Data and script to accompany http://stats.stackexchange.com/q/105906/42952

analysis.r

library(lme4)
library(lmerTest)
library(dplyr)

data = read.table('~/Desktop/sof_data.csv')
# or
#data = read.table('clipboard')

# Analysing all data
# t test
all_by_sub = data %>% group_by(subject, condition) %>% summarise(var = mean(var))
all.t = t.test(var ~ condition, data=all_by_sub, paired=T)
all.t

# mixed model
all.lme = lmer(var ~ condition + (1|subject), data=data)
summary(all.lme)$coef

# Correct responses only (my analysis)
correct = data[data$acc,]
# t test
correct_by_sub = correct %>% group_by(subject, condition) %>% summarise(var = mean(var))
correct.t = t.test(var ~ condition, data=correct_by_sub, paired=T)
correct.t

# mixed model
correct.lme = lmer(var ~ condition + (1|subject), data=correct)
summary(correct.lme)$coef

sof_data.csv

"subject" "condition" "target" "var" "acc"
"1" "27" 1 "1" -0.133503614319887 TRUE
"2" "27" 0 "4" 0.0334540336772065 TRUE
"3" "27" 0 "1" -0.0952311638782661 TRUE
"4" "27" 0 "3" 0.0721110255092798 TRUE
"5" "3" 0 "1" 0.0388679922431286 TRUE
"6" "27" 1 "2" 0.468208156222724 FALSE
"7" "27" 1 "4" 0.0441117092926387 FALSE
"8" "27" 1 "6" 0.209315938208772 TRUE
"9" "27" 0 "7" 0.112446242500637 TRUE
"10" "3" 1 "2" -0.131345274169955 TRUE
"11" "27" 0 "2" -0.0360555127546401 TRUE
"12" "27" 1 "5" 0.0387672278228202 TRUE
"13" "27" 0 "5" 0.15897203418205 TRUE
"14" "3" 1 "7" -0.171092212910982 TRUE
"15" "27" 0 "6" 0.252001464537951 TRUE
"16" "3" 0 "2" 0.49906002342383 TRUE
"17" "27" 1 "3" -0.175981893621686 FALSE
"18" "3" 1 "4" 0.123940977252573 TRUE
"19" "3" 0 "3" 0.0593361798386805 TRUE
"20" "3" 0 "4" 0.0609442515095278 TRUE
"21" "3" 1 "5" -0.243586147776478 TRUE
"22" "3" 0 "5" -0.0765304976069664 TRUE
"23" "3" 0 "6" -0.118385710915959 TRUE
"24" "3" 0 "7" 0.160359574524733 TRUE
"25" "3" 1 "1" 1.13580617543606 TRUE
"26" "3" 1 "3" -0.0609058069414727 TRUE
"27" "3" 1 "6" 0.738959041750265 TRUE
"28" "5" 1 "2" 0.171092058048579 TRUE
"29" "5" 0 "4" -0.153973241101707 TRUE
"30" "5" 1 "4" 0.190959661611398 TRUE
"31" "5" 0 "1" -0.160313848790242 TRUE
"32" "5" 1 "7" -0.105393037282794 FALSE
"33" "5" 1 "6" -0.157878110799887 TRUE
"34" "5" 1 "5" 0.348143024145716 TRUE
"35" "5" 1 "3" 0.288444102037119 TRUE
"36" "5" 0 "7" 0.361258800443838 TRUE
"37" "5" 0 "6" 0.890931921564677 TRUE
"38" "5" 0 "3" -0.124625618962558 TRUE
"39" "5" 0 "2" -0.171957060829821 TRUE
"40" "14" 0 "2" -0.137355402774529 TRUE
"41" "24" 0 "3" 0.246649292438202 TRUE
"42" "24" 1 "2" -0.115823369206521 FALSE
"43" "24" 1 "5" -0.114202450883849 FALSE
