diff --git a/README.md b/README.md
index 00a6c03332285780af279c7840cb268f2625861a..8cdbe838f1d28df1db6ef681805b175ba57b7a6b 100644
--- a/README.md
+++ b/README.md
@@ -13,93 +13,87 @@ size_categories:
 
 This is the dataset of schwarz/シュヴァルツ/黑 (Arknights), containing 500 images and their tags.
 
-The core tags of this character are `animal_ears, cat_ears, long_hair, grey_hair, breasts, yellow_eyes, bangs, ponytail, large_breasts, tail, cat_tail, hair_between_eyes, very_long_hair`, which are pruned in this dataset.
+The core tags of this character are `animal_ears, cat_ears, long_hair, grey_hair, yellow_eyes, breasts, bangs, ponytail, large_breasts, hair_between_eyes, cat_tail, tail, very_long_hair`, 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    |     1392 | [Download](dataset-pruned-stage3.zip)    | 3-stage cropped raw data with meta information, core character tags pruned. |
-| stage3-800       |     1392 | [Download](dataset-stage3-800.zip)       | 3-stage cropped dataset with the shorter side not exceeding 800 pixels.     |
-| stage3-p480-800  |     1361 | [Download](dataset-stage3-p480-800.zip)  | 3-stage cropped dataset with the area not less than 480x480 pixels.         |
-| stage3-1200      |     1392 | [Download](dataset-stage3-1200.zip)      | 3-stage cropped dataset with the shorter side not exceeding 800 pixels.     |
-| stage3-p480-1200 |     1361 | [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              |      500 | 1.02 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/schwarz_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
+| 800              |      500 | 452.90 MiB | [Download](https://huggingface.co/datasets/CyberHarem/schwarz_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
+| stage3-p480-800  |     1375 | 1.05 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/schwarz_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
+| 1200             |      500 | 849.72 MiB | [Download](https://huggingface.co/datasets/CyberHarem/schwarz_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
+| stage3-p480-1200 |     1375 | 1.67 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/schwarz_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/schwarz_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 |        10 | ![](samples/0/clu0-sample0.png)   | ![](samples/0/clu0-sample1.png)   | ![](samples/0/clu0-sample2.png)   | hair_over_one_eye, animal_ear_fluff, eyes_visible_through_hair                                                                                        |
-|   1 |        11 | ![](samples/1/clu1-sample0.png)   | ![](samples/1/clu1-sample1.png)   | ![](samples/1/clu1-sample2.png)   | animal_ear_fluff, hair_over_one_eye                                                                                                                   |
-|   2 |         5 | ![](samples/2/clu2-sample0.png)   | ![](samples/2/clu2-sample1.png)   | ![](samples/2/clu2-sample2.png)   | eyes_visible_through_hair, hair_over_one_eye                                                                                                          |
-|   3 |        16 | ![](samples/3/clu3-sample0.png)   | ![](samples/3/clu3-sample1.png)   | ![](samples/3/clu3-sample2.png)   | animal_ear_fluff, medium_breasts                                                                                                                      |
-|   4 |         3 | ![](samples/4/clu4-sample0.png)   | ![](samples/4/clu4-sample1.png)   | ![](samples/4/clu4-sample2.png)   | animal_ear_fluff, cat_girl, medium_breasts                                                                                                            |
-|   5 |         4 | ![](samples/5/clu5-sample0.png)   | ![](samples/5/clu5-sample1.png)   | ![](samples/5/clu5-sample2.png)   | animal_ear_fluff, cat_girl                                                                                                                            |
-|   6 |         8 | ![](samples/6/clu6-sample0.png)   | ![](samples/6/clu6-sample1.png)   | ![](samples/6/clu6-sample2.png)   | hair_over_one_eye, medium_breasts                                                                                                                     |
-|   7 |         4 | ![](samples/7/clu7-sample0.png)   | ![](samples/7/clu7-sample1.png)   | ![](samples/7/clu7-sample2.png)   | black_hair, medium_breasts                                                                                                                            |
-|   8 |         4 | ![](samples/8/clu8-sample0.png)   | ![](samples/8/clu8-sample1.png)   | ![](samples/8/clu8-sample2.png)   | gradient_hair, multicolored_hair                                                                                                                      |
-|   9 |         3 | ![](samples/9/clu9-sample0.png)   | ![](samples/9/clu9-sample1.png)   | ![](samples/9/clu9-sample2.png)   | animal_ear_fluff, gradient_hair, multicolored_hair                                                                                                    |
-|  10 |         3 | ![](samples/10/clu10-sample0.png) | ![](samples/10/clu10-sample1.png) | ![](samples/10/clu10-sample2.png) | animal_ear_fluff, gradient_hair                                                                                                                       |
