{
  "cells": [
    {
      "cell_type": "markdown",
      "id": "dddd825e",
      "metadata": {},
      "source": [
        "# Shapash - Recourse and What-If Simulation\n",
        "\n",
        "This notebook shows how to simulate changes on an individual (what-if) and measure their impact on prediction and local contributions."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "6b8410f2",
      "metadata": {},
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "from category_encoders import one_hot\n",
        "from sklearn.ensemble import RandomForestRegressor\n",
        "from sklearn.metrics import mean_absolute_error, r2_score\n",
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "from shapash import SmartExplainer\n",
        "from shapash.data.data_loader import data_loading"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "6c27eb6d",
      "metadata": {},
      "source": [
        "## 1. Load data and train a baseline model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "74f40673",
      "metadata": {},
      "outputs": [
        {
          "data": {
            "application/vnd.microsoft.datawrangler.viewer.v0+json": {
              "columns": [
                {
                  "name": "index",
                  "rawType": "object",
                  "type": "string"
                },
                {
                  "name": "MAE",
                  "rawType": "float64",
                  "type": "float"
                },
                {
                  "name": "R2",
                  "rawType": "float64",
                  "type": "float"
                }
              ],
              "ref": "263b6d45-8172-437f-9bba-dbb918dccbef",
              "rows": [
                [
                  "train",
                  "6608.674547945206",
                  "0.9787561156935661"
                ],
                [
                  "test",
                  "16927.454356164384",
                  "0.8933074598449594"
                ]
              ],
              "shape": {
                "columns": 2,
                "rows": 2
              }
            },
            "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>MAE</th>\n",
              "      <th>R2</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>train</th>\n",
              "      <td>6608.674548</td>\n",
              "      <td>0.978756</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>test</th>\n",
              "      <td>16927.454356</td>\n",
              "      <td>0.893307</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                MAE        R2\n",
              "train   6608.674548  0.978756\n",
              "test   16927.454356  0.893307"
            ]
          },
          "execution_count": 2,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "house_df, house_dict = data_loading(\"house_prices\")\n",
        "\n",
        "target_name = \"SalePrice\"\n",
        "X_raw = house_df.drop(columns=[target_name]).copy()\n",
        "y = house_df[[target_name]]\n",
        "\n",
        "categorical_cols = X_raw.select_dtypes(include=[\"object\", \"category\"]).columns.tolist()\n",
        "numeric_cols = [c for c in X_raw.columns if c not in categorical_cols]\n",
        "\n",
        "X_train_raw, X_test_raw, y_train, y_test = train_test_split(\n",
        "    X_raw, y, test_size=0.25, random_state=42\n",
        ")\n",
        "\n",
        "num_fill_values = X_train_raw[numeric_cols].median()\n",
        "cat_fill_values = X_train_raw[categorical_cols].mode(dropna=True).iloc[0]\n",
        "\n",
        "X_train_ready = X_train_raw.copy()\n",
        "X_test_ready = X_test_raw.copy()\n",
        "X_train_ready[numeric_cols] = X_train_ready[numeric_cols].fillna(num_fill_values)\n",
        "X_test_ready[numeric_cols] = X_test_ready[numeric_cols].fillna(num_fill_values)\n",
        "X_train_ready[categorical_cols] = X_train_ready[categorical_cols].fillna(cat_fill_values)\n",
        "X_test_ready[categorical_cols] = X_test_ready[categorical_cols].fillna(cat_fill_values)\n",
        "\n",
        "preprocessing = one_hot.OneHotEncoder(cols=categorical_cols)\n",
        "X_train = preprocessing.fit_transform(X_train_ready)\n",
        "X_test = preprocessing.transform(X_test_ready)\n",
        "\n",
        "model = RandomForestRegressor(n_estimators=300, random_state=42, n_jobs=-1)\n",
        "model.fit(X_train, y_train.iloc[:, 0])\n",
        "\n",
        "pred_train = model.predict(X_train)\n",
        "pred_test = model.predict(X_test)\n",
        "\n",
        "metrics = pd.DataFrame(\n",
        "    {\n",
        "        \"MAE\": [\n",
        "            mean_absolute_error(y_train.iloc[:, 0], pred_train),\n",
        "            mean_absolute_error(y_test.iloc[:, 0], pred_test),\n",
        "        ],\n",
        "        \"R2\": [\n",
        "            r2_score(y_train.iloc[:, 0], pred_train),\n",
        "            r2_score(y_test.iloc[:, 0], pred_test),\n",
        "        ],\n",
        "    },\n",
        "    index=[\"train\", \"test\"],\n",
        ")\n",
        "metrics"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "a5c594a7",
      "metadata": {},
      "source": [
        "## 2. Compile a SmartExplainer for local explanations"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "id": "5185d0b4",
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "INFO: Shap explainer type - <shap.explainers._tree.TreeExplainer object at 0x10d059b20>\n"
          ]
        },
        {
          "data": {
            "image/png": 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"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "xpl = SmartExplainer(\n",
        "    model=model,\n",
        "    preprocessing=preprocessing,\n",
        "    features_dict=house_dict,\n",
        "    title_story=\"House prices - what-if recourse\",\n",
        ")\n",
        "\n",
        "y_pred_test_df = pd.DataFrame(pred_test, index=X_test_raw.index, columns=[target_name])\n",
        "\n",
        "xpl.compile(\n",
        "    x=X_test,\n",
        "    y_pred=y_pred_test_df,\n",
