{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:10.953250Z", "start_time": "2019-10-17T19:28:10.949739Z" } }, "outputs": [], "source": [ "import os\n", "import warnings\n", "base_path = os.path.abspath(\"../\")\n", "os.chdir(base_path)\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:11.034134Z", "start_time": "2019-10-17T19:28:10.955409Z" } }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from causalml.inference.meta import BaseSRegressor, BaseTRegressor, BaseXRegressor, BaseRRegressor\n", "from causalml.dataset.regression import synthetic_data\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor\n", "from sklearn.tree import DecisionTreeRegressor\n", "from xgboost import XGBRegressor\n", "from lightgbm import LGBMRegressor\n", "import shap\n", "import matplotlib.pyplot as plt\n", "\n", "import time\n", "from sklearn.inspection import permutation_importance\n", "from sklearn.model_selection import train_test_split\n", "\n", "os.environ['KMP_DUPLICATE_LIB_OK'] = 'True' # for lightgbm to work\n", "\n", "%reload_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:11.098840Z", "start_time": "2019-10-17T19:28:11.036486Z" } }, "outputs": [], "source": [ "plt.style.use('fivethirtyeight')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:11.169930Z", "start_time": "2019-10-17T19:28:11.101210Z" } }, "outputs": [], "source": [ "n_features = 25\n", "n_samples = 10000\n", "y, X, w, tau, b, e = synthetic_data(mode=1, n=n_samples, p=n_features, sigma=0.5)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:11.239957Z", "start_time": "2019-10-17T19:28:11.172092Z" } }, "outputs": [], "source": [ "w_multi = np.array(['treatment_A' if x==1 else 'control' for x in w])\n", "e_multi = {'treatment_A': e}" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "feature_names = ['stars', 'tiger', 'merciful', 'quixotic', 'fireman', 'dependent',\n", " 'shelf', 'touch', 'barbarous', 'clammy', 'playground', 'rain', 'offer',\n", " 'cute', 'future', 'damp', 'nonchalant', 'change', 'rigid', 'sweltering',\n", " 'eight', 'wrap', 'lethal', 'adhesive', 'lip'] # specify feature names\n", "\n", "model_tau = LGBMRegressor(importance_type='gain') # specify model for model_tau" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## S Learner" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:11.535380Z", "start_time": "2019-10-17T19:28:11.241608Z" } }, "outputs": [ { "data": { "text/plain": [ "array([0.57652638])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "base_algo = LGBMRegressor()\n", "# base_algo = XGBRegressor()\n", "# base_algo = RandomForestRegressor()\n", "# base_algo = LinearRegression()\n", "\n", "slearner = BaseSRegressor(base_algo, control_name='control')\n", "slearner.estimate_ate(X, w_multi, y)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:11.805167Z", "start_time": "2019-10-17T19:28:11.538073Z" } }, "outputs": [], "source": [ "slearner_tau = slearner.fit_predict(X, w_multi, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `auto`)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:13.188889Z", "start_time": "2019-10-17T19:28:11.807208Z" } }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': tiger 0.466394\n", " stars 0.405692\n", " quixotic 0.056295\n", " merciful 0.044424\n", " fireman 0.019247\n", " touch 0.001384\n", " clammy 0.000819\n", " adhesive 0.000480\n", " future 0.000400\n", " damp 0.000373\n", " rigid 0.000369\n", " playground 0.000366\n", " eight 0.000353\n", " lethal 0.000352\n", " barbarous 0.000350\n", " cute 0.000339\n", " sweltering 0.000317\n", " dependent 0.000315\n", " change 0.000315\n", " nonchalant 0.000307\n", " lip 0.000269\n", " wrap 0.000257\n", " shelf 0.000216\n", " offer 0.000194\n", " rain 0.000175\n", " dtype: float64}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "slearner.get_importance(X=X, \n", " tau=slearner_tau,\n", " normalize=True, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:13.828885Z", "start_time": "2019-10-17T19:28:13.190376Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "slearner.plot_importance(X=X, \n", " tau=slearner_tau, \n", " normalize=True, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `permutation`)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:16.455336Z", "start_time": "2019-10-17T19:28:13.831128Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': tiger 