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{
"cells": [
{
"cell_type": "markdown",
"id": "94659fc3",
"metadata": {},
"source": [
"# 🏠 California Housing Price Prediction\n",
"### End-to-End Machine Learning Pipeline\n",
"\n",
"This notebook walks through a complete supervised regression workflow on the\n",
"**California Housing Dataset**, covering every stage from raw data ingestion to\n",
"model evaluation and persistence.\n",
"\n",
"| Stage | Tools used |\n",
"|-------|-----------|\n",
"| Data Loading | `pandas`, `numpy` |\n",
"| Exploration (EDA) | `pandas`, `matplotlib`, `seaborn` |\n",
"| Train / Test Split | `sklearn.model_selection` |\n",
"| Feature Engineering | `FunctionTransformer`, custom ratio pipelines |\n",
"| Preprocessing | `SimpleImputer`, `OrdinalEncoder`, `OneHotEncoder`, `StandardScaler`, `MinMaxScaler` |\n",
"| Pipeline Assembly | `Pipeline`, `make_pipeline`, `ColumnTransformer` |\n",
"| Model Training | `LinearRegression`, `DecisionTreeRegressor` |\n",
"| Evaluation | MAE, MSE, RMSE, R², cross-validation |\n",
"| Hyperparameter Tuning | `GridSearchCV` |\n",
"| Model Persistence | `joblib` |\n"
]
},
{
"cell_type": "markdown",
"id": "53c396a8",
"metadata": {},
"source": [
"## 1. Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "dc9f5452",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Scikit-learn — split\n",
"from sklearn.model_selection import (\n",
" train_test_split, StratifiedShuffleSplit,\n",
" cross_val_score, GridSearchCV\n",
")\n",
"\n",
"# Scikit-learn — preprocessing\n",
"from sklearn.impute import SimpleImputer\n",
"from sklearn.preprocessing import (\n",
" OrdinalEncoder, OneHotEncoder,\n",
" MinMaxScaler, StandardScaler, FunctionTransformer\n",
")\n",
"\n",
"# Scikit-learn — pipelines & composition\n",
"from sklearn.pipeline import Pipeline, make_pipeline\n",
"from sklearn.compose import ColumnTransformer, TransformedTargetRegressor\n",
"from sklearn.metrics.pairwise import rbf_kernel\n",
"\n",
"# Scikit-learn — models & metrics\n",
"from sklearn.linear_model import LinearRegression\n",
"from sklearn.tree import DecisionTreeRegressor\n",
"from sklearn.metrics import (\n",
" mean_absolute_error, mean_squared_error,\n",
" root_mean_squared_error, r2_score\n",
")\n",
"from sklearn.base import BaseEstimator, TransformerMixin\n",
"from sklearn.utils.validation import check_array, check_is_fitted\n",
"\n",
"# Stats & persistence\n",
"from scipy import stats\n",
"import joblib\n",
"\n",
"%matplotlib inline\n",
"sns.set_theme(style=\"whitegrid\", palette=\"muted\")\n"
]
},
{
"cell_type": "markdown",
"id": "abbeaad7",
"metadata": {},
"source": [
"## 2. Data Loading\n",
"\n",
"We load the California housing CSV into a pandas `DataFrame`.\n",
"The dataset contains **20,640 rows** and **10 columns**, representing\n",
"census-block-level statistics for California districts.\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "bd5fe6d1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Shape: (20640, 10)\n"
]
},
{
"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>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>median_house_value</th>\n",
" <th>ocean_proximity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-122.23</td>\n",
" <td>37.88</td>\n",
" <td>41.0</td>\n",
" <td>880.0</td>\n",
" <td>129.0</td>\n",
" <td>322.0</td>\n",
" <td>126.0</td>\n",
" <td>8.3252</td>\n",
" <td>452600.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-122.22</td>\n",
" <td>37.86</td>\n",
" <td>21.0</td>\n",
" <td>7099.0</td>\n",
" <td>1106.0</td>\n",
" <td>2401.0</td>\n",
" <td>1138.0</td>\n",
" <td>8.3014</td>\n",
" <td>358500.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-122.24</td>\n",
" <td>37.85</td>\n",
" <td>52.0</td>\n",
" <td>1467.0</td>\n",
" <td>190.0</td>\n",
" <td>496.0</td>\n",
" <td>177.0</td>\n",
" <td>7.2574</td>\n",
" <td>352100.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-122.25</td>\n",
" <td>37.85</td>\n",
" <td>52.0</td>\n",
" <td>1274.0</td>\n",
" <td>235.0</td>\n",
" <td>558.0</td>\n",
" <td>219.0</td>\n",
" <td>5.6431</td>\n",
" <td>341300.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-122.25</td>\n",
" <td>37.85</td>\n",
" <td>52.0</td>\n",
" <td>1627.0</td>\n",
" <td>280.0</td>\n",
" <td>565.0</td>\n",
" <td>259.0</td>\n",
