diff --git a/README.md b/README.md
index 4a9cdcfd6d58e10a1119dd5e75bca69afb668485..9cc7f09304148764d4d1b0267e0554ee51797fff 100644
--- a/README.md
+++ b/README.md
@@ -11,107 +11,89 @@ size_categories:
 
 # Dataset of ptilopsis/フィリオプシス/白面鸮 (Arknights)
 
-This is the dataset of ptilopsis/フィリオプシス/白面鸮 (Arknights), containing 500 images and their tags.
+This is the dataset of ptilopsis/フィリオプシス/白面鸮 (Arknights), containing 486 images and their tags.
 
-The core tags of this character are `bangs, owl_ears, orange_eyes, long_hair, white_hair, grey_hair, yellow_eyes, breasts`, which are pruned in this dataset.
+The core tags of this character are `bangs, owl_ears, orange_eyes, white_hair, long_hair, grey_hair, yellow_eyes, breasts`, which are pruned in this dataset.
 
 Images are crawled from many sites (e.g. danbooru, pixiv, zerochan ...), the auto-crawling system is powered by [DeepGHS Team](https://github.com/deepghs)([huggingface organization](https://huggingface.co/deepghs)).
 
 ## List of Packages
 
-| Name             |   Images | Download                                 | Description                                                                 |
-|:-----------------|---------:|:-----------------------------------------|:----------------------------------------------------------------------------|
-| raw              |      500 | [Download](dataset-raw.zip)              | Raw data with meta information (min edge aligned to 1400 if larger).        |
-| pruned           |      500 | [Download](dataset-pruned.zip)           | Raw data with meta information, core character tags pruned.                 |
-| pruned-stage3    |     1309 | [Download](dataset-pruned-stage3.zip)    | 3-stage cropped raw data with meta information, core character tags pruned. |
-| stage3-800       |     1309 | [Download](dataset-stage3-800.zip)       | 3-stage cropped dataset with the shorter side not exceeding 800 pixels.     |
-| stage3-p480-800  |     1248 | [Download](dataset-stage3-p480-800.zip)  | 3-stage cropped dataset with the area not less than 480x480 pixels.         |
-| stage3-1200      |     1309 | [Download](dataset-stage3-1200.zip)      | 3-stage cropped dataset with the shorter side not exceeding 800 pixels.     |
-| stage3-p480-1200 |     1248 | [Download](dataset-stage3-p480-1200.zip) | 3-stage cropped dataset with the area not less than 480x480 pixels.         |
+| Name             |   Images | Size       | Download                                                                                                             | Type       | Description                                                          |
+|:-----------------|---------:|:-----------|:---------------------------------------------------------------------------------------------------------------------|:-----------|:---------------------------------------------------------------------|
+| raw              |      486 | 836.63 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ptilopsis_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
+| 800              |      486 | 391.58 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ptilopsis_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
+| stage3-p480-800  |     1255 | 896.45 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ptilopsis_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
+| 1200             |      486 | 695.06 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ptilopsis_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
+| stage3-p480-1200 |     1255 | 1.38 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/ptilopsis_arknights/resolve/main/dataset-stage3-p480-1200.zip) | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
+
+### Load Raw Dataset with Waifuc
+
+We provide raw dataset (including tagged images) for [waifuc](https://deepghs.github.io/waifuc/main/tutorials/installation/index.html) loading. If you need this, just run the following code
+
+```python
+import os
+import zipfile
+
+from huggingface_hub import hf_hub_download
+from waifuc.source import LocalSource
+
+# download raw archive file
+zip_file = hf_hub_download(
+    repo_id='CyberHarem/ptilopsis_arknights',
+    repo_type='dataset',
+    filename='dataset-raw.zip',
+)
+
+# extract files to your directory
+dataset_dir = 'dataset_dir'
+os.makedirs(dataset_dir, exist_ok=True)
+with zipfile.ZipFile(zip_file, 'r') as zf:
+    zf.extractall(dataset_dir)
+
+# load the dataset with waifuc
+source = LocalSource(dataset_dir)
+for item in source:
+    print(item.image, item.meta['filename'], item.meta['tags'])
+```
 
 ## List of Clusters
 
 ### Raw Text Version
 
-|   # |   Samples | Img-1                             | Img-2                             | Img-3                             | Tags                                                                                                |
-|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------------------------------------------------------------------------|
-|   0 |         6 | ![](samples/0/clu0-sample0.png)   | ![](samples/0/clu0-sample1.png)   | ![](samples/0/clu0-sample2.png)   | feather_hair, medium_breasts, pointy_hair                                                           |
-|   1 |         3 | ![](samples/1/clu1-sample0.png)   | ![](samples/1/clu1-sample1.png)   | ![](samples/1/clu1-sample2.png)   | feather_hair, medium_hair, pointy_hair                                                              |
-|   2 |         4 | ![](samples/2/clu2-sample0.png)   | ![](samples/2/clu2-sample1.png)   | ![](samples/2/clu2-sample2.png)   | medium_breasts, medium_hair, pointy_hair                                                            |
-|   3 |         4 | ![](samples/3/clu3-sample0.png)   | ![](samples/3/clu3-sample1.png)   | ![](samples/3/clu3-sample2.png)   | feather_hair, large_breasts                                                                         |
-|   4 |         5 | ![](samples/4/clu4-sample0.png)   | ![](samples/4/clu4-sample1.png)   | ![](samples/4/clu4-sample2.png)   | medium_breasts, pointy_hair                                                                         |