-|  11 |        39 | ![](samples/11/clu11-sample0.png) | ![](samples/11/clu11-sample1.png) | ![](samples/11/clu11-sample2.png) | animal_ear_fluff                                                                                                                                      |
-|  12 |        26 | ![](samples/12/clu12-sample0.png) | ![](samples/12/clu12-sample1.png) | ![](samples/12/clu12-sample2.png) | hair_over_one_eye                                                                                                                                     |
-|  13 |        39 | ![](samples/13/clu13-sample0.png) | ![](samples/13/clu13-sample1.png) | ![](samples/13/clu13-sample2.png) | medium_breasts                                                                                                                                        |
-|  14 |         4 | ![](samples/14/clu14-sample0.png) | ![](samples/14/clu14-sample1.png) | ![](samples/14/clu14-sample2.png) | black_hair                                                                                                                                            |
-|  15 |         3 | ![](samples/15/clu15-sample0.png) | ![](samples/15/clu15-sample1.png) | ![](samples/15/clu15-sample2.png) | bow                                                                                                                                                   |
-|  16 |         3 | ![](samples/16/clu16-sample0.png) | ![](samples/16/clu16-sample1.png) | ![](samples/16/clu16-sample2.png) | black_headwear, cat_girl, ears_through_headwear, hat                                                                                                  |
-|  17 |         3 | ![](samples/17/clu17-sample0.png) | ![](samples/17/clu17-sample1.png) | ![](samples/17/clu17-sample2.png) | black_headwear, cabbie_hat, cat_girl, ears_through_headwear, hat                                                                                      |
-|  18 |         3 | ![](samples/18/clu18-sample0.png) | ![](samples/18/clu18-sample1.png) | ![](samples/18/clu18-sample2.png) | black_headwear, hat                                                                                                                                   |
-|  19 |         4 | ![](samples/19/clu19-sample0.png) | ![](samples/19/clu19-sample1.png) | ![](samples/19/clu19-sample2.png) | black_headwear, eyewear_on_head, hat, sunglasses, cat_girl, tinted_eyewear, animal_ear_fluff, eyes_visible_through_hair, hair_over_one_eye, visor_cap |
-|  20 |         3 | ![](samples/20/clu20-sample0.png) | ![](samples/20/clu20-sample1.png) | ![](samples/20/clu20-sample2.png) | cat_girl, sunglasses, visor_cap, eyewear_on_head                                                                                                      |
-|  21 |         6 | ![](samples/21/clu21-sample0.png) | ![](samples/21/clu21-sample1.png) | ![](samples/21/clu21-sample2.png) | eyewear_on_head, sunglasses                                                                                                                           |
-|  22 |        12 | ![](samples/22/clu22-sample0.png) | ![](samples/22/clu22-sample1.png) | ![](samples/22/clu22-sample2.png) | bow, hair_bow, animal_ear_fluff                                                                                                                       |
-|  23 |         3 | ![](samples/23/clu23-sample0.png) | ![](samples/23/clu23-sample1.png) | ![](samples/23/clu23-sample2.png) | multicolored_hair                                                                                                                                     |
-|  24 |         4 | ![](samples/24/clu24-sample0.png) | ![](samples/24/clu24-sample1.png) | ![](samples/24/clu24-sample2.png) | cat_girl                                                                                                                                              |
-|  25 |         5 | ![](samples/25/clu25-sample0.png) | ![](samples/25/clu25-sample1.png) | ![](samples/25/clu25-sample2.png) | ear_piercing                                                                                                                                          |
-|  26 |         3 | ![](samples/26/clu26-sample0.png) | ![](samples/26/clu26-sample1.png) | ![](samples/26/clu26-sample2.png) | black_hair, cat_girl, extra_ears, hair_bun, sidelocks, single_hair_bun                                                                                |
-|  27 |         3 | ![](samples/27/clu27-sample0.png) | ![](samples/27/clu27-sample1.png) | ![](samples/27/clu27-sample2.png) | cat_girl, earrings, extra_ears, hair_bun, single_hair_bun                                                                                             |
-|  28 |         7 | ![](samples/28/clu28-sample0.png) | ![](samples/28/clu28-sample1.png) | ![](samples/28/clu28-sample2.png) | animal_ear_fluff, cat_girl, extra_ears, earrings, sidelocks                                                                                           |
-|  29 |         3 | ![](samples/29/clu29-sample0.png) | ![](samples/29/clu29-sample1.png) | ![](samples/29/clu29-sample2.png) | dark-skinned_male, dark_skin, animal_ear_fluff                                                                                                        |
