Datasets:

rsoft-latam
/

erc8004-simulated-agents

identity_age_days float64	agent_card_completeness float64	linked_dids float64	identity_validated float64	interaction_count float64	rep_positive float64	rep_negative float64	issuer_diversity float64	rep_recency_days float64	rep_velocity float64	val_requested float64	val_passed float64	val_failed float64	validator_avg_reputation float64	interaction_value_avg float64	temporal_regularity float64	graph_degree float64	graph_clustering_coef float64	reciprocity float64	label int64	subtype string	rep_ratio float64
179.037398	0.530535	1.097283	0.991443	92.708201	61.335721	6.09597	0.464095	17.335581	1.644445	1.757552	2.177482	0.045355	0.536893	144.35732	0.620888	47.309508	0.500251	0.575608	0	trust	0.886536
232.280847	0.919854	2.751186	0.99424	90.49792	57.915631	4.859934	0.894316	14.787732	-0.132536	5.097013	2.919955	2.06447	0.696443	25.000131	0.685483	47.061292	0.360708	0.100193	0	trust	0.919058
179.887022	0.977272	1.857168	0.898737	76.375434	38.801815	2.834246	0.93587	27.854047	-0.079645	5.019386	3.928454	0.886606	0.68206	30.538184	0.926656	35.944148	0.284662	0.384751	0	trust	0.900337
232.200715	0.850634	0.06089	0.074566	82.023611	51.047269	0.055579	0.489114	4.722524	-0.009463	8.223015	8.121638	-0.136655	0.89053	34.752691	0.683727	43.832356	0.317447	0.351406	0	trust	0.972602
237.069394	0.617046	2.006347	0.025255	137.996197	99.45675	0.940788	0.521534	-1.579732	14.049407	3.13557	-0.059795	2.927514	0.536419	-3.767075	0.59314	40.469641	0.403525	0.326262	1	launder	0.9944
460.228465	0.860357	5.924718	0.947119	80.938283	43.465993	5.029925	0.788326	12.516425	-0.24891	0.902667	1.499203	-0.06928	0.633276	101.399278	0.911476	41.180411	0.117077	0.211643	0	trust	0.881614
136.473023	0.836387	-0.071439	0.890181	74.360213	22.333268	7.122901	0.588969	3.310149	0.522298	5.515591	5.772863	-0.040158	0.919175	16.687977	0.82853	27.76315	0.10246	0.245783	1	trust	0.755094
453.398439	0.865962	0.873474	1.060383	71.067273	44.410927	5.941844	0.756879	65.839296	-0.19333	1.227439	0.798498	-0.002795	0.913564	15.508326	0.622743	29.7919	0.194166	0.00653	0	trust	0.859632
350.081302	0.788901	2.088448	1.01842	86.305271	47.622005	1.565019	0.868182	17.032516	0.132941	4.106042	3.066032	0.97569	0.943846	52.014542	0.752245	36.757953	0.139769	0.040054	0	trust	0.943507
101.586715	0.483828	1.022858	-0.034828	68.094383	49.931704	5.923348	0.536795	1.239664	0.575762	3.708282	3.749916	-0.070547	0.67621	14.189441	0.769237	36.863947	0.105207	0.176265	0	trust	0.858142
59.998868	0.693667	2.217411	-0.041668	134.666956	99.332204	2.743513	0.253231	1.560097	6.816805	2.933921	1.965935	0.910084	0.332318	3.786088	0.232039	50.790089	0.750787	0.463607	1	launder	0.966077
640.38011	0.821012	1.97632	1.011912	74.257635	43.220289	0.802105	0.772003	6.618491	0.269637	8.27495	6.304221	1.983912	0.894348	50.786626	0.619242	35.636238	0.312051	0.281624	0	trust	0.970157
566.751023	0.81084	4.794149	0.972261	78.7794	43.74467	1.974618	0.661529	145.022157	-0.313549	5.836108	5.883919	0.127869	0.722453	117.202964	0.6937	30.943902	0.326787	0.2399	0	trust	0.937266
337.813717	0.832314	3.178759	1.037136	86.041265	38.815053	2.088741	0.807047	9.597792	0.098831	6.061984	4.908333	1.003716	0.867543	53.106354	0.995267	40.834167	0.203376	0.284179	0	trust	0.924139
672.591228	0.864157	1.95619	1.020171	85.650051	50.848432	4.927175	0.695282	19.846514	-0.399745	4.014676	3.944737	-0.03479	0.807896	393.717806	0.888188	52.828061	0.554745	0.174423	0	trust	0.902591
520.862835	0.857408	2.953456	1.083782	77.444351	44.30191	4.786879	0.996685	24.641912	0.26975	5.909454	5.484521	-0.056351	0.792353	38.540722	0.730131	45.852665	0.34936	0.236608	0	trust	0.893068
439.079034	0.878585	-0.11432	0.112668	66.812782	30.6439	2.973111	0.815687	47.898973	-0.097851	1.510368	2.096966	0.099472	0.799306	88.312216	0.961847	42.348842	0.272269	0.171325	0	trust	0.891266
311.337823	0.558242	0.94987	0.032187	140.552466	103.415334	2.074725	0.336454	1.164764	1.023198	1.183812	-0.308545	1.154895	0.421965	-1.047532	0.032447	43.487089	0.724275	0.76429	1	launder	0.956164
236.276055	0.302471	0.996042	0.011062	63.377074	45.496975	2.156186	0.692042	17.164181	0.192298	6.353176	5.130942	0.949138	0.894316	74.161471	0.507215	35.721073	0.091374	0.323763	0	trust	0.928311
248.575758	0.808292	1.925779	1.066785	94.548263	60.1781	2.407227	0.809989	13.714658	0.362796	6.989805	5.694297	0.895617	0.720681	172.097657	0.844234	56.508585	0.44379	0.238887	0	trust	0.955966
178.2591	0.658746	2.626127	1.046719	69.143709	40.249711	5.398829	0.889219	6.702786	0.256011	5.048635	4.626022	-0.065636	0.689444	115.943093	0.941107	40.222358	0.14201	0.269953	0	trust	0.884332
136.707839	0.660967	2.101421	0.105457	154.958864	122.496602	0.30775	-0.028609	2.286051	3.738031	0.807839	1.080945	-0.087132	0.531821	-1.166047	0.203232	42.504985	0.805655	0.665545	1	launder	0.988349
169.262591	0.9188	0.03871	1.01508	79.216462	46.857531	2.07267	0.657621	91.773423	0.558414	6.695762	6.945227	0.091414	0.653038	23.623966	0.885578	38.552202	0.338513	0.508611	0	trust	0.928047
478.911369	0.839966	2.14278	1.01837	75.442322	36.506952	4.093409	0.809931	9.709522	-0.164471	8.395259	7.835851	-0.009044	0.640298	22.822901	0.855692	24.959141	0.218799	0.375271	0	trust	0.878953
73.185463	0.603118	0.850916	0.088528	117.759878	77.827381	0.873844	0.147451	5.560198	9.28883	3.318402	0.923785	2.006678	0.5163	2.706711	0.475231	40.004837	0.407178	0.605537	1	launder	0.97436
100.10811	0.82862	-0.160111	0.996129	82.184209	47.335778	0.989491	0.664086	15.256916	0.716906	7.138446	6.864169	-0.050505	0.704436	25.987414	0.70942	50.028575	0.396687	0.3532	0	trust	0.956965
164.242238	0.718414	2.092074	1.010217	79.700342	50.761006	3.92349	0.439948	65.407398	1.922215	3.964419	3.905636	-0.017195	0.575673	50.124738	0.563054	45.189883	0.471956	0.513673	0	trust	0.905053
255.885698	0.647254	1.082977	0.995754	101.217505	65.277829	2.097865	0.232695	13.440028	0.411536	2.148844	-0.359442	2.155317	0.89169	46.890644	0.694041	28.226421	0.795929	0.96235	1	collusion	0.957195
441.169746	0.867755	0.201024	0.941539	81.298638	31.771227	6.031539	0.521681	53.384193	0.149247	5.576414	4.188453	0.99243	0.921988	168.205525	0.938613	42.211864	0.125599	0.329011	0	trust	0.83414
545.929795	0.912492	3.020427	0.967965	79.163633	36.094677	2.854762	0.77965	27.250111	0.221982	4.158511	3.298046	1.023893	0.859525	86.238265	0.494585	39.023428	0.31125	0.358813	0	trust	0.893827
241.876133	0.799017	1.139718	0.988216	97.172619	70.113373	1.809291	0.101042	20.810144	0.463189	5.973159	6.082344	0.065865	0.46057	49.634164	0.543033	43.216412	0.853232	0.867194	1	collusion	0.929913
221.072152	0.642716	0.108362	-0.02692	19.258134	6.167498	2.863252	0.453765	16.878278	1.405876	0.719941	0.128208	1.133874	0.616573	-5.918934	0.517528	7.098415	0.357493	0.498632	1	sybil	0.667366
165.876713	0.948789	0.962102	1.039811	86.094818	48.967853	3.985534	0.688027	33.880964	0.206113	2.775948	1.964484	1.016439	0.821481	25.826509	0.827723	59.79176	0.222124	0.562648	0	trust	0.907222
289.183928	0.651138	4.264323	0.985345	67.993148	40.893296	2.29194	0.852535	2.907058	0.077088	5.985217	5.093301	1.116337	0.590567	81.791322	0.793953	32.01609	0.423563	0.117979	0	trust	0.937894
391.949771	0.775278	5.812561	1.066507	83.495075	39.397418	4.930481	0.794812	15.950496	0.047866	5.230022	4.202509	0.949373	0.779697	60.20534	0.739557	41.111677	0.087805	0.363423	0	trust	0.885498
201.222882	0.755135	1.816147	1.068432	74.687001	45.060224	1.935473	0.65827	13.637604	-0.015629	8.003552	8.35311	0.01283	0.711529	8.966902	0.850829	41.610471	0.200845	0.225755	0	trust	0.935556
225.466611	0.886378	4.121543	1.030825	62.04805	37.139347	4.852229	0.811008	1.39595	-0.070664	3.274415	1.934561	0.981064	0.661577	42.859414	0.658278	35.056282	0.103245	0.621656	0	trust	0.862687
180.738513	0.756553	0.97469	0.993066	86.064112	42.282127	0.901012	0.917842	38.421546	-0.147421	2.507384	2.839766	0.156314	0.764378	162.421036	0.537668	47.335048	0.389065	0.322615	0	trust	0.963184
239.711428	0.821483	1.85006	0.09592	76.144064	51.938337	1.742279	0.546606	71.280625	0.231291	1.953254	2.075559	0.031506	0.676323	8.392445	0.731516	23.925291	0.410716	0.401209	1	collusion	0.942492
480.331066	0.770848	1.126658	-0.052908	91.477616	45.227189	4.939486	0.397956	0.893181	-0.121967	7.473244	7.246921	1.006154	0.884214	27.721803	0.698169	39.443198	0.115419	0.446625	0	trust	0.879147
399.309602	0.727072	3.051704	0.956389	78.133459	35.58043	7.175719	0.970973	1.779586	0.509446	5.027816	5.036454	0.076373	0.894234	41.52342	0.744401	39.687209	0.106792	0.458296	0	trust	0.818466
187.779183	0.831611	5.17039	0.957689	64.423494	39.376876	0.892294	0.81924	9.996692	0.578145	1.93893	2.199033	-0.04973	0.92138	161.287274	0.6791	35.295079	0.332829	0.406349	0	trust	0.944973
896.977383	0.838281	1.034604	1.00776	101.170239	59.829684	3.962092	0.45404	7.600549	0.066573	3.918318	3.489443	0.010808	0.518622	41.13352	0.833481	56.714504	0.109758	0.207962	0	trust	0.92155
387.563334	0.842741	0.862532	1.035252	87.211162	48.742569	6.720478	0.75433	13.15613	0.119638	4.498613	3.221287	0.879811	0.747774	70.255405	0.776774	47.384893	0.498109	0.16272	0	trust	0.859688
52.442497	0.080868	2.121217	-0.02611	13.142196	6.483142	0.032979	0.197188	3.137544	0.318157	0.319332	0.172538	-0.046736	0.200986	4.055929	0.32621	18.081275	0.813941	0.393303	1	sybil	0.870375
484.87611	0.822148	1.123198	1.069418	78.616911	40.725215	3.048058	0.739606	11.963698	-0.111586	5.242238	4.864632	-0.08254	0.637265	48.223665	0.881762	43.212261	0.310313	0.464941	0	trust	0.910225
238.241276	0.805889	-0.181448	0.066642	145.719165	92.639861	0.798583	0.480316	4.484672	3.075094	2.283559	0.06098	1.943665	0.533659	8.651635	0.561279	48.900291	0.464985	0.507139	1	launder	0.983833
231.372335	0.899763	2.970788	1.051606	69.638258	34.882434	8.486288	0.869357	2.805557	0.353126	5.989701	4.793629	0.970288	0.594274	15.832601	0.641779	30.670575	0.338899	0.090062	0	trust	0.793146
