": 0.375, "yanchor": "bottom", "yref": "paper" } ], "height": 1000, "title": "Sharpe ratio scatters vs.", "width": 1000, "xaxis1": { "anchor": "y1", "domain": [ 0, 0.45 ] }, "xaxis2": { "anchor": "y2", "domain": [ 0.55, 1 ] }, "xaxis3": { "anchor": "y3", "domain": [ 0, 0.45 ] }, "xaxis4": { "anchor": "y4", "domain": [ 0.55, 1 ] }, "yaxis1": { "anchor": "x1", "domain": [ 0.625, 1 ] }, "yaxis2": { "anchor": "x2", "domain": [ 0.625, 1 ] }, "yaxis3": { "anchor": "x3", "domain": [ 0, 0.375 ] }, "yaxis4": { "anchor": "x4", "domain": [ 0, 0.375 ] } } }, "text/html": [ "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 4-way plot for blog post\n", "fig = plotly.tools.make_subplots(rows=2, cols=2, subplot_titles=('MSE', 'Quintile Accuracy','Direction Accuracy', \"Kendall's tau\"))\n", "fig.append_trace(Scatter(\n", " x = mse_list,\n", " y = sharpe_list,\n", " mode = 'markers'\n", "), row=1, col=1)\n", "\n", "fig.append_trace(Scatter(\n", " x = quintile_accuracy_list,\n", " y = sharpe_list,\n", " mode = 'markers'\n", "), row=1, col=2)\n", "\n", "fig.append_trace(Scatter(\n", " x = directional_accuracy_list,\n", " y = sharpe_list,\n", " mode = 'markers'\n", "), row=2, col=1)\n", "\n", "fig.append_trace(Scatter(\n", " x = kendalltau_list,\n", " y = sharpe_list,\n", " mode = 'markers'\n", "), row=2, col=2)\n", "\n", "\n", "fig['layout'].update(height=1000, width=1000, title='Sharpe ratio scatters vs.')\n", "iplot(fig)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sharpemsekendalltauquantile_scoredirection_scoretruepositive_score
sharpe1.000000-0.3480100.9469680.7272190.5601340.837878
mse-0.3480101.000000-0.250881-0.258240-0.459354-0.424717
kendalltau0.946968-0.2508811.0000000.8160240.5889640.864916
quantile_score0.727219-0.2582400.8160241.0000000.8208710.903356
direction_score0.560134-0.4593540.5889640.8208711.0000000.904553
truepositive_score0.837878-0.4247170.8649160.9033560.9045531.000000
\n", "
" ], "text/plain": [ " sharpe mse kendalltau quantile_score \\\n", "sharpe 1.000000 -0.348010 0.946968 0.727219 \n", "mse -0.348010 1.000000 -0.250881 -0.258240 \n", "kendalltau 0.946968 -0.250881 1.000000 0.816024 \n", "quantile_score 0.727219 -0.258240 0.816024 1.000000 \n", "direction_score 0.560134 -0.459354 0.588964 0.820871 \n", "truepositive_score 0.837878 -0.424717 0.864916 0.903356 \n", "\n", " direction_score truepositive_score \n", "sharpe 0.560134 0.837878 \n", "mse -0.459354 -0.424717 \n", "kendalltau 0.588964 0.864916 \n", "quantile_score 0.820871 0.903356 \n", "direction_score 1.000000 0.904553 \n", "truepositive_score 0.904553 1.000000 " ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corrmatrix = skmetricsframe[['sharpe', 'mse', 'kendalltau', \n", " 'quantile_score', 'direction_score', 'truepositive_score']].corr()\n", "corrmatrix" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "with open('sklearn_corr.html', 'w') as fo:\n", " corrmatrix.to_html(fo, float_format=lambda x: '%.3f' % x)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,10))\n", "sns.heatmap(corrmatrix, annot=True, fmt='.3f')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perform crossvalidation to find optimal regularization parameters for ElasticNet\n" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 0.01)\n", "................................................................................\n", "23:03:27 Still training step 80 of 563\n", "................................................................................\n", "23:03:32 Still training step 160 of 563\n", "................................................................................\n", "23:03:37 Still training step 240 of 563\n", "................................................................................\n", "23:03:43 Still training step 320 of 563\n", "................................................................................\n", "23:03:49 Still training step 400 of 563\n", "................................................................................\n", "23:03:54 Still training step 480 of 563\n", "................................................................................\n", "23:03:59 Still training step 560 of 563\n", "...\n", "Mean return: 2.797%\n", "Monthly Sharpe ratio: 0.507\n", "OOS MSE across all predictions: 42.5880\n", "In-sample MSE: 34.7849\n", "Variance: 39.4097\n", "R-squared: -0.0806\n", "Avg rank correlation (Kendall's tau): 0.0275 (Expected: 0)\n", "5-quintile accuracy: 0.2163 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4649 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 223.800000\n", "---\n", "(1, 0.05)\n", "................................................................................\n", "23:04:04 Still training step 80 of 563\n", "................................................................................\n", "23:04:08 Still training step 160 of 563\n", "................................................................................\n", "23:04:12 Still training step 240 of 563\n", "................................................................................\n", "23:04:16 Still training step 320 of 563\n", "................................................................................\n", "23:04:20 Still training step 400 of 563\n", "................................................................................\n", "23:04:24 Still training step 480 of 563\n", "................................................................................\n", "23:04:28 Still training step 560 of 563\n", "...\n", "Mean return: 2.817%\n", "Monthly Sharpe ratio: 0.508\n", "OOS MSE across all predictions: 42.3845\n", "In-sample MSE: 34.8097\n", "Variance: 39.4097\n", "R-squared: -0.0755\n", "Avg rank correlation (Kendall's tau): 0.0286 (Expected: 0)\n", "5-quintile accuracy: 0.2171 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4651 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 222.800000\n", "---\n", "(1, 0.1)\n", "................................................................................\n", "23:04:32 Still training step 80 of 563\n", "................................................................................\n", "23:04:36 Still training step 160 of 563\n", "................................................................................\n", "23:04:39 Still training step 240 of 563\n", "................................................................................\n", "23:04:42 Still training step 320 of 563\n", "................................................................................\n", "23:04:46 Still training step 400 of 563\n", "................................................................................\n", "23:04:49 Still training step 480 of 563\n", "................................................................................\n", "23:04:52 Still training step 560 of 563\n", "...\n", "Mean return: 3.101%\n", "Monthly Sharpe ratio: 0.547\n", "OOS MSE across all predictions: 42.1476\n", "In-sample MSE: 34.8508\n", "Variance: 39.4097\n", "R-squared: -0.0695\n", "Avg rank correlation (Kendall's tau): 0.0302 (Expected: 0)\n", "5-quintile accuracy: 0.2170 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4649 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 228.800000\n", "---\n", "(1, 0.5)\n", "................................................................................\n", "23:04:55 Still training step 80 of 563\n", "................................................................................\n", "23:04:57 Still training step 160 of 563\n", "................................................................................\n", "23:04:58 Still training step 240 of 563\n", "................................................................................\n", "23:05:00 Still training step 320 of 563\n", "................................................................................\n", "23:05:02 Still training step 400 of 563\n", "................................................................................\n", "23:05:04 Still training step 480 of 563\n", "................................................................................\n", "23:05:06 Still training step 560 of 563\n", "...\n", "Mean return: 3.145%\n", "Monthly Sharpe ratio: 0.530\n", "OOS MSE across all predictions: 40.8226\n", "In-sample MSE: 35.3600\n", "Variance: 39.4097\n", "R-squared: -0.0359\n", "Avg rank correlation (Kendall's tau): 0.0332 (Expected: 0)\n", "5-quintile accuracy: 0.2175 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4623 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 208.800000\n", "---\n", "(1, 0.667)\n", "................................................................................\n", "23:05:08 Still training step 80 of 563\n", "................................................................................\n", "23:05:10 Still training step 160 of 563\n", "................................................................................\n", "23:05:11 Still training step 240 of 563\n", "................................................................................\n", "23:05:12 Still training step 320 of 563\n", "................................................................................\n", "23:05:14 Still training step 400 of 563\n", "................................................................................\n", "23:05:16 Still training step 480 of 563\n", "................................................................................\n", "23:05:18 Still training step 560 of 563\n", "...\n", "Mean return: 3.345%\n", "Monthly Sharpe ratio: 0.561\n", "OOS MSE across all predictions: 40.5071\n", "In-sample MSE: 35.5823\n", "Variance: 39.4097\n", "R-squared: -0.0278\n", "Avg rank correlation (Kendall's tau): 0.0342 (Expected: 0)\n", "5-quintile accuracy: 0.2181 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4638 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 221.800000\n", "---\n", "(1, 0.75)\n", "................................................................................\n", "23:05:20 Still training step 80 of 563\n", "................................................................................\n", "23:05:21 Still training step 160 of 563\n", "................................................................................\n", "23:05:22 Still training step 240 of 563\n", "................................................................................\n", "23:05:24 Still training step 320 of 563\n", "................................................................................\n", "23:05:25 Still training step 400 of 563\n", "................................................................................\n", "23:05:27 Still training step 480 of 563\n", "................................................................................\n", "23:05:29 Still training step 560 of 563\n", "...\n", "Mean return: 3.380%\n", "Monthly Sharpe ratio: 0.569\n", "OOS MSE across all predictions: 40.3864\n", "In-sample MSE: 35.6845\n", "Variance: 39.4097\n", "R-squared: -0.0248\n", "Avg rank correlation (Kendall's tau): 0.0349 (Expected: 0)\n", "5-quintile accuracy: 0.2168 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4632 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 219.800000\n", "---\n", "(1, 0.9)\n", "................................................................................\n", "23:05:31 Still training step 80 of 563\n", "................................................................................\n", "23:05:33 Still training step 160 of 563\n", "................................................................................\n", "23:05:34 Still training step 240 of 563\n", "................................................................................\n", "23:05:35 Still training step 320 of 563\n", "................................................................................\n", "23:05:37 Still training step 400 of 563\n", "................................................................................\n", "23:05:38 Still training step 480 of 563\n", "................................................................................\n", "23:05:40 Still training step 560 of 563\n", "...\n", "Mean return: 3.489%\n", "Monthly Sharpe ratio: 0.595\n", "OOS MSE across all predictions: 40.2090\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "In-sample MSE: 35.8391\n", "Variance: 39.4097\n", "R-squared: -0.0203\n", "Avg rank correlation (Kendall's tau): 0.0351 (Expected: 0)\n", "5-quintile accuracy: 0.2201 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4649 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 235.800000\n", "---\n", "(1, 0.95)\n", "................................................................................\n", "23:05:42 Still training step 80 of 563\n", "................................................................................\n", "23:05:43 Still training step 160 of 563\n", "................................................................................\n", "23:05:45 Still training step 240 of 563\n", "................................................................................\n", "23:05:46 Still training step 320 of 563\n", "................................................................................\n", "23:05:47 Still training step 400 of 563\n", "................................................................................\n", "23:05:49 Still training step 480 of 563\n", "................................................................................\n", "23:05:50 Still training step 560 of 563\n", "...\n", "Mean return: 3.635%\n", "Monthly Sharpe ratio: 0.616\n", "OOS MSE across all predictions: 40.1591\n", "In-sample MSE: 35.8831\n", "Variance: 39.4097\n", "R-squared: -0.0190\n", "Avg rank correlation (Kendall's tau): 0.0350 (Expected: 0)\n", "5-quintile accuracy: 0.2187 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4642 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 233.800000\n", "---\n", "(1, 0.99)\n", "................................................................................\n", "23:05:52 Still training step 80 of 563\n", "................................................................................\n", "23:05:54 Still training step 160 of 563\n", "................................................................................\n", "23:05:55 Still training step 240 of 563\n", "................................................................................\n", "23:05:56 Still training step 320 of 563\n", "................................................................................\n", "23:05:57 Still training step 400 of 563\n", "................................................................................\n", "23:05:59 Still training step 480 of 563\n", "................................................................................\n", "23:06:00 Still training step 560 of 563\n", "...\n", "Mean return: 3.634%\n", "Monthly Sharpe ratio: 0.621\n", "OOS MSE across all predictions: 40.1226\n", "In-sample MSE: 35.9160\n", "Variance: 39.4097\n", "R-squared: -0.0181\n", "Avg rank correlation (Kendall's tau): 0.0355 (Expected: 0)\n", "5-quintile accuracy: 0.2199 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4648 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 236.800000\n", "---\n", "(1, 1)\n", "................................................................................\n", "23:06:02 Still training step 80 of 563\n", "................................................................................\n", "23:06:04 Still training step 160 of 563\n", "................................................................................\n", "23:06:05 Still training step 240 of 563\n", "................................................................................\n", "23:06:06 Still training step 320 of 563\n", "................................................................................\n", "23:06:07 Still training step 400 of 563\n", "................................................................................\n", "23:06:09 Still training step 480 of 563\n", "................................................................................\n", "23:06:10 Still training step 560 of 563\n", "...\n", "Mean return: 3.739%\n", "Monthly Sharpe ratio: 0.639\n", "OOS MSE across all predictions: 40.1141\n", "In-sample MSE: 35.9242\n", "Variance: 39.4097\n", "R-squared: -0.0179\n", "Avg rank correlation (Kendall's tau): 0.0356 (Expected: 0)\n", "5-quintile accuracy: 0.2198 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4645 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 237.800000\n", "---\n", "(3, 0.01)\n", "................................................................................\n", "23:06:14 Still training step 80 of 563\n", "................................................................................\n", "23:06:18 Still training step 160 of 563\n", "................................................................................\n", "23:06:21 Still training step 240 of 563\n", "................................................................................\n", "23:06:25 Still training step 320 of 563\n", "................................................................................\n", "23:06:29 Still training step 400 of 563\n", "................................................................................\n", "23:06:32 Still training step 480 of 563\n", "................................................................................\n", "23:06:36 Still training step 560 of 563\n", "...\n", "Mean return: 3.201%\n", "Monthly Sharpe ratio: 0.564\n", "OOS MSE across all predictions: 41.4506\n", "In-sample MSE: 34.9378\n", "Variance: 39.4097\n", "R-squared: -0.0518\n", "Avg rank correlation (Kendall's tau): 0.0336 (Expected: 0)\n", "5-quintile accuracy: 0.2171 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4650 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 234.800000\n", "---\n", "(3, 0.05)\n", "................................................................................\n", "23:06:39 Still training step 80 of 563\n", "................................................................................\n", "23:06:42 Still training step 160 of 563\n", "................................................................................\n", "23:06:44 Still training step 240 of 563\n", "................................................................................\n", "23:06:47 Still training step 320 of 563\n", "................................................................................\n", "23:06:49 Still training step 400 of 563\n", "................................................................................\n", "23:06:52 Still training step 480 of 563\n", "................................................................................\n", "23:06:55 Still training step 560 of 563\n", "...\n", "Mean return: 3.014%\n", "Monthly Sharpe ratio: 0.523\n", "OOS MSE across all predictions: 41.1149\n", "In-sample MSE: 35.0600\n", "Variance: 39.4097\n", "R-squared: -0.0433\n", "Avg rank correlation (Kendall's tau): 0.0338 (Expected: 0)\n", "5-quintile accuracy: 0.2172 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4657 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 231.800000\n", "---\n", "(3, 0.1)\n", "................................................................................\n", "23:06:58 Still training step 80 of 563\n", "................................................................................\n", "23:06:59 Still training step 160 of 563\n", "................................................................................\n", "23:07:01 Still training step 240 of 563\n", "................................................................................\n", "23:07:03 Still training step 320 of 563\n", "................................................................................\n", "23:07:06 Still training step 400 of 563\n", "................................................................................\n", "23:07:08 Still training step 480 of 563\n", "................................................................................\n", "23:07:10 Still training step 560 of 563\n", "...\n", "Mean return: 3.015%\n", "Monthly Sharpe ratio: 0.512\n", "OOS MSE across all predictions: 40.7643\n", "In-sample MSE: 35.2400\n", "Variance: 39.4097\n", "R-squared: -0.0344\n", "Avg rank correlation (Kendall's tau): 0.0356 (Expected: 0)\n", "5-quintile accuracy: 0.2181 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4614 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 202.800000\n", "---\n", "(3, 0.5)\n", "................................................................................\n", "23:07:12 Still training step 80 of 563\n", "................................................................................\n", "23:07:13 Still training step 160 of 563\n", "................................................................................\n", "23:07:14 Still training step 240 of 563\n", "................................................................................\n", "23:07:15 Still training step 320 of 563\n", "................................................................................\n", "23:07:16 Still training step 400 of 563\n", "................................................................................\n", "23:07:18 Still training step 480 of 563\n", "................................................................................\n", "23:07:19 Still training step 560 of 563\n", "...\n", "Mean return: 3.632%\n", "Monthly Sharpe ratio: 0.617\n", "OOS MSE across all predictions: 39.7623\n", "In-sample MSE: 36.2562\n", "Variance: 39.4097\n", "R-squared: -0.0089\n", "Avg rank correlation (Kendall's tau): 0.0367 (Expected: 0)\n", "5-quintile accuracy: 0.2231 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4638 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 236.800000\n", "---\n", "(3, 0.667)\n", "................................................................................\n", "23:07:21 Still training step 80 of 563\n", "................................................................................\n", "23:07:22 Still training step 160 of 563\n", "................................................................................\n", "23:07:23 Still training step 240 of 563\n", "................................................................................\n", "23:07:24 Still training step 320 of 563\n", "................................................................................\n", "23:07:25 Still training step 400 of 563\n", "................................................................................\n", "23:07:26 Still training step 480 of 563\n", "................................................................................\n", "23:07:28 Still training step 560 of 563\n", "...\n", "Mean return: 3.248%\n", "Monthly Sharpe ratio: 0.567\n", "OOS MSE across all predictions: 39.6880\n", "In-sample MSE: 36.4298\n", "Variance: 39.4097\n", "R-squared: -0.0071\n", "Avg rank correlation (Kendall's tau): 0.0331 (Expected: 0)\n", "5-quintile accuracy: 0.2231 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4624 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 212.800000\n", "---\n", "(3, 0.75)\n", "................................................................................\n", "23:07:30 Still training step 80 of 563\n", "................................................................................\n", "23:07:31 Still training step 160 of 563\n", "................................................................................\n", "23:07:32 Still training step 240 of 563\n", "................................................................................\n", "23:07:33 Still training step 320 of 563\n", "................................................................................\n", "23:07:34 Still training step 400 of 563\n", "................................................................................\n", "23:07:35 Still training step 480 of 563\n", "................................................................................\n", "23:07:36 Still training step 560 of 563\n", "...\n", "Mean return: 3.031%\n", "Monthly Sharpe ratio: 0.533\n", "OOS MSE across all predictions: 39.6780\n", "In-sample MSE: 36.5060\n", "Variance: 39.4097\n", "R-squared: -0.0068\n", "Avg rank correlation (Kendall's tau): 0.0311 (Expected: 0)\n", "5-quintile accuracy: 0.2227 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4636 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 210.800000\n", "---\n", "(3, 0.9)\n", "................................................................................\n", "23:07:38 Still training step 80 of 563\n", "................................................................................\n", "23:07:39 Still training step 160 of 563\n", "................................................................................\n", "23:07:40 Still training step 240 of 563\n", "................................................................................\n", "23:07:41 Still training step 320 of 563\n", "................................................................................\n", "23:07:43 Still training step 400 of 563\n", "................................................................................\n", "23:07:44 Still training step 480 of 563\n", "................................................................................\n", "23:07:45 Still training step 560 of 563\n", "...\n", "Mean return: 2.680%\n", "Monthly Sharpe ratio: 0.482\n", "OOS MSE across all predictions: 39.6690\n", "In-sample MSE: 36.6243\n", "Variance: 39.4097\n", "R-squared: -0.0066\n", "Avg rank correlation (Kendall's tau): 0.0287 (Expected: 0)\n", "5-quintile accuracy: 0.2207 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4639 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 197.800000\n", "---\n", "(3, 0.95)\n", "................................................................................\n", "23:07:47 Still training step 80 of 563\n", "................................................................................\n", "23:07:48 Still training step 160 of 563\n", "................................................................................\n", "23:07:49 Still training step 240 of 563\n", "................................................................................\n", "23:07:50 Still training step 320 of 563\n", "................................................................................\n", "23:07:51 Still training step 400 of 563\n", "................................................................................\n", "23:07:52 Still training step 480 of 563\n", "................................................................................\n", "23:07:54 Still training step 560 of 563\n", "...\n", "Mean return: 2.775%\n", "Monthly Sharpe ratio: 0.498\n", "OOS MSE across all predictions: 39.6658\n", "In-sample MSE: 36.6602\n", "Variance: 39.4097\n", "R-squared: -0.0065\n", "Avg rank correlation (Kendall's tau): 0.0272 (Expected: 0)\n", "5-quintile accuracy: 0.2200 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4638 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 197.800000\n", "---\n", "(3, 0.99)\n", "................................................................................\n", "23:07:55 Still training step 80 of 563\n", "................................................................................\n", "23:07:56 Still training step 160 of 563\n", "................................................................................\n", "23:07:57 Still training step 240 of 563\n", "................................................................................\n", "23:07:59 Still training step 320 of 563\n", "................................................................................\n", "23:08:00 Still training step 400 of 563\n", "................................................................................\n", "23:08:01 Still training step 480 of 563\n", "................................................................................\n", "23:08:02 Still training step 560 of 563\n", "...\n", "Mean return: 2.496%\n", "Monthly Sharpe ratio: 0.456\n", "OOS MSE across all predictions: 39.6624\n", "In-sample MSE: 36.6892\n", "Variance: 39.4097\n", "R-squared: -0.0064\n", "Avg rank correlation (Kendall's tau): 0.0261 (Expected: 0)\n", "5-quintile accuracy: 0.2177 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4615 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 177.800000\n", "---\n", "(3, 1)\n", "................................................................................\n", "23:08:04 Still training step 80 of 563\n", "................................................................................\n", "23:08:05 Still training step 160 of 563\n", "................................................................................\n", "23:08:06 Still training step 240 of 563\n", "................................................................................\n", "23:08:07 Still training step 320 of 563\n", "................................................................................\n", "23:08:08 Still training step 400 of 563\n", "................................................................................\n", "23:08:09 Still training step 480 of 563\n", "................................................................................\n", "23:08:11 Still training step 560 of 563\n", "...\n", "Mean return: 2.512%\n", "Monthly Sharpe ratio: 0.459\n", "OOS MSE across all predictions: 39.6614\n", "In-sample MSE: 36.6963\n", "Variance: 39.4097\n", "R-squared: -0.0064\n", "Avg rank correlation (Kendall's tau): 0.0260 (Expected: 0)\n", "5-quintile accuracy: 0.2178 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4613 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 176.800000\n", "---\n", "(10, 0.01)\n", "................................................................................\n", "23:08:13 Still training step 80 of 563\n", "................................................................................\n", "23:08:15 Still training step 160 of 563\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "................................................................................\n", "23:08:17 Still training step 240 of 563\n", "................................................................................\n", "23:08:19 Still training step 320 of 563\n", "................................................................................\n", "23:08:21 Still training step 400 of 563\n", "................................................................................\n", "23:08:24 Still training step 480 of 563\n", "................................................................................\n", "23:08:26 Still training step 560 of 563\n", "...\n", "Mean return: 3.595%\n", "Monthly Sharpe ratio: 0.600\n", "OOS MSE across all predictions: 40.2610\n", "In-sample MSE: 35.3905\n", "Variance: 39.4097\n", "R-squared: -0.0216\n", "Avg rank correlation (Kendall's tau): 0.0387 (Expected: 0)\n", "5-quintile accuracy: 0.2187 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4641 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 224.800000\n", "---\n", "(10, 0.05)\n", "................................................................................\n", "23:08:28 Still training step 80 of 563\n", "................................................................................\n", "23:08:30 Still training step 160 of 563\n", "................................................................................\n", "23:08:31 Still training step 240 of 563\n", "................................................................................\n", "23:08:32 Still training step 320 of 563\n", "................................................................................\n", "23:08:34 Still training step 400 of 563\n", "................................................................................\n", "23:08:36 Still training step 480 of 563\n", "................................................................................\n", "23:08:37 Still training step 560 of 563\n", "...\n", "Mean return: 3.758%\n", "Monthly Sharpe ratio: 0.607\n", "OOS MSE across all predictions: 39.9170\n", "In-sample MSE: 35.7593\n", "Variance: 39.4097\n", "R-squared: -0.0129\n", "Avg rank correlation (Kendall's tau): 0.0413 (Expected: 0)\n", "5-quintile accuracy: 0.2211 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4655 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 233.800000\n", "---\n", "(10, 0.1)\n", "................................................................................\n", "23:08:39 Still training step 80 of 563\n", "................................................................................\n", "23:08:41 Still training step 160 of 563\n", "................................................................................\n", "23:08:42 Still training step 240 of 563\n", "................................................................................\n", "23:08:43 Still training step 320 of 563\n", "................................................................................\n", "23:08:44 Still training step 400 of 563\n", "................................................................................\n", "23:08:46 Still training step 480 of 563\n", "................................................................................\n", "23:08:47 Still training step 560 of 563\n", "...\n", "Mean return: 4.262%\n", "Monthly Sharpe ratio: 0.695\n", "OOS MSE across all predictions: 39.7252\n", "In-sample MSE: 36.1142\n", "Variance: 39.4097\n", "R-squared: -0.0080\n", "Avg rank correlation (Kendall's tau): 0.0415 (Expected: 0)\n", "5-quintile accuracy: 0.2215 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4652 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 250.800000\n", "---\n", "(10, 0.5)\n", "................................................................................\n", "23:08:49 Still training step 80 of 563\n", "................................................................................\n", "23:08:50 Still training step 160 of 563\n", "................................................................................\n", "23:08:51 Still training step 240 of 563\n", "................................................................................\n", "23:08:52 Still training step 320 of 563\n", "................................................................................\n", "23:08:53 Still training step 400 of 563\n", "................................................................................\n", "23:08:54 Still training step 480 of 563\n", "................................................................................\n", "23:08:55 Still training step 560 of 563\n", "...\n", "Mean return: 1.652%\n", "Monthly Sharpe ratio: 0.327\n", "OOS MSE across all predictions: 39.6945\n", "In-sample MSE: 37.0025\n", "Variance: 39.4097\n", "R-squared: -0.0072\n", "Avg rank correlation (Kendall's tau): 0.0211 (Expected: 0)\n", "5-quintile accuracy: 0.2164 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4645 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 187.800000\n", "---\n", "(10, 0.667)\n", "................................................................................\n", "23:08:57 Still training step 80 of 563\n", "................................................................................\n", "23:08:58 Still training step 160 of 563\n", "................................................................................\n", "23:08:59 Still training step 240 of 563\n", "................................................................................\n", "23:09:00 Still training step 320 of 563\n", "................................................................................\n", "23:09:01 Still training step 400 of 563\n", "................................................................................\n", "23:09:02 Still training step 480 of 563\n", "................................................................................\n", "23:09:03 Still training step 560 of 563\n", "...\n", "Mean return: 0.791%\n", "Monthly Sharpe ratio: 0.169\n", "OOS MSE across all predictions: 39.7587\n", "In-sample MSE: 37.1217\n", "Variance: 39.4097\n", "R-squared: -0.0089\n", "Avg rank correlation (Kendall's tau): 0.0119 (Expected: 0)\n", "5-quintile accuracy: 0.2187 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4671 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 177.800000\n", "---\n", "(10, 0.75)\n", "................................................................................\n", "23:09:05 Still training step 80 of 563\n", "................................................................................\n", "23:09:06 Still training step 160 of 563\n", "................................................................................\n", "23:09:07 Still training step 240 of 563\n", "................................................................................\n", "23:09:08 Still training step 320 of 563\n", "................................................................................\n", "23:09:09 Still training step 400 of 563\n", "................................................................................\n", "23:09:10 Still training step 480 of 563\n", "................................................................................\n", "23:09:11 Still training step 560 of 563\n", "...\n", "Mean return: 0.131%\n", "Monthly Sharpe ratio: 0.052\n", "OOS MSE across all predictions: 39.7873\n", "In-sample MSE: 37.1500\n", "Variance: 39.4097\n", "R-squared: -0.0096\n", "Avg rank correlation (Kendall's tau): 0.0067 (Expected: 0)\n", "5-quintile accuracy: 0.2172 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4660 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 150.800000\n", "---\n", "(10, 0.9)\n", "................................................................................