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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'task', 'detail', 'source', 'label'}) and 8 missing columns ({'group', 'fold', 'beatmapset_id', 'status', 'keys', 'title', 'creator', 'difficulty'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Quenlla/columnist-data/data/labels.csv (at revision b72c2ed57ae2cf08b7650824a16dfa91e72c0148), ['hf://datasets/Quenlla/columnist-data@b72c2ed57ae2cf08b7650824a16dfa91e72c0148/data/charts.csv', 'hf://datasets/Quenlla/columnist-data@b72c2ed57ae2cf08b7650824a16dfa91e72c0148/data/labels.csv', 'hf://datasets/Quenlla/columnist-data@b72c2ed57ae2cf08b7650824a16dfa91e72c0148/data/labels_wide.csv', 'hf://datasets/Quenlla/columnist-data@b72c2ed57ae2cf08b7650824a16dfa91e72c0148/data/sources.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1856, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 811, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 822, in _write_table
pa_table = table_cast(pa_table, self._schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2381, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2309, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
beatmap_id: int64
task: string
label: string
source: string
detail: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 840
to
{'beatmap_id': Value('int64'), 'beatmapset_id': Value('int64'), 'title': Value('string'), 'creator': Value('string'), 'difficulty': Value('string'), 'status': Value('string'), 'keys': Value('int64'), 'fold': Value('int64'), 'group': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1379, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 956, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1702, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1858, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'task', 'detail', 'source', 'label'}) and 8 missing columns ({'group', 'fold', 'beatmapset_id', 'status', 'keys', 'title', 'creator', 'difficulty'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Quenlla/columnist-data/data/labels.csv (at revision b72c2ed57ae2cf08b7650824a16dfa91e72c0148), ['hf://datasets/Quenlla/columnist-data@b72c2ed57ae2cf08b7650824a16dfa91e72c0148/data/charts.csv', 'hf://datasets/Quenlla/columnist-data@b72c2ed57ae2cf08b7650824a16dfa91e72c0148/data/labels.csv', 'hf://datasets/Quenlla/columnist-data@b72c2ed57ae2cf08b7650824a16dfa91e72c0148/data/labels_wide.csv', 'hf://datasets/Quenlla/columnist-data@b72c2ed57ae2cf08b7650824a16dfa91e72c0148/data/sources.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
beatmap_id int64 | beatmapset_id int64 | title string | creator string | difficulty string | status string | keys int64 | fold int64 | group string |
|---|---|---|---|---|---|---|---|---|
192,564 | 65,759 | FamiRockP - Oni Kanojo | Entozer | [7K] Insane | ranked | 7 | 4 | famirockp oni kanojo |
193,127 | 63,089 | fripSide - only my railgun (TV Size) | DJPop | 4K HD | ranked | 4 | 0 | fripside only my railgun |
193,128 | 63,089 | fripSide - only my railgun (TV Size) | DJPop | 4K MX | ranked | 4 | 0 | fripside only my railgun |