"44" "24" 1 "6" 0.0512142438359503 TRUE
"45" "14" 0 "4" 0.0990675328174231 TRUE
"46" "20" 0 "2" -0.143218373188261 TRUE
"47" "14" 0 "5" 1.06048242564077 TRUE
"48" "24" 0 "6" 0.232974082414596 TRUE
"49" "14" 1 "6" 0.0328187954964851 TRUE
"50" "24" 1 "4" -0.075992955589162 TRUE
"51" "14" 1 "1" -0.224860333947244 FALSE
"52" "20" 1 "4" 0.103494619789936 TRUE
"53" "20" 1 "3" 0.201702172342255 TRUE
"54" "24" 0 "7" 0.146365335687638 TRUE
"55" "24" 0 "1" 0.195479644398461 TRUE
"56" "14" 0 "1" -0.128710162944921 TRUE
"57" "24" 0 "2" -0.103349983094717 TRUE
"58" "33" 0 "7" 1.01449448412501 TRUE
"59" "24" 1 "7" 0.217287325627782 TRUE
"60" "20" 0 "3" 0.088039149429204 TRUE
"61" "33" 1 "2" -0.343763775938141 TRUE
"62" "24" 0 "4" 0.151098136619292 TRUE
"63" "20" 1 "7" -0.0976678539516425 FALSE
"64" "20" 0 "5" -0.190685744064005 TRUE
"65" "33" 1 "7" -0.142504005861867 FALSE
"66" "14" 0 "3" -0.149225336946888 TRUE
"67" "33" 0 "5" 0.688329315497408 FALSE
"68" "33" 1 "3" 0.0868566568349143 FALSE
"69" "20" 0 "4" -0.159940387271991 FALSE
"70" "24" 1 "3" -0.0373744315607136 FALSE
"71" "20" 1 "2" -0.0186071709387235 FALSE
"72" "14" 1 "3" -0.321862472966951 FALSE
"73" "24" 0 "5" 0.103624476406917 TRUE
"74" "33" 0 "1" 0.23243173940096 TRUE
"75" "20" 1 "5" 0.171391376471294 FALSE
"76" "24" 1 "1" 1.37952079426625 TRUE
"77" "20" 0 "1" 0.086245506192912 TRUE
"78" "14" 0 "6" -0.162458506479608 TRUE
"79" "33" 1 "4" 0.317764950280658 TRUE
"80" "33" 1 "1" -0.190647986006094 TRUE
"81" "20" 1 "1" -0.188598066716578 FALSE
"82" "33" 0 "4" -0.142876491136627 TRUE
"83" "20" 0 "7" 0.226100742854439 TRUE
"84" "33" 0 "6" -0.220500193100967 TRUE
"85" "20" 0 "6" -0.0700926856863812 TRUE
"86" "33" 0 "3" -0.041511895377905 TRUE
"87" "33" 1 "6" 0.485362671697075 TRUE
"88" "33" 0 "2" 0.244013165527593 TRUE
"89" "2" 1 "6" -0.14386697164985 TRUE
"90" "2" 0 "6" -0.157481307936746 TRUE
"91" "2" 1 "5" 0.113416967844032 TRUE
"92" "2" 0 "1" 0.117489538173454 TRUE
"93" "2" 0 "2" -0.0636123823043094 TRUE
"94" "2" 1 "2" 0.113805292655479 FALSE
"95" "2" 1 "7" -0.0701172108522623 TRUE
"96" "2" 1 "4" 0.168649454956785 TRUE
"97" "2" 0 "5" 0.146482042412091 TRUE
"98" "2" 1 "1" 0.104210866815096 TRUE
"99" "2" 0 "7" -0.101696328645389 TRUE
"100" "2" 0 "3" -0.183399318074021 TRUE
"101" "2" 1 "3" 0.375416826178016 TRUE
"102" "2" 0 "4" 0.0597070146625797 TRUE
"103" "15" 1 "3" 0.47461148524421 TRUE
"104" "15" 1 "5" 0.0973678556499614 TRUE
"105" "15" 0 "4" 0.0682481188393456 TRUE
"106" "15" 0 "2" 0.0910333520374908 TRUE
"107" "15" 1 "1" -0.186950442371355 TRUE
