participant_id	Gender	Age	Group	task_sequence	noise_burst	burst_rating	REW_RTs	PUN_RTs	REW_PES	REW_PCS	PUN_PES	PUN_PCS	REW_winstay	REW_loseshift	PUN_winstay	PUN_loseshift	REWpos_rating	REWneg_rating	PUNpos_rating	PUNneg_rating	M5_REW_alpha	M5_REW_beta	M5_REW_decay	M5_PUN_alpha	M5_PUN_beta	M5_PUN_decay	Comments	Excluded
sub-s1	26	F	n/a	1	87	2	714.8039285714	563.3367857143	685.3167938931	829.6750000000	521.5044776119	616.1275862069	0.8136645963	0.3389830508	0.8170731707	0.2521739130	3	2	4	4	0.8766024088	3.9013206899	0.7485141226	0.6292154453	4.8999159161	0.2190741023	n/a	n/a
sub-s10	25	F	n/a	2	90	4	810.5735714286	1204.9150000000	615.0121428571	643.8791666667	652.6251748252	703.8866666667	0.7734806630	0.2448979592	0.8993710692	0.1250000000	4	2	4	3	0.2847177591	2.6495646704	0.3484373350	0.1856882989	5.1745021026	0.7637690994	n/a	n/a
sub-s11	27	M	n/a	1	90	3	613.4782142857	555.0767857143	799.2363636364	762.4848484848	1298.1645454546	1073.6973684210	0.7810650888	0.3000000000	0.7096774194	0.3064516129	3	1	2	2	0.7348377289	3.4636646406	0.0500352169	0.6406885567	2.7309499915	0.2055229498	n/a	n/a
sub-s12	22	M	n/a	1	90	4	876.9010714286	1057.8000000000	585.6612903226	674.1058823529	553.2893129771	519.2147058824	0.7515151515	0.2982456140	0.8036809816	0.2931034483	2	0	4	4	0.6649628761	2.7720469833	0.2482287074	0.7967920811	3.9868844592	0.1164770759	n/a	n/a
sub-s13	26	F	n/a	2	84	4	775.5603571429	934.8285714286	829.0883211679	831.0300000000	1134.0434782609	895.9578947368	0.7965116279	0.1869158879	0.8846153846	0.1544715447	3	0	3	3	0.4300513488	2.2574440402	0.9999999974	0.2821936727	3.5183727878	0.9999999991	n/a	n/a
sub-s14	24	F	n/a	2	90	4	915.3400000000	1062.0514285714	749.5786259542	679.7611111111	925.8241935484	880.8500000000	0.7891566265	0.1592920354	0.7469879518	0.2300884956	4	2	3	4	0.0990943092	5.5104331891	0.9073059761	0.1711163974	3.5529662377	0.4791684874	n/a	n/a
sub-s15	23	F	n/a	1	87	4	963.9971428571	882.6539285714	922.1075630252	897.4171428571	1107.5198347107	1058.9275000000	0.7777777778	0.2777777778	0.7202380952	0.3603603604	2	1	4	4	0.6767291760	3.6910596582	0.2802949262	0.5455241871	2.5198788031	0.1388025439	n/a	n/a
sub-s16	22	M	n/a	2	90	3	666.5992857143	952.0489285714	952.6487603306	889.4590909091	896.9946153846	691.6904761905	0.7610062893	0.1833333333	0.7738095238	0.1891891892	3	2	4	3	0.1816221544	3.3803548788	0.9999999004	0.3743336045	2.2475823732	0.9999999591	n/a	n/a
sub-s17	24	M	n/a	1	90	3	567.0371428571	678.6560714286	621.6483870968	646.8555555556	911.0228758170	847.2043478261	0.7898089172	0.2950819672	0.8742857143	0.2211538462	3	0	4	4	0.4642121436	2.3052455133	0.9999999319	0.5041963333	3.8461548409	0.1033975651	n/a	n/a
sub-s18	26	F	n/a	2	90	2	548.8235714286	673.3382142857	576.0743421053	477.2384615385	700.1304054054	483.6357142857	0.8837209302	0.1214953271	0.8314606742	0.1386138614	3	2	2	2	0.1976483778	4.4726633292	0.6024216739	0.1556936113	4.2399206218	0.8080428916	n/a	n/a
sub-s19	25	F	n/a	2	87	4	896.7364285714	1076.1553571429	532.7707142857	536.9050000000	665.2770370370	671.3454545455	0.7909604520	0.1960784314	0.8132530120	0.1946902655	2	1	2	3	0.2131454571	3.0950690712	0.5098765957	0.2639278288	3.3551864496	0.8508853439	n/a	n/a
sub-s2	26	M	n/a	2	84	2	667.8957142857	742.9110714286	673.8464000000	627.2142857143	739.9789473684	796.6407407407	0.7267441860	0.1962616822	0.7643678161	0.2571428571	3	1	4	3	0.1660348816	3.5910013966	0.2527884413	0.1030815062	3.8379902238	0.2334401207	n/a	n/a
sub-s20	29	F	n/a	1	90	2	859.5564285714	765.1125000000	911.4144230769	813.5473684211	1016.8400000000	1270.8000000000	0.6500000000	0.3193277311	0.6774193548	0.2983870968	1	0	4	4	0.9999999985	2.2091088327	0.8616596947	0.9999999994	2.9176696241	0.8787161119	n/a	n/a
sub-s21	20	F	n/a	2	90	2	596.3832142857	647.5117857143	836.3619354839	841.3875000000	752.0036144578	627.1500000000	0.8908045977	0.0761904762	0.9071038251	0.0625000000	2	1	1	2	0.1083641164	6.0981662899	0.8477468219	0.1186645814	5.8428343118	0.9999999465	n/a	n/a
sub-s22	23	M	n/a	1	90	3	749.8182142857	725.9864285714	598.4598726115	571.0133333333	636.9882022472	780.2428571429	0.8532608696	0.1578947368	0.9673913043	0.0736842105	4	2	4	4	0.2429338966	3.6603350572	0.3618643297	0.4078778018	6.7174987447	0.5839395577	n/a	n/a
sub-s23	22	M	n/a	1	87	4	764.7192857143	711.7332142857	766.0763888889	837.0045454545	701.4765765766	860.9400000000	0.8228571429	0.2115384615	0.6981132075	0.2916666667	1	0	4	4	0.5235851105	3.3857163207	0.3360421947	0.7757205861	2.6431162405	0.0010713285	n/a	n/a
sub-s24	19	F	n/a	1	87	2	854.3585714286	703.7660714286	772.6158730159	702.6875000000	745.5074074074	629.4789473684	0.7682926829	0.3478260870	0.8083832335	0.3392857143	2	0	3	2	0.8804831323	2.7863476505	0.9999999530	0.6837289606	3.5743944276	0.2279550384	n/a	n/a
sub-s25	20	F	n/a	2	90	3	647.3610714286	874.8010714286	836.0821917808	980.2200000000	737.3605633803	786.8200000000	0.8538011696	0.1388888889	0.8819875776	0.1271186441	2	1	0	3	0.1893217972	4.1145762921	0.9999999905	0.1618741317	5.1711108199	0.9999999947	n/a	n/a
sub-s26	19	F	n/a	2	87	3	636.3732142857	692.4210714286	654.7096774194	609.9818181818	873.8512048193	841.9000000000	0.9226190476	0.0990990991	0.8877005348	0.1086956522	4	1	3	2	0.1302004543	5.8164080014	0.6038106702	0.2325769595	3.9430363784	0.9999999949	n/a	n/a
sub-s3	33	M	n/a	1	90	3	813.0453571429	728.4414285714	759.7290322581	953.6000000000	742.7950310559	767.1312500000	0.8908045977	0.1904761905	0.8994413408	0.1600000000	2	2	3	3	0.7323274892	9.9999998098	0.0000000066	0.6542496245	5.8302238441	0.5105048278	n/a	n/a
sub-s4	25	F	n/a	2	90	3	667.7053571429	997.2389285714	663.6061224490	812.4000000000	929.5104938272	837.6800000000	0.7903225806	0.1612903226	0.9642857143	0.0900900901	2	1	1	2	0.1399598315	4.3256316639	0.9999999601	0.1491950464	5.9790035836	0.9999999973	n/a	n/a
sub-s5	21	F	n/a	2	90	2	717.0825000000	779.6453571429	n/a	n/a	n/a	n/a	n/a	n/a	n/a	n/a	2	2	4	3	n/a	n/a	n/a	n/a	n/a	n/a	Due to technical issues with the saving of EEG data, 23 trials in the punishment task were not recorded. Feedback arrays were derived from the EEG markers which is why the PES/PCS are missing.	Excluded participant due to technical issues with EEG recording. Computational models were not fit to behavioral data for this participant.
sub-s6	27	M	n/a	1	90	3	1027.5771428571	850.1996428571	622.7118421053	742.0312500000	779.2658914729	876.8607142857	0.5547445255	0.5633802817	0.7724550898	0.2500000000	2	4	4	3	0.9999998954	0.7025368612	0.0000001484	0.8819015674	3.8440845196	0.2648735926	n/a	n/a
sub-s7	22	M	n/a	1	90	4	678.9885714286	619.1685714286	985.1068493151	1075.6600000000	859.0147887324	643.4956521739	0.8538011696	0.2314814815	0.8502994012	0.2053571429	2	3	4	4	n/a	n/a	n/a	n/a	n/a	n/a	Recorded with 512 Hz sampling rate instead of 1024 Hz.	Excluded due to event-related muscle artefacts. Computational models were not fit to behavioral data for this participant.
sub-s8	26	M	n/a	2	90	3	883.4142857143	1069.3728571429	683.7245033113	600.4777777778	619.4727272727	595.9750000000	0.8483146067	0.1782178218	0.8800000000	0.0769230769	4	2	3	3	0.1539194219	4.3892500650	0.9999999816	0.1969726710	4.7861320920	0.9999999579	n/a	n/a
sub-s9	21	F	n/a	1	87	3	599.8071428571	639.4428571429	881.2405797101	811.7500000000	1063.7901960784	910.2454545455	0.8414634146	0.3304347826	0.8793103448	0.2095238095	3	3	4	3	n/a	n/a	n/a	n/a	n/a	n/a	n/a	Excluded due to event-related muscle artefacts. Computational models were not fit to behavioral data for this participant.