{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Shapash in Jupyter - Overview\n", "\n", "With this tutorial you:
\n", "Understand how Shapash works in Jupyter Notebook\n", "with a simple use case
\n", "\n", "Contents:\n", "- Build a Regressor\n", "- Compile Shapash SmartExplainer\n", "- Display global and local explanability\n", "- Export local summarized explainability with to_pandas method\n", "- Save Shapash object in pickle file\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 category_encoders import OrdinalEncoder\n", "from lightgbm import LGBMRegressor\n", "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building Supervized Model " ] }, { "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')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "y_df=house_df['SalePrice'].to_frame()\n", "X_df=house_df[house_df.columns.difference(['SalePrice'])]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MSSubClassMSZoningLotAreaStreetLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhood...EnclosedPorch3SsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
Id
12-Story 1946 & NewerResidential Low Density8450PavedRegularNear Flat/LevelAll public Utilities (E,G,W,& S)Inside lotGentle slopeCollege Creek...0000022008Warranty Deed - ConventionalNormal Sale208500
21-Story 1946 & Newer All StylesResidential Low Density9600PavedRegularNear Flat/LevelAll public Utilities (E,G,W,& S)Frontage on 2 sides of propertyGentle slopeVeenker...0000052007Warranty Deed - ConventionalNormal Sale181500
32-Story 1946 & NewerResidential Low Density11250PavedSlightly irregularNear Flat/LevelAll public Utilities (E,G,W,& S)Inside lotGentle slopeCollege Creek...0000092008Warranty Deed - ConventionalNormal Sale223500
42-Story 1945 & OlderResidential Low Density9550PavedSlightly irregularNear Flat/LevelAll public Utilities (E,G,W,& S)Corner lotGentle slopeCrawford...272000022006Warranty Deed - ConventionalAbnormal Sale140000
52-Story 1946 & NewerResidential Low Density14260PavedSlightly irregularNear Flat/LevelAll public Utilities (E,G,W,& S)Frontage on 2 sides of propertyGentle slopeNorthridge...00000122008Warranty Deed - ConventionalNormal Sale250000
\n", "

5 rows × 73 columns

\n", "
" ], "text/plain": [ " MSSubClass MSZoning LotArea Street \\\n", "Id \n", "1 2-Story 1946 & Newer Residential Low Density 8450 Paved \n", "2 1-Story 1946 & Newer All Styles Residential Low Density 9600 Paved \n", "3 2-Story 1946 & Newer Residential Low Density 11250 Paved \n", "4 2-Story 1945 & Older Residential Low Density 9550 Paved \n", "5 2-Story 1946 & Newer Residential Low Density 14260 Paved \n", "\n", " LotShape LandContour Utilities \\\n", "Id \n", "1 Regular Near Flat/Level All public Utilities (E,G,W,& S) \n", "2 Regular Near Flat/Level All public Utilities (E,G,W,& S) \n", "3 Slightly irregular Near Flat/Level All public Utilities (E,G,W,& S) \n", "4 Slightly irregular Near Flat/Level All public Utilities (E,G,W,& S) \n", "5 Slightly irregular Near Flat/Level All public Utilities (E,G,W,& S) \n", "\n", " LotConfig LandSlope Neighborhood ... \\\n", "Id ... \n", "1 Inside lot Gentle slope College Creek ... \n", "2 Frontage on 2 sides of property Gentle slope Veenker ... \n", "3 Inside lot Gentle slope College Creek ... \n", "4 Corner lot Gentle slope Crawford ... \n", "5 Frontage on 2 sides of property Gentle slope Northridge ... \n", "\n", " EnclosedPorch 3SsnPorch ScreenPorch PoolArea MiscVal MoSold YrSold \\\n", "Id \n", "1 0 0 0 0 0 2 2008 \n", "2 0 0 0 0 0 5 2007 \n", "3 0 0 0 0 0 9 2008 \n", "4 272 0 0 0 0 2 2006 \n", "5 0 0 0 0 0 12 2008 \n", "\n", " SaleType SaleCondition SalePrice \n", "Id \n", "1 Warranty Deed - Conventional Normal Sale 208500 \n", "2 Warranty Deed - Conventional Normal Sale 181500 \n", "3 Warranty Deed - Conventional Normal Sale 223500 \n", "4 Warranty Deed - Conventional Abnormal Sale 140000 \n", "5 Warranty Deed - Conventional Normal Sale 250000 \n", "\n", "[5 rows x 73 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "house_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Encoding Categorical Features " ] }, { "cell_type": "code", "execution_count": 5, "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": [ "#### Train / Test Split" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "Xtrain, Xtest, ytrain, ytest = train_test_split(X_df, y_df, train_size=0.75, random_state=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Model Fitting" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "regressor = LGBMRegressor(n_estimators=200).fit(Xtrain,ytrain)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "y_pred = pd.DataFrame(regressor.predict(Xtest),columns=['pred'],index=Xtest.index)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Understand my model with shapash" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Declare and Compile SmartExplainer " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from shapash import SmartExplainer" ] }, { "cell_type": "code", "execution_count": 10, "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": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Backend: Shap TreeExplainer\n" ] } ], "source": [ "xpl.compile(x=Xtest,\n", " y_pred=y_pred,\n", " y_target=ytest, # Optional: allows to display True Values vs Predicted Values\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Display features