
# Dataset of pramanix/プラマニクス/初雪 (Arknights)

This is the dataset of pramanix/プラマニクス/初雪 (Arknights), containing 500 images and their tags.

The core tags of this character are `animal_ears, long_hair, braid, leopard_ears, animal_ear_fluff, bangs, grey_eyes, twin_braids, grey_hair, very_long_hair, white_hair, tail, leopard_tail, hair_between_eyes, breasts`, 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 | 933.03 MiB | [Download](https://huggingface.co/datasets/CyberHarem/pramanix_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      500 | 449.65 MiB | [Download](https://huggingface.co/datasets/CyberHarem/pramanix_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1252 | 998.12 MiB | [Download](https://huggingface.co/datasets/CyberHarem/pramanix_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      500 | 784.99 MiB | [Download](https://huggingface.co/datasets/CyberHarem/pramanix_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1252 | 1.50 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/pramanix_arknights/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/pramanix_arknights',
    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 |        15 | ![](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, turtleneck, bead_necklace, side_braids, upper_body, white_background, simple_background, bell, holding, closed_mouth, blush, portrait                                                                                                                                      |
|   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, looking_at_viewer, solo, white_dress, bell, holding, necklace, simple_background, upper_body, white_background, black_cape, side_braids, watch                                                                                                                                                      |
|   2 |        12 | ![](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, simple_background, solo, white_background, white_dress, bead_necklace, bell, pelvic_curtain, black_cape, grey_thighhighs, holding, looking_at_viewer, black_belt, standing, capelet, parted_lips, black_footwear, cowboy_shot, full_body, side_braids, knee_boots, medium_breasts, turtleneck_dress |
|   3 |        14 | ![](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, bell, holding, solo, white_dress, looking_at_viewer, black_cape, cowboy_shot, grey_thighhighs, medium_breasts, side_braids, bead_necklace, parted_lips, turtleneck_dress, black_belt, belt_pouch, blush, head_chain, pelvic_curtain, standing                                                       |
|   4 |        10 | ![](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, hat, official_alternate_costume, black_gloves, fur_trim, solo, looking_at_viewer, upper_body, blue_headwear, long_sleeves, simple_background, white_background, black_capelet, blush                                                                                                                |
|   5 |        10 | ![](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, bell, black_gloves, hat, long_sleeves, official_alternate_costume, solo, fur_trim, blue_headwear, looking_at_viewer, black_capelet, black_skirt, snowing, bare_tree, holding, outdoors, belt, blue_jacket, blurry, smile                                                                            |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | looking_at_viewer   | solo   | turtleneck   | bead_necklace   | side_braids   | upper_body   | white_background   | simple_background   | bell   | holding   | closed_mouth   | blush   | portrait   | white_dress   | necklace   | black_cape   | watch   | pelvic_curtain   | grey_thighhighs   | black_belt   | standing   | capelet   | parted_lips   | black_footwear   | cowboy_shot   | full_body   | knee_boots   | medium_breasts   | turtleneck_dress   | belt_pouch   | head_chain   | hat   | official_alternate_costume   | black_gloves   | fur_trim   | blue_headwear   | long_sleeves   | black_capelet   | black_skirt   | snowing   | bare_tree   | outdoors   | belt   | blue_jacket   | blurry   | smile   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------------|:-------|:-------------|:----------------|:--------------|:-------------|:-------------------|:--------------------|:-------|:----------|:---------------|:--------|:-----------|:--------------|:-----------|:-------------|:--------|:-----------------|:------------------|:-------------|:-----------|:----------|:--------------|:-----------------|:--------------|:------------|:-------------|:-----------------|:-------------------|:-------------|:-------------|:------|:-----------------------------|:---------------|:-----------|:----------------|:---------------|:----------------|:--------------|:----------|:------------|:-----------|:-------|:--------------|:---------|:--------|
|   0 |        15 | ![](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          |               |            |              |         |                  |                   |              |            |           |               |                  |               |             |              |                  |                    |              |              |       |                              |                |            |                 |                |                 |               |           |             |            |        |               |          |         |
|   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       |                  |                   |              |            |           |               |                  |               |             |              |                  |                    |              |              |       |                              |                |            |                 |                |                 |               |           |             |            |        |               |          |         |
|   2 |        12 | ![](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                  |              |              |       |                              |                |            |                 |                |                 |               |           |             |            |        |               |          |         |
|   3 |        14 | ![](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            |       |                              |                |            |                 |                |                 |               |           |             |            |        |               |          |         |
|   4 |        10 | ![](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               |               |           |             |            |        |               |          |         |
|   5 |        10 | ![](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       |


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 pramanix/プラマニクス/初雪 (Arknights)
=========================================


This is the dataset of pramanix/プラマニクス/初雪 (Arknights), containing 500 images and their tags.


The core tags of this character are 'animal\_ears, long\_hair, braid, leopard\_ears, animal\_ear\_fluff, bangs, grey\_eyes, twin\_braids, grey\_hair, very\_long\_hair, white\_hair, tail, leopard\_tail, hair\_between\_eyes, breasts', 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