{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "![img](ep8_2018-57x57.png)\n", "\n", "# To bar, or not to bar - what is the intention?\n", "## part II\n", "\n", "**post @** [endlesspint.com](http://endlesspint.com/2018-11-07-to-bar-or-not-to-bar/)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from scipy import stats\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "d_threshold int64\n", "m_nights int64\n", "change_rate float64\n", "binary_eval bool\n", "incl_contra bool\n", "setting_run int64\n", "median_tally float64\n", "mean_tally float64\n", "mean_cuml float64\n", "dtype: object\n", "(10800, 9)\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " d_threshold m_nights change_rate binary_eval incl_contra setting_run \\\n", "0 -3 10 0.9 True True 0 \n", "1 -3 10 0.9 True True 1 \n", "2 -3 10 0.9 True True 2 \n", "3 -3 10 0.9 True True 3 \n", "4 -3 10 0.9 True True 4 \n", "\n", " median_tally mean_tally mean_cuml \n", "0 121.0 161.75 154.94 \n", "1 269.0 282.62 282.08 \n", "2 165.0 242.26 231.28 \n", "3 152.0 253.59 252.72 \n", "4 274.0 328.09 328.00 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_param_stats = pd.read_excel(\"param_stats.xlsx\")\n", "print(df_param_stats.dtypes)\n", "print(df_param_stats.shape)\n", "df_param_stats.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.9.0'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import seaborn as sns\n", "\n", "sns.__version__\n", "\n", "# dot plot with ci lines for settings\n", " # or: https://seaborn.pydata.org/generated/seaborn.violinplot.html\n", "\n", "# also, CLT: run above N times and grab mean" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.violinplot(x=\"d_threshold\", y=\"mean_cuml\", hue=\"m_nights\", data=df_param_stats)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.catplot(x=\"d_threshold\", y=\"mean_cuml\", hue=\"m_nights\", row=\"binary_eval\", col=\"change_rate\", \n", " data=df_param_stats[df_param_stats.incl_contra==False])\n", "# plt.axhline(y=192, linewidth=5, color='red')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.catplot(x=\"d_threshold\", y=\"mean_cuml\", hue=\"m_nights\", row=\"binary_eval\", col=\"change_rate\", data=df_param_stats[df_param_stats.incl_contra==True])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# use decision tree to identify parameters/thresholds to get high score (25+)\n", " # i.e., change_rate == 0.2, m_nights == 10, etc." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import statsmodels.api as sm\n", "# code template: http://blog.yhat.com/posts/logistic-regression-and-python.html" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "count 10800.000000\n", "mean 172.231587\n", "std 174.629543\n", "min -466.440000\n", "25% 65.175000\n", "50% 139.620000\n", "75% 192.010000\n", "max 897.500000\n", "Name: mean_cuml, dtype: float64\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " d_threshold m_nights change_rate binary_eval incl_contra setting_run \\\n", "0 -3 10 0.9 True True 0 \n", "1 -3 10 0.9 True True 1 \n", "2 -3 10 0.9 True True 2 \n", "3 -3 10 0.9 True True 3 \n", "4 -3 10 0.9 True True 4 \n", "\n", " median_tally mean_tally mean_cuml \n", "0 121.0 161.75 154.94 \n", "1 269.0 282.62 282.08 \n", "2 165.0 242.26 231.28 \n", "3 152.0 253.59 252.72 \n", "4 274.0 328.09 328.00 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(df_param_stats.mean_cuml.describe())\n", "df_param_stats.head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['d_threshold', 'm_nights', 'change_rate', 'binary_eval', 'incl_contra',\n", " 'setting_run', 'median_tally', 'mean_tally', 'mean_cuml'],\n", " dtype='object')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_param_stats.columns" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " contrarians_False contrarians_True\n", "0 0 1\n", "1 0 1\n", "2 0 1\n", "3 0 1\n", "4 0 1" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dummy_contrary = pd.get_dummies(df_param_stats.incl_contra, prefix=\"contrarians\")\n", "dummy_contrary.head()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " top_q_False top_q_True\n", "0 1 0\n", "1 0 1\n", "2 0 1\n", "3 0 1\n", "4 0 1" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dummy_top_q = pd.get_dummies(df_param_stats.mean_cuml>192., prefix=\"top_q\")\n", "dummy_top_q.head()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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d_thresholdm_nightschange_ratebinary_Truecontrarians_Truetop_q_True
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" ], "text/plain": [ " d_threshold m_nights change_rate binary_True contrarians_True \\\n", "0 -3 10 0.9 1 1 \n", "1 -3 10 0.9 1 1 \n", "2 -3 10 0.9 1 1 \n", "3 -3 10 0.9 1 1 \n", "4 -3 10 0.9 1 1 \n", "\n", " top_q_True \n", "0 0 \n", "1 1 \n", "2 1 \n", "3 1 \n", "4 1 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cols_to_keep = ['d_threshold', 'm_nights', 'change_rate']\n", "df_param_classify = df_param_stats[cols_to_keep].join(dummy_binary.binary_True).join(dummy_contrary.contrarians_True).join(dummy_top_q.top_q_True)\n", "df_param_classify.head()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['d_threshold', 'm_nights', 'change_rate', 'binary_True',\n", " 'contrarians_True', 'top_q_True', 'intercept'],\n", " dtype='object')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_param_classify['intercept'] = 1.0\n", "df_param_classify.columns" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " top_q_True d_threshold m_nights change_rate binary_True \\\n", "0 0 -3 10 0.9 1 \n", "1 1 -3 10 0.9 1 \n", "2 1 -3 10 0.9 1 \n", "3 1 -3 10 0.9 1 \n", "4 1 -3 10 0.9 1 \n", "\n", " contrarians_True intercept \n", "0 1 1.0 \n", "1 1 1.0 \n", "2 1 1.0 \n", "3 1 1.0 \n", "4 1 1.0 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_param_classify = df_param_classify[['top_q_True', 'd_threshold', 'm_nights', 'change_rate', 'binary_True', 'contrarians_True', 'intercept']]\n", "df_param_classify.head()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: inf\n", " Iterations 7\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\rstancut\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\statsmodels\\discrete\\discrete_model.py:1674: RuntimeWarning: overflow encountered in exp\n", " return 1/(1+np.exp(-X))\n", "C:\\Users\\rstancut\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\statsmodels\\discrete\\discrete_model.py:1724: RuntimeWarning: divide by zero encountered in log\n", " return np.sum(np.log(self.cdf(q*np.dot(X,params))))\n" ] } ], "source": [ "train_cols = df_param_classify.columns[1:]\n", "\n", "logit = sm.Logit(df_param_classify['top_q_True'], df_param_classify[train_cols])\n", "\n", "# fit the model\n", "result = logit.fit()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Logit Regression Results \n", "==============================================================================\n", "Dep. Variable: top_q_True No. Observations: 10800\n", "Model: Logit Df Residuals: 10794\n", "Method: MLE Df Model: 5\n", "Date: Sun, 04 Nov 2018 Pseudo R-squ.: inf\n", "Time: 13:29:50 Log-Likelihood: -inf\n", "converged: True LL-Null: 0.0000\n", " LLR p-value: 1.000\n", "====================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------------\n", "d_threshold -1.4107 0.038 -36.904 0.000 -1.486 -1.336\n", "m_nights 0.0545 0.009 6.052 0.000 0.037 0.072\n", "change_rate -1.1693 0.095 -12.258 0.000 -1.356 -0.982\n", "binary_True 0.5581 0.054 10.340 0.000 0.452 0.664\n", "contrarians_True 2.2065 0.061 36.228 0.000 2.087 2.326\n", "intercept -5.5568 0.137 -40.690 0.000 -5.824 -5.289\n", "====================================================================================\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\rstancut\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\statsmodels\\discrete\\discrete_model.py:1674: RuntimeWarning: overflow encountered in exp\n", " return 1/(1+np.exp(-X))\n", "C:\\Users\\rstancut\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\statsmodels\\discrete\\discrete_model.py:1724: RuntimeWarning: divide by zero encountered in log\n", " return np.sum(np.log(self.cdf(q*np.dot(X,params))))\n", "C:\\Users\\rstancut\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\statsmodels\\base\\model.py:488: HessianInversionWarning: Inverting hessian failed, no bse or cov_params available\n", " 'available', HessianInversionWarning)\n", "C:\\Users\\rstancut\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\statsmodels\\base\\model.py:488: HessianInversionWarning: Inverting hessian failed, no bse or cov_params available\n", " 'available', HessianInversionWarning)\n" ] } ], "source": [ "print(result.summary())" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "d_threshold 0.243968\n", "m_nights 1.056064\n", "change_rate 0.310587\n", "binary_True 1.747296\n", "contrarians_True 9.084150\n", "intercept 0.003861\n", "dtype: float64\n" ] } ], "source": [ "# odds ratios only\n", "print(np.exp(result.params))\n", "\n", "# increases your shot of a good time: \n", " # the more nights taken into consideration\n", " # updating preferences as binary decision: go / don't go\n", " # BIG ONE: having contrarians in the population\n", " \n", "# decreases shot at good times:\n", " # making threshold too tight/close to zero\n", " # changing preferences too aggresively" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "from sklearn import tree\n", "# code template: http://scikit-learn.org/stable/modules/tree.html" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# df_param_classify.columns[1:-1]\n", "X = np.matrix(df_param_classify[['d_threshold', 'm_nights', 'change_rate', 'binary_True',\n", " 'contrarians_True']])\n", "y = np.array(df_param_classify.top_q_True)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "matrix([[-3. , 10. , 0.9, 1. , 1. ]])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X[0]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "clf = tree.DecisionTreeClassifier()\n", "clf = clf.fit(X, y)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1], dtype=uint8)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf.predict([[-3. , 10. , 0.9, 1. , 1. ]])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.09, 0.91]])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf.predict_proba([[-3. , 10. , 0.9, 1. , 1. ]])" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.91" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf.predict_proba([[-3. , 10. , 0.9, 1. , 1. ]])[0][1]" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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d_thresholdm_nightschange_ratebinary_evalincl_contrafun_time
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" ], "text/plain": [ " d_threshold m_nights change_rate binary_eval incl_contra fun_time\n", "0 -3 10.0 0.9 1.0 1.0 0.91\n", "1 -3 10.0 0.9 1.0 0.0 0.41\n", "2 -3 10.0 0.9 0.0 1.0 0.05\n", "3 -3 10.0 0.9 0.0 0.0 0.00\n", "4 -3 10.0 0.5 1.0 1.0 0.48" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds = [-3, -2, -1]\n", "ms = [10., 5., 3.]\n", "cr = [.9, .5, .2]\n", "bn = [1., 0.]\n", "ct = [1., 0.]