
# Dataset of spas_12/SPAS-12/SPAS-12 (Girls' Frontline)

This is the dataset of spas_12/SPAS-12/SPAS-12 (Girls' Frontline), containing 373 images and their tags.

The core tags of this character are `red_eyes, breasts, ribbon, large_breasts, grey_hair, hair_ribbon, bangs, twintails, black_ribbon, long_hair`, which are pruned in this dataset.

Images are crawled from many sites (e.g. danbooru, pixiv, zerochan ...), the auto-crawling system is powered by [DeepGHS Team](https://github.com/deepghs)([huggingface organization](https://huggingface.co/deepghs)).

## List of Packages

| Name             |   Images | Size       | Download                                                                                                                | Type       | Description                                                          |
|:-----------------|---------:|:-----------|:------------------------------------------------------------------------------------------------------------------------|:-----------|:---------------------------------------------------------------------|
| raw              |      373 | 494.04 MiB | [Download](https://huggingface.co/datasets/CyberHarem/spas_12_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      373 | 262.11 MiB | [Download](https://huggingface.co/datasets/CyberHarem/spas_12_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      893 | 574.98 MiB | [Download](https://huggingface.co/datasets/CyberHarem/spas_12_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      373 | 429.22 MiB | [Download](https://huggingface.co/datasets/CyberHarem/spas_12_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      893 | 848.47 MiB | [Download](https://huggingface.co/datasets/CyberHarem/spas_12_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/spas_12_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 |         5 | ![](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, holding_food, solo, bare_shoulders, blush, braid, burger, simple_background, upper_body, white_background, cleavage, collarbone, looking_at_viewer, tongue_out, white_hair, blue_hair, detached_sleeves, dress, eating                                                                                                                                 |
|   1 |         5 | ![](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, burger, holding_food, solo, bare_shoulders, blush, detached_sleeves, eating, white_background, food_on_face, looking_at_viewer, red_skirt, simple_background, blue_hair, thighhighs                                                                                                                                                                    |
|   2 |        28 | ![](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, blush, solo, simple_background, bare_shoulders, smile, looking_at_viewer, shirt, white_background, collarbone, medium_hair, detached_sleeves, upper_body, open_mouth, sleeveless                                                                                                                                                                       |
|   3 |        16 | ![](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, solo, fingerless_gloves, holding_gun, looking_at_viewer, red_skirt, thighhighs, black_gloves, shotgun_shell, detached_sleeves, bare_shoulders, pleated_skirt                                                                                                                                                                                           |
|   4 |        16 | ![](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, plate_armor, solo, blood_on_face, shotgun_shell, blood_on_clothes, official_alternate_costume, looking_at_viewer, smile, shield, name_connection, blood_on_weapon, breastplate, axe, holding_gun, open_mouth, armored_dress, crazy_eyes, full_body, torn_clothes                                                                                       |
|   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, blush, looking_at_viewer, solo, collarbone, black_bra, black_panties, navel, smile, underwear_only, black_thighhighs, cleavage, medium_hair, simple_background, braid, cowboy_shot, open_mouth, stomach, tongue_out, white_background                                                                                                                  |
|   6 |        14 | ![](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, official_alternate_costume, cleavage, collarbone, hair_flower, navel, solo, looking_at_viewer, white_bikini, white_background, simple_background, smile, bare_shoulders, off_shoulder, open_jacket, side-tie_bikini_bottom, closed_mouth, clothing_cutout, open_mouth, braid, long_sleeves, stomach, strapless_bikini, upper_body, white_jacket |
|   7 |         9 | ![](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, bare_shoulders, cleavage, hair_flower, looking_at_viewer, ocean, official_alternate_costume, outdoors, solo, white_bikini, collarbone, day, strapless_bikini, blue_sky, jacket, navel, side-tie_bikini_bottom, blush, cloud, food, open_clothes, smile, beach, clothing_cutout, holding, open_mouth                                                    |
|   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) | 1boy, 1girl, hetero, solo_focus, nipples, blush, penis, collarbone, spread_legs, looking_at_viewer, navel, open_mouth, pov, sex, missionary, on_back, pussy, sweat, vaginal, heart, smile, completely_nude, cum, medium_hair, saliva, thighhighs, uncensored                                                                                                  |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | holding_food   | solo   | bare_shoulders   | blush   | braid   | burger   | simple_background   | upper_body   | white_background   | cleavage   | collarbone   | looking_at_viewer   | tongue_out   | white_hair   | blue_hair   | detached_sleeves   | dress   | eating   | food_on_face   | red_skirt   | thighhighs   | smile   | shirt   | medium_hair   | open_mouth   | sleeveless   | fingerless_gloves   | holding_gun   | black_gloves   | shotgun_shell   | pleated_skirt   | plate_armor   | blood_on_face   | blood_on_clothes   | official_alternate_costume   | shield   | name_connection   | blood_on_weapon   | breastplate   | axe   | armored_dress   | crazy_eyes   | full_body   | torn_clothes   | black_bra   | black_panties   | navel   | underwear_only   | black_thighhighs   | cowboy_shot   | stomach   | hair_flower   | white_bikini   | off_shoulder   | open_jacket   | side-tie_bikini_bottom   | closed_mouth   | clothing_cutout   | long_sleeves   | strapless_bikini   | white_jacket   | ocean   | outdoors   | day   | blue_sky   | jacket   | cloud   | food   | open_clothes   | beach   | holding   | 1boy   | hetero   | solo_focus   | nipples   | penis   | spread_legs   | pov   | sex   | missionary   | on_back   | pussy   | sweat   | vaginal   | heart   | completely_nude   | cum   | saliva   | uncensored   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:-------|:-----------------|:--------|:--------|:---------|:--------------------|:-------------|:-------------------|:-----------|:-------------|:--------------------|:-------------|:-------------|:------------|:-------------------|:--------|:---------|:---------------|:------------|:-------------|:--------|:--------|:--------------|:-------------|:-------------|:--------------------|:--------------|:---------------|:----------------|:----------------|:--------------|:----------------|:-------------------|:-----------------------------|:---------|:------------------|:------------------|:--------------|:------|:----------------|:-------------|:------------|:---------------|:------------|:----------------|:--------|:-----------------|:-------------------|:--------------|:----------|:--------------|:---------------|:---------------|:--------------|:-------------------------|:---------------|:------------------|:---------------|:-------------------|:---------------|:--------|:-----------|:------|:-----------|:---------|:--------|:-------|:---------------|:--------|:----------|:-------|:---------|:-------------|:----------|:--------|:--------------|:------|:------|:-------------|:----------|:--------|:--------|:----------|:--------|:------------------|:------|:---------|:-------------|