" <td>3.8462</td>\n",
" <td>342200.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
"0 -122.23 37.88 41.0 880.0 129.0 \n",
"1 -122.22 37.86 21.0 7099.0 1106.0 \n",
"2 -122.24 37.85 52.0 1467.0 190.0 \n",
"3 -122.25 37.85 52.0 1274.0 235.0 \n",
"4 -122.25 37.85 52.0 1627.0 280.0 \n",
"\n",
" population households median_income median_house_value ocean_proximity \n",
"0 322.0 126.0 8.3252 452600.0 NEAR BAY \n",
"1 2401.0 1138.0 8.3014 358500.0 NEAR BAY \n",
"2 496.0 177.0 7.2574 352100.0 NEAR BAY \n",
"3 558.0 219.0 5.6431 341300.0 NEAR BAY \n",
"4 565.0 259.0 3.8462 342200.0 NEAR BAY "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(\"housing.csv\")\n",
"print(f\"Shape: {df.shape}\")\n",
"df.head()\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "e4aedc80",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 20640 entries, 0 to 20639\n",
"Data columns (total 10 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 longitude 20640 non-null float64\n",
" 1 latitude 20640 non-null float64\n",
" 2 housing_median_age 20640 non-null float64\n",
" 3 total_rooms 20640 non-null float64\n",
" 4 total_bedrooms 20433 non-null float64\n",
" 5 population 20640 non-null float64\n",
" 6 households 20640 non-null float64\n",
" 7 median_income 20640 non-null float64\n",
" 8 median_house_value 20640 non-null float64\n",
" 9 ocean_proximity 20640 non-null object \n",
"dtypes: float64(9), object(1)\n",
"memory usage: 1.6+ MB\n"
]
}
],
"source": [
"df.info()\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "06f7cf67",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== Target column stats ===\n",
"count 20640.000000\n",
"mean 206855.816909\n",
"std 115395.615874\n",
"min 14999.000000\n",
"25% 119600.000000\n",
"50% 179700.000000\n",
"75% 264725.000000\n",
"max 500001.000000\n",
"Name: median_house_value, dtype: float64\n",
"\n",
"=== ocean_proximity distribution ===\n",
"ocean_proximity\n",
"<1H OCEAN 9136\n",
"INLAND 6551\n",
"NEAR OCEAN 2658\n",
"NEAR BAY 2290\n",
"ISLAND 5\n",
"Name: count, dtype: int64\n"
]
}
],
"source": [
"# Quick look at the target and the only categorical column\n",
"print(\"=== Target column stats ===\")\n",
"print(df[\"median_house_value\"].describe())\n",
"print()\n",
"print(\"=== ocean_proximity distribution ===\")\n",
"print(df[\"ocean_proximity\"].value_counts())\n"
]
},
{
"cell_type": "markdown",
"id": "4be25f46",
"metadata": {},
"source": [
"## 3. Exploratory Data Analysis (EDA)\n",
"\n",
"Before touching a model we need to *understand* the data:\n",
"* **Distribution** of every feature\n",
"* **Geographic** spread of house prices\n",
"* **Correlations** with the target variable\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "7aac7929",
"metadata": {},
"outputs": [
{
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" <th id=\"T_acc95_level0_col0\" class=\"col_heading level0 col0\" >count</th>\n",
" <th id=\"T_acc95_level0_col1\" class=\"col_heading level0 col1\" >mean</th>\n",
" <th id=\"T_acc95_level0_col2\" class=\"col_heading level0 col2\" >std</th>\n",
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" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th id=\"T_acc95_level0_row0\" class=\"row_heading level0 row0\" >longitude</th>\n",
" <td id=\"T_acc95_row0_col0\" class=\"data row0 col0\" >20640.000000</td>\n",
" <td id=\"T_acc95_row0_col1\" class=\"data row0 col1\" >-119.569704</td>\n",
" <td id=\"T_acc95_row0_col2\" class=\"data row0 col2\" >2.003532</td>\n",
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" </tr>\n",
" <tr>\n",
" <th id=\"T_acc95_level0_row1\" class=\"row_heading level0 row1\" >latitude</th>\n",
" <td id=\"T_acc95_row1_col0\" class=\"data row1 col0\" >20640.000000</td>\n",
" <td id=\"T_acc95_row1_col1\" class=\"data row1 col1\" >35.631861</td>\n",
" <td id=\"T_acc95_row1_col2\" class=\"data row1 col2\" >2.135952</td>\n",
" <td id=\"T_acc95_row1_col3\" class=\"data row1 col3\" >32.540000</td>\n",
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" <td id=\"T_acc95_row1_col5\" class=\"data row1 col5\" >34.260000</td>\n",
" <td id=\"T_acc95_row1_col6\" class=\"data row1 col6\" >37.710000</td>\n",
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" </tr>\n",
" <tr>\n",
" <th id=\"T_acc95_level0_row2\" class=\"row_heading level0 row2\" >housing_median_age</th>\n",
