- The repo includes explanatory data analysis of anime ratings dataset from Kaggle.
- You can find full ouputs of the notebook on Kaggle: https://www.kaggle.com/code/flyaskofiasko/anime-recos/notebook.
It contains different tops:
- Rating by happiness per minute
- Rating using Kinopoisk TOP 250 formula (assuming that all users in dataset gave their rate in the last year)
- Top of the most contradictory anime titles (includes Neon Genesis Evangelion and Sword Art Online)
- Top of the most unambiguous titles (includes Kimi no Nawa and Fullmetal Alchemist: Brotherhood that is really logical in my opinion)
- Top of the most popular genres
- Top of genres with the highest rating (Comedy, School, Slice of Life)
| English name | Russian Name | Rating | Happiness per minute |
|---|---|---|---|
| Mitsudomoe Zouryouchuu! | Отвязная троица | 7.82 | 0.049 |
| Arslan Senki (TV): Fuujin Ranbu | Сказание об Арслане | 7.70 | 0.048 |
| Haikyuu!!: Karasuno Koukou VS Shiratorizawa | Волейбол!!! Старшая школа Карасуно против академии Сираторидзава | 9.15 | 0.046 |
| Mushishi Zoku Shou 2nd Season | Мастер муси 2 | 8.88 | 0.044 |
| Mushishi Zoku Shou | Мастер муси | 8.80 | 0.044 |
| English name | Russian Name | Rating | New rating |
|---|---|---|---|
| Death Note | Тетрадь смерти | 8.71 | 7.79 |
| Sword Art Online | Мастера меча онлайн | 7.83 | 7.78 |
| Shingeki no Kyojin | Атака титанов | 8.54 | 7.78 |
| Code Geass: Hangyaku no Lelouch | Код Гиас: Восставший Лелуш | 8.83 | 7.78 |
| Angel Beats! | Ангельские ритмы! | 8.39 | 7.78 |
- Comedy (комедия) - 1️⃣ 1️⃣ %
- Action (экшен) - 9️⃣ %
- Drama (драма) - 8️⃣ %
- Shounen (сёнен) - 7️⃣ %
- Romance (романтика) - 5️⃣ %
- Supernatural (сверхъестественное) - 5️⃣ %
I'm looking forward to building a recommendation system using this dataset. Also, making a clusterization is in my plans. 🎯