
# Dataset of florence/フローレンス/芙洛伦 (Neural Cloud)

This is the dataset of florence/フローレンス/芙洛伦 (Neural Cloud), containing 265 images and their tags.

The core tags of this character are `blue_eyes, breasts, twintails, symbol-shaped_pupils, long_hair, blue_hair, heart-shaped_pupils, bangs, hair_between_eyes, small_breasts, hair_ornament, 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              |      265 | 436.70 MiB | [Download](https://huggingface.co/datasets/CyberHarem/florence_neuralcloud/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      265 | 204.71 MiB | [Download](https://huggingface.co/datasets/CyberHarem/florence_neuralcloud/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      707 | 491.11 MiB | [Download](https://huggingface.co/datasets/CyberHarem/florence_neuralcloud/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      265 | 364.44 MiB | [Download](https://huggingface.co/datasets/CyberHarem/florence_neuralcloud/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      707 | 759.36 MiB | [Download](https://huggingface.co/datasets/CyberHarem/florence_neuralcloud/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/florence_neuralcloud',
    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 |         5 | ![](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, black_gloves, blush, china_dress, half_gloves, heart, looking_at_viewer, no_panties, official_alternate_costume, pelvic_curtain, solo, twin_braids, white_background, blue_thighhighs, simple_background, smile, thighs, armpits, closed_mouth, open_mouth                                                                                                                                                              |
|   1 |         7 | ![](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, black_gloves, blue_thighhighs, china_dress, covered_navel, looking_at_viewer, official_alternate_costume, pelvic_curtain, solo, thighs, twin_braids, blue_dress, half_gloves, blush, heart, no_panties, smile, choker, sitting, white_background, collarbone, light_blue_hair, open_mouth, simple_background                                                                                            |
|   2 |         5 | ![](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, bare_shoulders, blue_thighhighs, looking_at_viewer, single_thighhigh, solo, white_background, black_leotard, heart, simple_background, covered_navel, grey_hair, sitting, smile, black_gloves, highleg_leotard, light_blue_hair                                                                                                                                                                                         |
|   3 |        36 | ![](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, looking_at_viewer, smile, solo, heart, nurse_cap, black_gloves, dress, open_mouth, white_thighhighs, holding_syringe, blush, id_card, white_background, grey_hair, intravenous_drip, simple_background, panties, pill                                                                                                                                                                                                   |
|   4 |        19 | ![](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, official_alternate_costume, bare_shoulders, solo, hair_ribbon, looking_at_viewer, off_shoulder, blush, collarbone, long_sleeves, smile, black_choker, thigh_strap, white_background, blue_ribbon, barefoot, glasses, heart_print, two_side_up, white_shirt, blue-framed_eyewear, bottomless, simple_background, blue_nails, holding, naked_shirt, no_panties                                                            |
|   5 |        14 | ![](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, school_uniform, solo, white_shirt, black_skirt, fox_ears, blush, fox_tail, heart, long_sleeves, looking_at_viewer, simple_background, white_thighhighs, collared_shirt, pleated_skirt, animal_ear_fluff, fox_girl, white_background, hairclip, plaid_skirt, smile, black_choker, open_mouth, sweater_vest, thighs, blue_bowtie, fang, miniskirt, cowboy_shot, holding, medium_hair, sitting |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_gloves   | blush   | china_dress   | half_gloves   | heart   | looking_at_viewer   | no_panties   | official_alternate_costume   | pelvic_curtain   | solo   | twin_braids   | white_background   | blue_thighhighs   | simple_background   | smile   | thighs   | armpits   | closed_mouth   | open_mouth   | bare_shoulders   | covered_navel   | blue_dress   | choker   | sitting   | collarbone   | light_blue_hair   | single_thighhigh   | black_leotard   | grey_hair   | highleg_leotard   | nurse_cap   | dress   | white_thighhighs   | holding_syringe   | id_card   | intravenous_drip   | panties   | pill   | hair_ribbon   | off_shoulder   | long_sleeves   | black_choker   | thigh_strap   | blue_ribbon   | barefoot   | glasses   | heart_print   | two_side_up   | white_shirt   | blue-framed_eyewear   | bottomless   | blue_nails   | holding   | naked_shirt   | school_uniform   | black_skirt   | fox_ears   | fox_tail   | collared_shirt   | pleated_skirt   | animal_ear_fluff   | fox_girl   | hairclip   | plaid_skirt   | sweater_vest   | blue_bowtie   | fang   | miniskirt   | cowboy_shot   | medium_hair   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:--------|:--------------|:--------------|:--------|:--------------------|:-------------|:-----------------------------|:-----------------|:-------|:--------------|:-------------------|:------------------|:--------------------|:--------|:---------|:----------|:---------------|:-------------|:-----------------|:----------------|:-------------|:---------|:----------|:-------------|:------------------|:-------------------|:----------------|:------------|:------------------|:------------|:--------|:-------------------|:------------------|:----------|:-------------------|:----------|:-------|:--------------|:---------------|:---------------|:---------------|:--------------|:--------------|:-----------|:----------|:--------------|:--------------|:--------------|:----------------------|:-------------|:-------------|:----------|:--------------|:-----------------|:--------------|:-----------|:-----------|:-----------------|:----------------|:-------------------|:-----------|:-----------|:--------------|:---------------|:--------------|:-------|:------------|:--------------|:--------------|
|   0 |         5 | ![](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            |                  |                 |              |          |           |              |                   |                    |                 |             |                   |             |         |                    |                   |           |                    |           |        |               |                |                |                |               |               |            |           |               |               |               |                       |              |              |           |               |                  |               |            |            |                  |                 |                    |            |            |               |                |               |        |             |               |               |
|   1 |         7 | ![](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        | X         | X            | X                 |                    |                 |             |                   |             |         |                    |                   |           |                    |           |        |               |                |                |                |               |               |            |           |               |               |               |                       |              |              |           |               |                  |               |            |            |                  |                 |                    |            |            |               |                |               |        |             |               |               |
|   2 |         5 | ![](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                 |             |         |                    |                   |           |                    |           |        |               |                |                |                |               |               |            |           |               |               |               |                       |              |              |           |               |                  |               |            |            |                  |                 |                    |            |            |               |                |               |        |             |               |               |
|   3 |        36 | ![](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      |               |                |                |                |               |               |            |           |               |               |               |                       |              |              |           |               |                  |               |            |            |                  |                 |                    |            |            |               |                |               |        |             |               |               |
|   4 |        19 | ![](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             | X          | X         | X             | X             | X             | X                     | X            | X            | X         | X             |                  |               |            |            |                  |                 |                    |            |            |               |                |               |        |             |               |               |
|   5 |        14 | ![](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               | 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 florence/フローレンス/芙洛伦 (Neural Cloud)
=============================================


This is the dataset of florence/フローレンス/芙洛伦 (Neural Cloud), containing 265 images and their tags.


The core tags of this character are 'blue\_eyes, breasts, twintails, symbol-shaped\_pupils, long\_hair, blue\_hair, heart-shaped\_pupils, bangs, hair\_between\_eyes, small\_breasts, hair\_ornament, 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(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