tutorial/tutorial02-Shapash-overview-in-Jupyter.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Shapash in Jupyter - Overview\n",
    "\n",
    "<b>With this tutorial you:</b><br />\n",
    "Understand how Shapash works in Jupyter Notebook\n",
    "with a simple use case<br />\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": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>...</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2-Story 1946 &amp; Newer</td>\n",
       "      <td>Residential Low Density</td>\n",
       "      <td>8450</td>\n",
       "      <td>Paved</td>\n",
       "      <td>Regular</td>\n",
       "      <td>Near Flat/Level</td>\n",
       "      <td>All public Utilities (E,G,W,&amp; S)</td>\n",
       "      <td>Inside lot</td>\n",
       "      <td>Gentle slope</td>\n",
       "      <td>College Creek</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>Warranty Deed - Conventional</td>\n",
       "      <td>Normal Sale</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1-Story 1946 &amp; Newer All Styles</td>\n",
       "      <td>Residential Low Density</td>\n",
       "      <td>9600</td>\n",
       "      <td>Paved</td>\n",
       "      <td>Regular</td>\n",
       "      <td>Near Flat/Level</td>\n",
       "      <td>All public Utilities (E,G,W,&amp; S)</td>\n",
       "      <td>Frontage on 2 sides of property</td>\n",
       "      <td>Gentle slope</td>\n",
       "      <td>Veenker</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>Warranty Deed - Conventional</td>\n",
       "      <td>Normal Sale</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2-Story 1946 &amp; Newer</td>\n",
       "      <td>Residential Low Density</td>\n",
       "      <td>11250</td>\n",
       "      <td>Paved</td>\n",
       "      <td>Slightly irregular</td>\n",
       "      <td>Near Flat/Level</td>\n",
       "      <td>All public Utilities (E,G,W,&amp; S)</td>\n",
       "      <td>Inside lot</td>\n",
       "      <td>Gentle slope</td>\n",
       "      <td>College Creek</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>Warranty Deed - Conventional</td>\n",
       "      <td>Normal Sale</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2-Story 1945 &amp; Older</td>\n",
       "      <td>Residential Low Density</td>\n",
       "      <td>9550</td>\n",
       "      <td>Paved</td>\n",
       "      <td>Slightly irregular</td>\n",
       "      <td>Near Flat/Level</td>\n",
       "      <td>All public Utilities (E,G,W,&amp; S)</td>\n",
       "      <td>Corner lot</td>\n",
       "      <td>Gentle slope</td>\n",
       "      <td>Crawford</td>\n",
       "      <td>...</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>Warranty Deed - Conventional</td>\n",
       "      <td>Abnormal Sale</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2-Story 1946 &amp; Newer</td>\n",
       "      <td>Residential Low Density</td>\n",
       "      <td>14260</td>\n",
       "      <td>Paved</td>\n",
       "      <td>Slightly irregular</td>\n",
       "      <td>Near Flat/Level</td>\n",
       "      <td>All public Utilities (E,G,W,&amp; S)</td>\n",
       "      <td>Frontage on 2 sides of property</td>\n",
       "      <td>Gentle slope</td>\n",
       "      <td>Northridge</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>Warranty Deed - Conventional</td>\n",
       "      <td>Normal Sale</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 73 columns</p>\n",
       "</div>"
      ],
      "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": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001867 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 2986\n",
      "[LightGBM] [Info] Number of data points in the train set: 1095, number of used features: 66\n",
      "[LightGBM] [Info] Start training from score 182319.757078\n"
     ]
    }
   ],
   "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": [
      "INFO: Shap explainer type - <shap.explainers._tree.TreeExplainer object at 0x7f259c8e77c0>\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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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "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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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "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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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xpl.plot.contribution_plot(\"OverallQual\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "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 <br />\n",
    "There are 4 parameters to customize the summary: <br />\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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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "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": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pred</th>\n",
