390 lines
231 KiB
Plaintext
Executable File
390 lines
231 KiB
Plaintext
Executable File
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "df16d02a-fc85-4581-a2d5-8ab2d896d918",
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"metadata": {},
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"source": [
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"# Practical-1 (Uber)\n",
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"\n",
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"---\n",
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"\n",
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"Problem Statement: Predict the price of the Uber ride from a given pickup point to the agreed drop-off location.\n",
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"Perform following tasks:\n",
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"1. Pre-process the dataset.\n",
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"2. Identify outliers.\n",
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"3. Check the correlation.\n",
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"4. Implement linear regression and random forest regression models.\n",
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"5. Evaluate the models and compare their respective scores like R2, RMSE, etc.\n",
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"\n",
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"- Dataset link: https://www.kaggle.com/datasets/yasserh/uber-fares-dataset\n",
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"- Dataset available in [Datasets](https://git.kska.io/sppu-be-comp-content/MachineLearning/src/branch/main/Datasets/) directory.\n",
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"\n",
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"---"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"id": "10f4a878-d398-4db5-bdf0-2132ad22c696",
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"metadata": {},
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"outputs": [],
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"source": [
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"# ---------------------------------------------------------------\n",
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"# Uber Fare Prediction\n",
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"# ---------------------------------------------------------------\n",
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"# Steps:\n",
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"# 1. Data Loading and Pre-processing\n",
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"# 2. Outlier Detection\n",
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"# 3. Correlation Analysis\n",
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"# 4. Model Implementation (Linear Regression & Random Forest)\n",
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"# 5. Model Evaluation and Comparison\n",
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"# ---------------------------------------------------------------"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"id": "f5981ab8-b381-40fa-b8ba-ffced9b4c31b",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Import necessary libraries\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"from sklearn.model_selection import train_test_split\n",
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"from sklearn.linear_model import LinearRegression\n",
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"from sklearn.ensemble import RandomForestRegressor\n",
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"from sklearn.metrics import r2_score, mean_squared_error, mean_absolute_error\n",
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"from math import radians, cos, sin, asin, sqrt"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"id": "c8e1b095-8f66-4035-8bb7-431767dcf755",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Initial Data Shape: (200000, 9)\n",
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" Unnamed: 0 key fare_amount \\\n",
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"0 24238194 2015-05-07 19:52:06.0000003 7.5 \n",
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"1 27835199 2009-07-17 20:04:56.0000002 7.7 \n",
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"2 44984355 2009-08-24 21:45:00.00000061 12.9 \n",
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"3 25894730 2009-06-26 08:22:21.0000001 5.3 \n",
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"4 17610152 2014-08-28 17:47:00.000000188 16.0 \n",
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"\n",
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" pickup_datetime pickup_longitude pickup_latitude \\\n",
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"0 2015-05-07 19:52:06 UTC -73.999817 40.738354 \n",
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"1 2009-07-17 20:04:56 UTC -73.994355 40.728225 \n",
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"2 2009-08-24 21:45:00 UTC -74.005043 40.740770 \n",
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"3 2009-06-26 08:22:21 UTC -73.976124 40.790844 \n",
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"4 2014-08-28 17:47:00 UTC -73.925023 40.744085 \n",
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"\n",
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" dropoff_longitude dropoff_latitude passenger_count \n",
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"0 -73.999512 40.723217 1 \n",
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"1 -73.994710 40.750325 1 \n",
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"2 -73.962565 40.772647 1 \n",
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"3 -73.965316 40.803349 3 \n",
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"4 -73.973082 40.761247 5 \n",
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"After dropping missing values: (199999, 9)\n",
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"\n",
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"Columns after feature extraction:\n",
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" Index(['Unnamed: 0', 'fare_amount', 'pickup_longitude', 'pickup_latitude',\n",
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" 'dropoff_longitude', 'dropoff_latitude', 'passenger_count', 'hour',\n",
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" 'day', 'month', 'year', 'day_of_week'],\n",
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" dtype='object')\n"
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]
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}
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],
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"source": [
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"# ---------------------------------------------------------------\n",
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"# 1. DATA LOADING & PREPROCESSING\n",
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"# ---------------------------------------------------------------\n",
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"\n",
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"# Load the dataset\n",
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"df = pd.read_csv(\"uber.csv\") # change to your local path if needed\n",
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"print(\"Initial Data Shape:\", df.shape)\n",
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"print(df.head())\n",
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"\n",
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"# Drop rows with missing values\n",
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"df.dropna(inplace=True)\n",
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"print(\"After dropping missing values:\", df.shape)\n",
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"\n",
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"# Rename columns for easier reference\n",
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"df.rename(columns={'pickup_datetime': 'pickup_datetime'}, inplace=True)\n",
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"\n",
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"# Convert pickup_datetime to datetime object\n",
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"df['pickup_datetime'] = pd.to_datetime(df['pickup_datetime'], errors='coerce')\n",
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"\n",
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"# Extract useful datetime features\n",
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"df['hour'] = df['pickup_datetime'].dt.hour\n",
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"df['day'] = df['pickup_datetime'].dt.day\n",
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"df['month'] = df['pickup_datetime'].dt.month\n",
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"df['year'] = df['pickup_datetime'].dt.year\n",
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"df['day_of_week'] = df['pickup_datetime'].dt.dayofweek\n",
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"\n",
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"# Drop datetime column (not needed as a direct feature)\n",
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"df.drop(['pickup_datetime', 'key'], axis=1, inplace=True, errors='ignore')\n",
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"\n",
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"print(\"\\nColumns after feature extraction:\\n\", df.columns)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"id": "4cf6a6e6-0a4f-42f5-9776-985c8ab709ea",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Data shape after removing outliers: (199875, 12)\n"
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]
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}
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],
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"source": [
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"# ---------------------------------------------------------------\n",
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"# 2. OUTLIER DETECTION & REMOVAL\n",
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"# ---------------------------------------------------------------\n",
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"\n",
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"# Remove entries with unrealistic fares\n",
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"df = df[(df['fare_amount'] > 0) & (df['fare_amount'] < 100)]\n",
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"\n",
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"# Remove unrealistic latitude and longitude values\n",
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"df = df[(df['pickup_latitude'] <= 90) & (df['pickup_latitude'] >= -90)]\n",
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"df = df[(df['dropoff_latitude'] <= 90) & (df['dropoff_latitude'] >= -90)]\n",
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"df = df[(df['pickup_longitude'] <= 180) & (df['pickup_longitude'] >= -180)]\n",
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"df = df[(df['dropoff_longitude'] <= 180) & (df['dropoff_longitude'] >= -180)]\n",
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"\n",
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"print(\"Data shape after removing outliers:\", df.shape)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"id": "21d7c5de-f234-481e-a093-3908e7595635",
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"metadata": {},
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"outputs": [],
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"source": [
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"# ---------------------------------------------------------------\n",
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"# 3. FEATURE ENGINEERING – DISTANCE CALCULATION\n",
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"# ---------------------------------------------------------------\n",
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"\n",
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"# Define Haversine function to calculate distance between pickup and drop-off\n",
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"def haversine(lat1, lon1, lat2, lon2):\n",
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" # convert decimal degrees to radians\n",
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" lat1, lon1, lat2, lon2 = map(radians, [lat1, lon1, lat2, lon2])\n",
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" # haversine formula\n",
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" dlon = lon2 - lon1\n",
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" dlat = lat2 - lat1\n",
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" a = sin(dlat/2)**2 + cos(lat1) * cos(lat2) * sin(dlon/2)**2\n",
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" c = 2 * asin(sqrt(a))\n",
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" km = 6371 * c\n",
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" return km\n",
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"\n",
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"# Apply the Haversine formula\n",
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"df['distance_km'] = df.apply(lambda x: haversine(x['pickup_latitude'], x['pickup_longitude'],\n",
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" x['dropoff_latitude'], x['dropoff_longitude']), axis=1)\n",
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"\n",
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"# Remove zero-distance trips\n",
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"df = df[df['distance_km'] > 0]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"id": "882683de-7a3b-4038-818e-a3a4ef3310f8",
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"metadata": {},
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"outputs": [
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# ---------------------------------------------------------------\n",
|
||
"# 4. CORRELATION ANALYSIS\n",
|
||
"# ---------------------------------------------------------------\n",
|
||
"\n",
|
||
"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": 17,
|
||
"id": "2a90ca74-ca31-46c6-9455-41ba3e423e2c",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# ---------------------------------------------------------------\n",
|
||
"# 5. MODEL TRAINING\n",
|
||
"# ---------------------------------------------------------------\n",
|
||
"\n",
|
||
"# Define features and target\n",
|
||
"X = df[['distance_km', 'hour', 'day', 'month', 'year', 'day_of_week']]\n",
|
||
"y = df['fare_amount']\n",
|
||
"\n",
|
||
"# 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)\n",
|
||
"\n",
|
||
"# -------------------- Linear Regression --------------------\n",
|
||
"lr_model = LinearRegression()\n",
|
||
"lr_model.fit(X_train, y_train)\n",
|
||
"y_pred_lr = lr_model.predict(X_test)\n",
|
||
"\n",
|
||
"# -------------------- 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": 18,
|
||
"id": "b06b0e54-47a0-44b9-b5f3-49467175cdf4",
|
||
"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": [
|
||
"# ---------------------------------------------------------------\n",
|
||
"# 6. MODEL EVALUATION\n",
|
||
"# ---------------------------------------------------------------\n",
|
||
"\n",
|
||
"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": 19,
|
||
"id": "38e674ba-dc3e-4fca-918a-c202753b37cf",
|
||
"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 0.818988 4.047719 2.152362\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# ---------------------------------------------------------------\n",
|
||
"# 7. COMPARISON\n",
|
||
"# ---------------------------------------------------------------\n",
|
||
"\n",
|
||
"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": 20,
|
||
"id": "d72b8823-3533-47ef-a305-f37e14f6ce42",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"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": "markdown",
|
||
"id": "731476f9-04b8-4960-aa1f-98475ab9aeb5",
|
||
"metadata": {},
|
||
"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": "3.8.20"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|