-|   5 |         5 | ![](samples/5/clu5-sample0.png)   | ![](samples/5/clu5-sample1.png)   | ![](samples/5/clu5-sample2.png)   | bright_pupils, feather_hair, large_breasts, hair_between_eyes                                       |
-|   6 |         6 | ![](samples/6/clu6-sample0.png)   | ![](samples/6/clu6-sample1.png)   | ![](samples/6/clu6-sample2.png)   | medium_breasts, medium_hair                                                                         |
-|   7 |         4 | ![](samples/7/clu7-sample0.png)   | ![](samples/7/clu7-sample1.png)   | ![](samples/7/clu7-sample2.png)   | animal_ears, medium_hair                                                                            |
-|   8 |         8 | ![](samples/8/clu8-sample0.png)   | ![](samples/8/clu8-sample1.png)   | ![](samples/8/clu8-sample2.png)   | feather_hair, medium_hair                                                                           |
-|   9 |         8 | ![](samples/9/clu9-sample0.png)   | ![](samples/9/clu9-sample1.png)   | ![](samples/9/clu9-sample2.png)   | feather_hair, pointy_hair                                                                           |
-|  10 |         3 | ![](samples/10/clu10-sample0.png) | ![](samples/10/clu10-sample1.png) | ![](samples/10/clu10-sample2.png) | blunt_bangs, feather_hair, pointy_hair                                                              |
-|  11 |         3 | ![](samples/11/clu11-sample0.png) | ![](samples/11/clu11-sample1.png) | ![](samples/11/clu11-sample2.png) | blunt_bangs, feather_hair                                                                           |
-|  12 |         3 | ![](samples/12/clu12-sample0.png) | ![](samples/12/clu12-sample1.png) | ![](samples/12/clu12-sample2.png) | medium_hair, pointy_hair                                                                            |
-|  13 |         3 | ![](samples/13/clu13-sample0.png) | ![](samples/13/clu13-sample1.png) | ![](samples/13/clu13-sample2.png) | pointy_hair, short_hair                                                                             |
-|  14 |         3 | ![](samples/14/clu14-sample0.png) | ![](samples/14/clu14-sample1.png) | ![](samples/14/clu14-sample2.png) | medium_breasts, short_hair                                                                          |
-|  15 |         7 | ![](samples/15/clu15-sample0.png) | ![](samples/15/clu15-sample1.png) | ![](samples/15/clu15-sample2.png) | hair_ornament, bright_pupils, hairclip, white_pupils, very_long_hair, large_breasts, medium_breasts |
-|  16 |         5 | ![](samples/16/clu16-sample0.png) | ![](samples/16/clu16-sample1.png) | ![](samples/16/clu16-sample2.png) | bright_pupils, white_pupils, medium_breasts, feather_hair                                           |
-|  17 |         5 | ![](samples/17/clu17-sample0.png) | ![](samples/17/clu17-sample1.png) | ![](samples/17/clu17-sample2.png) | hair_ornament, hairclip, pointy_hair                                                                |
-|  18 |         9 | ![](samples/18/clu18-sample0.png) | ![](samples/18/clu18-sample1.png) | ![](samples/18/clu18-sample2.png) | pointy_hair                                                                                         |
-|  19 |        39 | ![](samples/19/clu19-sample0.png) | ![](samples/19/clu19-sample1.png) | ![](samples/19/clu19-sample2.png) | feather_hair                                                                                        |
-|  20 |        35 | ![](samples/20/clu20-sample0.png) | ![](samples/20/clu20-sample1.png) | ![](samples/20/clu20-sample2.png) | medium_hair                                                                                         |
-|  21 |        10 | ![](samples/21/clu21-sample0.png) | ![](samples/21/clu21-sample1.png) | ![](samples/21/clu21-sample2.png) | medium_breasts                                                                                      |
-|  22 |         3 | ![](samples/22/clu22-sample0.png) | ![](samples/22/clu22-sample1.png) | ![](samples/22/clu22-sample2.png) | hair_ornament                                                                                       |
-|  23 |         4 | ![](samples/23/clu23-sample0.png) | ![](samples/23/clu23-sample1.png) | ![](samples/23/clu23-sample2.png) | ribbon                                                                                              |
-|  24 |         5 | ![](samples/24/clu24-sample0.png) | ![](samples/24/clu24-sample1.png) | ![](samples/24/clu24-sample2.png) | large_breasts                                                                                       |
-|  25 |         5 | ![](samples/25/clu25-sample0.png) | ![](samples/25/clu25-sample1.png) | ![](samples/25/clu25-sample2.png) | beret, black_headwear, hat                                                                          |
-|  26 |         7 | ![](samples/26/clu26-sample0.png) | ![](samples/26/clu26-sample1.png) | ![](samples/26/clu26-sample2.png) | beret, black_headwear, hair_ornament, hat                                                           |
-|  27 |         4 | ![](samples/27/clu27-sample0.png) | ![](samples/27/clu27-sample1.png) | ![](samples/27/clu27-sample2.png) | beret, black_headwear, hair_ornament, hat, medium_hair                                              |
-|  28 |         8 | ![](samples/28/clu28-sample0.png) | ![](samples/28/clu28-sample1.png) | ![](samples/28/clu28-sample2.png) | black_headwear, hat                                                                                 |
-|  29 |         3 | ![](samples/29/clu29-sample0.png) | ![](samples/29/clu29-sample1.png) | ![](samples/29/clu29-sample2.png) | bright_pupils                                                                                       |
-|  30 |         7 | ![](samples/30/clu30-sample0.png) | ![](samples/30/clu30-sample1.png) | ![](samples/30/clu30-sample2.png) | short_hair                                                                                          |
