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shap_cross_validation.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"name": "shap_cross_validation.ipynb", | |
"provenance": [], | |
"collapsed_sections": [], | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/L-Ramos/743319d0c405b386d481c924e0fc6789/shap_cross_validation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "wfvI65caAmXC", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "fecde2f1-9092-4ea8-9d7b-f0c60aa6eb04" | |
}, | |
"source": [ | |
"#install shap\n", | |
"!pip install shap" | |
], | |
"execution_count": 1, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"Collecting shap\n", | |
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/b9/f4/c5b95cddae15be80f8e58b25edceca105aa83c0b8c86a1edad24a6af80d3/shap-0.39.0.tar.gz (356kB)\n", | |
"\r\u001b[K |█ | 10kB 12.2MB/s eta 0:00:01\r\u001b[K |█▉ | 20kB 17.4MB/s eta 0:00:01\r\u001b[K |██▊ | 30kB 15.5MB/s eta 0:00:01\r\u001b[K |███▊ | 40kB 13.6MB/s eta 0:00:01\r\u001b[K |████▋ | 51kB 12.8MB/s eta 0:00:01\r\u001b[K |█████▌ | 61kB 13.3MB/s eta 0:00:01\r\u001b[K |██████▍ | 71kB 13.7MB/s eta 0:00:01\r\u001b[K |███████▍ | 81kB 12.1MB/s eta 0:00:01\r\u001b[K |████████▎ | 92kB 13.1MB/s eta 0:00:01\r\u001b[K |█████████▏ | 102kB 13.1MB/s eta 0:00:01\r\u001b[K |██████████▏ | 112kB 13.1MB/s eta 0:00:01\r\u001b[K |███████████ | 122kB 13.1MB/s eta 0:00:01\r\u001b[K |████████████ | 133kB 13.1MB/s eta 0:00:01\r\u001b[K |████████████▉ | 143kB 13.1MB/s eta 0:00:01\r\u001b[K |█████████████▉ | 153kB 13.1MB/s eta 0:00:01\r\u001b[K |██████████████▊ | 163kB 13.1MB/s eta 0:00:01\r\u001b[K |███████████████▋ | 174kB 13.1MB/s eta 0:00:01\r\u001b[K |████████████████▋ | 184kB 13.1MB/s eta 0:00:01\r\u001b[K |█████████████████▌ | 194kB 13.1MB/s eta 0:00:01\r\u001b[K |██████████████████▍ | 204kB 13.1MB/s eta 0:00:01\r\u001b[K |███████████████████▎ | 215kB 13.1MB/s eta 0:00:01\r\u001b[K |████████████████████▎ | 225kB 13.1MB/s eta 0:00:01\r\u001b[K |█████████████████████▏ | 235kB 13.1MB/s eta 0:00:01\r\u001b[K |██████████████████████ | 245kB 13.1MB/s eta 0:00:01\r\u001b[K |███████████████████████ | 256kB 13.1MB/s eta 0:00:01\r\u001b[K |████████████████████████ | 266kB 13.1MB/s eta 0:00:01\r\u001b[K |████████████████████████▉ | 276kB 13.1MB/s eta 0:00:01\r\u001b[K |█████████████████████████▊ | 286kB 13.1MB/s eta 0:00:01\r\u001b[K |██████████████████████████▊ | 296kB 13.1MB/s eta 0:00:01\r\u001b[K |███████████████████████████▋ | 307kB 13.1MB/s eta 0:00:01\r\u001b[K |████████████████████████████▌ | 317kB 13.1MB/s eta 0:00:01\r\u001b[K |█████████████████████████████▍ | 327kB 13.1MB/s eta 0:00:01\r\u001b[K |██████████████████████████████▍ | 337kB 13.1MB/s eta 0:00:01\r\u001b[K |███████████████████████████████▎| 348kB 13.1MB/s eta 0:00:01\r\u001b[K |████████████████████████████████| 358kB 13.1MB/s \n", | |
"\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from shap) (1.19.5)\n", | |
"Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from shap) (1.4.1)\n", | |
"Requirement already satisfied: scikit-learn in /usr/local/lib/python3.7/dist-packages (from shap) (0.22.2.post1)\n", | |
"Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from shap) (1.1.5)\n", | |
"Requirement already satisfied: tqdm>4.25.0 in /usr/local/lib/python3.7/dist-packages (from shap) (4.41.1)\n", | |
"Collecting slicer==0.0.7\n", | |
" Downloading https://files.pythonhosted.org/packages/78/c2/b3f55dfdb8af9812fdb9baf70cacf3b9e82e505b2bd4324d588888b81202/slicer-0.0.7-py3-none-any.whl\n", | |
"Requirement already satisfied: numba in /usr/local/lib/python3.7/dist-packages (from shap) (0.51.2)\n", | |
"Requirement already satisfied: cloudpickle in /usr/local/lib/python3.7/dist-packages (from shap) (1.3.0)\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: 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: setuptools in /usr/local/lib/python3.7/dist-packages (from numba->shap) (56.0.0)\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: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas->shap) (1.15.0)\n", | |
"Building wheels for collected packages: shap\n", | |
" Building wheel for shap (setup.py) ... \u001b[?25l\u001b[?25hdone\n", | |
" Created wheel for shap: filename=shap-0.39.0-cp37-cp37m-linux_x86_64.whl size=491621 sha256=701d8f1190aa3daf7cb12304ae603cb4f532743a00bcfa5bf85481c5111f47f0\n", | |
" Stored in directory: /root/.cache/pip/wheels/15/27/f5/a8ab9da52fd159aae6477b5ede6eaaec69fd130fa0fa59f283\n", | |
"Successfully built shap\n", | |
"Installing collected packages: slicer, shap\n", | |
"Successfully installed shap-0.39.0 slicer-0.0.7\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "04tXJAw_KjyY" | |
}, | |
"source": [ | |
"from sklearn.model_selection import train_test_split\n", | |
