diff --git a/data/alldata-expe-lem.csv b/data/alldata-expe-lem.csv
index 326e96f631f559d295888fd470a131bf88e66570..24084be7574a68d97fc2aed0bb9f6b03afbbf05b 100644
--- a/data/alldata-expe-lem.csv
+++ b/data/alldata-expe-lem.csv
@@ -1,5941 +1,10781 @@
 "trial","round","category","item","error","reactionTime","id"
-0,0,"P",0,0,1298,"1832683201"
-0,1,"P",1,0,787,"1832683201"
-0,2,"P",2,0,813,"1832683201"
-0,3,"P",1,0,743,"1832683201"
-0,4,"P",0,0,624,"1832683201"
-0,5,"A",2,0,731,"1832683201"
-0,6,"P",0,0,769,"1832683201"
-0,7,"A",2,0,838,"1832683201"
-0,8,"P",0,0,631,"1832683201"
-0,9,"A",2,0,729,"1832683201"
-0,10,"A",1,6,5630,"1832683201"
-0,11,"P",2,0,1656,"1832683201"
-0,12,"P",1,0,501,"1832683201"
-0,13,"A",2,0,689,"1832683201"
-0,14,"A",0,0,805,"1832683201"
-0,15,"P",2,0,643,"1832683201"
-0,16,"A",1,0,1303,"1832683201"
-0,17,"P",2,0,678,"1832683201"
-0,18,"P",1,0,948,"1832683201"
-0,19,"P",0,0,641,"1832683201"
-1,0,"1",1,0,1428,"1832683201"
-1,1,"2",2,0,965,"1832683201"
-1,2,"1",1,0,1063,"1832683201"
-1,3,"1",2,0,788,"1832683201"
-1,4,"1",1,0,1213,"1832683201"
-1,5,"2",2,0,704,"1832683201"
-1,6,"2",0,0,925,"1832683201"
-1,7,"1",2,0,749,"1832683201"
-1,8,"2",1,0,707,"1832683201"
-1,9,"2",0,0,841,"1832683201"
-1,10,"2",2,0,917,"1832683201"
-1,11,"1",0,0,888,"1832683201"
-1,12,"1",1,0,1830,"1832683201"
-1,13,"1",2,0,610,"1832683201"
-1,14,"2",0,0,1008,"1832683201"
-1,15,"1",1,0,692,"1832683201"
-1,16,"2",2,0,995,"1832683201"
-1,17,"2",1,0,1004,"1832683201"
-1,18,"1",2,0,676,"1832683201"
-1,19,"2",0,0,756,"1832683201"
-2,0,"A",1,0,1644,"1832683201"
-2,1,"2",2,0,2396,"1832683201"
-2,2,"A",2,0,1652,"1832683201"
-2,3,"1",1,0,1551,"1832683201"
-2,4,"A",0,0,1186,"1832683201"
-2,5,"1",0,0,805,"1832683201"
-2,6,"P",1,0,981,"1832683201"
-2,7,"2",2,0,867,"1832683201"
-2,8,"P",2,0,742,"1832683201"
-2,9,"1",0,0,965,"1832683201"
-2,10,"A",1,0,1312,"1832683201"
-2,11,"1",1,0,863,"1832683201"
-2,12,"P",2,0,892,"1832683201"
-2,13,"1",2,0,1490,"1832683201"
-2,14,"P",0,0,942,"1832683201"
-2,15,"2",0,0,920,"1832683201"
-2,16,"A",1,0,993,"1832683201"
-2,17,"2",2,0,1316,"1832683201"
-2,18,"P",2,0,1134,"1832683201"
-2,19,"1",1,0,866,"1832683201"
-2,20,"P",1,0,709,"1832683201"
-2,21,"2",2,0,1310,"1832683201"
-2,22,"A",2,0,766,"1832683201"
-2,23,"2",0,0,885,"1832683201"
-2,24,"P",0,0,1010,"1832683201"
-2,25,"2",2,0,1141,"1832683201"
-2,26,"P",1,0,698,"1832683201"
-2,27,"1",0,0,752,"1832683201"
-2,28,"A",2,0,1666,"1832683201"
-2,29,"2",2,0,900,"1832683201"
-2,30,"P",0,0,1262,"1832683201"
-2,31,"1",1,0,732,"1832683201"
-2,32,"A",2,0,939,"1832683201"
-2,33,"2",0,0,652,"1832683201"
-2,34,"P",0,0,1471,"1832683201"
-2,35,"2",1,0,1000,"1832683201"
-2,36,"A",1,0,702,"1832683201"
-2,37,"1",0,0,649,"1832683201"
-2,38,"P",0,0,609,"1832683201"
-2,39,"2",1,1,1560,"1832683201"
-3,0,"P",2,0,1200,"1832683201"
-3,1,"1",0,0,1139,"1832683201"
-3,2,"A",0,1,1377,"1832683201"
-3,3,"2",1,0,806,"1832683201"
-3,4,"A",2,0,667,"1832683201"
-3,5,"1",0,0,886,"1832683201"
-3,6,"P",1,0,704,"1832683201"
-3,7,"1",1,0,1369,"1832683201"
-3,8,"A",2,0,835,"1832683201"
-3,9,"2",2,0,698,"1832683201"
-3,10,"A",1,0,642,"1832683201"
-3,11,"2",1,0,968,"1832683201"
-3,12,"A",2,0,771,"1832683201"
-3,13,"2",0,0,738,"1832683201"
-3,14,"P",0,0,722,"1832683201"
-3,15,"2",1,0,900,"1832683201"
-3,16,"A",1,0,1843,"1832683201"
-3,17,"1",0,0,703,"1832683201"
-3,18,"A",0,1,1552,"1832683201"
-3,19,"2",2,0,906,"1832683201"
-3,20,"A",2,0,738,"1832683201"
-3,21,"2",1,1,1843,"1832683201"
-3,22,"A",1,0,2722,"1832683201"
-3,23,"2",0,0,653,"1832683201"
-3,24,"A",2,0,679,"1832683201"
-3,25,"2",1,0,645,"1832683201"
-3,26,"A",1,0,700,"1832683201"
-3,27,"1",0,0,773,"1832683201"
-3,28,"A",2,0,807,"1832683201"
-3,29,"1",2,0,920,"1832683201"
-3,30,"A",0,0,776,"1832683201"
-3,31,"1",1,0,839,"1832683201"
-3,32,"A",1,0,729,"1832683201"
-3,33,"2",2,0,664,"1832683201"
-3,34,"A",0,0,734,"1832683201"
-3,35,"2",1,1,1890,"1832683201"
-3,36,"A",1,0,779,"1832683201"
-3,37,"1",2,0,1212,"1832683201"
-3,38,"P",0,0,1188,"1832683201"
-3,39,"1",1,0,863,"1832683201"
-4,0,"P",2,0,1416,"1832683201"
-4,1,"P",1,0,480,"1832683201"
-4,2,"A",0,0,871,"1832683201"
-4,3,"A",1,0,653,"1832683201"
-4,4,"A",2,0,507,"1832683201"