-|  31 |         4 | ![](samples/31/clu31-sample0.png) | ![](samples/31/clu31-sample1.png) | ![](samples/31/clu31-sample2.png) | brown_eyes                                                                                          |
-|  32 |         3 | ![](samples/32/clu32-sample0.png) | ![](samples/32/clu32-sample1.png) | ![](samples/32/clu32-sample2.png) | animal_ears, small_breasts                                                                          |
-|  33 |         3 | ![](samples/33/clu33-sample0.png) | ![](samples/33/clu33-sample1.png) | ![](samples/33/clu33-sample2.png) | hair_between_eyes                                                                                   |
-|  34 |         3 | ![](samples/34/clu34-sample0.png) | ![](samples/34/clu34-sample1.png) | ![](samples/34/clu34-sample2.png) | animal_ears                                                                                         |
-|  35 |         3 | ![](samples/35/clu35-sample0.png) | ![](samples/35/clu35-sample1.png) | ![](samples/35/clu35-sample2.png) | neck_ribbon, red_ribbon, ribbon                                                                     |
-|  36 |         4 | ![](samples/36/clu36-sample0.png) | ![](samples/36/clu36-sample1.png) | ![](samples/36/clu36-sample2.png) | animal_on_head, on_head, short_hair                                                                 |
+|   # |   Samples | Img-1                             | Img-2                             | Img-3                             | Img-4                             | Img-5                             | Tags                                                          |
+|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:--------------------------------------------------------------|
+|   0 |         6 | ![](samples/0/clu0-sample0.png)   | ![](samples/0/clu0-sample1.png)   | ![](samples/0/clu0-sample2.png)   | ![](samples/0/clu0-sample3.png)   | ![](samples/0/clu0-sample4.png)   | feather_hair, medium_breasts, pointy_hair                     |
+|   1 |        16 | ![](samples/1/clu1-sample0.png)   | ![](samples/1/clu1-sample1.png)   | ![](samples/1/clu1-sample2.png)   | ![](samples/1/clu1-sample3.png)   | ![](samples/1/clu1-sample4.png)   | feather_hair, medium_breasts                                  |
+|   2 |         6 | ![](samples/2/clu2-sample0.png)   | ![](samples/2/clu2-sample1.png)   | ![](samples/2/clu2-sample2.png)   | ![](samples/2/clu2-sample3.png)   | ![](samples/2/clu2-sample4.png)   | medium_breasts, medium_hair                                   |
+|   3 |         8 | ![](samples/3/clu3-sample0.png)   | ![](samples/3/clu3-sample1.png)   | ![](samples/3/clu3-sample2.png)   | ![](samples/3/clu3-sample3.png)   | ![](samples/3/clu3-sample4.png)   | feather_hair, medium_hair                                     |
+|   4 |         8 | ![](samples/4/clu4-sample0.png)   | ![](samples/4/clu4-sample1.png)   | ![](samples/4/clu4-sample2.png)   | ![](samples/4/clu4-sample3.png)   | ![](samples/4/clu4-sample4.png)   | feather_hair, large_breasts, hair_between_eyes, bright_pupils |
+|   5 |         6 | ![](samples/5/clu5-sample0.png)   | ![](samples/5/clu5-sample1.png)   | ![](samples/5/clu5-sample2.png)   | ![](samples/5/clu5-sample3.png)   | ![](samples/5/clu5-sample4.png)   | hair_ornament, hairclip, pointy_hair                          |
+|   6 |        38 | ![](samples/6/clu6-sample0.png)   | ![](samples/6/clu6-sample1.png)   | ![](samples/6/clu6-sample2.png)   | ![](samples/6/clu6-sample3.png)   | ![](samples/6/clu6-sample4.png)   | feather_hair                                                  |
+|   7 |        39 | ![](samples/7/clu7-sample0.png)   | ![](samples/7/clu7-sample1.png)   | ![](samples/7/clu7-sample2.png)   | ![](samples/7/clu7-sample3.png)   | ![](samples/7/clu7-sample4.png)   | medium_hair                                                   |
+|   8 |        12 | ![](samples/8/clu8-sample0.png)   | ![](samples/8/clu8-sample1.png)   | ![](samples/8/clu8-sample2.png)   | ![](samples/8/clu8-sample3.png)   | ![](samples/8/clu8-sample4.png)   | medium_breasts                                                |
+|   9 |         6 | ![](samples/9/clu9-sample0.png)   | ![](samples/9/clu9-sample1.png)   | ![](samples/9/clu9-sample2.png)   | ![](samples/9/clu9-sample3.png)   | ![](samples/9/clu9-sample4.png)   | short_hair                                                    |
+|  10 |         7 | ![](samples/10/clu10-sample0.png) | ![](samples/10/clu10-sample1.png) | ![](samples/10/clu10-sample2.png) | ![](samples/10/clu10-sample3.png) | ![](samples/10/clu10-sample4.png) | pointy_hair                                                   |
+|  11 |         6 | ![](samples/11/clu11-sample0.png) | ![](samples/11/clu11-sample1.png) | ![](samples/11/clu11-sample2.png) | ![](samples/11/clu11-sample3.png) | ![](samples/11/clu11-sample4.png) | large_breasts                                                 |
+|  12 |         8 | ![](samples/12/clu12-sample0.png) | ![](samples/12/clu12-sample1.png) | ![](samples/12/clu12-sample2.png) | ![](samples/12/clu12-sample3.png) | ![](samples/12/clu12-sample4.png) | black_headwear, hat                                           |
+|  13 |        11 | ![](samples/13/clu13-sample0.png) | ![](samples/13/clu13-sample1.png) | ![](samples/13/clu13-sample2.png) | ![](samples/13/clu13-sample3.png) | ![](samples/13/clu13-sample4.png) | beret, black_headwear, hat, hair_ornament                     |
 
 ### Table Version
 
-|   # |   Samples | Img-1                             | Img-2                             | Img-3                             | feather_hair   | medium_breasts   | pointy_hair   | medium_hair   | large_breasts   | bright_pupils   | hair_between_eyes   | animal_ears   | blunt_bangs   | short_hair   | hair_ornament   | hairclip   | white_pupils   | very_long_hair   | ribbon   | beret   | black_headwear   | hat   | brown_eyes   | small_breasts   | neck_ribbon   | red_ribbon   | animal_on_head   | on_head   |
