
# Dataset of kizuna/キズナアイ/绊爱 (Azur Lane)

This is the dataset of kizuna/キズナアイ/绊爱 (Azur Lane), containing 500 images and their tags.

The core tags of this character are `brown_hair, multicolored_hair, streaked_hair, pink_hair, hairband, long_hair, bangs, pink_hairband, blue_eyes, breasts, bow, medium_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 | Size       | Download                                                                                                         | Type       | Description                                                          |
|:-----------------|---------:|:-----------|:-----------------------------------------------------------------------------------------------------------------|:-----------|:---------------------------------------------------------------------|
| raw              |      500 | 727.85 MiB | [Download](https://huggingface.co/datasets/CyberHarem/kizuna_azurlane/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      500 | 381.55 MiB | [Download](https://huggingface.co/datasets/CyberHarem/kizuna_azurlane/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1263 | 868.10 MiB | [Download](https://huggingface.co/datasets/CyberHarem/kizuna_azurlane/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      500 | 633.56 MiB | [Download](https://huggingface.co/datasets/CyberHarem/kizuna_azurlane/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1263 | 1.28 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/kizuna_azurlane/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/kizuna_azurlane',
    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

List of tag clustering result, maybe some outfits can be mined here.

### Raw Text Version

|   # |   Samples | Img-1                             | Img-2                             | Img-3                             | Img-4                             | Img-5                             | Tags                                                                                                                                                                                                                                                                                                                                                                                                                          |
|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
|   0 |         9 | ![](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)   | 1girl, belt, black_choker, looking_at_viewer, midriff, ponytail, short_sleeves, solo, virtual_youtuber, white_shirt, black_shorts, collarbone, off_shoulder, official_alternate_costume, open_mouth, short_shorts, wristband, :d, bracelet, blush, cowboy_shot, standing, thighs, crop_top_overhang, navel, bare_shoulders                                                                                                    |
|   1 |        43 | ![](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)   | 1girl, solo, virtual_youtuber, looking_at_viewer, official_alternate_costume, short_hair, fingerless_gloves, black_gloves, smile, headphones_around_neck, open_jacket, white_shirt, blue_jacket, midriff, short_sleeves, belt, black_shorts, short_shorts, navel, crop_top, blush, white_background, choker, closed_mouth, collarbone, simple_background, thigh_strap, heart, hood                                            |
|   2 |        15 | ![](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)   | 1girl, detached_sleeves, looking_at_viewer, open_mouth, solo, upper_body, virtual_youtuber, blush, white_sailor_collar, :d, white_background, collarbone, simple_background, teeth, sleeveless_shirt, white_shirt, bare_shoulders, long_sleeves                                                                                                                                                                               |
|   3 |         9 | ![](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)   | 1girl, bare_shoulders, blush, detached_sleeves, looking_at_viewer, open_mouth, sleeveless_shirt, solo, virtual_youtuber, white_sailor_collar, white_shirt, :d, long_sleeves, simple_background, very_long_hair, white_background, round_teeth, upper_teeth_only, ribbon, sleeves_past_wrists, black_bow, collarbone, navel, striped_bow, upper_body, arm_up, armpits, cowboy_shot, hand_up, heart, short_shorts, white_shorts |
|   4 |        12 | ![](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)   | 1girl, closed_mouth, detached_sleeves, looking_at_viewer, sleeveless_shirt, smile, solo, virtual_youtuber, blush, collarbone, upper_body, white_shirt, white_sailor_collar, bare_shoulders, long_sleeves, white_background, sleeves_past_wrists, ribbon, hand_up, simple_background, striped_bow, very_long_hair, green_eyes                                                                                                  |
|   5 |        11 | ![](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)   | 1girl, blush, detached_sleeves, looking_at_viewer, open_mouth, solo, virtual_youtuber, :d, navel, sailor_collar, short_shorts, white_shorts, teeth, cowboy_shot, shirt, white_background, white_thighhighs                                                                                                                                                                                                                    |
|   6 |        12 | ![](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)   | 1girl, blush, detached_sleeves, looking_at_viewer, short_shorts, sleeveless_shirt, solo, virtual_youtuber, white_shirt, white_shorts, long_sleeves, smile, white_sailor_collar, sitting, very_long_hair, white_thighhighs, bare_shoulders, closed_mouth, white_background, white_sleeves, navel, sleeves_past_wrists, white_footwear, thigh_boots, green_eyes                                                                 |
|   7 |         6 | ![](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)   | 1girl, blush, detached_sleeves, looking_at_viewer, navel, short_shorts, solo, standing, virtual_youtuber, white_shorts, bare_shoulders, black_necktie, short_necktie, simple_background, thighhighs, very_long_hair, white_background, white_shirt, :d, cowboy_shot, floating_hair, green_eyes, open_mouth, long_sleeves, sleeveless_shirt                                                                                    |
|   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)   | 1girl, bare_shoulders, choker, cleavage, hair_ornament, looking_at_viewer, open_mouth, solo, virtual_youtuber, blush, white_background, :d, green_eyes, ribbon, simple_background, standing, white_dress, white_shorts, wrist_cuffs, collarbone, strapless_dress, teeth, white_footwear                                                                                                                                       |
|   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)   | 1girl, blush, detached_sleeves, looking_at_viewer, obi, solo, virtual_youtuber, wide_sleeves, :d, bare_shoulders, holding_food, long_sleeves, open_mouth, twintails, white_thighhighs, candy_apple, hair_flower, white_kimono, alternate_costume, bloomers, cherry_blossoms, depth_of_field, green_eyes, petals, ribbon, sidelocks, sleeveless, standing                                                                      |
|  10 |         6 | ![](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) | 1girl, blush, hood_down, long_sleeves, looking_at_viewer, solo, virtual_youtuber, open_jacket, sleeves_past_wrists, drawstring, grey_hoodie, very_long_hair, :d, character_name, closed_mouth, collarbone, cowboy_shot, fingernails, green_eyes, hand_in_pocket, hand_up, heart, nail_polish, open_mouth, pink_nails, upper_body                                                                                              |