198,272 | 68,544 | Aya Hirano - God Knows (Eurobeat Remix) (ishimaru94) | null | Insane+ | null | 7 | 0 | aya hirano god knows eurobeat remix |
215,152 | 73,883 | rerulili - Nou Shou Sakuretsu Girl | Entozer | [7K] Normal | loved | 7 | 4 | rerulili nou shou sakuretsu girl |
219,360 | 78,382 | senya - Utakata, Ai no Mahoroba | Lieselotte | [7K] LV.28 | ranked | 7 | 1 | senya utakata ai no mahoroba |
222,950 | 80,018 | Ci Mei Gui - Wu Xuan Lan | luyuja | 4K Hard | ranked | 4 | 3 | ci mei gui wu xuan lan |
233,388 | 84,789 | The Quick Brown Fox - Big Money | ishimaru94 | [7K] MX | ranked | 7 | 1 | the quick brown fox big money |
233,389 | 84,789 | The Quick Brown Fox - Big Money | ishimaru94 | [7K] NM | ranked | 7 | 1 | the quick brown fox big money |
233,390 | 84,789 | The Quick Brown Fox - Big Money | ishimaru94 | [7K] Saka's HD | ranked | 7 | 1 | the quick brown fox big money |
239,327 | 87,671 | DJ SHARPNEL - BLUE ARMY | Agkaemon | 4k KBSM | loved | 4 | 0 | dj sharpnel blue army |
245,086 | 90,270 | MiddleIsland - Piano Concerto No.1 "Scream" | Lieselotte | [7K] LV.31 | ranked | 7 | 3 | middleisland piano concerto no 1 scream |
245,873 | 90,270 | MiddleIsland - Piano Concerto No.1 "Scream" | Lieselotte | [7K] LV.23 | ranked | 7 | 3 | middleisland piano concerto no 1 scream |
254,329 | 94,504 | MuryokuP - Frozen World | c36098651 | [7K] Hard | ranked | 7 | 2 | muryokup frozen world |
259,067 | 92,190 | Yuuna Sasara feat. Tai no Kobone - Imperishable Night 2006 | xxbidiao | 4K Insane | ranked | 4 | 4 | yuuna sasara feat tai no kobone imperishable night 2006 |
261,970 | 96,178 | siromaru + cranky - Conflict (Vocaloid Ver.) | ishimaru94 | [7K] HD | ranked | 7 | 4 | siromaru cranky conflict |
273,738 | 103,856 | fripSide - fortissimo -the ultimate crisis- | - R u m i a - | [7K] Insane | ranked | 7 | 0 | fripside fortissimo the ultimate crisis |
285,394 | 90,385 | Igorrr - Unpleasant Sonata | Sieg | [7K] [Shi-Ra]'s Hell [SC] | ranked | 7 | 0 | igorrr unpleasant sonata sieg shi ra s hell sc |
294,454 | 113,175 | Falcom Sound Team J.D.K. - Phantasmagoria | richardfeder | victorica_db's 4K MX | ranked | 4 | 0 | falcom sound team j d k phantasmagoria |
302,629 | 106,212 | LeaF - MEPHISTO | Alumetorz | [7K] Roxas' MX | ranked | 7 | 4 | leaf mephisto |
308,416 | 120,289 | Dj Mashiro - Prismatic Lollipops | victorica_db | 4K Lv.9 | ranked | 4 | 4 | dj mashiro prismatic lollipops |
309,584 | 120,838 | Ryu* - We're so Happy | Spy | 4K EXTREME | ranked | 4 | 0 | ryu we re so happy |
314,892 | 120,838 | Ryu* - We're so Happy | Spy | victorica's 4K HD+ | ranked | 4 | 0 | ryu we re so happy |
315,292 | 123,456 | Lite Show Magic - Crack traxxxx | LeiN- | 4K EXH | ranked | 4 | 1 | lite show magic crack traxxxx |
316,835 | 30,682 | RYO - Shuffle Heaven | AngelHoney | [7K] DJPop's Hard | loved | 7 | 4 | ryo shuffle heaven |
323,070 | 127,305 | S.S.H. - Intersect Thunderbolt-Remix | ljqandylee | 7K Exceed | ranked | 7 | 3 | s s h intersect thunderbolt remix |
