{ "cells": [ { "cell_type": "markdown", "id": "57cf4ac1", "metadata": {}, "source": [ "# Lesson 16 activity: feature engineering\n", "\n", "## Notebook set up\n", "\n", "Submit your notebook to the class leaderboard on HuggingFace at [huggingface.co/spaces/gperdrizet/leaderboard](https://huggingface.co/spaces/gperdrizet/leaderboard)\n", "\n", "**Your task**: Apply at least two different feature engineering techniques to the `housing_df` dataframe to improve the dataset. At the end of the notebook, your engineered dataset and the original dataset will be used to train a linear regression model to predict `MedHouseVal`. Your goal is to achieve better model performance via feature engineering.\n", "\n", "Don't change any of the code in the Model evaluation section of the notebook, especially the output saving. Otherwise the leaderboard scoring may not work!\n", "\n", "Before applying transformations, explore the dataset to understand what techniques might be most beneficial.\n", "\n", "### Import libraries" ] }, { "cell_type": "code", "execution_count": 1, "id": "7cee4136", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: seaborn in /home/siderealyear/fullstack-2605/.venv/lib/python3.12/site-packages (0.13.2)\n", "Requirement already satisfied: numpy!=1.24.0,>=1.20 in /home/siderealyear/fullstack-2605/.venv/lib/python3.12/site-packages (from seaborn) (2.4.6)\n", "Requirement already satisfied: pandas>=1.2 in /home/siderealyear/fullstack-2605/.venv/lib/python3.12/site-packages (from seaborn) (3.0.3)\n", "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in /home/siderealyear/fullstack-2605/.venv/lib/python3.12/site-packages (from seaborn) (3.10.9)\n", "Requirement already satisfied: contourpy>=1.0.1 in /home/siderealyear/fullstack-2605/.venv/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.3.3)\n", "Requirement already satisfied: cycler>=0.10 in /home/siderealyear/fullstack-2605/.venv/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.12.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in /home/siderealyear/fullstack-2605/.venv/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.63.0)\n", "Requirement already satisfied: kiwisolver>=1.3.1 in /home/siderealyear/fullstack-2605/.venv/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.5.0)\n", "Requirement already satisfied: packaging>=20.0 in /home/siderealyear/fullstack-2605/.venv/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (26.2)\n", "Requirement already satisfied: pillow>=8 in /home/siderealyear/fullstack-2605/.venv/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (12.2.0)\n", "Requirement already satisfied: pyparsing>=3 in /home/siderealyear/fullstack-2605/.venv/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.3.2)\n", "Requirement already satisfied: python-dateutil>=2.7 in /home/siderealyear/fullstack-2605/.venv/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.9.0.post0)\n", "Requirement already satisfied: six>=1.5 in /home/siderealyear/fullstack-2605/.venv/lib/python3.12/site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.17.0)\n" ] } ], "source": [ "!pip install seaborn" ] }, { "cell_type": "code", "execution_count": 2, "id": "6be57799", "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.model_selection import cross_val_score\n", "\n", "# Set random seed for reproducibility\n", "np.random.seed(315)" ] }, { "cell_type": "markdown", "id": "f0f01df0", "metadata": {}, "source": [ "### Load dataset" ] }, { "cell_type": "code", "execution_count": 3, "id": "857336f2", "metadata": {}, "outputs": [], "source": [ "# Load California housing dataset\n", "original_housing_df = pd.read_csv('https://media.githubusercontent.com/media/gperdrizet/fullstack-2605/refs/heads/main/data/california_housing.csv')\n", "housing_df = original_housing_df.copy()" ] }, { "cell_type": "markdown", "id": "18b3f456", "metadata": {}, "source": [ "## Task 1: Explore the dataset\n", "\n", "Before deciding what feature engineering techniques to apply, explore the dataset to understand its characteristics.\n", "\n", "**Things to investigate**:\n", "- Display basic information about the dataset (`.info()`, `.describe()`)\n", "- Check for missing values\n", "- Examine feature distributions (histograms, box plots)\n", "- Look at feature scales and ranges\n", "- Look for relationships (or lack thereof) between features and between features and the label\n", "\n", "Use this exploration to inform your feature engineering decisions in the following tasks." ] }, { "cell_type": "code", "execution_count": 4, "id": "fbda2f56", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 20640 entries, 0 to 20639\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 MedInc 20640 non-null float64\n", " 1 HouseAge 20640 non-null float64\n", " 2 AveRooms 20640 non-null float64\n", " 3 AveBedrms 20640 non-null float64\n", " 4 Population 20640 non-null float64\n", " 5 AveOccup 20640 non-null float64\n", " 6 Latitude 20640 non-null float64\n", " 7 Longitude 20640 non-null float64\n", " 8 MedHouseVal 20640 non-null float64\n", "dtypes: float64(9)\n", "memory usage: 1.4 MB\n", "Missing Values:\n", " MedInc 0\n", "HouseAge 0\n", "AveRooms 0\n", "AveBedrms 0\n", "Population 0\n", "AveOccup 0\n", "Latitude 0\n", "Longitude 0\n", "MedHouseVal 0\n", "dtype: int64\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR CODE HERE\n", "housing_df.info()\n", "housing_df.describe()\n", "\n", "import seaborn as sns\n", "# Check for missing values\n", "print(\"Missing Values:\\n\", housing_df.isnull().sum())\n", "# Note: no missing values or they'll be handled.\n", "\n", "# distributions\n", "housing_df.hist(bins=50, figsize=(20,15))\n", "plt.show()\n", "\n", "# log MedInc? It has a tail\n", "# The target MedHouseVal is capped at 5.\n", "\n", "# Also look at MedInc vs MedHouseVal\n", "sns.scatterplot(x='MedInc', y='MedHouseVal', data=housing_df, alpha=0.1)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "da4399a5", "metadata": {}, "source": [ "## Task 2: Apply your first feature engineering technique\n", "\n", "Based on your exploration, apply your first feature engineering technique.\n", "\n", "**Example approaches**:\n", "- Transform skewed features using log, sqrt, power, or quantile transformations\n", "- Create bins/categories from continuous variables\n", "- Create interaction features (e.g., rooms per household = total rooms / households)" ] }, { "cell_type": "code", "execution_count": 5, "id": "5140a3a5", "metadata": {}, "outputs": [], "source": [ "# YOUR CODE HERE\n", "# Feature engineering 1: Add interaction terms, useful ratios for this dataset\n", "# Rooms per household\n", "housing_df['Rooms_per_Household'] = housing_df['AveRooms']\n", "\n", "# Wait, `AveRooms` actually might already be average rooms per household. Let's check columns:\n", "# It usually has MedInc, HouseAge, AveRooms, AveBedrms, Population, AveOccup, Latitude, Longitude\n", "# Let's create 'Bedrooms_per_Room' as a ratio.\n", "housing_df['Bedrooms_per_Room'] = housing_df['AveBedrms'] / housing_df['AveRooms']\n", "\n", "# Let's log-transform some skewed features like AveRooms, AveBedrms, Population, AveOccup which have massive outliers.\n", "features_to_log = ['AveRooms', 'AveBedrms', 'Population', 'AveOccup']\n", "for feature in features_to_log:\n", " # Adding a small constant if there are zeros\n", " housing_df[f'{feature}_log'] = np.log1p(housing_df[feature])\n", "\n", "# Drop original skewed ones if you want, or leave them. Let's leave them for linear regression to figure out, or actually replace them.\n", "housing_df = housing_df.drop(columns=features_to_log)\n" ] }, { "cell_type": "markdown", "id": "1110a0a2", "metadata": {}, "source": [ "## Task 3: Apply your second feature engineering technique\n", "\n", "**Example approaches**:\n", "- Scale features to similar ranges\n", "- Encode any categorical variables you created\n", "- Create aggregate statistics by groups" ] }, { "cell_type": "code", "execution_count": 6, "id": "04645938", "metadata": {}, "outputs": [], "source": [ "# YOUR CODE HERE\n", "# Feature engineering 2: Scaling / Geographical clustering\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "# Handle capping in MedHouseVal and HouseAge? The instructions don't strictly require dropping it,\n", "# but Linear Regression might benefit from standard scaling all features.\n", "scaler = StandardScaler()\n", "# excluding MedHouseVal\n", "features_to_scale = housing_df.columns.drop('MedHouseVal')\n", "housing_df[features_to_scale] = scaler.fit_transform(housing_df[features_to_scale])\n", "\n", "# Also let's try bucketing latitude / longitude or using a combination (distance form SF / LA)\n", "# But Standard Scaler alone is a good second technique for linear regression, which is scale variant if penalized (not penalized here but still good practice).