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dataproc5
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tmp-danbooru2025-row-priorities

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id
int64
1
8.88M
_priority
float64
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dataproc5/tmp-danbooru2025-row-priorities

The repo contains priority scores by id for tag blancing task, as part of the dataproc5 pipeline.

import unibox as ub
from dataproc5.pipelines.danbooru.nodes import prepare_balancing_tags, select_balanced_images, prepare_row_priorities

dbr_df = ub.loads("hf://trojblue/danbooru2025-metadata").to_pandas()
tag_counts_all_df = ub.loads("hf://dataproc5/metrics-danbooru2025-alltime-tag-counts").to_pandas()

tag_df = prepare_balancing_tags(dbr_df, tag_counts_all_df, key_col="id")
dbr_df = dbr_df.merge(tag_df, on="id", how="left")

priority_df = prepare_row_priorities(dbr_df, column_name="_priority", key_col="id")
dbr_df = dbr_df.merge(priority_df, on="id", how="left")

# Then you can sort by the new priority
dbr_df.sort_values("_priority", ascending=False, inplace=True)
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