327,857 | 129,383 | Harada Hitomi, Kayano Ai & Ogura Yui - Maware! Setsugekka (TV Size) | Chocoliti | 7K Hyper | ranked | 7 | 0 | harada hitomi kayano ai ogura yui maware setsugekka |
331,091 | 131,488 | senya - Melody Blooming in the Earth(Nurarihyon REMIX) | ecafree2 | 4K SC | graveyard | 4 | 3 | senya melody blooming in the earth nurarihyon remix |
331,525 | 131,691 | Grand Thaw - Aventyr | Sephriggorshas | [4K] Hard | graveyard | 4 | 1 | grand thaw aventyr |
334,944 | 132,824 | Masayoshi Minoshima - Bad Apple!! (REDALiCE Remix) | Evening | Lv.14 4K | loved | 4 | 3 | masayoshi minoshima bad apple |
334,945 | 132,824 | Masayoshi Minoshima - Bad Apple!! (REDALiCE Remix) | Evening | Lv.18 4K | loved | 4 | 3 | masayoshi minoshima bad apple |
335,376 | 132,824 | Masayoshi Minoshima - Bad Apple!! (REDALiCE Remix) | Evening | Lv.8 4K | loved | 4 | 3 | masayoshi minoshima bad apple |
338,759 | 128,855 | Loos - Koi Yomi Zakura | _S u w a k o_ | 7K Lv.36 | ranked | 7 | 2 | loos koi yomi zakura |
342,369 | 136,881 | ETIA. feat.Jenga - Say A Vengeance | LeiN- | [4K] Black Another | ranked | 4 | 1 | etia feat jenga say a vengeance |
344,013 | 137,665 | Memme - China Dress | Tear | 7K Expert | ranked | 7 | 1 | memme china dress |
344,760 | 126,508 | Otokaze - amamichi | Simple_Star | PC's 7K Another | ranked | 7 | 0 | otokaze amamichi |
350,094 | 140,097 | Camellia - Bangin' Burst | Spy | [4K] EXHAUST Lv.16 | ranked | 4 | 0 | camellia bangin burst |
350,863 | 134,151 | Hanatan - Airman ga Taosenai (SOUND HOLIC Ver.) | Natsu | [7K] Rumi's Insane | ranked | 7 | 3 | hanatan airman ga taosenai |
351,952 | 140,097 | Camellia - Bangin' Burst | Spy | [4K] victorica's Extra Lv.15 | ranked | 4 | 0 | camellia bangin burst |
360,802 | 134,829 | Seiryu - Water Horizon | Spy | 4K EXTREME | ranked | 4 | 4 | seiryu water horizon |
360,805 | 134,829 | Seiryu - Water Horizon | Spy | victorica's 4K ExtrA | ranked | 4 | 4 | seiryu water horizon |
361,776 | 144,860 | Helblinde - Disconnected | deadbill | 4K HD | loved | 4 | 2 | helblinde disconnected |
364,220 | 127,305 | S.S.H. - Intersect Thunderbolt-Remix | ljqandylee | Momo's 4K Insane | ranked | 4 | 3 | s s h intersect thunderbolt remix |
364,414 | 147,152 | ensou feat. GUMI - COMA | arcwinolivirus | 4K MX | ranked | 4 | 4 | ensou feat gumi coma |
364,572 | 147,232 | jun - KIMONO PRINCESS | Sky_Demon | [4K] MX | ranked | 4 | 0 | jun kimono princess |
366,299 | 147,152 | ensou feat. GUMI - COMA | arcwinolivirus | 7K HD | ranked | 7 | 4 | ensou feat gumi coma |
376,923 | 153,316 | DJ Genericname - Dear You | Taiwan-NAK | 4K MX | ranked | 4 | 1 | dj genericname dear you |
377,916 | 151,649 | NegaRen - Goin' Under | Ryu Sei | [4K] Hard | ranked | 4 | 0 | negaren goin under |
381,061 | 154,156 | P*Light - Sakura Reflection (P*Light Slayer Remix) | Kuo Kyoka | Yuno's 4K EXHAUST Lv.24 | ranked | 4 | 1 | p light sakura reflection p light slayer remix |
382,195 | 136,986 | Lia - My Soul, Your Beats! (TV Size) | DJPop | 6K SC | ranked | 6 | 1 | lia my soul your beats |
383,923 | 156,729 | Risk Junk - Tropical April | Pichu | [4K] Insane | graveyard | 4 | 1 | risk junk tropical april |
384,030 | 156,774 | Erica Masaki - Take a Chance! (Reikosaka) | null | Maximum | null | 7 | 4 | erica masaki take a chance |
389,986 | 136,986 | Lia - My Soul, Your Beats! (TV Size) | DJPop | 4K SC | ranked | 4 | 1 | lia my soul your beats |
391,015 | 154,929 | Cres - End Time | PyaKura | [7K] Epilogue | ranked | 7 | 4 | cres end time |
391,016 | 154,929 | Cres - End Time | PyaKura | [7K] Interlude | ranked | 7 | 4 | cres end time |
391,595 | 153,316 | DJ Genericname - Dear You | Taiwan-NAK | S.Star's 4K HD+ | ranked | 4 | 1 | dj genericname dear you |
391,999 | 157,896 | Meg & Dia - Monster (DotEXE Remix) | nold_1702 | Zillah's 4K Hard | ranked | 4 | 2 | meg dia monster |
392,001 | 157,896 | Meg & Dia - Monster (DotEXE Remix) | nold_1702 | Zillah's 4K Insane | ranked | 4 | 2 | meg dia monster |
395,545 | 159,581 | anubasu-anubasu - Nemesis (pi/3's Remix) | Sp3ct3r_2k11 | [7K] Insane | loved | 7 | 0 | anubasu anubasu nemesis pi 3 s remix |
398,476 | 144,959 | SHK - Identity Part 4 | vocaloid1anime2 | [4K] Chamelo's MX | ranked | 4 | 0 | shk identity part 4 |
400,353 | 164,429 | Various Artists - J-Core Mix | arcwinolivirus | [4K] Marathon | ranked | 4 | 1 | various artists j core mix |
401,882 | 147,232 | jun - KIMONO PRINCESS | Sky_Demon | [4K] NAK's HD+ | ranked | 4 | 0 | jun kimono princess |
403,124 | 165,716 | yuikonnu - Souzou Forest | 17VA | [7K] Lv.34 | loved | 7 | 1 | yuikonnu souzou forest |
407,642 | 167,880 | BABYMETAL - MEGITSUNE | arcwinolivirus | 4K MX | ranked | 4 | 3 | babymetal megitsune |
409,195 | 167,880 | BABYMETAL - MEGITSUNE | arcwinolivirus | 4K HD | ranked | 4 | 3 | babymetal megitsune |
412,641 | 170,446 | Nanahoshi Kangengakudan feat. Hatsune Miku - Rubik's Cube | Harbyter | [4K] Rubik's Cube | ranked | 4 | 4 | nanahoshi kangengakudan feat hatsune miku rubik s cube |
415,774 | 171,946 | Helblinde - DEAD END | arcwinolivirus | 4K 'Survival Game' Arc | loved | 4 | 4 | helblinde dead end |
417,649 | 161,707 | Gigabanana x Yasuo feat. Kagamine Rin, Kagamine Len - Electric Angel | [13] BECK | 4K SC | loved | 4 | 0 | gigabanana x yasuo feat kagamine rin kagamine len electric angel |
419,485 | 173,612 | xi - FREEDOM DiVE | razlteh | 4K Another | loved | 4 | 3 | xi freedom dive |
420,005 | 173,612 | xi - FREEDOM DiVE | razlteh | 4K Hyper | loved | 4 | 3 | xi freedom dive |
420,779 | 173,612 | xi - FREEDOM DiVE | razlteh | Tear's 7K Hyper | loved | 7 | 3 | xi freedom dive |
420,781 | 173,612 | xi - FREEDOM DiVE | razlteh | Blocko's 7K Normal | loved | 7 | 3 | xi freedom dive |
421,063 | 174,381 | Yuyoyuppe - AiAe | Fullerene- | [4K] MX | ranked | 4 | 2 | yuyoyuppe aiae |
421,064 | 174,381 | Yuyoyuppe - AiAe | Fullerene- | [4K] SC | ranked | 4 | 2 | yuyoyuppe aiae |
421,066 | 174,381 | Yuyoyuppe - AiAe | Fullerene- | [4K] Wafles' SHD | ranked | 4 | 2 | yuyoyuppe aiae |
422,292 | 175,020 | Yuchimaru - Bousou Lolita Holic | LeiN- | [4K] PiraLeiN | graveyard | 4 | 3 | yuchimaru bousou lolita holic |
423,649 | 173,612 | xi - FREEDOM DiVE | razlteh | 4K Normal | loved | 4 | 3 | xi freedom dive |