\n", "23:09:13 Still training step 80 of 563\n", "................................................................................\n", "23:09:14 Still training step 160 of 563\n", "................................................................................\n", "23:09:15 Still training step 240 of 563\n", "................................................................................\n", "23:09:16 Still training step 320 of 563\n", "................................................................................\n", "23:09:17 Still training step 400 of 563\n", "................................................................................\n", "23:09:18 Still training step 480 of 563\n", "................................................................................\n", "23:09:19 Still training step 560 of 563\n", "...\n", "Mean return: -0.588%\n", "Monthly Sharpe ratio: -0.079\n", "OOS MSE across all predictions: 39.8205\n", "In-sample MSE: 37.1843\n", "Variance: 39.4097\n", "R-squared: -0.0104\n", "Avg rank correlation (Kendall's tau): 0.0006 (Expected: 0)\n", "5-quintile accuracy: 0.2146 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4616 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 108.800000\n", "---\n", "(10, 0.95)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "................................................................................\n", "23:09:21 Still training step 80 of 563\n", "................................................................................\n", "23:09:22 Still training step 160 of 563\n", "................................................................................\n", "23:09:23 Still training step 240 of 563\n", "................................................................................\n", "23:09:24 Still training step 320 of 563\n", "................................................................................\n", "23:09:25 Still training step 400 of 563\n", "................................................................................\n", "23:09:26 Still training step 480 of 563\n", "................................................................................\n", "23:09:27 Still training step 560 of 563\n", "...\n", "Mean return: -0.817%\n", "Monthly Sharpe ratio: -0.118\n", "OOS MSE across all predictions: 39.8281\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0106\n", "Avg rank correlation (Kendall's tau): -0.0008 (Expected: 0)\n", "5-quintile accuracy: 0.2147 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4607 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 99.800000\n", "---\n", "(10, 0.99)\n", "................................................................................\n", "23:09:29 Still training step 80 of 563\n", "................................................................................\n", "23:09:30 Still training step 160 of 563\n", "................................................................................\n", "23:09:31 Still training step 240 of 563\n", "................................................................................\n", "23:09:32 Still training step 320 of 563\n", "................................................................................\n", "23:09:33 Still training step 400 of 563\n", "................................................................................\n", "23:09:34 Still training step 480 of 563\n", "................................................................................\n", "23:09:35 Still training step 560 of 563\n", "...\n", "Mean return: -0.958%\n", "Monthly Sharpe ratio: -0.144\n", "OOS MSE across all predictions: 39.8317\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0107\n", "Avg rank correlation (Kendall's tau): -0.0012 (Expected: 0)\n", "5-quintile accuracy: 0.2147 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4609 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 97.800000\n", "---\n", "(10, 1)\n", "................................................................................\n", "23:09:37 Still training step 80 of 563\n", "................................................................................\n", "23:09:38 Still training step 160 of 563\n", "................................................................................\n", "23:09:39 Still training step 240 of 563\n", "................................................................................\n", "23:09:40 Still training step 320 of 563\n", "................................................................................\n", "23:09:41 Still training step 400 of 563\n", "................................................................................\n", "23:09:42 Still training step 480 of 563\n", "................................................................................\n", "23:09:43 Still training step 560 of 563\n", "...\n", "Mean return: -0.946%\n", "Monthly Sharpe ratio: -0.141\n", "OOS MSE across all predictions: 39.8323\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0107\n", "Avg rank correlation (Kendall's tau): -0.0013 (Expected: 0)\n", "5-quintile accuracy: 0.2138 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4608 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 95.800000\n", "---\n", "(30, 0.01)\n", "................................................................................\n", "23:09:45 Still training step 80 of 563\n", "................................................................................\n", "23:09:46 Still training step 160 of 563\n", "................................................................................\n", "23:09:48 Still training step 240 of 563\n", "................................................................................\n", "23:09:49 Still training step 320 of 563\n", "................................................................................\n", "23:09:50 Still training step 400 of 563\n", "................................................................................\n", "23:09:52 Still training step 480 of 563\n", "................................................................................\n", "23:09:54 Still training step 560 of 563\n", "...\n", "Mean return: 4.096%\n", "Monthly Sharpe ratio: 0.650\n", "OOS MSE across all predictions: 39.6601\n", "In-sample MSE: 35.9754\n", "Variance: 39.4097\n", "R-squared: -0.0064\n", "Avg rank correlation (Kendall's tau): 0.0419 (Expected: 0)\n", "5-quintile accuracy: 0.2241 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4676 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 258.800000\n", "---\n", "(30, 0.05)\n", "................................................................................\n", "23:09:55 Still training step 80 of 563\n", "................................................................................\n", "23:09:56 Still training step 160 of 563\n", "................................................................................\n", "23:09:57 Still training step 240 of 563\n", "................................................................................\n", "23:09:59 Still training step 320 of 563\n", "................................................................................\n", "23:10:00 Still training step 400 of 563\n", "................................................................................\n", "23:10:01 Still training step 480 of 563\n", "................................................................................\n", "23:10:02 Still training step 560 of 563\n", "...\n", "Mean return: 3.477%\n", "Monthly Sharpe ratio: 0.582\n", "OOS MSE across all predictions: 39.5933\n", "In-sample MSE: 36.4583\n", "Variance: 39.4097\n", "R-squared: -0.0047\n", "Avg rank correlation (Kendall's tau): 0.0349 (Expected: 0)\n", "5-quintile accuracy: 0.2208 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4651 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 227.800000\n", "---\n", "(30, 0.1)\n", "................................................................................\n", "23:10:04 Still training step 80 of 563\n", "................................................................................\n", "23:10:05 Still training step 160 of 563\n", "................................................................................\n", "23:10:06 Still training step 240 of 563\n", "................................................................................\n", "23:10:07 Still training step 320 of 563\n", "................................................................................\n", "23:10:08 Still training step 400 of 563\n", "................................................................................\n", "23:10:10 Still training step 480 of 563\n", "................................................................................\n", "23:10:11 Still training step 560 of 563\n", "...\n", "Mean return: 2.714%\n", "Monthly Sharpe ratio: 0.503\n", "OOS MSE across all predictions: 39.6355\n", "In-sample MSE: 36.7897\n", "Variance: 39.4097\n", "R-squared: -0.0057\n", "Avg rank correlation (Kendall's tau): 0.0282 (Expected: 0)\n", "5-quintile accuracy: 0.2155 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4622 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 190.800000\n", "---\n", "(30, 0.5)\n", "................................................................................\n", "23:10:13 Still training step 80 of 563\n", "................................................................................\n", "23:10:14 Still training step 160 of 563\n", "................................................................................\n", "23:10:15 Still training step 240 of 563\n", "................................................................................\n", "23:10:16 Still training step 320 of 563\n", "................................................................................\n", "23:10:17 Still training step 400 of 563\n", "................................................................................\n", "23:10:18 Still training step 480 of 563\n", "................................................................................\n", "23:10:19 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(30, 0.667)\n", "................................................................................\n", "23:10:21 Still training step 80 of 563\n", "................................................................................\n", "23:10:22 Still training step 160 of 563\n", "................................................................................\n", "23:10:23 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"................................................................................\n", "23:10:29 Still training step 80 of 563\n", "................................................................................\n", "23:10:30 Still training step 160 of 563\n", "................................................................................\n", "23:10:31 Still training step 240 of 563\n", "................................................................................\n", "23:10:32 Still training step 320 of 563\n", "................................................................................\n", "23:10:33 Still training step 400 of 563\n", "................................................................................\n", "23:10:34 Still training step 480 of 563\n", "................................................................................\n", "23:10:35 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(30, 0.9)\n", "................................................................................\n", "23:10:37 Still training step 80 of 563\n", "................................................................................\n", "23:10:38 Still training step 160 of 563\n", "................................................................................\n", "23:10:39 Still training step 240 of 563\n", "................................................................................\n", "23:10:40 Still training step 320 of 563\n", "................................................................................\n", "23:10:41 Still training step 400 of 563\n", "................................................................................\n", "23:10:42 Still training step 480 of 563\n", "................................................................................\n", "23:10:43 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(30, 0.95)\n", "................................................................................\n", "23:10:45 Still training step 80 of 563\n", "................................................................................\n", "23:10:46 Still training step 160 of 563\n", "................................................................................\n", "23:10:47 Still training step 240 of 563\n", "................................................................................\n", "23:10:48 Still training step 320 of 563\n", "................................................................................\n", "23:10:49 Still training step 400 of 563\n", "................................................................................\n", "23:10:50 Still training step 480 of 563\n", "................................................................................\n", "23:10:51 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(30, 0.99)\n", "................................................................................\n", "23:10:53 Still training step 80 of 563\n", "................................................................................\n", "23:10:54 Still training step 160 of 563\n", "................................................................................\n", "23:10:55 Still training step 240 of 563\n", "................................................................................\n", "23:10:56 Still training step 320 of 563\n", "................................................................................\n", "23:10:57 Still training step 400 of 563\n", "................................................................................\n", "23:10:58 Still training step 480 of 563\n", "................................................................................\n", "23:10:59 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(30, 1)\n", "................................................................................\n", "23:11:01 Still training step 80 of 563\n", "................................................................................\n", "23:11:02 Still training step 160 of 563\n", "................................................................................\n", "23:11:03 Still training step 240 of 563\n", "................................................................................\n", "23:11:04 Still training step 320 of 563\n", "................................................................................\n", "23:11:05 Still training step 400 of 563\n", "................................................................................\n", "23:11:06 Still training step 480 of 563\n", "................................................................................\n", "23:11:07 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(100, 0.01)\n", "................................................................................\n", "23:11:09 Still training step 80 of 563\n", "................................................................................\n", "23:11:10 Still training step 160 of 563\n", "................................................................................\n", "23:11:11 Still training step 240 of 563\n", "................................................................................\n", "23:11:12 Still training step 320 of 563\n", "................................................................................\n", "23:11:14 Still training step 400 of 563\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "................................................................................\n", "23:11:15 Still training step 480 of 563\n", "................................................................................\n", "23:11:16 Still training step 560 of 563\n", "...\n", "Mean return: 3.216%\n", "Monthly Sharpe ratio: 0.541\n", "OOS MSE across all predictions: 39.5610\n", "In-sample MSE: 36.5444\n", "Variance: 39.4097\n", "R-squared: -0.0038\n", "Avg rank correlation (Kendall's tau): 0.0337 (Expected: 0)\n", "5-quintile accuracy: 0.2252 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4667 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 227.800000\n", "---\n", "(100, 0.05)\n", "................................................................................\n", "23:11:18 Still training step 80 of 563\n", "................................................................................\n", "23:11:19 Still training step 160 of 563\n", "................................................................................\n", "23:11:20 Still training step 240 of 563\n", "................................................................................\n", "23:11:21 Still training step 320 of 563\n", "................................................................................\n", "23:11:22 Still training step 400 of 563\n", "................................................................................\n", "23:11:23 Still training step 480 of 563\n", "................................................................................\n", "23:11:24 Still training step 560 of 563\n", "...\n", "Mean return: 1.269%\n", "Monthly Sharpe ratio: 0.256\n", "OOS MSE across all predictions: 39.7363\n", "In-sample MSE: 37.0750\n", "Variance: 39.4097\n", "R-squared: -0.0083\n", "Avg rank correlation (Kendall's tau): 0.0152 (Expected: 0)\n", "5-quintile accuracy: 0.2189 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4677 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 193.800000\n", "---\n", "(100, 0.1)\n", "................................................................................\n", "23:11:26 Still training step 80 of 563\n", "................................................................................\n", "23:11:27 Still training step 160 of 563\n", "................................................................................\n", "23:11:28 Still training step 240 of 563\n", "................................................................................\n", "23:11:29 Still training step 320 of 563\n", "................................................................................\n", "23:11:30 Still training step 400 of 563\n", "................................................................................\n", "23:11:31 Still training step 480 of 563\n", "................................................................................\n", "23:11:32 Still training step 560 of 563\n", "...\n", "Mean return: -1.031%\n", "Monthly Sharpe ratio: -0.158\n", "OOS MSE across all predictions: 39.8371\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0108\n", "Avg rank correlation (Kendall's tau): -0.0018 (Expected: 0)\n", "5-quintile accuracy: 0.2133 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4586 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 79.800000\n", "---\n", "(100, 0.5)\n", "................................................................................\n", "23:11:34 Still training step 80 of 563\n", "................................................................................\n", "23:11:35 Still training step 160 of 563\n", "................................................................................\n", "23:11:36 Still training step 240 of 563\n", "................................................................................\n", "23:11:37 Still training step 320 of 563\n", "................................................................................\n", "23:11:38 Still training step 400 of 563\n", "................................................................................\n", "23:11:39 Still training step 480 of 563\n", "................................................................................\n", "23:11:40 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(100, 0.667)\n", "................................................................................\n", "23:11:42 Still training step 80 of 563\n", "................................................................................\n", "23:11:43 Still training step 160 of 563\n", "................................................................................\n", "23:11:44 Still training step 240 of 563\n", "................................................................................\n", "23:11:45 Still training step 320 of 563\n", "................................................................................\n", "23:11:46 Still training step 400 of 563\n", "................................................................................\n", "23:11:47 Still training step 480 of 563\n", "................................................................................\n", "23:11:48 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(100, 0.75)\n", "................................................................................\n", "23:11:50 Still training step 80 of 563\n", "................................................................................\n", "23:11:51 Still training step 160 of 563\n", "................................................................................\n", "23:11:52 Still training step 240 of 563\n", "................................................................................\n", "23:11:53 Still training step 320 of 563\n", "................................................................................\n", "23:11:54 Still training step 400 of 563\n", "................................................................................\n", "23:11:55 Still training step 480 of 563\n", "................................................................................\n", "23:11:56 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(100, 0.9)\n", "................................................................................\n", "23:11:58 Still training step 80 of 563\n", "................................................................................\n", "23:11:59 Still training step 160 of 563\n", "................................................................................\n", "23:12:00 Still training step 240 of 563\n", "................................................................................\n", "23:12:01 Still training step 320 of 563\n", "................................................................................\n", "23:12:02 Still training step 400 of 563\n", "................................................................................\n", "23:12:03 Still training step 480 of 563\n", "................................................................................\n", "23:12:04 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(100, 0.95)\n", "................................................................................\n", "23:12:06 Still training step 80 of 563\n", "................................................................................\n", "23:12:07 Still training step 160 of 563\n", "................................................................................\n", "23:12:08 Still training step 240 of 563\n", "................................................................................\n", "23:12:09 Still training step 320 of 563\n", "................................................................................\n", "23:12:10 Still training step 400 of 563\n", "................................................................................\n", "23:12:11 Still training step 480 of 563\n", "................................................................................\n", "23:12:12 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(100, 0.99)\n", "................................................................................\n", "23:12:14 Still training step 80 of 563\n", "................................................................................\n", "23:12:15 Still training step 160 of 563\n", "................................................................................\n", "23:12:16 Still training step 240 of 563\n", "................................................................................\n", "23:12:17 Still training step 320 of 563\n", "................................................................................\n", "23:12:18 Still training step 400 of 563\n", "................................................................................\n", "23:12:19 Still training step 480 of 563\n", "................................................................................\n", "23:12:20 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(100, 1)\n", "................................................................................\n", "23:12:22 Still training step 80 of 563\n", "................................................................................\n", "23:12:23 Still training step 160 of 563\n", "................................................................................\n", "23:12:24 Still training step 240 of 563\n", "................................................................................\n", "23:12:25 Still training step 320 of 563\n", "................................................................................\n", "23:12:26 Still training step 400 of 563\n", "................................................................................\n", "23:12:27 Still training step 480 of 563\n", "................................................................................\n", "23:12:28 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n" ] } ], "source": [ "\n", "sharpe_list = []\n", "mse_list = []\n", "kendalltau_list = []\n", "excess_tp_list = []\n", "quintile_accuracy_list = []\n", "directional_accuracy_list = []\n", "keys = []\n", "\n", "def create_model(params):\n", " alpha, l1_ratio = params\n", " def myclosure():\n", " return sklearn.linear_model.ElasticNet(alpha=alpha, l1_ratio=l1_ratio)\n", " return myclosure\n", "\n", "alphas = [1, 3, 10, 30, 100] \n", "l1_ratios = [.01, .05, .1, .5, .667, .75, .9, .95, .99, 1] # 1 = LASSO, 0 = Ridge\n", "\n", "params_list = list(product(alphas, l1_ratios))\n", "model_list = list(map(create_model, params_list))\n", "\n", "for i in range(len(params_list)):\n", " print(params_list[i])\n", " estimator = model_list[i]\n", " backtestmodel = BacktestModel(X, Y, \n", " create_model=estimator,\n", " coef_dict_param=\"all\", \n", " startindex=FIRST_TRAIN_MONTHS,\n", " fit_missing='mean',\n", " scaler=None)\n", " #backtestmodel.walkforward_xval(n_splits=5, verbose=False)\n", " backtestmodel.gen_predictions(verbose=False)\n", " backtestmodel.gen_returns(calc_returns, verbose=False)\n", " backtestmodel.report_returns(start_date=start_date_str, freq='M')\n", " backtestmodel.evaluate_predictions()\n", " backtestmodel.evaluate_quantiles(chart=False, verbose=False)\n", " keys.append(str(estimator)[8:-2])\n", " sharpe_list.append(backtestmodel.sharpe)\n", " mse_list.append(backtestmodel.mse)\n", " kendalltau_list.append(backtestmodel.kendalltau)\n", " excess_tp_list.append(backtestmodel.excess_tp)\n", " quintile_accuracy_list.append(backtestmodel.quintile_accuracy)\n", " directional_accuracy_list.append(backtestmodel.directional_accuracy)\n", " print(\"---\")\n" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "# make a dataframe with all the metrics\n", "\n", "flatlist = []\n", "for key, mse, sharpe, quantile_score, directional_score, kt, excess_tp in zip(params_list, mse_list, sharpe_list, \n", " quintile_accuracy_list, directional_accuracy_list, kendalltau_list, excess_tp_list):\n", " flatlist.append([key[0], key[1], mse, sharpe, quantile_score, directional_score, kt, excess_tp])\n", "metricsframe = pd.DataFrame(flatlist, columns = ['alpha', 'l1_ratio',\n", " 'mse', 'sharpe', 'quantile_score', \n", " 'direction_score', 'kendalltau', 'truepositive_score'])\n", "\n", "metricsframe.to_csv(\"ElasticNetmetrics.csv\")\n", "#metricsframe.sort_values(['kendalltau'], ascending=False)[['alpha','l1_ratio']].values[:12]" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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alphal1_ratiomsesharpequantile_scoredirection_scorekendalltautruepositive_score
010.01042.5880250.5065210.2163410.4648900.027456223.8
110.05042.3844750.5077390.2171110.4651270.028600222.8
210.10042.1476490.5465130.2169920.4649500.030210228.8
310.50040.8225860.5301750.2174660.4622850.033173208.8
410.66740.5070560.5611950.2181170.4637660.034161221.8
510.75040.3863810.5686820.2167550.4631730.034855219.8
610.90040.2090180.5950750.2200710.4649500.035124235.8
710.95040.1591000.6164290.2187090.4641800.035050233.8
810.99040.1225740.6213060.2198930.4647720.035467236.8
911.00040.1141140.6385420.2197750.4645350.035614237.8
1030.01041.4506480.5643060.2170520.4650090.033582234.8
1130.05041.1148690.5230060.2172290.4656600.033828231.8
1230.10040.7642960.5120390.2181170.4613970.035608202.8
1330.50039.7622780.6169600.2230910.4637660.036667236.8
1430.66739.6879630.5672300.2231500.4624040.033129212.8
1530.75039.6780230.5330580.2227350.4636470.031119210.8
1630.90039.6689980.4817020.2206630.4639430.028750197.8
1730.95039.6657590.4978600.2200120.4638250.027245197.8
1830.99039.6623640.4556360.2177030.4614560.026135177.8
1931.00039.6614220.4594870.2177620.4612790.025963176.8
20100.01040.2609590.6002740.2186500.4641210.038728224.8
21100.05039.9170470.6068070.2210780.4654830.041339233.8
22100.10039.7251920.6945730.2214920.4652460.041536250.8
23100.50039.6944830.3266410.2164000.4645350.021102187.8
24100.66739.7587490.1691980.2187090.4671400.011923177.8
25100.75039.7873100.0516490.2172290.4660150.006688150.8
26100.90039.820506-0.0793090.2146240.4616340.000608108.8
27100.95039.828072-0.1179610.2147420.460746-0.00079799.8
28100.99039.831732-0.1439550.2147420.460924-0.00124697.8
29101.00039.832332-0.1411320.2137950.460805-0.00129495.8
30300.01039.6600990.6497820.2240970.4676140.041896258.8
31300.05039.5932980.5815260.2208410.4650680.034862227.8
32300.10039.6354660.5031360.2154530.4621670.028168190.8
33300.50039.841766-0.1783590.2105980.457726-0.00297769.8
34300.66739.841762-0.1783590.2105980.457726-0.00297769.8
35300.75039.841762-0.1783590.2105980.457726-0.00297769.8
36300.90039.841762-0.1783590.2105980.457726-0.00297769.8
37300.95039.841762-0.1783590.2105980.457726-0.00297769.8
38300.99039.841762-0.1783590.2105980.457726-0.00297769.8
39301.00039.841762-0.1783590.2105980.457726-0.00297769.8
401000.01039.5610290.5407510.2251630.4666670.033693227.8
411000.05039.7362840.2558470.2188870.4676730.015171193.8
421000.10039.837060-0.1581890.2133210.458555-0.00178479.8
431000.50039.841762-0.1783590.2105980.457726-0.00297769.8
441000.66739.841762-0.1783590.2105980.457726-0.00297769.8
451000.75039.841762-0.1783590.2105980.457726-0.00297769.8
461000.90039.841762-0.1783590.2105980.457726-0.00297769.8
471000.95039.841762-0.1783590.2105980.457726-0.00297769.8
481000.99039.841762-0.1783590.2105980.457726-0.00297769.8
491001.00039.841762-0.1783590.2105980.457726-0.00297769.8
\n", "
" ], "text/plain": [ " alpha l1_ratio mse sharpe quantile_score direction_score \\\n", "0 1 0.010 42.588025 0.506521 0.216341 0.464890 \n", "1 1 0.050 42.384475 0.507739 0.217111 0.465127 \n", "2 1 0.100 42.147649 0.546513 0.216992 0.464950 \n", "3 1 0.500 40.822586 0.530175 0.217466 0.462285 \n", "4 1 0.667 40.507056 0.561195 0.218117 0.463766 \n", "5 1 0.750 40.386381 0.568682 0.216755 0.463173 \n", "6 1 0.900 40.209018 0.595075 0.220071 0.464950 \n", "7 1 0.950 40.159100 0.616429 0.218709 0.464180 \n", "8 1 0.990 40.122574 0.621306 0.219893 0.464772 \n", "9 1 1.000 40.114114 0.638542 0.219775 0.464535 \n", "10 3 0.010 41.450648 0.564306 0.217052 0.465009 \n", "11 3 0.050 41.114869 0.523006 0.217229 0.465660 \n", "12 3 0.100 40.764296 0.512039 0.218117 0.461397 \n", "13 3 0.500 39.762278 0.616960 0.223091 0.463766 \n", "14 3 0.667 39.687963 0.567230 0.223150 0.462404 \n", "15 3 0.750 39.678023 0.533058 0.222735 0.463647 \n", "16 3 0.900 39.668998 0.481702 0.220663 0.463943 \n", "17 3 0.950 39.665759 0.497860 0.220012 0.463825 \n", "18 3 0.990 39.662364 0.455636 0.217703 0.461456 \n", "19 3 1.000 39.661422 0.459487 0.217762 0.461279 \n", "20 10 0.010 40.260959 0.600274 0.218650 0.464121 \n", "21 10 0.050 39.917047 0.606807 0.221078 0.465483 \n", "22 10 0.100 39.725192 0.694573 0.221492 0.465246 \n", "23 10 0.500 39.694483 0.326641 0.216400 0.464535 \n", "24 10 0.667 39.758749 0.169198 0.218709 0.467140 \n", "25 10 0.750 39.787310 0.051649 0.217229 0.466015 \n", "26 10 0.900 39.820506 -0.079309 0.214624 0.461634 \n", "27 10 0.950 39.828072 -0.117961 0.214742 0.460746 \n", "28 10 0.990 39.831732 -0.143955 0.214742 0.460924 \n", "29 10 1.000 39.832332 -0.141132 0.213795 0.460805 \n", "30 30 0.010 39.660099 0.649782 0.224097 0.467614 \n", "31 30 0.050 39.593298 0.581526 0.220841 0.465068 \n", "32 30 0.100 39.635466 0.503136 0.215453 0.462167 \n", "33 30 0.500 39.841766 -0.178359 0.210598 0.457726 \n", "34 30 0.667 39.841762 -0.178359 0.210598 0.457726 \n", "35 30 0.750 39.841762 -0.178359 0.210598 0.457726 \n", "36 30 0.900 39.841762 -0.178359 0.210598 0.457726 \n", "37 30 0.950 39.841762 -0.178359 0.210598 0.457726 \n", "38 30 0.990 39.841762 -0.178359 0.210598 0.457726 \n", "39 30 1.000 39.841762 -0.178359 0.210598 0.457726 \n", "40 100 0.010 39.561029 0.540751 0.225163 0.466667 \n", "41 100 0.050 39.736284 0.255847 0.218887 0.467673 \n", "42 100 0.100 39.837060 -0.158189 0.213321 0.458555 \n", "43 100 0.500 39.841762 -0.178359 0.210598 0.457726 \n", "44 100 0.667 39.841762 -0.178359 0.210598 0.457726 \n", "45 100 0.750 39.841762 -0.178359 0.210598 0.457726 \n", "46 100 0.900 39.841762 -0.178359 0.210598 0.457726 \n", "47 100 0.950 39.841762 -0.178359 0.210598 0.457726 \n", "48 100 0.990 39.841762 -0.178359 0.210598 0.457726 \n", "49 100 1.000 39.841762 -0.178359 0.210598 0.457726 \n", "\n", " kendalltau truepositive_score \n", "0 0.027456 223.8 \n", "1 0.028600 222.8 \n", "2 0.030210 228.8 \n", "3 0.033173 208.8 \n", "4 0.034161 221.8 \n", "5 0.034855 219.8 \n", "6 0.035124 235.8 \n", "7 0.035050 233.8 \n", "8 0.035467 236.8 \n", "9 0.035614 237.8 \n", "10 0.033582 234.8 \n", "11 0.033828 231.8 \n", "12 0.035608 202.8 \n", "13 0.036667 236.8 \n", "14 0.033129 212.8 \n", "15 0.031119 210.8 \n", "16 0.028750 197.8 \n", "17 0.027245 197.8 \n", "18 0.026135 177.8 \n", "19 0.025963 176.8 \n", "20 0.038728 224.8 \n", "21 0.041339 233.8 \n", "22 0.041536 250.8 \n", "23 0.021102 187.8 \n", "24 0.011923 177.8 \n", "25 0.006688 150.8 \n", "26 0.000608 108.8 \n", "27 -0.000797 99.8 \n", "28 -0.001246 97.8 \n", "29 -0.001294 95.8 \n", "30 0.041896 258.8 \n", "31 0.034862 227.8 \n", "32 0.028168 190.8 \n", "33 -0.002977 69.8 \n", "34 -0.002977 69.8 \n", "35 -0.002977 69.8 \n", "36 -0.002977 69.8 \n", "37 -0.002977 69.8 \n", "38 -0.002977 69.8 \n", "39 -0.002977 69.8 \n", "40 0.033693 227.8 \n", "41 0.015171 193.8 \n", "42 -0.001784 79.8 \n", "43 -0.002977 69.8 \n", "44 -0.002977 69.8 \n", "45 -0.002977 69.8 \n", "46 -0.002977 69.8 \n", "47 -0.002977 69.8 \n", "48 -0.002977 69.8 \n", "49 -0.002977 69.8 " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metricsframe = pd.read_csv(\"ElasticNetmetrics.csv\")[['alpha','l1_ratio','mse','sharpe','quantile_score','direction_score','kendalltau','truepositive_score']]\n", "metricsframe" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "with open('elastic_table.html', 'w') as fo:\n", " metricsframe.sort_values(['sharpe'], ascending=False).iloc[:5,:].to_html(fo, float_format=lambda x: '%.3f' % x)" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "................................................................................\n", "23:12:30 Still training step 80 of 563\n", "................................................................................\n", "23:12:32 Still training step 160 of 563\n", "................................................................................\n", "23:12:33 Still training step 240 of 563\n", "................................................................................\n", "23:12:34 Still training step 320 of 563\n", "................................................................................\n", "23:12:35 Still training step 400 of 563\n", "................................................................................\n", "23:12:36 Still training step 480 of 563\n", "................................................................................\n", "23:12:38 Still training step 560 of 563\n", "...\n", "Mean return: 4.262%\n", "Monthly Sharpe ratio: 0.695\n", "OOS MSE across all predictions: 39.7252\n", "In-sample MSE: 36.1142\n", "Variance: 39.4097\n", "R-squared: -0.0080\n", "Avg rank correlation (Kendall's tau): 0.0415 (Expected: 0)\n", "5-quintile accuracy: 0.2215 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4652 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 250.800000\n" ] }, { "data": { "application/vnd.plotly.v1+json": { "data": [ { "mode": "line", "name": "ElasticNet", "type": "scatter", "x": [ 1970, 1970.081850533808, 1970.1637010676156, 1970.2455516014236, 1970.3274021352313, 1970.4092526690392, 1970.491103202847, 1970.5729537366549, 1970.6548042704626, 1970.7366548042705, 1970.8185053380782, 1970.9003558718862, 1970.982206405694, 1971.0640569395018, 1971.1459074733095, 1971.2277580071175, 1971.3096085409252, 1971.3914590747331, 1971.4733096085408, 1971.5551601423488, 1971.6370106761565, 1971.7188612099644, 1971.8007117437724, 1971.88256227758, 1971.964412811388, 1972.0462633451957, 1972.1281138790036, 1972.2099644128114, 1972.2918149466193, 1972.373665480427, 1972.455516014235, 1972.5373665480427, 1972.6192170818506, 1972.7010676156583, 1972.7829181494662, 1972.864768683274, 1972.946619217082, 1973.0284697508896, 1973.1103202846975, 1973.1921708185052, 1973.2740213523132, 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LASSO/OLS", "width": 900, "yaxis": { "autorange": true, "type": "log" } } }, "text/html": [ "
" ], "text/vnd.plotly.v1+html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# do full backtest using selected parameters for ElasticNet\n", "backtestmodel = BacktestModel(X, Y, \n", " create_model=create_model((10, 0.1)),\n", " coef_dict_param=\"all\", \n", " startindex=FIRST_TRAIN_MONTHS,\n", " fit_missing='mean',\n", " scaler=None)\n", "#backtestmodel.walkforward_xval(n_splits=5, verbose=False)\n", "backtestmodel.gen_predictions(verbose=False)\n", "backtestmodel.gen_returns(calc_returns, verbose=False)\n", "backtestmodel.report_returns(start_date=start_date_str, freq='M')\n", "backtestmodel.evaluate_predictions()\n", "backtestmodel.evaluate_quantiles(chart=False, verbose=False)\n", " \n", "mychart([ backtestmodel.cumulative_return, perf_LASSO_each_timestep],[\"ElasticNet\", \"LASSO/OLS\"], title=\"ElasticNet v. LASSO/OLS\")\n" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 0.01)\n", "................................................................................\n", "23:12:50 Still training step 80 of 563\n", "................................................................................\n", "23:13:01 Still training step 160 of 563\n", "................................................................................\n", "23:13:12 Still training step 240 of 563\n", "................................................................................\n", "23:13:23 Still training step 320 of 563\n", "................................................................................\n", "23:13:35 Still training step 400 of 563\n", "................................................................................\n", "23:13:46 Still training step 480 of 563\n", "................................................................................\n", "23:13:57 Still training step 560 of 563\n", "...\n", "Mean return: 3.680%\n", "Monthly Sharpe ratio: 0.683\n", "OOS MSE across all predictions: 41.0694\n", "In-sample MSE: 35.7746\n", "Variance: 39.4097\n", "R-squared: -0.0421\n", "Avg rank correlation (Kendall's tau): 0.0338 (Expected: 0)\n", "5-quintile accuracy: 0.2167 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4598 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 219.800000\n", "---\n", "(1, 0.05)\n", "................................................................................\n", "23:14:10 Still training step 80 of 563\n", "................................................................................\n", "23:14:22 Still training step 160 of 563\n", "................................................................................\n", "23:14:32 Still training step 240 of 563\n", "................................................................................\n", "23:14:43 Still training step 320 of 563\n", "................................................................................\n", "23:14:54 Still training step 400 of 563\n", "................................................................................\n", "23:15:06 Still training step 480 of 563\n", "................................................................................\n", "23:15:17 Still training step 560 of 563\n", "...\n", "Mean return: 3.551%\n", "Monthly Sharpe ratio: 0.658\n", "OOS MSE across all predictions: 41.0054\n", "In-sample MSE: 35.7783\n", "Variance: 39.4097\n", "R-squared: -0.0405\n", "Avg rank correlation (Kendall's tau): 0.0337 (Expected: 0)\n", "5-quintile accuracy: 0.2156 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4590 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 209.800000\n", "---\n", "(1, 0.1)\n", "................................................................................\n", "23:15:29 Still training step 80 of 563\n", "................................................................................\n", "23:15:40 Still training step 160 of 563\n", "................................................................................\n", "23:15:51 Still training step 240 of 563\n", "................................................................................\n", "23:16:02 Still training step 320 of 563\n", "................................................................................\n", "23:16:12 Still training step 400 of 563\n", "................................................................................\n", "23:16:23 Still training step 480 of 563\n", "................................................................................\n", "23:16:34 Still training step 560 of 563\n", "...\n", "Mean return: 3.680%\n", "Monthly Sharpe ratio: 0.676\n", "OOS MSE across all predictions: 40.9280\n", "In-sample MSE: 35.7842\n", "Variance: 39.4097\n", "R-squared: -0.0385\n", "Avg rank correlation (Kendall's tau): 0.0337 (Expected: 0)\n", "5-quintile accuracy: 0.2169 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4603 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 219.800000\n", "---\n", "(1, 0.5)\n", "................................................................................\n", "23:16:46 Still training step 80 of 563\n", "................................................................................\n", "23:16:57 Still training step 160 of 563\n", "................................................................................\n", "23:17:08 Still training step 240 of 563\n", "................................................................................\n", "23:17:18 Still training step 320 of 563\n", "................................................................................\n", "23:17:29 Still training step 400 of 563\n", "................................................................................\n", "23:17:40 Still training step 480 of 563\n", "................................................................................\n", "23:17:51 Still training step 560 of 563\n", "...\n", "Mean return: 3.531%\n", "Monthly Sharpe ratio: 0.627\n", "OOS MSE across all predictions: 40.4069\n", "In-sample MSE: 35.8814\n", "Variance: 39.4097\n", "R-squared: -0.0253\n", "Avg rank correlation (Kendall's tau): 0.0346 (Expected: 0)\n", "5-quintile accuracy: 0.2179 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4594 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 210.800000\n", "---\n", "(1, 0.667)\n", "................................................................................\n", "23:18:04 Still training step 80 of 563\n", "................................................................................\n", "23:18:15 Still training step 160 of 563\n", "................................................................................\n", "23:18:25 Still training step 240 of 563\n", "................................................................................\n", "23:18:36 Still training step 320 of 563\n", "................................................................................\n", "23:18:47 Still training step 400 of 563\n", "................................................................................\n", "23:18:58 Still training step 480 of 563\n", "................................................................................\n", "23:19:09 Still training step 560 of 563\n", "...\n", "Mean return: 3.525%\n", "Monthly Sharpe ratio: 0.622\n", "OOS MSE across all predictions: 40.2456\n", "In-sample MSE: 35.9434\n", "Variance: 39.4097\n", "R-squared: -0.0212\n", "Avg rank correlation (Kendall's tau): 0.0344 (Expected: 0)\n", "5-quintile accuracy: 0.2165 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4594 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 207.800000\n", "---\n", "(1, 0.75)\n", "................................................................................\n", "23:19:21 Still training step 80 of 563\n", "................................................................................\n", "23:19:32 Still training step 160 of 563\n", "................................................................................\n", "23:19:43 Still training step 240 of 563\n", "................................................................................\n", "23:19:53 Still training step 320 of 563\n", "................................................................................\n", "23:20:04 Still training step 400 of 563\n", "................................................................................\n", "23:20:15 Still training step 480 of 563\n", "................................................................................\n", "23:20:26 Still training step 560 of 563\n", "...\n", "Mean return: 3.741%\n", "Monthly Sharpe ratio: 0.660\n", "OOS MSE across all predictions: 40.1746\n", "In-sample MSE: 35.9778\n", "Variance: 39.4097\n", "R-squared: -0.0194\n", "Avg rank correlation (Kendall's tau): 0.0349 (Expected: 0)\n", "5-quintile accuracy: 0.2172 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4596 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 211.800000\n", "---\n", "(1, 0.9)\n", "................................................................................\n", "23:20:38 Still training step 80 of 563\n", "................................................................................\n", "23:20:49 Still training step 160 of 563\n", "................................................................................\n", "23:21:00 Still training step 240 of 563\n", "................................................................................\n", "23:21:10 Still training step 320 of 563\n", "................................................................................\n", "23:21:21 Still training step 400 of 563\n", "................................................................................\n", "23:21:32 Still training step 480 of 563\n", "................................................................................\n", "23:21:43 Still training step 560 of 563\n", "...\n", "Mean return: 3.838%\n", "Monthly Sharpe ratio: 0.677\n", "OOS MSE across all predictions: 40.0630\n", "In-sample MSE: 36.0404\n", "Variance: 39.4097\n", "R-squared: -0.0166\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Avg rank correlation (Kendall's tau): 0.0351 (Expected: 0)\n", "5-quintile accuracy: 0.2197 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4604 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 217.800000\n", "---\n", "(1, 0.95)\n", "................................................................................\n", "23:21:55 Still training step 80 of 563\n", "................................................................................\n", "23:22:06 Still training step 160 of 563\n", "................................................................................\n", "23:22:17 Still training step 240 of 563\n", "................................................................................\n", "23:22:28 Still training step 320 of 563\n", "................................................................................\n", "23:22:38 Still training step 400 of 563\n", "................................................................................\n", "23:22:50 Still training step 480 of 563\n", "................................................................................\n", "23:23:00 Still training step 560 of 563\n", "...\n", "Mean return: 3.693%\n", "Monthly Sharpe ratio: 0.644\n", "OOS MSE across all predictions: 40.0284\n", "In-sample MSE: 36.0607\n", "Variance: 39.4097\n", "R-squared: -0.0157\n", "Avg rank correlation (Kendall's tau): 0.0348 (Expected: 0)\n", "5-quintile accuracy: 0.2186 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4596 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 204.800000\n", "---\n", "(1, 0.99)\n", "................................................................................\n", "23:23:13 Still training step 80 of 563\n", "................................................................................\n", "23:23:23 Still training step 160 of 563\n", "................................................................................\n", "23:23:34 Still training step 240 of 563\n", "................................................................................\n", "23:23:45 Still training step 320 of 563\n", "................................................................................\n", "23:23:55 Still training step 400 of 563\n", "................................................................................\n", "23:24:06 Still training step 480 of 563\n", "................................................................................\n", "23:24:17 Still training step 560 of 563\n", "...\n", "Mean return: 3.794%\n", "Monthly Sharpe ratio: 0.657\n", "OOS MSE across all predictions: 40.0023\n", "In-sample MSE: 36.0769\n", "Variance: 39.4097\n", "R-squared: -0.0150\n", "Avg rank correlation (Kendall's tau): 0.0350 (Expected: 0)\n", "5-quintile accuracy: 0.2185 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4606 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 212.800000\n", "---\n", "(1, 1)\n", "................................................................................\n", "23:24:29 Still training step 80 of 563\n", "................................................................................\n", "23:24:39 Still training step 160 of 563\n", "................................................................................\n", "23:24:50 Still training step 240 of 563\n", "................................................................................\n", "23:25:00 Still training step 320 of 563\n", "................................................................................\n", "23:25:11 Still training step 400 of 563\n", "................................................................................\n", "23:25:22 Still training step 480 of 563\n", "................................................................................\n", "23:25:32 Still training step 560 of 563\n", "...\n", "Mean return: 3.717%\n", "Monthly Sharpe ratio: 0.643\n", "OOS MSE across all predictions: 39.9960\n", "In-sample MSE: 36.0809\n", "Variance: 39.4097\n", "R-squared: -0.0149\n", "Avg rank correlation (Kendall's tau): 0.0352 (Expected: 0)\n", "5-quintile accuracy: 0.2180 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4599 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 206.800000\n", "---\n", "(3, 0.01)\n", "................................................................................\n", "23:25:45 Still training step 80 of 563\n", "................................................................................\n", "23:25:56 Still training step 160 of 563\n", "................................................................................\n", "23:26:07 Still training step 240 of 563\n", "................................................................................\n", "23:26:18 Still training step 320 of 563\n", "................................................................................\n", "23:26:30 Still training step 400 of 563\n", "................................................................................\n", "23:26:42 Still training step 480 of 563\n", "................................................................................\n", "23:26:53 Still training step 560 of 563\n", "...\n", "Mean return: 3.907%\n", "Monthly Sharpe ratio: 0.692\n", "OOS MSE across all predictions: 40.6187\n", "In-sample MSE: 35.8093\n", "Variance: 39.4097\n", "R-squared: -0.0307\n", "Avg rank correlation (Kendall's tau): 0.0354 (Expected: 0)\n", "5-quintile accuracy: 0.2201 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4609 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 226.800000\n", "---\n", "(3, 0.05)\n", "................................................................................\n", "23:27:05 Still training step 80 of 563\n", "................................................................................\n", "23:27:16 Still training step 160 of 563\n", "................................................................................\n", "23:27:27 Still training step 240 of 563\n", "................................................................................\n", "23:27:39 Still training step 320 of 563\n", "................................................................................\n", "23:27:50 Still training step 400 of 563\n", "................................................................................\n", "23:28:02 Still training step 480 of 563\n", "................................................................................\n", "23:28:13 Still training step 560 of 563\n", "...\n", "Mean return: 4.044%\n", "Monthly Sharpe ratio: 0.712\n", "OOS MSE across all predictions: 40.4882\n", "In-sample MSE: 35.8321\n", "Variance: 39.4097\n", "R-squared: -0.0274\n", "Avg rank correlation (Kendall's tau): 0.0352 (Expected: 0)\n", "5-quintile accuracy: 0.2205 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4604 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 225.800000\n", "---\n", "(3, 0.1)\n", "................................................................................\n", "23:28:25 Still training step 80 of 563\n", "................................................................................\n", "23:28:36 Still training step 160 of 563\n", "................................................................................\n", "23:28:47 Still training step 240 of 563\n", "................................................................................\n", "23:28:59 Still training step 320 of 563\n", "................................................................................\n", "23:29:10 Still training step 400 of 563\n", "................................................................................\n", "23:29:21 Still training step 480 of 563\n", "................................................................................\n", "23:29:32 Still training step 560 of 563\n", "...\n", "Mean return: 3.986%\n", "Monthly Sharpe ratio: 0.695\n", "OOS MSE across all predictions: 40.3385\n", "In-sample MSE: 35.8693\n", "Variance: 39.4097\n", "R-squared: -0.0236\n", "Avg rank correlation (Kendall's tau): 0.0357 (Expected: 0)\n", "5-quintile accuracy: 0.2173 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4594 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 221.800000\n", "---\n", "(3, 0.5)\n", "................................................................................\n", "23:29:44 Still training step 80 of 563\n", "................................................................................\n", "23:29:55 Still training step 160 of 563\n", "................................................................................\n", "23:30:06 Still training step 240 of 563\n", "................................................................................\n", "23:30:17 Still training step 320 of 563\n", "................................................................................\n", "23:30:29 Still training step 400 of 563\n", "................................................................................\n", "23:30:40 Still training step 480 of 563\n", "................................................................................\n", "23:30:51 Still training step 560 of 563\n", "...\n", "Mean return: 3.301%\n", "Monthly Sharpe ratio: 0.588\n", "OOS MSE across all predictions: 39.7193\n", "In-sample MSE: 36.3076\n", "Variance: 39.4097\n", "R-squared: -0.0079\n", "Avg rank correlation (Kendall's tau): 0.0350 (Expected: 0)\n", "5-quintile accuracy: 0.2195 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4619 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 212.800000\n", "---\n", "(3, 0.667)\n", "................................................................................\n", "23:31:03 Still training step 80 of 563\n", "................................................................................\n", "23:31:14 Still training step 160 of 563\n", "................................................................................\n", "23:31:25 Still training step 240 of 563\n", "................................................................................\n", "23:31:36 Still training step 320 of 563\n", "................................................................................\n", "23:31:47 Still training step 400 of 563\n", "................................................................................\n", "23:31:57 Still training step 480 of 563\n", "................................................................................\n", "23:32:08 Still training step 560 of 563\n", "...\n", "Mean return: 3.275%\n", "Monthly Sharpe ratio: 0.591\n", "OOS MSE across all predictions: 39.6609\n", "In-sample MSE: 36.4539\n", "Variance: 39.4097\n", "R-squared: -0.0064\n", "Avg rank correlation (Kendall's tau): 0.0335 (Expected: 0)\n", "5-quintile accuracy: 0.2204 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4604 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 198.800000\n", "---\n", "(3, 0.75)\n", "................................................................................\n", "23:32:21 Still training step 80 of 563\n", "................................................................................\n", "23:32:32 Still training step 160 of 563\n", "................................................................................\n", "23:32:42 Still training step 240 of 563\n", "................................................................................\n", "23:32:53 Still training step 320 of 563\n", "................................................................................\n", "23:33:04 Still training step 400 of 563\n", "................................................................................\n", "23:33:16 Still training step 480 of 563\n", "................................................................................\n", "23:33:26 Still training step 560 of 563\n", "...\n", "Mean return: 2.953%\n", "Monthly Sharpe ratio: 0.531\n", "OOS MSE across all predictions: 39.6559\n", "In-sample MSE: 36.5223\n", "Variance: 39.4097\n", "R-squared: -0.0062\n", "Avg rank correlation (Kendall's tau): 0.0313 (Expected: 0)\n", "5-quintile accuracy: 0.2225 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4636 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 208.800000\n", "---\n", "(3, 0.9)\n", "................................................................................\n", "23:33:39 Still training step 80 of 563\n", "................................................................................\n", "23:33:50 Still training step 160 of 563\n", "................................................................................\n", "23:34:00 Still training step 240 of 563\n", "................................................................................\n", "23:34:11 Still training step 320 of 563\n", "................................................................................\n", "23:34:22 Still training step 400 of 563\n", "................................................................................\n", "23:34:34 Still training step 480 of 563\n", "................................................................................\n", "23:34:45 Still training step 560 of 563\n", "...\n", "Mean return: 2.670%\n", "Monthly Sharpe ratio: 0.480\n", "OOS MSE across all predictions: 39.6573\n", "In-sample MSE: 36.6300\n", "Variance: 39.4097\n", "R-squared: -0.0063\n", "Avg rank correlation (Kendall's tau): 0.0284 (Expected: 0)\n", "5-quintile accuracy: 0.2216 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4645 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 205.800000\n", "---\n", "(3, 0.95)\n", "................................................................................\n", "23:34:57 Still training step 80 of 563\n", "................................................................................\n", "23:35:08 Still training step 160 of 563\n", "................................................................................\n", "23:35:18 Still training step 240 of 563\n", "................................................................................\n", "23:35:29 Still training step 320 of 563\n", "................................................................................\n", "23:35:40 Still training step 400 of 563\n", "................................................................................\n", "23:35:52 Still training step 480 of 563\n", "................................................................................\n", "23:36:03 Still training step 560 of 563\n", "...\n", "Mean return: 2.697%\n", "Monthly Sharpe ratio: 0.485\n", "OOS MSE across all predictions: 39.6561\n", "In-sample MSE: 36.6645\n", "Variance: 39.4097\n", "R-squared: -0.0063\n", "Avg rank correlation (Kendall's tau): 0.0266 (Expected: 0)\n", "5-quintile accuracy: 0.2201 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4630 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 193.800000\n", "---\n", "(3, 0.99)\n", "................................................................................\n", "23:36:15 Still training step 80 of 563\n", "................................................................................\n", "23:36:26 Still training step 160 of 563\n", "................................................................................\n", "23:36:37 Still training step 240 of 563\n", "................................................................................\n", "23:36:48 Still training step 320 of 563\n", "................................................................................\n", "23:36:59 Still training step 400 of 563\n", "................................................................................\n", "23:37:10 Still training step 480 of 563\n", "................................................................................\n", "23:37:21 Still training step 560 of 563\n", "...\n", "Mean return: 2.611%\n", "Monthly Sharpe ratio: 0.474\n", "OOS MSE across all predictions: 39.6540\n", "In-sample MSE: 36.6931\n", "Variance: 39.4097\n", "R-squared: -0.0062\n", "Avg rank correlation (Kendall's tau): 0.0258 (Expected: 0)\n", "5-quintile accuracy: 0.2194 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4631 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 194.800000\n", "---\n", "(3, 1)\n", "................................................................................\n", "23:37:33 Still training step 80 of 563\n", "................................................................................\n", "23:37:44 Still training step 160 of 563\n", "................................................................................\n", "23:37:55 Still training step 240 of 563\n", "................................................................................\n", "23:38:06 Still training step 320 of 563\n", "................................................................................\n", "23:38:16 Still training step 400 of 563\n", "................................................................................\n", "23:38:27 Still training step 480 of 563\n", "................................................................................\n", "23:38:38 Still training step 560 of 563\n", "...\n", "Mean return: 2.577%\n", "Monthly Sharpe ratio: 0.466\n", "OOS MSE across all predictions: 39.6532\n", "In-sample MSE: 36.7001\n", "Variance: 39.4097\n", "R-squared: -0.0062\n", "Avg rank correlation (Kendall's tau): 0.0256 (Expected: 0)\n", "5-quintile accuracy: 0.2197 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4632 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 194.800000\n", "---\n", "(10, 0.01)\n", "................................................................................\n", "23:38:51 Still training step 80 of 563\n", "................................................................................\n", "23:39:02 Still training step 160 of 563\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "................................................................................\n", "23:39:13 Still training step 240 of 563\n", "................................................................................\n", "23:39:24 Still training step 320 of 563\n", "................................................................................\n", "23:39:35 Still training step 400 of 563\n", "................................................................................\n", "23:39:46 Still training step 480 of 563\n", "................................................................................\n", "23:39:57 Still training step 560 of 563\n", "...\n", "Mean return: 3.980%\n", "Monthly Sharpe ratio: 0.703\n", "OOS MSE across all predictions: 40.0051\n", "In-sample MSE: 35.9534\n", "Variance: 39.4097\n", "R-squared: -0.0151\n", "Avg rank correlation (Kendall's tau): 0.0354 (Expected: 0)\n", "5-quintile accuracy: 0.2163 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4593 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 216.800000\n", "---\n", "(10, 0.05)\n", "................................................................................\n", "23:40:10 Still training step 80 of 563\n", "................................................................................\n", "23:40:21 Still training step 160 of 563\n", "................................................................................\n", "23:40:31 Still training step 240 of 563\n", "................................................................................\n", "23:40:42 Still training step 320 of 563\n", "................................................................................\n", "23:40:53 Still training step 400 of 563\n", "................................................................................\n", "23:41:04 Still training step 480 of 563\n", "................................................................................\n", "23:41:15 Still training step 560 of 563\n", "...\n", "Mean return: 4.050%\n", "Monthly Sharpe ratio: 0.701\n", "OOS MSE across all predictions: 39.8288\n", "In-sample MSE: 36.0671\n", "Variance: 39.4097\n", "R-squared: -0.0106\n", "Avg rank correlation (Kendall's tau): 0.0356 (Expected: 0)\n", "5-quintile accuracy: 0.2191 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4609 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 227.800000\n", "---\n", "(10, 0.1)\n", "................................................................................\n", "23:41:27 Still training step 80 of 563\n", "................................................................................\n", "23:41:38 Still training step 160 of 563\n", "................................................................................\n", "23:41:49 Still training step 240 of 563\n", "................................................................................\n", "23:42:00 Still training step 320 of 563\n", "................................................................................\n", "23:42:11 Still training step 400 of 563\n", "................................................................................\n", "23:42:22 Still training step 480 of 563\n", "................................................................................\n", "23:42:33 Still training step 560 of 563\n", "...\n", "Mean return: 3.735%\n", "Monthly Sharpe ratio: 0.633\n", "OOS MSE across all predictions: 39.6947\n", "In-sample MSE: 36.2325\n", "Variance: 39.4097\n", "R-squared: -0.0072\n", "Avg rank correlation (Kendall's tau): 0.0364 (Expected: 0)\n", "5-quintile accuracy: 0.2185 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4596 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 205.800000\n", "---\n", "(10, 0.5)\n", "................................................................................\n", "23:42:45 Still training step 80 of 563\n", "................................................................................\n", "23:42:56 Still training step 160 of 563\n", "................................................................................\n", "23:43:07 Still training step 240 of 563\n", "................................................................................\n", "23:43:18 Still training step 320 of 563\n", "................................................................................\n", "23:43:29 Still training step 400 of 563\n", "................................................................................\n", "23:43:40 Still training step 480 of 563\n", "................................................................................\n", "23:43:51 Still training step 560 of 563\n", "...\n", "Mean return: 1.616%\n", "Monthly Sharpe ratio: 0.319\n", "OOS MSE across all predictions: 39.6842\n", "In-sample MSE: 37.0032\n", "Variance: 39.4097\n", "R-squared: -0.0070\n", "Avg rank correlation (Kendall's tau): 0.0198 (Expected: 0)\n", "5-quintile accuracy: 0.2158 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4649 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 186.800000\n", "---\n", "(10, 0.667)\n", "................................................................................\n", "23:44:03 Still training step 80 of 563\n", "................................................................................\n", "23:44:14 Still training step 160 of 563\n", "................................................................................\n", "23:44:25 Still training step 240 of 563\n", "................................................................................\n", "23:44:36 Still training step 320 of 563\n", "................................................................................\n", "23:44:47 Still training step 400 of 563\n", "................................................................................\n", "23:44:58 Still training step 480 of 563\n", "................................................................................\n", "23:45:09 Still training step 560 of 563\n", "...\n", "Mean return: 0.570%\n", "Monthly Sharpe ratio: 0.130\n", "OOS MSE across all predictions: 39.7565\n", "In-sample MSE: 37.1217\n", "Variance: 39.4097\n", "R-squared: -0.0088\n", "Avg rank correlation (Kendall's tau): 0.0104 (Expected: 0)\n", "5-quintile accuracy: 0.2173 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4667 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 168.800000\n", "---\n", "(10, 0.75)\n", "................................................................................\n", "23:45:21 Still training step 80 of 563\n", "................................................................................\n", "23:45:32 Still training step 160 of 563\n", "................................................................................\n", "23:45:42 Still training step 240 of 563\n", "................................................................................\n", "23:45:54 Still training step 320 of 563\n", "................................................................................\n", "23:46:04 Still training step 400 of 563\n", "................................................................................\n", "23:46:15 Still training step 480 of 563\n", "................................................................................\n", "23:46:26 Still training step 560 of 563\n", "...\n", "Mean return: -0.084%\n", "Monthly Sharpe ratio: 0.013\n", "OOS MSE across all predictions: 39.7848\n", "In-sample MSE: 37.1500\n", "Variance: 39.4097\n", "R-squared: -0.0095\n", "Avg rank correlation (Kendall's tau): 0.0059 (Expected: 0)\n", "5-quintile accuracy: 0.2173 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4648 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 136.800000\n", "---\n", "(10, 0.9)\n", "................................................................................\n", "23:46:38 Still training step 80 of 563\n", "................................................................................\n", "23:46:49 Still training step 160 of 563\n", "................................................................................\n", "23:47:00 Still training step 240 of 563\n", "................................................................................\n", "23:47:10 Still training step 320 of 563\n", "................................................................................\n", "23:47:21 Still training step 400 of 563\n", "................................................................................\n", "23:47:32 Still training step 480 of 563\n", "................................................................................\n", "23:47:43 Still training step 560 of 563\n", "...\n", "Mean return: -0.648%\n", "Monthly Sharpe ratio: -0.091\n", "OOS MSE across all predictions: 39.8181\n", "In-sample MSE: 37.1843\n", "Variance: 39.4097\n", "R-squared: -0.0104\n", "Avg rank correlation (Kendall's tau): -0.0000 (Expected: 0)\n", "5-quintile accuracy: 0.2147 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4613 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 106.800000\n", "---\n", "(10, 0.95)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "................................................................................\n", "23:47:55 Still training step 80 of 563\n", "................................................................................\n", "23:48:05 Still training step 160 of 563\n", "................................................................................\n", "23:48:16 Still training step 240 of 563\n", "................................................................................\n", "23:48:26 Still training step 320 of 563\n", "................................................................................\n", "23:48:37 Still training step 400 of 563\n", "................................................................................\n", "23:48:48 Still training step 480 of 563\n", "................................................................................\n", "23:48:58 Still training step 560 of 563\n", "...