-4,5,"A",1,0,623,"1832683201"
-4,6,"A",0,0,527,"1832683201"
-4,7,"P",1,0,2844,"1832683201"
-4,8,"P",0,0,746,"1832683201"
-4,9,"A",2,0,790,"1832683201"
-4,10,"P",1,0,870,"1832683201"
-4,11,"P",0,0,1066,"1832683201"
-4,12,"P",1,0,630,"1832683201"
-4,13,"A",2,0,1398,"1832683201"
-4,14,"A",1,0,766,"1832683201"
-4,15,"A",2,0,628,"1832683201"
-4,16,"P",0,0,682,"1832683201"
-4,17,"A",1,0,824,"1832683201"
-4,18,"A",2,1,1832,"1832683201"
-4,19,"A",1,0,1148,"1832683201"
-5,0,"A",2,0,1236,"1832683201"
-5,1,"2",2,0,889,"1832683201"
-5,2,"A",1,0,950,"1832683201"
-5,3,"1",0,0,770,"1832683201"
-5,4,"A",0,0,1315,"1832683201"
-5,5,"1",1,0,1049,"1832683201"
-5,6,"A",2,0,1024,"1832683201"
-5,7,"1",2,0,751,"1832683201"
-5,8,"P",1,0,934,"1832683201"
-5,9,"1",1,0,698,"1832683201"
-5,10,"A",2,1,959,"1832683201"
-5,11,"1",2,0,956,"1832683201"
-5,12,"P",0,0,854,"1832683201"
-5,13,"1",1,0,669,"1832683201"
-5,14,"A",2,0,749,"1832683201"
-5,15,"1",0,0,785,"1832683201"
-5,16,"P",0,0,889,"1832683201"
-5,17,"2",1,0,791,"1832683201"
-5,18,"A",2,0,884,"1832683201"
-5,19,"2",2,0,1084,"1832683201"
-5,20,"A",0,0,804,"1832683201"
-5,21,"2",0,0,732,"1832683201"
-5,22,"P",1,0,741,"1832683201"
-5,23,"2",2,0,771,"1832683201"
-5,24,"P",2,0,655,"1832683201"
-5,25,"1",1,0,1394,"1832683201"
-5,26,"A",1,0,1021,"1832683201"
-5,27,"2",2,0,1396,"1832683201"
-5,28,"A",2,0,872,"1832683201"
-5,29,"1",1,0,658,"1832683201"
-5,30,"A",0,0,727,"1832683201"
-5,31,"1",2,0,746,"1832683201"
-5,32,"P",2,0,819,"1832683201"
-5,33,"1",1,0,755,"1832683201"
-5,34,"P",0,0,842,"1832683201"
-5,35,"1",2,0,924,"1832683201"
-5,36,"A",1,0,950,"1832683201"
-5,37,"2",0,0,1050,"1832683201"
-5,38,"P",0,0,730,"1832683201"
-5,39,"2",1,0,576,"1832683201"
-6,0,"P",2,0,833,"1832683201"
-6,1,"1",2,0,695,"1832683201"
-6,2,"P",0,1,1146,"1832683201"
-6,3,"1",1,0,707,"1832683201"
-6,4,"A",2,0,670,"1832683201"
-6,5,"2",0,0,586,"1832683201"
-6,6,"A",0,0,647,"1832683201"
-6,7,"1",1,0,640,"1832683201"
-6,8,"A",1,0,589,"1832683201"
-6,9,"1",2,0,645,"1832683201"
-6,10,"A",2,0,673,"1832683201"
-6,11,"1",0,0,642,"1832683201"
-6,12,"P",0,0,1430,"1832683201"
-6,13,"2",2,0,1369,"1832683201"
-6,14,"A",1,0,678,"1832683201"
-6,15,"2",0,0,592,"1832683201"
-6,16,"A",2,1,1306,"1832683201"
-6,17,"1",2,0,819,"1832683201"
-6,18,"A",0,0,727,"1832683201"
-6,19,"1",0,0,913,"1832683201"
-6,20,"A",2,0,669,"1832683201"
-6,21,"1",1,0,637,"1832683201"
-6,22,"P",1,0,709,"1832683201"
-6,23,"1",0,0,627,"1832683201"
-6,24,"A",0,0,659,"1832683201"
-6,25,"2",1,0,623,"1832683201"
-6,26,"A",1,0,723,"1832683201"
-6,27,"2",0,0,578,"1832683201"
-6,28,"A",2,0,603,"1832683201"
-6,29,"2",2,0,737,"1832683201"
-6,30,"P",1,1,1753,"1832683201"
-6,31,"2",1,0,1766,"1832683201"
-6,32,"A",0,0,651,"1832683201"
-6,33,"1",0,0,670,"1832683201"
-6,34,"A",1,0,774,"1832683201"
-6,35,"2",1,0,732,"1832683201"
-6,36,"A",2,0,723,"1832683201"
-6,37,"1",0,1,1459,"1832683201"
-6,38,"A",0,0,805,"1832683201"
-6,39,"1",2,0,831,"1832683201"
-0,0,"A",1,0,22197,"222109674"
-0,1,"P",2,1,8467,"222109674"
-0,2,"P",1,0,1775,"222109674"
-0,3,"P",0,0,3827,"222109674"
-0,4,"A",2,0,1580,"222109674"
-0,5,"P",0,1,1809,"222109674"
-0,6,"P",1,0,1977,"222109674"
-0,7,"A",2,3,4089,"222109674"
-0,8,"P",1,0,1001,"222109674"
-0,9,"A",2,0,842,"222109674"
-0,10,"A",1,0,1438,"222109674"
-0,11,"A",0,0,1298,"222109674"
-0,12,"A",1,0,680,"222109674"
-0,13,"A",0,0,562,"222109674"
-0,14,"A",2,0,893,"222109674"
-0,15,"P",0,0,1376,"222109674"
-0,16,"A",1,0,781,"222109674"
-0,17,"P",2,0,851,"222109674"
-0,18,"P",0,1,2390,"222109674"
-0,19,"P",1,1,2281,"222109674"
-1,0,"1",0,0,2363,"222109674"
-1,1,"2",2,0,1224,"222109674"
-1,2,"2",0,0,992,"222109674"
-1,3,"1",1,0,862,"222109674"
-1,4,"1",2,0,910,"222109674"
-1,5,"1",1,1,2177,"222109674"
-1,6,"1",2,0,892,"222109674"
-1,7,"2",0,0,837,"222109674"
-1,8,"1",1,0,645,"222109674"
-1,9,"2",0,0,719,"222109674"
-1,10,"1",2,0,555,"222109674"
-1,11,"1",1,0,799,"222109674"
-1,12,"2",0,0,649,"222109674"
-1,13,"1",2,0,574,"222109674"
-1,14,"1",1,0,864,"222109674"
-1,15,"2",2,0,717,"222109674"
-1,16,"2",1,0,816,"222109674"
-1,17,"1",2,0,627,"222109674"
-1,18,"1",1,0,897,"222109674"
-1,19,"2",2,0,683,"222109674"
-2,0,"A",1,0,1843,"222109674"
