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Program that simulates customer behaviour in a supermarket (Monte Carlo Markov Chain Simulations)

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Markov Supermarket Simulation

This project was completed in Week 8 of the Data Science bootcamp at SPICED Academy.

In this project, we wrote a program that simulates customer behaviour. We were given the data with the tracked movements of all customers in a supermarket during a five-day week indicating where customers spent their time. We first did EDA on the data and calculated transition probabilities. Then we implemented a Customer and a Supermarket classes and ran a Monte-Carlo-Markov-Chain simulation for multiple customers for a single day using the generated transition probabilities matrix. Following a sample solution, we created a visualization of the customers behavior in the supermarket.

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Program that simulates customer behaviour in a supermarket (Monte Carlo Markov Chain Simulations)

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