Duplicate from mramazan/User-Animelist-Dataset
Browse filesCo-authored-by: Ramazan <mramazan@users.noreply.huggingface.co>
- .gitattributes +63 -0
- README.md +74 -0
- animes.csv +3 -0
- ratings.csv +3 -0
- ratings.dat +3 -0
- ratings.npy +3 -0
.gitattributes
ADDED
|
@@ -0,0 +1,63 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
*.7z filter=lfs diff=lfs merge=lfs -text
|
| 2 |
+
*.arrow filter=lfs diff=lfs merge=lfs -text
|
| 3 |
+
*.bin filter=lfs diff=lfs merge=lfs -text
|
| 4 |
+
*.bz2 filter=lfs diff=lfs merge=lfs -text
|
| 5 |
+
*.ckpt filter=lfs diff=lfs merge=lfs -text
|
| 6 |
+
*.ftz filter=lfs diff=lfs merge=lfs -text
|
| 7 |
+
*.gz filter=lfs diff=lfs merge=lfs -text
|
| 8 |
+
*.h5 filter=lfs diff=lfs merge=lfs -text
|
| 9 |
+
*.joblib filter=lfs diff=lfs merge=lfs -text
|
| 10 |
+
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
| 11 |
+
*.lz4 filter=lfs diff=lfs merge=lfs -text
|
| 12 |
+
*.mds filter=lfs diff=lfs merge=lfs -text
|
| 13 |
+
*.mlmodel filter=lfs diff=lfs merge=lfs -text
|
| 14 |
+
*.model filter=lfs diff=lfs merge=lfs -text
|
| 15 |
+
*.msgpack filter=lfs diff=lfs merge=lfs -text
|
| 16 |
+
*.npy filter=lfs diff=lfs merge=lfs -text
|
| 17 |
+
*.npz filter=lfs diff=lfs merge=lfs -text
|
| 18 |
+
*.onnx filter=lfs diff=lfs merge=lfs -text
|
| 19 |
+
*.ot filter=lfs diff=lfs merge=lfs -text
|
| 20 |
+
*.parquet filter=lfs diff=lfs merge=lfs -text
|
| 21 |
+
*.pb filter=lfs diff=lfs merge=lfs -text
|
| 22 |
+
*.pickle filter=lfs diff=lfs merge=lfs -text
|
| 23 |
+
*.pkl filter=lfs diff=lfs merge=lfs -text
|
| 24 |
+
*.pt filter=lfs diff=lfs merge=lfs -text
|
| 25 |
+
*.pth filter=lfs diff=lfs merge=lfs -text
|
| 26 |
+
*.rar filter=lfs diff=lfs merge=lfs -text
|
| 27 |
+
*.safetensors filter=lfs diff=lfs merge=lfs -text
|
| 28 |
+
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
| 29 |
+
*.tar.* filter=lfs diff=lfs merge=lfs -text
|
| 30 |
+
*.tar filter=lfs diff=lfs merge=lfs -text
|
| 31 |
+
*.tflite filter=lfs diff=lfs merge=lfs -text
|
| 32 |
+
*.tgz filter=lfs diff=lfs merge=lfs -text
|
| 33 |
+
*.wasm filter=lfs diff=lfs merge=lfs -text
|
| 34 |
+
*.xz filter=lfs diff=lfs merge=lfs -text
|
| 35 |
+
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 36 |
+
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 37 |
+
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 38 |
+
# Audio files - uncompressed
|
| 39 |
+
*.pcm filter=lfs diff=lfs merge=lfs -text
|
| 40 |
+
*.sam filter=lfs diff=lfs merge=lfs -text
|
| 41 |
+
*.raw filter=lfs diff=lfs merge=lfs -text
|
| 42 |
+
# Audio files - compressed
|
| 43 |
+
*.aac filter=lfs diff=lfs merge=lfs -text
|
| 44 |
+
*.flac filter=lfs diff=lfs merge=lfs -text
|
| 45 |
+
*.mp3 filter=lfs diff=lfs merge=lfs -text
|
| 46 |
+
*.ogg filter=lfs diff=lfs merge=lfs -text
|
| 47 |
+
*.wav filter=lfs diff=lfs merge=lfs -text
|
| 48 |
+
# Image files - uncompressed
|
| 49 |
+
*.bmp filter=lfs diff=lfs merge=lfs -text
|
| 50 |
+
*.gif filter=lfs diff=lfs merge=lfs -text
|
| 51 |
+
*.png filter=lfs diff=lfs merge=lfs -text
|
| 52 |
+
*.tiff filter=lfs diff=lfs merge=lfs -text
|
| 53 |
+
# Image files - compressed
|
| 54 |
+
*.jpg filter=lfs diff=lfs merge=lfs -text
|
| 55 |
+
*.jpeg filter=lfs diff=lfs merge=lfs -text
|
| 56 |
+
*.webp filter=lfs diff=lfs merge=lfs -text
|
| 57 |
+
# Video files - compressed
|
| 58 |
+
*.mp4 filter=lfs diff=lfs merge=lfs -text
|
| 59 |
+
*.webm filter=lfs diff=lfs merge=lfs -text
|
| 60 |
+
animes.csv filter=lfs diff=lfs merge=lfs -text
|
| 61 |
+