0.938470\n", " stars 0.838396\n", " quixotic 0.121493\n", " merciful 0.086907\n", " fireman 0.038455\n", " touch 0.001722\n", " dependent 0.000387\n", " clammy 0.000204\n", " adhesive 0.000197\n", " playground 0.000175\n", " barbarous 0.000065\n", " rigid 0.000058\n", " eight 0.000047\n", " damp 0.000037\n", " offer 0.000030\n", " shelf 0.000024\n", " cute 0.000021\n", " lip 0.000020\n", " rain 0.000010\n", " future -0.000009\n", " wrap -0.000045\n", " change -0.000050\n", " nonchalant -0.000055\n", " sweltering -0.000115\n", " lethal -0.000131\n", " dtype: float64}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "slearner.get_importance(X=X, \n", " tau=slearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 0.6892201900482178 seconds\n" ] } ], "source": [ "start_time = time.time()\n", "\n", "slearner.get_importance(X=X, \n", " tau=slearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)\n", "\n", "print(\"Elapsed time: %s seconds\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:19.285797Z", "start_time": "2019-10-17T19:28:16.457194Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "slearner.plot_importance(X=X, \n", " tau=slearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (`sklearn.inspection.permutation_importance`)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 0.6840920448303223 seconds\n" ] } ], "source": [ "start_time = time.time()\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, slearner_tau, test_size=0.3, random_state=42)\n", "model_tau_fit = model_tau.fit(X_train, y_train)\n", "\n", "perm_imp_test = permutation_importance(\n", " estimator=model_tau_fit, \n", " X=X_test, \n", " y=y_test, \n", " random_state=42).importances_mean\n", "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)\n", "\n", "print(\"Elapsed time: %s seconds\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tiger 0.938470\n", "stars 0.838396\n", "quixotic 0.121493\n", "merciful 0.086907\n", "fireman 0.038455\n", "touch 0.001722\n", "dependent 0.000387\n", "clammy 0.000204\n", "adhesive 0.000197\n", "playground 0.000175\n", "barbarous 0.000065\n", "rigid 0.000058\n", "eight 0.000047\n", "damp 0.000037\n", "offer 0.000030\n", "shelf 0.000024\n", "cute 0.000021\n", "lip 0.000020\n", "rain 0.000010\n", "future -0.000009\n", "wrap -0.000045\n", "change -0.000050\n", "nonchalant -0.000055\n", "sweltering -0.000115\n", "lethal -0.000131\n", "dtype: float64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Test Set Permutation Importances')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values().plot(kind='barh', figsize=(12, 8))\n", "plt.title('Test Set Permutation Importances')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tiger 0.977817\n", "stars 0.867720\n", "quixotic 0.125296\n", "merciful 0.090889\n", "fireman 0.041912\n", "touch 0.003801\n", "dependent 0.002164\n", "clammy 0.002008\n", "sweltering 0.001901\n", "cute 0.001478\n", "lethal 0.001260\n", "wrap 0.001231\n", "damp 0.001206\n", "future 0.001201\n", "rain 0.001031\n", "shelf 0.000976\n", "playground 0.000888\n", "rigid 0.000821\n", "adhesive 0.000813\n", "nonchalant 0.000797\n", "change 0.000791\n", "barbarous 0.000769\n", "offer 0.000719\n", "eight 0.000719\n", "lip 0.000619\n", "dtype: float64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "perm_imp_train = permutation_importance(\n", " estimator=model_tau_fit, \n", " X=X_train, \n", " y=y_train, \n", " random_state=42).importances_mean\n", "pd.Series(perm_imp_train, feature_names).sort_values(ascending=False)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Training Set Permutation Importances')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.Series(perm_imp_train, feature_names).sort_values().plot(kind='barh', figsize=(12, 8))\n", "plt.title('Training Set Permutation Importances')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shapley Values" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:20.419170Z", "start_time": "2019-10-17T19:28:19.287463Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': array([[ 