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Collect Data
To support our analysis, we built a database of all existing episodes. We gathered their Wiki page and their IMDB rating and ranking as well. Lastly, we linked characters and episodes. Let's briefly see how we proceeded!
1. Gather the list of all episodes & their wiki description
1. Gather the list of all episodes & their wiki description
We extracted the episodes' list of each season by parsing the "Episodes" section of each season Wiki page with BeautifulSoup (again!). We also collected the Wiki page content of each episode following provided hyperlinks.
2. Add the imdb ranking and rating
2. Add the imdb ranking and rating
We parsed the IMDB Rick and Morty episodes ranking page with BeautifulSoup to collect episodes' rating, ranking and number of votes. Indeed, we plan to analyse the best rated episodes.
3. Match episodes with characters
3. Match episodes with characters
Finally we tried to match the characters of our dataframe with the episodes they are involved in. We adapted the code used to extract relations between characters, and we apply it on the "Characters" section of each episode.
An extract of our episodes dataframe
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