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CDC 2024

Caleb Han and Mason Mines

Devpost

Presentation

Datasets used

Popular culture track - TourPedia API

London Metro Stations

London Bus Stops

Project Description

Our project involves analyzing the possible correlation between the number of reviews and polarity of restaurants in London in comparison to its proximity to a public bus stop or a metro station.

Data

We used the TourPedia API to retrieve all restaurant data available in London. We then averaged the polarity for each restaurant. The polarity is a measure of how positive or negative the reviews are for a restaurant. A 10 is the best review while a 0 is the worst. We also counted the number of reviews for each restaurant.

Polarity

Polarity

Number of reviews

Number of reviews

We then found the closest bus stop and metro station to each restaurant using the London Bus Stops and London Metro Stations datasets.

Metro

Metro

Bus

Bus

Results

We found that restaurants closer to a bus stop or metro station tend to have a higher number of reviews and a higher polarity.

Metro

Metro number of reviews Metro polarity

Bus

Bus number of reviews Bus polarity

Specifications

Generative AI was used to fill in repetitive blocks of code.

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  • Python 100.0%