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Created July 19, 2021 02:56
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shap_intro
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "shap_intro",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyNdTLSqsuAEV6WczZZbsgoU",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/nogawanogawa/3da8f256bba65c865a197736c2bd4316/shap_intro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "6U7UrDUZqhEz",
"outputId": "3b4a6b6d-e145-4ee8-dcc2-1d404ce0b1a5"
},
"source": [
"!pip install shap"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: shap in /usr/local/lib/python3.7/dist-packages (0.39.0)\n",
"Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from shap) (1.1.5)\n",
"Requirement already satisfied: scikit-learn in /usr/local/lib/python3.7/dist-packages (from shap) (0.22.2.post1)\n",
"Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from shap) (1.4.1)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from shap) (1.19.5)\n",
"Requirement already satisfied: numba in /usr/local/lib/python3.7/dist-packages (from shap) (0.51.2)\n",
"Requirement already satisfied: slicer==0.0.7 in /usr/local/lib/python3.7/dist-packages (from shap) (0.0.7)\n",
"Requirement already satisfied: cloudpickle in /usr/local/lib/python3.7/dist-packages (from shap) (1.3.0)\n",
"Requirement already satisfied: tqdm>4.25.0 in /usr/local/lib/python3.7/dist-packages (from shap) (4.41.1)\n",
"Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas->shap) (2.8.1)\n",
"Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas->shap) (2018.9)\n",
"Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->shap) (1.0.1)\n",
"Requirement already satisfied: llvmlite<0.35,>=0.34.0.dev0 in /usr/local/lib/python3.7/dist-packages (from numba->shap) (0.34.0)\n",
"Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from numba->shap) (57.2.0)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas->shap) (1.15.0)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 461
},
"id": "JM6IKQRDqgld",
"outputId": "199bbdf2-53cd-4cfc-fbd8-9505201e621f"
},
"source": [
"import xgboost\n",
"import shap\n",
"\n",
"# train an XGBoost model\n",
"X, y = shap.datasets.boston()\n",
"model = xgboost.XGBRegressor().fit(X, y)\n",
"\n",
"# explain the model's predictions using SHAP\n",
"# (same syntax works for LightGBM, CatBoost, scikit-learn, transformers, Spark, etc.)\n",
"explainer = shap.Explainer(model)\n",
"shap_values = explainer(X)\n",
"\n",
"# visualize the first prediction's explanation\n",
"shap.plots.waterfall(shap_values[0])"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"[02:55:24] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 576x468 with 3 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 337
},
"id": "HWk9ReoRr50Z",
"outputId": "540479e2-75ae-4358-d8e8-f41216f36c5c"
},
"source": [
"shap.plots.scatter(shap_values[:,\"RM\"], color=shap_values)"
],
"execution_count": 3,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 540x360 with 3 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 368
},
"id": "lS91eVHXr35L",
"outputId": "c3db4c6f-8f83-47de-e940-d98c5e4c76e4"
},
"source": [
"shap.plots.beeswarm(shap_values)"
],
"execution_count": 4,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 418
},
"id": "HjNgNeVjqnft",
"outputId": "0b674ac7-8861-4805-db34-dac75ddce8dc"
},
"source": [
"shap.plots.bar(shap_values)"
],
"execution_count": 5,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x468 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "uSvi4dqerbaY"
},
"source": [
""
],
"execution_count": 5,
"outputs": []
}
]
}
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