\n" ] }, { "cell_type": "markdown", "id": "ea90f141", "metadata": {}, "source": [ "## (Optional) Additional feature engineering\n", "\n", "Add more techniques if you'd like to experiment further." ] }, { "cell_type": "code", "execution_count": 7, "id": "abee0a0c", "metadata": {}, "outputs": [], "source": [ "# YOUR CODE HERE (optional)\n" ] }, { "cell_type": "markdown", "id": "11834ffc", "metadata": {}, "source": [ "## Model evaluation\n", "\n", "Now we'll compare model performance on the original dataset versus your engineered dataset.\n", "\n", "### Evaluate datasets" ] }, { "cell_type": "code", "execution_count": 8, "id": "ef3a836f", "metadata": {}, "outputs": [], "source": [ "# Create output directory if it doesn't exist\n", "output_directory = 'data/outputs'\n", "Path(output_directory).mkdir(parents=True, exist_ok=True)\n", "\n", "# Save a copy of the engineered dataframe\n", "housing_df.to_csv('data/outputs/housing_df.csv', index=False)" ] }, { "cell_type": "code", "execution_count": 9, "id": "691bfe0c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean improvement: 11.62%\n" ] } ], "source": [ "# Create linear regression model\n", "model = LinearRegression()\n", "\n", "# Evaluate on original dataset\n", "scores_original = cross_val_score(\n", " model,\n", " original_housing_df.drop('MedHouseVal', axis=1),\n", " original_housing_df['MedHouseVal'],\n", " cv=10,\n", " scoring='r2'\n", ")\n", "\n", "# Evaluate on engineered dataset\n", "scores_engineered = cross_val_score(\n", " model,\n", " housing_df.drop('MedHouseVal', axis=1),\n", " housing_df['MedHouseVal'],\n", " cv=10,\n", " scoring='r2'\n", ")\n", "\n", "engineered_mean = scores_engineered.mean()\n", "original_mean = scores_original.mean()\n", "mean_improvement = ((engineered_mean - original_mean) / original_mean) * 100\n", "\n", "print(f'\\nMean improvement: {mean_improvement:.2f}%')" ] }, { "cell_type": "markdown", "id": "e017b15b", "metadata": {}, "source": [ "### Visualize model performance comparison" ] }, { "cell_type": "code", "execution_count": 10, "id": "91ff7949", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "original_model = LinearRegression()\n", "original_model.fit(original_housing_df.drop('MedHouseVal', axis=1), original_housing_df['MedHouseVal'])\n", "original_predictions = original_model.predict(original_housing_df.drop('MedHouseVal', axis=1))\n", "\n", "model = LinearRegression()\n", "model.fit(housing_df.drop('MedHouseVal', axis=1), housing_df['MedHouseVal'])\n", "predictions = model.predict(housing_df.drop('MedHouseVal', axis=1))\n", "\n", "# Create boxplot comparing performance\n", "data_to_plot = [scores_original, scores_engineered]\n", "labels = ['Original', 'Engineered']\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(9,4.5))\n", "\n", "fig.suptitle(f'Model performance comparison\\nmean improvement: {mean_improvement:.2f}%')\n", "\n", "axs[0].set_title('Cross validation R² scores')\n", "axs[0].boxplot(data_to_plot, tick_labels=labels)\n", "axs[0].set_xlabel('Dataset')\n", "axs[0].set_ylabel('R² score')\n", "\n", "axs[1].set_title('Predictions vs true values')\n", "axs[1].plot(\n", " original_housing_df['MedHouseVal'], original_predictions,\n", " 'o', markersize=1, label='Original', alpha=0.25\n", ")\n", "\n", "axs[1].plot(\n", " housing_df['MedHouseVal'], predictions,\n", " 'o', markersize=1, label='Engineered', alpha=0.25\n", ")\n", "\n", "axs[1].set_xlabel('True Values')\n", "axs[1].set_ylabel('Predictions')\n", "\n", "leg = axs[1].legend(loc='upper left', markerscale=8, framealpha=1)\n", "\n", "for lh in leg.legend_handles:\n", " lh.set_alpha(1)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e13bc24e", "metadata": {}, "source": [ "## 3. Reflection\n", "\n", "**Questions to consider**:\n", "\n", "1. Which feature engineering techniques had the biggest impact on model performance?\n", "2. Did adding more features always improve performance, or did some hurt it?\n", "3. How might you further improve the engineered dataset?\n", "4. What trade-offs did you consider (e.g., interpretability vs performance, complexity vs gains)?" ] } ], "metadata": { "kernelspec": { "display_name": ".venv (3.12.3)", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }