CyberHarem/minneapolis_azurlane

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

# Dataset of minneapolis/ミネアポリス/明尼阿波利斯 (Azur Lane)

This is the dataset of minneapolis/ミネアポリス/明尼阿波利斯 (Azur Lane), containing 219 images and their tags.

The core tags of this character are `dark-skinned_female, dark_skin, long_hair, white_hair, red_eyes, bangs, hair_between_eyes, breasts, crossed_bangs, high_ponytail, ponytail, very_long_hair, medium_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 | 219 | 310.48 MiB | [Download](https://huggingface.co/datasets/CyberHarem/minneapolis_azurlane/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 219 | 176.16 MiB | [Download](https://huggingface.co/datasets/CyberHarem/minneapolis_azurlane/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 517 | 365.92 MiB | [Download](https://huggingface.co/datasets/CyberHarem/minneapolis_azurlane/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 219 | 277.08 MiB | [Download](https://huggingface.co/datasets/CyberHarem/minneapolis_azurlane/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 517 | 517.13 MiB | [Download](https://huggingface.co/datasets/CyberHarem/minneapolis_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/minneapolis_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 | 60 |  |  |  |  |  | 1girl, bodypaint, breast_curtain, facepaint, solo, revealing_clothes, navel, underboob, looking_at_viewer, midriff, fur-trimmed_cape, highleg_panties, black_panties, fingerless_gloves, brown_cape, multicolored_cape, hood_up, loincloth, native_american, o-ring_bottom, black_gloves, brown_skirt, closed_mouth, brown_gloves, blue_cape, cowboy_shot, simple_background, white_cape, white_background |
| 1 | 12 |  |  |  |  |  | 1girl, facepaint, looking_at_viewer, official_alternate_costume, solo, blue_rose, bodypaint, blush, navel, white_dress, sleeveless_dress, bare_shoulders, white_gloves, closed_mouth, midriff, revealing_clothes, wedding_dress, elbow_gloves, hair_flower, veil, white_thighhighs, facial_mark, full_body, underboob, white_footwear |
| 2 | 29 |  |  |  |  |  | 1girl, red_scarf, long_sleeves, plaid_scarf, solo, headphones, looking_at_viewer, black_skirt, facepaint, official_alternate_costume, pleated_skirt, red_neckerchief, cardigan, shirt, sailor_collar, blush, serafuku, closed_mouth, disposable_cup, drinking_straw, holding_cup, white_socks |
| 3 | 7 |  |  |  |  |  | 1girl, baseball_cap, jeans, looking_at_viewer, skateboard, solo, blue_pants, bodypaint, facepaint, white_shirt, midriff, short_sleeves, sneakers, wristband, belt, black_headwear, black_nails, blue_background, day, official_alternate_costume, outdoors, red_footwear, smile, t-shirt, tree, wet |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | bodypaint | breast_curtain | facepaint | solo | revealing_clothes | navel | underboob | looking_at_viewer | midriff | fur-trimmed_cape | highleg_panties | black_panties | fingerless_gloves | brown_cape | multicolored_cape | hood_up | loincloth | native_american | o-ring_bottom | black_gloves | brown_skirt | closed_mouth | brown_gloves | blue_cape | cowboy_shot | simple_background | white_cape | white_background | official_alternate_costume | blue_rose | blush | white_dress | sleeveless_dress | bare_shoulders | white_gloves | wedding_dress | elbow_gloves | hair_flower | veil | white_thighhighs | facial_mark | full_body | white_footwear | red_scarf | long_sleeves | plaid_scarf | headphones | black_skirt | pleated_skirt | red_neckerchief | cardigan | shirt | sailor_collar | serafuku | disposable_cup | drinking_straw | holding_cup | white_socks | baseball_cap | jeans | skateboard | blue_pants | white_shirt | short_sleeves | sneakers | wristband | belt | black_headwear | black_nails | blue_background | day | outdoors | red_footwear | smile | t-shirt | tree | wet |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:------------|:-----------------|:------------|:-------|:--------------------|:--------|:------------|:--------------------|:----------|:-------------------|:------------------|:----------------|:--------------------|:-------------|:--------------------|:----------|:------------|:------------------|:----------------|:---------------|:--------------|:---------------|:---------------|:------------|:--------------|:--------------------|:-------------|:-------------------|:-----------------------------|:------------|:--------|:--------------|:-------------------|:-----------------|:---------------|:----------------|:---------------|:--------------|:-------|:-------------------|:--------------|:------------|:-----------------|:------------|:---------------|:--------------|:-------------|:--------------|:----------------|:------------------|:-----------|:--------|:----------------|:-----------|:-----------------|:-----------------|:--------------|:--------------|:---------------|:--------|:-------------|:-------------|:--------------|:----------------|:-----------|:------------|:-------|:-----------------|:--------------|:------------------|:------|:-----------|:---------------|:--------|:----------|:-------|:------|
| 0 | 60 |  |  |  |  |  | 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 | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 1 | 12 |  |  |  |  |  | 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 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 2 | 29 |  |  |  |  |  | X | | | X | X | | | | X | | | | | | | | | | | | | | X | | | | | | | X | | X | | | | | | | | | | | | | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | |
| 3 | 7 |  |  |  |  |  | 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 |