-2,1,"1",0,0,1052,"222109674"
-2,2,"P",2,0,1716,"222109674"
-2,3,"2",1,0,1152,"222109674"
-2,4,"A",0,0,792,"222109674"
-2,5,"1",2,0,873,"222109674"
-2,6,"A",2,0,949,"222109674"
-2,7,"1",1,0,701,"222109674"
-2,8,"A",0,0,684,"222109674"
-2,9,"1",0,0,843,"222109674"
-2,10,"P",1,0,771,"222109674"
-2,11,"1",2,0,927,"222109674"
-2,12,"P",2,0,1115,"222109674"
-2,13,"2",0,0,1098,"222109674"
-2,14,"A",0,0,668,"222109674"
-2,15,"2",2,0,770,"222109674"
-2,16,"A",1,0,687,"222109674"
-2,17,"1",0,0,972,"222109674"
-2,18,"A",0,0,1274,"222109674"
-2,19,"1",2,0,721,"222109674"
-2,20,"A",2,0,707,"222109674"
-2,21,"1",1,0,683,"222109674"
-2,22,"A",1,0,657,"222109674"
-2,23,"2",2,0,664,"222109674"
-2,24,"P",2,0,1038,"222109674"
-2,25,"2",1,0,989,"222109674"
-2,26,"P",1,1,2049,"222109674"
-2,27,"2",0,0,1060,"222109674"
-2,28,"P",0,1,1472,"222109674"
-2,29,"1",1,0,958,"222109674"
-2,30,"P",1,0,1516,"222109674"
-2,31,"2",2,0,645,"222109674"
-2,32,"A",2,0,774,"222109674"
-2,33,"2",0,0,631,"222109674"
-2,34,"P",0,1,1327,"222109674"
-2,35,"2",1,0,654,"222109674"
-2,36,"P",2,0,622,"222109674"
-2,37,"2",2,0,776,"222109674"
-2,38,"A",1,0,559,"222109674"
-2,39,"2",0,0,635,"222109674"
-3,0,"P",0,1,3176,"222109674"
-3,1,"1",1,0,772,"222109674"
-3,2,"A",2,0,823,"222109674"
-3,3,"1",2,0,757,"222109674"
-3,4,"P",0,1,1202,"222109674"
-3,5,"1",0,1,1002,"222109674"
-3,6,"P",2,1,2192,"222109674"
-3,7,"2",1,0,615,"222109674"
-3,8,"A",0,0,621,"222109674"
-3,9,"2",2,0,617,"222109674"
-3,10,"P",2,0,1270,"222109674"
-3,11,"1",1,0,1384,"222109674"
-3,12,"P",0,1,1261,"222109674"
-3,13,"1",0,1,1031,"222109674"
-3,14,"A",1,0,806,"222109674"
-3,15,"1",1,0,696,"222109674"
-3,16,"A",2,0,668,"222109674"
-3,17,"1",0,0,621,"222109674"
-3,18,"A",1,0,491,"222109674"
-3,19,"2",2,0,612,"222109674"
-3,20,"P",2,1,1780,"222109674"
-3,21,"1",1,1,911,"222109674"
-3,22,"A",1,0,981,"222109674"
-3,23,"1",0,0,759,"222109674"
-3,24,"A",0,0,813,"222109674"
-3,25,"2",1,0,617,"222109674"
-3,26,"A",1,0,668,"222109674"
-3,27,"2",0,0,685,"222109674"
-3,28,"P",0,0,1251,"222109674"
-3,29,"2",1,0,1049,"222109674"
-3,30,"P",2,0,1114,"222109674"
-3,31,"2",0,0,1262,"222109674"
-3,32,"A",0,0,738,"222109674"
-3,33,"1",2,0,798,"222109674"
-3,34,"P",1,1,1436,"222109674"
-3,35,"1",0,1,944,"222109674"
-3,36,"P",2,1,947,"222109674"
-3,37,"2",1,0,1110,"222109674"
-3,38,"A",0,0,593,"222109674"
-3,39,"1",0,0,885,"222109674"
-4,0,"A",2,0,2971,"222109674"
-4,1,"P",0,1,1149,"222109674"
-4,2,"A",2,0,844,"222109674"
-4,3,"P",1,0,2347,"222109674"
-4,4,"P",2,0,979,"222109674"
-4,5,"P",1,0,758,"222109674"
-4,6,"A",0,0,784,"222109674"
-4,7,"A",2,0,1470,"222109674"
-4,8,"A",0,0,1457,"222109674"
-4,9,"A",2,0,791,"222109674"
-4,10,"P",0,1,910,"222109674"
-4,11,"P",1,2,2054,"222109674"
-4,12,"A",2,0,975,"222109674"
-4,13,"A",0,0,1242,"222109674"
-4,14,"A",1,0,693,"222109674"
-4,15,"A",2,0,616,"222109674"
-4,16,"P",0,1,1207,"222109674"
-4,17,"P",2,0,2005,"222109674"
-4,18,"A",0,1,1083,"222109674"
-4,19,"P",1,0,1582,"222109674"
-5,0,"A",1,0,2598,"222109674"
-5,1,"2",1,0,1343,"222109674"
-5,2,"P",0,0,2818,"222109674"
-5,3,"1",0,0,873,"222109674"
-5,4,"P",2,0,1154,"222109674"
-5,5,"2",1,0,731,"222109674"
-5,6,"P",0,0,1498,"222109674"
-5,7,"2",2,0,658,"222109674"
-5,8,"A",2,0,1464,"222109674"
-5,9,"2",0,0,956,"222109674"
-5,10,"P",1,0,1172,"222109674"
-5,11,"2",2,0,1197,"222109674"
-5,12,"A",2,0,1310,"222109674"
-5,13,"2",1,0,753,"222109674"
-5,14,"A",0,1,1486,"222109674"
-5,15,"1",0,0,833,"222109674"
-5,16,"A",1,0,3258,"222109674"
-5,17,"1",2,0,1122,"222109674"
-5,18,"P",0,1,1805,"222109674"
-5,19,"2",1,0,810,"222109674"
-5,20,"A",2,0,1629,"222109674"
-5,21,"1",2,0,1125,"222109674"
-5,22,"A",1,0,760,"222109674"
-5,23,"2",0,0,1377,"222109674"
-5,24,"P",0,0,922,"222109674"
-5,25,"1",2,0,949,"222109674"
-5,26,"A",2,0,847,"222109674"
-5,27,"2",1,0,736,"222109674"
-5,28,"A",1,0,819,"222109674"
-5,29,"2",0,0,1009,"222109674"
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-0,0,"A",2,0,5531,"914111852"
-0,1,"P",1,0,6248,"914111852"
-0,2,"P",2,0,3360,"914111852"
-0,3,"P",0,0,4369,"914111852"
-0,4,"P",2,0,6319,"914111852"
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-0,8,"A",2,0,19314,"914111852"