ratings.csv filter=lfs diff=lfs merge=lfs -text
|
| 62 |
+
ratings.dat filter=lfs diff=lfs merge=lfs -text
|
| 63 |
+
animes.csv.w filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
|
@@ -0,0 +1,74 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
preview_file_name: ratings.csv
|
| 3 |
+
license: cc-by-4.0
|
| 4 |
+
pretty_name: User Animelist Dataset
|
| 5 |
+
size_categories:
|
| 6 |
+
- 1M<n<10M
|
| 7 |
+
modalities:
|
| 8 |
+
- tabular
|
| 9 |
+
task_categories:
|
| 10 |
+
- tabular-regression
|
| 11 |
+
- tabular-classification
|
| 12 |
+
language:
|
| 13 |
+
- en
|
| 14 |
+
tags:
|
| 15 |
+
- Anime
|
| 16 |
+
- Recommendation
|
| 17 |
+
- Tabular
|
| 18 |
+
- Dataset
|
| 19 |
+
- Recommender
|
| 20 |
+
- MovieLens
|
| 21 |
+
---
|
| 22 |
+
|
| 23 |
+
# About Dataset
|
| 24 |
+
|
| 25 |
+
**This dataset consists of user ratings for anime titles. Each user in the dataset has provided at least 5 ratings,
|
| 26 |
+
ensuring a minimum level of engagement. The dataset includes detailed information about both users and anime, making it
|
| 27 |
+
suitable for tasks such as recommendation systems, user behavior analysis, and genre-based filtering.
|
| 28 |
+
Dataset is freshly-created so it cover newer animes. Data is published in MovieLens format except timestamp data so
|
| 29 |
+
this dataset is easy to use with GitHub that trains with MovieLens dataset**
|
| 30 |
+
|
| 31 |
+
## Dataset Statistics
|
| 32 |
+
|
| 33 |
+
- Number of Users: 1,774,522
|
| 34 |
+
- Number of Animes: 20,237
|
| 35 |
+
- Total Ratings: 148,170,496
|
| 36 |
+
- Sparsity/Density: 0.0041
|
| 37 |
+
- Average Ratings per User: ~83.50
|
| 38 |
+
- Average Ratings per Anime: ~7,321.76
|
| 39 |
+
- Rating Range: 0.1 to 10.0
|
| 40 |
+
- Mean Rating: 7.64
|
| 41 |
+
- Standard Deviation of Ratings: 1.89
|
| 42 |
+
|
| 43 |
+
## Anime Metadata
|
| 44 |
+
|
| 45 |
+
### Each anime entry includes:
|
| 46 |
+
|
| 47 |
+
- Title
|
| 48 |
+
- Year of release
|
| 49 |
+
- Episode Count
|
| 50 |
+
- Type (e.g., TV, Movie, OVA)
|
| 51 |
+
- Score (aggregated or average rating)
|
| 52 |
+
- Image URL (for visual reference)
|
| 53 |
+
- MyAnimeList URL
|
| 54 |
+
- Genres Detailed Genres
|
| 55 |
+
|
| 56 |
+
## Usage
|
| 57 |
+
|
| 58 |
+
```bash
|
| 59 |
+
file_path = 'ratings.npy'
|
| 60 |
+
|
| 61 |
+
# ratings_array shape: (n_ratings, 3) - columns: [user_id, anime_id, rating]
|
| 62 |
+
ratings_array = np.load(file_path)
|
| 63 |
+
|
| 64 |
+
# Create DataFrame from numpy array
|
| 65 |
+
df = pd.DataFrame(ratings_array, columns=['user_id', 'anime_id', 'rating'])
|
| 66 |
+
```
|
| 67 |
+
|
| 68 |
+
## Links
|
| 69 |
+
|
| 70 |
+
Dataset GitHub repo: https://github.com/MRamazan/User-Animelist-Dataset
|
| 71 |
+
|
| 72 |
+
Dataset Kaggle link: https://www.kaggle.com/datasets/tavuksuzdurum/user-animelist-dataset
|
| 73 |
+
|
| 74 |
+
BERT Anime Recommender GitHub repo: https://github.com/MRamazan/AnimeRecBERT
|
animes.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5bec78930e6e7633156046338947954c7e619d9615116bec13d9fc4e04221175
|
| 3 |
+
size 10816239
|
ratings.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2ee00f83262cd4cdb2d4a0f1661545307ccc956b01314df0d5e5232433339e68
|
| 3 |
+
size 2254824347
|
ratings.dat
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e2768efb78f243fbe5556f457607065f58cb064791dd294eafac1fc289f2816d
|
| 3 |
+
size 2402994820
|
ratings.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:84145bf960bbe5ceccd4adc26dee02d00aab29a1f4d826ce0d29cbe914f0a2ce
|
| 3 |
+
size 1778046080
|