197.092136	0.712306	0.829344	0.857698	89.325711	50.025812	3.671844	0.972326	23.59461	0.252647	2.798586	1.981992	1.068396	0.906164	48.855863	0.622716	47.2676	0.033711	0.273368	0	trust	0.923107
199.188925	0.926393	1.860683	0.012918	91.098359	51.134229	0.714972	0.737272	24.120229	0.573218	7.152347	7.074448	0.015568	0.687031	25.493684	0.853112	48.781851	0.113728	0.202173	0	trust	0.97468
169.948159	0.60845	2.14296	1.011014	60.500091	36.969966	1.194191	0.662192	3.775885	0.369205	5.872556	5.374397	0.090937	0.879872	94.047077	0.698972	27.720683	0.250888	0.038002	0	trust	0.966122
106.881273	0.884003	0.916887	0.98923	83.093404	48.882135	3.204141	0.818802	3.393227	0.170313	4.913557	2.781654	2.027504	0.914286	21.943138	0.823982	38.65868	0.149597	0.101558	0	trust	0.922361
185.878912	0.63109	2.040439	-0.000764	68.686834	37.684932	2.67764	0.377646	19.959138	2.358439	4.066149	4.031637	0.0551	0.587779	5.704504	0.407208	35.358412	0.434743	0.523773	0	trust	0.907341
498.859516	0.773502	4.012368	1.066407	84.49308	42.216801	9.299022	0.863747	43.883453	0.244448	3.471477	3.546154	0.062711	0.840921	118.597661	0.68363	36.369609	0.238622	0.181169	0	trust	0.836299
152.055491	0.818718	0.956384	1.016954	95.621727	53.325345	2.096745	0.915875	17.151623	0.39256	4.138726	3.081827	1.037703	0.800187	75.927488	0.928685	47.525223	0.175702	0.334423	0	trust	0.936265
204.792359	0.578602	0.163533	-0.011498	18.781011	7.551183	3.969605	0.478726	18.249168	0.427992	1.320715	1.491294	0.031221	0.487874	1.198165	0.6237	8.561212	0.38344	0.472902	1	sybil	0.663236
752.504535	0.95285	1.920583	0.980566	79.204365	49.827685	7.156347	0.83619	4.879535	0.400582	5.639474	5.850103	0.024857	0.871041	102.009038	0.713388	39.891496	0.465332	0.403882	0	trust	0.861011
131.602908	0.684814	1.138757	1.042685	81.856003	48.83608	3.863803	0.522817	8.998632	1.941024	6.092931	5.701635	-0.150624	0.641076	21.372315	0.499767	41.860314	0.515893	0.596534	0	trust	0.900226
483.844354	0.953718	1.068484	0.969479	74.344037	43.309232	5.213621	0.882581	12.199253	0.218447	3.729268	2.70213	0.965154	0.824354	35.541931	0.769523	50.630009	0.022115	-0.022152	0	trust	0.887812
183.897577	0.572157	0.043117	-0.072315	18.83891	6.053897	2.294965	0.633537	9.3973	0.663729	2.184959	0.823409	0.965285	0.600651	1.195694	0.554625	19.400825	0.312065	0.437405	1	sybil	0.737395
346.582646	0.906071	0.866686	1.052898	64.266924	36.891062	3.026239	0.609803	15.945444	0.084082	8.242859	8.149089	0.065284	0.796217	17.538485	0.940455	33.074756	0.252296	0.056715	0	trust	0.890271
234.261783	0.568061	3.03441	1.014805	77.355553	39.015033	3.858033	0.513807	4.474814	2.213512	5.03198	4.622918	-0.043067	0.613482	45.426964	0.560536	41.373324	0.537423	0.589635	0	trust	0.877939
131.446056	0.774071	1.956024	-0.004823	103.415513	73.229735	8.256072	0.125553	2.451726	0.691208	5.213624	3.920692	0.906703	0.751955	31.05294	0.835788	33.260516	0.545944	0.885785	1	collusion	0.877336
5.033202	0.304134	-0.010439	-0.011403	9.290459	2.274724	1.018479	0.519106	5.191517	0.900929	-0.487065	-0.073199	0.053876	0.426193	17.608578	0.009859	9.348337	0.840061	0.583878	1	sybil	0.757446
278.611937	0.986971	0.927271	1.015866	82.794362	40.938844	5.701731	0.456717	16.001546	0.250637	4.942683	4.002719	0.977664	0.950028	48.331511	0.621519	35.061033	0.101979	0.335987	0	trust	0.858942
563.280929	0.559054	2.098583	0.018224	80.125329	55.871796	5.845232	0.590219	7.115731	0.042239	4.832755	4.119188	1.02718	0.704638	354.575563	0.980113	43.270362	0.341136	0.13582	0	trust	0.869796