\n", "Mean return: -0.850%\n", "Monthly Sharpe ratio: -0.124\n", "OOS MSE across all predictions: 39.8252\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0105\n", "Avg rank correlation (Kendall's tau): -0.0012 (Expected: 0)\n", "5-quintile accuracy: 0.2147 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4608 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 99.800000\n", "---\n", "(10, 0.99)\n", "................................................................................\n", "23:49:10 Still training step 80 of 563\n", "................................................................................\n", "23:49:21 Still training step 160 of 563\n", "................................................................................\n", "23:49:32 Still training step 240 of 563\n", "................................................................................\n", "23:49:42 Still training step 320 of 563\n", "................................................................................\n", "23:49:53 Still training step 400 of 563\n", "................................................................................\n", "23:50:03 Still training step 480 of 563\n", "................................................................................\n", "23:50:14 Still training step 560 of 563\n", "...\n", "Mean return: -0.922%\n", "Monthly Sharpe ratio: -0.138\n", "OOS MSE across all predictions: 39.8289\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0106\n", "Avg rank correlation (Kendall's tau): -0.0014 (Expected: 0)\n", "5-quintile accuracy: 0.2145 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4608 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 97.800000\n", "---\n", "(10, 1)\n", "................................................................................\n", "23:50:26 Still training step 80 of 563\n", "................................................................................\n", "23:50:37 Still training step 160 of 563\n", "................................................................................\n", "23:50:48 Still training step 240 of 563\n", "................................................................................\n", "23:50:58 Still training step 320 of 563\n", "................................................................................\n", "23:51:09 Still training step 400 of 563\n", "................................................................................\n", "23:51:20 Still training step 480 of 563\n", "................................................................................\n", "23:51:30 Still training step 560 of 563\n", "...\n", "Mean return: -0.904%\n", "Monthly Sharpe ratio: -0.135\n", "OOS MSE across all predictions: 39.8296\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0107\n", "Avg rank correlation (Kendall's tau): -0.0014 (Expected: 0)\n", "5-quintile accuracy: 0.2136 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4604 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 94.800000\n", "---\n", "(30, 0.01)\n", "................................................................................\n", "23:51:42 Still training step 80 of 563\n", "................................................................................\n", "23:51:53 Still training step 160 of 563\n", "................................................................................\n", "23:52:04 Still training step 240 of 563\n", "................................................................................\n", "23:52:15 Still training step 320 of 563\n", "................................................................................\n", "23:52:26 Still training step 400 of 563\n", "................................................................................\n", "23:52:37 Still training step 480 of 563\n", "................................................................................\n", "23:52:47 Still training step 560 of 563\n", "...\n", "Mean return: 3.620%\n", "Monthly Sharpe ratio: 0.625\n", "OOS MSE across all predictions: 39.6339\n", "In-sample MSE: 36.2455\n", "Variance: 39.4097\n", "R-squared: -0.0057\n", "Avg rank correlation (Kendall's tau): 0.0356 (Expected: 0)\n", "5-quintile accuracy: 0.2185 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4607 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 204.800000\n", "---\n", "(30, 0.05)\n", "................................................................................\n", "23:52:59 Still training step 80 of 563\n", "................................................................................\n", "23:53:10 Still training step 160 of 563\n", "................................................................................\n", "23:53:20 Still training step 240 of 563\n", "................................................................................\n", "23:53:31 Still training step 320 of 563\n", "................................................................................\n", "23:53:42 Still training step 400 of 563\n", "................................................................................\n", "23:53:53 Still training step 480 of 563\n", "................................................................................\n", "23:54:04 Still training step 560 of 563\n", "...\n", "Mean return: 3.225%\n", "Monthly Sharpe ratio: 0.559\n", "OOS MSE across all predictions: 39.5872\n", "In-sample MSE: 36.5314\n", "Variance: 39.4097\n", "R-squared: -0.0045\n", "Avg rank correlation (Kendall's tau): 0.0306 (Expected: 0)\n", "5-quintile accuracy: 0.2210 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4637 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 213.800000\n", "---\n", "(30, 0.1)\n", "................................................................................\n", "23:54:15 Still training step 80 of 563\n", "................................................................................\n", "23:54:26 Still training step 160 of 563\n", "................................................................................\n", "23:54:37 Still training step 240 of 563\n", "................................................................................\n", "23:54:47 Still training step 320 of 563\n", "................................................................................\n", "23:54:58 Still training step 400 of 563\n", "................................................................................\n", "23:55:09 Still training step 480 of 563\n", "................................................................................\n", "23:55:20 Still training step 560 of 563\n", "...\n", "Mean return: 2.287%\n", "Monthly Sharpe ratio: 0.423\n", "OOS MSE across all predictions: 39.6327\n", "In-sample MSE: 36.8097\n", "Variance: 39.4097\n", "R-squared: -0.0057\n", "Avg rank correlation (Kendall's tau): 0.0234 (Expected: 0)\n", "5-quintile accuracy: 0.2165 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4602 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 166.800000\n", "---\n", "(30, 0.5)\n", "................................................................................\n", "23:55:31 Still training step 80 of 563\n", "................................................................................\n", "23:55:42 Still training step 160 of 563\n", "................................................................................\n", "23:55:53 Still training step 240 of 563\n", "................................................................................\n", "23:56:03 Still training step 320 of 563\n", "................................................................................\n", "23:56:14 Still training step 400 of 563\n", "................................................................................\n", "23:56:25 Still training step 480 of 563\n", "................................................................................\n", "23:56:35 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(30, 0.667)\n", "................................................................................\n", "23:56:47 Still training step 80 of 563\n", "................................................................................\n", "23:56:58 Still training step 160 of 563\n", "................................................................................\n", "23:57:09 Still training step 240 of 563\n", "................................................................................\n", "23:57:19 Still training step 320 of 563\n", "................................................................................\n", "23:57:30 Still training step 400 of 563\n", "................................................................................\n", "23:57:41 Still training step 480 of 563\n", "................................................................................\n", "23:57:52 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(30, 0.75)\n", "................................................................................\n", "23:58:04 Still training step 80 of 563\n", "................................................................................\n", "23:58:14 Still training step 160 of 563\n", "................................................................................\n", "23:58:25 Still training step 240 of 563\n", "................................................................................\n", "23:58:36 Still training step 320 of 563\n", "................................................................................\n", "23:58:46 Still training step 400 of 563\n", "................................................................................\n", "23:58:57 Still training step 480 of 563\n", "................................................................................\n", "23:59:08 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(30, 0.9)\n", "................................................................................\n", "23:59:20 Still training step 80 of 563\n", "................................................................................\n", "23:59:30 Still training step 160 of 563\n", "................................................................................\n", "23:59:41 Still training step 240 of 563\n", "................................................................................\n", "23:59:51 Still training step 320 of 563\n", "................................................................................\n", "00:00:02 Still training step 400 of 563\n", "................................................................................\n", "00:00:13 Still training step 480 of 563\n", "................................................................................\n", "00:00:24 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(30, 0.95)\n", "................................................................................\n", "00:00:36 Still training step 80 of 563\n", "................................................................................\n", "00:00:46 Still training step 160 of 563\n", "................................................................................\n", "00:00:57 Still training step 240 of 563\n", "................................................................................\n", "00:01:08 Still training step 320 of 563\n", "................................................................................\n", "00:01:19 Still training step 400 of 563\n", "................................................................................\n", "00:01:30 Still training step 480 of 563\n", "................................................................................\n", "00:01:41 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(30, 0.99)\n", "................................................................................\n", "00:01:53 Still training step 80 of 563\n", "................................................................................\n", "00:02:03 Still training step 160 of 563\n", "................................................................................\n", "00:02:14 Still training step 240 of 563\n", "................................................................................\n", "00:02:25 Still training step 320 of 563\n", "................................................................................\n", "00:02:35 Still training step 400 of 563\n", "................................................................................\n", "00:02:46 Still training step 480 of 563\n", "................................................................................\n", "00:02:57 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(30, 1)\n", "................................................................................\n", "00:03:09 Still training step 80 of 563\n", "................................................................................\n", "00:03:20 Still training step 160 of 563\n", "................................................................................\n", "00:03:30 Still training step 240 of 563\n", "................................................................................\n", "00:03:41 Still training step 320 of 563\n", "................................................................................\n", "00:03:52 Still training step 400 of 563\n", "................................................................................\n", "00:04:02 Still training step 480 of 563\n", "................................................................................\n", "00:04:13 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(100, 0.01)\n", "................................................................................\n", "00:04:25 Still training step 80 of 563\n", "................................................................................\n", "00:04:36 Still training step 160 of 563\n", "................................................................................\n", "00:04:46 Still training step 240 of 563\n", "................................................................................\n", "00:04:57 Still training step 320 of 563\n", "................................................................................\n", "00:05:07 Still training step 400 of 563\n", "................................................................................\n", "00:05:18 Still training step 480 of 563\n", "................................................................................\n", "00:05:29 Still training step 560 of 563\n", "...\n", "Mean return: 2.123%\n", "Monthly Sharpe ratio: 0.384\n", "OOS MSE across all predictions: 39.6058\n", "In-sample MSE: 36.6941\n", "Variance: 39.4097\n", "R-squared: -0.0050\n", "Avg rank correlation (Kendall's tau): 0.0245 (Expected: 0)\n", "5-quintile accuracy: 0.2155 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4620 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 169.800000\n", "---\n", "(100, 0.05)\n", "................................................................................\n", "00:05:41 Still training step 80 of 563\n", "................................................................................\n", "00:05:52 Still training step 160 of 563\n", "................................................................................\n", "00:06:02 Still training step 240 of 563\n", "................................................................................\n", "00:06:13 Still training step 320 of 563\n", "................................................................................\n", "00:06:24 Still training step 400 of 563\n", "................................................................................\n", "00:06:35 Still training step 480 of 563\n", "................................................................................\n", "00:06:45 Still training step 560 of 563\n", "...\n", "Mean return: 1.062%\n", "Monthly Sharpe ratio: 0.220\n", "OOS MSE across all predictions: 39.7475\n", "In-sample MSE: 37.0848\n", "Variance: 39.4097\n", "R-squared: -0.0086\n", "Avg rank correlation (Kendall's tau): 0.0126 (Expected: 0)\n", "5-quintile accuracy: 0.2161 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4668 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 176.800000\n", "---\n", "(100, 0.1)\n", "................................................................................\n", "00:06:57 Still training step 80 of 563\n", "................................................................................\n", "00:07:08 Still training step 160 of 563\n", "................................................................................\n", "00:07:19 Still training step 240 of 563\n", "................................................................................\n", "00:07:29 Still training step 320 of 563\n", "................................................................................\n", "00:07:40 Still training step 400 of 563\n", "................................................................................\n", "00:07:51 Still training step 480 of 563\n", "................................................................................\n", "00:08:02 Still training step 560 of 563\n", "...\n", "Mean return: -1.133%\n", "Monthly Sharpe ratio: -0.177\n", "OOS MSE across all predictions: 39.8368\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0108\n", "Avg rank correlation (Kendall's tau): -0.0022 (Expected: 0)\n", "5-quintile accuracy: 0.2131 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4580 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 74.800000\n", "---\n", "(100, 0.5)\n", "................................................................................\n", "00:08:14 Still training step 80 of 563\n", "................................................................................\n", "00:08:24 Still training step 160 of 563\n", "................................................................................\n", "00:08:35 Still training step 240 of 563\n", "................................................................................\n", "00:08:45 Still training step 320 of 563\n", "................................................................................\n", "00:08:56 Still training step 400 of 563\n", "................................................................................\n", "00:09:07 Still training step 480 of 563\n", "................................................................................\n", "00:09:18 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(100, 0.667)\n", "................................................................................\n", "00:09:29 Still training step 80 of 563\n", "................................................................................\n", "00:09:40 Still training step 160 of 563\n", "................................................................................\n", "00:09:51 Still training step 240 of 563\n", "................................................................................\n", "00:10:01 Still training step 320 of 563\n", "................................................................................\n", "00:10:12 Still training step 400 of 563\n", "................................................................................\n", "00:10:22 Still training step 480 of 563\n", "................................................................................\n", "00:10:33 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(100, 0.75)\n", "................................................................................\n", "00:10:45 Still training step 80 of 563\n", "................................................................................\n", "00:10:56 Still training step 160 of 563\n", "................................................................................\n", "00:11:06 Still training step 240 of 563\n", "................................................................................\n", "00:11:16 Still training step 320 of 563\n", "................................................................................\n", "00:11:27 Still training step 400 of 563\n", "................................................................................\n", "00:11:37 Still training step 480 of 563\n", "................................................................................\n", "00:11:48 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(100, 0.9)\n", "................................................................................\n", "00:12:00 Still training step 80 of 563\n", "................................................................................\n", "00:12:11 Still training step 160 of 563\n", "................................................................................\n", "00:12:21 Still training step 240 of 563\n", "................................................................................\n", "00:12:32 Still training step 320 of 563\n", "................................................................................\n", "00:12:42 Still training step 400 of 563\n", "................................................................................\n", "00:12:53 Still training step 480 of 563\n", "................................................................................\n", "00:13:03 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(100, 0.95)\n", "................................................................................\n", "00:13:15 Still training step 80 of 563\n", "................................................................................\n", "00:13:26 Still training step 160 of 563\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "................................................................................\n", "00:13:36 Still training step 240 of 563\n", "................................................................................\n", "00:13:46 Still training step 320 of 563\n", "................................................................................\n", "00:13:57 Still training step 400 of 563\n", "................................................................................\n", "00:14:07 Still training step 480 of 563\n", "................................................................................\n", "00:14:18 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(100, 0.99)\n", "................................................................................\n", "00:14:30 Still training step 80 of 563\n", "................................................................................\n", "00:14:41 Still training step 160 of 563\n", "................................................................................\n", "00:14:51 Still training step 240 of 563\n", "................................................................................\n", "00:15:02 Still training step 320 of 563\n", "................................................................................\n", "00:15:12 Still training step 400 of 563\n", "................................................................................\n", "00:15:23 Still training step 480 of 563\n", "................................................................................\n", "00:15:34 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n", "(100, 1)\n", "................................................................................\n", "00:15:46 Still training step 80 of 563\n", "................................................................................\n", "00:15:56 Still training step 160 of 563\n", "................................................................................\n", "00:16:06 Still training step 240 of 563\n", "................................................................................\n", "00:16:17 Still training step 320 of 563\n", "................................................................................\n", "00:16:28 Still training step 400 of 563\n", "................................................................................\n", "00:16:38 Still training step 480 of 563\n", "................................................................................\n", "00:16:49 Still training step 560 of 563\n", "...\n", "Mean return: -1.129%\n", "Monthly Sharpe ratio: -0.178\n", "OOS MSE across all predictions: 39.8418\n", "In-sample MSE: 37.1900\n", "Variance: 39.4097\n", "R-squared: -0.0110\n", "Avg rank correlation (Kendall's tau): -0.0030 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.800000\n", "---\n" ] } ], "source": [ "# try 'timestep' instead of 'all' \n", "# no improvement\n", "sharpe_list = []\n", "mse_list = []\n", "kendalltau_list = []\n", "excess_tp_list = []\n", "quintile_accuracy_list = []\n", "directional_accuracy_list = []\n", "keys = []\n", "\n", "def create_model(params):\n", " alpha, l1_ratio = params\n", " def myclosure():\n", " return sklearn.linear_model.ElasticNet(alpha=alpha, l1_ratio=l1_ratio)\n", " return myclosure\n", "\n", "alphas = [1, 3, 10, 30, 100] \n", "l1_ratios = [.01, .05, .1, .5, .667, .75, .9, .95, .99, 1] # 1 = LASSO, 0 = Ridge\n", "\n", "params_list = list(product(alphas, l1_ratios))\n", "model_list = list(map(create_model, params_list))\n", "\n", "for i in range(len(params_list)):\n", " print(params_list[i])\n", " estimator = model_list[i]\n", " backtestmodel = BacktestModel(X, Y, \n", " create_model=estimator,\n", " coef_dict_param=\"timestep\", \n", " startindex=FIRST_TRAIN_MONTHS,\n", " fit_missing='mean',\n", " scaler=None)\n", " #backtestmodel.walkforward_xval(n_splits=5, verbose=False)\n", " backtestmodel.gen_predictions(verbose=False)\n", " backtestmodel.gen_returns(calc_returns, verbose=False)\n", " backtestmodel.report_returns(start_date=start_date_str, freq='M')\n", " backtestmodel.evaluate_predictions()\n", " backtestmodel.evaluate_quantiles(chart=False, verbose=False)\n", " keys.append(str(estimator)[8:-2])\n", " sharpe_list.append(backtestmodel.sharpe)\n", " mse_list.append(backtestmodel.mse)\n", " kendalltau_list.append(backtestmodel.kendalltau)\n", " excess_tp_list.append(backtestmodel.excess_tp)\n", " quintile_accuracy_list.append(backtestmodel.quintile_accuracy)\n", " directional_accuracy_list.append(backtestmodel.directional_accuracy)\n", " print(\"---\")\n" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "# make a dataframe with all the metrics\n", "\n", "flatlist = []\n", "for key, mse, sharpe, quantile_score, directional_score, kt, excess_tp in zip(params_list, mse_list, sharpe_list, \n", " quintile_accuracy_list, directional_accuracy_list, kendalltau_list, excess_tp_list):\n", " flatlist.append([key[0], key[1], mse, sharpe, quantile_score, directional_score, kt, excess_tp])\n", "elasticframe2 = pd.DataFrame(flatlist, columns = ['alpha', 'l1_ratio',\n", " 'mse', 'sharpe', 'quantile_score', \n", " 'direction_score', 'kendalltau', 'truepositive_score'])\n", "\n", "elasticframe2.to_csv(\"ElasticNetmetrics2.csv\")\n", "#metricsframe.sort_values(['kendalltau'], ascending=False)[['alpha','l1_ratio']].values[:12]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0alphal1_ratiomsesharpequantile_scoredirection_scorekendalltautruepositive_score
0010.01041.0693590.6833500.2166960.4597990.033810219.8
1110.05041.0053750.6581970.2156310.4589700.033671209.8
2210.10040.9279620.6761640.2169330.4602720.033712219.8
3310.50040.4068920.6270350.2179400.4593840.034602210.8
4410.66740.2456190.6218200.2164590.4593840.034390207.8
5510.75040.1746470.6603360.2171700.4595620.034896211.8
6610.90040.0630120.6765070.2196570.4604500.035050217.8
7710.95040.0283530.6444630.2185910.4596210.034822204.8
8810.99040.0022740.6573770.2184720.4606280.035033212.8
9911.00039.9960090.6432330.2179990.4599170.035197206.8
101030.01040.6187180.6917210.2200710.4609240.035370226.8
111130.05040.4882480.7115970.2205450.4603910.035199225.8
121230.10040.3385370.6945370.2173480.4594430.035713221.8
131330.50039.7192700.5883880.2194790.4618710.034968212.8
141430.66739.6608510.5908710.2203670.4604500.033513198.8
151530.75039.6559440.5306630.2224990.4636470.031332208.8
161630.90039.6572810.4795380.2216100.4645350.028448205.8
171730.95039.6561380.4846110.2200710.4629960.026560193.8
181830.99039.6539710.4735650.2194200.4630550.025752194.8
191931.00039.6532470.4657700.2196570.4632330.025572194.8
2020100.01040.0050860.7030400.2163410.4592660.035370216.8
2121100.05039.8287560.7007830.2190650.4608640.035640227.8
2222100.10039.6946930.6326930.2185320.4596210.036374205.8
2323100.50039.6842020.3185320.2158080.4649500.019845186.8
2424100.66739.7564890.1297050.2173480.4666670.010445168.8
2525100.75039.7848490.0129050.2172880.4648310.005896136.8
2626100.90039.818139-0.0906520.2146830.461338-0.000021106.8
2727100.95039.825232-0.1242090.2147420.460805-0.00118999.8
2828100.99039.828917-0.1378450.2145060.460805-0.00140197.8
2929101.00039.829603-0.1346720.2135580.460391-0.00140194.8
3030300.01039.6339160.6250470.2185320.4606870.035582204.8
3131300.05039.5871860.5585080.2209590.4637060.030581213.8
3232300.10039.6326670.4234260.2164590.4601540.023359166.8
3333300.50039.841766-0.1783590.2105980.457726-0.00297769.8
3434300.66739.841762-0.1783590.2105980.457726-0.00297769.8
3535300.75039.841762-0.1783590.2105980.457726-0.00297769.8
3636300.90039.841762-0.1783590.2105980.457726-0.00297769.8
3737300.95039.841762-0.1783590.2105980.457726-0.00297769.8
3838300.99039.841762-0.1783590.2105980.457726-0.00297769.8
3939301.00039.841762-0.1783590.2105980.457726-0.00297769.8
40401000.01039.6057790.3842610.2155120.4619890.024472169.8
41411000.05039.7474560.2201130.2161040.4668440.012649176.8
42421000.10039.836812-0.1766320.2131440.457963-0.00219374.8
43431000.50039.841762-0.1783590.2105980.457726-0.00297769.8
44441000.66739.841762-0.1783590.2105980.457726-0.00297769.8
45451000.75039.841762-0.1783590.2105980.457726-0.00297769.8
46461000.90039.841762-0.1783590.2105980.457726-0.00297769.8
47471000.95039.841762-0.1783590.2105980.457726-0.00297769.8
48481000.99039.841762-0.1783590.2105980.457726-0.00297769.8
49491001.00039.841762-0.1783590.2105980.457726-0.00297769.8
\n", "
" ], "text/plain": [ " Unnamed: 0 alpha l1_ratio mse sharpe quantile_score \\\n", "0 0 1 0.010 41.069359 0.683350 0.216696 \n", "1 1 1 0.050 41.005375 0.658197 0.215631 \n", "2 2 1 0.100 40.927962 0.676164 0.216933 \n", "3 3 1 0.500 40.406892 0.627035 0.217940 \n", "4 4 1 0.667 40.245619 0.621820 0.216459 \n", "5 5 1 0.750 40.174647 0.660336 0.217170 \n", "6 6 1 0.900 40.063012 0.676507 0.219657 \n", "7 7 1 0.950 40.028353 0.644463 0.218591 \n", "8 8 1 0.990 40.002274 0.657377 0.218472 \n", "9 9 1 1.000 39.996009 0.643233 0.217999 \n", "10 10 3 0.010 40.618718 0.691721 0.220071 \n", "11 11 3 0.050 40.488248 0.711597 0.220545 \n", "12 12 3 0.100 40.338537 0.694537 0.217348 \n", "13 13 3 0.500 39.719270 0.588388 0.219479 \n", "14 14 3 0.667 39.660851 0.590871 0.220367 \n", "15 15 3 0.750 39.655944 0.530663 0.222499 \n", "16 16 3 0.900 39.657281 0.479538 0.221610 \n", "17 17 3 0.950 39.656138 0.484611 0.220071 \n", "18 18 3 0.990 39.653971 0.473565 0.219420 \n", "19 19 3 1.000 39.653247 0.465770 0.219657 \n", "20 20 10 0.010 40.005086 0.703040 0.216341 \n", "21 21 10 0.050 39.828756 0.700783 0.219065 \n", "22 22 10 0.100 39.694693 0.632693 0.218532 \n", "23 23 10 0.500 39.684202 0.318532 0.215808 \n", "24 24 10 0.667 39.756489 0.129705 0.217348 \n", "25 25 10 0.750 39.784849 0.012905 0.217288 \n", "26 26 10 0.900 39.818139 -0.090652 0.214683 \n", "27 27 10 0.950 39.825232 -0.124209 0.214742 \n", "28 28 10 0.990 39.828917 -0.137845 0.214506 \n", "29 29 10 1.000 39.829603 -0.134672 0.213558 \n", "30 30 30 0.010 39.633916 0.625047 0.218532 \n", "31 31 30 0.050 39.587186 0.558508 0.220959 \n", "32 32 30 0.100 39.632667 0.423426 0.216459 \n", "33 33 30 0.500 39.841766 -0.178359 0.210598 \n", "34 34 30 0.667 39.841762 -0.178359 0.210598 \n", "35 35 30 0.750 39.841762 -0.178359 0.210598 \n", "36 36 30 0.900 39.841762 -0.178359 0.210598 \n", "37 37 30 0.950 39.841762 -0.178359 0.210598 \n", "38 38 30 0.990 39.841762 -0.178359 0.210598 \n", "39 39 30 1.000 39.841762 -0.178359 0.210598 \n", "40 40 100 0.010 39.605779 0.384261 0.215512 \n", "41 41 100 0.050 39.747456 0.220113 0.216104 \n", "42 42 100 0.100 39.836812 -0.176632 0.213144 \n", "43 43 100 0.500 39.841762 -0.178359 0.210598 \n", "44 44 100 0.667 39.841762 -0.178359 0.210598 \n", "45 45 100 0.750 39.841762 -0.178359 0.210598 \n", "46 46 100 0.900 39.841762 -0.178359 0.210598 \n", "47 47 100 0.950 39.841762 -0.178359 0.210598 \n", "48 48 100 0.990 39.841762 -0.178359 0.210598 \n", "49 49 100 1.000 39.841762 -0.178359 0.210598 \n", "\n", " direction_score kendalltau truepositive_score \n", "0 0.459799 0.033810 219.8 \n", "1 0.458970 0.033671 209.8 \n", "2 0.460272 0.033712 219.8 \n", "3 0.459384 0.034602 210.8 \n", "4 0.459384 0.034390 207.8 \n", "5 0.459562 0.034896 211.8 \n", "6 0.460450 0.035050 217.8 \n", "7 0.459621 0.034822 204.8 \n", "8 0.460628 0.035033 212.8 \n", "9 0.459917 0.035197 206.8 \n", "10 0.460924 0.035370 226.8 \n", "11 0.460391 0.035199 225.8 \n", "12 0.459443 0.035713 221.8 \n", "13 0.461871 0.034968 212.8 \n", "14 0.460450 0.033513 198.8 \n", "15 0.463647 0.031332 208.8 \n", "16 0.464535 0.028448 205.8 \n", "17 0.462996 0.026560 193.8 \n", "18 0.463055 0.025752 194.8 \n", "19 0.463233 0.025572 194.8 \n", "20 0.459266 0.035370 216.8 \n", "21 0.460864 0.035640 227.8 \n", "22 0.459621 0.036374 205.8 \n", "23 0.464950 0.019845 186.8 \n", "24 0.466667 0.010445 168.8 \n", "25 0.464831 0.005896 136.8 \n", "26 0.461338 -0.000021 106.8 \n", "27 0.460805 -0.001189 99.8 \n", "28 0.460805 -0.001401 97.8 \n", "29 0.460391 -0.001401 94.8 \n", "30 0.460687 0.035582 204.8 \n", "31 0.463706 0.030581 213.8 \n", "32 0.460154 0.023359 166.8 \n", "33 0.457726 -0.002977 69.8 \n", "34 0.457726 -0.002977 69.8 \n", "35 0.457726 -0.002977 69.8 \n", "36 0.457726 -0.002977 69.8 \n", "37 0.457726 -0.002977 69.8 \n", "38 0.457726 -0.002977 69.8 \n", "39 0.457726 -0.002977 69.8 \n", "40 0.461989 0.024472 169.8 \n", "41 0.466844 0.012649 176.8 \n", "42 0.457963 -0.002193 74.8 \n", "43 0.457726 -0.002977 69.8 \n", "44 0.457726 -0.002977 69.8 \n", "45 0.457726 -0.002977 69.8 \n", "46 0.457726 -0.002977 69.8 \n", "47 0.457726 -0.002977 69.8 \n", "48 0.457726 -0.002977 69.8 \n", "49 0.457726 -0.002977 69.8 " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "elasticframe2 = pd.read_csv(\"ElasticNetmetrics2.csv\")\n", "elasticframe2\n" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] } ], "source": [ "# enumerate classifiers - didn't run these, maybe next time\n", "estimators = []\n", "\n", "for name, class_ in all_estimators():\n", " if issubclass(class_, sklearn.base.ClassifierMixin):\n", " if hasattr(class_, 'predict_proba'):\n", " print(class_)\n", " estimators.append(class_)" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[sklearn.ensemble.weight_boosting.AdaBoostClassifier,\n", " sklearn.ensemble.bagging.BaggingClassifier,\n", " sklearn.naive_bayes.BernoulliNB,\n", " sklearn.calibration.CalibratedClassifierCV,\n", " sklearn.tree.tree.DecisionTreeClassifier,\n", " sklearn.tree.tree.ExtraTreeClassifier,\n", " sklearn.ensemble.forest.ExtraTreesClassifier,\n", " sklearn.naive_bayes.GaussianNB,\n", " sklearn.gaussian_process.gpc.GaussianProcessClassifier,\n", " sklearn.ensemble.gradient_boosting.GradientBoostingClassifier,\n", " sklearn.neighbors.classification.KNeighborsClassifier,\n", " sklearn.semi_supervised.label_propagation.LabelPropagation,\n", " sklearn.semi_supervised.label_propagation.LabelSpreading,\n", " sklearn.discriminant_analysis.LinearDiscriminantAnalysis,\n", " sklearn.linear_model.logistic.LogisticRegression,\n", " sklearn.linear_model.logistic.LogisticRegressionCV,\n", " sklearn.neural_network.multilayer_perceptron.MLPClassifier,\n", " sklearn.naive_bayes.MultinomialNB,\n", " sklearn.svm.classes.NuSVC,\n", " sklearn.discriminant_analysis.QuadraticDiscriminantAnalysis,\n", " sklearn.ensemble.forest.RandomForestClassifier,\n", " sklearn.linear_model.stochastic_gradient.SGDClassifier,\n", " sklearn.svm.classes.SVC]" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "estimators" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perform cross-validation on Keras neural networks to select best architecture" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "30\n" ] } ], "source": [ "# use keras instead of sklearn MLPRegressor\n", "# wrap keras model in a class \n", "# multioutput 30 predictions simultaneously to speed up \n", "# fit takes a list of response ys, predict returns a list of y_predict arrays\n", "# no coef_dict\n", "INPUT_DIM = X.shape[1]\n", "print(INPUT_DIM)\n", "OUTPUT_DIM = len(responses) # 30\n", "BATCH_SIZE = 137\n", "EPOCHS=1000\n", "# 500 is arbitrary, which bugs me\n", "# something one could do is backtest and walk-forward xval with an xval set\n", "# leave 30 months out of training fold, train until error on those 30 months is minimized, eval on following fold\n", "# the other thing that bugs me is higher epochs take longer and yield worse results, there's some 'regularization thruogh under-training' going on\n", "# but stochastically will never train at same speed, so you can pick a model and it might need more or less training than 100 in production\n", "\n", "class KerasBacktestModel(object):\n", "\n", " def __init__(self, \n", " n_hidden_layers = 2,\n", " hidden_layer_size = 32,\n", " reg_penalty = 0.0001,\n", " epochs=EPOCHS,\n", " verbose=True):\n", " \n", " self.epochs=epochs\n", " \n", " main_input = Input(shape=(INPUT_DIM,),\n", " dtype='float32', \n", " name='main_input')\n", " lastlayer=main_input\n", " \n", " for i in range(n_hidden_layers):\n", " if verbose:\n", " print(\"layer %d size %d, reg_penalty %.8f\" % (i + 1, \n", " hidden_layer_size, \n", " reg_penalty, \n", " ))\n", " lastlayer = Dense(units = hidden_layer_size, \n", " activation = 'relu',\n", " kernel_initializer = keras.initializers.glorot_uniform(),\n", " kernel_regularizer=keras.regularizers.l1_l2(reg_penalty),\n", " name = \"Dense%02d\" % i)(lastlayer)\n", " \n", " outputs = []\n", " for i in range(OUTPUT_DIM):\n", " # OUTPUT_DIM outputs\n", " outputs.append(Dense(1,\n", " activation='linear',\n", " name='output%02d' % i)(lastlayer)\n", " )\n", " \n", " self.model = Model(inputs=[main_input], outputs=outputs)\n", " if verbose:\n", " print(self.model.summary())\n", " \n", " self.model.compile(loss=\"mse\", metrics=[\"mse\"], optimizer=\"adam\", loss_weights=[1.]