Datasets:

rule34nexus
/

tag-aesthetic-statistics

tag stringlengths 1 88	category stringclasses 6 values	sample_count uint64 50 1.59M	mean float32 2.55 6.72	median float32 2.52 6.84	stddev float32 0.12 1.61	p10 float32 1.42 6.38	p25 float32 1.95 6.56	p50 float32 2.52 6.84	p75 float32 2.74 7.06	p90 float32 3.13 7.23	iqr float32 0.13 2.58	fraction_below_4 float32 0 1	fraction_4_to_5_5 float32 0 1	fraction_5_5_to_7 float32 0 1	fraction_7_to_8_5 float32 0 0.36	dataset_version stringclasses 1 value
!!	general	3,648	4.875127	4.875	0.627568	4.125	4.4375	4.875	5.3438	5.6563	0.9063	0.067708	0.755757	0.176535	0	2026.10.03
!!!	general	158	4.587743	4.6094	0.594613	3.8125	4.2188	4.6094	5	5.3125	0.7812	0.120253	0.822785	0.056962	0	2026.10.03
!?	general	6,513	4.799953	4.75	0.598939	4.0938	4.375	4.75	5.2188	5.625	0.8438	0.07462	0.78612	0.13926	0	2026.10.03
#r18	general	277	5.186984	5.3125	0.753589	4.0625	4.5625	5.3125	5.6875	6.0625	1.125	0.083032	0.519856	0.397112	0	2026.10.03
ㅇㅇ	artist	225	5.206971	5.1875	0.357399	4.75	4.9688	5.1875	5.4063	5.6875	0.4375	0	0.791111	0.208889	0	2026.10.03
亜dam	artist	86	4.149734	4.125	0.426982	3.64065	3.8906	4.125	4.4063	4.6875	0.5157	0.360465	0.639535	0	0	2026.10.03
鼻血先生	artist	81	5.397014	5.4375	0.433141	4.8438	5.0938	5.4375	5.625	5.9063	0.5312	0	0.592593	0.407407	0	2026.10.03
>=	general	8,305	4.81454	4.875	0.685684	3.9063	4.3438	4.875	5.3125	5.6563	0.9687	0.121613	0.708128	0.170259	0	2026.10.03
>_<	general	223	4.566587	4.5625	0.851491	3.50312	4.0938	4.5625	5.1719	5.61876	1.0781	0.233184	0.600897	0.165919	0	2026.10.03
<	general	304	4.91275	5	0.656737	4.0313	4.4688	5	5.3438	5.7188	0.875	0.088816	0.730263	0.180921	0	2026.10.03
<1_second_video	general	426	4.245216	4.25	0.592861	3.4688	3.8594	4.25	4.6875	4.95315	0.8281	0.321596	0.661972	0.016432	0	2026.10.03
<3	general	803	4.512816	4.5313	0.580586	3.8125	4.1719	4.5313	4.875	5.2188	0.7031	0.156912	0.800747	0.042341	0	2026.10.03
<3_eyes	general	1,029	4.461955	4.5	0.578389	3.71566	4.0938	4.5	4.875	5.1563	0.7812	0.204082	0.769679	0.026239	0	2026.10.03
<3_pupils	general	50	4.37721	4.4063	0.424464	3.85159	4.1875	4.4063	4.640675	4.81875	0.453175	0.22	0.78	0	0	2026.10.03
(-__-)	artist	135	5.95375	5.9738	0.44309	5.35628	5.57645	5.9738	6.3438	6.51878	0.76735	0	0.17037	0.82963	0	2026.10.03
(Not)BananaMan!	artist	69	5.050975	5.066	0.329258	4.55582	4.9375	5.066	5.2813	5.42086	0.3438	0	0.942029	0.057971	0	2026.10.03
(artwork)	general	73	5.004086	5.0313	0.927144	3.60004	4.4375	5.0313	5.7813	6.08754	1.3438	0.164384	0.424658	0.410959	0	2026.10.03
(ff	general	94	5.133329	5.2813	0.811781	4.04066	4.8125	5.2813	5.5938	5.9688	0.7813	0.085106	0.606383	0.308511	0	2026.10.03
(lore)	general	57	4.193009	4.2188	0.59516	3.55002	3.8906	4.2188	4.5938	4.76252	0.7032	0.315789	0.666667	0.017544	0	2026.10.03
(sys)_gray	general	77,621	4.457977	4.4688	0.609731	3.6719	4.0625	4.4688	4.875	5.2188	0.8125	0.215908	0.745687	0.038405	0	2026.10.03
)	general	395	4.765174	4.9063	0.7854	3.68438	4.2188	4.9063	5.3125	5.6563	1.0937	0.187342	0.64557	0.167089	0	2026.10.03
+++	general	685	4.926516	4.7813	0.70198	4.125	4.4688	4.7813	5.3125	6	0.8437	0.059854	0.731387	0.207299	0.00146	2026.10.03
+_+	general	1,145	5.066002	5.0313	0.770671	4.0938	4.4688	5.0313	5.5938	6.125	1.125	0.068122	0.640175	0.287336	0.004367	2026.10.03
,	general	60	5.100283	5.2344	0.649516	4.125	4.648475	5.2344	5.546925	5.84692	0.89845	0.05	0.633333	0.316667	0	2026.10.03
-(___⩊___)-	artist	82	5.342247	5.3438	0.252346	5.0313	5.1563	5.3438	5.5	5.68438	0.3437	0	0.719512	0.280488	0	2026.10.03
-ErikShizuku03-	artist	78	5.138497	5.2188	0.579863	4.86564	5.0313	5.2188	5.4063	5.5313	0.375	0.038462	0.807692	0.153846	0	2026.10.03
-ai_generated	series	23,030	5.703501	5.6875	0.504753	5.125	5.4063	5.6875	6	6.35164	0.5937	0.003604	0.323057	0.667043	0.006296	2026.10.03
.	general	145	4.616402	4.5625	0.723767	3.79378	4.1875	4.5625	5.0625	5.625	0.875	0.172414	0.682759	0.144828	0	2026.10.03
...	general	6,305	4.791131	4.7813	0.60912	4.0313	4.375	4.7813	5.1875	5.5938	0.8125	0.08517	0.78414	0.13069	0	2026.10.03
.live	series	65	5.569255	5.4688	0.622321	4.8625	5.1563	5.4688	5.8438	6.45628	0.6875	0	0.507692	0.461538	0.030769	2026.10.03
/	general	523	5.515344	5.5625	0.623303	4.69376	5.0938	5.5625	5.9844	6.25	0.8906	0.015296	0.449331	0.535373	0	2026.10.03
///	general	258	4.884049	4.9063	0.629704	4.11564	4.5391	4.9063	5.2813	5.6875	0.7422	0.05814	0.77907	0.162791	0	2026.10.03
/\\/\\/\\	general	78	4.874823	4.875	0.438458	4.36564	4.5625	4.875	5.203175	5.43441	0.640675	0.038462	0.858974	0.102564	0	2026.10.03
0	general	77	4.659927	4.5938	0.854402	3.50938	4.0313	4.5938	5.375	5.7188	1.3437	0.246753	0.571429	0.181818	0	2026.10.03
0.0_(pixiv87560444)	artist	133	5.230287	5.25	0.387201	4.7188	5	5.25	5.4688	5.71254	0.4688	0	0.75188	0.24812	0	2026.10.03
007n7	character	416	3.773643	3.7813	0.443907	3.2188	3.5156	3.7813	4.0625	4.3438	0.5469	0.689904	0.310096	0	0	2026.10.03
007n7_(forsaken)	character	857	3.785971	3.7969	0.439509	3.24376	3.5313	3.7969	4.0625	4.3438	0.5312	0.676779	0.323221	0	0	2026.10.03