importance" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xpl.plot.features_importance()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Focus on a specific subset\n", "\n", "You can use the features_importance method to compare the contribution of features of a subset to the global features importance" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "subset = [ 168, 54, 995, 799, 310, 322, 1374,\n", " 1106, 232, 645, 1170, 1229, 703, 66, \n", " 886, 160, 191, 1183, 1037, 991, 482, \n", " 725, 410, 59, 28, 719, 337, 36]\n", "xpl.plot.features_importance(selection=subset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Understand how a feature contributes\n", "\n", "- The contribution_plot allows to analyse how one feature affects prediction\n", "- Type of plot depends on the type of features\n", "- You can use feature name, feature label or feature number to specify which feature you want to analyze" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xpl.plot.contribution_plot(\"OverallQual\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xpl.plot.contribution_plot(\"Second floor square feet\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Display a Summarized but Explicit local explainability" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Filter method\n", "\n", "Use the filter method to specify how to summarize local explainability
\n", "There are 4 parameters to customize the summary:
\n", "- max_contrib : maximum number of criteria to display\n", "- threshold : minimum value of the contribution (in absolute value) necessary to display a criterion\n", "- positive : display only positive contribution? Negative?(default None)\n", "- features_to_hide : list of features you don't want to display" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "xpl.filter(max_contrib=8,threshold=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Display local plot, applying your filter\n", "\n", "you can use row_num, index or query parameter to specify which prediction you want to explain" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "xpl.plot.local_plot(index=560)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Save your Explainer & Export results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Export your local explanation to pandas DataFrame:\n", "\n", "to_pandas method has the same parameters as the filter method" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "summary_df= xpl.to_pandas(\n", " max_contrib=3, # Number Max of features to show in summary\n", " threshold=5000,\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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predfeature_1value_1contribution_1feature_2value_2contribution_2feature_3value_3contribution_3
259209141.256921Ground living area square feet179213710.4Overall material and finish of the house712776.3Total square feet of basement area963-5103.03
268178734.474531Ground living area square feet219229747Overall material and finish of the house5-26151.3Overall condition of the house89190.84
289113950.844570Overall material and finish of the house5-24730Ground living area square feet900-16342.6Total square feet of basement area882-5922.64
65074957.162142Overall material and finish of the house4-33927.7Ground living area square feet630-23234.4Total square feet of basement area630-11687.9
1234135305.243500Overall material and finish of the house5-25445.7Ground living area square feet1188-11476.6Condition of saleAbnormal Sale-5071.82
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" ], "text/plain": [ " pred feature_1 value_1 \\\n", "259 209141.256921 Ground living area square feet 1792 \n", "268 178734.474531 Ground living area square feet 2192 \n", "289 113950.844570 Overall material and finish of the house 5 \n", "650 74957.162142 Overall material and finish of the house 4 \n", "1234 135305.243500 Overall material and finish of the house 5 \n", "\n", " contribution_1 feature_2 value_2 \\\n", "259 13710.4 Overall material and finish of the house 7 \n", "268 29747 Overall material and finish of the house 5 \n", "289 -24730 Ground living area square feet 900 \n", "650 -33927.7 Ground living area square feet 630 \n", "1234 -25445.7 Ground living area square feet 1188 \n", "\n", " contribution_2 feature_3 value_3 \\\n", "259 12776.3 Total square feet of basement area 963 \n", "268 -26151.3 Overall condition of the house 8 \n", "289 -16342.6 Total square feet of basement area 882 \n", "650 -23234.4 Total square feet of basement area 630 \n", "1234 -11476.6 Condition of sale Abnormal Sale \n", "\n", " contribution_3 \n", "259 -5103.03 \n", "268 9190.84 \n", "289 -5922.64 \n", "650 -11687.9 \n", "1234 -5071.82 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "summary_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Save your explainer in Pickle File\n", "\n", "You can save the SmartExplainer Object in a pickle file to make new plots later or launch the WebApp again" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "xpl.save('./xpl.pkl')" ] } ], "metadata": { "celltoolbar": "Aucun(e)", "hide_input": false, "kernelspec": { "display_name": "Python 3.9.13", "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": "3.9.13" }, "pycharm": { "stem_cell": { "cell_type": "raw", "metadata": { "collapsed": false }, "source": [] } }, "vscode": { "interpreter": { "hash": "6dbaec60c0b0d722a3fa908c2fd7b738d946da6332c67fea5eea602801fdaf43" } } }, "nbformat": 4, "nbformat_minor": 4 }