"from sklearn.datasets import load_breast_cancer\n", | |
"from sklearn.ensemble import RandomForestClassifier\n", | |
"from sklearn.model_selection import KFold\n", | |
"import shap\n", | |
"import pandas as pd\n", | |
"import numpy as np" | |
], | |
"execution_count": 2, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "tw8htt4NKNv1" | |
}, | |
"source": [ | |
"**Generating an explanation for 1 iteration**" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "HJfGBXM4Cx3z", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 585 | |
}, | |
"outputId": "c18a0c34-b039-468a-a0c3-969c600fafce" | |
}, | |
"source": [ | |
"\n", | |
"#loading and preparing the data\n", | |
"iris = load_breast_cancer()\n", | |
"X = iris.data\n", | |
"y = iris.target\n", | |
"columns = iris.feature_names\n", | |
"X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n", | |
"X_train = pd.DataFrame(X_train,columns=columns)\n", | |
"X_test = pd.DataFrame(X_test,columns=columns)\n", | |
"\n", | |
"#training model\n", | |
"clf = RandomForestClassifier(random_state=0)\n", | |
"clf.fit(X_train, y_train)\n", | |
"\n", | |
"#explaining model\n", | |
"explainer = shap.TreeExplainer(clf)\n", | |
"shap_values = explainer.shap_values(X_test)\n", | |
"#shap_values of 1 for positive label\n", | |
"shap.summary_plot(shap_values[1], X_test)" | |
], | |
"execution_count": 3, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 576x684 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "fzgtWWiHKVLy" | |
}, | |
"source": [ | |
"**Generating explanations for multiple iterations and condensing in one plot.**" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "GUCHVURRCvMS" | |
}, | |
"source": [ | |
"#loading and preparing the data\n", | |
"iris = load_breast_cancer()\n", | |
"X = iris.data\n", | |
"y = iris.target\n", | |
"columns = iris.feature_names\n", | |
"#if you don't shuffle you wont need to keep track of test_index, but I think \n", | |
"#it is always good practice to shuffle your data\n", | |
"kf = KFold(n_splits=5,shuffle=True)\n", | |
"\n", | |
"list_shap_values = list()\n", | |
"list_test_sets = list()\n", | |
"for train_index, test_index in kf.split(X):\n", | |
" X_train, X_test = X[train_index], X[test_index]\n", | |
" y_train, y_test = y[train_index], y[test_index]\n", | |
" X_train = pd.DataFrame(X_train,columns=columns)\n", | |
" X_test = pd.DataFrame(X_test,columns=columns)\n", | |
"\n", | |
" #training model\n", | |
" clf = RandomForestClassifier(random_state=0)\n", | |
" clf.fit(X_train, y_train)\n", | |
"\n", | |
" #explaining model\n", | |
" explainer = shap.TreeExplainer(clf)\n", | |
" shap_values = explainer.shap_values(X_test)\n", | |
" #for each iteration we save the test_set index and the shap_values\n", | |
" list_shap_values.append(shap_values)\n", | |
" list_test_sets.append(test_index)" | |
], | |
"execution_count": 4, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "-rC4zGSAMDys" | |
}, | |
"source": [ | |
"Now we just need to put all these values together and generate the plot." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "auoSCYOFDCmj" | |
}, | |
"source": [ | |
"#combining results from all iterations\n", | |
"test_set = list_test_sets[0]\n", | |
"shap_values = np.array(list_shap_values[0])\n", | |
"for i in range(1,len(list_test_sets)):\n", | |
" test_set = np.concatenate((test_set,list_test_sets[i]),axis=0)\n", | |
" shap_values = np.concatenate((shap_values,np.array(list_shap_values[i])),axis=1)\n", | |
"#bringing back variable names \n", | |
"X_test = pd.DataFrame(X[test_set],columns=columns)" | |
], | |
"execution_count": 5, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "wvMi-IaqM1-i", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 585 | |
}, | |
"outputId": "d1913048-073d-4581-c373-0ff4744f37d0" | |
}, | |
"source": [ | |
"#creating explanation plot for the whole experiment, the first dimension from shap_values indicate the class we are predicting (0=0, 1=1)\n", | |
"shap.summary_plot(shap_values[1], X_test)" | |
], | |
"execution_count": 10, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 576x684 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 337 | |
}, | |
"id": "p_rfwmsAiVbD", | |
"outputId": "c4a4f575-71ff-4bba-ea66-4ff1a369ec25" | |
}, | |
"source": [ | |
"#dependence plot, the first number (0) is the index of the column to be plotted\n", | |
"shap.dependence_plot(0,shap_values[1], X_test)" | |
], | |
"execution_count": 17, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 540x360 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
} | |
] | |
} |
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shouldn't we concatenate on axis=0 when we are putting it together again?
i.e.