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@QuantumDamage
Created January 12, 2019 15:15
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shap.summary_plot czyli kilka kolejnych słów o zaglądaniu do modelu
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# Kod 1\n\nimport pandas as pd\nfrom sklearn.datasets import load_breast_cancer\n\nfrom sklearn.tree import DecisionTreeClassifier\nfrom sklearn.ensemble import RandomForestClassifier\n\nfrom sklearn.model_selection import train_test_split\n \nbreast_cancer = load_breast_cancer()\nX = pd.DataFrame(breast_cancer[\"data\"], \n columns = breast_cancer[\"feature_names\"])\ny = pd.Series(breast_cancer[\"target\"])\n \nhyperparameters = {\"criterion\": 'gini', \n \"max_depth\": 5, \n \"min_samples_leaf\": 1, \n \"min_samples_split\": 2, \n \"random_state\": 42}\n \nestimator_tree = DecisionTreeClassifier(random_state = hyperparameters[\"random_state\"], \n criterion = hyperparameters[\"criterion\"], \n max_depth = hyperparameters[\"max_depth\"], \n min_samples_leaf = hyperparameters[\"min_samples_leaf\"], \n min_samples_split = hyperparameters[\"min_samples_split\"])\n\nestimator_forest = RandomForestClassifier(random_state = hyperparameters[\"random_state\"], \n criterion = hyperparameters[\"criterion\"], \n max_depth = hyperparameters[\"max_depth\"], \n min_samples_leaf = hyperparameters[\"min_samples_leaf\"], \n min_samples_split = hyperparameters[\"min_samples_split\"],\n n_estimators = 100)\n\nX_train, X_test, y_train, y_test = train_test_split(X, y, \n test_size = 0.25, \n random_state = 42)\nestimator_tree.fit(X = X_train, y = y_train)\nestimator_forest.fit(X = X_train, y = y_train)",
"execution_count": 1,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 1,
"data": {
"text/plain": "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n max_depth=5, max_features='auto', max_leaf_nodes=None,\n min_impurity_decrease=0.0, min_impurity_split=None,\n min_samples_leaf=1, min_samples_split=2,\n min_weight_fraction_leaf=0.0, n_estimators=100, n_jobs=1,\n oob_score=False, random_state=42, verbose=0, warm_start=False)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# Kod 2\n\nimport shap\nexplainer_tree = shap.TreeExplainer(estimator_tree)\nshap_values_tree = explainer_tree.shap_values(X_test)\nshap.summary_plot(shap_values_tree[1], X_test)",
"execution_count": 4,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 576x684 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "explainer_forest = shap.TreeExplainer(estimator_forest)\nshap_values_forest = explainer_forest.shap_values(X_test)\nshap.summary_plot(shap_values_forest[1], X_test)",
"execution_count": 5,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 576x684 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "from sklearn.metrics import accuracy_score",
"execution_count": 6,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "print(accuracy_score(y_true = y_test, y_pred = estimator_tree.predict(X_test)))\nprint(accuracy_score(y_true = y_test, y_pred = estimator_forest.predict(X_test)))",
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"text": "0.958041958041958\n0.965034965034965\n",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "print(y_train.value_counts())\nprint(y_test.value_counts())",
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": "1 268\n0 158\ndtype: int64\n1 89\n0 54\ndtype: int64\n",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"_draft": {
"nbviewer_url": "https://gist.github.com/3ef9d83effd915b4936a731760997a63"
},
"gist": {
"id": "3ef9d83effd915b4936a731760997a63",
"data": {
"description": "shap.summary_plot czyli kilka kolejnych słów o zaglądaniu do modelu",
"public": true
}
},
"kernelspec": {
"name": "conda-env-jakbadacdane.pl-py",
"display_name": "Python [conda env:jakbadacdane.pl]",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.6",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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