89.524738	0.584187	5.01766	1.028364	68.649178	44.499687	5.22289	0.517218	1.164503	1.950043	8.934228	8.942381	-0.003446	0.414606	28.845878	0.549718	34.513321	0.479652	0.583096	0	trust	0.878046
303.673211	0.755314	1.930918	1.045058	77.810653	46.744472	1.269856	0.761297	20.552768	-0.305162	1.883997	1.964484	0.018845	0.916781	34.803349	0.978859	41.620825	0.127054	0.429655	0	trust	0.952137
63.482747	0.710552	2.177575	0.865186	82.990458	38.314327	5.118147	0.71804	3.143402	0.53974	3.88861	3.130853	0.984888	0.850268	94.073634	0.516922	41.980988	0.41591	0.55412	0	trust	0.886021
243.031581	0.624885	1.717932	1.042788	79.011061	35.829351	4.883197	0.301296	130.911262	1.770904	7.166705	6.160396	0.976844	0.565842	25.546948	0.389544	29.534469	0.470161	0.541226	0	trust	0.850057
212.338338	0.830374	2.08365	0.043019	74.606686	39.34139	7.754111	0.81932	38.999822	0.272712	3.143389	2.069149	-0.033819	0.768488	54.835962	0.546933	53.634345	0.239406	0.205212	0	trust	0.821626
6.735339	0.270366	-0.001414	-0.012614	20.600378	6.256052	1.862594	0.318432	-2.594361	4.994633	0.111618	-0.23599	-0.045721	0.252837	0.402884	0.200499	7.388313	0.404952	0.9494	1	sybil	0.719279
145.940368	0.685742	-0.079668	0.971365	86.814826	43.867356	5.480634	0.495568	6.548724	2.12497	0.910619	0.638566	-0.079939	0.476382	137.368942	0.495218	38.3845	0.481683	0.417036	1	trust	0.859021
451.238212	0.834384	1.986298	0.02348	81.50605	40.370426	5.353592	0.739029	5.211816	0.314333	8.271157	6.92176	0.975362	0.989173	40.574849	0.649542	44.305283	0.198737	0.026784	0	trust	0.879749
193.003718	0.723957	-0.302621	1.083709	79.721227	43.141056	5.207945	0.512138	10.049748	1.912394	4.989713	5.296244	-0.050297	0.527106	23.879364	0.345806	35.653381	0.448706	0.443926	0	trust	0.876009
544.377977	0.717984	-0.12085	0.977376	71.421844	36.197638	5.074597	0.712001	2.442627	-0.251835	6.000194	6.225904	0.070043	0.776271	72.297046	0.685406	36.459942	0.530356	0.431566	0	trust	0.855359
116.073616	0.623045	-0.005715	-0.028438	84.499382	51.553118	2.20791	0.489873	50.141839	2.500526	3.98711	3.771871	-0.099158	0.323066	111.168799	0.543221	34.436827	0.501499	0.527739	0	trust	0.956555
287.72535	0.719072	0.045878	1.023796	69.497087	35.902061	3.873162	0.718568	33.583013	0.970062	2.951449	3.243657	-0.060912	0.766087	36.51685	0.506484	30.578159	0.40603	0.048168	0	trust	0.879383
178.270408	0.953817	2.081048	1.006627	70.994495	24.37603	3.946624	0.657646	26.96144	0.248823	3.706823	4.087126	-0.009409	0.88129	2.654205	0.775149	38.389247	0.236805	0.136968	0	trust	0.837449
458.515658	0.858793	-0.182509	1.060209	71.83401	38.986432	1.845302	0.904737	12.004885	-0.452727	8.254721	7.963929	-0.002834	0.829767	14.876486	0.890237	30.519495	0.568127	0.244453	0	trust	0.929018
9.991193	0.288319	0.060833	-0.041876	12.740395	9.872886	1.633478	0.252784	3.74792	0.693421	0.1252	0.235296	-0.109514	0.041722	11.299021	0.043103	10.70829	0.840333	0.737345	1	sybil	0.759166
243.862388	0.594791	0.647241	1.063564	13.313381	-2.019522	-0.068586	0.58795	1.347891	1.00872	0.721866	0.141384	0.949893	0.545228	1.313523	0.472611	9.077615	0.49288	0.576931	1	sybil	0.759113
217.079778	0.681038	0.047369	0.09572	6.007471	3.416077	2.007099	0.522053	11.407153	0.675957	0.854564	0.995483	0.031034	0.587576	-2.978643	0.510335	11.379011	0.496406	0.480761	1	sybil	0.497833