1.85965599e-02, 1.50524540e-01, -5.55596292e-03, ...,\n", " 4.48446501e-04, -1.95476029e-04, -3.42248564e-03],\n", " [ 7.82080973e-02, -2.36391211e-01, 2.88678514e-02, ...,\n", " -3.70192908e-04, -3.39569059e-04, 1.22111367e-05],\n", " [ 9.04201505e-02, 1.59707950e-01, 1.73721268e-03, ...,\n", " -1.37756957e-04, 1.77684213e-04, -4.46185989e-04],\n", " ...,\n", " [-1.99286917e-01, -2.07402161e-01, -8.74781304e-02, ...,\n", " 2.49031036e-03, -1.01702522e-03, 2.86971644e-04],\n", " [-1.07236468e-01, 1.09881401e-01, -3.54466649e-02, ...,\n", " 2.69856996e-05, -6.92309733e-04, -1.94350406e-04],\n", " [-9.15393868e-02, 3.07062682e-01, 4.98609094e-02, ...,\n", " -6.94895003e-05, 7.62465467e-04, -4.42911077e-05]])}" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap_slearner = slearner.get_shap_values(X=X, tau=slearner_tau)\n", "shap_slearner" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:20.506030Z", "start_time": "2019-10-17T19:28:20.421344Z" } }, "outputs": [ { "data": { "text/plain": [ "array([0.13324381, 0.13797313, 0.02693165, 0.02818332, 0.01622515,\n", " 0.00173129, 0.00043212, 0.00462018, 0.00072387, 0.00270952,\n", " 0.00052824, 0.00024711, 0.00063725, 0.00085535, 0.00139984,\n", " 0.00107961, 0.00083777, 0.00037895, 0.00063368, 0.00071085,\n", " 0.00044104, 0.00115953, 0.00061382, 0.00051472, 0.00046914])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(np.abs(shap_slearner['treatment_A']),axis=0)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:23.532595Z", "start_time": "2019-10-17T19:28:20.508452Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot shap values without specifying shap_dict\n", "slearner.plot_shap_values(X=X, tau=slearner_tau, features=feature_names)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:25.019095Z", "start_time": "2019-10-17T19:28:23.534936Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot shap values WITH specifying shap_dict\n", "slearner.plot_shap_values(shap_dict=shap_slearner)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:25.257465Z", "start_time": "2019-10-17T19:28:25.020645Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# interaction_idx set to None (no color coding for interaction effects)\n", "slearner.plot_shap_dependence(treatment_group='treatment_A',\n", " feature_idx=1,\n", " X=X,\n", " tau=slearner_tau,\n", " interaction_idx=None,\n", " shap_dict=shap_slearner)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:28.196493Z", "start_time": "2019-10-17T19:28:27.360447Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# interaction_idx set to 'auto' (searches for feature with greatest approximate interaction)\n", "# specify feature names\n", "slearner.plot_shap_dependence(treatment_group='treatment_A',\n", " feature_idx='tiger',\n", " X=X,\n", " tau=slearner_tau,\n", " interaction_idx='auto',\n", " shap_dict=shap_slearner,\n", " features=feature_names)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:28.544970Z", "start_time": "2019-10-17T19:28:28.199915Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# interaction_idx set to specific index\n", "slearner.plot_shap_dependence(treatment_group='treatment_A',\n", " feature_idx=1,\n", " X=X,\n", " tau=slearner_tau,\n", " interaction_idx=10,\n", " shap_dict=shap_slearner, \n", " features=feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## T Learner" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:28.993825Z", "start_time": "2019-10-17T19:28:28.547377Z" } }, "outputs": [ { "data": { "text/plain": [ "(array([0.57531904]), array([0.56053703]), array([0.59010105]))" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tlearner = BaseTRegressor(LGBMRegressor(), control_name='control')\n", "tlearner.estimate_ate(X, w_multi, y)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:29.519929Z", "start_time": "2019-10-17T19:28:28.995859Z" } }, "outputs": [], "source": [ "tlearner_tau = tlearner.fit_predict(X, w_multi, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `auto`)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:29.845954Z", "start_time": "2019-10-17T19:28:29.521757Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': tiger 0.367077\n", " stars 0.298487\n", " quixotic 