dataproc5/metrics-danbooru2025-tag-counts

import unibox as ub
from dataproc5.pipelines.danbooru.nodes import count_tags_by_month

df = ub.loads("hf://trojblue/danbooru2025-metadata").to_pandas()
tag_counts = count_tags_by_month(df)

Dataset Overview

tag_count provides aggregated tag usage statistics from the Danbooru2025 dataset. Each entry corresponds to a specific tag's usage count, grouped by month and tag type.

Columns

• tag_string: The text of the tag (e.g., "landscape").

• month: The month in YYYY-MM format when the tag was used.

• tag_count: The total occurrences of the tag in the given month.

• tag_type: The category of the tag:

  • "artist": Artist names.
  • "character": Character names.
  • "copyright": Copyrighted works or IPs.
  • "general": General descriptive tags.
  • "meta": Meta information tags.

Source Data

• Derived from Danbooru2025 image metadata.
• Tags are extracted from columns: tag_string_artist, tag_string_character, tag_string_copyright, tag_string_general, and tag_string_meta.

dataproc5/metrics-danbooru2025-monthly-tag-counts

(Auto-generated summary)

Basic Info:

• Shape: 9157080 rows × 4 columns
• Total Memory Usage: 1.77 GB
• Duplicates: 0 (0.00%)

Column Stats:

Error generating stats table.

Column Summaries:

→ tag_string (object)

• Unique values: 859311

→ month (object)

• Unique values: 240

→ tag_count (int64)

• Min: 1.000, Max: 119913.000, Mean: 36.142, Std: 544.501

→ tag_type (object)

• Unique values: 5
  • 'general': 3201711 (34.96%)
  • 'artist': 2907214 (31.75%)
  • 'character': 2413530 (26.36%)
  • 'copyright': 585905 (6.40%)
  • 'meta': 48720 (0.53%)

Sample Rows (first 3):

tag_string   month  tag_count tag_type
         ! 2005-05          2  general
         ! 2005-06         16  general
         ! 2005-07         11  general

Usage Example:

import unibox as ub
df = ub.loads("hf://dataproc5/metrics-danbooru2025-monthly-tag-counts").to_pandas()

Saving to dataset:

import unibox as ub
ub.saves(df, "hf://dataproc5/metrics-danbooru2025-monthly-tag-counts")

(last updated: 2025-04-18 23:24:01.068022)