68.570111	0.856188	1.07917	1.025527	85.735822	55.037991	0.80963	0.668029	20.379993	0.560769	5.817647	4.35357	1.964693	0.932992	31.6662	0.790072	39.866104	0.171447	0.22326	0	trust	0.963495
456.005735	0.798566	4.905454	-0.068855	89.24017	41.823733	3.824091	0.942066	14.588044	-0.013309	8.435804	7.13545	1.062611	0.803116	41.921685	0.547404	39.140502	0.058733	0.09204	0	trust	0.908798
15.635651	0.636539	2.12989	-0.053909	138.868204	108.59562	1.869022	0.208541	4.184441	17.314742	0.167619	0.267658	-0.053658	0.401102	4.532904	0.082637	50.66007	0.32754	0.446054	1	launder	0.960673
137.246713	0.855851	1.261986	0.908113	86.082839	49.170567	5.001453	0.866657	25.733378	0.542573	5.095367	3.315935	1.935267	0.921692	90.201997	0.73194	40.90788	0.294493	0.186602	0	trust	0.887776
298.574094	0.996377	1.978421	0.956151	92.639868	56.014277	3.247815	0.767724	-2.105436	0.316304	2.98217	2.639141	-0.121129	0.754193	87.221193	0.719828	53.212181	0.348907	0.061388	0	trust	0.932998
382.224081	0.827581	4.389282	0.983879	79.0119	46.988791	1.94951	0.791905	2.493455	0.184875	5.766715	4.875457	1.003897	0.786222	114.375661	0.914219	47.786587	0.109085	0.336614	0	trust	0.920097
314.901143	0.769233	5.098751	1.072688	71.909053	41.103878	0.748529	0.709198	4.462961	0.117679	2.837719	1.530875	0.95147	0.786113	46.323559	0.857439	46.306981	0.072722	0.168389	0	trust	0.950689
342.975115	0.946278	0.136991	0.96122	72.659747	42.631516	-0.202102	0.738631	20.218461	0.322649	6.670162	6.139319	1.027392	0.717803	47.92343	0.235621	35.823374	0.285347	0.32403	0	trust	0.973059
392.797713	0.773384	2.349998	1.00842	96.261186	60.450078	0.970267	0.747294	30.813298	0.438556	6.831239	6.772165	-0.043436	0.890347	178.586085	0.747312	56.239096	0.176368	0.264424	0	trust	0.986948
47.96831	0.692225	2.789908	1.052026	95.663332	66.899817	7.050853	0.1854	4.504044	1.231419	4.678681	3.848742	0.855624	0.570766	26.252815	0.56399	44.02102	0.739332	0.852109	0	collusion	0.890723
109.993296	0.85727	2.012886	1.034503	77.40352	42.195974	2.7712	0.559274	23.090671	0.282965	4.0884	4.125244	-0.063125	0.950028	61.124521	0.933244	38.286492	0.223151	0.143565	0	trust	0.929937
338.589697	0.972044	0.965734	1.000924	82.586156	45.281986	6.094305	0.873302	0.489754	0.313618	2.054027	1.990427	0.000654	0.668239	27.327082	0.72728	38.370789	0.150686	0.208132	0	trust	0.847928
223.704261	0.687859	2.242172	-0.034228	100.1144	48.538428	1.168108	0.38385	84.828009	1.466793	1.615883	2.021647	-0.010195	0.496399	84.645444	0.618457	38.183814	0.595665	0.46522	0	trust	0.967839
341.376211	0.732092	2.730277	0.963709	69.519831	39.701236	1.784448	0.92562	18.646086	0.158087	1.939574	2.174063	0.079464	0.802887	34.849591	0.408432	38.503546	0.122681	0.349982	0	trust	0.929047
168.430027	0.897694	0.93895	1.005597	78.806902	41.811443	4.846245	0.900302	6.170214	0.07911	4.916193	4.667667	-0.002644	0.851293	81.03037	0.726139	46.210635	0.376699	0.169721	0	trust	0.882193
93.518677	0.877915	-0.019754	1.026904	68.092894	37.407004	2.836481	0.60274	1.018827	0.558057	3.659567	4.414001	-0.070453	0.66864	45.761203	0.690313	36.057179	0.348832	0.280388	0	trust	0.8922
219.555327	0.659656	2.044037	0.025419	94.738599	44.442433	4.432545	0.451642	13.894279	2.104982	2.877017	2.834499	0.024175	0.528128	52.966742	0.556295	49.805134	0.443314	0.57364	0	trust	0.893094

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ERC-8004 Simulated Agents — labeled synthetic dataset (6,000 agents)

⚠️ This dataset is fully synthetic. No public labeled dataset of malicious ERC-8004 agents exists (the standard reached mainnet in 2026 and exposes no trust label), so this dataset simulates the feature distributions the three ERC-8004 registries would expose, for training/evaluating trustworthiness models. For real on-chain data see the companion Base mainnet census.

Composition

6,000 agents, 1,870 malicious (31.2%):

`subtype`	rows	Description
`trust`	4,200	Legitimate agents, including atypical "cold start" profiles (and 70 sophisticated adversaries that mimic normal agents, labeled malicious)
`sybil`	720	Mass-created identities: young, low completeness, low issuer diversity
`launder`	600	Reputation laundering: bursts of low-value positive feedback concentrated in time
`collusion`	480	Mutual-feedback rings: high reciprocity and clustering coefficient

Class overlap is intentional (sophisticated adversaries + atypical legitimate agents) to keep the task realistically hard.

Columns

20 features + label (0 = trustworthy, 1 = malicious) + subtype (generation regime):

Identity: identity_age_days, agent_card_completeness, linked_dids, identity_validated
Reputation: rep_positive, rep_negative, rep_ratio, issuer_diversity, rep_recency_days, rep_velocity
Validation (simulated — ValidationRegistry is not on Base mainnet): val_requested, val_passed, val_failed, validator_avg_reputation
Behavior/temporal/graph: interaction_count, interaction_value_avg, temporal_regularity, graph_degree, graph_clustering_coef, reciprocity

Intended use

Benchmarking anomaly detectors and supervised baselines for agent-trust research (used to train/evaluate AgentTrust-8004: Isolation Forest AUC-ROC 0.869 label-free; XGBoost ceiling 0.959 with labels). Do not report metrics from this dataset as real-world performance.

Attribution (CC-BY-4.0)

Pari Cahuna, R. E. (2026). ERC-8004 Simulated Agents. Master's in Data Science & AI, UAGRM School of Engineering. https://huggingface.co/datasets/rsoft-latam/erc8004-simulated-agents

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Models trained or fine-tuned on rsoft-latam/erc8004-simulated-agents

rsoft-latam/AgentTrust-8004

Tabular Classification • Updated 14 days ago • 1