-|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:---------------|:-----------------|:--------------|:--------------|:----------------|:----------------|:--------------------|:--------------|:--------------|:-------------|:----------------|:-----------|:---------------|:-----------------|:---------|:--------|:-----------------|:------|:-------------|:----------------|:--------------|:-------------|:-----------------|:----------|
-|   0 |         6 | ![](samples/0/clu0-sample0.png)   | ![](samples/0/clu0-sample1.png)   | ![](samples/0/clu0-sample2.png)   | X              | X                | X             |               |                 |                 |                     |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|   1 |         3 | ![](samples/1/clu1-sample0.png)   | ![](samples/1/clu1-sample1.png)   | ![](samples/1/clu1-sample2.png)   | X              |                  | X             | X             |                 |                 |                     |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|   2 |         4 | ![](samples/2/clu2-sample0.png)   | ![](samples/2/clu2-sample1.png)   | ![](samples/2/clu2-sample2.png)   |                | X                | X             | X             |                 |                 |                     |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|   3 |         4 | ![](samples/3/clu3-sample0.png)   | ![](samples/3/clu3-sample1.png)   | ![](samples/3/clu3-sample2.png)   | X              |                  |               |               | X               |                 |                     |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|   4 |         5 | ![](samples/4/clu4-sample0.png)   | ![](samples/4/clu4-sample1.png)   | ![](samples/4/clu4-sample2.png)   |                | X                | X             |               |                 |                 |                     |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|   5 |         5 | ![](samples/5/clu5-sample0.png)   | ![](samples/5/clu5-sample1.png)   | ![](samples/5/clu5-sample2.png)   | X              |                  |               |               | X               | X               | X                   |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|   6 |         6 | ![](samples/6/clu6-sample0.png)   | ![](samples/6/clu6-sample1.png)   | ![](samples/6/clu6-sample2.png)   |                | X                |               | X             |                 |                 |                     |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|   7 |         4 | ![](samples/7/clu7-sample0.png)   | ![](samples/7/clu7-sample1.png)   | ![](samples/7/clu7-sample2.png)   |                |                  |               | X             |                 |                 |                     | X             |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|   8 |         8 | ![](samples/8/clu8-sample0.png)   | ![](samples/8/clu8-sample1.png)   | ![](samples/8/clu8-sample2.png)   | X              |                  |               | X             |                 |                 |                     |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|   9 |         8 | ![](samples/9/clu9-sample0.png)   | ![](samples/9/clu9-sample1.png)   | ![](samples/9/clu9-sample2.png)   | X              |                  | X             |               |                 |                 |                     |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  10 |         3 | ![](samples/10/clu10-sample0.png) | ![](samples/10/clu10-sample1.png) | ![](samples/10/clu10-sample2.png) | X              |                  | X             |               |                 |                 |                     |               | X             |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  11 |         3 | ![](samples/11/clu11-sample0.png) | ![](samples/11/clu11-sample1.png) | ![](samples/11/clu11-sample2.png) | X              |                  |               |               |                 |                 |                     |               | X             |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  12 |         3 | ![](samples/12/clu12-sample0.png) | ![](samples/12/clu12-sample1.png) | ![](samples/12/clu12-sample2.png) |                |                  | X             | X             |                 |                 |                     |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  13 |         3 | ![](samples/13/clu13-sample0.png) | ![](samples/13/clu13-sample1.png) | ![](samples/13/clu13-sample2.png) |                |                  | X             |               |                 |                 |                     |               |               | X            |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  14 |         3 | ![](samples/14/clu14-sample0.png) | ![](samples/14/clu14-sample1.png) | ![](samples/14/clu14-sample2.png) |                | X                |               |               |                 |                 |                     |               |               | X            |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  15 |         7 | ![](samples/15/clu15-sample0.png) | ![](samples/15/clu15-sample1.png) | ![](samples/15/clu15-sample2.png) |                | X                |               |               | X               | X               |                     |               |               |              | X               | X          | X              | X                |          |         |                  |       |              |                 |               |              |                  |           |
-|  16 |         5 | ![](samples/16/clu16-sample0.png) | ![](samples/16/clu16-sample1.png) | ![](samples/16/clu16-sample2.png) | X              | X                |               |               |                 | X               |                     |               |               |              |                 |            | X              |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  17 |         5 | ![](samples/17/clu17-sample0.png) | ![](samples/17/clu17-sample1.png) | ![](samples/17/clu17-sample2.png) |                |                  | X             |               |                 |                 |                     |               |               |              | X               | X          |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  18 |         9 | ![](samples/18/clu18-sample0.png) | ![](samples/18/clu18-sample1.png) | ![](samples/18/clu18-sample2.png) |                |                  | X             |               |                 |                 |                     |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  19 |        39 | ![](samples/19/clu19-sample0.png) | ![](samples/19/clu19-sample1.png) | ![](samples/19/clu19-sample2.png) | X              |                  |               |               |                 |                 |                     |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  20 |        35 | ![](samples/20/clu20-sample0.png) | ![](samples/20/clu20-sample1.png) | ![](samples/20/clu20-sample2.png) |                |                  |               | X             |                 |                 |                     |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  21 |        10 | ![](samples/21/clu21-sample0.png) | ![](samples/21/clu21-sample1.png) | ![](samples/21/clu21-sample2.png) |                | X                |               |               |                 |                 |                     |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  22 |         3 | ![](samples/22/clu22-sample0.png) | ![](samples/22/clu22-sample1.png) | ![](samples/22/clu22-sample2.png) |                |                  |               |               |                 |                 |                     |               |               |              | X               |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  23 |         4 | ![](samples/23/clu23-sample0.png) | ![](samples/23/clu23-sample1.png) | ![](samples/23/clu23-sample2.png) |                |                  |               |               |                 |                 |                     |               |               |              |                 |            |                |                  | X        |         |                  |       |              |                 |               |              |                  |           |
-|  24 |         5 | ![](samples/24/clu24-sample0.png) | ![](samples/24/clu24-sample1.png) | ![](samples/24/clu24-sample2.png) |                |                  |               |               | X               |                 |                     |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  25 |         5 | ![](samples/25/clu25-sample0.png) | ![](samples/25/clu25-sample1.png) | ![](samples/25/clu25-sample2.png) |                |                  |               |               |                 |                 |                     |               |               |              |                 |            |                |                  |          | X       | X                | X     |              |                 |               |              |                  |           |
-|  26 |         7 | ![](samples/26/clu26-sample0.png) | ![](samples/26/clu26-sample1.png) | ![](samples/26/clu26-sample2.png) |                |                  |               |               |                 |                 |                     |               |               |              | X               |            |                |                  |          | X       | X                | X     |              |                 |               |              |                  |           |
-|  27 |         4 | ![](samples/27/clu27-sample0.png) | ![](samples/27/clu27-sample1.png) | ![](samples/27/clu27-sample2.png) |                |                  |               | X             |                 |                 |                     |               |               |              | X               |            |                |                  |          | X       | X                | X     |              |                 |               |              |                  |           |
-|  28 |         8 | ![](samples/28/clu28-sample0.png) | ![](samples/28/clu28-sample1.png) | ![](samples/28/clu28-sample2.png) |                |                  |               |               |                 |                 |                     |               |               |              |                 |            |                |                  |          |         | X                | X     |              |                 |               |              |                  |           |
-|  29 |         3 | ![](samples/29/clu29-sample0.png) | ![](samples/29/clu29-sample1.png) | ![](samples/29/clu29-sample2.png) |                |                  |               |               |                 | X               |                     |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  30 |         7 | ![](samples/30/clu30-sample0.png) | ![](samples/30/clu30-sample1.png) | ![](samples/30/clu30-sample2.png) |                |                  |               |               |                 |                 |                     |               |               | X            |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  31 |         4 | ![](samples/31/clu31-sample0.png) | ![](samples/31/clu31-sample1.png) | ![](samples/31/clu31-sample2.png) |                |                  |               |               |                 |                 |                     |               |               |              |                 |            |                |                  |          |         |                  |       | X            |                 |               |              |                  |           |
-|  32 |         3 | ![](samples/32/clu32-sample0.png) | ![](samples/32/clu32-sample1.png) | ![](samples/32/clu32-sample2.png) |                |                  |               |               |                 |                 |                     | X             |               |              |                 |            |                |                  |          |         |                  |       |              | X               |               |              |                  |           |
