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Sorting IMDB Movies

Open Project

Business Problem

IMDB movies are intended to be ranked with various ranking approaches.

In this study;

  • A ranking based on Vote Count, Vote acerage numbers as well as a ranking based on the average weight of these factors

  • IMDB weighted average

  • Bayesian Average Rating (BAR Score)

furthermore, at the end of the study, a hybrid solution of all these approaches and a ranking approach is discussed.

Dataset Info

movies_metadata.csv

Feature Definition
title Movie title
vote_average Average rating score
vote_count Number of rating

Requirements

pandas==1.4.3
scikit_learn==1.1.2
scipy==1.7.3

Files

01-user-time-weighted-product-score.ipynb - User & Time Weighted Product Score Calculation Notebook

02.1-sorting-udemy-courses.ipynb - Sorting Udemy Courses Notebook

02.2-sorting-imdb-movies.ipynb - Sorting IMDB Movies Notebook

03-sorting-reviews.ipynb - Sorting Reviews Notebook

04-amazon-rating-product-sorting-reviews.ipynb - Rating Product & Sorting Reviews in Amazon

Author

Oğuz Erdoğan

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