CyberHarem/massachusetts_azurlane

---
license: mit
task_categories:
- text-to-image
tags:
- art
- not-for-all-audiences
size_categories:
- n<1K
---

# 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 |  |  |  |  |  | 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 |  |  |  |  |  | 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 |  |  |  |  |  | 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 |  |  |  |  |  | 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 |  |  |  |  |  | | X | X | X | | | X | | X | | | | | | | X | | X | X | X | | | | | | | | | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | |
| 2 | 6 |  |  |  |  |  | | X | | | | | X | | | | | | | | | X | | | X | | X | | | | | | | | | | | | | | | | | | | | | X | X | X | X | X | X | X | X | X | X | X | X |

原始信息汇总

数据集概述：massachusetts/マサチューセッツ/马萨诸塞 (Azur Lane)

数据集基本信息

• 许可证: MIT
• 任务类别: text-to-image
• 标签:
  • art
  • not-for-all-audiences
• 大小类别: n<1K

数据集内容

• 包含内容: 311张图像及其标签
• 核心标签: dark_skin, long_hair, dark-skinned_female, white_hair, breasts, facial_mark, large_breasts, bangs, red_eyes

数据集来源

• 来源网站: 包括danbooru, pixiv, zerochan等
• 自动爬虫系统: 由DeepGHS Team提供

数据集包详情

名称	图像数量	大小	类型	描述
raw	311	431.48 MiB	Waifuc-Raw	包含元信息的原始数据，最小边对齐至1400像素（如果更大）
800	311	243.10 MiB	IMG+TXT	短边不超过800像素的数据集
stage3-p480-800	776	510.97 MiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素
1200	311	381.24 MiB	IMG+TXT	短边不超过1200像素的数据集
stage3-p480-1200	776	723.69 MiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素

数据集加载

• 加载工具: 使用waifuc加载原始数据集
• 加载代码示例: 提供Python代码用于下载和加载数据集

数据集标签聚类结果

• 聚类列表: 提供标签聚类结果，有助于进一步分析和挖掘特定主题的图像

聚类详情

#	样本数	标签示例
0	70	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	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	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