-|  33 |         3 | ![](samples/33/clu33-sample0.png) | ![](samples/33/clu33-sample1.png) | ![](samples/33/clu33-sample2.png) |                |                  |               |               |                 |                 | X                   |               |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  34 |         3 | ![](samples/34/clu34-sample0.png) | ![](samples/34/clu34-sample1.png) | ![](samples/34/clu34-sample2.png) |                |                  |               |               |                 |                 |                     | X             |               |              |                 |            |                |                  |          |         |                  |       |              |                 |               |              |                  |           |
-|  35 |         3 | ![](samples/35/clu35-sample0.png) | ![](samples/35/clu35-sample1.png) | ![](samples/35/clu35-sample2.png) |                |                  |               |               |                 |                 |                     |               |               |              |                 |            |                |                  | X        |         |                  |       |              |                 | X             | X            |                  |           |
-|  36 |         4 | ![](samples/36/clu36-sample0.png) | ![](samples/36/clu36-sample1.png) | ![](samples/36/clu36-sample2.png) |                |                  |               |               |                 |                 |                     |               |               | X            |                 |            |                |                  |          |         |                  |       |              |                 |               |              | X                | X         |
+|   # |   Samples | Img-1                             | Img-2                             | Img-3                             | Img-4                             | Img-5                             | feather_hair   | medium_breasts   | pointy_hair   | medium_hair   | large_breasts   | hair_between_eyes   | bright_pupils   | hair_ornament   | hairclip   | short_hair   | black_headwear   | hat   | beret   |
+|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:---------------|:-----------------|:--------------|:--------------|:----------------|:--------------------|:----------------|:----------------|:-----------|:-------------|:-----------------|:------|:--------|
+|   0 |         6 | ![](samples/0/clu0-sample0.png)   | ![](samples/0/clu0-sample1.png)   | ![](samples/0/clu0-sample2.png)   | ![](samples/0/clu0-sample3.png)   | ![](samples/0/clu0-sample4.png)   | X              | X                | X             |               |                 |                     |                 |                 |            |              |                  |       |         |
+|   1 |        16 | ![](samples/1/clu1-sample0.png)   | ![](samples/1/clu1-sample1.png)   | ![](samples/1/clu1-sample2.png)   | ![](samples/1/clu1-sample3.png)   | ![](samples/1/clu1-sample4.png)   | X              | X                |               |               |                 |                     |                 |                 |            |              |                  |       |         |
+|   2 |         6 | ![](samples/2/clu2-sample0.png)   | ![](samples/2/clu2-sample1.png)   | ![](samples/2/clu2-sample2.png)   | ![](samples/2/clu2-sample3.png)   | ![](samples/2/clu2-sample4.png)   |                | X                |               | X             |                 |                     |                 |                 |            |              |                  |       |         |
+|   3 |         8 | ![](samples/3/clu3-sample0.png)   | ![](samples/3/clu3-sample1.png)   | ![](samples/3/clu3-sample2.png)   | ![](samples/3/clu3-sample3.png)   | ![](samples/3/clu3-sample4.png)   | X              |                  |               | X             |                 |                     |                 |                 |            |              |                  |       |         |
+|   4 |         8 | ![](samples/4/clu4-sample0.png)   | ![](samples/4/clu4-sample1.png)   | ![](samples/4/clu4-sample2.png)   | ![](samples/4/clu4-sample3.png)   | ![](samples/4/clu4-sample4.png)   | X              |                  |               |               | X               | X                   | X               |                 |            |              |                  |       |         |
+|   5 |         6 | ![](samples/5/clu5-sample0.png)   | ![](samples/5/clu5-sample1.png)   | ![](samples/5/clu5-sample2.png)   | ![](samples/5/clu5-sample3.png)   | ![](samples/5/clu5-sample4.png)   |                |                  | X             |               |                 |                     |                 | X               | X          |              |                  |       |         |
+|   6 |        38 | ![](samples/6/clu6-sample0.png)   | ![](samples/6/clu6-sample1.png)   | ![](samples/6/clu6-sample2.png)   | ![](samples/6/clu6-sample3.png)   | ![](samples/6/clu6-sample4.png)   | X              |                  |               |               |                 |                     |                 |                 |            |              |                  |       |         |
+|   7 |        39 | ![](samples/7/clu7-sample0.png)   | ![](samples/7/clu7-sample1.png)   | ![](samples/7/clu7-sample2.png)   | ![](samples/7/clu7-sample3.png)   | ![](samples/7/clu7-sample4.png)   |                |                  |               | X             |                 |                     |                 |                 |            |              |                  |       |         |