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-0,13,"P",2,0,1991,"914111852"
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-2,0,"P",1,0,2910,"914111852"
-2,1,"2",2,0,4784,"914111852"
-2,2,"P",2,0,2168,"914111852"
-2,3,"1",0,0,3208,"914111852"
-2,4,"P",0,0,2073,"914111852"
-2,5,"2",1,0,1168,"914111852"
-2,6,"A",2,0,1074,"914111852"
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-2,9,"1",1,0,1008,"914111852"
-2,10,"P",2,0,1298,"914111852"
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-2,12,"P",0,0,1564,"914111852"
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-2,14,"P",2,0,1248,"914111852"
-2,15,"2",0,0,2254,"914111852"
-2,16,"P",1,0,1533,"914111852"
-2,17,"1",1,0,1128,"914111852"
-2,18,"P",0,1,9172,"914111852"
-2,19,"1",2,0,1095,"914111852"
-2,20,"A",1,0,1359,"914111852"
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-2,24,"P",0,0,1657,"914111852"
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-2,28,"P",2,0,1077,"914111852"
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-2,32,"P",1,0,1589,"914111852"
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-3,0,"P",0,0,1932,"914111852"
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-4,0,"P",1,0,2361,"914111852"
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-4,3,"P",0,0,979,"914111852"
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-4,14,"P",0,0,1194,"914111852"
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-4,17,"A",2,0,942,"914111852"
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-5,0,"P",1,0,2426,"914111852"
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-5,2,"P",2,0,1329,"914111852"
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-5,7,"1",0,0,1166,"914111852"
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-5,15,"2",2,0,1687,"914111852"
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-5,24,"P",0,0,1166,"914111852"
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-5,28,"P",1,0,922,"914111852"
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-5,34,"P",1,0,1325,"914111852"
-5,35,"2",0,0,920,"914111852"
-5,36,"A",2,0,951,"914111852"
-5,37,"2",1,0,1152,"914111852"
-5,38,"A",0,0,1156,"914111852"
-5,39,"2",0,0,1109,"914111852"
-6,0,"A",1,0,1263,"914111852"
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-6,2,"P",2,0,644,"914111852"
-6,3,"2",1,0,1012,"914111852"
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-6,5,"1",2,0,622,"914111852"
-6,6,"P",1,0,727,"914111852"
-6,7,"1",1,0,550,"914111852"
-6,8,"P",0,0,943,"914111852"
-6,9,"1",2,0,604,"914111852"
-6,10,"P",2,0,665,"914111852"
-6,11,"2",0,0,1017,"914111852"
-6,12,"A",0,0,839,"914111852"
-6,13,"2",1,0,895,"914111852"
-6,14,"P",2,0,1534,"914111852"
-6,15,"1",2,0,731,"914111852"
-6,16,"P",1,0,762,"914111852"
-6,17,"2",1,0,1099,"914111852"
-6,18,"A",0,0,1042,"914111852"
-6,19,"1",0,0,696,"914111852"
-6,20,"A",1,0,1382,"914111852"
-6,21,"2",1,0,1708,"914111852"
-6,22,"A",2,0,794,"914111852"
-6,23,"2",0,0,656,"914111852"
-6,24,"P",0,0,933,"914111852"
-6,25,"1",1,0,754,"914111852"
-6,26,"A",1,0,1033,"914111852"
-6,27,"2",0,0,993,"914111852"
-6,28,"A",2,0,962,"914111852"
-6,29,"2",1,0,791,"914111852"
-6,30,"P",1,0,659,"914111852"
-6,31,"2",2,0,1121,"914111852"
-6,32,"P",2,0,1117,"914111852"
-6,33,"2",0,0,798,"914111852"
-6,34,"A",0,0,967,"914111852"
-6,35,"2",1,0,887,"914111852"
-6,36,"P",2,0,849,"914111852"
-6,37,"1",0,0,696,"914111852"
-6,38,"P",0,0,1198,"914111852"
-6,39,"1",2,0,741,"914111852"
-0,0,"P",1,0,9180,"920781648"
-0,1,"P",0,0,2260,"920781648"
-0,2,"P",2,0,1343,"920781648"
-0,3,"A",0,0,1598,"920781648"
-0,4,"A",2,0,1620,"920781648"
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-0,9,"A",2,0,1062,"920781648"
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-0,11,"A",0,0,1834,"920781648"
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-0,15,"P",2,0,802,"920781648"
-0,16,"P",0,0,1597,"920781648"
-0,17,"A",2,0,645,"920781648"
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-0,19,"A",2,0,648,"920781648"
-1,0,"1",0,0,1200,"920781648"
-1,1,"1",2,0,1955,"920781648"
-1,2,"2",0,0,965,"920781648"
-1,3,"2",1,0,1234,"920781648"
-1,4,"1",0,0,1029,"920781648"