-|  30 |         4 | ![](samples/30/clu30-sample0.png) | ![](samples/30/clu30-sample1.png) | ![](samples/30/clu30-sample2.png) | grey_eyes                                                                                                                                             |
+|   # |   Samples | Img-1                             | Img-2                             | Img-3                             | Img-4                             | Img-5                             | Tags                                                                                               |
+|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:---------------------------------------------------------------------------------------------------|
+|   0 |        12 | ![](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)   | animal_ear_fluff, medium_breasts                                                                   |
+|   1 |        13 | ![](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)   | hair_over_one_eye, medium_breasts                                                                  |
+|   2 |        10 | ![](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)   | animal_ear_fluff, hair_over_one_eye                                                                |
+|   3 |         5 | ![](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)   | animal_ear_fluff, eyes_visible_through_hair, hair_over_one_eye                                     |
+|   4 |         5 | ![](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)   | cat_girl                                                                                           |
+|   5 |        46 | ![](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)   | medium_breasts                                                                                     |
+|   6 |        19 | ![](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)   | hair_over_one_eye                                                                                  |
+|   7 |         5 | ![](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)   | black_hair, cat_girl                                                                               |
+|   8 |         5 | ![](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)   | drinking_glass                                                                                     |
+|   9 |         9 | ![](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)   | bow, hair_bow, animal_ear_fluff                                                                    |
+|  10 |        11 | ![](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) | black_headwear, cat_girl, ears_through_headwear, hat, cabbie_hat                                   |
+|  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) | eyewear_on_head, sunglasses, tinted_eyewear                                                        |
+|  12 |         7 | ![](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) | cat_girl, sunglasses, visor_cap, eyewear_on_head, black_headwear, hat                              |
+|  13 |        13 | ![](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) | hair_bun, single_hair_bun, black_hair, cat_girl, earrings, extra_ears, sidelocks, animal_ear_fluff |
 
 ### Table Version
 
-|   # |   Samples | Img-1                             | Img-2                             | Img-3                             | hair_over_one_eye   | animal_ear_fluff   | eyes_visible_through_hair   | medium_breasts   | cat_girl   | black_hair   | gradient_hair   | multicolored_hair   | bow   | black_headwear   | ears_through_headwear   | hat   | cabbie_hat   | eyewear_on_head   | sunglasses   | tinted_eyewear   | visor_cap   | hair_bow   | ear_piercing   | extra_ears   | hair_bun   | sidelocks   | single_hair_bun   | earrings   | dark-skinned_male   | dark_skin   | grey_eyes   |
-|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:--------------------|:-------------------|:----------------------------|:-----------------|:-----------|:-------------|:----------------|:--------------------|:------|:-----------------|:------------------------|:------|:-------------|:------------------|:-------------|:-----------------|:------------|:-----------|:---------------|:-------------|:-----------|:------------|:------------------|:-----------|:--------------------|:------------|:------------|
-|   0 |        10 | ![](samples/0/clu0-sample0.png)   | ![](samples/0/clu0-sample1.png)   | ![](samples/0/clu0-sample2.png)   | X                   | X                  | X                           |                  |            |              |                 |                     |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|   1 |        11 | ![](samples/1/clu1-sample0.png)   | ![](samples/1/clu1-sample1.png)   | ![](samples/1/clu1-sample2.png)   | X                   | X                  |                             |                  |            |              |                 |                     |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|   2 |         5 | ![](samples/2/clu2-sample0.png)   | ![](samples/2/clu2-sample1.png)   | ![](samples/2/clu2-sample2.png)   | X                   |                    | X                           |                  |            |              |                 |                     |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|   3 |        16 | ![](samples/3/clu3-sample0.png)   | ![](samples/3/clu3-sample1.png)   | ![](samples/3/clu3-sample2.png)   |                     | X                  |                             | X                |            |              |                 |                     |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|   4 |         3 | ![](samples/4/clu4-sample0.png)   | ![](samples/4/clu4-sample1.png)   | ![](samples/4/clu4-sample2.png)   |                     | X                  |                             | X                | X          |              |                 |                     |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|   5 |         4 | ![](samples/5/clu5-sample0.png)   | ![](samples/5/clu5-sample1.png)   | ![](samples/5/clu5-sample2.png)   |                     | X                  |                             |                  | X          |              |                 |                     |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|   6 |         8 | ![](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 |         4 | ![](samples/8/clu8-sample0.png)   | ![](samples/8/clu8-sample1.png)   | ![](samples/8/clu8-sample2.png)   |                     |                    |                             |                  |            |              | X               | X                   |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|   9 |         3 | ![](samples/9/clu9-sample0.png)   | ![](samples/9/clu9-sample1.png)   | ![](samples/9/clu9-sample2.png)   |                     | X                  |                             |                  |            |              | X               | X                   |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|  10 |         3 | ![](samples/10/clu10-sample0.png) | ![](samples/10/clu10-sample1.png) | ![](samples/10/clu10-sample2.png) |                     | X                  |                             |                  |            |              | X               |                     |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|  11 |        39 | ![](samples/11/clu11-sample0.png) | ![](samples/11/clu11-sample1.png) | ![](samples/11/clu11-sample2.png) |                     | X                  |                             |                  |            |              |                 |                     |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|  12 |        26 | ![](samples/12/clu12-sample0.png) | ![](samples/12/clu12-sample1.png) | ![](samples/12/clu12-sample2.png) | X                   |                    |                             |                  |            |              |                 |                     |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|  13 |        39 | ![](samples/13/clu13-sample0.png) | ![](samples/13/clu13-sample1.png) | ![](samples/13/clu13-sample2.png) |                     |                    |                             | X                |            |              |                 |                     |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|  14 |         4 | ![](samples/14/clu14-sample0.png) | ![](samples/14/clu14-sample1.png) | ![](samples/14/clu14-sample2.png) |                     |                    |                             |                  |            | X            |                 |                     |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|  15 |         3 | ![](samples/15/clu15-sample0.png) | ![](samples/15/clu15-sample1.png) | ![](samples/15/clu15-sample2.png) |                     |                    |                             |                  |            |              |                 |                     | X     |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|  16 |         3 | ![](samples/16/clu16-sample0.png) | ![](samples/16/clu16-sample1.png) | ![](samples/16/clu16-sample2.png) |                     |                    |                             |                  | X          |              |                 |                     |       | X                | X                       | X     |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|  17 |         3 | ![](samples/17/clu17-sample0.png) | ![](samples/17/clu17-sample1.png) | ![](samples/17/clu17-sample2.png) |                     |                    |                             |                  | X          |              |                 |                     |       | X                | X                       | X     | X            |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|  18 |         3 | ![](samples/18/clu18-sample0.png) | ![](samples/18/clu18-sample1.png) | ![](samples/18/clu18-sample2.png) |                     |                    |                             |                  |            |              |                 |                     |       | X                |                         | X     |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|  19 |         4 | ![](samples/19/clu19-sample0.png) | ![](samples/19/clu19-sample1.png) | ![](samples/19/clu19-sample2.png) | X                   | X                  | X                           |                  | X          |              |                 |                     |       | X                |                         | X     |              | X                 | X            | X                | X           |            |                |              |            |             |                   |            |                     |             |             |
