{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Contributions comparing plot\n", "\n", "compare_plot is a method that displays scatter plot of contributions of several individuals.
\n", "The purpose of these representations is to understand where the difference of predictions of several indivuals stems from.
\n", "\n", "This tutorial presents the different parameters you can use in compare_plot to tune output.\n", "\n", "Contents:\n", "- Loading dataset and fitting a model.\n", "\n", "- Regression case: Specify the target modality to display.\n", "\n", "- Input parameters\n", "\n", "- Classification case\n", "\n", "\n", "Data from Kaggle: [House Prices](https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from catboost import CatBoostRegressor\n", "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building Supervized Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### First Step : Load house prices data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from shapash.data.data_loader import data_loading\n", "house_df, house_dict = data_loading('house_prices')\n", "y_df = house_df['SalePrice'].to_frame()\n", "X_df = house_df[house_df.columns.difference(['SalePrice'])]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
1stFlrSF2ndFlrSF3SsnPorchBedroomAbvGrBldgTypeBsmtCondBsmtExposureBsmtFinSF1BsmtFinSF2BsmtFinType1...SaleTypeScreenPorchStreetTotRmsAbvGrdTotalBsmtSFUtilitiesWoodDeckSFYearBuiltYearRemodAddYrSold
Id
185685403Single-family DetachedTypical - slight dampness allowedNo Exposure/No Basement7060Good Living Quarters...Warranty Deed - Conventional0Paved8856All public Utilities (E,G,W,& S)0200320032008
21262003Single-family DetachedTypical - slight dampness allowedGood Exposure9780Average Living Quarters...Warranty Deed - Conventional0Paved61262All public Utilities (E,G,W,& S)298197619762007
392086603Single-family DetachedTypical - slight dampness allowedMimimum Exposure4860Good Living Quarters...Warranty Deed - Conventional0Paved6920All public Utilities (E,G,W,& S)0200120022008
496175603Single-family DetachedGoodNo Exposure/No Basement2160Average Living Quarters...Warranty Deed - Conventional0Paved7756All public Utilities (E,G,W,& S)0191519702006
51145105304Single-family DetachedTypical - slight dampness allowedAverage Exposure6550Good Living Quarters...Warranty Deed - Conventional0Paved91145All public Utilities (E,G,W,& S)192200020002008
\n", "

5 rows × 72 columns

\n", "
" ], "text/plain": [ " 1stFlrSF 2ndFlrSF 3SsnPorch BedroomAbvGr BldgType \\\n", "Id \n", "1 856 854 0 3 Single-family Detached \n", "2 1262 0 0 3 Single-family Detached \n", "3 920 866 0 3 Single-family Detached \n", "4 961 756 0 3 Single-family Detached \n", "5 1145 1053 0 4 Single-family Detached \n", "\n", " BsmtCond BsmtExposure BsmtFinSF1 \\\n", "Id \n", "1 Typical - slight dampness allowed No Exposure/No Basement 706 \n", "2 Typical - slight dampness allowed Good Exposure 978 \n", "3 Typical - slight dampness allowed Mimimum Exposure 486 \n", "4 Good No Exposure/No Basement 216 \n", "5 Typical - slight dampness allowed Average Exposure 655 \n", "\n", " BsmtFinSF2 BsmtFinType1 ... SaleType \\\n", "Id ... \n", "1 0 Good Living Quarters ... Warranty Deed - Conventional \n", "2 0 Average Living Quarters ... Warranty Deed - Conventional \n", "3 0 Good Living Quarters ... Warranty Deed - Conventional \n", "4 0 Average Living Quarters ... Warranty Deed - Conventional \n", "5 0 Good Living Quarters ... Warranty Deed - Conventional \n", "\n", " ScreenPorch Street TotRmsAbvGrd TotalBsmtSF \\\n", "Id \n", "1 0 Paved 8 856 \n", "2 0 Paved 6 1262 \n", "3 0 Paved 6 920 \n", "4 0 Paved 7 756 \n", "5 0 Paved 9 1145 \n", "\n", " Utilities WoodDeckSF YearBuilt YearRemodAdd YrSold \n", "Id \n", "1 All public Utilities (E,G,W,& S) 0 2003 2003 2008 \n", "2 All public Utilities (E,G,W,& S) 298 1976 1976 2007 \n", "3 All public Utilities (E,G,W,& S) 0 2001 2002 2008 \n", "4 All public Utilities (E,G,W,& S) 0 1915 1970 2006 \n", "5 All public Utilities (E,G,W,& S) 192 2000 2000 2008 \n", "\n", "[5 rows x 72 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Second step : Encode the categorical variables" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from category_encoders import OrdinalEncoder\n", "\n", "categorical_features = [col for col in X_df.columns if X_df[col].dtype == 'object']\n", "\n", "encoder = OrdinalEncoder(\n", " cols=categorical_features,\n", " handle_unknown='ignore',\n", " return_df=True).fit(X_df)\n", "\n", "X_df = encoder.transform(X_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regression case" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Third step : Get your dataset ready and fit your model" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "Xtrain, Xtest, ytrain, ytest = train_test_split(X_df, y_df, train_size=0.75, random_state=1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "regressor = CatBoostRegressor(n_estimators=50).fit(Xtrain, ytrain, verbose=False)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "y_pred = pd.DataFrame(regressor.predict(Xtest), columns=['pred'], index=Xtest.index)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Declare and compile your SmartExplainer explainer" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from shapash import SmartExplainer" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "xpl = SmartExplainer(\n", " model=regressor,\n", " preprocessing=encoder, # Optional: compile step can use inverse_transform method\n", " features_dict=house_dict # Optional parameter, dict specifies label for features name \n", ") " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'General zoning classification'" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "house_dict['MSZoning']" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Backend: Shap TreeExplainer\n" ] } ], "source": [ "xpl.compile(\n", " x=Xtest,\n", " y_pred=y_pred # Optional\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare_plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that your explainer is ready, you can use the compare_plot to understand how two (or more) individuals are different.\n", "\n", "For example, if you want to compare the first two individuals of the `Xtest` dataset, you have several ways to do it :\n", "\n", "- you can use the `row_num` parameter by using `row_num = [0, 1]`\n", "\n", "- You can also directly use the indexes, by `index = [Xtest.index[0], Xtest.index[1]]`\n", "\n", "- You can also use directly the index numbers : `index = [259, 268]`\n", "\n", "The result of each the methods above is the same :" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xpl.plot.compare_plot(index=[Xtest.index[0], Xtest.index[1]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we can see that the 'Ground living area square feet' contributes a lot more for Id 268 than Id 259.\n", "\n", "We can see more details of a specific point on hover. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Number of features displayed" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, the number of features displayed by the compare_plot is 20. You can modify it with the `max_features` parameter. You can also compare more than 2 individuals:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xpl.plot.compare_plot(row_num=[0, 1, 2, 3, 4], max_features=8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also decide whether or not showing the prediction in subtitle, with the `show_predict` parameter." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xpl.plot.compare_plot(row_num=[0, 1], show_predict=False, max_features=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Classification case\n", "\n", "Transform our use case into classification:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestClassifier" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "ytrain['PriceClass'] = ytrain['SalePrice'].apply(lambda x: 1 if x < 150000 else (3 if x > 300000 else 2))\n", "label_dict = { 1 : 'Cheap', 2 : 'Moderately Expensive', 3 : 'Expensive' }" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "clf = RandomForestClassifier(n_estimators=50).fit(Xtrain,ytrain['PriceClass'])\n", "y_pred_clf = pd.DataFrame(clf.predict(Xtest), columns=['pred'], index=Xtest.index)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Declare new SmartExplainer dedicated to classification problem " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "xplclf = SmartExplainer(\n", " model=clf,\n", " preprocessing=encoder,\n", " features_dict=house_dict, \n", " label_dict=label_dict # Optional parameters: display explicit output\n", ") " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Backend: Shap TreeExplainer\n" ] } ], "source": [ "xplclf.compile(\n", " x=Xtest,\n", " y_pred=y_pred_clf\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Use label parameter of compare_plot parameter to select the explanation you want\n", "\n", "with `label` parameter, you can specify explicit label or label number." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xplclf.plot.compare_plot(row_num=[0, 1], label=1) # Equivalent to label = 'Cheap'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, if `label` parameter isn't mentioned, the last label will be used." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xplclf.plot.compare_plot(row_num=[0, 1, 2, 3], max_features=10)" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.7.11" } }, "nbformat": 4, "nbformat_minor": 4 }