原始信息汇总

数据集概述

数据集名称

• 名称: Dataset of minneapolis/ミネアポリス/明尼阿波利斯 (Azur Lane)

数据集内容

• 描述: 包含219张图像及其标签。
• 核心标签: dark-skinned_female, dark_skin, long_hair, white_hair, red_eyes, bangs, hair_between_eyes, breasts, crossed_bangs, high_ponytail, ponytail, very_long_hair, medium_breasts

数据集大小与分类

• 大小分类: n<1K
• 任务分类: text-to-image
• 标签: art, not-for-all-audiences

数据集许可证

• 许可证: MIT

数据集包信息

名称	图像数量	大小	下载链接	类型	描述
raw	219	310.48 MiB	下载	Waifuc-Raw	Raw data with meta information (min edge aligned to 1400 if larger).
800	219	176.16 MiB	下载	IMG+TXT	dataset with the shorter side not exceeding 800 pixels.
stage3-p480-800	517	365.92 MiB	下载	IMG+TXT	3-stage cropped dataset with the area not less than 480x480 pixels.
1200	219	277.08 MiB	下载	IMG+TXT	dataset with the shorter side not exceeding 1200 pixels.
stage3-p480-1200	517	517.13 MiB	下载	IMG+TXT	3-stage cropped dataset with the area not less than 480x480 pixels.

数据集加载

• 加载工具: waifuc

• 加载代码示例: 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/minneapolis_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])

数据集集群信息

集群列表

#	样本数量	图像描述	标签
0	60	至	1girl, bodypaint, breast_curtain, facepaint, solo, revealing_clothes, navel, underboob, looking_at_viewer, midriff, fur-trimmed_cape, highleg_panties, black_panties, fingerless_gloves, brown_cape, multicolored_cape, hood_up, loincloth, native_american, o-ring_bottom, black_gloves, brown_skirt, closed_mouth, brown_gloves, blue_cape, cowboy_shot, simple_background, white_cape, white_background
1	12	至	1girl, facepaint, looking_at_viewer, official_alternate_costume, solo, blue_rose, bodypaint, blush, navel, white_dress, sleeveless_dress, bare_shoulders, white_gloves, closed_mouth, midriff, revealing_clothes, wedding_dress, elbow_gloves, hair_flower, veil, white_thighhighs, facial_mark, full_body, underboob, white_footwear
2	29	至	1girl, red_scarf, long_sleeves, plaid_scarf, solo, headphones, looking_at_viewer, black_skirt, facepaint, official_alternate_costume, pleated_skirt, red_neckerchief, cardigan, shirt, sailor_collar, blush, serafuku, closed_mouth, disposable_cup, drinking_straw, holding_cup, white_socks
3	7	至	1girl, baseball_cap, jeans, looking_at_viewer, skateboard, solo, blue_pants, bodypaint, facepaint, white_shirt, midriff, short_sleeves, sneakers, wristband, belt, black_headwear, black_nails, blue_background, day, official_alternate_costume, outdoors, red_footwear, smile, t-shirt, tree, wet