
# Dataset of thunder/Thunder/雷电 (Girls' Frontline)

This is the dataset of thunder/Thunder/雷电 (Girls' Frontline), containing 187 images and their tags.

The core tags of this character are `long_hair, red_eyes, hairband, bangs, blue_hair, breasts, black_hairband, ribbon, hair_between_eyes, neck_ribbon, red_ribbon`, 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              |      187 | 274.42 MiB | [Download](https://huggingface.co/datasets/CyberHarem/thunder_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      187 | 140.74 MiB | [Download](https://huggingface.co/datasets/CyberHarem/thunder_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      438 | 307.04 MiB | [Download](https://huggingface.co/datasets/CyberHarem/thunder_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      187 | 239.13 MiB | [Download](https://huggingface.co/datasets/CyberHarem/thunder_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      438 | 466.30 MiB | [Download](https://huggingface.co/datasets/CyberHarem/thunder_girlsfrontline/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/thunder_girlsfrontline',
    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 |        14 | ![](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, looking_at_viewer, solo, upper_body, white_shirt, scar_on_neck, simple_background, closed_mouth, white_background, black_gloves, jacket, collared_shirt                                                                                              |
|   1 |         7 | ![](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, looking_at_viewer, solo, black_gloves, black_pantyhose, black_skirt, white_shirt, off_shoulder, scar_on_neck, simple_background, white_background, black_jacket                                                                                      |
|   2 |        11 | ![](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, holding_gun, solo, white_shirt, black_gloves, looking_at_viewer, scar_on_neck, closed_mouth, black_skirt, white_background, black_jacket, collared_shirt, simple_background, black_pantyhose, camouflage                                             |
|   3 |        11 | ![](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) | very_long_hair, 1girl, bare_shoulders, closed_mouth, solo, white_dress, hair_ornament, looking_at_viewer, teddy_bear, scar, full_body, sitting, strapless_dress, wings, barefoot, collarbone, holding_gun, sandals, simple_background, smile, star_(symbol) |
|   4 |         6 | ![](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, hetero, blush, penis, sex, solo_focus, 1boy, large_breasts, nipples, pussy, scar, vaginal, bar_censor, completely_nude, cum, fellatio, navel                                                                                                         |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | looking_at_viewer   | solo   | upper_body   | white_shirt   | scar_on_neck   | simple_background   | closed_mouth   | white_background   | black_gloves   | jacket   | collared_shirt   | black_pantyhose   | black_skirt   | off_shoulder   | black_jacket   | holding_gun   | camouflage   | very_long_hair   | bare_shoulders   | white_dress   | hair_ornament   | teddy_bear   | scar   | full_body   | sitting   | strapless_dress   | wings   | barefoot   | collarbone   | sandals   | smile   | star_(symbol)   | hetero   | blush   | penis   | sex   | solo_focus   | 1boy   | large_breasts   | nipples   | pussy   | vaginal   | bar_censor   | completely_nude   | cum   | fellatio   | navel   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------------|:-------|:-------------|:--------------|:---------------|:--------------------|:---------------|:-------------------|:---------------|:---------|:-----------------|:------------------|:--------------|:---------------|:---------------|:--------------|:-------------|:-----------------|:-----------------|:--------------|:----------------|:-------------|:-------|:------------|:----------|:------------------|:--------|:-----------|:-------------|:----------|:--------|:----------------|:---------|:--------|:--------|:------|:-------------|:-------|:----------------|:----------|:--------|:----------|:-------------|:------------------|:------|:-----------|:--------|
|   0 |        14 | ![](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                |                   |               |                |                |               |              |                  |                  |               |                 |              |        |             |           |                   |         |            |              |           |         |                 |          |         |         |       |              |        |                 |           |         |           |              |                   |       |            |         |
|   1 |         7 | ![](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              |               |              |                  |                  |               |                 |              |        |             |           |                   |         |            |              |           |         |                 |          |         |         |       |              |        |                 |           |         |           |              |                   |       |            |         |
|   2 |        11 | ![](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            |                  |                  |               |                 |              |        |             |           |                   |         |            |              |           |         |                 |          |         |         |       |              |        |                 |           |         |           |              |                   |       |            |         |
|   3 |        11 | ![](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               |          |         |         |       |              |        |                 |           |         |           |              |                   |       |            |         |
|   4 |         6 | ![](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       |


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 thunder/Thunder/雷电 (Girls' Frontline)
================================================


This is the dataset of thunder/Thunder/雷电 (Girls' Frontline), containing 187 images and their tags.


The core tags of this character are 'long\_hair, red\_eyes, hairband, bangs, blue\_hair, breasts, black\_hairband, ribbon, hair\_between\_eyes, neck\_ribbon, red\_ribbon', 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