|   0 |         5 | ![](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        |                |             |              |         |         |               |              |              |                     |               |                |                 |                 |               |                 |                    |                              |          |                   |                   |               |       |                 |              |             |                |             |                 |         |                  |                    |               |           |               |                |                |               |                          |                |                   |                |                    |                |         |            |       |            |          |         |        |                |         |           |        |          |              |           |         |               |       |       |              |           |         |         |           |         |                   |       |          |              |
|   1 |         5 | ![](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            |         |         |               |              |              |                     |               |                |                 |                 |               |                 |                    |                              |          |                   |                   |               |       |                 |              |             |                |             |                 |         |                  |                    |               |           |               |                |                |               |                          |                |                   |                |                    |                |         |            |       |            |          |         |        |                |         |           |        |          |              |           |         |               |       |       |              |           |         |         |           |         |                   |       |          |              |
|   2 |        28 | ![](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 |        16 | ![](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               |               |                 |                    |                              |          |                   |                   |               |       |                 |              |             |                |             |                 |         |                  |                    |               |           |               |                |                |               |                          |                |                   |                |                    |                |         |            |       |            |          |         |        |                |         |           |        |          |              |           |         |               |       |       |              |           |         |         |           |         |                   |       |          |              |
|   4 |        16 | ![](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              |             |                 |         |                  |                    |               |           |               |                |                |               |                          |                |                   |                |                    |                |         |            |       |            |          |         |        |                |         |           |        |          |              |           |         |               |       |       |              |           |         |         |           |         |                   |       |          |              |
|   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                   | X            |              |             |                    |         |          |                |             |              | X       |         | X             | X            |              |                     |               |                |                 |                 |               |                 |                    |                              |          |                   |                   |               |       |                 |              |             |                | X           | X               | X       | X                | X                  | X             | X         |               |                |                |               |                          |                |                   |                |                    |                |         |            |       |            |          |         |        |                |         |           |        |          |              |           |         |               |       |       |              |           |         |         |           |         |                   |       |          |              |
|   6 |        14 | ![](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                  | X              |         |            |       |            |          |         |        |                |         |           |        |          |              |           |         |               |       |       |              |           |         |         |           |         |                   |       |          |              |
|   7 |         9 | ![](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       | 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       | 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 spas\_12/SPAS-12/SPAS-12 (Girls' Frontline)
======================================================


This is the dataset of spas\_12/SPAS-12/SPAS-12 (Girls' Frontline), containing 373 images and their tags.


The core tags of this character are 'red\_eyes, breasts, ribbon, large\_breasts, grey\_hair, hair\_ribbon, bangs, twintails, black\_ribbon, long\_hair', which are pruned in this dataset.


Images are crawled from many sites (e.g. danbooru, pixiv, zerochan ...), the auto-crawling system is powered by DeepGHS Team(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