-|  20 |         3 | ![](samples/20/clu20-sample0.png) | ![](samples/20/clu20-sample1.png) | ![](samples/20/clu20-sample2.png) |                     |                    |                             |                  | X          |              |                 |                     |       |                  |                         |       |              | X                 | X            |                  | X           |            |                |              |            |             |                   |            |                     |             |             |
-|  21 |         6 | ![](samples/21/clu21-sample0.png) | ![](samples/21/clu21-sample1.png) | ![](samples/21/clu21-sample2.png) |                     |                    |                             |                  |            |              |                 |                     |       |                  |                         |       |              | X                 | X            |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|  22 |        12 | ![](samples/22/clu22-sample0.png) | ![](samples/22/clu22-sample1.png) | ![](samples/22/clu22-sample2.png) |                     | X                  |                             |                  |            |              |                 |                     | X     |                  |                         |       |              |                   |              |                  |             | X          |                |              |            |             |                   |            |                     |             |             |
-|  23 |         3 | ![](samples/23/clu23-sample0.png) | ![](samples/23/clu23-sample1.png) | ![](samples/23/clu23-sample2.png) |                     |                    |                             |                  |            |              |                 | X                   |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             |             |
-|  24 |         4 | ![](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              |              |            |             |                   |            |                     |             |             |
-|  26 |         3 | ![](samples/26/clu26-sample0.png) | ![](samples/26/clu26-sample1.png) | ![](samples/26/clu26-sample2.png) |                     |                    |                             |                  | X          | X            |                 |                     |       |                  |                         |       |              |                   |              |                  |             |            |                | X            | X          | X           | X                 |            |                     |             |             |
-|  27 |         3 | ![](samples/27/clu27-sample0.png) | ![](samples/27/clu27-sample1.png) | ![](samples/27/clu27-sample2.png) |                     |                    |                             |                  | X          |              |                 |                     |       |                  |                         |       |              |                   |              |                  |             |            |                | X            | X          |             | X                 | X          |                     |             |             |
-|  28 |         7 | ![](samples/28/clu28-sample0.png) | ![](samples/28/clu28-sample1.png) | ![](samples/28/clu28-sample2.png) |                     | X                  |                             |                  | X          |              |                 |                     |       |                  |                         |       |              |                   |              |                  |             |            |                | X            |            | X           |                   | X          |                     |             |             |
-|  29 |         3 | ![](samples/29/clu29-sample0.png) | ![](samples/29/clu29-sample1.png) | ![](samples/29/clu29-sample2.png) |                     | X                  |                             |                  |            |              |                 |                     |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            | X                   | X           |             |
-|  30 |         4 | ![](samples/30/clu30-sample0.png) | ![](samples/30/clu30-sample1.png) | ![](samples/30/clu30-sample2.png) |                     |                    |                             |                  |            |              |                 |                     |       |                  |                         |       |              |                   |              |                  |             |            |                |              |            |             |                   |            |                     |             | X           |