"108" "15" 1 "7" 0.117753595158264 TRUE
"109" "15" 0 "7" -0.156001969974513 TRUE
"110" "15" 1 "2" 0.117387933150843 TRUE
"111" "15" 0 "3" -0.117612917843201 TRUE
"112" "15" 1 "4" -0.117082932012154 TRUE
"113" "15" 1 "6" -0.0467005390450713 TRUE
"114" "15" 0 "1" -0.154183313205723 TRUE
"115" "15" 0 "6" 0.137962802189838 TRUE
"116" "15" 0 "5" -0.0692414131080158 TRUE
"117" "19" 1 "3" 0.0436819539425929 TRUE
"118" "10" 0 "4" -0.18010444400382 TRUE
"119" "21" 1 "7" 1.0573274996434 TRUE
"120" "19" 0 "4" -0.15808955592419 TRUE
"121" "21" 0 "4" -0.31879608851671 TRUE
"122" "10" 0 "1" 0.082550098756558 TRUE
"123" "21" 1 "2" 0.734314591199476 TRUE
"124" "21" 1 "6" 0.650740219308304 TRUE
"125" "10" 1 "5" 0.442724213173124 TRUE
"126" "21" 0 "7" 0.133509746734032 TRUE
"127" "19" 0 "6" 0.110797245135126 TRUE
"128" "10" 1 "7" -0.179727527667317 TRUE
"129" "21" 1 "4" 0.22716193378179 TRUE
"130" "21" 0 "5" -0.0685631410858987 TRUE
"131" "10" 1 "6" 0.106487719127036 TRUE
"132" "19" 0 "7" 0.128276004631262 TRUE
"133" "10" 1 "3" -0.0840342628256797 TRUE
"134" "21" 0 "6" -0.224177141431391 TRUE
"135" "21" 1 "5" -0.156260692900992 TRUE
"136" "10" 0 "3" -0.0619824596226337 TRUE
"137" "19" 1 "6" -0.0470396750561298 TRUE
"138" "10" 1 "2" -0.215914305340095 TRUE
"139" "19" 1 "5" 0.106580426877649 FALSE
"140" "19" 0 "2" 0.223239368574901 TRUE
"141" "10" 1 "1" 0.72486297589926 TRUE
"142" "21" 1 "3" 1.61314011347112 TRUE
"143" "10" 0 "7" 0.0499230176602705 TRUE
"144" "19" 0 "5" 0.0999174323755008 TRUE
"145" "10" 0 "5" -0.104516845838081 TRUE
"146" "21" 1 "1" -0.282370468950979 TRUE
"147" "10" 0 "2" 0.339094820449863 TRUE
"148" "21" 0 "2" 0.219037926494581 TRUE
"149" "19" 0 "1" 0.029723143187831 TRUE
"150" "21" 0 "3" 0.207581445214127 TRUE
"151" "10" 0 "6" 0.0467513407957154 TRUE
"152" "19" 1 "4" 1.7116091886994 FALSE
"153" "10" 1 "4" 0.21751044142453 TRUE
"154" "19" 1 "7" -0.0400747418367918 TRUE
"155" "19" 1 "1" 0.0497474770401812 TRUE
"156" "19" 0 "3" 0.226215080394107 TRUE
"157" "19" 1 "2" 0.259020277272003 TRUE
"158" "38" 1 "2" 0.0245866742915969 TRUE
"159" "38" 1 "7" 0.134984370523007 TRUE
"160" "38" 1 "5" -0.0621065131830544 TRUE
"161" "38" 0 "1" -0.0411466719813806 TRUE
"162" "38" 1 "3" 1.20310438115789 TRUE
"163" "38" 0 "5" 0.0481765358543337 TRUE
"164" "38" 0 "7" 0.0790090794346153 TRUE
"165" "38" 0 "6" 0.147949801099628 TRUE
"166" "38" 1 "6" 0.077627134515059 TRUE
"167" "38" 0 "4" 0.148747525886773 TRUE
"168" "38" 1 "4" -0.0494067620321007 FALSE
"169" "38" 1 "1" 0.0675416139918601 TRUE
"170" "38" 0 "3" 0.120555986829856 TRUE
