**Warning: THIS dataset is NOT suitable for use by minors. The dataset contains X-rated/NFSW content.**


# E621 Rising: Raw Image Dataset v2

**2,905,671** images (~1.1TB) downloaded from `e621.net` with [tags](https://huggingface.co/datasets/hearmeneigh/e621-rising-v2-raw/raw/main/meta/tag-counts.json).

This is a raw, uncurated, and largely unprocessed dataset. You likely want to use the curated version, [available here](https://huggingface.co/datasets/hearmeneigh/e621-rising-v2-curated). This dataset contains all kinds of NFSW material. You have been warned.

## Image Processing
* Only `jpg` and `png` images were considered
* Image width and height have been clamped to `(0, 4096]px`; larger images have been resized to meet the limit
* Alpha channels have been removed
* All images have been converted to `jpg` format
* All images have been converted to TrueColor `RGB`
* All images have been verified to load with `Pillow`
* Metadata from E621 is [available here](https://huggingface.co/datasets/hearmeneigh/e621-rising-v2-raw/tree/main/meta).

## Tags
For a comprehensive list of tags and counts, [see here](https://huggingface.co/datasets/hearmeneigh/e621-rising-v2-raw/raw/main/meta/tag-counts.json).

### Changes From E621
* Tag names have been rewritten to `[a-z0-9_]` or `<category>:[a-z0-9_]`, e.g.
  * `digital_media_(artwork)` => `meta:digital_media_artwork`
  * `half-closed_eyes` => `halfclosed_eyes`
* Symbols have been prefixed with `symbol:`, e.g. `symbol:<3`
* Aspect ratio has been prefixed with `aspect_ratio:`, e.g. `aspect_ratio:16_9`
* All categories except `general` have been prefixed with the category name, e.g. `artist:somename`. The categories are:
  * `artist`
  * `copyright`
  * `character`
  * `species`
  * `invalid`
  * `meta`
  * `lore`

### Additional Tags
* Image rating
  * `rating:explicit`
  * `rating:questionable`
  * `rating:safe`
* Image score
  * `score:above_250`
  * `score:above_500`
  * `score:above_1000`
  * `score:above_1500`
  * `score:above_2000`
  * `score:below_250`
  * `score:below_100`
  * `score:below_50`
  * `score:below_25`
  * `score:below_0`
* Image favorites
  * `favorites:above_4000`
  * `favorites:above_3000`
  * `favorites:above_2000`
  * `favorites:above_1000`
  * `favorites:below_1000`
  * `favorites:below_500`
  * `favorites:below_250`
  * `favorites:below_100`
  * `favorites:below_50`
  * `favorites:below_25`
size_categories:1M<n<10M furry anthro nsfw e621 not-for-all-audiences region:us
{"size_categories": ["1M<n<10M"], "pretty_name": "E621 Rising: Raw Image Dataset v2", "dataset_info": {"features": [{"name": "id", "dtype": "string"}, {"name": "image", "dtype": "image"}, {"name": "text", "dtype": "string"}], "splits": [{"name": "train", "num_bytes": 1192520976398.634, "num_examples": 2905671}], "download_size": 1172100381158, "dataset_size": 1192520976398.634}, "viewer": false, "tags": ["furry", "anthro", "nsfw", "e621", "not-for-all-audiences"]}
TAGS
#size_categories-1M<n<10M #furry #anthro #nsfw #e621 #not-for-all-audiences #region-us 

Warning: THIS dataset is NOT suitable for use by minors. The dataset contains X-rated/NFSW content.


# E621 Rising: Raw Image Dataset v2

2,905,671 images (~1.1TB) downloaded from 'URL' with tags.

This is a raw, uncurated, and largely unprocessed dataset. You likely want to use the curated version, available here. This dataset contains all kinds of NFSW material. You have been warned.