+|   # |   Samples | Img-1                             | Img-2                             | Img-3                             | Img-4                             | Img-5                             | animal_ear_fluff   | medium_breasts   | hair_over_one_eye   | eyes_visible_through_hair   | cat_girl   | black_hair   | drinking_glass   | bow   | hair_bow   | black_headwear   | ears_through_headwear   | hat   | cabbie_hat   | eyewear_on_head   | sunglasses   | tinted_eyewear   | visor_cap   | hair_bun   | single_hair_bun   | earrings   | extra_ears   | sidelocks   |
+|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:-------------------|:-----------------|:--------------------|:----------------------------|:-----------|:-------------|:-----------------|:------|:-----------|:-----------------|:------------------------|:------|:-------------|:------------------|:-------------|:-----------------|:------------|:-----------|:------------------|:-----------|:-------------|:------------|
+|   0 |        12 | ![](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                |                     |                             |            |              |                  |       |            |                  |                         |       |              |                   |              |                  |             |            |                   |            |              |             |
+|   1 |        13 | ![](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 |        10 | ![](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 |         5 | ![](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                   | X                           |            |              |                  |       |            |                  |                         |       |              |                   |              |                  |             |            |                   |            |              |             |
+|   4 |         5 | ![](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          |              |                  |       |            |                  |                         |       |              |                   |              |                  |             |            |                   |            |              |             |
+|   5 |        46 | ![](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                |                     |                             |            |              |                  |       |            |                  |                         |       |              |                   |              |                  |             |            |                   |            |              |             |
+|   6 |        19 | ![](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 |         5 | ![](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          | X            |                  |       |            |                  |                         |       |              |                   |              |                  |             |            |                   |            |              |             |
+|   8 |         5 | ![](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 |         9 | ![](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                  |                  |                     |                             |            |              |                  | X     | X          |                  |                         |       |              |                   |              |                  |             |            |                   |            |              |             |
+|  10 |        11 | ![](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          |              |                  |       |            | X                | X                       | X     | 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                 | X            | X                |             |            |                   |            |              |             |
+|  12 |         7 | ![](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                |                         | X     |              | X                 | X            |                  | X           |            |                   |            |              |             |
+|  13 |        13 | ![](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          | X                 | X          | X            | X           |
 
diff --git a/dataset-1200.zip b/dataset-1200.zip
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--- /dev/null
+++ b/dataset-1200.zip
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+version https://git-lfs.github.com/spec/v1
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+size 890997089
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new file mode 100644
index 0000000000000000000000000000000000000000..9ace2f61f0f3aed4c98b458a6c52e96c53f46c48
--- /dev/null
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+size 474902756