426,446 | 171,880 | xi - Happy End of the World | Blocko | 4K Insane | ranked | 4 | 2 | xi happy end of the world |
426,455 | 171,880 | xi - Happy End of the World | Blocko | 4K Hard | ranked | 4 | 2 | xi happy end of the world |
427,993 | 177,856 | Nhato - Magic | Tear | [7K] Enchanted | loved | 7 | 3 | nhato magic |
428,292 | 178,018 | Senpi- - The First Part of Touhou EX Boss Rush!! | RuberusuScarlet | [4K] Extra stage | ranked | 4 | 3 | senpi the first part of touhou ex boss rush |
429,548 | 176,446 | High Speed Music Team Sharpnel - M.A.M.A. | arcwinolivirus | [4K] ExTra | ranked | 4 | 1 | high speed music team sharpnel m a m a |
429,549 | 176,446 | High Speed Music Team Sharpnel - M.A.M.A. | arcwinolivirus | [4K] HD | ranked | 4 | 1 | high speed music team sharpnel m a m a |
429,550 | 176,446 | High Speed Music Team Sharpnel - M.A.M.A. | arcwinolivirus | [4K] MX | ranked | 4 | 1 | high speed music team sharpnel m a m a |
429,552 | 176,446 | High Speed Music Team Sharpnel - M.A.M.A. | arcwinolivirus | [4K] SHD | ranked | 4 | 1 | high speed music team sharpnel m a m a |
430,351 | 177,155 | Junk - Qualia | Mashiro-Fang | mia-'s 7K MX | ranked | 7 | 4 | junk qualia |
431,260 | 171,880 | xi - Happy End of the World | Blocko | Fullerene's 4K Catastrophic Shift | ranked | 4 | 2 | xi happy end of the world |
431,989 | 171,880 | xi - Happy End of the World | Blocko | 6K Hard | ranked | 6 | 2 | xi happy end of the world |
432,217 | 177,155 | Junk - Qualia | Mashiro-Fang | S.Star's 4K MX | ranked | 4 | 4 | junk qualia |
432,609 | 179,991 | Jeff Williams & Casey Lee Williams - This Will Be the Day (James Landino's Magical Girl Remix) | Fullerene- | 4K HD | ranked | 4 | 2 | jeff williams casey lee williams this will be the day |
432,610 | 179,991 | Jeff Williams & Casey Lee Williams - This Will Be the Day (James Landino's Magical Girl Remix) | Fullerene- | 4K MX | ranked | 4 | 4 | jeff williams this will be the day james landino remix |
433,150 | 155,749 | xi - .357 Magnum | Akali | 4K Another | ranked | 4 | 3 | xi 357 magnum |
434,381 | 175,684 | Neru - Lost One no Goukoku | puxtu | [4K] Mee's SC | ranked | 4 | 0 | neru lost one no goukoku |
437,946 | 165,924 | Senpi- - Touhou EX Boss Rush!! +a Kouhen | RuberusuScarlet | [4K] Phantasm Stage | ranked | 4 | 2 | senpi touhou ex boss rush a kouhen |
439,140 | 183,272 | Ryu* - Sakura Mirage | Spy | [4K] ADVANCED Lv.12 | ranked | 4 | 1 | ryu sakura mirage |
439,141 | 183,272 | Ryu* - Sakura Mirage | Spy | [4K] S.Star x Spy's EXHAUST Lv.15 | ranked | 4 | 1 | ryu sakura mirage |
439,149 | 175,684 | Neru - Lost One no Goukoku | puxtu | [4K] justhow's MX | ranked | 4 | 0 | neru lost one no goukoku |
446,726 | 187,154 | Ryu* Vs. Sota - Go Beyond!! | DE-CADE | 4K Another | ranked | 4 | 3 | ryu vs sota go beyond |
450,104 | 174,550 | orangentle / Yu_Asahina - HAELEQUIN | Chocoliti | [4K] INF | ranked | 4 | 1 | orangentle yu_asahina haelequin |
450,928 | 189,224 | DJ Sharpnel - Over the Fullereneshift | Fullerene- | [4K] Komm, susser Tod | loved | 4 | 0 | dj sharpnel over the fullereneshift |
End of preview.
