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Anime Ranking and Score Data
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About
Anime Ratings contains a collection of anime listings from MyAnimeList (MAL), featuring titles, rankings, ratings, and popularity scores. It also includes related genres, episode counts, episode lengths, and release seasons. This data is suitable for tasks involving data cleaning due to the presence of null values for certain attributes, such as genre and release season. The dataset brings together details for over 20,000 anime entries, providing a useful resource for analysis.
Columns
- Title: The name of the anime as listed on the MyAnimeList website. This column contains 20,342 distinct entries.
- Genres: Attributes assigned to the anime, which can be a single genre or multiple genres separated by commas. Many entries, specifically 51%, have null values if no genre was provided on the website. There are 884 distinct genre combinations.
- Rank: The position of the anime based on its calculated score. It is important to note that R18+ entries are not included in these rankings. This column has 18,500 valid entries with a mean rank of 9,230.
- Popularity: The rank of the anime determined by the number of users subscribed to it on MyAnimeList. This column has 20,342 valid entries, with a mean popularity of 10,200.
- Score: A weighted numerical value derived from user ratings. The calculation involves the average score, the number of users providing a score, a minimum user threshold, and the overall mean score across the anime database. This column has 14,000 valid entries, with a mean score of 6.45.
- Episodes: The total number of episodes for the anime. Ongoing anime are indicated with an "Unknown" value. This column has 20,342 valid entries, with '1' being the most frequent value at 47%.
- Episode length: The duration of each individual episode, typically presented in the format "x hr. xx min. per episode." This column has 20,342 valid entries, with '24 min. per ep.' being the most common at 9%.
- Release date: The season and year when the anime was publicly released. A significant portion, 75%, of this column has null values. There are 5,087 valid entries, with "Spring 2017" being a notable example.
Distribution
The dataset is provided in a data file, likely in CSV format, and encompasses over 20,000 unique anime entries, specifically 20,342 titles. The file,
MALratings.csv, has a size of 1.49 MB and is structured with 8 distinct columns. A notable characteristic is the presence of numerous null values for attributes like 'Genres' and 'Release date', making it particularly apt for data cleaning exercises.Usage
This dataset is ideally suited for:
- Practising data cleaning and preprocessing techniques, particularly due to the prevalence of null values in several key columns.
- Analysing and exploring trends in anime popularity and ranking.
- Investigating the distribution of genres and their potential correlation with scores.
- Studying the characteristics of anime, such as episode counts and individual episode durations.
Coverage
The data encompasses anime listed on the MyAnimeList platform. While it includes release dates, 75% of these values are absent. For the available entries, it covers various release seasons and years, with "Spring 2017" being a common example. It should be noted that R18+ entries are specifically excluded from the rankings within the dataset. Many anime titles also lack specified genres or release season details.
License
CC0: Public Domain
Who Can Use It
- Data Scientists and Analysts: For honing skills in data cleaning, transformation, and exploratory data analysis.
- Anime Enthusiasts and Researchers: To gain insights into anime trends, popularity metrics, and content characteristics.
- Developers: To build and test recommendation engines or analytical tools focused on anime.
Dataset Name Suggestions
- MyAnimeList Anime Data
- MAL Anime Ratings and Popularity
- Anime Statistics from MyAnimeList
- Anime Ranking and Score Data
Attributes
Original Data Source: Anime Ranking and Score Data
QUALITY