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deleted file mode 100644
index bd253839ea52d0d39c1bb95a6bbaf5fccd39eb8a..0000000000000000000000000000000000000000
--- a/dataset-pruned-stage3.zip
+++ /dev/null
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-version https://git-lfs.github.com/spec/v1
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diff --git a/dataset-pruned.zip b/dataset-pruned.zip
deleted file mode 100644
index 11aa7377e8209553e898ac89c6e26be5e79d3d27..0000000000000000000000000000000000000000
--- a/dataset-pruned.zip
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d917daa257aaf539a49f37c7296ffd55e5b24f0d3281a04c2e761efc2a9c7330
-size 1076477895
diff --git a/dataset-raw.zip b/dataset-raw.zip
index 401d20778990e96ef6bbfb49301551df4e26b12b..255a0e695d831dd7c22121ae7a695e96ee3a4254 100644
--- a/dataset-raw.zip
+++ b/dataset-raw.zip
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
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-size 1076590970
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deleted file mode 100644
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--- a/dataset-stage3-1200.zip
+++ /dev/null
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-version https://git-lfs.github.com/spec/v1
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-size 1797720970
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-size 1136552949
diff --git a/dataset-stage3-p480-1200.zip b/dataset-stage3-p480-1200.zip
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--- a/dataset-stage3-p480-1200.zip
+++ b/dataset-stage3-p480-1200.zip
@@ -1,3 +1,3 @@
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-size 1789915667
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+size 1795235298
diff --git a/dataset-stage3-p480-800.zip b/dataset-stage3-p480-800.zip
index 8b2735f314f221147c5e0eb2a2bab60c9abde448..06eec898f4300248710e46205d1d87dc72c2fec3 100644
--- a/dataset-stage3-p480-800.zip
+++ b/dataset-stage3-p480-800.zip
@@ -1,3 +1,3 @@
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-oid sha256:8a6455ea88f5f8c266faa2f28ed486173b321ea698de0276c214571e22bc166d
-size 1128747646
+oid sha256:b31c799e4d0eaf51301820cd7e3a75d5fdf904f5d4e4a4865cf1de7dd3c537a0
+size 1128679714
diff --git a/meta.json b/meta.json
index b717cd772042f47b2ce9cfa8f8b4b5ee1fc314e8..c758b0f31d2facb04cde4a18f3a95d5b228d9e55 100644
--- a/meta.json
+++ b/meta.json
@@ -4,272 +4,127 @@
     "clusters": [
         {
             "id": 0,
-            "size": 10,
+            "size": 12,
             "tags": [
-                "hair_over_one_eye",
                 "animal_ear_fluff",
-                "eyes_visible_through_hair"
+                "medium_breasts"
             ]
         },
         {
             "id": 1,
-            "size": 11,
+            "size": 13,
             "tags": [
-                "animal_ear_fluff",
-                "hair_over_one_eye"
+                "hair_over_one_eye",
+                "medium_breasts"
             ]
         },
         {
             "id": 2,
-            "size": 5,
+            "size": 10,
             "tags": [
-                "eyes_visible_through_hair",
+                "animal_ear_fluff",
                 "hair_over_one_eye"
             ]
         },
         {
             "id": 3,
-            "size": 16,
+            "size": 5,
             "tags": [
                 "animal_ear_fluff",
-                "medium_breasts"
+                "eyes_visible_through_hair",
+                "hair_over_one_eye"
             ]
         },
         {
             "id": 4,
-            "size": 3,
+            "size": 5,
             "tags": [
-                "animal_ear_fluff",
-                "cat_girl",
-                "medium_breasts"
+                "cat_girl"
             ]
         },
         {
             "id": 5,
-            "size": 4,
+            "size": 46,
             "tags": [
-                "animal_ear_fluff",
-                "cat_girl"
+                "medium_breasts"
             ]
         },
         {
             "id": 6,
-            "size": 8,
+            "size": 19,
             "tags": [
-                "hair_over_one_eye",
-                "medium_breasts"
+                "hair_over_one_eye"
             ]
         },
         {
             "id": 7,
-            "size": 4,
+            "size": 5,
             "tags": [
                 "black_hair",
-                "medium_breasts"
+                "cat_girl"
             ]
         },
         {
             "id": 8,
-            "size": 4,
+            "size": 5,
             "tags": [
-                "gradient_hair",
-                "multicolored_hair"
+                "drinking_glass"
             ]
         },
         {
             "id": 9,
-            "size": 3,
-            "tags": [
-                "animal_ear_fluff",
-                "gradient_hair",
-                "multicolored_hair"
-            ]
-        },
-        {
-            "id": 10,
-            "size": 3,
-            "tags": [
-                "animal_ear_fluff",
-                "gradient_hair"
-            ]
-        },
-        {
-            "id": 11,
-            "size": 39,
+            "size": 9,
             "tags": [
+                "bow",
+                "hair_bow",
                 "animal_ear_fluff"