*OUTPUT_DIM)\n", " \n", " def fit(self, X, Y, epochs=None, verbose=False):\n", " # convert Y to list of ys\n", " Y_list = [Y[:,i] for i in range(OUTPUT_DIM)]\n", " \n", " if epochs:\n", " self.epochs = epochs\n", "\n", " retval = self.model.fit(X,\n", " Y_list,\n", " batch_size=BATCH_SIZE,\n", " epochs=self.epochs,\n", " verbose=verbose)\n", " self.history = retval.history\n", " self.last_loss_array = self.history['loss']\n", " self.last_loss = self.history['loss'][-1] # includes regularization loss\n", " return retval\n", " \n", " \n", " def predict(self, X, verbose=False):\n", " y_list = self.model.predict(X)\n", " # convert list of ys to Y array\n", " npreds=len(y_list[0])\n", " Y_pred = [y.reshape(npreds) for y in y_list]\n", " Y_pred = np.array(Y_pred).transpose() \n", " return Y_pred\n", " \n", " def save(self, modelname):\n", " self.model.save(\"%s.h5\" % modelname)\n", " self.model.save_weights(\"%s_weights.h5\" % modelname)\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "main_input (InputLayer) (None, 30) 0 \n", "__________________________________________________________________________________________________\n", "output00 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output01 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output02 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output03 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output04 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output05 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output06 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output07 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output08 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output09 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output10 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output11 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output12 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output13 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output14 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output15 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output16 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output17 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output18 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output19 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output20 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output21 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output22 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output23 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output24 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output25 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output26 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output27 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output28 (Dense) (None, 1) 31 main_input[0][0] \n", "__________________________________________________________________________________________________\n", "output29 (Dense) (None, 1) 31 main_input[0][0] \n", "==================================================================================================\n", "Total params: 930\n", "Trainable params: 930\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n" ] } ], "source": [ "# no hidden layer, linear activation = LinearRegression\n", "# confirm similar results to sklearn LinearRegression\n", "keras_model = KerasBacktestModel(n_hidden_layers = 0,\n", " reg_penalty = 0.0,\n", " verbose=True,\n", " epochs=2000)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using coef_dict predictors\n", "Epoch 1/2000\n", "121/121 [==============================] - 3s 22ms/step - loss: 2327.2869 - output00_loss: 28.4154 - output01_loss: 78.5234 - output02_loss: 76.4103 - output03_loss: 64.6057 - output04_loss: 153.6343 - output05_loss: 49.2616 - output06_loss: 129.5141 - output07_loss: 111.6197 - output08_loss: 47.2683 - output09_loss: 51.8307 - output10_loss: 39.9993 - output11_loss: 42.6742 - output12_loss: 57.8732 - output13_loss: 111.2209 - output14_loss: 70.5415 - output15_loss: 84.1561 - output16_loss: 37.4167 - output17_loss: 103.2087 - output18_loss: 39.6734 - output19_loss: 173.0209 - output20_loss: 97.7147 - output21_loss: 86.7075 - output22_loss: 42.6604 - output23_loss: 33.2774 - output24_loss: 60.0313 - output25_loss: 55.5176 - output26_loss: 32.7767 - output27_loss: 59.7430 - output28_loss: 154.9644 - output29_loss: 153.0256 - output00_mean_squared_error: 28.4154 - output01_mean_squared_error: 78.5234 - output02_mean_squared_error: 76.4103 - output03_mean_squared_error: 64.6057 - output04_mean_squared_error: 153.6343 - output05_mean_squared_error: 49.2616 - output06_mean_squared_error: 129.5141 - output07_mean_squared_error: 111.6197 - output08_mean_squared_error: 47.2683 - output09_mean_squared_error: 51.8307 - output10_mean_squared_error: 39.9993 - output11_mean_squared_error: 42.6742 - output12_mean_squared_error: 57.8732 - output13_mean_squared_error: 111.2209 - output14_mean_squared_error: 70.5415 - output15_mean_squared_error: 84.1561 - output16_mean_squared_error: 37.4167 - output17_mean_squared_error: 103.2087 - output18_mean_squared_error: 39.6734 - output19_mean_squared_error: 173.0209 - output20_mean_squared_error: 97.7147 - output21_mean_squared_error: 86.7075 - output22_mean_squared_error: 42.6604 - output23_mean_squared_error: 33.2774 - output24_mean_squared_error: 60.0313 - output25_mean_squared_error: 55.5176 - output26_mean_squared_error: 32.7767 - output27_mean_squared_error: 59.7430 - output28_mean_squared_error: 154.9644 - output29_mean_squared_error: 153.0256\n", "Epoch 2/2000\n", "121/121 [==============================] - 0s 2ms/step - loss: 2299.9817 - output00_loss: 28.3243 - output01_loss: 77.2229 - output02_loss: 75.3371 - output03_loss: 64.1936 - output04_loss: 151.6904 - output05_loss: 48.9568 - output06_loss: 127.7704 - output07_loss: 110.2250 - output08_loss: 46.6635 - output09_loss: 51.5272 - output10_loss: 39.8846 - output11_loss: 42.3682 - output12_loss: 57.0821 - output13_loss: 109.6436 - output14_loss: 69.4643 - output15_loss: 82.9917 - output16_loss: 37.2899 - output17_loss: 102.0141 - output18_loss: 39.2162 - output19_loss: 170.7361 - output20_loss: 96.2168 - output21_loss: 85.7457 - output22_loss: 42.2792 - output23_loss: 32.8434 - output24_loss: 59.3130 - output25_loss: 55.2464 - output26_loss: 32.4957 - output27_loss: 59.1470 - output28_loss: 152.9571 - output29_loss: 151.1353 - output00_mean_squared_error: 28.3243 - output01_mean_squared_error: 77.2229 - output02_mean_squared_error: 75.3371 - output03_mean_squared_error: 64.1936 - output04_mean_squared_error: 151.6904 - output05_mean_squared_error: 48.9568 - output06_mean_squared_error: 127.7704 - output07_mean_squared_error: 110.2250 - output08_mean_squared_error: 46.6635 - output09_mean_squared_error: 51.5272 - output10_mean_squared_error: 39.8846 - output11_mean_squared_error: 42.3682 - output12_mean_squared_error: 57.0821 - output13_mean_squared_error: 109.6436 - output14_mean_squared_error: 69.4643 - output15_mean_squared_error: 82.9917 - output16_mean_squared_error: 37.2899 - output17_mean_squared_error: 102.0141 - output18_mean_squared_error: 39.2162 - output19_mean_squared_error: 170.7361 - output20_mean_squared_error: 96.2168 - output21_mean_squared_error: 85.7457 - output22_mean_squared_error: 42.2792 - output23_mean_squared_error: 32.8434 - output24_mean_squared_error: 59.3130 - output25_mean_squared_error: 55.2464 - output26_mean_squared_error: 32.4957 - output27_mean_squared_error: 59.1470 - output28_mean_squared_error: 152.9571 - output29_mean_squared_error: 151.1353\n", "Epoch 3/2000\n", "121/121 [==============================] - 0s 884us/step - loss: 2269.0664 - output00_loss: 28.2201 - output01_loss: 75.7441 - output02_loss: 74.1206 - output03_loss: 63.7396 - output04_loss: 149.4692 - output05_loss: 48.6234 - output06_loss: 125.7803 - output07_loss: 108.6376 - output08_loss: 45.9872 - output09_loss: 51.1987 - output10_loss: 39.7530 - output11_loss: 42.0366 - output12_loss: 56.1908 - output13_loss: 107.8455 - output14_loss: 68.2431 - output15_loss: 81.6698 - output16_loss: 37.1554 - output17_loss: 100.6572 - output18_loss: 38.7101 - output19_loss: 168.1218 - output20_loss: 94.5101 - output21_loss: 84.6575 - output22_loss: 41.8610 - output23_loss: 32.3643 - output24_loss: 58.5057 - output25_loss: 54.9515 - output26_loss: 32.1923 - output27_loss: 58.4809 - output28_loss: 150.6629 - output29_loss: 148.9760 - output00_mean_squared_error: 28.2201 - output01_mean_squared_error: 75.7441 - output02_mean_squared_error: 74.1206 - output03_mean_squared_error: 63.7396 - output04_mean_squared_error: 149.4692 - output05_mean_squared_error: 48.6234 - output06_mean_squared_error: 125.7803 - output07_mean_squared_error: 108.6376 - output08_mean_squared_error: 45.9872 - output09_mean_squared_error: 51.1987 - output10_mean_squared_error: 39.7530 - output11_mean_squared_error: 42.0366 - output12_mean_squared_error: 56.1908 - output13_mean_squared_error: 107.8455 - output14_mean_squared_error: 68.2431 - output15_mean_squared_error: 81.6698 - output16_mean_squared_error: 37.1554 - output17_mean_squared_error: 100.6572 - output18_mean_squared_error: 38.7101 - output19_mean_squared_error: 168.1218 - output20_mean_squared_error: 94.5101 - output21_mean_squared_error: 84.6575 - output22_mean_squared_error: 41.8610 - output23_mean_squared_error: 32.3643 - output24_mean_squared_error: 58.5057 - output25_mean_squared_error: 54.9515 - output26_mean_squared_error: 32.1923 - output27_mean_squared_error: 58.4809 - output28_mean_squared_error: 150.6629 - output29_mean_squared_error: 148.9760\n", "Epoch 4/2000\n", "121/121 [==============================] - 0s 1ms/step - loss: 2236.9968 - output00_loss: 28.1109 - output01_loss: 74.2024 - output02_loss: 72.8569 - output03_loss: 63.2841 - output04_loss: 147.1410 - output05_loss: 48.2916 - output06_loss: 123.6969 - output07_loss: 106.9809 - output08_loss: 45.2960 - output09_loss: 50.8760 - output10_loss: 39.6143 - output11_loss: 41.7107 - output12_loss: 55.2718 - output13_loss: 105.9656 - output14_loss: 66.9744 - output15_loss: 80.2945 - output16_loss: 37.0256 - output17_loss: 99.2447 - output18_loss: 38.1992 - output19_loss: 165.3769 - output20_loss: 92.7271 - output21_loss: 83.5300 - output22_loss: 41.4433 - output23_loss: 31.8820 - output24_loss: 57.6758 - output25_loss: 54.6587 - 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output26_mean_squared_error: 29.6980 - output27_mean_squared_error: 50.2241 - output28_mean_squared_error: 110.8520 - output29_mean_squared_error: 111.7989\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 21/2000\n", "121/121 [==============================] - 0s 869us/step - loss: 1766.4125 - output00_loss: 26.2198 - output01_loss: 50.6982 - output02_loss: 54.4707 - output03_loss: 59.0805 - output04_loss: 109.0946 - output05_loss: 44.7814 - output06_loss: 90.1811 - output07_loss: 81.3493 - output08_loss: 37.2518 - output09_loss: 48.0640 - output10_loss: 37.1863 - output11_loss: 39.1515 - output12_loss: 43.1711 - output13_loss: 76.2133 - output14_loss: 48.4973 - output15_loss: 59.8564 - output16_loss: 35.4138 - output17_loss: 78.0907 - output18_loss: 33.1878 - output19_loss: 119.6144 - output20_loss: 64.7656 - output21_loss: 67.6322 - output22_loss: 38.0140 - output23_loss: 27.3264 - output24_loss: 47.1760 - output25_loss: 51.6350 - output26_loss: 29.6387 - 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output25_loss: 51.5134 - output26_loss: 29.5775 - output27_loss: 49.7853 - output28_loss: 106.7378 - output29_loss: 107.9999 - output00_mean_squared_error: 26.1146 - output01_mean_squared_error: 49.6060 - output02_mean_squared_error: 53.6774 - output03_mean_squared_error: 58.9909 - output04_mean_squared_error: 107.1412 - output05_mean_squared_error: 44.6202 - output06_mean_squared_error: 88.4969 - output07_mean_squared_error: 80.1311 - output08_mean_squared_error: 37.0221 - output09_mean_squared_error: 47.9638 - output10_mean_squared_error: 37.0498 - output11_mean_squared_error: 39.0856 - output12_mean_squared_error: 42.7327 - output13_mean_squared_error: 74.7523 - output14_mean_squared_error: 47.6989 - output15_mean_squared_error: 58.9440 - output16_mean_squared_error: 35.3236 - output17_mean_squared_error: 77.1334 - output18_mean_squared_error: 33.0867 - output19_mean_squared_error: 117.2015 - output20_mean_squared_error: 63.4105 - output21_mean_squared_error: 66.9809 - 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output00_loss: 12.6598 - output01_loss: 15.7545 - output02_loss: 24.2494 - output03_loss: 34.5891 - output04_loss: 30.4050 - output05_loss: 18.9598 - output06_loss: 24.5384 - output07_loss: 25.9705 - output08_loss: 15.5345 - output09_loss: 20.3136 - output10_loss: 19.5539 - output11_loss: 21.1357 - output12_loss: 18.1792 - output13_loss: 28.0202 - output14_loss: 20.7474 - output15_loss: 30.8045 - output16_loss: 20.9803 - output17_loss: 24.2879 - output18_loss: 14.6116 - output19_loss: 12.5451 - output20_loss: 15.4056 - output21_loss: 31.5169 - output22_loss: 23.2837 - output23_loss: 15.7632 - output24_loss: 22.9801 - output25_loss: 28.5986 - output26_loss: 14.9868 - output27_loss: 30.2939 - output28_loss: 24.5016 - output29_loss: 32.8346 - output00_mean_squared_error: 12.6598 - output01_mean_squared_error: 15.7545 - output02_mean_squared_error: 24.2494 - output03_mean_squared_error: 34.5891 - output04_mean_squared_error: 30.4050 - output05_mean_squared_error: 18.9598 - 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output28_mean_squared_error: 24.4742 - output29_mean_squared_error: 32.7947\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 781/2000\n", "121/121 [==============================] - 0s 1ms/step - loss: 673.3099 - output00_loss: 12.6542 - output01_loss: 15.7305 - output02_loss: 24.2201 - output03_loss: 34.5557 - output04_loss: 30.3647 - output05_loss: 18.9510 - output06_loss: 24.4909 - output07_loss: 25.9300 - output08_loss: 15.5151 - output09_loss: 20.2954 - output10_loss: 19.5459 - output11_loss: 21.1272 - output12_loss: 18.1563 - output13_loss: 27.9935 - output14_loss: 20.7171 - output15_loss: 30.7746 - output16_loss: 20.9756 - output17_loss: 24.2553 - output18_loss: 14.6026 - output19_loss: 12.5290 - output20_loss: 15.3681 - output21_loss: 31.4882 - output22_loss: 23.2684 - output23_loss: 15.7570 - output24_loss: 22.9594 - output25_loss: 28.5861 - output26_loss: 14.9782 - output27_loss: 30.2732 - output28_loss: 24.4651 - output29_loss: 32.7814 - 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output28_mean_squared_error: 22.4497 - output29_mean_squared_error: 29.7744\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1061/2000\n", "121/121 [==============================] - 0s 2ms/step - loss: 638.4243 - output00_loss: 12.4477 - output01_loss: 14.4844 - output02_loss: 22.7150 - output03_loss: 33.0152 - output04_loss: 28.0682 - output05_loss: 18.5973 - output06_loss: 21.9467 - output07_loss: 23.7740 - output08_loss: 14.6208 - output09_loss: 19.5235 - output10_loss: 19.2224 - output11_loss: 20.8277 - output12_loss: 17.1285 - output13_loss: 26.5090 - output14_loss: 19.1026 - output15_loss: 29.1532 - output16_loss: 20.7984 - output17_loss: 22.7417 - output18_loss: 14.2511 - output19_loss: 11.5789 - output20_loss: 13.4567 - output21_loss: 30.2322 - output22_loss: 22.5966 - output23_loss: 15.4971 - output24_loss: 21.9847 - output25_loss: 28.0485 - output26_loss: 14.6476 - output27_loss: 29.2449 - output28_loss: 22.4440 - output29_loss: 29.7658 - 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output28_mean_squared_error: 22.3386 - output29_mean_squared_error: 29.6048\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1081/2000\n", "121/121 [==============================] - 0s 861us/step - loss: 636.7018 - output00_loss: 12.4414 - output01_loss: 14.4197 - output02_loss: 22.6379 - output03_loss: 32.9492 - output04_loss: 27.9395 - output05_loss: 18.5839 - output06_loss: 21.8129 - output07_loss: 23.6596 - output08_loss: 14.5823 - output09_loss: 19.4928 - output10_loss: 19.2107 - output11_loss: 20.8194 - output12_loss: 17.0863 - output13_loss: 26.4277 - output14_loss: 19.0181 - output15_loss: 29.0652 - output16_loss: 20.7928 - output17_loss: 22.6719 - output18_loss: 14.2395 - output19_loss: 11.5221 - output20_loss: 13.3620 - output21_loss: 30.1802 - output22_loss: 22.5697 - output23_loss: 15.4875 - output24_loss: 21.9410 - output25_loss: 28.0273 - output26_loss: 14.6370 - output27_loss: 29.1947 - output28_loss: 22.3332 - output29_loss: 29.5965 - 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output28_mean_squared_error: 22.1274 - output29_mean_squared_error: 29.2809\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1121/2000\n", "121/121 [==============================] - 0s 978us/step - loss: 633.4761 - output00_loss: 12.4306 - output01_loss: 14.2973 - output02_loss: 22.4926 - output03_loss: 32.8295 - output04_loss: 27.6943 - output05_loss: 18.5597 - output06_loss: 21.5600 - output07_loss: 23.4431 - output08_loss: 14.5120 - output09_loss: 19.4373 - output10_loss: 19.1899 - output11_loss: 20.8055 - output12_loss: 17.0102 - output13_loss: 26.2736 - output14_loss: 18.8589 - output15_loss: 28.8975 - output16_loss: 20.7831 - output17_loss: 22.5421 - output18_loss: 14.2193 - output19_loss: 11.4121 - output20_loss: 13.1847 - output21_loss: 30.0855 - output22_loss: 22.5214 - output23_loss: 15.4705 - output24_loss: 21.8607 - output25_loss: 27.9893 - output26_loss: 14.6188 - output27_loss: 29.1012 - output28_loss: 22.1223 - output29_loss: 29.2730 - 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output28_mean_squared_error: 22.0269 - output29_mean_squared_error: 29.1261\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1141/2000\n", "121/121 [==============================] - 0s 543us/step - loss: 631.9653 - output00_loss: 12.4261 - output01_loss: 14.2395 - output02_loss: 22.4240 - output03_loss: 32.7752 - output04_loss: 27.5776 - output05_loss: 18.5488 - output06_loss: 21.4404 - output07_loss: 23.3407 - output08_loss: 14.4800 - output09_loss: 19.4122 - output10_loss: 19.1807 - output11_loss: 20.7997 - output12_loss: 16.9760 - output13_loss: 26.2006 - output14_loss: 18.7839 - output15_loss: 28.8177 - output16_loss: 20.7790 - output17_loss: 22.4816 - output18_loss: 14.2106 - output19_loss: 11.3588 - output20_loss: 13.1019 - output21_loss: 30.0423 - output22_loss: 22.4997 - output23_loss: 15.4630 - output24_loss: 21.8239 - output25_loss: 27.9723 - output26_loss: 14.6110 - output27_loss: 29.0578 - output28_loss: 22.0220 - output29_loss: 29.1185 - 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- output08_loss: 14.4053 - output09_loss: 19.3544 - output10_loss: 19.1598 - output11_loss: 20.7875 - output12_loss: 16.8976 - output13_loss: 26.0225 - output14_loss: 18.6020 - output15_loss: 28.6217 - output16_loss: 20.7699 - output17_loss: 22.3371 - output18_loss: 14.1917 - output19_loss: 11.2256 - output20_loss: 12.9026 - output21_loss: 29.9412 - output22_loss: 22.4501 - output23_loss: 15.4463 - output24_loss: 21.7375 - output25_loss: 27.9333 - output26_loss: 14.5942 - output27_loss: 28.9542 - output28_loss: 21.7762 - output29_loss: 28.7378 - output00_mean_squared_error: 12.4162 - output01_mean_squared_error: 14.0985 - output02_mean_squared_error: 22.2579 - output03_mean_squared_error: 32.6497 - output04_mean_squared_error: 27.2915 - output05_mean_squared_error: 18.5235 - output06_mean_squared_error: 21.1497 - output07_mean_squared_error: 23.0914 - output08_mean_squared_error: 14.4053 - output09_mean_squared_error: 19.3544 - output10_mean_squared_error: 19.1598 - 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- output01_loss: 14.0908 - output02_loss: 22.2488 - output03_loss: 32.6430 - output04_loss: 27.2758 - output05_loss: 18.5222 - output06_loss: 21.1337 - output07_loss: 23.0777 - output08_loss: 14.4014 - output09_loss: 19.3514 - output10_loss: 19.1588 - output11_loss: 20.7869 - output12_loss: 16.8934 - output13_loss: 26.0127 - output14_loss: 18.5920 - output15_loss: 28.6109 - output16_loss: 20.7695 - output17_loss: 22.3293 - output18_loss: 14.1908 - output19_loss: 11.2182 - output20_loss: 12.8917 - output21_loss: 29.9359 - output22_loss: 22.4475 - output23_loss: 15.4455 - output24_loss: 21.7329 - output25_loss: 27.9313 - output26_loss: 14.5933 - output27_loss: 28.9486 - output28_loss: 21.7627 - output29_loss: 28.7167 - output00_mean_squared_error: 12.4157 - output01_mean_squared_error: 14.0908 - output02_mean_squared_error: 22.2488 - output03_mean_squared_error: 32.6430 - output04_mean_squared_error: 27.2758 - output05_mean_squared_error: 18.5222 - output06_mean_squared_error: 21.1337 - output07_mean_squared_error: 23.0777 - output08_mean_squared_error: 14.4014 - output09_mean_squared_error: 19.3514 - output10_mean_squared_error: 19.1588 - output11_mean_squared_error: 20.7869 - output12_mean_squared_error: 16.8934 - output13_mean_squared_error: 26.0127 - output14_mean_squared_error: 18.5920 - output15_mean_squared_error: 28.6109 - output16_mean_squared_error: 20.7695 - output17_mean_squared_error: 22.3293 - output18_mean_squared_error: 14.1908 - output19_mean_squared_error: 11.2182 - output20_mean_squared_error: 12.8917 - output21_mean_squared_error: 29.9359 - output22_mean_squared_error: 22.4475 - output23_mean_squared_error: 15.4455 - output24_mean_squared_error: 21.7329 - output25_mean_squared_error: 27.9313 - output26_mean_squared_error: 14.5933 - output27_mean_squared_error: 28.9486 - output28_mean_squared_error: 21.7627 - output29_mean_squared_error: 28.7167\n", "Epoch 1197/2000\n", "121/121 [==============================] - 0s 872us/step - loss: 628.0634 - output00_loss: 12.4156 - output01_loss: 14.0882 - output02_loss: 22.2457 - output03_loss: 32.6409 - output04_loss: 27.2705 - output05_loss: 18.5218 - output06_loss: 21.1284 - output07_loss: 23.0732 - output08_loss: 14.4000 - output09_loss: 19.3504 - output10_loss: 19.1584 - output11_loss: 20.7867 - output12_loss: 16.8921 - output13_loss: 26.0095 - output14_loss: 18.5887 - output15_loss: 28.6073 - output16_loss: 20.7693 - output17_loss: 22.3267 - output18_loss: 14.1904 - output19_loss: 11.2157 - output20_loss: 12.8882 - output21_loss: 29.9341 - output22_loss: 22.4467 - output23_loss: 15.4452 - output24_loss: 21.7314 - output25_loss: 27.9306 - output26_loss: 14.5931 - output27_loss: 28.9467 - output28_loss: 21.7582 - output29_loss: 28.7097 - output00_mean_squared_error: 12.4156 - output01_mean_squared_error: 14.0882 - output02_mean_squared_error: 22.2457 - output03_mean_squared_error: 32.6409 - output04_mean_squared_error: 27.2705 - output05_mean_squared_error: 18.5218 - output06_mean_squared_error: 21.1284 - output07_mean_squared_error: 23.0732 - output08_mean_squared_error: 14.4000 - output09_mean_squared_error: 19.3504 - output10_mean_squared_error: 19.1584 - output11_mean_squared_error: 20.7867 - output12_mean_squared_error: 16.8921 - output13_mean_squared_error: 26.0095 - output14_mean_squared_error: 18.5887 - output15_mean_squared_error: 28.6073 - output16_mean_squared_error: 20.7693 - output17_mean_squared_error: 22.3267 - output18_mean_squared_error: 14.1904 - output19_mean_squared_error: 11.2157 - output20_mean_squared_error: 12.8882 - output21_mean_squared_error: 29.9341 - output22_mean_squared_error: 22.4467 - output23_mean_squared_error: 15.4452 - output24_mean_squared_error: 21.7314 - output25_mean_squared_error: 27.9306 - output26_mean_squared_error: 14.5931 - output27_mean_squared_error: 28.9467 - output28_mean_squared_error: 21.7582 - output29_mean_squared_error: 28.7097\n", "Epoch 1198/2000\n", "121/121 [==============================] - 0s 1ms/step - loss: 627.9978 - output00_loss: 12.4154 - output01_loss: 14.0856 - output02_loss: 22.2427 - output03_loss: 32.6387 - output04_loss: 27.2653 - output05_loss: 18.5213 - output06_loss: 21.1231 - output07_loss: 23.0687 - output08_loss: 14.3987 - output09_loss: 19.3494 - output10_loss: 19.1580 - output11_loss: 20.7865 - output12_loss: 16.8907 - output13_loss: 26.0063 - output14_loss: 18.5854 - output15_loss: 28.6037 - output16_loss: 20.7692 - output17_loss: 22.3241 - output18_loss: 14.1901 - output19_loss: 11.2132 - output20_loss: 12.8846 - output21_loss: 29.9323 - output22_loss: 22.4458 - output23_loss: 15.4449 - output24_loss: 21.7299 - output25_loss: 27.9299 - output26_loss: 14.5928 - output27_loss: 28.9449 - output28_loss: 21.7537 - output29_loss: 28.7027 - output00_mean_squared_error: 12.4154 - output01_mean_squared_error: 14.0856 - output02_mean_squared_error: 22.2427 - output03_mean_squared_error: 32.6387 - output04_mean_squared_error: 27.2653 - output05_mean_squared_error: 18.5213 - output06_mean_squared_error: 21.1231 - output07_mean_squared_error: 23.0687 - output08_mean_squared_error: 14.3987 - output09_mean_squared_error: 19.3494 - output10_mean_squared_error: 19.1580 - output11_mean_squared_error: 20.7865 - output12_mean_squared_error: 16.8907 - output13_mean_squared_error: 26.0063 - output14_mean_squared_error: 18.5854 - output15_mean_squared_error: 28.6037 - output16_mean_squared_error: 20.7692 - output17_mean_squared_error: 22.3241 - output18_mean_squared_error: 14.1901 - output19_mean_squared_error: 11.2132 - output20_mean_squared_error: 12.8846 - output21_mean_squared_error: 29.9323 - output22_mean_squared_error: 22.4458 - output23_mean_squared_error: 15.4449 - output24_mean_squared_error: 21.7299 - output25_mean_squared_error: 27.9299 - output26_mean_squared_error: 14.5928 - output27_mean_squared_error: 28.9449 - output28_mean_squared_error: 21.7537 - output29_mean_squared_error: 28.7027\n", "Epoch 1199/2000\n", "121/121 [==============================] - 0s 849us/step - loss: 627.9324 - output00_loss: 12.4152 - output01_loss: 14.0831 - output02_loss: 22.2397 - output03_loss: 32.6365 - output04_loss: 27.2601 - output05_loss: 18.5209 - output06_loss: 21.1179 - output07_loss: 23.0642 - output08_loss: 14.3974 - output09_loss: 19.3484 - output10_loss: 19.1577 - output11_loss: 20.7863 - output12_loss: 16.8894 - output13_loss: 26.0030 - output14_loss: 18.5822 - output15_loss: 28.6001 - output16_loss: 20.7690 - output17_loss: 22.3215 - output18_loss: 14.1898 - output19_loss: 11.2107 - output20_loss: 12.8810 - output21_loss: 29.9305 - output22_loss: 22.4450 - output23_loss: 15.4446 - output24_loss: 21.7284 - output25_loss: 27.9293 - output26_loss: 14.5925 - output27_loss: 28.9430 - output28_loss: 21.7492 - output29_loss: 28.6957 - output00_mean_squared_error: 12.4152 - output01_mean_squared_error: 14.0831 - output02_mean_squared_error: 22.2397 - output03_mean_squared_error: 32.6365 - 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output29_mean_squared_error: 28.6957\n", "Epoch 1200/2000\n", "121/121 [==============================] - 0s 737us/step - loss: 627.8671 - output00_loss: 12.4151 - output01_loss: 14.0805 - output02_loss: 22.2367 - output03_loss: 32.6343 - output04_loss: 27.2549 - output05_loss: 18.5205 - output06_loss: 21.1126 - output07_loss: 23.0597 - output08_loss: 14.3961 - output09_loss: 19.3474 - output10_loss: 19.1573 - output11_loss: 20.7861 - output12_loss: 16.8880 - output13_loss: 25.9998 - output14_loss: 18.5789 - output15_loss: 28.5966 - output16_loss: 20.7689 - output17_loss: 22.3190 - output18_loss: 14.1895 - output19_loss: 11.2082 - output20_loss: 12.8774 - output21_loss: 29.9288 - output22_loss: 22.4441 - output23_loss: 15.4444 - output24_loss: 21.7269 - output25_loss: 27.9286 - output26_loss: 14.5922 - output27_loss: 28.9412 - output28_loss: 21.7447 - output29_loss: 28.6888 - output00_mean_squared_error: 12.4151 - output01_mean_squared_error: 14.0805 - output02_mean_squared_error: 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- output05_loss: 18.5141 - output06_loss: 21.0347 - output07_loss: 22.9930 - output08_loss: 14.3771 - output09_loss: 19.3328 - output10_loss: 19.1522 - output11_loss: 20.7834 - output12_loss: 16.8685 - output13_loss: 25.9521 - output14_loss: 18.5304 - output15_loss: 28.5436 - output16_loss: 20.7668 - output17_loss: 22.2810 - output18_loss: 14.1851 - output19_loss: 11.1714 - output20_loss: 12.8248 - output21_loss: 29.9029 - output22_loss: 22.4318 - output23_loss: 15.4403 - output24_loss: 21.7047 - output25_loss: 27.9189 - output26_loss: 14.5883 - output27_loss: 28.9142 - output28_loss: 21.6784 - output29_loss: 28.5854 - output00_mean_squared_error: 12.4128 - output01_mean_squared_error: 14.0427 - output02_mean_squared_error: 22.1924 - output03_mean_squared_error: 32.6027 - output04_mean_squared_error: 27.1777 - output05_mean_squared_error: 18.5141 - output06_mean_squared_error: 21.0347 - output07_mean_squared_error: 22.9930 - output08_mean_squared_error: 14.3771 - 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- output01_loss: 14.0402 - output02_loss: 22.1895 - output03_loss: 32.6006 - output04_loss: 27.1726 - output05_loss: 18.5137 - output06_loss: 21.0296 - output07_loss: 22.9886 - output08_loss: 14.3759 - output09_loss: 19.3319 - output10_loss: 19.1519 - output11_loss: 20.7832 - output12_loss: 16.8672 - output13_loss: 25.9490 - output14_loss: 18.5272 - output15_loss: 28.5401 - output16_loss: 20.7666 - output17_loss: 22.2785 - output18_loss: 14.1848 - output19_loss: 11.1690 - output20_loss: 12.8213 - output21_loss: 29.9012 - output22_loss: 22.4310 - output23_loss: 15.4401 - output24_loss: 21.7033 - output25_loss: 27.9183 - output26_loss: 14.5880 - output27_loss: 28.9124 - output28_loss: 21.6741 - output29_loss: 28.5786 - output00_mean_squared_error: 12.4127 - output01_mean_squared_error: 14.0402 - output02_mean_squared_error: 22.1895 - output03_mean_squared_error: 32.6006 - output04_mean_squared_error: 27.1726 - output05_mean_squared_error: 18.5137 - output06_mean_squared_error: 21.0296 - output07_mean_squared_error: 22.9886 - output08_mean_squared_error: 14.3759 - output09_mean_squared_error: 19.3319 - output10_mean_squared_error: 19.1519 - output11_mean_squared_error: 20.7832 - output12_mean_squared_error: 16.8672 - output13_mean_squared_error: 25.9490 - output14_mean_squared_error: 18.5272 - output15_mean_squared_error: 28.5401 - output16_mean_squared_error: 20.7666 - output17_mean_squared_error: 22.2785 - output18_mean_squared_error: 14.1848 - output19_mean_squared_error: 11.1690 - output20_mean_squared_error: 12.8213 - output21_mean_squared_error: 29.9012 - output22_mean_squared_error: 22.4310 - output23_mean_squared_error: 15.4401 - output24_mean_squared_error: 21.7033 - output25_mean_squared_error: 27.9183 - output26_mean_squared_error: 14.5880 - output27_mean_squared_error: 28.9124 - output28_mean_squared_error: 21.6741 - output29_mean_squared_error: 28.5786\n", "Epoch 1217/2000\n", "121/121 [==============================] - 0s 531us/step - loss: 626.7777 - 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output15_mean_squared_error: 28.4918 - output16_mean_squared_error: 20.7648 - output17_mean_squared_error: 22.2443 - output18_mean_squared_error: 14.1809 - output19_mean_squared_error: 11.1352 - output20_mean_squared_error: 12.7738 - output21_mean_squared_error: 29.8780 - output22_mean_squared_error: 22.4201 - output23_mean_squared_error: 15.4366 - output24_mean_squared_error: 21.6835 - output25_mean_squared_error: 27.9097 - output26_mean_squared_error: 14.5847 - output27_mean_squared_error: 28.8881 - output28_mean_squared_error: 21.6137 - output29_mean_squared_error: 28.4842\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1231/2000\n", "121/121 [==============================] - 0s 498us/step - loss: 625.9091 - output00_loss: 12.4106 - output01_loss: 14.0034 - output02_loss: 22.1465 - output03_loss: 32.5706 - output04_loss: 27.0975 - output05_loss: 18.5076 - output06_loss: 20.9540 - output07_loss: 22.9238 - output08_loss: 14.3577 - output09_loss: 19.3181 - 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output12_mean_squared_error: 16.8475 - output13_mean_squared_error: 25.8996 - output14_mean_squared_error: 18.4772 - output15_mean_squared_error: 28.4850 - output16_mean_squared_error: 20.7645 - output17_mean_squared_error: 22.2395 - output18_mean_squared_error: 14.1804 - output19_mean_squared_error: 11.1304 - output20_mean_squared_error: 12.7671 - output21_mean_squared_error: 29.8748 - output22_mean_squared_error: 22.4186 - output23_mean_squared_error: 15.4361 - output24_mean_squared_error: 21.6808 - output25_mean_squared_error: 27.9085 - output26_mean_squared_error: 14.5842 - output27_mean_squared_error: 28.8847 - output28_mean_squared_error: 21.6052 - output29_mean_squared_error: 28.4709\n", "Epoch 1233/2000\n", "121/121 [==============================] - 0s 736us/step - loss: 625.7872 - output00_loss: 12.4103 - output01_loss: 13.9986 - output02_loss: 22.1408 - output03_loss: 32.5667 - output04_loss: 27.0876 - output05_loss: 18.5068 - output06_loss: 20.9440 - output07_loss: 22.9153 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- output05_loss: 18.5061 - output06_loss: 20.9341 - output07_loss: 22.9069 - output08_loss: 14.3530 - output09_loss: 19.3145 - output10_loss: 19.1458 - output11_loss: 20.7801 - output12_loss: 16.8439 - output13_loss: 25.8905 - output14_loss: 18.4680 - output15_loss: 28.4748 - output16_loss: 20.7642 - output17_loss: 22.2323 - output18_loss: 14.1796 - output19_loss: 11.1233 - output20_loss: 12.7571 - output21_loss: 29.8700 - output22_loss: 22.4163 - output23_loss: 15.4354 - output24_loss: 21.6767 - output25_loss: 27.9068 - output26_loss: 14.5835 - output27_loss: 28.8797 - output28_loss: 21.5925 - output29_loss: 28.4510 - output00_mean_squared_error: 12.4101 - output01_mean_squared_error: 13.9938 - output02_mean_squared_error: 22.1352 - output03_mean_squared_error: 32.5628 - output04_mean_squared_error: 27.0778 - output05_mean_squared_error: 18.5061 - output06_mean_squared_error: 20.9341 - output07_mean_squared_error: 22.9069 - output08_mean_squared_error: 14.3530 - 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- output01_loss: 13.9914 - output02_loss: 22.1324 - output03_loss: 32.5609 - output04_loss: 27.0729 - output05_loss: 18.5057 - output06_loss: 20.9292 - output07_loss: 22.9027 - output08_loss: 14.3518 - output09_loss: 19.3136 - output10_loss: 19.1454 - output11_loss: 20.7799 - output12_loss: 16.8427 - output13_loss: 25.8875 - output14_loss: 18.4649 - output15_loss: 28.4714 - output16_loss: 20.7641 - output17_loss: 22.2300 - output18_loss: 14.1794 - output19_loss: 11.1209 - output20_loss: 12.7538 - output21_loss: 29.8684 - output22_loss: 22.4156 - output23_loss: 15.4351 - output24_loss: 21.6753 - output25_loss: 27.9062 - output26_loss: 14.5833 - output27_loss: 28.8780 - output28_loss: 21.5883 - output29_loss: 28.4444 - output00_mean_squared_error: 12.4099 - output01_mean_squared_error: 13.9914 - output02_mean_squared_error: 22.1324 - output03_mean_squared_error: 32.5609 - output04_mean_squared_error: 27.0729 - output05_mean_squared_error: 18.5057 - output06_mean_squared_error: 20.9292 - output07_mean_squared_error: 22.9027 - output08_mean_squared_error: 14.3518 - output09_mean_squared_error: 19.3136 - output10_mean_squared_error: 19.1454 - output11_mean_squared_error: 20.7799 - output12_mean_squared_error: 16.8427 - output13_mean_squared_error: 25.8875 - output14_mean_squared_error: 18.4649 - output15_mean_squared_error: 28.4714 - output16_mean_squared_error: 20.7641 - output17_mean_squared_error: 22.2300 - output18_mean_squared_error: 14.1794 - output19_mean_squared_error: 11.1209 - output20_mean_squared_error: 12.7538 - output21_mean_squared_error: 29.8684 - output22_mean_squared_error: 22.4156 - output23_mean_squared_error: 15.4351 - output24_mean_squared_error: 21.6753 - output25_mean_squared_error: 27.9062 - output26_mean_squared_error: 14.5833 - output27_mean_squared_error: 28.8780 - output28_mean_squared_error: 21.5883 - output29_mean_squared_error: 28.4444\n", "Epoch 1237/2000\n", "121/121 [==============================] - 0s 971us/step - loss: 625.5447 - output00_loss: 12.4098 - output01_loss: 13.9890 - output02_loss: 22.1296 - output03_loss: 32.5589 - output04_loss: 27.0680 - output05_loss: 18.5053 - output06_loss: 20.9243 - output07_loss: 22.8984 - output08_loss: 14.3507 - output09_loss: 19.3128 - output10_loss: 19.1451 - output11_loss: 20.7798 - output12_loss: 16.8416 - output13_loss: 25.8845 - output14_loss: 18.4619 - output15_loss: 28.4681 - output16_loss: 20.7639 - output17_loss: 22.2276 - output18_loss: 14.1791 - output19_loss: 11.1185 - output20_loss: 12.7505 - output21_loss: 29.8668 - output22_loss: 22.4148 - output23_loss: 15.4349 - output24_loss: 21.6740 - output25_loss: 27.9056 - output26_loss: 14.5831 - output27_loss: 28.8763 - output28_loss: 21.5841 - output29_loss: 28.4378 - output00_mean_squared_error: 12.4098 - output01_mean_squared_error: 13.9890 - output02_mean_squared_error: 22.1296 - output03_mean_squared_error: 32.5589 - output04_mean_squared_error: 27.0680 - output05_mean_squared_error: 18.5053 - 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output00_loss: 12.4074 - output01_loss: 13.9419 - output02_loss: 22.0748 - output03_loss: 32.5219 - output04_loss: 26.9716 - output05_loss: 18.4978 - output06_loss: 20.8276 - output07_loss: 22.8158 - output08_loss: 14.3281 - output09_loss: 19.2958 - output10_loss: 19.1392 - output11_loss: 20.7769 - output12_loss: 16.8188 - output13_loss: 25.8254 - output14_loss: 18.4021 - output15_loss: 28.4016 - output16_loss: 20.7616 - output17_loss: 22.1813 - output18_loss: 14.1743 - output19_loss: 11.0715 - output20_loss: 12.6859 - output21_loss: 29.8359 - output22_loss: 22.4005 - output23_loss: 15.4304 - output24_loss: 21.6477 - output25_loss: 27.8944 - output26_loss: 14.5788 - output27_loss: 28.8437 - output28_loss: 21.5012 - output29_loss: 28.3077 - output00_mean_squared_error: 12.4074 - output01_mean_squared_error: 13.9419 - output02_mean_squared_error: 22.0748 - output03_mean_squared_error: 32.5219 - output04_mean_squared_error: 26.9716 - output05_mean_squared_error: 18.4978 - 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output28_mean_squared_error: 21.4890 - output29_mean_squared_error: 28.2885\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1261/2000\n", "121/121 [==============================] - 0s 1ms/step - loss: 624.1306 - output00_loss: 12.4069 - output01_loss: 13.9327 - output02_loss: 22.0641 - output03_loss: 32.5148 - output04_loss: 26.9527 - output05_loss: 18.4963 - output06_loss: 20.8086 - output07_loss: 22.7996 - output08_loss: 14.3238 - output09_loss: 19.2925 - output10_loss: 19.1381 - output11_loss: 20.7764 - output12_loss: 16.8145 - output13_loss: 25.8138 - output14_loss: 18.3904 - output15_loss: 28.3886 - output16_loss: 20.7612 - output17_loss: 22.1723 - output18_loss: 14.1734 - output19_loss: 11.0622 - output20_loss: 12.6733 - output21_loss: 29.8299 - output22_loss: 22.3978 - output23_loss: 15.4295 - output24_loss: 21.6426 - output25_loss: 27.8923 - output26_loss: 14.5780 - output27_loss: 28.8374 - output28_loss: 21.4849 - output29_loss: 28.2821 - 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output28_mean_squared_error: 21.3318 - output29_mean_squared_error: 28.0404\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1301/2000\n", "121/121 [==============================] - 0s 1ms/step - loss: 621.9227 - output00_loss: 12.4029 - output01_loss: 13.8438 - output02_loss: 21.9613 - output03_loss: 32.4486 - output04_loss: 26.7705 - output05_loss: 18.4828 - output06_loss: 20.6265 - output07_loss: 22.6444 - output08_loss: 14.2830 - output09_loss: 19.2622 - output10_loss: 19.1276 - output11_loss: 20.7717 - output12_loss: 16.7742 - output13_loss: 25.7029 - output14_loss: 18.2784 - output15_loss: 28.2625 - output16_loss: 20.7573 - output17_loss: 22.0863 - output18_loss: 14.1652 - output19_loss: 10.9714 - output20_loss: 12.5530 - output21_loss: 29.7736 - output22_loss: 22.3725 - output23_loss: 15.4218 - output24_loss: 21.5949 - output25_loss: 27.8725 - output26_loss: 14.5709 - output27_loss: 28.7776 - output28_loss: 21.3280 - output29_loss: 28.0343 - 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"121/121 [==============================] - 0s 884us/step - loss: 620.9860 - output00_loss: 12.4014 - output01_loss: 13.8058 - output02_loss: 21.9175 - output03_loss: 32.4216 - output04_loss: 26.6924 - output05_loss: 18.4773 - output06_loss: 20.5486 - output07_loss: 22.5783 - output08_loss: 14.2662 - output09_loss: 19.2499 - output10_loss: 19.1234 - output11_loss: 20.7700 - output12_loss: 16.7578 - output13_loss: 25.6556 - output14_loss: 18.2308 - output15_loss: 28.2082 - output16_loss: 20.7558 - output17_loss: 22.0500 - output18_loss: 14.1620 - output19_loss: 10.9318 - output20_loss: 12.5019 - output21_loss: 29.7502 - output22_loss: 22.3622 - output23_loss: 15.4187 - output24_loss: 21.5753 - output25_loss: 27.8645 - output26_loss: 14.5682 - output27_loss: 28.7527 - output28_loss: 21.2606 - output29_loss: 27.9274 - output00_mean_squared_error: 12.4014 - output01_mean_squared_error: 13.8058 - output02_mean_squared_error: 21.9175 - output03_mean_squared_error: 32.4216 - 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output28_mean_squared_error: 21.2569 - output29_mean_squared_error: 27.9215\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1321/2000\n", "121/121 [==============================] - 0s 922us/step - loss: 620.8840 - output00_loss: 12.4012 - output01_loss: 13.8016 - output02_loss: 21.9127 - output03_loss: 32.4187 - output04_loss: 26.6839 - output05_loss: 18.4767 - output06_loss: 20.5401 - output07_loss: 22.5711 - output08_loss: 14.2644 - output09_loss: 19.2485 - output10_loss: 19.1229 - output11_loss: 20.7698 - output12_loss: 16.7560 - output13_loss: 25.6505 - output14_loss: 18.2257 - output15_loss: 28.2023 - output16_loss: 20.7556 - output17_loss: 22.0461 - output18_loss: 14.1617 - output19_loss: 10.9275 - output20_loss: 12.4964 - output21_loss: 29.7476 - output22_loss: 22.3611 - output23_loss: 15.4184 - output24_loss: 21.5731 - output25_loss: 27.8637 - output26_loss: 14.5679 - output27_loss: 28.7500 - output28_loss: 21.2532 - output29_loss: 27.9157 - 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output15_mean_squared_error: 28.1758 - output16_mean_squared_error: 20.7549 - output17_mean_squared_error: 22.0285 - output18_mean_squared_error: 14.1602 - output19_mean_squared_error: 10.9080 - output20_mean_squared_error: 12.4717 - output21_mean_squared_error: 29.7364 - output22_mean_squared_error: 22.3563 - output23_mean_squared_error: 15.4170 - output24_mean_squared_error: 21.5638 - output25_mean_squared_error: 27.8599 - output26_mean_squared_error: 14.5666 - output27_mean_squared_error: 28.7380 - output28_mean_squared_error: 21.2204 - output29_mean_squared_error: 27.8634\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1331/2000\n", "121/121 [==============================] - 0s 934us/step - loss: 620.3801 - output00_loss: 12.4004 - output01_loss: 13.7811 - output02_loss: 21.8891 - output03_loss: 32.4044 - output04_loss: 26.6416 - output05_loss: 18.4737 - output06_loss: 20.4980 - output07_loss: 22.5354 - output08_loss: 14.2555 - output09_loss: 19.2420 - 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output28_mean_squared_error: 21.1844 - output29_mean_squared_error: 27.8060\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1341/2000\n", "121/121 [==============================] - 0s 891us/step - loss: 619.8862 - output00_loss: 12.3997 - output01_loss: 13.7608 - output02_loss: 21.8659 - output03_loss: 32.3907 - output04_loss: 26.6000 - output05_loss: 18.4709 - output06_loss: 20.4567 - output07_loss: 22.5004 - output08_loss: 14.2468 - output09_loss: 19.2358 - output10_loss: 19.1186 - output11_loss: 20.7681 - output12_loss: 16.7391 - output13_loss: 25.6001 - output14_loss: 18.1749 - output15_loss: 28.1439 - output16_loss: 20.7541 - output17_loss: 22.0076 - output18_loss: 14.1585 - output19_loss: 10.8844 - output20_loss: 12.4421 - output21_loss: 29.7230 - output22_loss: 22.3506 - output23_loss: 15.4153 - output24_loss: 21.5526 - output25_loss: 27.8555 - output26_loss: 14.5652 - output27_loss: 28.7238 - output28_loss: 21.1809 - output29_loss: 27.8004 - 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output07_mean_squared_error: 22.3192 - output08_mean_squared_error: 14.2035 - output09_mean_squared_error: 19.2049 - output10_mean_squared_error: 19.1080 - output11_mean_squared_error: 20.7645 - output12_mean_squared_error: 16.6983 - output13_mean_squared_error: 25.4711 - output14_mean_squared_error: 18.0451 - output15_mean_squared_error: 27.9921 - output16_mean_squared_error: 20.7507 - output17_mean_squared_error: 21.9098 - output18_mean_squared_error: 14.1514 - output19_mean_squared_error: 10.7708 - output20_mean_squared_error: 12.3034 - output21_mean_squared_error: 29.6615 - output22_mean_squared_error: 22.3253 - output23_mean_squared_error: 15.4083 - output24_mean_squared_error: 21.5021 - output25_mean_squared_error: 27.8358 - output26_mean_squared_error: 14.5591 - output27_mean_squared_error: 28.6587 - output28_mean_squared_error: 20.9933 - output29_mean_squared_error: 27.4994\n", "Epoch 1397/2000\n", "121/121 [==============================] - 0s 926us/step - loss: 617.2945 - 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output11_mean_squared_error: 20.7612 - output12_mean_squared_error: 16.6529 - output13_mean_squared_error: 25.3128 - output14_mean_squared_error: 17.8855 - output15_mean_squared_error: 27.7998 - output16_mean_squared_error: 20.7472 - output17_mean_squared_error: 21.7908 - output18_mean_squared_error: 14.1444 - output19_mean_squared_error: 10.6228 - output20_mean_squared_error: 12.1327 - output21_mean_squared_error: 29.5886 - output22_mean_squared_error: 22.2974 - output23_mean_squared_error: 15.4010 - output24_mean_squared_error: 21.4442 - output25_mean_squared_error: 27.8144 - output26_mean_squared_error: 14.5531 - output27_mean_squared_error: 28.5829 - output28_mean_squared_error: 20.7568 - output29_mean_squared_error: 27.1150\n", "Epoch 1474/2000\n", "121/121 [==============================] - 0s 1ms/step - loss: 614.1649 - output00_loss: 12.3932 - output01_loss: 13.5208 - output02_loss: 21.5959 - output03_loss: 32.2465 - output04_loss: 26.1074 - output05_loss: 18.4400 - 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- output05_loss: 18.4398 - output06_loss: 19.9652 - output07_loss: 22.0899 - output08_loss: 14.1522 - output09_loss: 19.1698 - output10_loss: 19.0961 - output11_loss: 20.7611 - output12_loss: 16.6518 - output13_loss: 25.3090 - output14_loss: 17.8817 - output15_loss: 27.7951 - output16_loss: 20.7471 - output17_loss: 21.7879 - output18_loss: 14.1442 - output19_loss: 10.6191 - output20_loss: 12.1286 - output21_loss: 29.5869 - output22_loss: 22.2968 - output23_loss: 15.4009 - output24_loss: 21.4429 - output25_loss: 27.8140 - output26_loss: 14.5530 - output27_loss: 28.5812 - output28_loss: 20.7510 - output29_loss: 27.1055 - output00_mean_squared_error: 12.3931 - output01_mean_squared_error: 13.5192 - output02_mean_squared_error: 21.5941 - output03_mean_squared_error: 32.2457 - output04_mean_squared_error: 26.1041 - output05_mean_squared_error: 18.4398 - output06_mean_squared_error: 19.9652 - output07_mean_squared_error: 22.0899 - output08_mean_squared_error: 14.1522 - 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- output01_loss: 13.5175 - output02_loss: 21.5923 - output03_loss: 32.2448 - output04_loss: 26.1008 - output05_loss: 18.4396 - output06_loss: 19.9620 - output07_loss: 22.0872 - output08_loss: 14.1517 - output09_loss: 19.1695 - output10_loss: 19.0960 - output11_loss: 20.7611 - output12_loss: 16.6513 - output13_loss: 25.3071 - output14_loss: 17.8797 - output15_loss: 27.7927 - output16_loss: 20.7471 - output17_loss: 21.7865 - output18_loss: 14.1441 - output19_loss: 10.6173 - output20_loss: 12.1266 - output21_loss: 29.5860 - output22_loss: 22.2965 - output23_loss: 15.4008 - output24_loss: 21.4423 - output25_loss: 27.8137 - output26_loss: 14.5529 - output27_loss: 28.5803 - output28_loss: 20.7481 - output29_loss: 27.1008 - output00_mean_squared_error: 12.3931 - output01_mean_squared_error: 13.5175 - output02_mean_squared_error: 21.5923 - output03_mean_squared_error: 32.2448 - output04_mean_squared_error: 26.1008 - output05_mean_squared_error: 18.4396 - output06_mean_squared_error: 19.9620 - 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output28_mean_squared_error: 20.7367 - output29_mean_squared_error: 27.0820\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1481/2000\n", "121/121 [==============================] - 0s 787us/step - loss: 613.9027 - output00_loss: 12.3929 - output01_loss: 13.5095 - output02_loss: 21.5835 - output03_loss: 32.2406 - output04_loss: 26.0843 - output05_loss: 18.4386 - output06_loss: 19.9457 - output07_loss: 22.0739 - output08_loss: 14.1488 - output09_loss: 19.1676 - output10_loss: 19.0953 - output11_loss: 20.7609 - output12_loss: 16.6488 - output13_loss: 25.2977 - output14_loss: 17.8703 - output15_loss: 27.7811 - output16_loss: 20.7469 - output17_loss: 21.7795 - output18_loss: 14.1438 - output19_loss: 10.6081 - output20_loss: 12.1164 - output21_loss: 29.5818 - output22_loss: 22.2949 - output23_loss: 15.4004 - output24_loss: 21.4390 - output25_loss: 27.8126 - output26_loss: 14.5526 - output27_loss: 28.5760 - output28_loss: 20.7338 - output29_loss: 27.0773 - 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output25_mean_squared_error: 27.8126 - output26_mean_squared_error: 14.5526 - output27_mean_squared_error: 28.5760 - output28_mean_squared_error: 20.7338 - output29_mean_squared_error: 27.0773\n", "Epoch 1482/2000\n", "121/121 [==============================] - 0s 504us/step - loss: 613.8655 - output00_loss: 12.3929 - output01_loss: 13.5079 - output02_loss: 21.5817 - output03_loss: 32.2398 - output04_loss: 26.0810 - output05_loss: 18.4385 - output06_loss: 19.9425 - output07_loss: 22.0712 - output08_loss: 14.1482 - output09_loss: 19.1672 - output10_loss: 19.0952 - output11_loss: 20.7609 - output12_loss: 16.6483 - output13_loss: 25.2958 - output14_loss: 17.8684 - output15_loss: 27.7787 - output16_loss: 20.7469 - output17_loss: 21.7781 - output18_loss: 14.1437 - output19_loss: 10.6063 - output20_loss: 12.1144 - output21_loss: 29.5810 - output22_loss: 22.2946 - output23_loss: 15.4004 - output24_loss: 21.4383 - output25_loss: 27.8123 - output26_loss: 14.5526 - output27_loss: 28.5751 - 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- output19_loss: 10.5972 - output20_loss: 12.1043 - output21_loss: 29.5768 - output22_loss: 22.2931 - output23_loss: 15.4000 - output24_loss: 21.4351 - output25_loss: 27.8112 - output26_loss: 14.5523 - output27_loss: 28.5709 - output28_loss: 20.7168 - output29_loss: 27.0493 - output00_mean_squared_error: 12.3928 - output01_mean_squared_error: 13.4999 - output02_mean_squared_error: 21.5730 - output03_mean_squared_error: 32.2357 - output04_mean_squared_error: 26.0647 - output05_mean_squared_error: 18.4375 - output06_mean_squared_error: 19.9264 - output07_mean_squared_error: 22.0580 - output08_mean_squared_error: 14.1454 - output09_mean_squared_error: 19.1653 - output10_mean_squared_error: 19.0946 - output11_mean_squared_error: 20.7608 - output12_mean_squared_error: 16.6458 - output13_mean_squared_error: 25.2866 - output14_mean_squared_error: 17.8590 - output15_mean_squared_error: 27.7672 - output16_mean_squared_error: 20.7467 - output17_mean_squared_error: 21.7711 - 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output07_mean_squared_error: 22.0346 - output08_mean_squared_error: 14.1405 - output09_mean_squared_error: 19.1621 - output10_mean_squared_error: 19.0935 - output11_mean_squared_error: 20.7605 - output12_mean_squared_error: 16.6415 - output13_mean_squared_error: 25.2701 - output14_mean_squared_error: 17.8423 - output15_mean_squared_error: 27.7466 - output16_mean_squared_error: 20.7464 - output17_mean_squared_error: 21.7588 - output18_mean_squared_error: 14.1428 - output19_mean_squared_error: 10.5810 - output20_mean_squared_error: 12.0865 - output21_mean_squared_error: 29.5694 - output22_mean_squared_error: 22.2905 - output23_mean_squared_error: 15.3994 - output24_mean_squared_error: 21.4295 - output25_mean_squared_error: 27.8092 - output26_mean_squared_error: 14.5518 - output27_mean_squared_error: 28.5634 - output28_mean_squared_error: 20.6915 - output29_mean_squared_error: 27.0078\n", "Epoch 1497/2000\n", "121/121 [==============================] - 0s 903us/step - loss: 613.3168 - 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- 0s 852us/step - loss: 612.5743 - output00_loss: 12.3919 - output01_loss: 13.4519 - output02_loss: 21.5204 - output03_loss: 32.2118 - output04_loss: 25.9666 - output05_loss: 18.4321 - output06_loss: 19.8295 - output07_loss: 21.9789 - output08_loss: 14.1289 - output09_loss: 19.1546 - output10_loss: 19.0909 - output11_loss: 20.7599 - output12_loss: 16.6314 - output13_loss: 25.2311 - output14_loss: 17.8029 - output15_loss: 27.6973 - output16_loss: 20.7457 - output17_loss: 21.7296 - output18_loss: 14.1414 - output19_loss: 10.5419 - output20_loss: 12.0440 - output21_loss: 29.5520 - output22_loss: 22.2844 - output23_loss: 15.3979 - output24_loss: 21.4163 - output25_loss: 27.8046 - output26_loss: 14.5506 - output27_loss: 28.5459 - output28_loss: 20.6312 - output29_loss: 26.9084 - output00_mean_squared_error: 12.3919 - output01_mean_squared_error: 13.4519 - output02_mean_squared_error: 21.5204 - output03_mean_squared_error: 32.2118 - output04_mean_squared_error: 25.9666 - 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output28_mean_squared_error: 20.6259 - output29_mean_squared_error: 26.8995\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1521/2000\n", "121/121 [==============================] - 0s 872us/step - loss: 612.4706 - output00_loss: 12.3919 - output01_loss: 13.4474 - output02_loss: 21.5155 - output03_loss: 32.2096 - output04_loss: 25.9573 - output05_loss: 18.4316 - output06_loss: 19.8204 - output07_loss: 21.9715 - output08_loss: 14.1274 - output09_loss: 19.1536 - output10_loss: 19.0906 - output11_loss: 20.7599 - output12_loss: 16.6300 - output13_loss: 25.2259 - output14_loss: 17.7976 - output15_loss: 27.6908 - output16_loss: 20.7456 - output17_loss: 21.7257 - output18_loss: 14.1412 - output19_loss: 10.5367 - output20_loss: 12.0384 - output21_loss: 29.5497 - output22_loss: 22.2837 - output23_loss: 15.3978 - output24_loss: 21.4146 - output25_loss: 27.8040 - output26_loss: 14.5505 - output27_loss: 28.5437 - output28_loss: 20.6232 - output29_loss: 26.8950 - 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output25_mean_squared_error: 27.8040 - output26_mean_squared_error: 14.5505 - output27_mean_squared_error: 28.5437 - output28_mean_squared_error: 20.6232 - output29_mean_squared_error: 26.8950\n", "Epoch 1522/2000\n", "121/121 [==============================] - 0s 797us/step - loss: 612.4362 - output00_loss: 12.3918 - output01_loss: 13.4459 - output02_loss: 21.5138 - output03_loss: 32.2089 - output04_loss: 25.9542 - output05_loss: 18.4315 - output06_loss: 19.8173 - output07_loss: 21.9690 - output08_loss: 14.1269 - output09_loss: 19.1533 - output10_loss: 19.0905 - output11_loss: 20.7598 - output12_loss: 16.6296 - output13_loss: 25.2242 - output14_loss: 17.7959 - output15_loss: 27.6886 - output16_loss: 20.7456 - output17_loss: 21.7244 - output18_loss: 14.1412 - output19_loss: 10.5349 - output20_loss: 12.0365 - output21_loss: 29.5490 - output22_loss: 22.2834 - output23_loss: 15.3977 - output24_loss: 21.4140 - output25_loss: 27.8038 - output26_loss: 14.5504 - output27_loss: 28.5429 - 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output22_mean_squared_error: 22.2829 - output23_mean_squared_error: 15.3976 - output24_mean_squared_error: 21.4129 - output25_mean_squared_error: 27.8034 - output26_mean_squared_error: 14.5503 - output27_mean_squared_error: 28.5414 - output28_mean_squared_error: 20.6152 - output29_mean_squared_error: 26.8818\n", "Epoch 1525/2000\n", "121/121 [==============================] - 0s 1ms/step - loss: 612.3334 - output00_loss: 12.3918 - output01_loss: 13.4414 - output02_loss: 21.5090 - output03_loss: 32.2067 - output04_loss: 25.9451 - output05_loss: 18.4310 - output06_loss: 19.8083 - output07_loss: 21.9617 - output08_loss: 14.1254 - output09_loss: 19.1523 - output10_loss: 19.0901 - output11_loss: 20.7598 - output12_loss: 16.6283 - output13_loss: 25.2191 - output14_loss: 17.7907 - output15_loss: 27.6820 - output16_loss: 20.7455 - output17_loss: 21.7206 - output18_loss: 14.1410 - output19_loss: 10.5297 - output20_loss: 12.0309 - output21_loss: 29.5467 - output22_loss: 22.2826 - output23_loss: 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output28_mean_squared_error: 20.4240 - output29_mean_squared_error: 26.5629\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1601/2000\n", "121/121 [==============================] - 0s 1ms/step - loss: 609.9131 - output00_loss: 12.3904 - output01_loss: 13.3340 - output02_loss: 21.3939 - output03_loss: 32.1595 - output04_loss: 25.7264 - output05_loss: 18.4198 - output06_loss: 19.5931 - output07_loss: 21.7890 - output08_loss: 14.0914 - output09_loss: 19.1313 - output10_loss: 19.0829 - output11_loss: 20.7584 - output12_loss: 16.5994 - output13_loss: 25.0993 - output14_loss: 17.6686 - output15_loss: 27.5258 - output16_loss: 20.7438 - output17_loss: 21.6307 - output18_loss: 14.1375 - output19_loss: 10.4032 - output20_loss: 11.8988 - output21_loss: 29.4941 - output22_loss: 22.2656 - output23_loss: 15.3938 - output24_loss: 21.3741 - output25_loss: 27.7905 - output26_loss: 14.5474 - output27_loss: 28.4897 - output28_loss: 20.4216 - output29_loss: 26.5589 - 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output07_mean_squared_error: 21.7579 - output08_mean_squared_error: 14.0855 - output09_mean_squared_error: 19.1278 - output10_mean_squared_error: 19.0817 - output11_mean_squared_error: 20.7582 - output12_mean_squared_error: 16.5945 - output13_mean_squared_error: 25.0779 - output14_mean_squared_error: 17.6467 - output15_mean_squared_error: 27.4971 - output16_mean_squared_error: 20.7435 - output17_mean_squared_error: 21.6145 - output18_mean_squared_error: 14.1370 - output19_mean_squared_error: 10.3795 - output20_mean_squared_error: 11.8749 - output21_mean_squared_error: 29.4848 - output22_mean_squared_error: 22.2628 - output23_mean_squared_error: 15.3932 - output24_mean_squared_error: 21.3677 - output25_mean_squared_error: 27.7884 - output26_mean_squared_error: 14.5470 - output27_mean_squared_error: 28.4810 - output28_mean_squared_error: 20.3866 - output29_mean_squared_error: 26.4998\n", "Epoch 1617/2000\n", "121/121 [==============================] - 0s 720us/step - loss: 609.4463 - 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"121/121 [==============================] - 0s 468us/step - loss: 606.7753 - output00_loss: 12.3893 - output01_loss: 13.1897 - output02_loss: 21.2448 - output03_loss: 32.1081 - output04_loss: 25.4347 - output05_loss: 18.4067 - output06_loss: 19.3074 - output07_loss: 21.5669 - output08_loss: 14.0515 - output09_loss: 19.1089 - output10_loss: 19.0750 - output11_loss: 20.7574 - output12_loss: 16.5669 - output13_loss: 24.9485 - output14_loss: 17.5129 - output15_loss: 27.3170 - output16_loss: 20.7421 - output17_loss: 21.5159 - output18_loss: 14.1343 - output19_loss: 10.2277 - output20_loss: 11.7269 - output21_loss: 29.4291 - output22_loss: 22.2474 - output23_loss: 15.3904 - output24_loss: 21.3309 - output25_loss: 27.7772 - output26_loss: 14.5449 - output27_loss: 28.4317 - output28_loss: 20.1665 - output29_loss: 26.1247 - output00_mean_squared_error: 12.3893 - output01_mean_squared_error: 13.1897 - output02_mean_squared_error: 21.2448 - output03_mean_squared_error: 32.1081 - 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output28_mean_squared_error: 20.1646 - output29_mean_squared_error: 26.1213\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1721/2000\n", "121/121 [==============================] - 0s 739us/step - loss: 606.7278 - output00_loss: 12.3892 - output01_loss: 13.1875 - output02_loss: 21.2425 - output03_loss: 32.1074 - output04_loss: 25.4302 - output05_loss: 18.4065 - output06_loss: 19.3031 - output07_loss: 21.5635 - output08_loss: 14.0509 - output09_loss: 19.1086 - output10_loss: 19.0748 - output11_loss: 20.7574 - output12_loss: 16.5665 - output13_loss: 24.9463 - output14_loss: 17.5106 - output15_loss: 27.3137 - output16_loss: 20.7420 - output17_loss: 21.5142 - output18_loss: 14.1343 - output19_loss: 10.2249 - output20_loss: 11.7243 - output21_loss: 29.4282 - output22_loss: 22.2472 - output23_loss: 15.3904 - output24_loss: 21.3303 - output25_loss: 27.7770 - output26_loss: 14.5449 - output27_loss: 28.4309 - output28_loss: 20.1626 - output29_loss: 26.1179 - 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output25_mean_squared_error: 27.7770 - output26_mean_squared_error: 14.5449 - output27_mean_squared_error: 28.4309 - output28_mean_squared_error: 20.1626 - output29_mean_squared_error: 26.1179\n", "Epoch 1722/2000\n", "121/121 [==============================] - 0s 927us/step - loss: 606.7042 - output00_loss: 12.3892 - output01_loss: 13.1863 - output02_loss: 21.2414 - output03_loss: 32.1070 - output04_loss: 25.4279 - output05_loss: 18.4064 - output06_loss: 19.3009 - output07_loss: 21.5619 - output08_loss: 14.0506 - output09_loss: 19.1085 - output10_loss: 19.0748 - output11_loss: 20.7573 - output12_loss: 16.5662 - output13_loss: 24.9452 - output14_loss: 17.5094 - output15_loss: 27.3121 - output16_loss: 20.7420 - output17_loss: 21.5133 - output18_loss: 14.1342 - output19_loss: 10.2236 - output20_loss: 11.7230 - output21_loss: 29.4277 - output22_loss: 22.2471 - output23_loss: 15.3903 - output24_loss: 21.3300 - output25_loss: 27.7769 - output26_loss: 14.5448 - output27_loss: 28.4305 - 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output28_mean_squared_error: 20.0518 - output29_mean_squared_error: 25.9259\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1781/2000\n", "121/121 [==============================] - 0s 893us/step - loss: 605.3811 - output00_loss: 12.3889 - output01_loss: 13.1232 - output02_loss: 21.1788 - output03_loss: 32.0890 - output04_loss: 25.3013 - output05_loss: 18.4015 - output06_loss: 19.1779 - output07_loss: 21.4692 - output08_loss: 14.0355 - output09_loss: 19.1009 - output10_loss: 19.0720 - output11_loss: 20.7571 - output12_loss: 16.5543 - output13_loss: 24.8840 - output14_loss: 17.4452 - output15_loss: 27.2219 - output16_loss: 20.7415 - output17_loss: 21.4657 - output18_loss: 14.1333 - output19_loss: 10.1450 - output20_loss: 11.6502 - output21_loss: 29.4015 - output22_loss: 22.2408 - output23_loss: 15.3893 - output24_loss: 21.3142 - output25_loss: 27.7724 - output26_loss: 14.5441 - output27_loss: 28.4094 - output28_loss: 20.0500 - output29_loss: 25.9228 - 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output28_mean_squared_error: 20.0165 - output29_mean_squared_error: 25.8642\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1801/2000\n", "121/121 [==============================] - 0s 1ms/step - loss: 604.9642 - output00_loss: 12.3889 - output01_loss: 13.1030 - output02_loss: 21.1591 - output03_loss: 32.0837 - output04_loss: 25.2609 - output05_loss: 18.4000 - output06_loss: 19.1388 - output07_loss: 21.4402 - output08_loss: 14.0309 - output09_loss: 19.0987 - output10_loss: 19.0712 - output11_loss: 20.7570 - output12_loss: 16.5508 - output13_loss: 24.8651 - output14_loss: 17.4252 - output15_loss: 27.1933 - output16_loss: 20.7414 - output17_loss: 21.4508 - output18_loss: 14.1330 - output19_loss: 10.1197 - output20_loss: 11.6272 - output21_loss: 29.3934 - output22_loss: 22.2390 - output23_loss: 15.3891 - output24_loss: 21.3096 - output25_loss: 27.7711 - output26_loss: 14.5439 - output27_loss: 28.4032 - output28_loss: 20.0147 - output29_loss: 25.8612 - 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"121/121 [==============================] - 0s 1ms/step - loss: 604.6017 - output00_loss: 12.3888 - output01_loss: 13.0853 - output02_loss: 21.1420 - output03_loss: 32.0794 - output04_loss: 25.2255 - output05_loss: 18.3987 - output06_loss: 19.1047 - output07_loss: 21.4150 - output08_loss: 14.0270 - output09_loss: 19.0969 - output10_loss: 19.0706 - output11_loss: 20.7570 - output12_loss: 16.5478 - output13_loss: 24.8488 - output14_loss: 17.4078 - output15_loss: 27.1683 - output16_loss: 20.7412 - output17_loss: 21.4379 - output18_loss: 14.1328 - output19_loss: 10.0974 - output20_loss: 11.6073 - output21_loss: 29.3865 - output22_loss: 22.2375 - output23_loss: 15.3889 - output24_loss: 21.3056 - output25_loss: 27.7701 - output26_loss: 14.5438 - output27_loss: 28.3980 - output28_loss: 19.9839 - output29_loss: 25.8072 - output00_mean_squared_error: 12.3888 - output01_mean_squared_error: 13.0853 - output02_mean_squared_error: 21.1420 - output03_mean_squared_error: 32.0794 - 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output28_mean_squared_error: 19.9822 - output29_mean_squared_error: 25.8042\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1821/2000\n", "121/121 [==============================] - 0s 2ms/step - loss: 604.5622 - output00_loss: 12.3888 - output01_loss: 13.0833 - output02_loss: 21.1402 - output03_loss: 32.0789 - output04_loss: 25.2217 - output05_loss: 18.3986 - output06_loss: 19.1010 - output07_loss: 21.4123 - output08_loss: 14.0266 - output09_loss: 19.0967 - output10_loss: 19.0705 - output11_loss: 20.7570 - output12_loss: 16.5475 - output13_loss: 24.8470 - output14_loss: 17.4060 - output15_loss: 27.1656 - output16_loss: 20.7412 - output17_loss: 21.4365 - output18_loss: 14.1328 - output19_loss: 10.0950 - output20_loss: 11.6051 - output21_loss: 29.3857 - output22_loss: 22.2373 - output23_loss: 15.3888 - output24_loss: 21.3052 - output25_loss: 27.7700 - output26_loss: 14.5437 - output27_loss: 28.3975 - output28_loss: 19.9805 - output29_loss: 25.8012 - 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- 0s 490us/step - loss: 604.2319 - output00_loss: 12.3888 - output01_loss: 13.0671 - output02_loss: 21.1246 - output03_loss: 32.0751 - output04_loss: 25.1892 - output05_loss: 18.3975 - output06_loss: 19.0698 - output07_loss: 21.3894 - output08_loss: 14.0232 - output09_loss: 19.0952 - output10_loss: 19.0699 - output11_loss: 20.7569 - output12_loss: 16.5448 - output13_loss: 24.8323 - output14_loss: 17.3903 - output15_loss: 27.1427 - output16_loss: 20.7411 - output17_loss: 21.4247 - output18_loss: 14.1326 - output19_loss: 10.0744 - output20_loss: 11.5868 - output21_loss: 29.3794 - output22_loss: 22.2360 - output23_loss: 15.3886 - output24_loss: 21.3018 - output25_loss: 27.7691 - output26_loss: 14.5436 - output27_loss: 28.3929 - output28_loss: 19.9523 - output29_loss: 25.7515 - output00_mean_squared_error: 12.3888 - output01_mean_squared_error: 13.0671 - output02_mean_squared_error: 21.1246 - output03_mean_squared_error: 32.0751 - output04_mean_squared_error: 25.1892 - 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"121/121 [==============================] - 0s 952us/step - loss: 604.2128 - output00_loss: 12.3888 - output01_loss: 13.0661 - output02_loss: 21.1237 - output03_loss: 32.0749 - output04_loss: 25.1874 - output05_loss: 18.3974 - output06_loss: 19.0680 - output07_loss: 21.3881 - output08_loss: 14.0230 - output09_loss: 19.0951 - output10_loss: 19.0699 - output11_loss: 20.7569 - output12_loss: 16.5447 - output13_loss: 24.8315 - output14_loss: 17.3894 - output15_loss: 27.1414 - output16_loss: 20.7411 - output17_loss: 21.4240 - output18_loss: 14.1326 - output19_loss: 10.0732 - output20_loss: 11.5858 - output21_loss: 29.3791 - output22_loss: 22.2359 - output23_loss: 15.3886 - output24_loss: 21.3016 - output25_loss: 27.7690 - output26_loss: 14.5436 - output27_loss: 28.3926 - output28_loss: 19.9506 - output29_loss: 25.7486 - output00_mean_squared_error: 12.3888 - output01_mean_squared_error: 13.0661 - output02_mean_squared_error: 21.1237 - output03_mean_squared_error: 32.0749 - 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output28_mean_squared_error: 19.9490 - output29_mean_squared_error: 25.7458\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1841/2000\n", "121/121 [==============================] - 0s 815us/step - loss: 604.1746 - output00_loss: 12.3888 - output01_loss: 13.0642 - output02_loss: 21.1219 - output03_loss: 32.0744 - output04_loss: 25.1836 - output05_loss: 18.3973 - output06_loss: 19.0644 - output07_loss: 21.3855 - output08_loss: 14.0226 - output09_loss: 19.0949 - output10_loss: 19.0698 - output11_loss: 20.7569 - output12_loss: 16.5444 - output13_loss: 24.8298 - output14_loss: 17.3876 - output15_loss: 27.1387 - output16_loss: 20.7411 - output17_loss: 21.4227 - output18_loss: 14.1326 - output19_loss: 10.0709 - output20_loss: 11.5837 - output21_loss: 29.3783 - output22_loss: 22.2358 - output23_loss: 15.3886 - output24_loss: 21.3012 - output25_loss: 27.7689 - output26_loss: 14.5436 - output27_loss: 28.3921 - output28_loss: 19.9474 - output29_loss: 25.7429 - 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- 0s 709us/step - loss: 601.5754 - output00_loss: 12.3885 - output01_loss: 12.9315 - output02_loss: 21.0010 - output03_loss: 32.0496 - output04_loss: 24.9206 - output05_loss: 18.3894 - output06_loss: 18.8155 - output07_loss: 21.2079 - output08_loss: 13.9983 - output09_loss: 19.0853 - output10_loss: 19.0661 - output11_loss: 20.7567 - output12_loss: 16.5261 - output13_loss: 24.7200 - output14_loss: 17.2680 - output15_loss: 26.9573 - output16_loss: 20.7405 - output17_loss: 21.3318 - output18_loss: 14.1316 - output19_loss: 9.9021 - output20_loss: 11.4399 - output21_loss: 29.3309 - output22_loss: 22.2274 - output23_loss: 15.3876 - output24_loss: 21.2779 - output25_loss: 27.7632 - output26_loss: 14.5429 - output27_loss: 28.3618 - output28_loss: 19.7196 - output29_loss: 25.3364 - output00_mean_squared_error: 12.3885 - output01_mean_squared_error: 12.9315 - output02_mean_squared_error: 21.0010 - output03_mean_squared_error: 32.0496 - output04_mean_squared_error: 24.9206 - output05_mean_squared_error: 18.3894 - output06_mean_squared_error: 18.8155 - output07_mean_squared_error: 21.2079 - output08_mean_squared_error: 13.9983 - output09_mean_squared_error: 19.0853 - output10_mean_squared_error: 19.0661 - output11_mean_squared_error: 20.7567 - output12_mean_squared_error: 16.5261 - output13_mean_squared_error: 24.7200 - output14_mean_squared_error: 17.2680 - output15_mean_squared_error: 26.9573 - output16_mean_squared_error: 20.7405 - output17_mean_squared_error: 21.3318 - output18_mean_squared_error: 14.1316 - output19_mean_squared_error: 9.9021 - output20_mean_squared_error: 11.4399 - output21_mean_squared_error: 29.3309 - output22_mean_squared_error: 22.2274 - output23_mean_squared_error: 15.3876 - output24_mean_squared_error: 21.2779 - output25_mean_squared_error: 27.7632 - output26_mean_squared_error: 14.5429 - output27_mean_squared_error: 28.3618 - output28_mean_squared_error: 19.7196 - output29_mean_squared_error: 25.3364\n", "Epoch 1999/2000\n", "121/121 [==============================] - 0s 979us/step - loss: 601.5612 - output00_loss: 12.3885 - output01_loss: 12.9308 - output02_loss: 21.0003 - output03_loss: 32.0495 - output04_loss: 24.9191 - output05_loss: 18.3893 - output06_loss: 18.8141 - output07_loss: 21.2070 - output08_loss: 13.9981 - output09_loss: 19.0853 - output10_loss: 19.0661 - output11_loss: 20.7567 - output12_loss: 16.5260 - output13_loss: 24.7195 - output14_loss: 17.2674 - output15_loss: 26.9563 - output16_loss: 20.7405 - output17_loss: 21.3313 - output18_loss: 14.1316 - output19_loss: 9.9011 - output20_loss: 11.4391 - output21_loss: 29.3307 - output22_loss: 22.2273 - output23_loss: 15.3876 - output24_loss: 21.2778 - output25_loss: 27.7632 - output26_loss: 14.5429 - output27_loss: 28.3616 - output28_loss: 19.7183 - output29_loss: 25.3341 - output00_mean_squared_error: 12.3885 - output01_mean_squared_error: 12.9308 - output02_mean_squared_error: 21.0003 - output03_mean_squared_error: 32.0495 - output04_mean_squared_error: 24.9191 - output05_mean_squared_error: 18.3893 - output06_mean_squared_error: 18.8141 - output07_mean_squared_error: 21.2070 - output08_mean_squared_error: 13.9981 - output09_mean_squared_error: 19.0853 - output10_mean_squared_error: 19.0661 - output11_mean_squared_error: 20.7567 - output12_mean_squared_error: 16.5260 - output13_mean_squared_error: 24.7195 - output14_mean_squared_error: 17.2674 - output15_mean_squared_error: 26.9563 - output16_mean_squared_error: 20.7405 - output17_mean_squared_error: 21.3313 - output18_mean_squared_error: 14.1316 - output19_mean_squared_error: 9.9011 - output20_mean_squared_error: 11.4391 - output21_mean_squared_error: 29.3307 - output22_mean_squared_error: 22.2273 - output23_mean_squared_error: 15.3876 - output24_mean_squared_error: 21.2778 - output25_mean_squared_error: 27.7632 - output26_mean_squared_error: 14.5429 - output27_mean_squared_error: 28.3616 - output28_mean_squared_error: 19.7183 - output29_mean_squared_error: 25.3341\n", "Epoch 2000/2000\n", "121/121 [==============================] - 0s 1ms/step - loss: 601.5469 - output00_loss: 12.3885 - output01_loss: 12.9300 - output02_loss: 20.9997 - output03_loss: 32.0494 - output04_loss: 24.9176 - output05_loss: 18.3893 - output06_loss: 18.8128 - output07_loss: 21.2060 - output08_loss: 13.9980 - output09_loss: 19.0852 - output10_loss: 19.0661 - output11_loss: 20.7567 - output12_loss: 16.5259 - output13_loss: 24.7189 - output14_loss: 17.2668 - output15_loss: 26.9553 - output16_loss: 20.7405 - output17_loss: 21.3308 - output18_loss: 14.1316 - output19_loss: 9.9001 - output20_loss: 11.4383 - output21_loss: 29.3304 - output22_loss: 22.2273 - output23_loss: 15.3876 - output24_loss: 21.2777 - output25_loss: 27.7632 - output26_loss: 14.5429 - output27_loss: 28.3615 - output28_loss: 19.7170 - output29_loss: 25.3318 - output00_mean_squared_error: 12.3885 - output01_mean_squared_error: 12.9300 - output02_mean_squared_error: 20.9997 - output03_mean_squared_error: 32.0494 - output04_mean_squared_error: 24.9176 - output05_mean_squared_error: 18.3893 - output06_mean_squared_error: 18.8128 - output07_mean_squared_error: 21.2060 - output08_mean_squared_error: 13.9980 - output09_mean_squared_error: 19.0852 - output10_mean_squared_error: 19.0661 - output11_mean_squared_error: 20.7567 - output12_mean_squared_error: 16.5259 - output13_mean_squared_error: 24.7189 - output14_mean_squared_error: 17.2668 - output15_mean_squared_error: 26.9553 - output16_mean_squared_error: 20.7405 - output17_mean_squared_error: 21.3308 - output18_mean_squared_error: 14.1316 - output19_mean_squared_error: 9.9001 - output20_mean_squared_error: 11.4383 - output21_mean_squared_error: 29.3304 - output22_mean_squared_error: 22.2273 - output23_mean_squared_error: 15.3876 - output24_mean_squared_error: 21.2777 - output25_mean_squared_error: 27.7632 - output26_mean_squared_error: 14.5429 - output27_mean_squared_error: 28.3615 - output28_mean_squared_error: 19.7170 - output29_mean_squared_error: 25.3318\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ -4.6851525 -3.382957 -2.4528918 -12.144189 -4.413034\n", " -2.8612401 -5.401858 -1.868984 -5.497397 -6.508828\n", " -5.6804647 -7.7078094 -6.321632 -3.528291 -3.992365\n", " -6.019682 -4.766429 -2.1385708 -3.437091 -2.1732259\n", " -3.2560973 -2.5075848 -5.189883 -6.3428197 -6.6910825\n", " -10.028772 -4.65031 -8.570543 -3.3869867 -3.846949 ]\n", " [ -1.0875846 -0.6736265 2.5425515 -7.730994 2.0680983\n", " -4.9958715 0.08591428 -3.2233174 -2.0670075 -0.42269492\n", " -1.6697507 -2.7442203 -2.1576202 -1.7150738 -2.8342419\n", " -2.2559526 -0.6478595 -3.3688436 2.0162175 -2.7831273\n", " -4.187225 -1.6659441 -3.0984 -1.92923 -1.0434868\n", " -2.8106298 -0.9971142 -6.3198404 0.55446064 0.06798619]\n", " [ -1.9666381 -1.1048069 -2.5038288 0.39124668 -1.0236034\n", " 1.6242424 -0.18998173 -1.7335386 -0.7436984 -0.42193258\n", " -0.7425653 -3.6149457 -1.7595313 -0.36064255 -1.6721703\n", " -0.19540493 -0.3994941 -1.0102725 2.1591117 0.452066\n", " 0.23919344 0.36487478 1.5781608 -1.1056743 -0.95620817\n", " -0.3403669 1.5243131 -3.2479072 -0.169714 -0.4036433 ]]\n" ] } ], "source": [ "backtestmodel = BacktestModel(X, Y, \n", " model=keras_model, \n", " coef_dict_param=coef_dict_all, \n", " startindex=FIRST_TRAIN_MONTHS)\n", "print(backtestmodel.fit_predict(121, npredict=3, verbose=True))\n", "\n", "# should match linear regression model pretty closely" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "11:58:45 Running 120 experiments\n", "11:58:45 Running experiment 1 of 120\n", "11:58:45 n_hidden_layers = 1, hidden_layer_size = 1, reg_penalty = 0.000000\n", "11:58:46 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.010%\n", "Monthly Sharpe ratio: 0.231\n", "OOS MSE across all predictions: 44.3794\n", "In-sample MSE: 35.0979\n", "Variance: 39.6015\n", "R-squared: -0.1206\n", "Avg rank correlation (Kendall's tau): 0.0117 (Expected: 0)\n", "5-quintile accuracy: 0.1999 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4403 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 23.200000\n", "---\n", "12:23:18 Running experiment 2 of 120\n", "12:23:18 n_hidden_layers = 1, hidden_layer_size = 1, reg_penalty = 0.100000\n", "12:23:19 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.072%\n", "Monthly Sharpe ratio: 0.236\n", "OOS MSE across all predictions: 41.7046\n", "In-sample MSE: 35.6252\n", "Variance: 39.6015\n", "R-squared: -0.0531\n", "Avg rank correlation (Kendall's tau): 0.0104 (Expected: 0)\n", "5-quintile accuracy: 0.2074 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4463 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 68.200000\n", "---\n", "12:47:43 Running experiment 3 of 120\n", "12:47:43 n_hidden_layers = 1, hidden_layer_size = 1, reg_penalty = 0.300000\n", "12:47:43 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.111%\n", "Monthly Sharpe ratio: 0.049\n", "OOS MSE across all predictions: 41.3009\n", "In-sample MSE: 35.5777\n", "Variance: 39.6015\n", "R-squared: -0.0429\n", "Avg rank correlation (Kendall's tau): 0.0044 (Expected: 0)\n", "5-quintile accuracy: 0.2065 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4532 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 81.200000\n", "---\n", "13:12:18 Running experiment 4 of 120\n", "13:12:18 n_hidden_layers = 1, hidden_layer_size = 1, reg_penalty = 1.000000\n", "13:12:19 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -1.024%\n", "Monthly Sharpe ratio: -0.176\n", "OOS MSE across all predictions: 41.1790\n", "In-sample MSE: 35.6418\n", "Variance: 39.6015\n", "R-squared: -0.0398\n", "Avg rank correlation (Kendall's tau): -0.0061 (Expected: 0)\n", "5-quintile accuracy: 0.2055 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4538 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 64.200000\n", "---\n", "13:36:51 Running experiment 5 of 120\n", "13:36:51 n_hidden_layers = 1, hidden_layer_size = 1, reg_penalty = 3.000000\n", "13:36:51 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.528%\n", "Monthly Sharpe ratio: 0.122\n", "OOS MSE across all predictions: 40.8696\n", "In-sample MSE: 35.5344\n", "Variance: 39.6015\n", "R-squared: -0.0320\n", "Avg rank correlation (Kendall's tau): 0.0102 (Expected: 0)\n", "5-quintile accuracy: 0.2130 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4654 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 146.200000\n", "---\n", "14:01:32 Running experiment 6 of 120\n", "14:01:32 n_hidden_layers = 1, hidden_layer_size = 1, reg_penalty = 10.000000\n", "14:01:33 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.534%\n", "Monthly Sharpe ratio: -0.076\n", "OOS MSE across all predictions: 39.5561\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0011\n", "Avg rank correlation (Kendall's tau): 0.0002 (Expected: 0)\n", "5-quintile accuracy: 0.2063 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4514 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 61.200000\n", "---\n", "14:26:54 Running experiment 7 of 120\n", "14:26:54 n_hidden_layers = 1, hidden_layer_size = 1, reg_penalty = 30.000000\n", "14:26:55 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.553%\n", "Monthly Sharpe ratio: -0.081\n", "OOS MSE across all predictions: 39.6090\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: -0.0002\n", "Avg rank correlation (Kendall's tau): 0.0004 (Expected: 0)\n", "5-quintile accuracy: 0.2054 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4502 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 50.200000\n", "---\n", "14:51:40 Running experiment 8 of 120\n", "14:51:40 n_hidden_layers = 1, hidden_layer_size = 1, reg_penalty = 100.000000\n", "14:51:41 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.358%\n", "Monthly Sharpe ratio: -0.043\n", "OOS MSE across all predictions: 39.5498\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0013\n", "Avg rank correlation (Kendall's tau): 0.0024 (Expected: 0)\n", "5-quintile accuracy: 0.2038 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4495 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 54.200000\n", "---\n", "15:16:28 Running experiment 9 of 120\n", "15:16:28 n_hidden_layers = 1, hidden_layer_size = 2, reg_penalty = 0.000000\n", "15:16:29 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.181%\n", "Monthly Sharpe ratio: -0.014\n", "OOS MSE across all predictions: 45.5151\n", "In-sample MSE: 33.1307\n", "Variance: 39.6015\n", "R-squared: -0.1493\n", "Avg rank correlation (Kendall's tau): 0.0073 (Expected: 0)\n", "5-quintile accuracy: 0.2031 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4427 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 21.200000\n", "---\n", "15:41:20 Running experiment 10 of 120\n", "15:41:20 n_hidden_layers = 1, hidden_layer_size = 2, reg_penalty = 0.100000\n", "15:41:21 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.406%\n", "Monthly Sharpe ratio: 0.104\n", "OOS MSE across all predictions: 47.4239\n", "In-sample MSE: 33.0622\n", "Variance: 39.6015\n", "R-squared: -0.1975\n", "Avg rank correlation (Kendall's tau): 0.0076 (Expected: 0)\n", "5-quintile accuracy: 0.2126 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4535 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 84.200000\n", "---\n", "16:06:21 Running experiment 11 of 120\n", "16:06:21 n_hidden_layers = 1, hidden_layer_size = 2, reg_penalty = 0.300000\n", "16:06:22 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.907%\n", "Monthly Sharpe ratio: 0.214\n", "OOS MSE across all predictions: 45.8068\n", "In-sample MSE: 33.9315\n", "Variance: 39.6015\n", "R-squared: -0.1567\n", "Avg rank correlation (Kendall's tau): 0.0083 (Expected: 0)\n", "5-quintile accuracy: 0.1985 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4378 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 4.200000\n", "---\n", "16:31:27 Running experiment 12 of 120\n", "16:31:27 n_hidden_layers = 1, hidden_layer_size = 2, reg_penalty = 1.000000\n", "16:31:27 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.470%\n", "Monthly Sharpe ratio: 0.116\n", "OOS MSE across all predictions: 47.8281\n", "In-sample MSE: 33.5046\n", "Variance: 39.6015\n", "R-squared: -0.2077\n", "Avg rank correlation (Kendall's tau): 0.0115 (Expected: 0)\n", "5-quintile accuracy: 0.2156 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4598 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 134.200000\n", "---\n", "16:56:27 Running experiment 13 of 120\n", "16:56:27 n_hidden_layers = 1, hidden_layer_size = 2, reg_penalty = 3.000000\n", "16:56:28 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.076%\n", "Monthly Sharpe ratio: 0.011\n", "OOS MSE across all predictions: 44.5765\n", "In-sample MSE: 33.5753\n", "Variance: 39.6015\n", "R-squared: -0.1256\n", "Avg rank correlation (Kendall's tau): 0.0044 (Expected: 0)\n", "5-quintile accuracy: 0.2132 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4603 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 125.200000\n", "---\n", "17:21:36 Running experiment 14 of 120\n", "17:21:36 n_hidden_layers = 1, hidden_layer_size = 2, reg_penalty = 10.000000\n", "17:21:37 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.741%\n", "Monthly Sharpe ratio: 0.158\n", "OOS MSE across all predictions: 40.3624\n", "In-sample MSE: 35.5661\n", "Variance: 39.6015\n", "R-squared: -0.0192\n", "Avg rank correlation (Kendall's tau): 0.0099 (Expected: 0)\n", "5-quintile accuracy: 0.2142 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4590 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 131.200000\n", "---\n", "17:46:54 Running experiment 15 of 120\n", "17:46:54 n_hidden_layers = 1, hidden_layer_size = 2, reg_penalty = 30.000000\n", "17:46:55 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.493%\n", "Monthly Sharpe ratio: -0.070\n", "OOS MSE across all predictions: 39.5880\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0003\n", "Avg rank correlation (Kendall's tau): -0.0029 (Expected: 0)\n", "5-quintile accuracy: 0.2040 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4509 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 52.200000\n", "---\n", "18:12:04 Running experiment 16 of 120\n", "18:12:04 n_hidden_layers = 1, hidden_layer_size = 2, reg_penalty = 100.000000\n", "18:12:05 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.690%\n", "Monthly Sharpe ratio: -0.104\n", "OOS MSE across all predictions: 39.5586\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0011\n", "Avg rank correlation (Kendall's tau): -0.0034 (Expected: 0)\n", "5-quintile accuracy: 0.2041 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4505 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 47.200000\n", "---\n", "18:37:18 Running experiment 17 of 120\n", "18:37:18 n_hidden_layers = 1, hidden_layer_size = 4, reg_penalty = 0.000000\n", "18:37:18 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.722%\n", "Monthly Sharpe ratio: 0.162\n", "OOS MSE across all predictions: 51.6945\n", "In-sample MSE: 30.7244\n", "Variance: 39.6015\n", "R-squared: -0.3054\n", "Avg rank correlation (Kendall's tau): 0.0074 (Expected: 0)\n", "5-quintile accuracy: 0.2076 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4511 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 72.200000\n", "---\n", "19:03:30 Running experiment 18 of 120\n", "19:03:30 n_hidden_layers = 1, hidden_layer_size = 4, reg_penalty = 0.100000\n", "19:03:30 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.637%\n", "Monthly Sharpe ratio: 0.322\n", "OOS MSE across all predictions: 53.8158\n", "In-sample MSE: 29.7616\n", "Variance: 39.6015\n", "R-squared: -0.3589\n", "Avg rank correlation (Kendall's tau): 0.0102 (Expected: 0)\n", "5-quintile accuracy: 0.2082 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4545 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 122.200000\n", "---\n", "19:30:45 Running experiment 19 of 120\n", "19:30:45 n_hidden_layers = 1, hidden_layer_size = 4, reg_penalty = 0.300000\n", "19:30:45 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.833%\n", "Monthly Sharpe ratio: 0.381\n", "OOS MSE across all predictions: 49.5576\n", "In-sample MSE: 29.9342\n", "Variance: 39.6015\n", "R-squared: -0.2514\n", "Avg rank correlation (Kendall's tau): 0.0153 (Expected: 0)\n", "5-quintile accuracy: 0.2149 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4581 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 143.200000\n", "---\n", "19:58:03 Running experiment 20 of 120\n", "19:58:03 n_hidden_layers = 1, hidden_layer_size = 4, reg_penalty = 1.000000\n", "19:58:04 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.475%\n", "Monthly Sharpe ratio: 0.126\n", "OOS MSE across all predictions: 47.5809\n", "In-sample MSE: 30.2379\n", "Variance: 39.6015\n", "R-squared: -0.2015\n", "Avg rank correlation (Kendall's tau): 0.0053 (Expected: 0)\n", "5-quintile accuracy: 0.2093 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4519 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 93.200000\n", "---\n", "20:25:17 Running experiment 21 of 120\n", "20:25:17 n_hidden_layers = 1, hidden_layer_size = 4, reg_penalty = 3.000000\n", "20:25:18 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.692%\n", "Monthly Sharpe ratio: 0.334\n", "OOS MSE across all predictions: 48.9890\n", "In-sample MSE: 30.4991\n", "Variance: 39.6015\n", "R-squared: -0.2370\n", "Avg rank correlation (Kendall's tau): 0.0182 (Expected: 0)\n", "5-quintile accuracy: 0.2090 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4523 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 107.200000\n", "---\n", "20:52:47 Running experiment 22 of 120\n", "20:52:47 n_hidden_layers = 1, hidden_layer_size = 4, reg_penalty = 10.000000\n", "20:52:48 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.718%\n", "Monthly Sharpe ratio: 0.321\n", "OOS MSE across all predictions: 44.0938\n", "In-sample MSE: 30.5961\n", "Variance: 39.6015\n", "R-squared: -0.1134\n", "Avg rank correlation (Kendall's tau): 0.0135 (Expected: 0)\n", "5-quintile accuracy: 0.2127 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4602 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 148.200000\n", "---\n", "21:20:14 Running experiment 23 of 120\n", "21:20:14 n_hidden_layers = 1, hidden_layer_size = 4, reg_penalty = 30.000000\n", "21:20:14 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.141%\n", "Monthly Sharpe ratio: 0.225\n", "OOS MSE across all predictions: 39.9236\n", "In-sample MSE: 35.7379\n", "Variance: 39.6015\n", "R-squared: -0.0081\n", "Avg rank correlation (Kendall's tau): 0.0108 (Expected: 0)\n", "5-quintile accuracy: 0.2182 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4650 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 172.200000\n", "---\n", "21:47:39 Running experiment 24 of 120\n", "21:47:39 n_hidden_layers = 1, hidden_layer_size = 4, reg_penalty = 100.000000\n", "21:47:40 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.810%\n", "Monthly Sharpe ratio: -0.133\n", "OOS MSE across all predictions: 39.5526\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0012\n", "Avg rank correlation (Kendall's tau): -0.0042 (Expected: 0)\n", "5-quintile accuracy: 0.2036 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4508 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 39.200000\n", "---\n", "22:15:18 Running experiment 25 of 120\n", "22:15:18 n_hidden_layers = 1, hidden_layer_size = 8, reg_penalty = 0.000000\n", "22:15:19 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 2.195%\n", "Monthly Sharpe ratio: 0.426\n", "OOS MSE across all predictions: 64.6023\n", "In-sample MSE: 26.3758\n", "Variance: 39.6015\n", "R-squared: -0.6313\n", "Avg rank correlation (Kendall's tau): 0.0170 (Expected: 0)\n", "5-quintile accuracy: 0.2147 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4610 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 177.200000\n", "---\n", "22:42:56 Running experiment 26 of 120\n", "22:42:56 n_hidden_layers = 1, hidden_layer_size = 8, reg_penalty = 0.100000\n", "22:42:56 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.506%\n", "Monthly Sharpe ratio: 0.121\n", "OOS MSE across all predictions: 69.6726\n", "In-sample MSE: 26.6695\n", "Variance: 39.6015\n", "R-squared: -0.7593\n", "Avg rank correlation (Kendall's tau): 0.0106 (Expected: 0)\n", "5-quintile accuracy: 0.2105 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4553 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 104.200000\n", "---\n", "23:10:37 Running experiment 27 of 120\n", "23:10:37 n_hidden_layers = 1, hidden_layer_size = 8, reg_penalty = 0.300000\n", "23:10:38 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.008%\n", "Monthly Sharpe ratio: 0.209\n", "OOS MSE across all predictions: 69.1514\n", "In-sample MSE: 25.8943\n", "Variance: 39.6015\n", "R-squared: -0.7462\n", "Avg rank correlation (Kendall's tau): 0.0142 (Expected: 0)\n", "5-quintile accuracy: 0.2152 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4554 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 114.200000\n", "---\n", "23:38:27 Running experiment 28 of 120\n", "23:38:27 n_hidden_layers = 1, hidden_layer_size = 8, reg_penalty = 1.000000\n", "23:38:28 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.095%\n", "Monthly Sharpe ratio: 0.044\n", "OOS MSE across all predictions: 61.9641\n", "In-sample MSE: 25.7888\n", "Variance: 39.6015\n", "R-squared: -0.5647\n", "Avg rank correlation (Kendall's tau): 0.0035 (Expected: 0)\n", "5-quintile accuracy: 0.2065 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4459 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 28.200000\n", "---\n", "00:06:15 Running experiment 29 of 120\n", "00:06:15 n_hidden_layers = 1, hidden_layer_size = 8, reg_penalty = 3.000000\n", "00:06:15 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 2.387%\n", "Monthly Sharpe ratio: 0.472\n", "OOS MSE across all predictions: 53.8485\n", "In-sample MSE: 25.5512\n", "Variance: 39.6015\n", "R-squared: -0.3598\n", "Avg rank correlation (Kendall's tau): 0.0204 (Expected: 0)\n", "5-quintile accuracy: 0.2175 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4595 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 155.200000\n", "---\n", "00:34:01 Running experiment 30 of 120\n", "00:34:01 n_hidden_layers = 1, hidden_layer_size = 8, reg_penalty = 10.000000\n", "00:34:02 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.667%\n", "Monthly Sharpe ratio: 0.147\n", "OOS MSE across all predictions: 47.7207\n", "In-sample MSE: 28.9440\n", "Variance: 39.6015\n", "R-squared: -0.2050\n", "Avg rank correlation (Kendall's tau): 0.0119 (Expected: 0)\n", "5-quintile accuracy: 0.2095 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4481 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 68.200000\n", "---\n", "01:01:51 Running experiment 31 of 120\n", "01:01:51 n_hidden_layers = 1, hidden_layer_size = 8, reg_penalty = 30.000000\n", "01:01:52 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.337%\n", "Monthly Sharpe ratio: 0.270\n", "OOS MSE across all predictions: 40.5141\n", "In-sample MSE: 33.6577\n", "Variance: 39.6015\n", "R-squared: -0.0230\n", "Avg rank correlation (Kendall's tau): 0.0151 (Expected: 0)\n", "5-quintile accuracy: 0.2107 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4486 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 87.200000\n", "---\n", "01:29:49 Running experiment 32 of 120\n", "01:29:49 n_hidden_layers = 1, hidden_layer_size = 8, reg_penalty = 100.000000\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "01:29:50 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.365%\n", "Monthly Sharpe ratio: 0.267\n", "OOS MSE across all predictions: 39.5515\n", "In-sample MSE: 36.1051\n", "Variance: 39.6015\n", "R-squared: 0.0013\n", "Avg rank correlation (Kendall's tau): 0.0087 (Expected: 0)\n", "5-quintile accuracy: 0.2146 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4599 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 142.200000\n", "---\n", "01:57:51 Running experiment 33 of 120\n", "01:57:51 n_hidden_layers = 1, hidden_layer_size = 16, reg_penalty = 0.000000\n", "01:57:52 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.807%\n", "Monthly Sharpe ratio: 0.176\n", "OOS MSE across all predictions: 78.2253\n", "In-sample MSE: 18.3772\n", "Variance: 39.6015\n", "R-squared: -0.9753\n", "Avg rank correlation (Kendall's tau): 0.0117 (Expected: 0)\n", "5-quintile accuracy: 0.2090 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4567 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 104.200000\n", "---\n", "02:25:51 Running experiment 34 of 120\n", "02:25:51 n_hidden_layers = 1, hidden_layer_size = 16, reg_penalty = 0.100000\n", "02:25:52 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.378%\n", "Monthly Sharpe ratio: 0.098\n", "OOS MSE across all predictions: 82.9262\n", "In-sample MSE: 18.8991\n", "Variance: 39.6015\n", "R-squared: -1.0940\n", "Avg rank correlation (Kendall's tau): 0.0024 (Expected: 0)\n", "5-quintile accuracy: 0.2076 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4517 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 71.200000\n", "---\n", "02:54:01 Running experiment 35 of 120\n", "02:54:01 n_hidden_layers = 1, hidden_layer_size = 16, reg_penalty = 0.300000\n", "02:54:01 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.469%\n", "Monthly Sharpe ratio: 0.110\n", "OOS MSE across all predictions: 86.5734\n", "In-sample MSE: 18.4364\n", "Variance: 39.6015\n", "R-squared: -1.1861\n", "Avg rank correlation (Kendall's tau): 0.0019 (Expected: 0)\n", "5-quintile accuracy: 0.2104 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4558 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 89.200000\n", "---\n", "03:22:11 Running experiment 36 of 120\n", "03:22:11 n_hidden_layers = 1, hidden_layer_size = 16, reg_penalty = 1.000000\n", "03:22:12 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.277%\n", "Monthly Sharpe ratio: -0.015\n", "OOS MSE across all predictions: 78.1141\n", "In-sample MSE: 19.5399\n", "Variance: 39.6015\n", "R-squared: -0.9725\n", "Avg rank correlation (Kendall's tau): 0.0041 (Expected: 0)\n", "5-quintile accuracy: 0.2126 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4585 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 105.200000\n", "---\n", "03:50:27 Running experiment 37 of 120\n", "03:50:27 n_hidden_layers = 1, hidden_layer_size = 16, reg_penalty = 3.000000\n", "03:50:28 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.083%\n", "Monthly Sharpe ratio: 0.220\n", "OOS MSE across all predictions: 66.0148\n", "In-sample MSE: 20.7982\n", "Variance: 39.6015\n", "R-squared: -0.6670\n", "Avg rank correlation (Kendall's tau): 0.0159 (Expected: 0)\n", "5-quintile accuracy: 0.2054 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4522 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 106.200000\n", "---\n", "04:18:44 Running experiment 38 of 120\n", "04:18:44 n_hidden_layers = 1, hidden_layer_size = 16, reg_penalty = 10.000000\n", "04:18:45 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.631%\n", "Monthly Sharpe ratio: 0.370\n", "OOS MSE across all predictions: 47.8788\n", "In-sample MSE: 25.8279\n", "Variance: 39.6015\n", "R-squared: -0.2090\n", "Avg rank correlation (Kendall's tau): 0.0176 (Expected: 0)\n", "5-quintile accuracy: 0.2133 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4536 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 117.200000\n", "---\n", "04:47:08 Running experiment 39 of 120\n", "04:47:08 n_hidden_layers = 1, hidden_layer_size = 16, reg_penalty = 30.000000\n", "04:47:08 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 2.272%\n", "Monthly Sharpe ratio: 0.411\n", "OOS MSE across all predictions: 40.9335\n", "In-sample MSE: 32.9742\n", "Variance: 39.6015\n", "R-squared: -0.0336\n", "Avg rank correlation (Kendall's tau): 0.0229 (Expected: 0)\n", "5-quintile accuracy: 0.2127 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4541 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 126.200000\n", "---\n", "05:15:31 Running experiment 40 of 120\n", "05:15:31 n_hidden_layers = 1, hidden_layer_size = 16, reg_penalty = 100.000000\n", "05:15:32 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.058%\n", "Monthly Sharpe ratio: 0.220\n", "OOS MSE across all predictions: 39.7618\n", "In-sample MSE: 36.1346\n", "Variance: 39.6015\n", "R-squared: -0.0040\n", "Avg rank correlation (Kendall's tau): 0.0106 (Expected: 0)\n", "5-quintile accuracy: 0.2172 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4675 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 165.200000\n", "---\n", "05:44:01 Running experiment 41 of 120\n", "05:44:01 n_hidden_layers = 2, hidden_layer_size = 1, reg_penalty = 0.000000\n", "05:44:02 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5632\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0010\n", "Avg rank correlation (Kendall's tau): -0.0016 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "06:12:27 Running experiment 42 of 120\n", "06:12:27 n_hidden_layers = 2, hidden_layer_size = 1, reg_penalty = 0.100000\n", "06:12:28 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.066%\n", "Monthly Sharpe ratio: 0.041\n", "OOS MSE across all predictions: 46.2492\n", "In-sample MSE: 34.8735\n", "Variance: 39.6015\n", "R-squared: -0.1679\n", "Avg rank correlation (Kendall's tau): 0.0021 (Expected: 0)\n", "5-quintile accuracy: 0.2091 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4569 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 80.200000\n", "---\n", "06:41:02 Running experiment 43 of 120\n", "06:41:02 n_hidden_layers = 2, hidden_layer_size = 1, reg_penalty = 0.300000\n", "06:41:03 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5631\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0010\n", "Avg rank correlation (Kendall's tau): -0.0016 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "07:09:45 Running experiment 44 of 120\n", "07:09:45 n_hidden_layers = 2, hidden_layer_size = 1, reg_penalty = 1.000000\n", "07:09:45 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.672%\n", "Monthly Sharpe ratio: -0.103\n", "OOS MSE across all predictions: 39.5772\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0006\n", "Avg rank correlation (Kendall's tau): -0.0012 (Expected: 0)\n", "5-quintile accuracy: 0.2063 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4533 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 68.200000\n", "---\n", "07:38:30 Running experiment 45 of 120\n", "07:38:30 n_hidden_layers = 2, hidden_layer_size = 1, reg_penalty = 3.000000\n", "07:38:31 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5632\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0010\n", "Avg rank correlation (Kendall's tau): -0.0015 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "08:07:12 Running experiment 46 of 120\n", "08:07:12 n_hidden_layers = 2, hidden_layer_size = 1, reg_penalty = 10.000000\n", "08:07:12 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.132%\n", "Monthly Sharpe ratio: 0.051\n", "OOS MSE across all predictions: 42.3141\n", "In-sample MSE: 35.0756\n", "Variance: 39.6015\n", "R-squared: -0.0685\n", "Avg rank correlation (Kendall's tau): 0.0048 (Expected: 0)\n", "5-quintile accuracy: 0.2087 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4502 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 70.200000\n", "---\n", "08:36:06 Running experiment 47 of 120\n", "08:36:06 n_hidden_layers = 2, hidden_layer_size = 1, reg_penalty = 30.000000\n", "08:36:06 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.583%\n", "Monthly Sharpe ratio: -0.087\n", "OOS MSE across all predictions: 39.5602\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0010\n", "Avg rank correlation (Kendall's tau): -0.0010 (Expected: 0)\n", "5-quintile accuracy: 0.2093 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4574 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 92.200000\n", "---\n", "09:04:57 Running experiment 48 of 120\n", "09:04:57 n_hidden_layers = 2, hidden_layer_size = 1, reg_penalty = 100.000000\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "09:04:58 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5631\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0010\n", "Avg rank correlation (Kendall's tau): -0.0015 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "09:33:54 Running experiment 49 of 120\n", "09:33:54 n_hidden_layers = 2, hidden_layer_size = 2, reg_penalty = 0.000000\n", "09:33:55 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5631\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0010\n", "Avg rank correlation (Kendall's tau): -0.0016 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "10:03:01 Running experiment 50 of 120\n", "10:03:01 n_hidden_layers = 2, hidden_layer_size = 2, reg_penalty = 0.100000\n", "10:03:01 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.255%\n", "Monthly Sharpe ratio: -0.018\n", "OOS MSE across all predictions: 57.9597\n", "In-sample MSE: 35.2668\n", "Variance: 39.6015\n", "R-squared: -0.4636\n", "Avg rank correlation (Kendall's tau): -0.0019 (Expected: 0)\n", "5-quintile accuracy: 0.2110 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4534 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 61.200000\n", "---\n", "10:32:10 Running experiment 51 of 120\n", "10:32:10 n_hidden_layers = 2, hidden_layer_size = 2, reg_penalty = 0.300000\n", "10:32:11 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.356%\n", "Monthly Sharpe ratio: 0.317\n", "OOS MSE across all predictions: 48.1521\n", "In-sample MSE: 33.6565\n", "Variance: 39.6015\n", "R-squared: -0.2159\n", "Avg rank correlation (Kendall's tau): 0.0138 (Expected: 0)\n", "5-quintile accuracy: 0.2069 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4456 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 80.200000\n", "---\n", "11:01:20 Running experiment 52 of 120\n", "11:01:20 n_hidden_layers = 2, hidden_layer_size = 2, reg_penalty = 1.000000\n", "11:01:20 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.501%\n", "Monthly Sharpe ratio: 0.136\n", "OOS MSE across all predictions: 46.7244\n", "In-sample MSE: 32.6253\n", "Variance: 39.6015\n", "R-squared: -0.1799\n", "Avg rank correlation (Kendall's tau): 0.0115 (Expected: 0)\n", "5-quintile accuracy: 0.2074 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4416 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 46.200000\n", "---\n", "11:30:33 Running experiment 53 of 120\n", "11:30:33 n_hidden_layers = 2, hidden_layer_size = 2, reg_penalty = 3.000000\n", "11:30:34 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.351%\n", "Monthly Sharpe ratio: -0.059\n", "OOS MSE across all predictions: 46.4609\n", "In-sample MSE: 33.9355\n", "Variance: 39.6015\n", "R-squared: -0.1732\n", "Avg rank correlation (Kendall's tau): 0.0039 (Expected: 0)\n", "5-quintile accuracy: 0.2076 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4477 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 48.200000\n", "---\n", "11:59:53 Running experiment 54 of 120\n", "11:59:53 n_hidden_layers = 2, hidden_layer_size = 2, reg_penalty = 10.000000\n", "11:59:54 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.738%\n", "Monthly Sharpe ratio: -0.117\n", "OOS MSE across all predictions: 39.5629\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0010\n", "Avg rank correlation (Kendall's tau): -0.0018 (Expected: 0)\n", "5-quintile accuracy: 0.2062 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4536 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 60.200000\n", "---\n", "12:29:19 Running experiment 55 of 120\n", "12:29:19 n_hidden_layers = 2, hidden_layer_size = 2, reg_penalty = 30.000000\n", "12:29:20 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.696%\n", "Monthly Sharpe ratio: -0.108\n", "OOS MSE across all predictions: 39.5705\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0008\n", "Avg rank correlation (Kendall's tau): -0.0024 (Expected: 0)\n", "5-quintile accuracy: 0.2039 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4534 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 62.200000\n", "---\n", "12:58:45 Running experiment 56 of 120\n", "12:58:45 n_hidden_layers = 2, hidden_layer_size = 2, reg_penalty = 100.000000\n", "12:58:46 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.594%\n", "Monthly Sharpe ratio: -0.089\n", "OOS MSE across all predictions: 39.5800\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0005\n", "Avg rank correlation (Kendall's tau): -0.0013 (Expected: 0)\n", "5-quintile accuracy: 0.2078 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4559 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 85.200000\n", "---\n", "13:28:21 Running experiment 57 of 120\n", "13:28:21 n_hidden_layers = 2, hidden_layer_size = 4, reg_penalty = 0.000000\n", "13:28:22 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.708%\n", "Monthly Sharpe ratio: 0.156\n", "OOS MSE across all predictions: 64.5064\n", "In-sample MSE: 32.5434\n", "Variance: 39.6015\n", "R-squared: -0.6289\n", "Avg rank correlation (Kendall's tau): 0.0159 (Expected: 0)\n", "5-quintile accuracy: 0.2058 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4486 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 74.200000\n", "---\n", "13:57:52 Running experiment 58 of 120\n", "13:57:52 n_hidden_layers = 2, hidden_layer_size = 4, reg_penalty = 0.100000\n", "13:57:53 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.049%\n", "Monthly Sharpe ratio: 0.012\n", "OOS MSE across all predictions: 57.1464\n", "In-sample MSE: 30.6589\n", "Variance: 39.6015\n", "R-squared: -0.4430\n", "Avg rank correlation (Kendall's tau): -0.0011 (Expected: 0)\n", "5-quintile accuracy: 0.2052 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4522 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.200000\n", "---\n", "14:27:38 Running experiment 59 of 120\n", "14:27:38 n_hidden_layers = 2, hidden_layer_size = 4, reg_penalty = 0.300000\n", "14:27:39 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.896%\n", "Monthly Sharpe ratio: 0.200\n", "OOS MSE across all predictions: 58.2950\n", "In-sample MSE: 29.7586\n", "Variance: 39.6015\n", "R-squared: -0.4720\n", "Avg rank correlation (Kendall's tau): 0.0094 (Expected: 0)\n", "5-quintile accuracy: 0.2060 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4486 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 82.200000\n", "---\n", "14:57:29 Running experiment 60 of 120\n", "14:57:29 n_hidden_layers = 2, hidden_layer_size = 4, reg_penalty = 1.000000\n", "14:57:30 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.175%\n", "Monthly Sharpe ratio: -0.008\n", "OOS MSE across all predictions: 63.6343\n", "In-sample MSE: 29.0837\n", "Variance: 39.6015\n", "R-squared: -0.6069\n", "Avg rank correlation (Kendall's tau): -0.0038 (Expected: 0)\n", "5-quintile accuracy: 0.2073 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4496 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 50.200000\n", "---\n", "15:27:17 Running experiment 61 of 120\n", "15:27:17 n_hidden_layers = 2, hidden_layer_size = 4, reg_penalty = 3.000000\n", "15:27:17 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.621%\n", "Monthly Sharpe ratio: 0.150\n", "OOS MSE across all predictions: 58.0873\n", "In-sample MSE: 30.4223\n", "Variance: 39.6015\n", "R-squared: -0.4668\n", "Avg rank correlation (Kendall's tau): 0.0057 (Expected: 0)\n", "5-quintile accuracy: 0.2133 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4577 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 106.200000\n", "---\n", "15:57:11 Running experiment 62 of 120\n", "15:57:11 n_hidden_layers = 2, hidden_layer_size = 4, reg_penalty = 10.000000\n", "15:57:11 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.541%\n", "Monthly Sharpe ratio: 0.322\n", "OOS MSE across all predictions: 42.3729\n", "In-sample MSE: 33.8916\n", "Variance: 39.6015\n", "R-squared: -0.0700\n", "Avg rank correlation (Kendall's tau): 0.0179 (Expected: 0)\n", "5-quintile accuracy: 0.2141 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4605 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 146.200000\n", "---\n", "16:26:31 Running experiment 63 of 120\n", "16:26:31 n_hidden_layers = 2, hidden_layer_size = 4, reg_penalty = 30.000000\n", "16:26:32 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.537%\n", "Monthly Sharpe ratio: -0.075\n", "OOS MSE across all predictions: 39.5606\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0010\n", "Avg rank correlation (Kendall's tau): -0.0019 (Expected: 0)\n", "5-quintile accuracy: 0.2056 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4528 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 64.200000\n", "---\n", "16:54:31 Running experiment 64 of 120\n", "16:54:31 n_hidden_layers = 2, hidden_layer_size = 4, reg_penalty = 100.000000\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "16:54:32 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5824\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0005\n", "Avg rank correlation (Kendall's tau): -0.0016 (Expected: 0)\n", "5-quintile accuracy: 0.2072 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "17:22:34 Running experiment 65 of 120\n", "17:22:34 n_hidden_layers = 2, hidden_layer_size = 8, reg_penalty = 0.000000\n", "17:22:35 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.628%\n", "Monthly Sharpe ratio: 0.322\n", "OOS MSE across all predictions: 91.0018\n", "In-sample MSE: 25.2916\n", "Variance: 39.6015\n", "R-squared: -1.2979\n", "Avg rank correlation (Kendall's tau): 0.0147 (Expected: 0)\n", "5-quintile accuracy: 0.2119 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4578 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 123.200000\n", "---\n", "17:50:41 Running experiment 66 of 120\n", "17:50:41 n_hidden_layers = 2, hidden_layer_size = 8, reg_penalty = 0.100000\n", "17:50:41 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.926%\n", "Monthly Sharpe ratio: 0.192\n", "OOS MSE across all predictions: 96.5784\n", "In-sample MSE: 23.1526\n", "Variance: 39.6015\n", "R-squared: -1.4388\n", "Avg rank correlation (Kendall's tau): 0.0138 (Expected: 0)\n", "5-quintile accuracy: 0.2135 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4520 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 89.200000\n", "---\n", "18:18:57 Running experiment 67 of 120\n", "18:18:57 n_hidden_layers = 2, hidden_layer_size = 8, reg_penalty = 0.300000\n", "18:18:58 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.873%\n", "Monthly Sharpe ratio: 0.178\n", "OOS MSE across all predictions: 120.4063\n", "In-sample MSE: 23.8889\n", "Variance: 39.6015\n", "R-squared: -2.0404\n", "Avg rank correlation (Kendall's tau): 0.0106 (Expected: 0)\n", "5-quintile accuracy: 0.2132 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4541 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 104.200000\n", "---\n", "18:47:16 Running experiment 68 of 120\n", "18:47:16 n_hidden_layers = 2, hidden_layer_size = 8, reg_penalty = 1.000000\n", "18:47:17 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.737%\n", "Monthly Sharpe ratio: 0.159\n", "OOS MSE across all predictions: 73.0497\n", "In-sample MSE: 22.8011\n", "Variance: 39.6015\n", "R-squared: -0.8446\n", "Avg rank correlation (Kendall's tau): 0.0157 (Expected: 0)\n", "5-quintile accuracy: 0.2054 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4495 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "19:15:38 Running experiment 69 of 120\n", "19:15:38 n_hidden_layers = 2, hidden_layer_size = 8, reg_penalty = 3.000000\n", "19:15:38 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.640%\n", "Monthly Sharpe ratio: 0.315\n", "OOS MSE across all predictions: 58.5379\n", "In-sample MSE: 27.1001\n", "Variance: 39.6015\n", "R-squared: -0.4782\n", "Avg rank correlation (Kendall's tau): 0.0130 (Expected: 0)\n", "5-quintile accuracy: 0.2105 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4609 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 159.200000\n", "---\n", "19:44:00 Running experiment 70 of 120\n", "19:44:00 n_hidden_layers = 2, hidden_layer_size = 8, reg_penalty = 10.000000\n", "19:44:01 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.829%\n", "Monthly Sharpe ratio: 0.353\n", "OOS MSE across all predictions: 41.5291\n", "In-sample MSE: 35.0710\n", "Variance: 39.6015\n", "R-squared: -0.0487\n", "Avg rank correlation (Kendall's tau): 0.0145 (Expected: 0)\n", "5-quintile accuracy: 0.2125 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4525 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 120.200000\n", "---\n", "20:12:30 Running experiment 71 of 120\n", "20:12:30 n_hidden_layers = 2, hidden_layer_size = 8, reg_penalty = 30.000000\n", "20:12:30 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.681%\n", "Monthly Sharpe ratio: -0.108\n", "OOS MSE across all predictions: 39.5812\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0005\n", "Avg rank correlation (Kendall's tau): -0.0018 (Expected: 0)\n", "5-quintile accuracy: 0.2057 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4535 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 62.200000\n", "---\n", "20:41:02 Running experiment 72 of 120\n", "20:41:02 n_hidden_layers = 2, hidden_layer_size = 8, reg_penalty = 100.000000\n", "20:41:03 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5824\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0005\n", "Avg rank correlation (Kendall's tau): -0.0020 (Expected: 0)\n", "5-quintile accuracy: 0.2072 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "21:09:43 Running experiment 73 of 120\n", "21:09:43 n_hidden_layers = 2, hidden_layer_size = 16, reg_penalty = 0.000000\n", "21:09:44 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.880%\n", "Monthly Sharpe ratio: 0.170\n", "OOS MSE across all predictions: 98.9675\n", "In-sample MSE: 15.2531\n", "Variance: 39.6015\n", "R-squared: -1.4991\n", "Avg rank correlation (Kendall's tau): 0.0159 (Expected: 0)\n", "5-quintile accuracy: 0.2197 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4673 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 198.200000\n", "---\n", "21:38:23 Running experiment 74 of 120\n", "21:38:23 n_hidden_layers = 2, hidden_layer_size = 16, reg_penalty = 0.100000\n", "21:38:24 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.584%\n", "Monthly Sharpe ratio: 0.306\n", "OOS MSE across all predictions: 120.8494\n", "In-sample MSE: 14.3431\n", "Variance: 39.6015\n", "R-squared: -2.0516\n", "Avg rank correlation (Kendall's tau): 0.0199 (Expected: 0)\n", "5-quintile accuracy: 0.2171 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4597 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 160.200000\n", "---\n", "22:07:08 Running experiment 75 of 120\n", "22:07:08 n_hidden_layers = 2, hidden_layer_size = 16, reg_penalty = 0.300000\n", "22:07:09 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 4.104%\n", "Monthly Sharpe ratio: 0.779\n", "OOS MSE across all predictions: 116.0580\n", "In-sample MSE: 14.4565\n", "Variance: 39.6015\n", "R-squared: -1.9306\n", "Avg rank correlation (Kendall's tau): 0.0389 (Expected: 0)\n", "5-quintile accuracy: 0.2218 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4694 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 274.200000\n", "---\n", "22:35:56 Running experiment 76 of 120\n", "22:35:56 n_hidden_layers = 2, hidden_layer_size = 16, reg_penalty = 1.000000\n", "22:35:57 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 2.894%\n", "Monthly Sharpe ratio: 0.491\n", "OOS MSE across all predictions: 84.1263\n", "In-sample MSE: 14.8973\n", "Variance: 39.6015\n", "R-squared: -1.1243\n", "Avg rank correlation (Kendall's tau): 0.0275 (Expected: 0)\n", "5-quintile accuracy: 0.2193 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4650 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 212.200000\n", "---\n", "23:04:47 Running experiment 77 of 120\n", "23:04:47 n_hidden_layers = 2, hidden_layer_size = 16, reg_penalty = 3.000000\n", "23:04:48 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.950%\n", "Monthly Sharpe ratio: 0.374\n", "OOS MSE across all predictions: 85.7760\n", "In-sample MSE: 18.7125\n", "Variance: 39.6015\n", "R-squared: -1.1660\n", "Avg rank correlation (Kendall's tau): 0.0188 (Expected: 0)\n", "5-quintile accuracy: 0.2110 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 154.200000\n", "---\n", "23:33:47 Running experiment 78 of 120\n", "23:33:47 n_hidden_layers = 2, hidden_layer_size = 16, reg_penalty = 10.000000\n", "23:33:47 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.774%\n", "Monthly Sharpe ratio: 0.174\n", "OOS MSE across all predictions: 46.0785\n", "In-sample MSE: 33.5362\n", "Variance: 39.6015\n", "R-squared: -0.1636\n", "Avg rank correlation (Kendall's tau): 0.0121 (Expected: 0)\n", "5-quintile accuracy: 0.2062 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4511 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 88.200000\n", "---\n", "00:02:50 Running experiment 79 of 120\n", "00:02:50 n_hidden_layers = 2, hidden_layer_size = 16, reg_penalty = 30.000000\n", "00:02:51 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5827\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0005\n", "Avg rank correlation (Kendall's tau): -0.0017 (Expected: 0)\n", "5-quintile accuracy: 0.2072 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "00:31:56 Running experiment 80 of 120\n", "00:31:56 n_hidden_layers = 2, hidden_layer_size = 16, reg_penalty = 100.000000\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "00:31:56 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.625%\n", "Monthly Sharpe ratio: -0.097\n", "OOS MSE across all predictions: 39.5824\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0005\n", "Avg rank correlation (Kendall's tau): -0.0012 (Expected: 0)\n", "5-quintile accuracy: 0.2071 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4539 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 72.200000\n", "---\n", "01:01:13 Running experiment 81 of 120\n", "01:01:13 n_hidden_layers = 3, hidden_layer_size = 1, reg_penalty = 0.000000\n", "01:01:16 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5632\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0010\n", "Avg rank correlation (Kendall's tau): -0.0015 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "01:30:40 Running experiment 82 of 120\n", "01:30:40 n_hidden_layers = 3, hidden_layer_size = 1, reg_penalty = 0.100000\n", "01:30:41 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.460%\n", "Monthly Sharpe ratio: 0.298\n", "OOS MSE across all predictions: 40.7360\n", "In-sample MSE: 35.8423\n", "Variance: 39.6015\n", "R-squared: -0.0286\n", "Avg rank correlation (Kendall's tau): 0.0134 (Expected: 0)\n", "5-quintile accuracy: 0.2121 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4548 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 111.200000\n", "---\n", "02:00:05 Running experiment 83 of 120\n", "02:00:05 n_hidden_layers = 3, hidden_layer_size = 1, reg_penalty = 0.300000\n", "02:00:05 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5632\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0010\n", "Avg rank correlation (Kendall's tau): -0.0015 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "02:29:41 Running experiment 84 of 120\n", "02:29:41 n_hidden_layers = 3, hidden_layer_size = 1, reg_penalty = 1.000000\n", "02:29:42 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.343%\n", "Monthly Sharpe ratio: 0.291\n", "OOS MSE across all predictions: 43.6301\n", "In-sample MSE: 34.9163\n", "Variance: 39.6015\n", "R-squared: -0.1017\n", "Avg rank correlation (Kendall's tau): 0.0115 (Expected: 0)\n", "5-quintile accuracy: 0.2125 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4544 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 128.200000\n", "---\n", "02:59:16 Running experiment 85 of 120\n", "02:59:16 n_hidden_layers = 3, hidden_layer_size = 1, reg_penalty = 3.000000\n", "02:59:17 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5633\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0010\n", "Avg rank correlation (Kendall's tau): -0.0015 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "03:29:03 Running experiment 86 of 120\n", "03:29:03 n_hidden_layers = 3, hidden_layer_size = 1, reg_penalty = 10.000000\n", "03:29:04 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.572%\n", "Monthly Sharpe ratio: -0.086\n", "OOS MSE across all predictions: 39.5670\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0009\n", "Avg rank correlation (Kendall's tau): -0.0024 (Expected: 0)\n", "5-quintile accuracy: 0.2028 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4494 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 42.200000\n", "---\n", "03:58:43 Running experiment 87 of 120\n", "03:58:43 n_hidden_layers = 3, hidden_layer_size = 1, reg_penalty = 30.000000\n", "03:58:44 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5631\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0010\n", "Avg rank correlation (Kendall's tau): -0.0016 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "04:28:39 Running experiment 88 of 120\n", "04:28:39 n_hidden_layers = 3, hidden_layer_size = 1, reg_penalty = 100.000000\n", "04:28:40 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5631\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0010\n", "Avg rank correlation (Kendall's tau): -0.0015 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "04:58:34 Running experiment 89 of 120\n", "04:58:34 n_hidden_layers = 3, hidden_layer_size = 2, reg_penalty = 0.000000\n", "04:58:35 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.184%\n", "Monthly Sharpe ratio: 0.061\n", "OOS MSE across all predictions: 46.1103\n", "In-sample MSE: 34.2087\n", "Variance: 39.6015\n", "R-squared: -0.1644\n", "Avg rank correlation (Kendall's tau): -0.0006 (Expected: 0)\n", "5-quintile accuracy: 0.2060 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4493 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 80.200000\n", "---\n", "05:28:31 Running experiment 90 of 120\n", "05:28:31 n_hidden_layers = 3, hidden_layer_size = 2, reg_penalty = 0.100000\n", "05:28:32 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.201%\n", "Monthly Sharpe ratio: -0.010\n", "OOS MSE across all predictions: 47.8508\n", "In-sample MSE: 33.7532\n", "Variance: 39.6015\n", "R-squared: -0.2083\n", "Avg rank correlation (Kendall's tau): 0.0022 (Expected: 0)\n", "5-quintile accuracy: 0.2149 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4637 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 135.200000\n", "---\n", "05:58:40 Running experiment 91 of 120\n", "05:58:40 n_hidden_layers = 3, hidden_layer_size = 2, reg_penalty = 0.300000\n", "05:58:41 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -1.744%\n", "Monthly Sharpe ratio: -0.285\n", "OOS MSE across all predictions: 50.8788\n", "In-sample MSE: 34.4849\n", "Variance: 39.6015\n", "R-squared: -0.2848\n", "Avg rank correlation (Kendall's tau): -0.0083 (Expected: 0)\n", "5-quintile accuracy: 0.2021 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4495 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 17.200000\n", "---\n", "06:28:53 Running experiment 92 of 120\n", "06:28:53 n_hidden_layers = 3, hidden_layer_size = 2, reg_penalty = 1.000000\n", "06:28:54 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.129%\n", "Monthly Sharpe ratio: 0.008\n", "OOS MSE across all predictions: 58.5954\n", "In-sample MSE: 34.0358\n", "Variance: 39.6015\n", "R-squared: -0.4796\n", "Avg rank correlation (Kendall's tau): 0.0008 (Expected: 0)\n", "5-quintile accuracy: 0.2118 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4632 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 142.200000\n", "---\n", "06:59:09 Running experiment 93 of 120\n", "06:59:09 n_hidden_layers = 3, hidden_layer_size = 2, reg_penalty = 3.000000\n", "06:59:09 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.686%\n", "Monthly Sharpe ratio: 0.156\n", "OOS MSE across all predictions: 51.4072\n", "In-sample MSE: 32.8212\n", "Variance: 39.6015\n", "R-squared: -0.2981\n", "Avg rank correlation (Kendall's tau): 0.0004 (Expected: 0)\n", "5-quintile accuracy: 0.1994 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4405 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 7.200000\n", "---\n", "07:29:34 Running experiment 94 of 120\n", "07:29:34 n_hidden_layers = 3, hidden_layer_size = 2, reg_penalty = 10.000000\n", "07:29:34 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5631\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0010\n", "Avg rank correlation (Kendall's tau): -0.0015 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "07:59:59 Running experiment 95 of 120\n", "07:59:59 n_hidden_layers = 3, hidden_layer_size = 2, reg_penalty = 30.000000\n", "08:00:00 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.482%\n", "Monthly Sharpe ratio: -0.068\n", "OOS MSE across all predictions: 39.5648\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0009\n", "Avg rank correlation (Kendall's tau): -0.0017 (Expected: 0)\n", "5-quintile accuracy: 0.2054 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4532 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 68.200000\n", "---\n", "08:30:30 Running experiment 96 of 120\n", "08:30:30 n_hidden_layers = 3, hidden_layer_size = 2, reg_penalty = 100.000000\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "08:30:31 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.456%\n", "Monthly Sharpe ratio: -0.061\n", "OOS MSE across all predictions: 39.5590\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0011\n", "Avg rank correlation (Kendall's tau): -0.0007 (Expected: 0)\n", "5-quintile accuracy: 0.2081 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4545 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 84.200000\n", "---\n", "09:01:09 Running experiment 97 of 120\n", "09:01:09 n_hidden_layers = 3, hidden_layer_size = 4, reg_penalty = 0.000000\n", "09:01:10 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.526%\n", "Monthly Sharpe ratio: 0.125\n", "OOS MSE across all predictions: 61.2912\n", "In-sample MSE: 30.4150\n", "Variance: 39.6015\n", "R-squared: -0.5477\n", "Avg rank correlation (Kendall's tau): 0.0107 (Expected: 0)\n", "5-quintile accuracy: 0.2102 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4491 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 69.200000\n", "---\n", "09:31:45 Running experiment 98 of 120\n", "09:31:45 n_hidden_layers = 3, hidden_layer_size = 4, reg_penalty = 0.100000\n", "09:31:46 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.220%\n", "Monthly Sharpe ratio: 0.067\n", "OOS MSE across all predictions: 56.2677\n", "In-sample MSE: 30.7718\n", "Variance: 39.6015\n", "R-squared: -0.4208\n", "Avg rank correlation (Kendall's tau): 0.0053 (Expected: 0)\n", "5-quintile accuracy: 0.2088 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4559 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 91.200000\n", "---\n", "10:02:38 Running experiment 99 of 120\n", "10:02:38 n_hidden_layers = 3, hidden_layer_size = 4, reg_penalty = 0.300000\n", "10:02:38 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.020%\n", "Monthly Sharpe ratio: 0.204\n", "OOS MSE across all predictions: 73.3754\n", "In-sample MSE: 31.1740\n", "Variance: 39.6015\n", "R-squared: -0.8528\n", "Avg rank correlation (Kendall's tau): 0.0136 (Expected: 0)\n", "5-quintile accuracy: 0.2121 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4589 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 139.200000\n", "---\n", "10:33:32 Running experiment 100 of 120\n", "10:33:32 n_hidden_layers = 3, hidden_layer_size = 4, reg_penalty = 1.000000\n", "10:33:32 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.244%\n", "Monthly Sharpe ratio: -0.028\n", "OOS MSE across all predictions: 61.0519\n", "In-sample MSE: 29.3830\n", "Variance: 39.6015\n", "R-squared: -0.5417\n", "Avg rank correlation (Kendall's tau): 0.0074 (Expected: 0)\n", "5-quintile accuracy: 0.2065 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4462 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 53.200000\n", "---\n", "11:04:32 Running experiment 101 of 120\n", "11:04:32 n_hidden_layers = 3, hidden_layer_size = 4, reg_penalty = 3.000000\n", "11:04:33 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.215%\n", "Monthly Sharpe ratio: -0.018\n", "OOS MSE across all predictions: 45.3734\n", "In-sample MSE: 33.8012\n", "Variance: 39.6015\n", "R-squared: -0.1457\n", "Avg rank correlation (Kendall's tau): -0.0008 (Expected: 0)\n", "5-quintile accuracy: 0.2060 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4521 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 75.200000\n", "---\n", "11:35:38 Running experiment 102 of 120\n", "11:35:38 n_hidden_layers = 3, hidden_layer_size = 4, reg_penalty = 10.000000\n", "11:35:39 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.392%\n", "Monthly Sharpe ratio: 0.099\n", "OOS MSE across all predictions: 41.7135\n", "In-sample MSE: 35.3972\n", "Variance: 39.6015\n", "R-squared: -0.0533\n", "Avg rank correlation (Kendall's tau): 0.0037 (Expected: 0)\n", "5-quintile accuracy: 0.2087 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4555 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 100.200000\n", "---\n", "12:06:53 Running experiment 103 of 120\n", "12:06:53 n_hidden_layers = 3, hidden_layer_size = 4, reg_penalty = 30.000000\n", "12:06:54 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5812\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0005\n", "Avg rank correlation (Kendall's tau): -0.0014 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "12:38:11 Running experiment 104 of 120\n", "12:38:11 n_hidden_layers = 3, hidden_layer_size = 4, reg_penalty = 100.000000\n", "12:38:12 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.547%\n", "Monthly Sharpe ratio: -0.079\n", "OOS MSE across all predictions: 39.5531\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0012\n", "Avg rank correlation (Kendall's tau): -0.0015 (Expected: 0)\n", "5-quintile accuracy: 0.2056 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4537 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 71.200000\n", "---\n", "13:09:33 Running experiment 105 of 120\n", "13:09:33 n_hidden_layers = 3, hidden_layer_size = 8, reg_penalty = 0.000000\n", "13:09:33 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.374%\n", "Monthly Sharpe ratio: 0.272\n", "OOS MSE across all predictions: 118.9269\n", "In-sample MSE: 24.8772\n", "Variance: 39.6015\n", "R-squared: -2.0031\n", "Avg rank correlation (Kendall's tau): 0.0074 (Expected: 0)\n", "5-quintile accuracy: 0.2085 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4514 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 82.200000\n", "---\n", "13:40:49 Running experiment 106 of 120\n", "13:40:49 n_hidden_layers = 3, hidden_layer_size = 8, reg_penalty = 0.100000\n", "13:40:50 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.134%\n", "Monthly Sharpe ratio: 0.007\n", "OOS MSE across all predictions: 89.5932\n", "In-sample MSE: 21.8235\n", "Variance: 39.6015\n", "R-squared: -1.2624\n", "Avg rank correlation (Kendall's tau): 0.0054 (Expected: 0)\n", "5-quintile accuracy: 0.2106 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4500 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 53.200000\n", "---\n", "14:12:18 Running experiment 107 of 120\n", "14:12:18 n_hidden_layers = 3, hidden_layer_size = 8, reg_penalty = 0.300000\n", "14:12:19 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.496%\n", "Monthly Sharpe ratio: 0.285\n", "OOS MSE across all predictions: 81.2129\n", "In-sample MSE: 21.6109\n", "Variance: 39.6015\n", "R-squared: -1.0508\n", "Avg rank correlation (Kendall's tau): 0.0112 (Expected: 0)\n", "5-quintile accuracy: 0.2136 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4564 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 126.200000\n", "---\n", "14:43:56 Running experiment 108 of 120\n", "14:43:56 n_hidden_layers = 3, hidden_layer_size = 8, reg_penalty = 1.000000\n", "14:43:57 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 1.677%\n", "Monthly Sharpe ratio: 0.327\n", "OOS MSE across all predictions: 94.0284\n", "In-sample MSE: 24.5124\n", "Variance: 39.6015\n", "R-squared: -1.3744\n", "Avg rank correlation (Kendall's tau): 0.0205 (Expected: 0)\n", "5-quintile accuracy: 0.2108 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4563 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 161.200000\n", "---\n", "15:15:37 Running experiment 109 of 120\n", "15:15:37 n_hidden_layers = 3, hidden_layer_size = 8, reg_penalty = 3.000000\n", "15:15:38 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 2.020%\n", "Monthly Sharpe ratio: 0.395\n", "OOS MSE across all predictions: 78.1049\n", "In-sample MSE: 21.8027\n", "Variance: 39.6015\n", "R-squared: -0.9723\n", "Avg rank correlation (Kendall's tau): 0.0194 (Expected: 0)\n", "5-quintile accuracy: 0.2102 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4532 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 124.200000\n", "---\n", "15:47:21 Running experiment 110 of 120\n", "15:47:21 n_hidden_layers = 3, hidden_layer_size = 8, reg_penalty = 10.000000\n", "15:47:21 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.683%\n", "Monthly Sharpe ratio: -0.105\n", "OOS MSE across all predictions: 39.5819\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0005\n", "Avg rank correlation (Kendall's tau): -0.0013 (Expected: 0)\n", "5-quintile accuracy: 0.2066 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4541 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 70.200000\n", "---\n", "16:19:06 Running experiment 111 of 120\n", "16:19:06 n_hidden_layers = 3, hidden_layer_size = 8, reg_penalty = 30.000000\n", "16:19:06 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5827\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0005\n", "Avg rank correlation (Kendall's tau): -0.0015 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "16:50:53 Running experiment 112 of 120\n", "16:50:53 n_hidden_layers = 3, hidden_layer_size = 8, reg_penalty = 100.000000\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "16:50:54 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.531%\n", "Monthly Sharpe ratio: -0.078\n", "OOS MSE across all predictions: 39.5677\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0009\n", "Avg rank correlation (Kendall's tau): -0.0004 (Expected: 0)\n", "5-quintile accuracy: 0.2040 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4481 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 38.200000\n", "---\n", "17:22:48 Running experiment 113 of 120\n", "17:22:48 n_hidden_layers = 3, hidden_layer_size = 16, reg_penalty = 0.000000\n", "17:22:49 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 2.009%\n", "Monthly Sharpe ratio: 0.354\n", "OOS MSE across all predictions: 136.3904\n", "In-sample MSE: 12.9197\n", "Variance: 39.6015\n", "R-squared: -2.4441\n", "Avg rank correlation (Kendall's tau): 0.0241 (Expected: 0)\n", "5-quintile accuracy: 0.2165 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4634 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 192.200000\n", "---\n", "17:54:40 Running experiment 114 of 120\n", "17:54:40 n_hidden_layers = 3, hidden_layer_size = 16, reg_penalty = 0.100000\n", "17:54:41 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.805%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 117.6981\n", "In-sample MSE: 13.3360\n", "Variance: 39.6015\n", "R-squared: -1.9721\n", "Avg rank correlation (Kendall's tau): -0.0047 (Expected: 0)\n", "5-quintile accuracy: 0.2112 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4570 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 63.200000\n", "---\n", "18:26:48 Running experiment 115 of 120\n", "18:26:48 n_hidden_layers = 3, hidden_layer_size = 16, reg_penalty = 0.300000\n", "18:26:48 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 2.067%\n", "Monthly Sharpe ratio: 0.373\n", "OOS MSE across all predictions: 101.1749\n", "In-sample MSE: 13.0872\n", "Variance: 39.6015\n", "R-squared: -1.5548\n", "Avg rank correlation (Kendall's tau): 0.0183 (Expected: 0)\n", "5-quintile accuracy: 0.2133 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4597 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 147.200000\n", "---\n", "18:58:54 Running experiment 116 of 120\n", "18:58:54 n_hidden_layers = 3, hidden_layer_size = 16, reg_penalty = 1.000000\n", "18:58:55 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.769%\n", "Monthly Sharpe ratio: 0.161\n", "OOS MSE across all predictions: 94.5639\n", "In-sample MSE: 15.7622\n", "Variance: 39.6015\n", "R-squared: -1.3879\n", "Avg rank correlation (Kendall's tau): 0.0159 (Expected: 0)\n", "5-quintile accuracy: 0.2131 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4610 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 152.200000\n", "---\n", "19:31:12 Running experiment 117 of 120\n", "19:31:12 n_hidden_layers = 3, hidden_layer_size = 16, reg_penalty = 3.000000\n", "19:31:13 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: 0.072%\n", "Monthly Sharpe ratio: 0.042\n", "OOS MSE across all predictions: 91.5616\n", "In-sample MSE: 17.4792\n", "Variance: 39.6015\n", "R-squared: -1.3121\n", "Avg rank correlation (Kendall's tau): 0.0109 (Expected: 0)\n", "5-quintile accuracy: 0.2092 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4536 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 93.200000\n", "---\n", "20:03:38 Running experiment 118 of 120\n", "20:03:38 n_hidden_layers = 3, hidden_layer_size = 16, reg_penalty = 10.000000\n", "20:03:39 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5832\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0005\n", "Avg rank correlation (Kendall's tau): -0.0015 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "20:36:07 Running experiment 119 of 120\n", "20:36:07 n_hidden_layers = 3, hidden_layer_size = 16, reg_penalty = 30.000000\n", "20:36:12 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5835\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0005\n", "Avg rank correlation (Kendall's tau): -0.0015 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n", "21:08:42 Running experiment 120 of 120\n", "21:08:42 n_hidden_layers = 3, hidden_layer_size = 16, reg_penalty = 100.000000\n", "21:08:42 Generate splits [137, 274, 411, 548, 684]\n", "....\n", "Mean return: -0.612%\n", "Monthly Sharpe ratio: -0.093\n", "OOS MSE across all predictions: 39.5826\n", "In-sample MSE: 37.1900\n", "Variance: 39.6015\n", "R-squared: 0.0005\n", "Avg rank correlation (Kendall's tau): -0.0014 (Expected: 0)\n", "5-quintile accuracy: 0.2080 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4562 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 83.200000\n", "---\n" ] } ], "source": [ "# perform cross-validation on many Keras NN models\n", "MODELPREFIX = \"NN\"\n", "\n", "\n", "n_hiddens = [1, 2, 3]\n", "layer_sizes = [1, 2, 4, 8, 16]\n", "reg_penalties = [0.0, 0.1, 0.3, 1, 3, 10, 30, 100]\n", "hyperparameter_combos = list(product(n_hiddens, layer_sizes, reg_penalties))\n", "\n", "def create_keras_model(n_hidden_layers, layer_size, reg_penalty, verbose=False):\n", " return KerasBacktestModel(n_hidden_layers = n_hidden_layers,\n", " hidden_layer_size = layer_size,\n", " reg_penalty = reg_penalty,\n", " verbose=verbose)\n", "\n", "print(\"%s Running %d experiments\" % (time.strftime(\"%H:%M:%S\"), len(hyperparameter_combos)))\n", "# should really just use a list and convert to dataframe\n", "keys = []\n", "mses = []\n", "sharpes = []\n", "quantile_scores = []\n", "kendalltaus = []\n", "excess_true_positives = []\n", "directional_accuracies = []\n", "\n", "for counter, param_list in enumerate(hyperparameter_combos):\n", " n_hidden_layers, layer_size, reg_penalty = param_list\n", " print(\"%s Running experiment %d of %d\" % (time.strftime(\"%H:%M:%S\"), counter+1, len(hyperparameter_combos)))\n", " key = (n_hidden_layers, layer_size, reg_penalty)\n", " print(\"%s n_hidden_layers = %d, hidden_layer_size = %d, reg_penalty = %.6f\" % \n", " (time.strftime(\"%H:%M:%S\"), n_hidden_layers, layer_size, reg_penalty))\n", " \n", " experiment_model = BacktestModel(X, Y, \n", " create_keras_model(n_hidden_layers,layer_size,reg_penalty), \n", " coef_dict_param=\"all\", \n", " startindex=FIRST_TRAIN_MONTHS,\n", " fit_missing='mean',\n", " scaler=None)\n", " experiment_model.walkforward_xval(n_splits=5)\n", " experiment_model.model.save(\"%s_%d%d_%.6f\" % (MODELPREFIX, n_hidden_layers,layer_size,reg_penalty))\n", " experiment_model.gen_returns(calc_returns, verbose=False)\n", " experiment_model.report_returns(start_date=start_date_str, freq='M')\n", " experiment_model.evaluate_predictions()\n", " experiment_model.evaluate_quantiles(chart=False, verbose=False)\n", " print(\"---\")\n", " keys.append(key)\n", " mses.append(experiment_model.mse)\n", " quantile_scores.append(experiment_model.quintile_accuracy)\n", " directional_accuracies.append(experiment_model.directional_accuracy)\n", " kendalltaus.append(experiment_model.kendalltau)\n", " excess_true_positives.append(experiment_model.excess_tp)\n", " sharpes.append(experiment_model.sharpe)\n", "\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "# review metrics - not very good\n", "flatlist = []\n", "for key, mse, sharpe, quantile_score, directional_score, kt, excess_tp in zip(keys, mses, sharpes, \n", " quantile_scores, directional_accuracies, kendalltaus, excess_true_positives):\n", " flatlist.append([key[0], key[1], key[2], mse, sharpe, quantile_score, directional_score, kt, excess_tp])\n", " \n", "metricsframe = pd.DataFrame(flatlist, columns = ['layers', 'layer_size', 'reg_penalty',\n", " 'mse', 'sharpe', 'quantile_score', \n", " 'direction_score', 'kendalltau', 'truepositive_score'])\n", "\n", "metricsframe.to_csv(\"KerasNeuralNetMetrics.csv\")\n", "#metricsframe.sort_values(['kendalltau'], ascending=False)[['alpha','l1_ratio']].values[:12]" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f3026595885747afa2fefae6962bba02", "version_major": 2, "version_minor": 0 } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "metricsframe = pd.read_csv(\"KerasNeuralNetMetrics.csv\")[['layers','layer_size','reg_penalty','mse','sharpe','quantile_score','direction_score','kendalltau','truepositive_score']]\n", "metricsframe" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "with open('nn_by_mse.html', 'w') as fo:\n", " metricsframe.sort_values(['mse'], ascending=True).iloc[:8,:].to_html(fo, float_format=lambda x: '%.3f' % x)\n", " \n", "with open('nn_by_sharpe.html', 'w') as fo:\n", " metricsframe.sort_values(['sharpe'], ascending=False).iloc[:8,:].to_html(fo, float_format=lambda x: '%.3f' % x) " ] }, { "cell_type": "code", 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" ], "text/vnd.plotly.v1+html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_matrix(metricsframe, \"layers\", \"layer_size\", x_suffix=\" layers\", y_suffix=\" units\")\n", "plot_matrix(metricsframe, \"layers\", \"reg_penalty\", x_suffix=\" layers\", y_suffix=\" p\")\n", "plot_matrix(metricsframe, \"reg_penalty\", \"layer_size\", x_suffix=\" p\", y_suffix=\"units\")" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sharpemsequantile_scoredirection_scorekendalltautruepositive_score
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "myscatter(mses, sharpes, title=\"Sharpe vs. MSE\")\n", "myscatter(quantile_scores, sharpes, title=\"Sharpe vs. Quantile Accuracy\")\n", "myscatter(directional_accuracies, sharpes, title=\"Sharpe vs. Directional Accuracy\")\n", "myscatter(kendalltaus, sharpes, title=\"Sharpe vs. Kendall's Tau\")\n", "myscatter(excess_true_positives, sharpes, title=\"Sharpe vs. True Positives\")\n" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "................................................................................\n", "00:35:39 Still training step 80 of 563\n", "................................................................................\n", "06:04:32 Still training step 160 of 563\n", "................................................................................\n", "14:06:36 Still training step 240 of 563\n", "................................................................................\n", "23:04:42 Still training step 320 of 563\n", "................................................................................\n", "09:38:17 Still training step 400 of 563\n", "................................................................................\n", "21:58:02 Still training step 480 of 563\n", "................................................................................\n", "11:13:50 Still training step 560 of 563\n", "...\n", "Mean return: 1.057%\n", "Monthly Sharpe ratio: 0.204\n", "MSE across all predictions: 186.7087\n", "Variance: 39.4097\n", "R-squared: -3.7376\n", "Avg rank correlation (Kendall's tau): 0.0115 (Expected: 0)\n", "5-quintile accuracy: 0.2172 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4642 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 174.800000\n" ] } ], "source": [ "# run selected model\n", "experiment_model = BacktestModel(X, Y, \n", " create_keras_model(1,16,3.0),\n", " coef_dict_param=\"all\", \n", " startindex=FIRST_TRAIN_MONTHS,\n", " fit_missing='mean',\n", " scaler=None)\n", "experiment_model.gen_predictions(verbose=False)\n", "#experiment_model.walkforward_xval(n_splits=5)\n", "#experiment_model.model.save(\"%s_%d%d_%.6f\" % (MODELPREFIX, n_hidden_layers,layer_size,reg_penalty))\n", "experiment_model.gen_returns(calc_returns, verbose=False)\n", "experiment_model.report_returns(start_date=start_date_str, freq='M')\n", "experiment_model.evaluate_predictions()\n", "experiment_model.evaluate_quantiles(chart=False, verbose=False)\n", "experiment_model.model.save(\"%s_%d%d_%.6f\" % (MODELPREFIX, 1, 16, 3)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# backtest 2, 16, 0.3 with walk-forward MSE of 116.058 and walk-forward Sharpe of 0.779\n", "# full backtest Sharpe is 0.157\n", "\n", "def create_keras_model(n_hidden_layers, layer_size, reg_penalty, verbose=False):\n", " return KerasBacktestModel(n_hidden_layers = n_hidden_layers,\n", " hidden_layer_size = layer_size,\n", " reg_penalty = reg_penalty,\n", " verbose=verbose)\n", "# run selected model\n", "experiment_model = BacktestModel(X, Y, \n", " create_keras_model(2,16,0.3),\n", " coef_dict_param=\"all\", \n", " startindex=FIRST_TRAIN_MONTHS,\n", " fit_missing='mean',\n", " scaler=None)\n", "experiment_model.gen_predictions(verbose=False)\n", "#experiment_model.walkforward_xval(n_splits=5)\n", "#experiment_model.model.save(\"%s_%d%d_%.6f\" % (MODELPREFIX, n_hidden_layers,layer_size,reg_penalty))\n", "experiment_model.gen_returns(calc_returns, verbose=False)\n", "experiment_model.report_returns(start_date=start_date_str, freq='M')\n", "experiment_model.evaluate_predictions()\n", "experiment_model.evaluate_quantiles(chart=False, verbose=False)\n", "experiment_model.model.save(\"%s_%d%d_%.6f\" % (MODELPREFIX, 2, 16, 0.3)\n", "#Mean return: 0.835%\n", "#Monthly Sharpe ratio: 0.157\n", "#OOS MSE across all predictions: 125.1283\n", "#In-sample MSE: 14.3808\n", "#Variance: 39.4097\n", "#R-squared: -2.1751\n", "#Avg rank correlation (Kendall's tau): 0.0159 (Expected: 0)\n", "#5-quintile accuracy: 0.2184 (Expected: 0.2)\n", "#Long/short/flat accuracy: 0.4707 (Expected: 0.44)\n", "#Excess true positive in quintiles 1 + 5: 207.800000" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "................................................................................\n", "04:28:22 Still training step 80 of 563\n", "................................................................................\n", "09:09:40 Still training step 160 of 563\n", "................................................................................\n", "16:07:30 Still training step 240 of 563\n", "................................................................................\n", "23:44:37 Still training step 320 of 563\n", "................................................................................\n", "08:50:01 Still training step 400 of 563\n", "................................................................................\n", "18:13:45 Still training step 480 of 563\n", "................................................................................\n", "04:19:35 Still training step 560 of 563\n", "...\n", "Mean return: -0.118%\n", "Monthly Sharpe ratio: 0.011\n", "OOS MSE across all predictions: 58.8665\n", "In-sample MSE: 29.4068\n", "Variance: 39.4097\n", "R-squared: -0.4937\n", "Avg rank correlation (Kendall's tau): 0.0106 (Expected: 0)\n", "5-quintile accuracy: 0.2145 (Expected: 0.2)\n", "Long/short/flat accuracy: 0.4613 (Expected: 0.44)\n", "Excess true positive in quintiles 1 + 5: 137.800000\n" ] } ], "source": [ "# backtest 1, 16, 30 with walk-forward MSE of 40.933 and walk-forward Sharpe of 0.411\n", "\n", "def create_keras_model(n_hidden_layers, layer_size, reg_penalty, verbose=False):\n", " return KerasBacktestModel(n_hidden_layers = n_hidden_layers,\n", " hidden_layer_size = layer_size,\n", " reg_penalty = reg_penalty,\n", " verbose=verbose)\n", "# run selected model\n", "experiment_model = BacktestModel(X, Y, \n", " create_keras_model(1,16,30),\n", " coef_dict_param=\"all\", \n", " startindex=FIRST_TRAIN_MONTHS,\n", " fit_missing='mean',\n", " scaler=None)\n", "experiment_model.gen_predictions(verbose=False)\n", "#experiment_model.walkforward_xval(n_splits=5)\n", "#experiment_model.model.save(\"%s_%d%d_%.6f\" % (MODELPREFIX, n_hidden_layers,layer_size,reg_penalty))\n", "experiment_model.gen_returns(calc_returns, verbose=False)\n", "experiment_model.report_returns(start_date=start_date_str, freq='M')\n", "experiment_model.evaluate_predictions()\n", "experiment_model.evaluate_quantiles(chart=False, verbose=False)\n", "experiment_model.model.save(\"%s_%d%d_%.6f\" % (MODELPREFIX, 1, 16, 30)\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ ".....................................\n", "\n", "\n", "12:32\n" ] } ], "metadata": { "kernelspec": { "display_name": "tensorflow3", "language": "python", "name": "tensorflow3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }