README.md

metadata

dataset_info:
  features:
    - name: approver_id
      dtype: float64
    - name: bit_flags
      dtype: int64
    - name: created_at
      dtype: string
    - name: down_score
      dtype: int64
    - name: fav_count
      dtype: int64
    - name: file_ext
      dtype: string
    - name: file_size
      dtype: int64
    - name: file_url
      dtype: string
    - name: has_active_children
      dtype: bool
    - name: has_children
      dtype: bool
    - name: has_large
      dtype: bool
    - name: has_visible_children
      dtype: bool
    - name: id
      dtype: int64
    - name: image_height
      dtype: int64
    - name: image_width
      dtype: int64
    - name: is_banned
      dtype: bool
    - name: is_deleted
      dtype: bool
    - name: is_flagged
      dtype: bool
    - name: is_pending
      dtype: bool
    - name: large_file_url
      dtype: string
    - name: last_comment_bumped_at
      dtype: string
    - name: last_commented_at
      dtype: string
    - name: last_noted_at
      dtype: string
    - name: md5
      dtype: string
    - name: media_asset_created_at
      dtype: string
    - name: media_asset_duration
      dtype: float64
    - name: media_asset_file_ext
      dtype: string
    - name: media_asset_file_key
      dtype: string
    - name: media_asset_file_size
      dtype: int64
    - name: media_asset_id
      dtype: int64
    - name: media_asset_image_height
      dtype: int64
    - name: media_asset_image_width
      dtype: int64
    - name: media_asset_is_public
      dtype: bool
    - name: media_asset_md5
      dtype: string
    - name: media_asset_pixel_hash
      dtype: string
    - name: media_asset_status
      dtype: string
    - name: media_asset_updated_at
      dtype: string
    - name: media_asset_variants
      dtype: string
    - name: parent_id
      dtype: float64
    - name: pixiv_id
      dtype: float64
    - name: preview_file_url
      dtype: string
    - name: rating
      dtype: string
    - name: score
      dtype: int64
    - name: source
      dtype: string
    - name: tag_count
      dtype: int64
    - name: tag_count_artist
      dtype: int64
    - name: tag_count_character
      dtype: int64
    - name: tag_count_copyright
      dtype: int64
    - name: tag_count_general
      dtype: int64
    - name: tag_count_meta
      dtype: int64
    - name: tag_string
      dtype: string
    - name: tag_string_artist
      dtype: string
    - name: tag_string_character
      dtype: string
    - name: tag_string_copyright
      dtype: string
    - name: tag_string_general
      dtype: string
    - name: tag_string_meta
      dtype: string
    - name: up_score
      dtype: int64
    - name: updated_at
      dtype: string
    - name: uploader_id
      dtype: int64
    - name: __index_level_0__
      dtype: int64
  splits:
    - name: train
      num_bytes: 23259765
      num_examples: 10000
  download_size: 9418764
  dataset_size: 23259765
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*

dataproc5/test-danbooru2025-tag-balanced-10k

A test dataset of balanced 10k rows from danbooru2025, aiming to maximize common knowledege per image under limited data or compute scope.

balanced_df = select_balanced_images(dbr_df, tag_counts_monthly_df, tags_thres=5000, max_images=10_000, max_tag_proportion=0.1, random_seed=42)
ub.saves(balanced_df, "hf://dataproc5/test-danbooru2025-tag-balanced-10k", private=False)

The balanced-10k subset has a larger size than balanced-2k, and is for slightly larger finetunes or distills.

Dataset preview:

from dataproc5.pipelines.danbooru.nodes import compare_tag_distribution

compare_tag_distribution(dbr_df, balanced_df)

Original top 10 tags (proportion of total relevant tags):
1girl                0.022272
solo                 0.018528
long_hair            0.016147
breasts              0.012763
looking_at_viewer    0.012320
blush                0.010911
smile                0.010679
open_mouth           0.008789
short_hair           0.008382
shirt                0.006775
Name: proportion, dtype: float64
Balanced top 10 tags (proportion of total relevant tags):
no_humans            0.009599
english_text         0.003562
short_hair           0.003562
holding              0.003562
penis                0.003562
simple_background    0.003562
sky                  0.003562
1girl                0.003562
ass                  0.003562
1boy                 0.003562
Name: proportion, dtype: float64

Comparison of selected popular tags:
  1girl: original=0.02227, balanced=0.00356
  1boy: original=0.00523, balanced=0.00356
  multiple_girls: original=0.00569, balanced=0.00356
  solo: original=0.01853, balanced=0.00356
  furry: original=0.00028, balanced=0.00059