\n", "\n", "fun_time_probs = []\n", "\n", "\n", "for i in range(len(ds)):\n", " for j in range(len(ms)):\n", " for k in range(len(cr)):\n", " for l in range(len(bn)):\n", " for m in range(len(ct)):\n", " \n", " temp_dict = {}\n", " temp_dict['d_threshold'] = ds[i]\n", " temp_dict['m_nights'] = ms[j]\n", " temp_dict['change_rate'] = cr[k]\n", " temp_dict['binary_eval'] = bn[l]\n", " temp_dict['incl_contra'] = ct[m]\n", " temp_dict['fun_time'] = clf.predict_proba([[ds[i], ms[j], cr[k], bn[l], ct[m]]])[0][1]\n", " \n", " fun_time_probs.append(temp_dict)\n", " \n", "df_fun_time_probs = pd.DataFrame(fun_time_probs)\n", "df_fun_time_probs = df_fun_time_probs[['d_threshold', 'm_nights', 'change_rate', \n", " 'binary_eval', 'incl_contra', 'fun_time']]\n", "df_fun_time_probs.head()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "# df_fun_time_probs.to_excel(\"fun_time_probs.xlsx\")" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "d_threshold int64\n", "m_nights int64\n", "change_rate float64\n", "binary_eval bool\n", "group object\n", "mean_cuml float64\n", "dtype: object\n", "(72, 6)\n" ] }, { "data": { "text/html": [ "
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d_thresholdm_nightschange_ratebinary_evalgroupmean_cuml
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\n", "
" ], "text/plain": [ " d_threshold m_nights change_rate binary_eval group mean_cuml\n", "0 -3 3 0.2 False hist 97.813669\n", "1 -3 3 0.2 True hist 107.792868\n", "2 -3 3 0.5 False hist 109.899635\n", "3 -3 3 0.5 True hist 103.855434\n", "4 -3 3 0.9 False hist 91.238211" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_param_contr = pd.read_excel(\"param_stats_high_perf.xlsx\", sheet_name=\"Sheet3\")\n", "print(df_param_contr.dtypes)\n", "print(df_param_contr.shape)\n", "df_param_contr.head()" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.catplot(x=\"group\", y=\"mean_cuml\", hue=\"m_nights\", \n", " row=\"binary_eval\", col=\"change_rate\", data=df_param_contr)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "d_threshold int64\n", "m_nights int64\n", "change_rate float64\n", "binary_eval bool\n", "incl_contra bool\n", "setting_run int64\n", "hist_cnt int64\n", "group object\n", "mean_cuml float64\n", "dtype: object\n", "(7200, 9)\n" ] }, { "data": { "text/html": [ "
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d_thresholdm_nightschange_ratebinary_evalincl_contrasetting_runhist_cntgroupmean_cuml
0-3100.9TrueTrue047hist4.255319
1-3100.9TrueTrue142hist83.095238
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4-3100.9TrueTrue447hist47.617021
\n", "
" ], "text/plain": [ " d_threshold m_nights change_rate binary_eval incl_contra setting_run \\\n", "0 -3 10 0.9 True True 0 \n", "1 -3 10 0.9 True True 1 \n", "2 -3 10 0.9 True True 2 \n", "3 -3 10 0.9 True True 3 \n", "4 -3 10 0.9 True True 4 \n", "\n", " hist_cnt group mean_cuml \n", "0 47 hist 4.255319 \n", "1 42 hist 83.095238 \n", "2 47 hist 343.276596 \n", "3 58 hist 224.448276 \n", "4 47 hist 47.617021 " ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_param_contr = pd.read_excel(\"param_stats_high_perf.xlsx\", sheet_name=\"Sheet4\")\n", "print(df_param_contr.dtypes)\n", "print(df_param_contr.shape)\n", "df_param_contr.head()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.catplot(x=\"group\", y=\"mean_cuml\", hue=\"m_nights\", \n", " row=\"binary_eval\", col=\"change_rate\", data=df_param_contr)" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.catplot(x=\"group\", y=\"mean_cuml\", hue=\"d_threshold\", \n", " row=\"binary_eval\", col=\"change_rate\", data=df_param_contr)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1625\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\rstancut\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n", " \n" ] }, { "data": { "text/plain": [ "786" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(np.sum(df_param_contr.hist_cnt > 50))\n", "df_param_contr[df_param_contr.hist_cnt > 50][df_param_contr.mean_cuml_hist > df_param_contr.mean_cuml_contr].shape[0]" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1692\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\rstancut\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n", " \n" ] }, { "data": { "text/plain": [ "859" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(np.sum(df_param_contr.hist_cnt < 50))\n", "df_param_contr[df_param_contr.hist_cnt < 50][df_param_contr.mean_cuml_hist < df_param_contr.mean_cuml_contr].shape[0]" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['d_threshold', 'm_nights', 'change_rate', 'binary_eval', 'incl_contra',\n", " 'setting_run', 'mean_cuml', 'hist_cnt', 'mean_cuml_hist', 'contr_cnt',\n", " 'mean_cuml_contr'],\n", " dtype='object')" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_param_contr.columns" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3600, 9)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\rstancut\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " import sys\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " d_threshold m_nights change_rate binary_eval incl_contra setting_run \\\n", "0 -3 10 0.9 True True 0 \n", "1 -3 10 0.9 True True 1 \n", "2 -3 10 0.9 True True 2 \n", "3 -3 10 0.9 True True 3 \n", "4 -3 10 0.9 True True 4 \n", "\n", " hist_cnt mean_cuml hist \n", "0 47 4.255319 1 \n", "1 42 83.095238 1 \n", "2 47 343.276596 1 \n", "3 58 224.448276 1 \n", "4 47 47.617021 1 " ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_sub_hist = df_param_contr[['d_threshold', 'm_nights', 'change_rate', 'binary_eval', 'incl_contra',\n", " 'setting_run', 'hist_cnt', 'mean_cuml_hist']]\n", "\n", "df_sub_hist.columns = [['d_threshold', 'm_nights', 'change_rate', 'binary_eval', 'incl_contra',\n", " 'setting_run', 'hist_cnt', 'mean_cuml']]\n", "\n", "df_sub_hist['hist'] = 1\n", "print(df_sub_hist.shape)\n", "df_sub_hist.head()" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3600, 9)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\rstancut\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " import sys\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " d_threshold m_nights change_rate binary_eval incl_contra setting_run \\\n", "0 -3 10 0.9 True True 0 \n", "1 -3 10 0.9 True True 1 \n", "2 -3 10 0.9 True True 2 \n", "3 -3 10 0.9 True True 3 \n", "4 -3 10 0.9 True True 4 \n", "\n", " hist_cnt mean_cuml hist \n", "0 47 194.075472 0 \n", "1 42 120.000000 0 \n", "2 47 -108.415094 0 \n", "3 58 -62.047619 0 \n", "4 47 155.094340 0 " ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_sub_contr = df_param_contr[['d_threshold', 'm_nights', 'change_rate', 'binary_eval', 'incl_contra',\n", " 'setting_run', 'hist_cnt', 'mean_cuml_contr']]\n", "\n", "df_sub_contr.columns = [['d_threshold', 'm_nights', 'change_rate', 'binary_eval', 'incl_contra',\n", " 'setting_run', 'hist_cnt', 'mean_cuml']]\n", "\n", "df_sub_contr['hist'] = 0\n", "print(df_sub_contr.shape)\n", "df_sub_contr.head()" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(7200, 9)\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " d_threshold m_nights change_rate binary_eval incl_contra setting_run \\\n", "7195 -2 3 0.2 False True 95 \n", "7196 -2 3 0.2 False True 96 \n", "7197 -2 3 0.2 False True 97 \n", "7198 -2 3 0.2 False True 98 \n", "7199 -2 3 0.2 False True 99 \n", "\n", " hist_cnt mean_cuml hist \n", "7195 53 307.574468 0 \n", "7196 45 84.218182 0 \n", "7197 55 149.822222 0 \n", "7198 53 224.042553 0 \n", "7199 43 42.140351 0 " ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_param_contr_longer.tail()" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "d_threshold int64\n", "m_nights int64\n", "change_rate float64\n", "binary_eval bool\n", "incl_contra bool\n", "setting_run int64\n", "hist_cnt int64\n", "mean_cuml float64\n", "hist int64\n", "dtype: object" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_param_contr_longer.dtypes" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(7200, 9)" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_param_contr_longer.shape" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.catplot(x=\"d_threshold\", y=\"mean_cuml_contr\", hue=\"m_nights\", row=\"binary_eval\", col=\"change_rate\", \n", " data=df_param_contr)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }