{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "8b354d8b-a4a2-4e02-a73e-ce24eeac55bc", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.metrics import r2_score, mean_squared_error, mean_absolute_error\n", "from math import radians, cos, sin, asin, sqrt" ] }, { "cell_type": "code", "execution_count": 3, "id": "4a3ff8e4-5389-4a25-b4db-58501f98396b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initial Data Shape: (200000, 9)\n", " Unnamed: 0 key fare_amount \\\n", "0 24238194 2015-05-07 19:52:06.0000003 7.5 \n", "1 27835199 2009-07-17 20:04:56.0000002 7.7 \n", "2 44984355 2009-08-24 21:45:00.00000061 12.9 \n", "3 25894730 2009-06-26 08:22:21.0000001 5.3 \n", "4 17610152 2014-08-28 17:47:00.000000188 16.0 \n", "\n", " pickup_datetime pickup_longitude pickup_latitude \\\n", "0 2015-05-07 19:52:06 UTC -73.999817 40.738354 \n", "1 2009-07-17 20:04:56 UTC -73.994355 40.728225 \n", "2 2009-08-24 21:45:00 UTC -74.005043 40.740770 \n", "3 2009-06-26 08:22:21 UTC -73.976124 40.790844 \n", "4 2014-08-28 17:47:00 UTC -73.925023 40.744085 \n", "\n", " dropoff_longitude dropoff_latitude passenger_count \n", "0 -73.999512 40.723217 1 \n", "1 -73.994710 40.750325 1 \n", "2 -73.962565 40.772647 1 \n", "3 -73.965316 40.803349 3 \n", "4 -73.973082 40.761247 5 \n" ] } ], "source": [ "# Load the dataset\n", "df = pd.read_csv(\"uber.csv\") # change to your local path if needed\n", "print(\"Initial Data Shape:\", df.shape)\n", "print(df.head())" ] }, { "cell_type": "code", "execution_count": 4, "id": "d63096b2-9e62-4990-815d-7ff3e0068e53", "metadata": {}, "outputs": [], "source": [ "# Rename columns for easier reference\n", "df.rename(columns={'pickup_datetime': 'pickup_datetime'}, inplace=True)" ] }, { "cell_type": "code", "execution_count": 5, "id": "3f183946-0d1d-4d50-93c3-717b6fc4738c", "metadata": {}, "outputs": [], "source": [ "# Convert pickup_datetime to datetime object\n", "df['pickup_datetime'] = pd.to_datetime(df['pickup_datetime'], errors='coerce')" ] }, { "cell_type": "code", "execution_count": 6, "id": "62ff6d20-f7b7-45df-b62b-3d6fa49f7bd5", "metadata": {}, "outputs": [], "source": [ "# Extract useful datetime features\n", "df['hour'] = df['pickup_datetime'].dt.hour\n", "df['day'] = df['pickup_datetime'].dt.day\n", "df['month'] = df['pickup_datetime'].dt.month\n", "df['year'] = df['pickup_datetime'].dt.year\n", "df['day_of_week'] = df['pickup_datetime'].dt.dayofweek" ] }, { "cell_type": "code", "execution_count": 7, "id": "bc22e7c2-3de0-4437-865d-621bc7694219", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Columns after feature extraction:\n", " Index(['Unnamed: 0', 'fare_amount', 'pickup_longitude', 'pickup_latitude',\n", " 'dropoff_longitude', 'dropoff_latitude', 'passenger_count', 'hour',\n", " 'day', 'month', 'year', 'day_of_week'],\n", " dtype='object')\n" ] } ], "source": [ "# Drop datetime column (not needed as a direct feature)\n", "df.drop(['pickup_datetime', 'key'], axis=1, inplace=True, errors='ignore')\n", "\n", "print(\"\\nColumns after feature extraction:\\n\", df.columns)" ] }, { "cell_type": "code", "execution_count": 8, "id": "76b4cc1e-dea3-49c2-bb24-822beb32c403", "metadata": {}, "outputs": [], "source": [ "# Remove entries with unrealistic fares\n", "df = df[(df['fare_amount'] > 0) & (df['fare_amount'] < 100)]" ] }, { "cell_type": "code", "execution_count": 9, "id": "38917ebe-66f3-4e01-b4aa-b889002f50e2", "metadata": {}, "outputs": [], "source": [ "# Remove unrealistic latitude and longitude values\n", "df = df[(df['pickup_latitude'] <= 90) & (df['pickup_latitude'] >= -90)]\n", "df = df[(df['dropoff_latitude'] <= 90) & (df['dropoff_latitude'] >= -90)]\n", "df = df[(df['pickup_longitude'] <= 180) & (df['pickup_longitude'] >= -180)]\n", "df = df[(df['dropoff_longitude'] <= 180) & (df['dropoff_longitude'] >= -180)]" ] }, { "cell_type": "code", "execution_count": 10, "id": "a4ce6c2c-9c01-479a-a141-ecd51ea5e2ed", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data shape after removing outliers: (199875, 12)\n" ] } ], "source": [ "print(\"Data shape after removing outliers:\", df.shape)" ] }, { "cell_type": "code", "execution_count": 11, "id": "2787dd74-c8eb-4d0d-bfa8-c0f5c7164224", "metadata": {}, "outputs": [], "source": [ "# Define Haversine function to calculate distance between pickup and drop-off\n", "def haversine(lat1, lon1, lat2, lon2):\n", " # convert decimal degrees to radians\n", " lat1, lon1, lat2, lon2 = map(radians, [lat1, lon1, lat2, lon2])\n", " # haversine formula\n", " dlon = lon2 - lon1\n", " dlat = lat2 - lat1\n", " a = sin(dlat/2)**2 + cos(lat1) * cos(lat2) * sin(dlon/2)**2\n", " c = 2 * asin(sqrt(a))\n", " km = 6371 * c\n", " return km" ] }, { "cell_type": "code", "execution_count": 13, "id": "9aa3dbc8-0169-49b5-b2b8-1a91365d153d", "metadata": {}, "outputs": [], "source": [ "#Apply the Haversine formula\n", "df['distance_km'] = df.apply(lambda x: haversine(x['pickup_latitude'], x['pickup_longitude'],\n", " x['dropoff_latitude'], x['dropoff_longitude']), axis=1)" ] }, { "cell_type": "code", "execution_count": 14, "id": "37beba86-0558-4b0c-9c68-c9f300f9f16a", "metadata": {}, "outputs": [], "source": [ "# Remove zero-distance trips\n", "df = df[df['distance_km'] > 0]" ] }, { "cell_type": "code", "execution_count": 15, "id": "4be478a5-cfe2-4627-b1d4-f9c6cc8aa8f1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "sns.heatmap(df.corr(), annot=True, cmap='coolwarm')\n", "plt.title(\"Feature Correlation Heatmap\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "id": "d5aa306e-e12e-4463-b625-317422e3e834", "metadata": {}, "outputs": [], "source": [ "# Define features and target\n", "X = df[['distance_km', 'hour', 'day', 'month', 'year', 'day_of_week']]\n", "y = df['fare_amount']" ] }, { "cell_type": "code", "execution_count": 17, "id": "a893974d-4c54-4771-b76a-99a688d29df2", "metadata": {}, "outputs": [], "source": [ "# Split data into train and test sets\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" ] }, { "cell_type": "code", "execution_count": 18, "id": "59775dd4-dc91-4442-9d0f-12c8d0753034", "metadata": {}, "outputs": [], "source": [ "# -------------------- Linear Regression --------------------\n", "lr_model = LinearRegression()\n", "lr_model.fit(X_train, y_train)\n", "y_pred_lr = lr_model.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 19, "id": "d1a967bc-4597-4e57-a73b-a52aa9f2727b", "metadata": {}, "outputs": [], "source": [ "# -------------------- Random Forest Regression --------------------\n", "rf_model = RandomForestRegressor(n_estimators=100, random_state=42)\n", "rf_model.fit(X_train, y_train)\n", "y_pred_rf = rf_model.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 20, "id": "13e2ec7c-aa6b-4343-98d5-58d0bb2c5ea2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Model: Linear Regression\n", "R² Score: 0.0172\n", "RMSE: 9.4318\n", "MAE: 5.9225\n", "\n", "Model: Random Forest Regressor\n", "R² Score: 0.8190\n", "RMSE: 4.0477\n", "MAE: 2.1524\n" ] } ], "source": [ "def evaluate_model(y_true, y_pred, model_name):\n", " r2 = r2_score(y_true, y_pred)\n", " rmse = np.sqrt(mean_squared_error(y_true, y_pred))\n", " mae = mean_absolute_error(y_true, y_pred)\n", " print(f\"\\nModel: {model_name}\")\n", " print(f\"R² Score: {r2:.4f}\")\n", " print(f\"RMSE: {rmse:.4f}\")\n", " print(f\"MAE: {mae:.4f}\")\n", " return r2, rmse, mae\n", "\n", "# Evaluate both models\n", "lr_scores = evaluate_model(y_test, y_pred_lr, \"Linear Regression\")\n", "rf_scores = evaluate_model(y_test, y_pred_rf, \"Random Forest Regressor\")" ] }, { "cell_type": "code", "execution_count": 21, "id": "0be29f33-dbf6-4ee7-8c26-995bd1402bbc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Model Comparison:\n", " Model R2 RMSE MAE\n", "0 Linear Regression 0.017172 9.431814 5.922463\n", "1 Random Forest Regressor 0.818989 4.047705 2.152357\n" ] } ], "source": [ "results = pd.DataFrame({\n", " 'Model': ['Linear Regression', 'Random Forest Regressor'],\n", " 'R2': [lr_scores[0], rf_scores[0]],\n", " 'RMSE': [lr_scores[1], rf_scores[1]],\n", " 'MAE': [lr_scores[2], rf_scores[2]]\n", "})\n", "\n", "print(\"\\nModel Comparison:\")\n", "print(results)" ] }, { "cell_type": "code", "execution_count": 22, "id": "c1ec0d4d-ff96-4b43-92c9-e5b081f468cb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot comparison\n", "plt.figure(figsize=(8,5))\n", "sns.barplot(x='Model', y='R2', data=results)\n", "plt.title(\"R² Score Comparison between Models\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "9d5fa235-a121-4315-8dd2-b93b449c45a9", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }