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Essential Python Programming Concepts for Data Analysis

Immutability and String Transformations Strings in Python are immutable objects. Method calls such as .replace() generate entirely new string instances rather than altering the original memory reference. Assigning the return value is mandatory for persistence. original_segment = "target_pattern...

Calculating Field Sum in MongoDB Collections

Connecting to MongoDB Establish database connnection using the Node.js driver: const { MongoClient } = require('mongodb'); const databaseUrl = 'mongodb://localhost:27017'; const client = new MongoClient(databaseUrl); async function connectToDatabase() { try { await client.connect(); console.log('Dat...

Analyzing Ride-Hailing Driver Metrics with SQL Window Functions

Data Schema ride_requests table: user_id: Passenger identifier location: City name request_ts: Timestamp of ride request request_end_ts: Timestamp when request period ends booking_id: Unique order identifier (null until accepted) ride_orders table: booking_id: Unique order identifier user_id: Passen...