00s	general	83	3.976863	3.8438	0.590016	3.41254	3.5703	3.8438	4.2344	4.71254	0.6641	0.590361	0.373494	0.036145	0	2026.10.03
013_(hamsasuke)	artist	78	5.273659	5.2969	0.342478	4.7813	5.0625	5.2969	5.523475	5.72816	0.460975	0	0.730769	0.269231	0	2026.10.03
01chairat	artist	67	4.196381	4.2813	0.613821	3.37188	3.65625	4.2813	4.70315	4.9375	1.0469	0.373134	0.61194	0.014925	0	2026.10.03
05556133859	artist	752	5.80679	5.75	0.389135	5.3438	5.5313	5.75	6.0391	6.3125	0.5078	0	0.196809	0.803191	0	2026.10.03
0721mstr	artist	121	5.61513	5.5938	0.379209	5.1563	5.375	5.5938	5.8501	6.125	0.4751	0	0.396694	0.603306	0	2026.10.03
07th_expansion	series	59	4.909981	4.9688	0.451419	4.43126	4.57815	4.9688	5.1719	5.47504	0.59375	0.033898	0.864407	0.101695	0	2026.10.03
0ZO	circle	71	4.205342	4.25	0.370223	3.7031	4.01565	4.25	4.45315	4.5625	0.4375	0.225352	0.774648	0	0	2026.10.03
0_0	general	213	4.559152	4.5313	0.61595	3.875	4.1875	4.5313	4.9063	5.30626	0.7188	0.15493	0.784038	0.061033	0	2026.10.03
0byte	artist	55	5.008545	5	0.392092	4.51252	4.75005	5	5.25005	5.55628	0.5	0	0.872727	0.127273	0	2026.10.03
0cyclop	artist	77	4.319421	4.3438	0.545481	3.4844	4	4.3438	4.6875	4.9938	0.6875	0.246753	0.753247	0	0	2026.10.03
0haribo0	artist	107	5.669414	5.625	0.24952	5.4063	5.5	5.625	5.7969	6.025	0.2969	0	0.205607	0.794393	0	2026.10.03
0rever	artist	157	5.049785	5.0625	0.425708	4.4688	4.8125	5.0625	5.3438	5.54378	0.5313	0.012739	0.847134	0.140127	0	2026.10.03
0w0wer	artist	187	4.425156	4.4063	0.351564	3.9688	4.1875	4.4063	4.7188	4.8438	0.5313	0.122995	0.877005	0	0	2026.10.03
0y	artist	100	5.774399	5.7813	0.183111	5.5313	5.648475	5.7813	5.9063	6	0.257825	0	0.05	0.95	0	2026.10.03
0zmann	artist	185	3.440303	3.4219	0.437674	2.8906	3.1094	3.4219	3.75	3.9688	0.6406	0.908108	0.091892	0	0	2026.10.03
1	general	86	4.595229	4.5938	0.659591	3.65625	4.125	4.5938	5.085975	5.4375	0.960975	0.186047	0.744186	0.069767	0	2026.10.03
1-a_dot	artist	409	5.136193	5.1563	0.429427	4.5625	4.8438	5.1563	5.4375	5.63126	0.5937	0	0.797066	0.202934	0	2026.10.03
1000+_bookmarks	general	163	5.563289	5.5625	0.26788	5.25	5.375	5.5625	5.7188	5.875	0.3438	0	0.386503	0.613497	0	2026.10.03
10000+_bookmarks	general	121	5.363711	5.375	0.31677	4.9375	5.1563	5.375	5.5625	5.6875	0.4062	0	0.586777	0.413223	0	2026.10.03
10048202	artist	60	6.137068	6.1563	0.350167	5.7188	5.8064	6.1563	6.4375	6.5625	0.6311	0	0	1	0	2026.10.03
100_kanojo	series	227	4.612768	4.6563	0.57533	3.85624	4.1875	4.6563	5.0938	5.3438	0.9063	0.171806	0.792952	0.035242	0	2026.10.03
100users	general	50	5.321274	5.3125	0.254749	5	5.1563	5.3125	5.4688	5.6563	0.3125	0	0.76	0.24	0	2026.10.03
100wang	artist	132	5.07164	5.0313	0.548172	4.375	4.75	5.0313	5.4375	5.65317	0.6875	0.045455	0.727273	0.227273	0	2026.10.03
1016	general	78	4.402468	4.4219	0.515738	3.76092	4.125	4.4219	4.75	5.00939	0.625	0.192308	0.782051	0.025641	0	2026.10.03
101_dalmatians	series	61	4.01334	3.8906	0.564697	3.5	3.6719	3.8906	4.3125	4.7188	0.6406	0.57377	0.42623	0	0	2026.10.03
1024GB	artist	71	5.579425	5.4708	0.365158	5.1875	5.3164	5.4708	5.7813	6.1563	0.4649	0	0.535211	0.464789	0	2026.10.03
10807771080	artist	360	5.831644	5.9063	0.36142	5.375	5.648475	5.9063	6.070325	6.2188	0.42185	0	0.144444	0.855556	0	2026.10.03
1080p	general	3,183	3.880614	3.8906	0.585541	3.125	3.4844	3.8906	4.2813	4.625	0.7969	0.577757	0.417845	0.004398	0	2026.10.03
1080x1920	general	255	3.945668	3.9531	0.553496	3.1875	3.5781	3.9531	4.3438	4.6875	0.7657	0.537255	0.462745	0	0	2026.10.03
10_seconds	general	1,566	3.87016	3.8906	0.590762	3.1094	3.4844	3.8906	4.25	4.625	0.7656	0.588761	0.409962	0.001277	0	2026.10.03
10girls	general	128	4.940698	5	0.734754	4.01255	4.5	5	5.4375	5.83125	0.9375	0.101563	0.664063	0.234375	0	2026.10.03
10s	general	688	4.087546	3.9688	0.760939	3.25	3.5781	3.9688	4.5	5.1563	0.9219	0.520349	0.422965	0.056686	0	2026.10.03
11	general	213,418	4.816959	4.875	0.649478	3.9531	4.4063	4.875	5.2813	5.5938	0.875	0.108116	0.746985	0.144875	0.000023	2026.10.03
1104669969	artist	54	5.86588	5.875	0.263947	5.50939	5.6875	5.875	6.0547	6.17814	0.3672	0	0.074074	0.925926	0	2026.10.03
116	general	2,190	4.266376	4.2813	0.367062	3.7969	4.0313	4.2813	4.5	4.7188	0.4687	0.215068	0.784475	0.000457	0	2026.10.03
118o8	character	113	4.075379	4.0938	0.415612	3.5125	3.8125	4.0938	4.375	4.5625	0.5625	0.40708	0.59292	0	0	2026.10.03
119211921192w	artist	59	5.407865	5.4375	0.285968	5.0625	5.1875	5.4375	5.6094	5.7313	0.4219	0	0.610169	0.38983	0	2026.10.03
11_22	artist	1,917	5.065175	5.125	0.500349	4.3438	4.7188	5.125	5.4063	5.6563	0.6875	0.019301	0.774126	0.206573	0	2026.10.03
11_aspect_ratio	general	623	4.772821	4.8125	0.719231	3.8125	4.2813	4.8125	5.3438	5.625	1.0625	0.146067	0.691814	0.162119	0	2026.10.03
11girls	general	79	5.053423	5.25	0.780594	4.07504	4.75	5.25	5.5625	5.875	0.8125	0.088608	0.632911	0.278481	0	2026.10.03
11kkr	artist	58	4.670614	4.6885	0.49467	3.98807	4.3465	4.6885	5.034125	5.30248	0.687625	0.103448	0.87931	0.017241	0	2026.10.03
12	general	19,351	4.897737	4.875	0.712198	3.9688	4.375	4.875	5.4063	5.8438	1.0313	0.105783	0.671025	0.223141	0.000052	2026.10.03
122_ahaka	artist	79	5.746864	5.7188	0.222249	5.4688	5.5938	5.7188	5.9219	6.0438	0.3281	0	0.126582	0.873418	0	2026.10.03
1248755546	artist	70	5.147347	5.2188	0.362334	4.65317	4.9375	5.2188	5.375	5.53442	0.4375	0	0.885714	0.114286	0	2026.10.03
1280x720	general	242	3.713762	3.75	0.543191	2.9844	3.3789	3.75	4.0938	4.375	0.7149	0.673554	0.326446	0	0	2026.10.03
12girls	general	76	4.983575	5.0313	0.591402	4.20315	4.585975	5.0313	5.375	5.7344	0.789025	0.065789	0.75	0.184211	0	2026.10.03
131531	artist	100	5.4994	5.4688	0.325766	5.12188	5.25	5.4688	5.6875	5.9688	0.4375	0	0.51	0.49	0	2026.10.03
132	general	1,490	4.27541	4.2813	0.428838	3.7344	3.9727	4.2813	4.5625	4.8125	0.5898	0.260403	0.738255	0.001342	0	2026.10.03
137534003	artist	118	5.651356	5.6563	0.337122	5.24064	5.4063	5.6563	5.8438	6.13439	0.4375	0	0.313559	0.686441	0	2026.10.03
14	general	6,361	4.412789	4.375	0.49874	3.8125	4.0938	4.375	4.7188	5.0313	0.625	0.193209	0.779594	0.027197	0	2026.10.03
1416596950	artist	221	5.938699	5.9375	0.545676	5.2755	5.4945	5.9375	6.375	6.6563	0.8805	0	0.253394	0.723982	0.022624	2026.10.03
1440p	general	280	4.11252	4.0938	0.514789	3.4375	3.793	4.0938	4.4141	4.8125	0.6211	0.421429	0.575	0.003571	0	2026.10.03
1475870080	artist	114	5.453702	5.4375	0.334882	5.0313	5.2188	5.4375	5.6563	5.875	0.4375	0	0.561404	0.438596	0	2026.10.03
1610	general	61	4.354018	4.3438	0.629488	3.5	3.9688	4.3438	4.8438	5.125	0.875	0.278689	0.688525	0.032787	0	2026.10.03
1612161	artist	157	4.630298	4.7188	0.42392	4.02502	4.5	4.7188	4.875	5.0625	0.375	0.101911	0.89172	0.006369	0	2026.10.03
169	general	175,881	3.893955	3.875	0.700517	3.0156	3.4219	3.875	4.3438	4.7813	0.9219	0.571784	0.409362	0.018831	0.000023	2026.10.03
169_aspect_ratio	general	2,075	3.859641	3.875	0.647431	3.03754	3.4219	3.875	4.2813	4.6563	0.8594	0.586024	0.403373	0.010602	0	2026.10.03
18	general	4,424	4.471574	4.4375	0.519162	3.9063	4.1875	4.4375	4.6875	5	0.5	0.137884	0.81849	0.0434	0.000226	2026.10.03
18_(artist)	artist	143	4.284442	4.25	0.459415	3.75312	4.0313	4.25	4.5625	4.875	0.5312	0.20979	0.79021	0	0	2026.10.03
18anime_18	artist	345	5.339244	5.2813	0.358238	4.9375	5.125	5.2813	5.4688	5.85736	0.3438	0	0.753623	0.246377	0	2026.10.03
1920x1080	general	799	3.906463	3.8906	0.598638	3.1563	3.5156	3.8906	4.25	4.6563	0.7344	0.56821	0.423029	0.008761	0	2026.10.03
1980s_(style)	general	178	4.311994	4.25	0.579157	3.60472	3.8633	4.25	4.710975	5.125	0.847675	0.320225	0.657303	0.022472	0	2026.10.03
19851122113	artist	91	5.5639	5.5313	0.231144	5.2813	5.4063	5.5313	5.7188	5.9063	0.3125	0	0.384615	0.615385	0	2026.10.03