"171" "38" 0 "2" 0.168753804498649 TRUE
"172" "26" 0 "1" 0.2909997368479 TRUE
"173" "26" 0 "5" -0.0571653542525203 TRUE
"174" "26" 0 "2" 0.147580576881508 TRUE
"175" "26" 1 "1" 0.213654553211286 TRUE
"176" "26" 1 "2" -0.0804419670627049 TRUE
"177" "26" 1 "4" -0.116396421868311 TRUE
"178" "26" 0 "3" -0.164379089672869 TRUE
"179" "26" 0 "7" -0.0892417252695419 TRUE
"180" "26" 0 "4" -0.389278476129026 TRUE
"181" "26" 1 "7" 0.0441947770200437 TRUE
"182" "26" 1 "6" 0.0518452460630313 TRUE
"183" "26" 0 "6" 0.146130549218443 TRUE
"184" "37" 0 "2" 0.480884542104776 TRUE
"185" "37" 0 "1" 0.159154245185991 TRUE
"186" "29" 0 "7" 0.103854209393988 TRUE
"187" "29" 1 "4" 1.6668590921052 TRUE
"188" "37" 1 "6" 0.343580477729734 TRUE
"189" "29" 0 "3" 0.181633783536097 TRUE
"190" "37" 1 "4" -0.0589938780090488 TRUE
"191" "29" 0 "2" -0.0674807630514186 TRUE
"192" "29" 0 "6" -0.0442490113214075 TRUE
"193" "37" 0 "4" 1.34448892610809 TRUE
"194" "29" 1 "3" 0.227470220099969 FALSE
"195" "37" 1 "5" 0.452707087758774 FALSE
"196" "37" 0 "3" 0.0819143903633593 TRUE
"197" "37" 0 "7" -0.320230322308114 TRUE
"198" "29" 1 "1" 0.03303486812173 FALSE
"199" "37" 1 "3" 0.82113341003045 FALSE
"200" "37" 1 "7" 0.127796318939408 TRUE
"201" "37" 0 "6" 0.346283954676188 TRUE
"202" "29" 1 "2" -0.0519456460502368 FALSE
"203" "37" 1 "1" 0.171167644448539 FALSE
"204" "29" 1 "6" -0.156750861143696 TRUE
"205" "37" 1 "2" 0.136866850855421 FALSE
"206" "29" 0 "1" 0.0716043810231235 TRUE
"207" "29" 0 "5" -0.249071372267429 TRUE
"208" "29" 0 "4" 0.245081956272147 TRUE
"209" "29" 1 "5" -0.0770463418128141 TRUE
"210" "37" 0 "5" 0.137323035771315 TRUE
"211" "29" 1 "7" -0.0368115709712421 TRUE
"212" "32" 1 "7" 0.0833996400998011 FALSE
"213" "32" 0 "6" -0.0654546231545772 FALSE
"214" "18" 1 "1" -0.109561734005137 TRUE
"215" "18" 1 "6" 0.421728128609124 FALSE
"216" "18" 0 "6" 0.792361769901986 TRUE
"217" "32" 1 "6" 0.152035195099 FALSE
"218" "18" 0 "1" 0.135382546406436 TRUE
"219" "32" 1 "4" 0.257058380157388 FALSE
"220" "18" 1 "4" 0.131708344116587 FALSE
"221" "32" 1 "3" 0.0467623249580168 FALSE
"222" "18" 1 "7" 0.0679789235781136 FALSE
"223" "18" 1 "3" 0.26603641094208 FALSE
"224" "18" 0 "3" 0.199531580273139 TRUE
"225" "32" 0 "4" 1.67341443319105 TRUE
"226" "32" 1 "5" 0.126350818954036 FALSE
"227" "32" 0 "2" 0.116379945624859 TRUE
"228" "18" 0 "2" 0.119397844217193 TRUE
"229" "32" 1 "1" -0.0205436673296073 TRUE
"230" "32" 0 "7" 1.4644085180346 TRUE
"231" "32" 0 "1" 0.0356490987494847 TRUE
"232" "18" 1 "5" 0.544451972797939 FALSE
"233" "32" 0 "5" -0.0249615088301355 TRUE