0.043473\n", " merciful 0.042342\n", " clammy 0.024813\n", " fireman 0.019719\n", " future 0.016705\n", " sweltering 0.016578\n", " lip 0.012670\n", " offer 0.012268\n", " barbarous 0.011683\n", " cute 0.011126\n", " nonchalant 0.011074\n", " change 0.011046\n", " eight 0.010876\n", " adhesive 0.010435\n", " lethal 0.010043\n", " damp 0.009813\n", " dependent 0.009771\n", " rigid 0.009429\n", " shelf 0.009045\n", " rain 0.009022\n", " playground 0.008745\n", " touch 0.008734\n", " wrap 0.005027\n", " dtype: float64}" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tlearner.get_importance(X=X, \n", " tau=tlearner_tau, \n", " normalize=True, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:30.599754Z", "start_time": "2019-10-17T19:28:29.848310Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tlearner.plot_importance(X=X, \n", " tau=tlearner_tau, \n", " normalize=True, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `permutation`)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:33.177345Z", "start_time": "2019-10-17T19:28:30.601544Z" } }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': tiger 0.573731\n", " stars 0.458209\n", " merciful 0.036041\n", " quixotic 0.031509\n", " clammy 0.016865\n", " fireman 0.012998\n", " sweltering 0.011995\n", " future 0.008679\n", " lip 0.007420\n", " offer 0.006272\n", " eight 0.005664\n", " barbarous 0.005433\n", " nonchalant 0.004996\n", " cute 0.004840\n", " rain 0.004593\n", " change 0.004298\n", " damp 0.004297\n", " dependent 0.004202\n", " shelf 0.004026\n", " lethal 0.003419\n", " touch 0.003273\n", " playground 0.003240\n", " adhesive 0.002401\n", " wrap 0.001678\n", " rigid 0.001169\n", " dtype: float64}" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tlearner.get_importance(X=X, \n", " tau=tlearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:36.442995Z", "start_time": "2019-10-17T19:28:33.179581Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tlearner.plot_importance(X=X, \n", " tau=tlearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (`sklearn.inspection.permutation_importance`)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 0.6249639987945557 seconds\n" ] } ], "source": [ "start_time = time.time()\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, tlearner_tau, test_size=0.3, random_state=42)\n", "model_tau_fit = model_tau.fit(X_train, y_train)\n", "\n", "perm_imp_test = permutation_importance(\n", " estimator=model_tau_fit, \n", " X=X_test, \n", " y=y_test, \n", " random_state=42).importances_mean\n", "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)\n", "\n", "print(\"Elapsed time: %s seconds\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tiger 0.573731\n", "stars 0.458209\n", "merciful 0.036041\n", "quixotic 0.031509\n", "clammy 0.016865\n", "fireman 0.012998\n", "sweltering 0.011995\n", "future 0.008679\n", "lip 0.007420\n", "offer 0.006272\n", "eight 0.005664\n", "barbarous 0.005433\n", "nonchalant 0.004996\n", "cute 0.004840\n", "rain 0.004593\n", "change 0.004298\n", "damp 0.004297\n", "dependent 0.004202\n", "shelf 0.004026\n", "lethal 0.003419\n", "touch 0.003273\n", "playground 0.003240\n", "adhesive 0.002401\n", "wrap 0.001678\n", "rigid 0.001169\n", "dtype: float64" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Test Set Permutation Importances')" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values().plot(kind='barh', figsize=(12, 8))\n", "plt.title('Test Set Permutation Importances')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shapley Values" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:37.857338Z", "start_time": "2019-10-17T19:28:36.444840Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': array([[-6.89269243e-03, 1.40591415e-01, 3.75455659e-03, ...,\n", " 2.64532860e-03, -3.88182312e-03, -7.73279543e-02],\n", " [ 8.36307028e-02, -2.46364371e-01, 1.09908459e-02, ...,\n", " -3.66398303e-03, -3.97734276e-03, 2.56495888e-03],\n", " [ 9.97879884e-02, 1.95474118e-01, -1.57834193e-03, ...,\n", " 3.40626462e-03, -4.85671565e-04, -3.62959648e-03],\n", " ...,\n", " [-2.15946344e-01, -1.71168984e-01, -4.55286764e-02, ...,\n", " 2.98283440e-04, 5.74751489e-03, 1.81083170e-02],\n", " [-8.73306751e-02, 