First of all, Community is a gem and if you haven't seen it, you should.
On May 9, 2020 I scraped the IMDb ratings of all 110 Community episodes in honor of their May 18, 2020 reunion to raise money for two coronavirus relief efforts.
community_plot.R - R script that creates the plot below
scraping-episode-imdb-ratings.ipynb - this notebook explains the scraping process step-by-step, using this article as a reference (for beginners)
community_data_scrape.ipynb - optimized code used for scraping
community_EDA.ipynb - explores the ratings and total votes, plots them against each other, and contains the code that creates the heatmap below
You can also find the dataset on kaggle here.
The variables include:
Season - season
Episode number - episode_number
Episode title - title
Original air date - airdate
IMBd rating - rating
Total votes - total_votes
Episode description - desc