
# Dataset of s_a_t_8/S.A.T.8/S.A.T.8 (Girls' Frontline)

This is the dataset of s_a_t_8/S.A.T.8/S.A.T.8 (Girls' Frontline), containing 209 images and their tags.

The core tags of this character are `blonde_hair, long_hair, green_eyes, bangs, messy_hair, hair_between_eyes, hairband, breasts, very_long_hair, orange_hairband`, 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              |      209 | 322.98 MiB | [Download](https://huggingface.co/datasets/CyberHarem/s_a_t_8_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      209 | 166.31 MiB | [Download](https://huggingface.co/datasets/CyberHarem/s_a_t_8_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      523 | 368.45 MiB | [Download](https://huggingface.co/datasets/CyberHarem/s_a_t_8_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      209 | 282.39 MiB | [Download](https://huggingface.co/datasets/CyberHarem/s_a_t_8_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      523 | 549.69 MiB | [Download](https://huggingface.co/datasets/CyberHarem/s_a_t_8_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/s_a_t_8_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 |        29 | ![](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, solo, looking_at_viewer, smile, white_background, blush, simple_background, upper_body, open_mouth, black_gloves, neck_ribbon, hair_ornament, multicolored_jacket                                                                                                                                                                                                                                                                                                      |
|   1 |         6 | ![](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, blush, jacket, looking_at_viewer, off_shoulder, sailor_collar, solo, hairclip, official_alternate_costume, simple_background, smile, white_background, white_dress, collarbone, open_mouth, pumpkin_hair_ornament, sailor_dress, scrunchie                                                                                                                                                                                                                             |
|   2 |         7 | ![](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, barefoot, closed_mouth, hairclip, halloween, jack-o'-lantern, looking_at_viewer, official_alternate_costume, orange_sailor_collar, pumpkin_hair_ornament, sitting, solo, blush, full_body, sailor_dress, smile, white_dress, baggy_clothes, holding_cup, open_cardigan, orange_scrunchie, feet, hair_scrunchie, low_twintails, off_shoulder, red_neckerchief, sidelocks, simple_background, toes, gun, head_tilt, low-tied_long_hair, orange_sweater, white_background |
|   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, blush, hairclip, holding_cup, mug, official_alternate_costume, open_cardigan, open_mouth, orange_sailor_collar, pumpkin_hair_ornament, solo, :d, halloween, looking_at_viewer, off_shoulder, open_jacket, star_print, white_dress, collarbone, fang, hair_scrunchie, heart, jack-o'-lantern, long_sleeves, red_neckerchief, sailor_dress, simple_background, sitting, sleeveless, baggy_clothes, spider_web, twintails                                                 |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | solo   | looking_at_viewer   | smile   | white_background   | blush   | simple_background   | upper_body   | open_mouth   | black_gloves   | neck_ribbon   | hair_ornament   | multicolored_jacket   | jacket   | off_shoulder   | sailor_collar   | hairclip   | official_alternate_costume   | white_dress   | collarbone   | pumpkin_hair_ornament   | sailor_dress   | scrunchie   | barefoot   | closed_mouth   | halloween   | jack-o'-lantern   | orange_sailor_collar   | sitting   | full_body   | baggy_clothes   | holding_cup   | open_cardigan   | orange_scrunchie   | feet   | hair_scrunchie   | low_twintails   | red_neckerchief   | sidelocks   | toes   | gun   | head_tilt   | low-tied_long_hair   | orange_sweater   | mug   | :d   | open_jacket   | star_print   | fang   | heart   | long_sleeves   | sleeveless   | spider_web   | twintails   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-------|:--------------------|:--------|:-------------------|:--------|:--------------------|:-------------|:-------------|:---------------|:--------------|:----------------|:----------------------|:---------|:---------------|:----------------|:-----------|:-----------------------------|:--------------|:-------------|:------------------------|:---------------|:------------|:-----------|:---------------|:------------|:------------------|:-----------------------|:----------|:------------|:----------------|:--------------|:----------------|:-------------------|:-------|:-----------------|:----------------|:------------------|:------------|:-------|:------|:------------|:---------------------|:-----------------|:------|:-----|:--------------|:-------------|:-------|:--------|:---------------|:-------------|:-------------|:------------|
|   0 |        29 | ![](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 |         6 | ![](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           |            |                |             |                   |                        |           |             |                 |               |                 |                    |        |                  |                 |                   |             |        |       |             |                      |                  |       |      |               |              |        |         |                |              |              |             |
|   2 |         7 | ![](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           | 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           |


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 s\_a\_t\_8/S.A.T.8/S.A.T.8 (Girls' Frontline)
========================================================


This is the dataset of s\_a\_t\_8/S.A.T.8/S.A.T.8 (Girls' Frontline), containing 209 images and their tags.


The core tags of this character are 'blonde\_hair, long\_hair, green\_eyes, bangs, messy\_hair, hair\_between\_eyes, hairband, breasts, very\_long\_hair, orange\_hairband', 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