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: 505330864
      num_examples: 213800
  download_size: 200082289
  dataset_size: 505330864
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*

dataproc5/test-danbooru2025-tag-balanced-210k

A test dataset of balanced 210k 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=1800, max_images=500_000, max_tag_proportion=0.08, random_seed=42)
ub.saves(balanced_df, "hf://dataproc5/test-danbooru2025-tag-balanced-210k", private=False)

The balanced-60k subset is a moderate-sized dataset compared to balanced-2k or balanced-10k or balanced-60k, and is targeted for:

• medium-sized model finetunes
• quick model arch experiments
• classifier / aesthetic predictor evaluations