"234" "18" 0 "5" 0.370269206125097 FALSE
"235" "32" 1 "2" -0.0663800388284778 TRUE
"236" "18" 1 "2" -0.11192861385218 FALSE
"237" "32" 0 "3" 0.0710400696848846 TRUE
"238" "4" 0 "1" -0.0437856169743134 TRUE
"239" "6" 1 "3" 0.172671031379418 TRUE
"240" "6" 0 "5" 0.198574432126906 TRUE
"241" "6" 0 "6" 0.043607124336914 TRUE
"242" "6" 1 "1" 0.0589602371938212 TRUE
"243" "4" 0 "5" 0.210605341004952 TRUE
"244" "6" 0 "1" 0.288246387115692 TRUE
"245" "4" 0 "3" 0.478332807824122 TRUE
"246" "6" 1 "5" 0.207323317400042 FALSE
"247" "6" 0 "3" 0.545226356240195 TRUE
"248" "4" 1 "5" 0.918407679914012 TRUE
"249" "4" 1 "6" 0.060720449202635 TRUE
"250" "4" 1 "2" 0.0523031483289745 TRUE
"251" "4" 0 "7" 0.0973691067215553 TRUE
"252" "6" 0 "7" 0.278849436266768 TRUE
"253" "4" 1 "4" -0.100625627924844 FALSE
"254" "6" 1 "6" 0.554700196225229 TRUE
"255" "4" 1 "3" 1.62384394449264 TRUE
"256" "4" 0 "6" 0.0919875537039692 TRUE
"257" "6" 1 "4" 1.72387320680283 TRUE
"258" "4" 1 "1" 1.43944700920447 TRUE
"259" "6" 1 "2" 0.651455879729024 TRUE
"260" "6" 1 "7" 0.223692465269837 TRUE
"261" "6" 0 "4" 0.203553003690056 TRUE
"262" "23" 0 "1" -0.163971574836638 TRUE
"263" "1" 1 "3" -0.0555290594948935 FALSE
"264" "23" 1 "3" 1.07183455737936 TRUE
"265" "13" 0 "5" 0.175901175325362 TRUE
"266" "23" 1 "6" -0.0705251870770023 TRUE
"267" "23" 0 "4" 0.0926404248507639 TRUE
"268" "23" 1 "1" -0.0709023928116497 TRUE
"269" "1" 1 "7" 0.436568276713283 TRUE
"270" "23" 0 "3" 0.130354546112929 TRUE
"271" "1" 0 "6" 0.140764785934166 TRUE
"272" "13" 0 "4" -0.135148302323021 TRUE
"273" "23" 1 "4" -0.347898178556395 TRUE
"274" "23" 0 "5" -0.0268532023901834 TRUE
"275" "13" 1 "7" -0.0916298819190269 FALSE
"276" "23" 1 "5" 0.027629419833572 TRUE
"277" "13" 1 "1" -0.258958783987772 TRUE
"278" "23" 1 "2" 0.16173904384886 TRUE
"279" "1" 0 "3" 0.127015938399192 TRUE
"280" "13" 1 "6" -0.406394827866327 TRUE
"281" "23" 1 "7" -0.196618667087864 TRUE
"282" "13" 0 "1" 0.0830472314695427 TRUE
"283" "13" 0 "3" -0.112427885991538 TRUE
"284" "1" 1 "6" 0.134586409585246 TRUE
"285" "13" 0 "6" -0.454792345070291 TRUE
"286" "13" 0 "2" 1.54895039742863 TRUE
"287" "13" 1 "3" 0.0369157969544559 TRUE
"288" "1" 1 "1" 0.246141346973507 TRUE
"289" "23" 0 "6" -0.121518293427494 TRUE
"290" "1" 1 "2" -0.0858434074818955 TRUE
"291" "13" 1 "4" -0.0735836666379194 TRUE
"292" "13" 1 "2" 0.0690941516977351 TRUE
"293" "1" 0 "7" 0.540832691319598 TRUE
"294" "23" 0 "2" -0.313405610867255 TRUE
"295" "13" 1 "5" -0.211860500689405 TRUE
"296" "23" 0 "7" 0.0559656531168506 TRUE
"297" "13" 0 "7" -0.37804746489571 TRUE
"298" "1" 0 "4" -0.0623268829392279 TRUE
"299" "1" 0 "1" -0.0570519683032816 TRUE
"300" "22" 0 "1" 1.20369942580875 TRUE
"301" "22" 0 "6" 0.30783044438628 TRUE
"302" "22" 0 "3" 0.10850005677349 TRUE
"303" "22" 1 "6" 1.43344792807987 FALSE
"304" "22" 0 "2" -0.128892755667388 TRUE
"305" "22" 1 "3" -0.132883649482847 TRUE
"306" "22" 1 "1" -0.177284379546044 TRUE
"307" "22" 0 "4" -0.161637440347572 TRUE
"308" "22" 0 "7" 0.104976174818253 TRUE
"309" "22" 1 "2" -0.116374453543708 FALSE
"310" "22" 1 "4" 1.62758306520781 TRUE
"311" "22" 1 "5" 0.282897100074867 TRUE
"312" "22" 1 "7" -0.0983082525983328 TRUE
"313" "22" 0 "5" -0.10072459900882 TRUE
"314" "36" 1 "1" -0.0520882706539519 FALSE
"315" "36" 0 "6" 0.130273258161295 TRUE
"316" "36" 0 "5" -0.211414917857347 FALSE
"317" "30" 1 "3" 0.340518642488194 TRUE
"318" "36" 1 "4" 0.24407098294928 FALSE
"319" "30" 0 "5" 0.214642250061349 TRUE
"320" "36" 1 "6" -0.263321708893485 TRUE
"321" "36" 1 "3" -0.0961579266024623 FALSE
"322" "30" 0 "2" -0.0636353712733929 TRUE
"323" "30" 1 "4" 0.258161142828384 FALSE
"324" "31" 1 "6" -0.157784745420324 TRUE
"325" "30" 1 "5" 0.261394702222898 TRUE
"326" "36" 0 "1" -0.0887520313960368 TRUE
"327" "31" 1 "2" 0.0858659427513201 FALSE
"328" "31" 0 "4" -0.0864228305506505 TRUE
"329" "30" 1 "2" 0.39251834918206 TRUE
"330" "36" 0 "3" -0.332330838629063 FALSE
"331" "36" 0 "7" -0.0840448656211053 TRUE
"332" "36" 1 "5" -0.265975998049422 TRUE
"333" "30" 0 "4" 0.460071637997895 TRUE
"334" "31" 0 "1" 0.131778368151259 TRUE
"335" "36" 0 "2" 0.0796648439611507 TRUE
"336" "30" 0 "6" 0.157611589232741 TRUE
"337" "31" 1 "1" 0.0558530570771389 TRUE
"338" "30" 0 "1" -0.0465235301556028 TRUE
"339" "30" 1 "6" 0.898306823729846 TRUE
"340" "30" 0 "3" 0.0624476321794381 TRUE
"341" "30" 1 "7" 0.244891898511712 TRUE
"342" "30" 1 "1" 1.67978322640164 TRUE
"343" "31" 0 "6" 1.65175407595061 TRUE
"344" "31" 1 "5" 1.66323597838106 FALSE
"345" "31" 0 "2" 0.139032034331106 FALSE
"346" "31" 0 "5" 0.0498068390205433 TRUE
"347" "31" 1 "4" 0.31903333190132 FALSE
"348" "31" 1 "7" 0.754392266866312 TRUE
"349" "31" 0 "7" -0.178423986384823 TRUE
"350" "17" 1 "1" 0.266739222486493 TRUE
"351" "17" 1 "4" 0.231913424242359 TRUE
"352" "17" 0 "7" -0.110607081825282 TRUE
"353" "17" 0 "2" 0.190582081032285 TRUE
"354" "17" 0 "5" -0.137757871504133 TRUE
"355" "17" 0 "3" 0.101978403665357 TRUE
"356" "17" 1 "5" 0.832318119753469 TRUE
"357" "17" 0 "4" 0.165963827274071 TRUE
"358" "17" 1 "7" 1.60593892922587 TRUE
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