+|   8 |        12 | ![](samples/8/clu8-sample0.png)   | ![](samples/8/clu8-sample1.png)   | ![](samples/8/clu8-sample2.png)   | ![](samples/8/clu8-sample3.png)   | ![](samples/8/clu8-sample4.png)   |                | X                |               |               |                 |                     |                 |                 |            |              |                  |       |         |
+|   9 |         6 | ![](samples/9/clu9-sample0.png)   | ![](samples/9/clu9-sample1.png)   | ![](samples/9/clu9-sample2.png)   | ![](samples/9/clu9-sample3.png)   | ![](samples/9/clu9-sample4.png)   |                |                  |               |               |                 |                     |                 |                 |            | X            |                  |       |         |
+|  10 |         7 | ![](samples/10/clu10-sample0.png) | ![](samples/10/clu10-sample1.png) | ![](samples/10/clu10-sample2.png) | ![](samples/10/clu10-sample3.png) | ![](samples/10/clu10-sample4.png) |                |                  | X             |               |                 |                     |                 |                 |            |              |                  |       |         |
+|  11 |         6 | ![](samples/11/clu11-sample0.png) | ![](samples/11/clu11-sample1.png) | ![](samples/11/clu11-sample2.png) | ![](samples/11/clu11-sample3.png) | ![](samples/11/clu11-sample4.png) |                |                  |               |               | X               |                     |                 |                 |            |              |                  |       |         |
+|  12 |         8 | ![](samples/12/clu12-sample0.png) | ![](samples/12/clu12-sample1.png) | ![](samples/12/clu12-sample2.png) | ![](samples/12/clu12-sample3.png) | ![](samples/12/clu12-sample4.png) |                |                  |               |               |                 |                     |                 |                 |            |              | X                | X     |         |
+|  13 |        11 | ![](samples/13/clu13-sample0.png) | ![](samples/13/clu13-sample1.png) | ![](samples/13/clu13-sample2.png) | ![](samples/13/clu13-sample3.png) | ![](samples/13/clu13-sample4.png) |                |                  |               |               |                 |                     |                 | X               |            |              | X                | X     | X       |
 
diff --git a/dataset-1200.zip b/dataset-1200.zip
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new file mode 100644
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deleted file mode 100644
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index 0e5deab6d833289a17b0ba86e48250771fe6e297..0000000000000000000000000000000000000000
--- a/dataset-pruned.zip
+++ /dev/null
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-version https://git-lfs.github.com/spec/v1
-oid sha256:11bce4410251a4191a90b19ec4418f8f00e7c03b8f096accbc3880260e2559ed
-size 869685366
diff --git a/dataset-raw.zip b/dataset-raw.zip
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--- a/dataset-raw.zip
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@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
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deleted file mode 100644
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-version https://git-lfs.github.com/spec/v1
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deleted file mode 100644
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diff --git a/dataset-stage3-p480-1200.zip b/dataset-stage3-p480-1200.zip
index 1af98d1dd7a191267316c85170e3a90ebf53e7bc..7af1041ba76f9c65b48db99850c63be8690e6f7f 100644
--- a/dataset-stage3-p480-1200.zip
+++ b/dataset-stage3-p480-1200.zip
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
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-size 1457639716
+oid sha256:b0c93dda6e561707adecaace6f4c9b287e91aa2457749decba4c699ba50a27b1
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diff --git a/dataset-stage3-p480-800.zip b/dataset-stage3-p480-800.zip
index 4b44d521c728a090779db7a89c0a60cfab2f77c0..5924e7c69bdf52c5c3ad0742b670d602e5b48e32 100644
--- a/dataset-stage3-p480-800.zip
+++ b/dataset-stage3-p480-800.zip
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
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-size 938328061
+oid sha256:60066de6a5dc2d80b25d6ff1cdb6363abca286ad353e919ad16bf92013bb0a25
+size 939999561
diff --git a/meta.json b/meta.json
index 6527b5ec5543d6dc143df28264d99787d3011293..779cc4d58e1a5a8f735b181f88873347475562de 100644
--- a/meta.json
+++ b/meta.json
@@ -1,6 +1,6 @@
 {
     "bangumi": null,
-    "base_size": 500,
+    "base_size": 486,
     "clusters": [
         {
             "id": 0,
@@ -13,50 +13,14 @@
         },
         {
             "id": 1,
-            "size": 3,
+            "size": 16,
             "tags": [
                 "feather_hair",
-                "medium_hair",
-                "pointy_hair"
+                "medium_breasts"
             ]
         },
         {
             "id": 2,
-            "size": 4,
-            "tags": [
-                "medium_breasts",
-                "medium_hair",
-                "pointy_hair"
-            ]
-        },
-        {
-            "id": 3,
-            "size": 4,
-            "tags": [
-                "feather_hair",
-                "large_breasts"
-            ]
-        },
-        {
-            "id": 4,
-            "size": 5,
-            "tags": [
-                "medium_breasts",
-                "pointy_hair"
-            ]
-        },
-        {
-            "id": 5,
-            "size": 5,
-            "tags": [
-                "bright_pupils",
-                "feather_hair",
-                "large_breasts",
-                "hair_between_eyes"
-            ]
-        },
-        {
-            "id": 6,
             "size": 6,
             "tags": [
                 "medium_breasts",
@@ -64,15 +28,7 @@
             ]
         },
         {
-            "id": 7,
-            "size": 4,
-            "tags": [
-                "animal_ears",
-                "medium_hair"