6.44263380e-02, -2.14271236e-02, ...,\n", " -5.15141325e-03, -3.66708335e-03, 2.43046195e-03],\n", " [-1.39019231e-01, 4.61741741e-01, 2.16542925e-02, ...,\n", " -2.78400171e-03, 9.78260008e-03, -3.80018010e-03]])}" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap_tlearner = tlearner.get_shap_values(X=X, tau=tlearner_tau)\n", "shap_tlearner" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:41.075388Z", "start_time": "2019-10-17T19:28:37.859636Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot shap values without specifying shap_dict\n", "tlearner.plot_shap_values(X=X, tau=tlearner_tau, features=feature_names)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:42.645819Z", "start_time": "2019-10-17T19:28:41.076916Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot shap values WITH specifying shap_dict\n", "tlearner.plot_shap_values(shap_dict=shap_tlearner)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## X Learner" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:45.819525Z", "start_time": "2019-10-17T19:28:44.198901Z" } }, "outputs": [ { "data": { "text/plain": [ "(array([0.53204758]), array([0.51807698]), array([0.54601818]))" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xlearner = BaseXRegressor(LGBMRegressor(), control_name='control')\n", "xlearner.estimate_ate(X, e_multi, w_multi, y)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:46.010603Z", "start_time": "2019-10-17T19:28:45.821931Z" } }, "outputs": [], "source": [ "xlearner_tau = xlearner.predict(X, e_multi, w_multi, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `auto`)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:46.887347Z", "start_time": "2019-10-17T19:28:46.012774Z" } }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': tiger 0.445398\n", " stars 0.350588\n", " clammy 0.024404\n", " merciful 0.016463\n", " eight 0.013235\n", " quixotic 0.012893\n", " sweltering 0.012551\n", " future 0.011300\n", " touch 0.010797\n", " nonchalant 0.010058\n", " offer 0.009685\n", " barbarous 0.009395\n", " rain 0.007844\n", " dependent 0.006987\n", " fireman 0.006955\n", " lip 0.006931\n", " cute 0.006901\n", " shelf 0.005902\n", " adhesive 0.005882\n", " playground 0.005878\n", " rigid 0.005297\n", " lethal 0.004445\n", " damp 0.004319\n", " change 0.003006\n", " wrap 0.002885\n", " dtype: float64}" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xlearner.get_importance(X=X, \n", " tau=xlearner_tau, \n", " normalize=True, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:47.688812Z", "start_time": "2019-10-17T19:28:46.889534Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xlearner.plot_importance(X=X, \n", " tau=xlearner_tau, \n", " normalize=True, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `permutation`)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:50.706011Z", "start_time": "2019-10-17T19:28:47.690524Z" } }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': tiger 0.837614\n", " stars 0.621791\n", " clammy 0.035555\n", " merciful 0.018321\n", " quixotic 0.015277\n", " eight 0.013299\n", " sweltering 0.013252\n", " touch 0.012349\n", " nonchalant 0.011482\n", " barbarous 0.011398\n", " future 0.010558\n", " offer 0.009084\n", " lip 0.008267\n", " cute 0.008004\n", " rain 0.006863\n", " dependent 0.006616\n", " fireman 0.004964\n", " rigid 0.004650\n", " adhesive 0.004461\n", " shelf 0.004408\n", " playground 0.004342\n", " damp 0.003833\n", " lethal 0.003050\n", " change 0.002094\n", " wrap 0.001763\n", " dtype: float64}" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xlearner.get_importance(X=X, \n", " tau=xlearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:54.488414Z", "start_time": "2019-10-17T19:28:50.708534Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xlearner.plot_importance(X=X, \n", " tau=xlearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (`sklearn.inspection.permutation_importance`)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 0.7079129219055176 seconds\n" ] } ], "source": [ "start_time = time.time()\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, xlearner_tau, test_size=0.3, random_state=42)\n", "model_tau_fit = model_tau.fit(X_train, y_train)\n", "\n", "perm_imp_test = permutation_importance(\n", " estimator=model_tau_fit, \n", " X=X_test, \n", " y=y_test, \n", " random_state=42).importances_mean\n", "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)\n", "\n", "print(\"Elapsed time: %s seconds\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tiger 0.837614\n", "stars 0.621791\n", "clammy 0.035555\n", "merciful 0.018321\n", "quixotic 0.015277\n", "eight 0.013299\n", "sweltering 0.013252\n", "touch 0.012349\n", "nonchalant 0.011482\n", "barbarous 0.011398\n", "future 0.010558\n", "offer 0.009084\n", "lip 0.008267\n", "cute 0.008004\n", "rain 0.006863\n", "dependent 0.006616\n", "fireman 0.004964\n", "rigid 0.004650\n", "adhesive 0.004461\n", "shelf 0.004408\n", "playground 0.004342\n", "damp 0.003833\n", "lethal 0.003050\n", "change 0.002094\n", "wrap 0.001763\n", "dtype: float64" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Test Set Permutation Importances')" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values().plot(kind='barh', figsize=(12, 8))\n", "plt.title('Test Set Permutation Importances')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shapley Values" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:56.080065Z", "start_time": "2019-10-17T19:28:54.490064Z" } }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': array([[-0.03485554, 0.15415286, 0.0107788 , ..., 0.00560224,\n", " -0.00262616, -0.03822558],\n", " [ 0.08514976, -0.21604149, 0.00567841, ..., -0.00452231,\n", " -0.00203289, 0.00115042],\n", " [ 0.09064029, 0.1790326 , 0.00532089, ..., -0.00343718,\n", " 0.00138747, -0.0012849 ],\n", " ...,\n", " [-0.1830646 , -0.13441459, -0.02101109, ..., 0.0104924 ,\n", " 0.0032898 , 0.01186523],\n", " [-0.09311651, 0.01577386, -0.0243432 , ..., -0.00377513,\n", " -0.00081169, -0.00084607],\n", " [-0.12160697, 0.38320337, 0.01422979, ..., -0.00248256,\n", " 0.0035844 , -0.0038958 ]])}" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap_xlearner = xlearner.get_shap_values(X=X, tau=xlearner_tau)\n", "shap_xlearner" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:28:59.618164Z", "start_time": "2019-10-17T19:28:56.082415Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# shap_dict not specified\n", "xlearner.plot_shap_values(X=X, tau=xlearner_tau, features=feature_names)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:29:01.181765Z", "start_time": "2019-10-17T19:28:59.619563Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# shap_dict specified\n", "xlearner.plot_shap_values(shap_dict=shap_xlearner)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## R Learner" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:29:05.921460Z", "start_time": "2019-10-17T19:29:02.768800Z" } }, "outputs": [], "source": [ "rlearner = BaseRRegressor(LGBMRegressor(), control_name='control')\n", "rlearner_tau = rlearner.fit_predict(X, e_multi, w_multi, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `auto`)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:29:08.379187Z", "start_time": "2019-10-17T19:29:07.931497Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': tiger 0.265782\n", " stars 0.183487\n", " clammy 0.050748\n", " sweltering 0.033953\n", " lip 0.032178\n", " merciful 0.030900\n", " future 0.030895\n", " adhesive 0.028763\n", " quixotic 0.027381\n", " offer 0.026122\n", " rain 0.024693\n", " cute 0.024653\n", " eight 0.022138\n", " touch 0.021480\n", " rigid 0.020678\n", " damp 0.020620\n", " playground 0.018939\n", " wrap 0.018196\n", " barbarous 0.018088\n", " dependent 0.017933\n", " change 0.017835\n", " shelf 0.016420\n", " fireman 0.016152\n", " nonchalant 0.016051\n", " lethal 0.015914\n", " dtype: float64}" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rlearner.get_importance(X=X, \n", " tau=rlearner_tau, \n", " normalize=True, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rlearner.plot_importance(X=X, \n", " tau=rlearner_tau, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `permutation`)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:29:12.451644Z", "start_time": "2019-10-17T19:29:09.239351Z" } }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': tiger 