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-1,6,"2",2,0,1262,"920781648"
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-1,8,"2",2,0,923,"920781648"
-1,9,"1",0,0,750,"920781648"
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-1,12,"2",2,0,674,"920781648"
-1,13,"1",1,0,819,"920781648"
-1,14,"2",2,0,758,"920781648"
-1,15,"2",0,0,905,"920781648"
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-1,17,"2",0,0,813,"920781648"
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-1,19,"2",1,0,790,"920781648"
-2,0,"A",1,0,3552,"920781648"
-2,1,"2",1,0,1961,"920781648"
-2,2,"A",2,0,795,"920781648"
-2,3,"1",0,0,942,"920781648"
-2,4,"P",0,0,1963,"920781648"
-2,5,"2",1,0,685,"920781648"
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-2,8,"A",2,0,685,"920781648"
-2,9,"2",1,0,823,"920781648"
-2,10,"P",0,0,1084,"920781648"
-2,11,"2",2,0,946,"920781648"
-2,12,"P",1,0,835,"920781648"
-2,13,"1",0,0,1135,"920781648"
-2,14,"A",0,0,758,"920781648"
-2,15,"2",2,0,698,"920781648"
-2,16,"A",2,0,792,"920781648"
-2,17,"1",0,0,643,"920781648"
-2,18,"A",1,0,690,"920781648"
-2,19,"2",1,0,697,"920781648"
-2,20,"P",2,0,735,"920781648"
-2,21,"1",2,0,697,"920781648"
-2,22,"A",0,0,955,"920781648"
-2,23,"1",0,0,944,"920781648"
-2,24,"A",1,0,633,"920781648"
-2,25,"1",1,0,2129,"920781648"
-2,26,"P",2,0,962,"920781648"
-2,27,"1",2,0,760,"920781648"
-2,28,"P",1,0,1033,"920781648"
-2,29,"2",0,0,1268,"920781648"
-2,30,"A",0,0,881,"920781648"
-2,31,"1",2,0,735,"920781648"
-2,32,"P",1,0,857,"920781648"
-2,33,"1",0,0,650,"920781648"
-2,34,"A",2,0,624,"920781648"
-2,35,"1",2,0,660,"920781648"
-2,36,"P",1,0,863,"920781648"
-2,37,"1",0,0,623,"920781648"
-2,38,"P",2,0,1767,"920781648"
-2,39,"1",1,0,660,"920781648"
-3,0,"A",1,0,1767,"920781648"
-3,1,"1",2,0,742,"920781648"
-3,2,"P",0,0,800,"920781648"
-3,3,"1",0,0,659,"920781648"
-3,4,"A",2,0,600,"920781648"
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-3,6,"P",0,0,1119,"920781648"
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-3,8,"P",1,0,693,"920781648"
-3,9,"2",1,0,701,"920781648"
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-3,11,"1",0,0,1369,"920781648"
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-3,14,"A",1,0,672,"920781648"
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-3,16,"P",0,0,809,"920781648"
-3,17,"1",1,0,619,"920781648"
-3,18,"A",2,0,660,"920781648"
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-3,20,"A",1,0,589,"920781648"
-3,21,"1",2,0,698,"920781648"
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-3,23,"2",1,0,716,"920781648"
-3,24,"P",2,0,651,"920781648"
-3,25,"1",2,0,647,"920781648"
-3,26,"A",1,0,721,"920781648"
-3,27,"1",0,0,1004,"920781648"
-3,28,"P",2,0,732,"920781648"
-3,29,"2",2,0,721,"920781648"
-3,30,"P",0,0,958,"920781648"
-3,31,"2",0,0,781,"920781648"
-3,32,"P",2,0,808,"920781648"
-3,33,"2",1,0,669,"920781648"
-3,34,"A",1,0,662,"920781648"
-3,35,"1",0,0,640,"920781648"
-3,36,"A",0,0,975,"920781648"
-3,37,"1",1,0,696,"920781648"
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-3,39,"1",0,0,510,"920781648"
-4,0,"P",1,0,6696,"920781648"
-4,1,"P",0,0,1730,"920781648"
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-4,4,"P",2,0,694,"920781648"
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-4,7,"P",0,0,2384,"920781648"
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-4,9,"P",2,0,730,"920781648"
-4,10,"P",1,0,632,"920781648"
-4,11,"A",2,0,678,"920781648"
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-4,13,"P",1,0,1030,"920781648"
-4,14,"A",0,0,1660,"920781648"
-4,15,"A",2,0,619,"920781648"
-4,16,"P",1,0,655,"920781648"
-4,17,"P",0,0,844,"920781648"
-4,18,"P",2,0,657,"920781648"
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-5,0,"P",0,0,3301,"920781648"
-5,1,"1",0,1,7678,"920781648"
-5,2,"A",2,0,5299,"920781648"
-5,3,"2",2,0,2143,"920781648"
-5,4,"A",1,0,2264,"920781648"
-5,5,"1",1,0,2760,"920781648"
-5,6,"P",2,0,1821,"920781648"
-5,7,"1",0,0,1732,"920781648"
-5,8,"P",0,0,2174,"920781648"
-5,9,"2",2,0,1686,"920781648"
-5,10,"A",2,0,1410,"920781648"
-5,11,"2",0,0,1961,"920781648"
-5,12,"P",0,0,932,"920781648"
-5,13,"1",2,0,2401,"920781648"
-5,14,"A",1,0,837,"920781648"
-5,15,"1",0,0,1404,"920781648"