-            ]
-        },
-        {
-            "id": 8,
+            "id": 3,
             "size": 8,
             "tags": [
                 "feather_hair",
@@ -80,80 +36,18 @@
             ]
         },
         {
-            "id": 9,
+            "id": 4,
             "size": 8,
             "tags": [
                 "feather_hair",
-                "pointy_hair"
-            ]
-        },
-        {
-            "id": 10,
-            "size": 3,
-            "tags": [
-                "blunt_bangs",
-                "feather_hair",
-                "pointy_hair"
-            ]
-        },
-        {
-            "id": 11,
-            "size": 3,
-            "tags": [
-                "blunt_bangs",
-                "feather_hair"
-            ]
-        },
-        {
-            "id": 12,
-            "size": 3,
-            "tags": [
-                "medium_hair",
-                "pointy_hair"
-            ]
-        },
-        {
-            "id": 13,
-            "size": 3,
-            "tags": [
-                "pointy_hair",
-                "short_hair"
-            ]
-        },
-        {
-            "id": 14,
-            "size": 3,
-            "tags": [
-                "medium_breasts",
-                "short_hair"
-            ]
-        },
-        {
-            "id": 15,
-            "size": 7,
-            "tags": [
-                "hair_ornament",
-                "bright_pupils",
-                "hairclip",
-                "white_pupils",
-                "very_long_hair",
                 "large_breasts",
-                "medium_breasts"
-            ]
-        },
-        {
-            "id": 16,
-            "size": 5,
-            "tags": [
-                "bright_pupils",
-                "white_pupils",
-                "medium_breasts",
-                "feather_hair"
+                "hair_between_eyes",
+                "bright_pupils"
             ]
         },
         {
-            "id": 17,
-            "size": 5,
+            "id": 5,
+            "size": 6,
             "tags": [
                 "hair_ornament",
                 "hairclip",
@@ -161,151 +55,63 @@
             ]
         },
         {
-            "id": 18,
-            "size": 9,
-            "tags": [
-                "pointy_hair"
-            ]
-        },
-        {
-            "id": 19,
-            "size": 39,
+            "id": 6,
+            "size": 38,
             "tags": [
                 "feather_hair"
             ]
         },
         {
-            "id": 20,
-            "size": 35,
+            "id": 7,
+            "size": 39,
             "tags": [
                 "medium_hair"
             ]
         },
         {
-            "id": 21,
-            "size": 10,
+            "id": 8,
+            "size": 12,
             "tags": [
                 "medium_breasts"
             ]
         },
         {
-            "id": 22,
-            "size": 3,
+            "id": 9,
+            "size": 6,
             "tags": [
-                "hair_ornament"
+                "short_hair"
             ]
         },
         {
-            "id": 23,
-            "size": 4,
+            "id": 10,
+            "size": 7,
             "tags": [
-                "ribbon"
+                "pointy_hair"
             ]
         },
         {
-            "id": 24,
-            "size": 5,
+            "id": 11,
+            "size": 6,
             "tags": [
                 "large_breasts"
             ]
         },
         {
-            "id": 25,
-            "size": 5,
+            "id": 12,
+            "size": 8,
             "tags": [
-                "beret",
                 "black_headwear",
                 "hat"
             ]
         },
         {
-            "id": 26,
-            "size": 7,
-            "tags": [
-                "beret",
-                "black_headwear",
-                "hair_ornament",
-                "hat"
-            ]
-        },
-        {
-            "id": 27,
-            "size": 4,
+            "id": 13,
+            "size": 11,
             "tags": [
                 "beret",
                 "black_headwear",
-                "hair_ornament",
                 "hat",
-                "medium_hair"
-            ]
-        },
-        {
-            "id": 28,
-            "size": 8,
-            "tags": [
-                "black_headwear",
-                "hat"
-            ]
-        },
-        {
-            "id": 29,
-            "size": 3,
-            "tags": [
-                "bright_pupils"
-            ]
-        },
-        {
-            "id": 30,
-            "size": 7,
-            "tags": [
-                "short_hair"
-            ]
-        },
-        {
-            "id": 31,
-            "size": 4,
-            "tags": [
-                "brown_eyes"
-            ]
-        },
-        {
-            "id": 32,
-            "size": 3,
-            "tags": [
-                "animal_ears",
-                "small_breasts"
-            ]
-        },
-        {
-            "id": 33,
-            "size": 3,
-            "tags": [
-                "hair_between_eyes"
-            ]
-        },
-        {
-            "id": 34,
-            "size": 3,
-            "tags": [
-                "animal_ears"
-            ]
-        },
-        {
-            "id": 35,
-            "size": 3,
-            "tags": [
-                "neck_ribbon",
-                "red_ribbon",
-                "ribbon"
-            ]
-        },
-        {
-            "id": 36,
-            "size": 4,
-            "tags": [
-                "animal_on_head",
-                "on_head",
-                "short_hair"
+                "hair_ornament"
             ]
         }
     ],
@@ -313,8 +119,8 @@
         "bangs",
         "owl_ears",
         "orange_eyes",
-        "long_hair",
         "white_hair",
+        "long_hair",
         "grey_hair",
         "yellow_eyes",
         "breasts"
@@ -322,40 +128,40 @@
     "display_name": "ptilopsis/フィリオプシス/白面鸮 (Arknights)",
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