## Image Processing
* Only 'jpg' and 'png' images were considered
* Image width and height have been clamped to '(0, 4096]px'; larger images have been resized to meet the limit
* Alpha channels have been removed
* All images have been converted to 'jpg' format
* All images have been converted to TrueColor 'RGB'
* All images have been verified to load with 'Pillow'
* Metadata from E621 is available here.

## Tags
For a comprehensive list of tags and counts, see here.

### Changes From E621
* Tag names have been rewritten to '[a-z0-9_]' or '<category>:[a-z0-9_]', e.g.
  * 'digital_media_(artwork)' => 'meta:digital_media_artwork'
  * 'half-closed_eyes' => 'halfclosed_eyes'
* Symbols have been prefixed with 'symbol:', e.g. 'symbol:<3'
* Aspect ratio has been prefixed with 'aspect_ratio:', e.g. 'aspect_ratio:16_9'
* All categories except 'general' have been prefixed with the category name, e.g. 'artist:somename'. The categories are:
  * 'artist'
  * 'copyright'
  * 'character'
  * 'species'
  * 'invalid'
  * 'meta'
  * 'lore'

### Additional Tags
* Image rating
  * 'rating:explicit'
  * 'rating:questionable'
  * 'rating:safe'
* Image score
  * 'score:above_250'
  * 'score:above_500'
  * 'score:above_1000'
  * 'score:above_1500'
  * 'score:above_2000'
  * 'score:below_250'
  * 'score:below_100'
  * 'score:below_50'
  * 'score:below_25'
  * 'score:below_0'
* Image favorites
  * 'favorites:above_4000'
  * 'favorites:above_3000'
  * 'favorites:above_2000'
  * 'favorites:above_1000'
  * 'favorites:below_1000'
  * 'favorites:below_500'
  * 'favorites:below_250'
  * 'favorites:below_100'
  * 'favorites:below_50'
  * 'favorites:below_25'
# E621 Rising: Raw Image Dataset v2

2,905,671 images (~1.1TB) downloaded from 'URL' with tags.

This is a raw, uncurated, and largely unprocessed dataset. You likely want to use the curated version, available here. This dataset contains all kinds of NFSW material. You have been warned. ## Image Processing
* Only 'jpg' and 'png' images were considered
* Image width and height have been clamped to '(0, 4096]px'; larger images have been resized to meet the limit
* Alpha channels have been removed
* All images have been converted to 'jpg' format
* All images have been converted to TrueColor 'RGB'
* All images have been verified to load with 'Pillow'
* Metadata from E621 is available here. ## Tags
For a comprehensive list of tags and counts, see here. ### Changes From E621
* Tag names have been rewritten to '[a-z0-9_]' or '<category>:[a-z0-9_]', e.g.
  * 'digital_media_(artwork)' => 'meta:digital_media_artwork'
  * 'half-closed_eyes' => 'halfclosed_eyes'
* Symbols have been prefixed with 'symbol:', e.g. 'symbol:<3'
* Aspect ratio has been prefixed with 'aspect_ratio:', e.g. 'aspect_ratio:16_9'
* All categories except 'general' have been prefixed with the category name, e.g. 'artist:somename'. The categories are:
  * 'artist'
  * 'copyright'
  * 'character'
  * 'species'
  * 'invalid'
  * 'meta'
  * 'lore' ### Additional Tags
* Image rating
  * 'rating:explicit'
  * 'rating:questionable'
  * 'rating:safe'
* Image score
  * 'score:above_250'
  * 'score:above_500'
  * 'score:above_1000'
  * 'score:above_1500'
  * 'score:above_2000'
  * 'score:below_250'
  * 'score:below_100'
  * 'score:below_50'
  * 'score:below_25'
  * 'score:below_0'
* Image favorites
  * 'favorites:above_4000'
  * 'favorites:above_3000'
  * 'favorites:above_2000'
  * 'favorites:above_1000'
  * 'favorites:below_1000'
  * 'favorites:below_500'
  * 'favorites:below_250'
  * 'favorites:below_100'
  * 'favorites:below_50'
  * 'favorites:below_25'
TAGS
#size_categories-1M<n<10M #furry #anthro #nsfw #e621 #not-for-all-audiences #region-us 
 # E621 Rising: Raw Image Dataset v2

2,905,671 images (~1.1TB) downloaded from 'URL' with tags.