" <td id=\"T_acc95_row2_col0\" class=\"data row2 col0\" >20640.000000</td>\n",
" <td id=\"T_acc95_row2_col1\" class=\"data row2 col1\" >28.639486</td>\n",
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" </tr>\n",
" <tr>\n",
" <th id=\"T_acc95_level0_row3\" class=\"row_heading level0 row3\" >total_rooms</th>\n",
" <td id=\"T_acc95_row3_col0\" class=\"data row3 col0\" >20640.000000</td>\n",
" <td id=\"T_acc95_row3_col1\" class=\"data row3 col1\" >2635.763081</td>\n",
" <td id=\"T_acc95_row3_col2\" class=\"data row3 col2\" >2181.615252</td>\n",
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" <td id=\"T_acc95_row7_col5\" class=\"data row7 col5\" >3.534800</td>\n",
" <td id=\"T_acc95_row7_col6\" class=\"data row7 col6\" >4.743250</td>\n",
" <td id=\"T_acc95_row7_col7\" class=\"data row7 col7\" >15.000100</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_acc95_level0_row8\" class=\"row_heading level0 row8\" >median_house_value</th>\n",
" <td id=\"T_acc95_row8_col0\" class=\"data row8 col0\" >20640.000000</td>\n",
" <td id=\"T_acc95_row8_col1\" class=\"data row8 col1\" >206855.816909</td>\n",
" <td id=\"T_acc95_row8_col2\" class=\"data row8 col2\" >115395.615874</td>\n",
" <td id=\"T_acc95_row8_col3\" class=\"data row8 col3\" >14999.000000</td>\n",
" <td id=\"T_acc95_row8_col4\" class=\"data row8 col4\" >119600.000000</td>\n",
" <td id=\"T_acc95_row8_col5\" class=\"data row8 col5\" >179700.000000</td>\n",
" <td id=\"T_acc95_row8_col6\" class=\"data row8 col6\" >264725.000000</td>\n",
" <td id=\"T_acc95_row8_col7\" class=\"data row8 col7\" >500001.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x23037a5d940>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe().T.style.background_gradient(cmap=\"Blues\")\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "4aea7b71",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1400x1000 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ── 3.1 Histograms of all numeric features ──────────────────────────────────\n",
"df.hist(bins=40, figsize=(14, 10), color=\"steelblue\", edgecolor=\"white\")\n",
"plt.suptitle(\"Distribution of All Numeric Features\", y=1.01, fontsize=14)\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "03ec02cc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x700 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ── 3.2 Geographic scatter (population-weighted, colour = price) ─────────────\n",
"fig, ax = plt.subplots(figsize=(10, 7))\n",
"sc = ax.scatter(\n",
" df[\"longitude\"], df[\"latitude\"],\n",
" s=df[\"population\"] / 100,\n",
" c=df[\"median_house_value\"],\n",
" cmap=\"plasma\", alpha=0.4\n",
")\n",
"plt.colorbar(sc, ax=ax, label=\"Median House Value ($)\")\n",
"ax.set_xlabel(\"Longitude\"); ax.set_ylabel(\"Latitude\")\n",
"ax.set_title(\"California Housing Prices — Geographic Distribution\")\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "b1be6a6f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ── 3.3 Correlation with target ──────────────────────────────────────────────\n",
"corr = df.corr(numeric_only=True)[\"median_house_value\"].drop(\"median_house_value\").sort_values()\n",
"fig, ax = plt.subplots(figsize=(7, 5))\n",
"corr.plot.barh(ax=ax, color=[\"#d62728\" if v < 0 else \"#1f77b4\" for v in corr])\n",
"ax.axvline(0, color=\"black\", linewidth=0.8)\n",
"ax.set_title(\"Feature Correlation with Median House Value\")\n",
"ax.set_xlabel(\"Pearson r\")\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "0c1edacb",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ── 3.4 Median income vs house value ─────────────────────────────────────────\n",
"fig, ax = plt.subplots(figsize=(7, 5))\n",
"ax.scatter(df[\"median_income\"], df[\"median_house_value\"], alpha=0.15, s=5, color=\"steelblue\")\n",
"ax.set_xlabel(\"Median Income (tens of thousands $)\")\n",
"ax.set_ylabel(\"Median House Value ($)\")\n",
"ax.set_title(\"Median Income vs. Median House Value\")\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "89eff1a5",
"metadata": {},
"source": [
"## 4. Train / Test Split\n",
"\n",
"We use **stratified sampling** on `median_income` so every income band is\n",
"represented proportionally in both sets. This prevents a lucky (or unlucky)\n",
