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Market Basket Analysis, Portugal based, on TripAdvisor Top 100 Tourist Attractions dataset from January 1, 2019 to August 21, 2021.

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emrecanduran/Market-Basket-Analysis-on-TripAdvisor-Portugal-based

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Market-Basket-Analysis-on-TripAdvisor

Project Overview

Tourism was hit hard by the COVID-19 pandemic. National Tourism Board Organizations (NTBO) want to study users' generated content, such as Social Media reviews, to understand visitors patterns and if these patterns were affected by the pandemic.

Act as a consultant for the Portuguese NTBO. My job is to characterize and describe the patterns of visitants of Portuguese attractions and comparing it to Portugal's main tourism competitors. In addition, I will try to understand visitors' frequent itemset associations, similarities between attractions and visitors.

Setup

This project has been implemented on jupyter notebook using a main and an auxiliary dataset.

Method

The data sets were examined and interesting patterns were tried to be found. The Apriori algorithm(Frequent Itemsets - Association Rule Mining) was used as the model.

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Market Basket Analysis, Portugal based, on TripAdvisor Top 100 Tourist Attractions dataset from January 1, 2019 to August 21, 2021.

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