This is a raw, uncurated, and largely unprocessed dataset. You likely want to use the curated version, available here. This dataset contains all kinds of NFSW material. You have been warned. ## Image Processing
* Only 'jpg' and 'png' images were considered
* Image width and height have been clamped to '(0, 4096]px'; larger images have been resized to meet the limit
* Alpha channels have been removed
* All images have been converted to 'jpg' format
* All images have been converted to TrueColor 'RGB'
* All images have been verified to load with 'Pillow'
* Metadata from E621 is available here. ## Tags
For a comprehensive list of tags and counts, see here. ### Changes From E621
* Tag names have been rewritten to '[a-z0-9_]' or '<category>:[a-z0-9_]', e.g.
  * 'digital_media_(artwork)' => 'meta:digital_media_artwork'
  * 'half-closed_eyes' => 'halfclosed_eyes'
* Symbols have been prefixed with 'symbol:', e.g. 'symbol:<3'
* Aspect ratio has been prefixed with 'aspect_ratio:', e.g. 'aspect_ratio:16_9'
* All categories except 'general' have been prefixed with the category name, e.g. 'artist:somename'. The categories are:
  * 'artist'
  * 'copyright'
  * 'character'
  * 'species'
  * 'invalid'
  * 'meta'
  * 'lore' ### Additional Tags
* Image rating
  * 'rating:explicit'
  * 'rating:questionable'
  * 'rating:safe'
* Image score
  * 'score:above_250'
  * 'score:above_500'
  * 'score:above_1000'
  * 'score:above_1500'
  * 'score:above_2000'
  * 'score:below_250'
  * 'score:below_100'
  * 'score:below_50'
  * 'score:below_25'
  * 'score:below_0'
* Image favorites
  * 'favorites:above_4000'
  * 'favorites:above_3000'
  * 'favorites:above_2000'
  * 'favorites:above_1000'
  * 'favorites:below_1000'
  * 'favorites:below_500'
  * 'favorites:below_250'
  * 'favorites:below_100'
  * 'favorites:below_50'
  * 'favorites:below_25'
passage: TAGS
#size_categories-1M<n<10M #furry #anthro #nsfw #e621 #not-for-all-audiences #region-us 
# E621 Rising: Raw Image Dataset v2

2,905,671 images (~1.1TB) downloaded from 'URL' with tags.

This is a raw, uncurated, and largely unprocessed dataset. You likely want to use the curated version, available here. This dataset contains all kinds of NFSW material. You have been warned.## Image Processing
* Only 'jpg' and 'png' images were considered
* Image width and height have been clamped to '(0, 4096]px'; larger images have been resized to meet the limit
* Alpha channels have been removed
* All images have been converted to 'jpg' format
* All images have been converted to TrueColor 'RGB'
* All images have been verified to load with 'Pillow'
* Metadata from E621 is available here.## Tags
For a comprehensive list of tags and counts, see here.### Changes From E621
* Tag names have been rewritten to '[a-z0-9_]' or '<category>:[a-z0-9_]', e.g.
  * 'digital_media_(artwork)' => 'meta:digital_media_artwork'
  * 'half-closed_eyes' => 'halfclosed_eyes'
* Symbols have been prefixed with 'symbol:', e.g. 'symbol:<3'
* Aspect ratio has been prefixed with 'aspect_ratio:', e.g. 'aspect_ratio:16_9'
* All categories except 'general' have been prefixed with the category name, e.g. 'artist:somename'. The categories are:
  * 'artist'
  * 'copyright'
  * 'character'
  * 'species'
  * 'invalid'
  * 'meta'
  * 'lore'