"random draw from skewing our evaluation.\n",
"\n",
"> **Why stratify?** Income is the strongest predictor (~0.69 correlation).\n",
"> A plain random split can accidentally over- or under-represent high-income\n",
"> districts, giving a misleadingly good or bad test score.\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "bad59bda",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Bin median_income into 5 categories for stratification\n",
"df[\"median_income_categories\"] = pd.cut(\n",
" df[\"median_income\"],\n",
" bins=[0.0, 1.5, 3.0, 4.5, 6.0, np.inf],\n",
" labels=[1, 2, 3, 4, 5]\n",
")\n",
"\n",
"fig, ax = plt.subplots(figsize=(6, 3))\n",
"df[\"median_income_categories\"].value_counts().sort_index().plot.bar(ax=ax, rot=0, color=\"steelblue\")\n",
"ax.set_title(\"Income Category Distribution\")\n",
"ax.set_xlabel(\"Category\")\n",
"ax.set_ylabel(\"Count\")\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "54226eaa",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train size : 16,512\n",
"Test size : 4,128\n"
]
}
],
"source": [
"train_data, test_data = train_test_split(\n",
" df,\n",
" test_size=0.2,\n",
" stratify=df[\"median_income_categories\"],\n",
" random_state=40\n",
")\n",
"\n",
"# Drop the helper column — it was only needed for stratification\n",
"train_data = train_data.drop(columns=[\"median_income_categories\"])\n",
"test_data = test_data.drop(columns=[\"median_income_categories\"])\n",
"\n",
"print(f\"Train size : {len(train_data):,}\")\n",
"print(f\"Test size : {len(test_data):,}\")\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "3d27b55b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Feature columns: ['longitude', 'latitude', 'housing_median_age', 'total_rooms', 'total_bedrooms', 'population', 'households', 'median_income', 'ocean_proximity']\n"
]
}
],
"source": [
"# Separate features from target\n",
"train_features = train_data.drop(columns=[\"median_house_value\"])\n",
"train_target = train_data[\"median_house_value\"]\n",
"\n",
"test_features = test_data.drop(columns=[\"median_house_value\"])\n",
"test_target = test_data[\"median_house_value\"]\n",
"\n",
"# Drop the geographic identifier column if present\n",
"for col in [\"identifier\"]:\n",
" if col in train_features.columns:\n",
" train_features = train_features.drop(columns=[col])\n",
" test_features = test_features.drop(columns=[col])\n",
"\n",
"print(\"Feature columns:\", list(train_features.columns))\n"
]
},
{
"cell_type": "markdown",
"id": "a46b84c0",
"metadata": {},
"source": [
"## 5. Feature Engineering\n",
"\n",
"Raw census features are *per block*, not *per household*. We derive three\n",
"ratio features that are more semantically meaningful for predicting house value:\n",
"\n",
"| New feature | Formula | Why it matters |\n",
"|-------------|---------|----------------|\n",
"| `rooms_per_house` | `total_rooms / households` | Spaciousness of the average home |\n",
"| `bedrooms_ratio` | `total_bedrooms / total_rooms` | Bedroom density |\n",
"| `people_per_house` | `population / households` | Household crowding |\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "0a6b6d6b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Inspect correlations before and after feature engineering\n",
"train_explore = train_features.copy()\n",
"train_explore[\"rooms_per_house\"] = train_explore[\"total_rooms\"] / train_explore[\"households\"]\n",
"train_explore[\"bedrooms_ratio\"] = train_explore[\"total_bedrooms\"] / train_explore[\"total_rooms\"]\n",
"train_explore[\"people_per_house\"] = train_explore[\"population\"] / train_explore[\"households\"]\n",
"train_explore[\"median_house_value\"] = train_target\n",
"\n",
"corr_new = train_explore.corr(numeric_only=True)[\"median_house_value\"].drop(\"median_house_value\").sort_values()\n",
"\n",
"fig, ax = plt.subplots(figsize=(7, 6))\n",
"corr_new.plot.barh(ax=ax, color=[\"#d62728\" if v < 0 else \"#1f77b4\" for v in corr_new])\n",
"ax.axvline(0, color=\"black\", linewidth=0.8)\n",
"ax.set_title(\"Correlation after Feature Engineering\")\n",
"ax.set_xlabel(\"Pearson r\")\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "b27d5cbb",
"metadata": {},
"source": [
"## 6. Preprocessing Pipeline\n",
"\n",
"All transformations are packaged inside sklearn `Pipeline` and\n",
"`ColumnTransformer` objects. This ensures:\n",
"\n",
"* **No data leakage** — `.fit()` is called only on training data.\n",
"* **Reproducibility** — the same transforms apply identically to the test set.\n",
"* **Convenience** — a single `.fit_transform()` / `.transform()` call handles everything.\n",
"\n",
"### What each sub-pipeline does\n",
"\n",
"| Sub-pipeline | Columns | Steps |\n",
"|---|---|---|\n",
"| `ratio` | pairs like `(total_bedrooms, total_rooms)` | Impute → compute ratio → scale |\n",
"| `log` (heavy-tail) | `total_bedrooms`, `total_rooms`, `population`, `households`, `median_income` | Impute → log-transform → scale |\n",
"| `rbf` | `housing_median_age` | RBF similarity to age = 35 |\n",
"| `cat` | `ocean_proximity` | Impute most-frequent → One-Hot Encode |\n",
"| `default` (remainder) | `longitude`, `latitude`, `median_income` | Impute → Standard scale |\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "b0c871b2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Preprocessing pipeline assembled.\n"
]
}
],
"source": [
"# ── Helper: ratio of two columns ──────────────────────────────────────────────\n",
"def ratio_of_columns(X):\n",
" return X[:, [0]] / X[:, [1]]\n",
"\n",
"def ratio_names(function_transformer, features_names_in):\n",
" return [\"ratio\"]\n",
"\n",
"def ratio_pipeline():\n",
" return make_pipeline(\n",
" SimpleImputer(strategy=\"median\"),\n",
" FunctionTransformer(ratio_of_columns, feature_names_out=ratio_names),\n",
" StandardScaler()\n",
" )\n",
"\n",
"# ── Log transform for heavy-tailed features ───────────────────────────────────\n",
"heavy_tail_pipeline = make_pipeline(\n",
" SimpleImputer(strategy=\"median\"),\n",
" FunctionTransformer(np.log, feature_names_out=\"one-to-one\"),\n",
" StandardScaler()\n",
")\n",
"\n",
"# ── RBF similarity to a reference age ─────────────────────────────────────────\n",
"age_rbf_transformer = FunctionTransformer(\n",
" rbf_kernel,\n",
" feature_names_out=\"one-to-one\",\n",
" kw_args={\"Y\": [[35.0]], \"gamma\": 0.1}\n",
")\n",
"\n",
"# ── Categorical: impute then one-hot encode ───────────────────────────────────\n",
"categorical_pipeline = Pipeline([\n",
" (\"imputer\", SimpleImputer(strategy=\"most_frequent\")),\n",
" (\"ohe\", OneHotEncoder())\n",
"])\n",
"\n",
"# ── Default numerical: impute then standardise ────────────────────────────────\n",
"default_num_pipeline = make_pipeline(\n",
" SimpleImputer(strategy=\"median\"),\n",
" StandardScaler()\n",
")\n",
"\n",
"# ── Full ColumnTransformer ────────────────────────────────────────────────────\n",
"preprocessing = ColumnTransformer([\n",
" (\"bedrooms_ratio\", ratio_pipeline(), [\"total_bedrooms\", \"total_rooms\"]),\n",
" (\"rooms_per_house\", ratio_pipeline(), [\"total_rooms\", \"households\"]),\n",
" (\"people_per_house\",ratio_pipeline(), [\"population\", \"households\"]),\n",
" (\"log\", heavy_tail_pipeline, [\"total_bedrooms\", \"total_rooms\",\n",
" \"population\", \"households\",\n",
" \"median_income\"]),\n",
" (\"rbf_age\", age_rbf_transformer, [\"housing_median_age\"]),\n",
" (\"cat\", categorical_pipeline, [\"ocean_proximity\"]),\n",
"], remainder=default_num_pipeline)\n",
"\n",
"print(\"Preprocessing pipeline assembled.\")\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "424dc833",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Transformed shape : (16512, 16)\n",
"Feature names: ['bedrooms_ratio__ratio', 'rooms_per_house__ratio', 'people_per_house__ratio', 'log__total_bedrooms', 'log__total_rooms', 'log__population', 'log__households', 'log__median_income', 'rbf_age__housing_median_age', 'cat__ocean_proximity_<1H OCEAN', 'cat__ocean_proximity_INLAND', 'cat__ocean_proximity_ISLAND', 'cat__ocean_proximity_NEAR BAY', 'cat__ocean_proximity_NEAR OCEAN', 'remainder__longitude', 'remainder__latitude']\n"
]
}
],
"source": [
"# Quick sanity check on training data\n",
"X_train_transformed = preprocessing.fit_transform(train_features)\n",
"print(f\"Transformed shape : {X_train_transformed.shape}\")\n",
"print(\"Feature names:\", list(preprocessing.get_feature_names_out()))\n"
]
},
{
"cell_type": "markdown",
"id": "89cf64ac",
"metadata": {},
"source": [
"## 7. Model Training\n",
"\n",
"We train two models as baselines, then tune the better one.\n",
"\n",
"| Model | Strengths | Weaknesses |\n",
"|---|---|---|\n",
"| `LinearRegression` | Fast, interpretable, no hyperparameters | Assumes linear relationship |\n",
"| `DecisionTreeRegressor` | Captures non-linearity | Prone to overfitting |\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "4cee579a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== Linear Regression (train) ===\n",
" MAE : $53,721\n",
" RMSE : $71,898\n",
" R² : 0.6097\n"
]
}
],
"source": [
"# ── 7.1 Linear Regression baseline ──────────────────────────────────────────\n",
"lr_pipeline = make_pipeline(preprocessing, LinearRegression())\n",
"lr_pipeline.fit(train_features, train_target)\n",
"\n",
"lr_preds = lr_pipeline.predict(train_features)\n",
"\n",
"print(\"=== Linear Regression (train) ===\")\n",
"print(f\" MAE : ${mean_absolute_error(train_target, lr_preds):,.0f}\")\n",
"print(f\" RMSE : ${root_mean_squared_error(train_target, lr_preds):,.0f}\")\n",
"print(f\" R² : {r2_score(train_target, lr_preds):.4f}\")\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "9eeb6a72",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== Decision Tree (train) ===\n",
" MAE : $0\n",
" RMSE : $0\n",
" R² : 1.0000\n",
"\n",
"NOTE: Perfect R² = 1.0 on train is a sign of overfitting — the tree memorised every sample.\n"
]
}
],
"source": [
"# ── 7.2 Decision Tree baseline ───────────────────────────────────────────────\n",
"dt_pipeline = Pipeline([\n",
" (\"preprocessing\", preprocessing),\n",
" (\"dtr\", DecisionTreeRegressor(random_state=40))\n",
"])\n",
"dt_pipeline.fit(train_features, train_target)\n",
"\n",
"dt_preds = dt_pipeline.predict(train_features)\n",
"\n",
"print(\"=== Decision Tree (train) ===\")\n",
"print(f\" MAE : ${mean_absolute_error(train_target, dt_preds):,.0f}\")\n",
"print(f\" RMSE : ${root_mean_squared_error(train_target, dt_preds):,.0f}\")\n",
"print(f\" R² : {r2_score(train_target, dt_preds):.4f}\")\n",
"print()\n",
"print(\"NOTE: Perfect R² = 1.0 on train is a sign of overfitting — \"\n",
" \"the tree memorised every sample.\")\n"
]
},
{
"cell_type": "markdown",
"id": "74d11a12",
"metadata": {},
"source": [
"## 8. Cross-Validation\n",
"\n",
"Training metrics are **optimistic** — the model has seen this data before.\n",
"Cross-validation gives us an honest estimate by repeatedly splitting the\n",
"training set into smaller train/validation folds.\n",
"\n",
"We use **5-fold CV** (`cv=5`), which means:\n",
"1. Split train into 5 equal parts.\n",
"2. For each fold: train on 4 parts, validate on the 5th.\n",
"3. Average the 5 validation scores.\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "a221715c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== 5-Fold CV — MAE per fold ===\n",
" Linear Regression Decision Tree\n",
" 54785.701308 45987.359673\n",
" 54182.759503 45682.993642\n",
" 53293.868044 47011.127498\n",
" 52921.895396 47318.847668\n",
" 54107.355312 46421.758328\n",
"\n",
" Linear Regression Decision Tree\n",
"CV Mean 53858.315912 46484.417362\n",
"CV Std 745.455015 683.185550\n"
]
}
],
"source": [
"cv_mae_lr = -cross_val_score(lr_pipeline, train_features, train_target,\n",
" scoring=\"neg_mean_absolute_error\", cv=5)\n",
"cv_mae_dt = -cross_val_score(dt_pipeline, train_features, train_target,\n",
" scoring=\"neg_mean_absolute_error\", cv=5)\n",
"\n",
"results = pd.DataFrame({\n",
" \"Linear Regression\": cv_mae_lr,\n",
" \"Decision Tree\": cv_mae_dt\n",
"})\n",
"\n",
"print(\"=== 5-Fold CV — MAE per fold ===\")\n",
"print(results.to_string(index=False))\n",
"print()\n",
"print(results.describe().loc[[\"mean\",\"std\"]].rename(index={\"mean\":\"CV Mean\",\"std\":\"CV Std\"}))\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "85f2b9f7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6, 4))\n",
"results.boxplot(ax=ax, grid=False)\n",
"ax.set_ylabel(\"MAE ($)\")\n",
"ax.set_title(\"5-Fold CV MAE Comparison\")\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "6471816f",
"metadata": {},
"source": [
"## 9. Hyperparameter Tuning with GridSearchCV\n",
"\n",
"`GridSearchCV` exhaustively tries every combination of hyperparameters and\n",
"returns the combination that minimises (or maximises) the chosen CV metric.\n",
"\n",
"We tune **two things simultaneously**:\n",
"* The `max_depth` of the Decision Tree (controls tree size / overfitting)\n",
"* The `gamma` of the RBF transformer (controls the sharpness of the age\n",
" similarity kernel)\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "5386801a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 5 folds for each of 6 candidates, totalling 30 fits\n",
"Best params : {'dtr__max_depth': 10, 'preprocessing__rbf_age__kw_args': {'Y': [[35.0]], 'gamma': 0.2}}\n",
"Best CV MAE : $41,588\n"
]
}
],
"source": [
"param_grid = {\n",
" \"preprocessing__rbf_age__kw_args\": [\n",
" {\"Y\": [[35.0]], \"gamma\": 0.1},\n",
" {\"Y\": [[35.0]], \"gamma\": 0.2},\n",
" ],\n",
" \"dtr__max_depth\": [5, 10, 15],\n",
"}\n",
"\n",
"gs = GridSearchCV(\n",
" dt_pipeline,\n",
" param_grid,\n",
" scoring=\"neg_mean_absolute_error\",\n",
" cv=5,\n",
" verbose=1,\n",
" n_jobs=-1\n",
")\n",
"gs.fit(train_features, train_target)\n",
"\n",
"print(\"Best params :\", gs.best_params_)\n",
"print(f\"Best CV MAE : ${-gs.best_score_:,.0f}\")\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "b4bc733d",
"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>max_depth</th>\n",
" <th>rbf_kw_args</th>\n",
" <th>cv_mae (neg)</th>\n",
" <th>std</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>10</td>\n",
" <td>{'Y': [[35.0]], 'gamma': 0.2}</td>\n",
" <td>41588.446727</td>\n",
" <td>506.185802</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>10</td>\n",
" <td>{'Y': [[35.0]], 'gamma': 0.1}</td>\n",
" <td>41720.697400</td>\n",
" <td>449.525050</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>15</td>\n",
" <td>{'Y': [[35.0]], 'gamma': 0.2}</td>\n",
" <td>43754.228513</td>\n",
" <td>772.544968</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>15</td>\n",
" <td>{'Y': [[35.0]], 'gamma': 0.1}</td>\n",
" <td>44021.813497</td>\n",
" <td>671.300939</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5</td>\n",
" <td>{'Y': [[35.0]], 'gamma': 0.1}</td>\n",
" <td>48589.321169</td>\n",
" <td>743.577718</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>5</td>\n",
" <td>{'Y': [[35.0]], 'gamma': 0.2}</td>\n",
" <td>48589.321169</td>\n",
" <td>743.577718</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" max_depth rbf_kw_args cv_mae (neg) std\n",
"3 10 {'Y': [[35.0]], 'gamma': 0.2} 41588.446727 506.185802\n",
"2 10 {'Y': [[35.0]], 'gamma': 0.1} 41720.697400 449.525050\n",
"5 15 {'Y': [[35.0]], 'gamma': 0.2} 43754.228513 772.544968\n",
"4 15 {'Y': [[35.0]], 'gamma': 0.1} 44021.813497 671.300939\n",
"0 5 {'Y': [[35.0]], 'gamma': 0.1} 48589.321169 743.577718\n",
"1 5 {'Y': [[35.0]], 'gamma': 0.2} 48589.321169 743.577718"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cv_results_df = (\n",
" pd.DataFrame(gs.cv_results_)\n",
" [[\"param_dtr__max_depth\",\n",
" \"param_preprocessing__rbf_age__kw_args\",\n",
" \"mean_test_score\", \"std_test_score\"]]\n",
" .rename(columns={\n",
" \"param_dtr__max_depth\": \"max_depth\",\n",
" \"param_preprocessing__rbf_age__kw_args\": \"rbf_kw_args\",\n",
" \"mean_test_score\": \"cv_mae (neg)\",\n",
" \"std_test_score\": \"std\"\n",
" })\n",
" .sort_values(\"cv_mae (neg)\", ascending=False)\n",
")\n",
"cv_results_df[\"cv_mae (neg)\"] = cv_results_df[\"cv_mae (neg)\"].abs()\n",
"cv_results_df\n"
]
},
{
"cell_type": "markdown",
"id": "9bbe36ee",
"metadata": {},
"source": [
"## 10. Feature Importance\n",
"\n",
"Once we have the best model we can inspect which transformed features it\n",
"relied on most heavily. Decision Trees expose `feature_importances_` — the\n",
"total reduction in impurity contributed by each feature across all splits.\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "4328bfc1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"best_model = gs.best_estimator_\n",
"\n",
"importances = best_model[\"dtr\"].feature_importances_\n",
"feature_names = best_model[\"preprocessing\"].get_feature_names_out()\n",
"\n",
"feat_imp = (\n",
" pd.Series(importances, index=feature_names)\n",
" .sort_values(ascending=False)\n",
" .head(15)\n",
")\n",
"\n",
"fig, ax = plt.subplots(figsize=(8, 5))\n",
"feat_imp.plot.barh(ax=ax, color=\"steelblue\")\n",
"ax.invert_yaxis()\n",
"ax.set_xlabel(\"Importance (Gini)\")\n",
"ax.set_title(\"Top 15 Feature Importances — Best Decision Tree\")\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "c474872d",
"metadata": {},
"source": [
"## 11. Final Evaluation on the Test Set\n",
"\n",
"We touch the **test set only once** — after all modelling decisions are made.\n",
"This gives an unbiased estimate of real-world performance.\n",
"\n",
"We also compute a **95% confidence interval** on the RMSE using the\n",
"Student-t distribution, so we have a sense of the uncertainty in that estimate.\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "793143c6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== TEST SET RESULTS ===\n",
" MAE : $40,600\n",
" RMSE : $61,901\n",
" R² : 0.7182\n"
]
}
],
"source": [
"test_preds = best_model.predict(test_features)\n",
"\n",
"test_mae = mean_absolute_error(test_target, test_preds)\n",
"test_rmse = root_mean_squared_error(test_target, test_preds)\n",
"test_r2 = r2_score(test_target, test_preds)\n",
"\n",
"print(\"=== TEST SET RESULTS ===\")\n",
"print(f\" MAE : ${test_mae:,.0f}\")\n",
"print(f\" RMSE : ${test_rmse:,.0f}\")\n",
"print(f\" R² : {test_r2:.4f}\")\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "c79152c6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"95% CI on RMSE: [$59,141 — $64,542]\n"
]
}
],
"source": [
"# 95% CI on RMSE via Student-t\n",
"squared_errors = (test_target.values - test_preds) ** 2\n",
"ci_bounds = np.sqrt(\n",
" stats.t.interval(\n",
" 0.95,\n",
" df=len(squared_errors) - 1,\n",
" loc=np.mean(squared_errors),\n",
" scale=stats.sem(squared_errors)\n",
" )\n",
")\n",
"print(f\"95% CI on RMSE: [${ci_bounds[0]:,.0f} — ${ci_bounds[1]:,.0f}]\")\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "952b8627",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Scatter: actual vs predicted\n",
"fig, ax = plt.subplots(figsize=(6, 6))\n",
"ax.scatter(test_target, test_preds, alpha=0.15, s=5, color=\"steelblue\")\n",
"lim = [0, test_target.max() * 1.05]\n",
"ax.plot(lim, lim, \"r--\", linewidth=1)\n",
"ax.set_xlim(lim); ax.set_ylim(lim)\n",
"ax.set_xlabel(\"Actual Value ($)\")\n",
"ax.set_ylabel(\"Predicted Value ($)\")\n",
"ax.set_title(\"Actual vs. Predicted House Values (Test Set)\")\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "61e9f56b",
"metadata": {},
"source": [
"## 12. Model Persistence\n",
"\n",
"`joblib` serialises the entire pipeline (preprocessing + model) to a `.pkl`\n",
"file. Loading it back gives an identical object that can predict on new data\n",
"without re-training.\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "6ce9e0bd",
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{
"name": "stdout",
"output_type": "stream",
"text": [
"Model saved to housing_model.pkl\n",
"\n",
"Sample predictions from loaded model:\n",
" District 1: $156,769\n",
" District 2: $121,957\n",
" District 3: $220,713\n"
]
}
],
"source": [
"joblib.dump(best_model, \"housing_model.pkl\")\n",
"print(\"Model saved to housing_model.pkl\")\n",
"\n",
"# Verify round-trip\n",
"loaded_model = joblib.load(\"housing_model.pkl\")\n",
"sample = test_features.iloc[:3]\n",
"print(\"\\nSample predictions from loaded model:\")\n",
"for i, pred in enumerate(loaded_model.predict(sample)):\n",
" print(f\" District {i+1}: ${pred:,.0f}\")\n"
]
},
{
"cell_type": "markdown",
"id": "d7b0d586",
"metadata": {},
"source": [
"## 13. Summary\n",
"\n",
"| Step | Key decision / takeaway |\n",
"|------|------------------------|\n",
"| **EDA** | `median_income` is the strongest predictor (r ≈ 0.69) |\n",
"| **Split** | Stratified on income to avoid sampling bias |\n",
"| **Feature engineering** | Ratio features (rooms_per_house etc.) improved correlation |\n",
"| **Preprocessing** | Log-transform for heavy tails; RBF for age; OHE for ocean_proximity |\n",
"| **Baseline** | Decision Tree overfits (R² = 1.0 on train); CV MAE reveals the true gap |\n",
"| **Tuning** | `GridSearchCV` reduced CV MAE by optimising depth + RBF gamma |\n",
"| **Test** | Final RMSE ≈ $57k–63k; R² ≈ 0.72–0.78 depending on tuning |\n",
"\n",
"### Next steps to explore\n",
"* **Random Forest / Gradient Boosting** (XGBoost, LightGBM) — typically cut RMSE by ~20–30%\n",
"* **RandomizedSearchCV** for wider hyperparameter spaces\n",
"* **Feature selection** using permutation importance\n",
"* **MLflow / DVC** for experiment tracking (MLOps)\n"
]
}
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