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Last active Aug 29, 2015

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Data and script to accompany http://stats.stackexchange.com/q/105906/42952
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
We can make this file beautiful and searchable if this error is corrected: No commas found in this CSV file in line 0.
"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
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"110" "15" 1 "2" 0.117387933150843 TRUE
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"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
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"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
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"133" "10" 1 "3" -0.0840342628256797 TRUE
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"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
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"146" "21" 1 "1" -0.282370468950979 TRUE
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