
# Dataset of massachusetts/マサチューセッツ/马萨诸塞 (Azur Lane)

This is the dataset of massachusetts/マサチューセッツ/马萨诸塞 (Azur Lane), containing 311 images and their tags.

The core tags of this character are `dark_skin, long_hair, dark-skinned_female, white_hair, breasts, facial_mark, large_breasts, bangs, red_eyes`, 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              |      311 | 431.48 MiB | [Download](https://huggingface.co/datasets/CyberHarem/massachusetts_azurlane/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      311 | 243.10 MiB | [Download](https://huggingface.co/datasets/CyberHarem/massachusetts_azurlane/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      776 | 510.97 MiB | [Download](https://huggingface.co/datasets/CyberHarem/massachusetts_azurlane/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      311 | 381.24 MiB | [Download](https://huggingface.co/datasets/CyberHarem/massachusetts_azurlane/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      776 | 723.69 MiB | [Download](https://huggingface.co/datasets/CyberHarem/massachusetts_azurlane/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/massachusetts_azurlane',
    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 |        70 | ![](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) | native_american, 1girl, bare_shoulders, cleavage, black_jacket, choker, looking_at_viewer, bikini_top_only, solo, black_bikini, collarbone, open_jacket, off_shoulder, feather_hair_ornament, long_sleeves, forehead_mark, thigh_strap, simple_background, blush, body_markings, navel, multicolored_hair, unzipped, white_background, very_long_hair, bodypaint, zipper, shorts |
|   1 |        43 | ![](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, bare_shoulders, center_opening, forehead_mark, halter_dress, sleeveless_dress, white_dress, looking_at_viewer, cleavage, solo, body_markings, thighlet, evening_gown, blush, cocktail_dress, orange_eyes, thighs, white_nails, sitting, simple_background, closed_mouth, necklace                                                                                         |
|   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, nipples, 1boy, hetero, navel, blush, completely_nude, cum, forehead_mark, looking_at_viewer, mosaic_censoring, penis, sex, solo_focus, spread_legs, hair_ornament, on_back                                                                                                                                                                                                |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | native_american   | 1girl   | bare_shoulders   | cleavage   | black_jacket   | choker   | looking_at_viewer   | bikini_top_only   | solo   | black_bikini   | collarbone   | open_jacket   | off_shoulder   | feather_hair_ornament   | long_sleeves   | forehead_mark   | thigh_strap   | simple_background   | blush   | body_markings   | navel   | multicolored_hair   | unzipped   | white_background   | very_long_hair   | bodypaint   | zipper   | shorts   | center_opening   | halter_dress   | sleeveless_dress   | white_dress   | thighlet   | evening_gown   | cocktail_dress   | orange_eyes   | thighs   | white_nails   | sitting   | closed_mouth   | necklace   | nipples   | 1boy   | hetero   | completely_nude   | cum   | mosaic_censoring   | penis   | sex   | solo_focus   | spread_legs   | hair_ornament   | on_back   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:------------------|:--------|:-----------------|:-----------|:---------------|:---------|:--------------------|:------------------|:-------|:---------------|:-------------|:--------------|:---------------|:------------------------|:---------------|:----------------|:--------------|:--------------------|:--------|:----------------|:--------|:--------------------|:-----------|:-------------------|:-----------------|:------------|:---------|:---------|:-----------------|:---------------|:-------------------|:--------------|:-----------|:---------------|:-----------------|:--------------|:---------|:--------------|:----------|:---------------|:-----------|:----------|:-------|:---------|:------------------|:------|:-------------------|:--------|:------|:-------------|:--------------|:----------------|:----------|
|   0 |        70 | ![](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       | X               | X       | X                   | X          | X                  | X                | X           | X        | X        |                  |                |                    |               |            |                |                  |               |          |               |           |                |            |           |        |          |                   |       |                    |         |       |              |               |                 |           |
|   1 |        43 | ![](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        | 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         |


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 massachusetts/マサチューセッツ/马萨诸塞 (Azur Lane)
==================================================


This is the dataset of massachusetts/マサチューセッツ/马萨诸塞 (Azur Lane), containing 311 images and their tags.


The core tags of this character are 'dark\_skin, long\_hair, dark-skinned\_female, white\_hair, breasts, facial\_mark, large\_breasts, bangs, red\_eyes', 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