             ]
         },
         {
-            "id": 12,
-            "size": 26,
-            "tags": [
-                "hair_over_one_eye"
-            ]
-        },
-        {
-            "id": 13,
-            "size": 39,
-            "tags": [
-                "medium_breasts"
-            ]
-        },
-        {
-            "id": 14,
-            "size": 4,
-            "tags": [
-                "black_hair"
-            ]
-        },
-        {
-            "id": 15,
-            "size": 3,
-            "tags": [
-                "bow"
-            ]
-        },
-        {
-            "id": 16,
-            "size": 3,
-            "tags": [
-                "black_headwear",
-                "cat_girl",
-                "ears_through_headwear",
-                "hat"
-            ]
-        },
-        {
-            "id": 17,
-            "size": 3,
+            "id": 10,
+            "size": 11,
             "tags": [
                 "black_headwear",
-                "cabbie_hat",
                 "cat_girl",
                 "ears_through_headwear",
-                "hat"
-            ]
-        },
-        {
-            "id": 18,
-            "size": 3,
-            "tags": [
-                "black_headwear",
-                "hat"
+                "hat",
+                "cabbie_hat"
             ]
         },
         {
-            "id": 19,
-            "size": 4,
+            "id": 11,
+            "size": 6,
             "tags": [
-                "black_headwear",
                 "eyewear_on_head",
-                "hat",
                 "sunglasses",
-                "cat_girl",
-                "tinted_eyewear",
-                "animal_ear_fluff",
-                "eyes_visible_through_hair",
-                "hair_over_one_eye",
-                "visor_cap"
+                "tinted_eyewear"
             ]
         },
         {
-            "id": 20,
-            "size": 3,
+            "id": 12,
+            "size": 7,
             "tags": [
                 "cat_girl",
                 "sunglasses",
                 "visor_cap",
-                "eyewear_on_head"
-            ]
-        },
-        {
-            "id": 21,
-            "size": 6,
-            "tags": [
                 "eyewear_on_head",
-                "sunglasses"
-            ]
-        },
-        {
-            "id": 22,
-            "size": 12,
-            "tags": [
-                "bow",
-                "hair_bow",
-                "animal_ear_fluff"
-            ]
-        },
-        {
-            "id": 23,
-            "size": 3,
-            "tags": [
-                "multicolored_hair"
-            ]
-        },
-        {
-            "id": 24,
-            "size": 4,
-            "tags": [
-                "cat_girl"
-            ]
-        },
-        {
-            "id": 25,
-            "size": 5,
-            "tags": [
-                "ear_piercing"
+                "black_headwear",
+                "hat"
             ]
         },
         {
-            "id": 26,
-            "size": 3,
+            "id": 13,
+            "size": 13,
             "tags": [
-                "black_hair",
-                "cat_girl",
-                "extra_ears",
                 "hair_bun",
-                "sidelocks",
-                "single_hair_bun"
-            ]
-        },
-        {
-            "id": 27,
-            "size": 3,
-            "tags": [
+                "single_hair_bun",
+                "black_hair",
                 "cat_girl",
                 "earrings",
                 "extra_ears",
-                "hair_bun",
-                "single_hair_bun"
-            ]
-        },
-        {
-            "id": 28,
-            "size": 7,
-            "tags": [
-                "animal_ear_fluff",
-                "cat_girl",
-                "extra_ears",
-                "earrings",
-                "sidelocks"
-            ]
-        },
-        {
-            "id": 29,
-            "size": 3,
-            "tags": [
-                "dark-skinned_male",
-                "dark_skin",
+                "sidelocks",
                 "animal_ear_fluff"
             ]
-        },
-        {
-            "id": 30,
-            "size": 4,
-            "tags": [
-                "grey_eyes"
-            ]
         }
     ],
     "core_tags": [
@@ -277,53 +132,53 @@
         "cat_ears",
         "long_hair",
         "grey_hair",
-        "breasts",
         "yellow_eyes",
+        "breasts",
         "bangs",
         "ponytail",
         "large_breasts",
-        "tail",
-        "cat_tail",
         "hair_between_eyes",
+        "cat_tail",
+        "tail",
         "very_long_hair"
     ],
     "display_name": "schwarz/シュヴァルツ/黑 (Arknights)",
     "name": "schwarz (Arknights)",
     "packages": {
-        "pruned": {
-            "description": "Raw data with meta information, core character tags pruned.",
-            "filename": "dataset-pruned.zip",
-            "size": 500
-        },
-        "pruned-stage3": {
-            "description": "3-stage cropped raw data with meta information, core character tags pruned.",
-            "filename": "dataset-pruned-stage3.zip",
-            "size": 1392
+        "1200": {
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