### Table Version

|   # |   Samples | Img-1                             | Img-2                             | Img-3                             | Img-4                             | Img-5                             | 1girl   | belt   | black_choker   | looking_at_viewer   | midriff   | ponytail   | short_sleeves   | solo   | virtual_youtuber   | white_shirt   | black_shorts   | collarbone   | off_shoulder   | official_alternate_costume   | open_mouth   | short_shorts   | wristband   | :d   | bracelet   | blush   | cowboy_shot   | standing   | thighs   | crop_top_overhang   | navel   | bare_shoulders   | short_hair   | fingerless_gloves   | black_gloves   | smile   | headphones_around_neck   | open_jacket   | blue_jacket   | crop_top   | white_background   | choker   | closed_mouth   | simple_background   | thigh_strap   | heart   | hood   | detached_sleeves   | upper_body   | white_sailor_collar   | teeth   | sleeveless_shirt   | long_sleeves   | very_long_hair   | round_teeth   | upper_teeth_only   | ribbon   | sleeves_past_wrists   | black_bow   | striped_bow   | arm_up   | armpits   | hand_up   | white_shorts   | green_eyes   | sailor_collar   | shirt   | white_thighhighs   | sitting   | white_sleeves   | white_footwear   | thigh_boots   | black_necktie   | short_necktie   | thighhighs   | floating_hair   | cleavage   | hair_ornament   | white_dress   | wrist_cuffs   | strapless_dress   | obi   | wide_sleeves   | holding_food   | twintails   | candy_apple   | hair_flower   | white_kimono   | alternate_costume   | bloomers   | cherry_blossoms   | depth_of_field   | petals   | sidelocks   | sleeveless   | hood_down   | drawstring   | grey_hoodie   | character_name   | fingernails   | hand_in_pocket   | nail_polish   | pink_nails   |
|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:--------|:-------|:---------------|:--------------------|:----------|:-----------|:----------------|:-------|:-------------------|:--------------|:---------------|:-------------|:---------------|:-----------------------------|:-------------|:---------------|:------------|:-----|:-----------|:--------|:--------------|:-----------|:---------|:--------------------|:--------|:-----------------|:-------------|:--------------------|:---------------|:--------|:-------------------------|:--------------|:--------------|:-----------|:-------------------|:---------|:---------------|:--------------------|:--------------|:--------|:-------|:-------------------|:-------------|:----------------------|:--------|:-------------------|:---------------|:-----------------|:--------------|:-------------------|:---------|:----------------------|:------------|:--------------|:---------|:----------|:----------|:---------------|:-------------|:----------------|:--------|:-------------------|:----------|:----------------|:-----------------|:--------------|:----------------|:----------------|:-------------|:----------------|:-----------|:----------------|:--------------|:--------------|:------------------|:------|:---------------|:---------------|:------------|:--------------|:--------------|:---------------|:--------------------|:-----------|:------------------|:-----------------|:---------|:------------|:-------------|:------------|:-------------|:--------------|:-----------------|:--------------|:-----------------|:--------------|:-------------|
|   0 |         9 | ![](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              | X                   | X         | X          | X               | X      | X                  | X             | X              | X            | X              | X                            | X            | X              | X           | X    | X          | X       | X             | X          | X        | X                   | X       | X                |              |                     |                |         |                          |               |               |            |                    |          |                |                     |               |         |        |                    |              |                       |         |                    |                |                  |               |                    |          |                       |             |               |          |           |           |                |              |                 |         |                    |           |                 |                  |               |                 |                 |              |                 |            |                 |               |               |                   |       |                |                |             |               |               |                |                     |            |                   |                  |          |             |              |             |              |               |                  |               |                  |               |              |
|   1 |        43 | ![](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      |                | X                   | X         |            | X               | X      | X                  | X             | X              | X            |                | X                            |              | X              |             |      |            | X       |               |            |          |                     | X       |                  | X            | X                   | X              | X       | X                        | X             | X             | X          | X                  | X        | X              | X                   | X             | X       | X      |                    |              |                       |         |                    |                |                  |               |                    |          |                       |             |               |          |           |           |                |              |                 |         |                    |           |                 |                  |               |                 |                 |              |                 |            |                 |               |               |                   |       |                |                |             |               |               |                |                     |            |                   |                  |          |             |              |             |              |               |                  |               |                  |               |              |
|   2 |        15 | ![](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                   |           |            |                 | X      | X                  | X             |                | X            |                |                              | X            |                |             | X    |            | X       |               |            |          |                     |         | X                |              |                     |                |         |                          |               |               |            | X                  |          |                | X                   |               |         |        | X                  | X            | X                     | X       | X                  | X              |                  |               |                    |          |                       |             |               |          |           |           |                |              |                 |         |                    |           |                 |                  |               |                 |                 |              |                 |            |                 |               |               |                   |       |                |                |             |               |               |                |                     |            |                   |                  |          |             |              |             |              |               |                  |               |                  |               |              |
|   3 |         9 | ![](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      | X                  | X             |                | X            |                |                              | X            | X              |             | X    |            | X       | X             |            |          |                     | X       | X                |              |                     |                |         |                          |               |               |            | X                  |          |                | X                   |               | X       |        | X                  | X            | X                     |         | X                  | X              | X                | X             | X                  | X        | X                     | X           | X             | X        | X         | X         | X              |              |                 |         |                    |           |                 |                  |               |                 |                 |              |                 |            |                 |               |               |                   |       |                |                |             |               |               |                |                     |            |                   |                  |          |             |              |             |              |               |                  |               |                  |               |              |
|   4 |        12 | ![](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                  | X             |                | X            |                |                              |              |                |             |      |            | X       |               |            |          |                     |         | X                |              |                     |                | X       |                          |               |               |            | X                  |          | X              | X                   |               |         |        | X                  | X            | X                     |         | X                  | X              | X                |               |                    | X        | X                     |             | X             |          |           | X         |                | X            |                 |         |                    |           |                 |                  |               |                 |                 |              |                 |            |                 |               |               |                   |       |                |                |             |               |               |                |                     |            |                   |                  |          |             |              |             |              |               |                  |               |                  |               |              |
|   5 |        11 | ![](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      | X                  |               |                |              |                |                              | X            | X              |             | X    |            | X       | X             |            |          |                     | X       |                  |              |                     |                |         |                          |               |               |            | X                  |          |                |                     |               |         |        | X                  |              |                       | X       |                    |                |                  |               |                    |          |                       |             |               |          |           |           | X              |              | X               | X       | X                  |           |                 |                  |               |                 |                 |              |                 |            |                 |               |               |                   |       |                |                |             |               |               |                |                     |            |                   |                  |          |             |              |             |              |               |                  |               |                  |               |              |
|   6 |        12 | ![](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       |        |                | X                   |           |            |                 | X      | X                  | X             |                |              |                |                              |              | X              |             |      |            | X       |               |            |          |                     | X       | X                |              |                     |                | X       |                          |               |               |            | X                  |          | X              |                     |               |         |        | X                  |              | X                     |         | X                  | X              | X                |               |                    |          | X                     |             |               |          |           |           | X              | X            |                 |         | X                  | X         | X               | X                | X             |                 |                 |              |                 |            |                 |               |               |                   |       |                |                |             |               |               |                |                     |            |                   |                  |          |             |              |             |              |               |                  |               |                  |               |              |
|   7 |         6 | ![](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                   |           |            |                 | X      | X                  | X             |                |              |                |                              | X            | X              |             | X    |            | X       | X             | X          |          |                     | X       | X                |              |                     |                |         |                          |               |               |            | X                  |          |                | X                   |               |         |        | X                  |              |                       |         | X                  | X              | X                |               |                    |          |                       |             |               |          |           |           | X              | X            |                 |         |                    |           |                 |                  |               | X               | X               | 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       |        |                | X                   |           |            |                 | X      | X                  |               |                | X            |                |                              | X            |                |             | X    |            | X       |               | X          |          |                     |         | X                |              |                     |                |         |                          |               |               |            | X                  | X        |                | X                   |               |         |        |                    |              |                       | X       |                    |                |                  |               |                    | X        |                       |             |               |          |           |           | X              | X            |                 |         |                    |           |                 | X                |               |                 |                 |              |                 | X          | X               | X             | X             | 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       |        |                | X                   |           |            |                 | X      | X                  |               |                |              |                |                              | X            |                |             | X    |            | X       |               | X          |          |                     |         | X                |              |                     |                |         |                          |               |               |            |                    |          |                |                     |               |         |        | X                  |              |                       |         |                    | X              |                  |               |                    | X        |                       |             |               |          |           |           |                | X            |                 |         | X                  |           |                 |                  |               |                 |                 |              |                 |            |                 |               |               |                   | X     | X              | X              | X           | X             | X             | X              | X                   | X          | X                 | X                | X        | X           | X            |             |              |               |                  |               |                  |               |              |
|  10 |         6 | ![](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            |                |                              | X            |                |             | X    |            | X       | X             |            |          |                     |         |                  |              |                     |                |         |                          | X             |               |            |                    |          | X              |                     |               | X       |        |                    | X            |                       |         |                    | X              | X                |               |                    |          | X                     |             |               |          |           | X         |                | X            |                 |         |                    |           |                 |                  |               |                 |                 |              |                 |            |                 |               |               |                   |       |                |                |             |               |               |                |                     |            |                   |                  |          |             |              | X           | X            | X             | X                | X             | X                | X             | X            |


task_categories:text-to-image size_categories:n<1K license:mit art not-for-all-audiences region:us
{"license": "mit", "size_categories": ["n<1K"], "task_categories": ["text-to-image"], "tags": ["art", "not-for-all-audiences"]}
TAGS
#task_categories-text-to-image #size_categories-n<1K #license-mit #art #not-for-all-audiences #region-us 

Dataset of kizuna/キズナアイ/绊爱 (Azur Lane)
======================================


This is the dataset of kizuna/キズナアイ/绊爱 (Azur Lane), containing 500 images and their tags.


The core tags of this character are 'brown\_hair, multicolored\_hair, streaked\_hair, pink\_hair, hairband, long\_hair, bangs, pink\_hairband, blue\_eyes, breasts, bow, medium\_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(huggingface organization).


List of Packages
----------------



### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


List of tag clustering result, maybe some outfits can be mined here.


### Raw Text Version



### Table Version




### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


List of tag clustering result, maybe some outfits can be mined here. ### Raw Text Version ### Table Version
TAGS
#task_categories-text-to-image #size_categories-n<1K #license-mit #art #not-for-all-audiences #region-us 
 ### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


List of tag clustering result, maybe some outfits can be mined here. ### Raw Text Version ### Table Version