       "      <th>feature_1</th>\n",
       "      <th>value_1</th>\n",
       "      <th>contribution_1</th>\n",
       "      <th>feature_2</th>\n",
       "      <th>value_2</th>\n",
       "      <th>contribution_2</th>\n",
       "      <th>feature_3</th>\n",
       "      <th>value_3</th>\n",
       "      <th>contribution_3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>211538.742157</td>\n",
       "      <td>Ground living area square feet</td>\n",
       "      <td>1792</td>\n",
       "      <td>13995.651927</td>\n",
       "      <td>Overall material and finish of the house</td>\n",
       "      <td>7</td>\n",
       "      <td>13539.441353</td>\n",
       "      <td>Total square feet of basement area</td>\n",
       "      <td>963</td>\n",
       "      <td>-5652.206854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>178786.677257</td>\n",
       "      <td>Ground living area square feet</td>\n",
       "      <td>2192</td>\n",
       "      <td>27967.966278</td>\n",
       "      <td>Overall material and finish of the house</td>\n",
       "      <td>5</td>\n",
       "      <td>-26133.987559</td>\n",
       "      <td>Overall condition of the house</td>\n",
       "      <td>8</td>\n",
       "      <td>7799.924798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>111985.324660</td>\n",
       "      <td>Overall material and finish of the house</td>\n",
       "      <td>5</td>\n",
       "      <td>-25571.348315</td>\n",
       "      <td>Ground living area square feet</td>\n",
       "      <td>900</td>\n",
       "      <td>-16006.763921</td>\n",
       "      <td>Total square feet of basement area</td>\n",
       "      <td>882</td>\n",
       "      <td>-5456.989325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>73456.522515</td>\n",
       "      <td>Overall material and finish of the house</td>\n",
       "      <td>4</td>\n",
       "      <td>-34517.073676</td>\n",
       "      <td>Ground living area square feet</td>\n",
       "      <td>630</td>\n",
       "      <td>-21350.707866</td>\n",
       "      <td>Total square feet of basement area</td>\n",
       "      <td>630</td>\n",
       "      <td>-12699.371236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1234</th>\n",
       "      <td>136249.557316</td>\n",
       "      <td>Overall material and finish of the house</td>\n",
       "      <td>5</td>\n",
       "      <td>-26469.235405</td>\n",
       "      <td>Ground living area square feet</td>\n",
       "      <td>1188</td>\n",
       "      <td>-10980.550285</td>\n",
       "      <td>Condition of sale</td>\n",
       "      <td>Abnormal Sale</td>\n",
       "      <td>-5240.009373</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               pred                                 feature_1 value_1  \\\n",
       "259   211538.742157            Ground living area square feet    1792   \n",
       "268   178786.677257            Ground living area square feet    2192   \n",
       "289   111985.324660  Overall material and finish of the house       5   \n",
       "650    73456.522515  Overall material and finish of the house       4   \n",
       "1234  136249.557316  Overall material and finish of the house       5   \n",
       "\n",
       "     contribution_1                                 feature_2 value_2  \\\n",
       "259    13995.651927  Overall material and finish of the house       7   \n",
       "268    27967.966278  Overall material and finish of the house       5   \n",
       "289   -25571.348315            Ground living area square feet     900   \n",
       "650   -34517.073676            Ground living area square feet     630   \n",
       "1234  -26469.235405            Ground living area square feet    1188   \n",
       "\n",
       "     contribution_2                           feature_3        value_3  \\\n",
       "259    13539.441353  Total square feet of basement area            963   \n",
       "268   -26133.987559      Overall condition of the house              8   \n",
       "289   -16006.763921  Total square feet of basement area            882   \n",
       "650   -21350.707866  Total square feet of basement area            630   \n",
       "1234  -10980.550285                   Condition of sale  Abnormal Sale   \n",
       "\n",
       "     contribution_3  \n",
       "259    -5652.206854  \n",
       "268     7799.924798  \n",
       "289    -5456.989325  \n",
       "650   -12699.371236  \n",
       "1234   -5240.009373  "
      ]
     },
     "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": "keltarif_39",
   "language": "python",
   "name": "keltarif_39"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  },
  "vscode": {
   "interpreter": {
    "hash": "6dbaec60c0b0d722a3fa908c2fd7b738d946da6332c67fea5eea602801fdaf43"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}