-5,16,"A",2,0,831,"920781648"
-5,17,"2",2,0,2073,"920781648"
-5,18,"P",1,0,1394,"920781648"
-5,19,"1",1,0,1382,"920781648"
-5,20,"P",2,0,1887,"920781648"
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diff --git a/data/summarized-expe-lem.csv b/data/summarized-expe-lem.csv
index d405af688de89ca6a2af052143c11416ebfbb7e7..32ff9b469e8182b1cf8de95b85c53d293f7c8140 100644
--- a/data/summarized-expe-lem.csv
+++ b/data/summarized-expe-lem.csv
@@ -1,28 +1,50 @@
 "Id","Date","Block4.m","Block4.sd","Block7.m","Block7.sd","diff","full.sd","d"
+"100786589","02-05-2020 21:22",1199.43243243243,490.402926204596,957.846153846154,426.485363385646,-241.586278586279,471.561645055786,-0.512311128606948
+"1017239621","02-10-2020 15:05",831.9,214.016989500534,800.3,193.316029287504,-31.6,203.257372544444,-0.155467915404104
+"103374404","02-10-2020 10:44",936.225,535.366229191732,607.1,474.236567782602,-329.125,535.833358195533,-0.614230142573352
+"124789236","02-10-2020 13:59",685.96,308.902422565228,757.75,396.915573166665,71.79,356.580968277319,0.201328748269503
+"1576459677","02-05-2020 15:04",1007.575,445.584484348712,900.55,269.714088885972,-107.025,369.903249196087,-0.289332413901738
+"168900812","02-10-2020 14:09",907.15,434.456191176144,805,319.572230108328,-102.15,382.413348338342,-0.267119336821952
+"1831964311","02-10-2020 10:17",1070.15625,467.760768009364,1079.94736842105,486.898898844093,9.79111842105272,474.816203080807,0.0206208599401701
 "1832683201","02-01-2020 15:06",989.5,444.428183463212,825.9,318.103256901406,-163.6,392.73202123882,-0.416569037288953
+"19072949","02-04-2020 16:17",868.575,219.158049455241,797.315789473684,304.570153926601,-71.2592105263159,264.927420806224,-0.268976349482664
 "222109674","02-03-2020 11:06",943.128205128205,352.016834188305,907.815789473684,254.652795449885,-35.3124156545209,306.340456670398,-0.115271799351382
 "223517612","02-02-2020 16:58",719,169.297038306898,811.538461538462,294.820806070921,92.5384615384615,242.577798480162,0.381479517574356
 "238416187","02-01-2020 17:21",1078.6,448.134469288073,996.2,360.923473670187,-82.3999999999999,406.409334089958,-0.202751248773634
+"26285618","02-10-2020 10:23",653.5,155.991452757301,872.55,182.08337763304,219.05,201.314602022163,1.08809792136134
+"284411184","02-10-2020 14:10",1021.10526315789,366.429432716232,1002.825,431.58657137328,-18.2802631578946,398.68181086386,-0.0458517611282169
 "303732253","02-01-2020 22:52",620.205882352941,183.401824023804,644.325,184.013152748969,24.1191176470588,182.871300714338,0.13189121285212
+"365542128","02-10-2020 10:02",900.775,454.743009277965,1000.38461538462,367.876238870501,99.6096153846154,414.534613900202,0.240292636717175
 "370634186","02-03-2020 18:39",1063.65,427.427579710804,897.675,358.958135370572,-165.975,400.967499038027,-0.413936292587792
 "370770958","02-02-2020 13:25",825.575,330.116520803931,885.675,262.64047645364,60.0999999999999,297.937227905732,0.201720343652441
 "3714116","02-02-2020 10:04",930.526315789474,460.305934507493,902.025,338.827956305791,-28.5013157894737,400.208036352311,-0.0712162505512094
 "398609443","02-01-2020 12:44",1167.03333333333,590.534152320991,822.542857142857,296.108718394518,-344.490476190476,484.306142748413,-0.711307261633128
 "411898080","02-01-2020 13:41",914.25,436.040797314973,1185.84210526316,470.977392371627,271.592105263158,470.69828176962,0.576998293348534
+"42685840","02-06-2020 09:41",810.75,289.995910669665,827.589743589744,272.416352970452,16.8397435897435,279.775841673118,0.0601901275286614
+"4830243","02-05-2020 12:22",1023.95,409.626030197526,984.975,381.855556494391,-38.975,393.958487299347,-0.0989317434615518
 "487953098","02-01-2020 12:41",797.2,345.707909910026,913.128205128205,314.853698647414,115.928205128205,333.848525591469,0.347247917069032
+"51558243","02-10-2020 14:59",1284.91891891892,567.970283767772,NA,NA,NA,567.970283767772,NA
+"593253971","02-10-2020 13:14",751.825,361.507377482617,1009.44736842105,559.117049939839,257.622368421053,482.913309062055,0.533475395245211
 "606820006","02-01-2020 11:33",1024.02564102564,418.389109195803,1298.16666666667,742.356630378329,274.141025641026,471.895187172711,0.580936261044535
+"61088246","02-10-2020 13:24",994.552631578947,461.461175045061,927.128205128205,502.043203188477,-67.4244264507423,480.464612304981,-0.140331722095578
+"631328297","02-10-2020 13:42",780.525,192.600554822536,946.6,423.961947978039,166.075,337.682490512514,0.491808147197509
 "642119270","02-02-2020 13:17",839.375,214.476546742445,804.65,234.344098304729,-34.725,223.886640266617,-0.155100813334139
 "649738704","02-03-2020 17:04",823.175,325.729232173454,670.55,169.259919983499,-152.625,269.107232109094,-0.567153096569798
 "658909377","02-01-2020 12:09",893.368421052632,382.017575727881,760.717948717949,373.883456983868,-132.650472334683,381.312302149216,-0.347878816358707
+"672360277","02-10-2020 16:18",891.078947368421,340.350167977196,887.125,385.704894998289,-3.95394736842104,361.962217208712,-0.0109236466692908
 "71044925","02-01-2020 18:03",720.7,297.101225950918,658.25,189.538948030511,-62.45,249.596432494385,-0.250203896649865
+"741228137","02-10-2020 13:39",953.3,461.696492603151,990.526315789474,409.854867974355,37.2263157894737,434.781407676171,0.0856207628298591
 "785118707","02-01-2020 18:06",1047.25641025641,482.35942691539,1270.4358974359,418.296280974936,223.179487179487,462.37231517702,0.48268349953877
+"794559200","02-10-2020 15:14",725.425,224.2903209613,724.7,246.167047722914,-0.724999999999909,233.988009199974,-0.00309844937131073
 "805273055","02-01-2020 15:50",811.775,295.630095229035,929,289.523304052962,117.225,296.65751867444,0.395152634336721
 "821663749","02-01-2020 14:46",1230.35135135135,597.422296956601,806.95,251.229280303971,-423.401351351351,496.780377709683,-0.852290811693021
+"838929080","02-10-2020 10:13",570.125,312.268857374081,1330,1261.4784976368,759.875,596.076700881131,1.27479399694157
 "892365728","02-01-2020 14:44",742.692307692308,303.580055673012,842.641025641026,369.196459410198,99.9487179487179,339.528728645688,0.294374848182636
+"89685998","02-10-2020 13:02",839.425,204.445703092094,734.225,270.261173539739,-105.2,243.914997385087,-0.431297792787676
 "908597188","02-01-2020 12:29",918.8,411.190716247589,787.325,353.991336088387,-131.475,386.919556083363,-0.339799314697015
 "910309212","02-01-2020 12:51",838.675,300.968129116007,833.875,344.725545794153,-4.79999999999995,321.541854078206,-0.0149280721595655
 "914111852","02-01-2020 13:56",1069.52777777778,382.911812757463,903.85,256.041818499465,-165.677777777778,330.828833413208,-0.500796064443528
 "920781648","02-03-2020 14:14",802.925,265.786147648916,1075.9,355.64140683617,272.975,340.84978293277,0.800865993374689
+"941148583","02-10-2020 13:57",1601.41176470588,584.25223473838,1068.61538461538,356.285930072479,-532.796380090498,543.198334981185,-0.980850539810569
 "945011642","02-01-2020 18:49",835.85,320.558211042342,1100.575,554.992487244139,264.725,469.605023741,0.563718415725474
 "998034479","02-01-2020 12:47",1026.17948717949,347.779563561905,848.4,277.659614525522,-177.779487179487,324.766836691903,-0.547406530144398
-"bru","01-24-2019 17:15",1362.46153846154,451.686421626532,1034.02564102564,410.675533800199,-328.435897435897,459.603419841284,-0.714607166215859
diff --git a/iat-analysis.R b/iat-analysis.R
index 1ebae64d16eb15f7ae54a3c27de54e070d48a162..7a8dc2f529cfb01d5674881cbe2146ec237a09e3 100755
--- a/iat-analysis.R
+++ b/iat-analysis.R
@@ -91,7 +91,7 @@ data %>%
   geom_density(aes(x= reactionTime, color=trial), size =1.5) +
   ggsave("per-trial-reaction-times.pdf")
 
-alldata <- read.table("alldata-expe-lem.csv",
+alldata <- read.table("data/alldata-expe-lem.csv",
                    sep=",",
                    dec= ".",
                    header = T) %>%
@@ -100,7 +100,7 @@ alldata <- read.table("alldata-expe-lem.csv",
 iat_scores <- alldata  %>%   
   filter(reactionTime < 3000) %>%
   filter(reactionTime > 300) %>%
-  filter(trial == 4 | (trial ==6)) %>%
+  filter(trial == 4 | (trial == 7)) %>%
   group_by(id) %>%
   mutate(full.sd = sd(reactionTime)) %>%
   group_by(id, trial, full.sd) %>%
@@ -108,12 +108,25 @@ iat_scores <- alldata  %>%
   gather(variable,value, -id, -full.sd, -trial) %>%
   unite(block, trial, variable) %>%
   spread(block,value, sep = "") %>%
-  mutate(d = round((block6_mRT - block4_mRT) / full.sd, digits=5)) 
+  mutate(d = round((block7_mRT - block4_mRT) / full.sd, digits=5)) 
+
+iat_scores_train <- alldata  %>%   
+  filter(reactionTime < 3000) %>%
+  filter(reactionTime > 300) %>%
+  filter(trial == 3 | (trial == 6)) %>%
+  group_by(id) %>%
+  mutate(full.sd = sd(reactionTime)) %>%
+  group_by(id, trial, full.sd) %>%
+  summarise(mRT = mean(reactionTime), sdRT = sd(reactionTime)) %>%
+  gather(variable,value, -id, -full.sd, -trial) %>%
+  unite(block, trial, variable) %>%
+  spread(block,value, sep = "") %>%
+  mutate(d = round((block6_mRT - block3_mRT) / full.sd, digits=5)) 
 
 alldata  %>% 
   filter(reactionTime < 3000) %>%
   filter(reactionTime > 300) %>%
-  filter(trial == 4 | (trial ==6)) %>%
+  filter(trial == 4 | (trial ==7)) %>%
   mutate(category = recode_factor(category, 
                                   "A"= "Appropriation",
                                   "P"= "Partage",
@@ -121,7 +134,7 @@ alldata  %>%
                                   "2"= "PasMoi")) %>%
   mutate(trial=as.factor(trial)) %>%
   left_join(iat_scores, by='id') %>%
-  mutate(lab = paste0("id: ", as.numeric(as.factor(id)),"(d=",d,")")) %>%
+  mutate(lab = paste0("id: ", id,"\n(d=",d,")")) %>%
   ggplot() +
   geom_histogram(aes(x= reactionTime, fill=trial), position = "dodge") +
   facet_wrap(~lab, scales ="free_x")   + 
@@ -131,15 +144,76 @@ alldata  %>%
          units = "cm")
 
 iat_scores %>% 
-  arrange(d) %>%
-  mutate(lab = paste0(as.numeric(as.factor(id)))) %>%
+  mutate(lab = (as.factor(id))) %>%
   ggplot() +
-  geom_bar(aes(x=lab, y=d), stat="identity")    + 
+  geom_bar(aes(x=reorder(lab,d), y=d), stat="identity")   + 
+  theme(axis.text.x = element_text(angle = 90, hjust = 1, vjust=0.5)) + 
+  xlab("id") +
   ggsave("scores-alldata.pdf",
          height = 21 / 2,
          width = 29.7 /2,
          units = "cm")
 
+iat_scores %>% 
+  select(id, d) %>%
+  mutate(session = "Test") %>%
+  union(iat_scores_train %>%
+          select(id, d) %>%
+          mutate(session = "Training")) %>% 
+  group_by(id) %>%
+  mutate(order = mean(d)) %>%
+  mutate(lab = (as.factor(id))) %>%
+  ggplot() +
+  geom_bar(aes(x=reorder(lab,order), y=d, fill=session), stat="identity", position = "dodge")   + 
+  theme(axis.text.x = element_text(angle = 90, hjust = 1, vjust=0.5)) + 
+  xlab("id") +
+  ggsave("scores-alldata-ntrain.pdf",
+         height = 21 / 2,
+         width = 29.7 /2,
+         units = "cm")
+
+iat_scores %>%
+  select(id, d) %>%
+  mutate(session = "Test") %>%
+  union(iat_scores_train %>%
+          select(id, d) %>%
+          mutate(session = "Training")) %>% 
+  ggplot() +
+  geom_density(aes(x=d, color = session), bins = 15, bw=0.1) +
+  ggsave("scores-density-alldata-n-train.pdf",
+         height = 21 / 2,
+         width = 29.7 /2,
+         units = "cm")
+
+iat_scores %>%
+  select(id, d) %>%
+  mutate(session = "Test") %>%
+  union(iat_scores_train %>%
+          select(id, d) %>%
+          mutate(session = "Training")) %>% 
+  ggplot() +
+  geom_histogram(aes(x=d, fill = session), position="dodge", bins = 15, bw=0.1) +
+  ggsave("scores-histo-alldata-n-train.pdf",
+         height = 21 / 2,
+         width = 29.7 /2,
+         units = "cm")
+
+iat_scores %>% 
+  ggplot() +
+  geom_density(aes(d), bins = 15, bw=0.1) +
+  ggsave("scores-density-alldata.pdf",
+         height = 21 / 2,
+         width = 29.7 /2,
+         units = "cm")
+
+iat_scores %>% 
+  ggplot() +
+  geom_histogram(aes(d), bins = 15, bw=0.1) +
+  ggsave("scores-histo-alldata.pdf",
+         height = 21 / 2,
+         width = 29.7 /2,
+         units = "cm")
+
 items <- list(c("compétition",
                 "gain",
                 "profit",
diff --git a/organise-iat-data.R b/organise-iat-data.R
index 9fafb022a8abb56f84dfedc3f7d9681a1330b5bd..2481f4cac1529cdb4e9225d615b39d31c8f901c0 100644
--- a/organise-iat-data.R
+++ b/organise-iat-data.R
@@ -79,7 +79,8 @@ for(i in 1:length(data.list))
   alldata <- alldata %>% 
     rbind(dat)
 }
-alldata %>% 
+alldata <- alldata %>% 
+  mutate(trial = trial + 1) %>%
   tbl_df()
  
 setwd(paste(base.dir,"data",sep=""))