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Rule34.nexus · Licence: Rule34.nexus Derived Dataset Licence 1.0

Rule34.nexus Tag Aesthetic Statistics

1. Overview

This dataset contains aggregated aesthetic statistics for individual tags in the Rule34.nexus corpus. Per-image scores come from discus0434/aesthetic-predictor-v2-5; this release collapses those scores into per-tag means, percentiles, and score-band fractions. Source images and complete post→tag mappings are not included.

2. Dataset Description

Each row is one tag (with its Rule34.nexus category) that appears on at least 50 scored, visible posts. Statistics are computed only over posts that already have an aesthetic score — unscored posts never contribute. Use this dataset for tag-level analysis and curation; for per-image scores see rule34nexus/image-aesthetic-scores.

Rows: 42,354
Dataset version: 2026.10.03
Source corpus version: r34nexus-2026.10.03
Schema version: 1.0

3. Data Fields

Field	Type	Description
`tag`	string	Tag name
`category`	string	Rule34.nexus tag category (`general`, `artist`, `character`, `series`, `meta`, `author`, `circle`)
`sample_count`	uint64	Number of scored images contributing to the statistics
`mean`	float32	Mean aesthetic score
`median`	float32	Median aesthetic score
`stddev`	float32	Sample standard deviation
`p10`	float32	10th percentile
`p25`	float32	25th percentile
`p50`	float32	50th percentile
`p75`	float32	75th percentile
`p90`	float32	90th percentile
`iqr`	float32	Interquartile range (`p75 - p25`)
`fraction_below_4`	float32	Fraction of contributing scores below 4
`fraction_4_to_5_5`	float32	Fraction scoring 4–5.5
`fraction_5_5_to_7`	float32	Fraction scoring 5.5–7
`fraction_7_to_8_5`	float32	Fraction scoring 7–8.5
`fraction_above_8_5`	float32	Fraction scoring 8.5 and above
`dataset_version`	string	Version of this Rule34.nexus dataset release

4. Glossary

category — Rule34.nexus tag type. The same string never appears under two categories; rows are keyed by (tag, category).
Score bands — The fraction_* columns partition the 0–10 score range so a mean alone cannot hide a bimodal distribution.

5. Data Generation

Rule34.nexus corpus
        ↓
per-image aesthetic scores
        ↓
post → tags export (internal)
        ↓
per-tag aggregation + min sample filter
        ↓
Parquet generation
        ↓
Hugging Face dataset

The exact implementation is not disclosed; see the schema and methodology below for what is published.

6. Inclusion Criteria

Every row-level exclusion applied while building this dataset:

Only active, non-deleted posts are considered; draft/pending/flagged/deleted posts are excluded.
Of 2,641,568 active, non-deleted posts in the feeder export, 29,037 had no aesthetic score yet and contributed to no tag statistics; 2,612,531 scored posts remained.
Of 390,718 tags that appeared on at least one scored post, 348,364 fell below sample_count >= 50 and were dropped; 42,354 tags remain in this dataset.

7. Methodology

Aesthetic model: discus0434/aesthetic-predictor-v2-5, version 2024.12.18.1.
Score range is approximately 1–10 (SigLIP-based predictor); 5.5+ is considered a strong aesthetic score.
Per-tag statistics use every scored post that carries that tag; a post with N tags contributes its score once to each of those N tags.
Percentiles use the standard sample quantile; stddev is the sample (Bessel-corrected) standard deviation.
Observed range of per-tag means in this release: 2.549 – 6.716 (mean of means 4.878).

8. Data Distribution

Distribution of per-tag mean aesthetic scores across all 42,354 published tags.

9. Limitations

Aesthetic scores are model predictions, not human ratings.
Tag statistics inherit biases from the underlying corpus and from the aesthetic predictor.
Correlation between a tag and aesthetic score does not imply causation.
Tags below the minimum sample size are absent entirely — rarity is not represented as a low sample_count row.
Complete post→tag mappings are intentionally not published.

10. Intended Uses

Tag-level dataset analysis and curation.
Studying relationships between semantic concepts and aesthetic scores.
Identifying tags associated with particularly high- or low-scoring images.
Prompt / tag research for image-generation systems.
Statistical research on tag vocabularies.

11. Licensing

This dataset is released under the Rule34.nexus Derived Dataset Licence 1.0: https://rule34.nexus/licenses/derived-dataset-1.0

Copyright in the original images, artwork, characters, and other third-party material from which this dataset was derived is not claimed by Rule34.nexus and is not licensed under this agreement. This licence covers only the original statistical/metadata contributions in this dataset.

12. Provenance

Source: Rule34.nexus
Dataset: rule34nexus/tag-aesthetic-statistics
Source corpus: r34nexus-2026.10.03
Generated: 2026-10-03
Images included: No

https://rule34.nexus

This dataset was generated from the Rule34.nexus image corpus and is published by Rule34.nexus for research and machine-learning purposes. The underlying source images are not included in this dataset.

13. Related Datasets

rule34nexus/image-aesthetic-scores
        ↓
rule34nexus/tag-aesthetic-statistics
character-statistics (planned)
series-statistics (planned)
        │
        ▼
tag-cooccurrence

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