0.380958\n", " stars 0.243383\n", " clammy 0.044792\n", " sweltering 0.028370\n", " lip 0.028354\n", " future 0.025996\n", " merciful 0.023391\n", " offer 0.022393\n", " adhesive 0.017629\n", " quixotic 0.017390\n", " eight 0.015068\n", " cute 0.015019\n", " touch 0.012206\n", " fireman 0.010353\n", " rain 0.009351\n", " dependent 0.008820\n", " playground 0.008726\n", " nonchalant 0.008371\n", " barbarous 0.007561\n", " shelf 0.007027\n", " lethal 0.006839\n", " change 0.006731\n", " wrap 0.005803\n", " rigid 0.004959\n", " damp 0.004754\n", " dtype: float64}" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rlearner.get_importance(X=X, \n", " tau=rlearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:29:16.388609Z", "start_time": "2019-10-17T19:29:12.454230Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rlearner.plot_importance(X=X, \n", " tau=rlearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (`sklearn.inspection.permutation_importance`)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 0.747636079788208 seconds\n" ] } ], "source": [ "start_time = time.time()\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, rlearner_tau, test_size=0.3, random_state=42)\n", "model_tau_fit = model_tau.fit(X_train, y_train)\n", "\n", "perm_imp_test = permutation_importance(\n", " estimator=model_tau_fit, \n", " X=X_test, \n", " y=y_test, \n", " random_state=42).importances_mean\n", "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)\n", "\n", "print(\"Elapsed time: %s seconds\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tiger 0.380958\n", "stars 0.243383\n", "clammy 0.044792\n", "sweltering 0.028370\n", "lip 0.028354\n", "future 0.025996\n", "merciful 0.023391\n", "offer 0.022393\n", "adhesive 0.017629\n", "quixotic 0.017390\n", "eight 0.015068\n", "cute 0.015019\n", "touch 0.012206\n", "fireman 0.010353\n", "rain 0.009351\n", "dependent 0.008820\n", "playground 0.008726\n", "nonchalant 0.008371\n", "barbarous 0.007561\n", "shelf 0.007027\n", "lethal 0.006839\n", "change 0.006731\n", "wrap 0.005803\n", "rigid 0.004959\n", "damp 0.004754\n", "dtype: float64" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Test Set Permutation Importances')" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values().plot(kind='barh', figsize=(12, 8))\n", "plt.title('Test Set Permutation Importances')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shapley Values" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:29:17.980335Z", "start_time": "2019-10-17T19:29:16.390512Z" } }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': array([[-9.48568815e-03, 1.65557909e-01, 9.65632978e-03, ...,\n", " 6.62268061e-05, -5.09259836e-03, -1.59912241e-01],\n", " [ 6.55774283e-02, -2.04946202e-01, 1.18588613e-02, ...,\n", " -7.01146719e-03, -8.74117130e-03, 2.30650966e-03],\n", " [ 8.02179069e-02, 1.56186874e-01, 8.55430443e-03, ...,\n", " -7.90951441e-03, 6.48777490e-04, -1.13225597e-02],\n", " ...,\n", " [-1.58315449e-01, -1.40714473e-01, -6.53059181e-02, ...,\n", " -2.63096323e-03, -1.70126307e-02, 4.59584091e-02],\n", " [-7.90786868e-02, 1.03010179e-02, -3.98414379e-02, ...,\n", " -7.10201485e-03, -3.18090224e-03, 2.14761644e-03],\n", " [-1.20000199e-01, 4.60188357e-01, 2.63232980e-02, ...,\n", " -1.89560835e-02, 1.38353213e-02, 9.37838351e-03]])}" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap_rlearner = rlearner.get_shap_values(X=X, tau=rlearner_tau)\n", "shap_rlearner" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:29:21.337469Z", "start_time": "2019-10-17T19:29:17.982850Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# without providing shap_dict\n", "rlearner.plot_shap_values(X=X, tau=rlearner_tau, features=feature_names)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "ExecuteTime": { "end_time": "2019-10-17T19:29:22.976295Z", "start_time": "2019-10-17T19:29:21.339452Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# with providing shap_dict\n", "rlearner.plot_shap_values(shap_dict=shap_rlearner)" ] }, { "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": "3.7.4" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "365.391px" }, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }