
# Dataset of black_heart/ブラックハート/圣黑之心 (Azur Lane)

This is the dataset of black_heart/ブラックハート/圣黑之心 (Azur Lane), containing 500 images and their tags.

The core tags of this character are `long_hair, white_hair, breasts, symbol-shaped_pupils, blue_eyes, very_long_hair, medium_breasts, hair_between_eyes`, 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 | 577.15 MiB | [Download](https://huggingface.co/datasets/CyberHarem/black_heart_azurlane/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      500 | 345.25 MiB | [Download](https://huggingface.co/datasets/CyberHarem/black_heart_azurlane/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1180 | 717.05 MiB | [Download](https://huggingface.co/datasets/CyberHarem/black_heart_azurlane/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      500 | 518.71 MiB | [Download](https://huggingface.co/datasets/CyberHarem/black_heart_azurlane/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1180 | 979.95 MiB | [Download](https://huggingface.co/datasets/CyberHarem/black_heart_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/black_heart_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 |        21 | ![](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, cleavage, looking_at_viewer, solo, bare_shoulders, elbow_gloves, leotard, thighhighs, smile, blush, twintails, open_mouth, aqua_eyes                                                                                                                                                                                                                                                                                 |
|   1 |         8 | ![](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, bare_shoulders, elbow_gloves, leotard, looking_at_viewer, solo, cleavage_cutout, smile, blush, thighhighs, power_symbol, simple_background, white_background                                                                                                                                                                                                                                                         |
|   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) | aqua_eyes, bangs, bare_shoulders, black_gloves, elbow_gloves, halterneck, leotard, looking_at_viewer, magical_girl, power_symbol, turtleneck, 1girl, cleavage_cutout, closed_mouth, flipped_hair, light_smile, simple_background, solo, standing, white_background, from_side, twintails, cowboy_shot, grey_thighhighs, blush, full_body, grey_footwear, high_heel_boots, thigh_boots                                       |
|   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) | 1girl, >:), aqua_eyes, bangs, bare_shoulders, black_gloves, blush, cleavage_cutout, closed_mouth, crossed_arms, elbow_gloves, floating_hair, halterneck, legs_apart, light_particles, light_smile, looking_at_viewer, magical_girl, power_symbol, solo, standing, turtleneck, twintails, glowing, black_thighhighs, cityscape, headgear, skyscraper, backlighting, blue_leotard, simple_background, white_background, wings |
|   4 |        27 | ![](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, angel_wings, hair_flower, looking_at_viewer, cleavage, feathered_wings, smile, solo, halo, bare_shoulders, navel, power_symbol, blush, elbow_gloves, thighhighs                                                                                                                                                                                                                                                      |
|   5 |         7 | ![](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, bikini, blush, looking_at_viewer, solo, cleavage, navel, smile, open_mouth                                                                                                                                                                                                                                                                                                                                           |
|   6 |         5 | ![](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) | 2girls, blush, cleavage, solo_focus, bare_shoulders, looking_at_viewer, elbow_gloves, yuri, artist_name, large_breasts, leotard, open_mouth, smile                                                                                                                                                                                                                                                                          |
|   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, looking_at_viewer, nipples, solo, large_breasts, navel, power_symbol, blush, completely_nude, open_mouth, sitting, smile, white_background                                                                                                                                                                                                                                                                           |
|   8 |        11 | ![](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, fake_animal_ears, looking_at_viewer, playboy_bunny, rabbit_ears, blush, cleavage, bare_shoulders, detached_collar, pantyhose, solo, wrist_cuffs, black_leotard, bowtie, power_symbol, covered_navel, smile, fishnets, large_breasts, white_bow                                                                                                                                                                       |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | cleavage   | looking_at_viewer   | solo   | bare_shoulders   | elbow_gloves   | leotard   | thighhighs   | smile   | blush   | twintails   | open_mouth   | aqua_eyes   | cleavage_cutout   | power_symbol   | simple_background   | white_background   | bangs   | black_gloves   | halterneck   | magical_girl   | turtleneck   | closed_mouth   | flipped_hair   | light_smile   | standing   | from_side   | cowboy_shot   | grey_thighhighs   | full_body   | grey_footwear   | high_heel_boots   | thigh_boots   | >:)   | crossed_arms   | floating_hair   | legs_apart   | light_particles   | glowing   | black_thighhighs   | cityscape   | headgear   | skyscraper   | backlighting   | blue_leotard   | wings   | angel_wings   | hair_flower   | feathered_wings   | halo   | navel   | bikini   | 2girls   | solo_focus   | yuri   | artist_name   | large_breasts   | nipples   | completely_nude   | sitting   | fake_animal_ears   | playboy_bunny   | rabbit_ears   | detached_collar   | pantyhose   | wrist_cuffs   | black_leotard   | bowtie   | covered_navel   | fishnets   | white_bow   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------|:--------------------|:-------|:-----------------|:---------------|:----------|:-------------|:--------|:--------|:------------|:-------------|:------------|:------------------|:---------------|:--------------------|:-------------------|:--------|:---------------|:-------------|:---------------|:-------------|:---------------|:---------------|:--------------|:-----------|:------------|:--------------|:------------------|:------------|:----------------|:------------------|:--------------|:------|:---------------|:----------------|:-------------|:------------------|:----------|:-------------------|:------------|:-----------|:-------------|:---------------|:---------------|:--------|:--------------|:--------------|:------------------|:-------|:--------|:---------|:---------|:-------------|:-------|:--------------|:----------------|:----------|:------------------|:----------|:-------------------|:----------------|:--------------|:------------------|:------------|:--------------|:----------------|:---------|:----------------|:-----------|:------------|
|   0 |        21 | ![](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           |                   |                |                     |                    |         |                |              |                |              |                |                |               |            |             |               |                   |             |                 |                   |               |       |                |                 |              |                   |           |                    |             |            |              |                |                |         |               |               |                   |        |         |          |          |              |        |               |                 |           |                   |           |                    |                 |               |                   |             |               |                 |          |                 |            |             |
|   1 |         8 | ![](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                  |         |                |              |                |              |                |                |               |            |             |               |                   |             |                 |                   |               |       |                |                 |              |                   |           |                    |             |            |              |                |                |         |               |               |                   |        |         |          |          |              |        |               |                 |           |                   |           |                    |                 |               |                   |             |               |                 |          |                 |            |             |
|   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                   | 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             |       |                |                 |              |                   |           |                    |             |            |              |                |                |         |               |               |                   |        |         |          |          |              |        |               |                 |           |                   |           |                    |                 |               |                   |             |               |                 |          |                 |            |             |
|   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      | 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 |        27 | ![](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       |          |          |              |        |               |                 |           |                   |           |                    |                 |               |                   |             |               |                 |          |                 |            |             |
|   5 |         7 | ![](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        |          |              |        |               |                 |           |                   |           |                    |                 |               |                   |             |               |                 |          |                 |            |             |
|   6 |         5 | ![](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               |           |                   |           |                    |                 |               |                   |             |               |                 |          |                 |            |             |
|   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         |                    |                 |               |                   |             |               |                 |          |                 |            |             |
|   8 |        11 | ![](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           |


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 black\_heart/ブラックハート/圣黑之心 (Azur Lane)
================================================


This is the dataset of black\_heart/ブラックハート/圣黑之心 (Azur Lane), containing 500 images and their tags.


The core tags of this character are 'long\_hair, white\_hair, breasts, symbol-shaped\_pupils, blue\_eyes, very\_long\_hair, medium\_breasts, hair\_between\_eyes', 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
passage: 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