Columnist data
Pattern and slot labels for 10,205 osu!mania charts.
Chart ids, labels and their sources: the training labels behind the Columnist model.
What is in it
For each chart you get its beatmap id, which tournament slot it plays in (Rice, LN, Hybrid or SV), which of 11 pattern categories it belongs to, and which of 20 osu!(lazer) user tags players gave it. No .osu files, replays or audio are included. To get the notes, download a chart from https://osu.ppy.sh/osu/<beatmap_id> or a mirror, or with your own osu! API key; the code repository has the scripts.
The Columnist model was also pretrained on 62,161 unlabelled 4K charts selected by mapper record. That list of chart ids is not part of this release.
Files (in data/)
| File | Contents |
|---|---|
charts.csv |
One row per chart: beatmap_id, beatmapset_id, title, creator, difficulty name, status, keys, fold (0-4) and group. fold is a song-grouped split: every chart of a song is in the same fold, so use it for cross-validation. group is the song key behind it. |
labels.csv |
One row per chart, task and source. label is 1 (has it) or 0 (does not); detail says why (vote counts, tournament and slot, or the sheet text). |
labels_wide.csv |
One column per task, for quick use. <task> is the benchmark label (user tags and wiki pools, the labels the model is evaluated on); staff:<category> is the label from tournament staff sheets. |
sources.csv |
The Google Sheets and wiki pages the staff labels come from. |
Tasks
slot: the chart's main slot in osu! wiki tournament pools (majority over pools): RC (rice), LN, HB (hybrid) or SV.- Categories: Chordjack, Streams, Jumpstream/Handstream, Technical, Stamina (rice); Release, Coordination, Density/Inverse (long notes); Reading, Memo (scroll speed); TB (tiebreaker-style charts).
tag:*: 20 osu!(lazer) user tags, such astag:style/jumpstreamortag:skillset/tech. A tag is positive at 2 or more votes and negative at 0 votes on a chart with 8 or more votes in total; otherwise it is unknown.
How the labels were made
| Source | What it gives |
|---|---|
user_tags |
osu!(lazer) user-tag votes from the public beatmapset pages (October 2026). |
wiki_pool |
Sub-slots of osu! wiki mappools: chordjack slots, long-note Coordination and Density slots, scroll-speed Reading and Memorisation slots, and every pool's Tiebreaker. A map in one sub-slot counts as a negative for the sibling sub-slots of the same tournament. |
wiki_slot |
The main slot of wiki pools. |
staff_sheet |
Annotations in tournament Google Sheets linked from the osu! wiki and forums (for example "Rice - Chordjacks", "LN Release", "SV Memory"), matched by keyword. A chart annotated with one sub-type is a negative for the sibling sub-types annotated in the same tab. Tiebreaker annotations are not used, because they usually mark a bracket tiebreaker. |
Labels are noisy and incomplete by design: most cells are unknown. Tournament charts are mostly unranked customs, while ranked charts get most of the user-tag labels.
Licence and credit
Labels and this card: CC BY 4.0. Chart metadata and user tags come from osu! (ppy). Tournament annotations belong to the tournaments' staff, and sources.csv lists them. Charts remain the property of their mappers and are not redistributed. Use of osu! data complies with fair research use.
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