
# Dataset of m950a/M950A/M950A (Girls' Frontline)

This is the dataset of m950a/M950A/M950A (Girls' Frontline), containing 194 images and their tags.

The core tags of this character are `green_hair, long_hair, twintails, yellow_eyes, bangs, breasts, medium_breasts, hair_between_eyes, messy_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              |      194 | 238.00 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m950a_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      194 | 143.74 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m950a_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      440 | 302.16 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m950a_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      194 | 213.76 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m950a_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      440 | 414.63 MiB | [Download](https://huggingface.co/datasets/CyberHarem/m950a_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/m950a_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 |        26 | ![](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, necklace, solo, choker, collarbone, black_gloves, blush, cleavage, simple_background, open_mouth, elbow_gloves, white_background, shorts, thighhighs, white_shirt, sidelocks, smile                                                                                                                                          |
|   1 |        14 | ![](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, holding_gun, thighhighs, cleavage, looking_at_viewer, elbow_gloves, open_mouth, shorts, smile, black_gloves, full_body, simple_background, submachine_gun                                                                                                                                                                                 |
|   2 |         6 | ![](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, black_footwear, black_gloves, black_socks, full_body, kneehighs, loafers, pleated_skirt, serafuku, solo, black_skirt, official_alternate_costume, looking_at_viewer, short_sleeves, white_background, gun, open_mouth, simple_background, white_shirt                                                                                           |
|   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, black_skirt, pleated_skirt, solo, white_thighhighs, black_gloves, fingerless_gloves, mod3_(girls'_frontline), serafuku, white_shirt, black_jacket, holding_gun, looking_at_viewer, official_alternate_costume, sneakers, full_body, simple_background, green_nails, white_background, handgun, long_sleeves, sailor_collar, standing_on_one_leg |
|   4 |        18 | ![](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) | official_alternate_costume, 1girl, black_dress, bare_shoulders, blush, holding_microphone, open_mouth, sidelocks, black_gloves, smile, looking_at_viewer, solo, microphone_stand, teeth, collarbone, simple_background, white_background                                                                                                               |
|   5 |         8 | ![](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, official_alternate_costume, solo, white_background, bare_shoulders, hair_flower, simple_background, wedding_dress, white_dress, white_gloves, bridal_veil, cleavage, elbow_gloves, blush, looking_at_viewer, holding, smile, choker, closed_mouth, crown, jewelry, one_eye_closed, open_mouth                                                   |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | looking_at_viewer   | necklace   | solo   | choker   | collarbone   | black_gloves   | blush   | cleavage   | simple_background   | open_mouth   | elbow_gloves   | white_background   | shorts   | thighhighs   | white_shirt   | sidelocks   | smile   | holding_gun   | full_body   | submachine_gun   | black_footwear   | black_socks   | kneehighs   | loafers   | pleated_skirt   | serafuku   | black_skirt   | official_alternate_costume   | short_sleeves   | gun   | white_thighhighs   | fingerless_gloves   | mod3_(girls'_frontline)   | black_jacket   | sneakers   | green_nails   | handgun   | long_sleeves   | sailor_collar   | standing_on_one_leg   | black_dress   | bare_shoulders   | holding_microphone   | microphone_stand   | teeth   | hair_flower   | wedding_dress   | white_dress   | white_gloves   | bridal_veil   | holding   | closed_mouth   | crown   | jewelry   | one_eye_closed   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------------|:-----------|:-------|:---------|:-------------|:---------------|:--------|:-----------|:--------------------|:-------------|:---------------|:-------------------|:---------|:-------------|:--------------|:------------|:--------|:--------------|:------------|:-----------------|:-----------------|:--------------|:------------|:----------|:----------------|:-----------|:--------------|:-----------------------------|:----------------|:------|:-------------------|:--------------------|:--------------------------|:---------------|:-----------|:--------------|:----------|:---------------|:----------------|:----------------------|:--------------|:-----------------|:---------------------|:-------------------|:--------|:--------------|:----------------|:--------------|:---------------|:--------------|:----------|:---------------|:--------|:----------|:-----------------|
|   0 |        26 | ![](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       |               |             |                  |                  |               |             |           |                 |            |               |                              |                 |       |                    |                     |                           |                |            |               |           |                |                 |                       |               |                  |                      |                    |         |               |                 |               |                |               |           |                |         |           |                  |
|   1 |        14 | ![](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                |                  |               |             |           |                 |            |               |                              |                 |       |                    |                     |                           |                |            |               |           |                |                 |                       |               |                  |                      |                    |         |               |                 |               |                |               |           |                |         |           |                  |
|   2 |         6 | ![](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     |                    |                     |                           |                |            |               |           |                |                 |                       |               |                  |                      |                    |         |               |                 |               |                |               |           |                |         |           |                  |
|   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                     |               |                  |                      |                    |         |               |                 |               |                |               |           |                |         |           |                  |
|   4 |        18 | ![](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       |               |                 |               |                |               |           |                |         |           |                  |
|   5 |         8 | ![](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              | 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 m950a/M950A/M950A (Girls' Frontline)
===============================================


This is the dataset of m950a/M950A/M950A (Girls' Frontline), containing 194 images and their tags.


The core tags of this character are 'green\_hair, long\_hair, twintails, yellow\_eyes, bangs, breasts, medium\_breasts, hair\_between\_eyes, messy\_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