        "    y_target=y_test,\n",
        "    additional_data=X_test_ready,\n",
        ")\n",
        "\n",
        "xpl.plot.features_importance()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "6575cb91",
      "metadata": {},
      "source": [
        "## 3. Select one individual to improve"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "id": "df5dbe53",
      "metadata": {},
      "outputs": [
        {
          "data": {
            "application/vnd.microsoft.datawrangler.viewer.v0+json": {
              "columns": [
                {
                  "name": "index",
                  "rawType": "object",
                  "type": "string"
                },
                {
                  "name": "637",
                  "rawType": "object",
                  "type": "unknown"
                }
              ],
              "ref": "1cea1fee-47d5-4b75-bffa-5700e605f0b0",
              "rows": [
                [
                  "MSSubClass",
                  "1-Story 1945 & Older"
                ],
                [
                  "MSZoning",
                  "Residential Medium Density"
                ],
                [
                  "LotArea",
                  "6120"
                ],
                [
                  "Street",
                  "Paved"
                ],
                [
                  "LotShape",
                  "Regular"
                ],
                [
                  "LandContour",
                  "Near Flat/Level"
                ],
                [
                  "Utilities",
                  "All public Utilities (E,G,W,& S)"
                ],
                [
                  "LotConfig",
                  "Inside lot"
                ],
                [
                  "LandSlope",
                  "Gentle slope"
                ],
                [
                  "Neighborhood",
                  "Brookside"
                ],
                [
                  "Condition1",
                  "Normal"
                ],
                [
                  "Condition2",
                  "Normal"
                ],
                [
                  "BldgType",
                  "Single-family Detached"
                ],
                [
                  "HouseStyle",
                  "One story"
                ],
                [
                  "OverallQual",
                  "2"
                ],
                [
                  "OverallCond",
                  "3"
                ],
                [
                  "YearBuilt",
                  "1936"
                ],
                [
                  "YearRemodAdd",
                  "1950"
                ],
                [
                  "RoofStyle",
                  "Gable"
                ],
                [
                  "RoofMatl",
                  "Standard (Composite) Shingle"
                ]
              ],
              "shape": {
                "columns": 1,
                "rows": 20
              }
            },
            "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>Id</th>\n",
              "      <th>637</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>MSSubClass</th>\n",
              "      <td>1-Story 1945 &amp; Older</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MSZoning</th>\n",
              "      <td>Residential Medium Density</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LotArea</th>\n",
              "      <td>6120</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Street</th>\n",
              "      <td>Paved</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LotShape</th>\n",
              "      <td>Regular</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LandContour</th>\n",
              "      <td>Near Flat/Level</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Utilities</th>\n",
              "      <td>All public Utilities (E,G,W,&amp; S)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LotConfig</th>\n",
              "      <td>Inside lot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LandSlope</th>\n",
              "      <td>Gentle slope</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Neighborhood</th>\n",
              "      <td>Brookside</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Condition1</th>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Condition2</th>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BldgType</th>\n",
              "      <td>Single-family Detached</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>HouseStyle</th>\n",
              "      <td>One story</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>OverallQual</th>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>OverallCond</th>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>YearBuilt</th>\n",
              "      <td>1936</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>YearRemodAdd</th>\n",
              "      <td>1950</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>RoofStyle</th>\n",
              "      <td>Gable</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>RoofMatl</th>\n",
              "      <td>Standard (Composite) Shingle</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "Id                                         637\n",
              "MSSubClass                1-Story 1945 & Older\n",
              "MSZoning            Residential Medium Density\n",
              "LotArea                                   6120\n",
              "Street                                   Paved\n",
              "LotShape                               Regular\n",
              "LandContour                    Near Flat/Level\n",
              "Utilities     All public Utilities (E,G,W,& S)\n",
              "LotConfig                           Inside lot\n",
              "LandSlope                         Gentle slope\n",
              "Neighborhood                         Brookside\n",
              "Condition1                              Normal\n",
              "Condition2                              Normal\n",
              "BldgType                Single-family Detached\n",
              "HouseStyle                           One story\n",
              "OverallQual                                  2\n",
              "OverallCond                                  3\n",
              "YearBuilt                                 1936\n",
              "YearRemodAdd                              1950\n",
              "RoofStyle                                Gable\n",
              "RoofMatl          Standard (Composite) Shingle"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "base_idx = y_pred_test_df[target_name].idxmin()\n",
        "base_row = X_test_ready.loc[[base_idx]].copy()\n",
        "base_pred = float(model.predict(preprocessing.transform(base_row))[0])\n",
        "\n",
        "base_row.assign(predicted_price=base_pred).T.head(20)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "8ee56aa9",
      "metadata": {},
      "source": [
        "## 4. Build a what-if function"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "id": "a6149199",
      "metadata": {},
      "outputs": [
        {
          "data": {
            "application/vnd.microsoft.datawrangler.viewer.v0+json": {
              "columns": [
                {
                  "name": "index",
                  "rawType": "int64",
                  "type": "integer"
                },
                {
                  "name": "baseline_prediction",
                  "rawType": "float64",
                  "type": "float"
                },
                {
                  "name": "scenario_prediction",
                  "rawType": "float64",
                  "type": "float"
                },
                {
                  "name": "delta",
                  "rawType": "float64",
                  "type": "float"
                }
              ],
              "ref": "bc3d71b8-247b-4e0c-a929-847b8bdbb248",
              "rows": [
                [
                  "0",
                  "60506.333333333336",
                  "79924.66666666667",
                  "19418.333333333336"
                ]
              ],
              "shape": {
                "columns": 3,
                "rows": 1
              }
            },
            "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>baseline_prediction</th>\n",
              "      <th>scenario_prediction</th>\n",
              "      <th>delta</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>60506.333333</td>\n",
              "      <td>79924.666667</td>\n",
              "      <td>19418.333333</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   baseline_prediction  scenario_prediction         delta\n",
              "0         60506.333333         79924.666667  19418.333333"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "def simulate_what_if(base_df, updates):\n",
        "    candidate = base_df.copy()\n",
        "    for col, value in updates.items():\n",
        "        if col not in candidate.columns:\n",
        "            raise KeyError(f\"Unknown column: {col}\")\n",
        "        candidate.loc[:, col] = value\n",
        "    pred = float(model.predict(preprocessing.transform(candidate))[0])\n",
        "    return candidate, pred\n",
        "\n",
        "scenario_updates = {\n",
        "    \"OverallQual\": min(10, int(base_row[\"OverallQual\"].iloc[0]) + 3),\n",
        "    \"GarageArea\": float(base_row[\"GarageArea\"].fillna(0).iloc[0]) + 80.0,\n",
        "    \"KitchenQual\": \"Good\",\n",
        "}\n",
        "\n",
        "scenario_row, scenario_pred = simulate_what_if(base_row, scenario_updates)\n",
        "\n",
        "comparison = pd.DataFrame(\n",
        "    {\n",
        "        \"baseline_prediction\": [base_pred],\n",
        "        \"scenario_prediction\": [scenario_pred],\n",
        "        \"delta\": [scenario_pred - base_pred],\n",
        "    }\n",
        ")\n",
        "comparison"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "22385b2e",
      "metadata": {},
      "source": [
        "## 5. Explain baseline vs what-if scenario"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "id": "e0d39369",
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "INFO: Shap explainer type - <shap.explainers._tree.TreeExplainer object at 0x11eaaaf90>\n"
          ]
        },
        {
          "data": {
            "image/png": 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"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "pair_raw = pd.concat([base_row, scenario_row], axis=0)\n",
        "pair_raw.index = [\"baseline\", \"what_if\"]\n",
        "\n",
        "pair_encoded = preprocessing.transform(pair_raw)\n",
        "\n",
        "pair_pred_df = pd.DataFrame(\n",
        "    model.predict(pair_encoded),\n",
        "    index=pair_raw.index,\n",
        "    columns=[target_name],\n",
        ")\n",
        "\n",
        "xpl_pair = SmartExplainer(\n",
        "    model=model,\n",
        "    preprocessing=preprocessing,\n",
        "    features_dict=house_dict,\n",
        "    title_story=\"Baseline vs what-if\",\n",
        ")\n",
        "xpl_pair.compile(x=pair_encoded, y_pred=pair_pred_df, additional_data=pair_raw)\n",
        "\n",
        "xpl_pair.plot.local_plot(index=\"baseline\", yaxis_max_label=10)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "id": "c3b769bd",
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "xpl_pair.plot.local_plot(index=\"what_if\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "79742112",
      "metadata": {},
      "source": [
        "## 6. Practical recourse checklist\n",
        "\n",
        "- Prioritize actionable variables (not fixed variables).\n",
        "- Add business feasibility constraints (budget, timelines).\n",
        "- Compare multiple scenarios, not just one.\n",
        "- Confirm robustness on a set of individuals before production."
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "survptf_312",
      "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": "3.12.12"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}