Psych 251 PS2: Tidying Data
Andrew Lampinen
September 27, 2018
Ethan Roy Problem Set 2
In this assignment we’ll learn about dplyr and tidyr, two packages from the tidyverse that allow elegant and easily understandable data tidying and manipulation. We’ll do this by working through the steps of loading an actual dataset, tidying it up, and carrying out some basic analyses.
The dataset we’re using comes from the OSF Reproduciblity project replication of a study by Maya Tamir, Christopher Mitchell, and our very own James Gross (“Hedonic and Instrumental Motives in Anger Regulation,” Tamir, Mitchell, and Gross, Psychological Science, 2008). You can find the replication report here, and the original paper here. The replication tests two hypotheses from the original paper:
Rating hypothesis: Participants will prefer listening to angry music (or recalling an anger-inducing experience) before playing a confrontational (violent) game, but will prefer listening to exciting or neutral music (or recalling a calm experience) before a neutral game. This is assessed through preference ratings where the participants read a description of a game, and then are asked to rate on a likert scale.
Performance hypothesis: Subjects would perform better after listening to angry music on a confrontational game (not one of the ones described in the materials for the previous hypothesis, to avoid contamination), but would perform better on a non-confrontational game (again, not described in the materials for hypothesis 1) after listening to non-angry music. This is computed by having the subjects play without music for 5 minutes, and then after/with music for 5 minutes, and comparing change scores depending on the music type.
First, let’s load the libraries we’re going to use.
library(foreign) # for reading spss formatted data
library(tidyr)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(stringr) # useful for some string manipulation
library(ggplot2)Load Data
d = read.spss("data/Tamiretal2008ReplicationData.sav", to.data.frame=T)Take a look at the data structure:
head(d)## Subject Cond Exper
## 1 1 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 2 2 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 3 3 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 4 4 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 5 5 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 6 6 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## Inifile Date Time Game1Angry1 Game1Angry2 Game1Angry3
## 1 default.mlp 13642819200 40781 6 6 5
## 2 default.mlp 13642819200 50753 7 7 7
## 3 default.mlp 13642819200 54540 6 5 7
## 4 default.mlp 13642905600 34952 4 1 1
## 5 default.mlp 13642905600 49095 6 6 7
## 6 default.mlp 13642905600 59714 5 5 6
## Game1AngryFriends Game1AngryStrangers Game1CalmFriends
## 1 2 5 2
## 2 7 7 6
## 3 2 2 2
## 4 6 6 2
## 5 6 6 2
## 6 3 4 5
## Game1CalmStrangers Game1ExcitedFriends Game1ExcitedStrangers
## 1 2 1 2
## 2 6 6 6
## 3 2 2 2
## 4 1 3 4
## 5 2 5 5
## 6 4 6 4
## Game1Exciting1 Game1Exciting2 Game1Exciting3 Game1Intro Game1Neutral1
## 1 3 2 6 ok 2
## 2 5 3 2 ok 1
## 3 2 3 4 ok 1
## 4 5 4 5 ok 1
## 5 1 3 2 ok 3
## 6 3 2 4 ok 2
## Game1Neutral2 Game1Neutral3 Game2Angry1 Game2Angry2 Game2Angry3
## 1 4 4 6 4 6
## 2 1 1 7 6 7
## 3 2 3 5 3 6
## 4 2 2 6 2 6
## 5 2 4 5 6 6
## 6 2 4 6 5 6
## Game2AngryFriends Game2AngryStrangers Game2CalmFriends
## 1 3 6 1
## 2 6 7 2
## 3 3 3 3
## 4 3 6 1
## 5 5 6 1
## 6 3 5 3
## Game2CalmStrangers Game2ExcitedFriends Game2ExcitedStrangers
## 1 2 1 1
## 2 3 5 5
## 3 3 3 3
## 4 1 2 4
## 5 1 4 4
## 6 2 5 4
## Game2Exciting1 Game2Exciting2 Game2Exciting3 Game2Intro Game2Neutral1
## 1 3 2 4 ok 1
## 2 5 2 1 ok 1
## 3 2 5 2 ok 4
## 4 3 2 2 ok 1
## 5 1 2 2 ok 4
## 6 2 2 3 ok 2
## Game2Neutral2 Game2Neutral3 Game3Angry1 Game3Angry2 Game3Angry3
## 1 3 1 2 2 3
## 2 1 2 6 3 5
## 3 3 1 2 2 3
## 4 1 3 2 1 6
## 5 4 5 3 5 6
## 6 3 4 2 2 5
## Game3AngryFriends Game3AngryStrangers Game3CalmFriends
## 1 3 2 7
## 2 3 2 6
## 3 4 4 3
## 4 5 4 2
## 5 1 3 5
## 6 1 1 4
## Game3CalmStrangers Game3ExcitedFriends Game3ExcitedStrangers
## 1 6 6 5
## 2 5 6 5
## 3 3 4 4
## 4 2 5 6
## 5 5 6 5
## 6 3 4 2
## Game3Exciting1 Game3Exciting2 Game3Exciting3 Game3Intro Game3Neutral1
## 1 2 2 3 ok 5
## 2 4 3 3 ok 2
## 3 3 6 2 ok 2
## 4 3 1 3 ok 2
## 5 3 1 3 ok 2
## 6 1 2 2 ok 5
## Game3Neutral2 Game3Neutral3 Game4Angry1 Game4Angry2 Game4Angry3
## 1 6 5 2 2 2
## 2 1 5 2 5 2
## 3 3 3 5 2 2
## 4 2 6 1 1 2
## 5 4 5 3 4 3
## 6 4 4 2 3 3
## Game4AngryFriends Game4AngryStrangers Game4CalmFriends
## 1 2 2 5
## 2 4 4 2
## 3 4 5 2
## 4 1 1 2
## 5 2 3 5
## 6 1 2 4
## Game4CalmStrangers Game4ExcitedFriends Game4ExcitedStrangers
## 1 5 7 4
## 2 4 3 4
## 3 4 4 5
## 4 2 4 4
## 5 5 5 6
## 6 4 5 4
## Game4Exciting1 Game4Exciting2 Game4Exciting3 Game4Intro Game4Neutral1
## 1 5 5 2 ok 1
## 2 1 2 6 ok 5
## 3 7 4 5 ok 3
## 4 6 6 6 ok 4
## 5 1 5 5 ok 4
## 6 2 4 3 ok 3
## Game4Neutral2 Game4Neutral3 MusicSelectionEnd MusicSelectionInstrx
## 1 5 2 ok ok
## 2 5 2 ok ok
## 3 2 4 ok ok
## 4 5 2 ok ok
## 5 2 5 ok ok
## 6 5 5 ok ok
## RecallSelectionEnd RecallSelectionInstrx Subject2 Cond2
## 1 ok ok 1 2
## 2 ok ok 2 3
## 3 ok ok 3 1
## 4 ok ok 4 4
## 5 ok ok 5 5
## 6 ok ok 6 6
## Exper_A Inifile_A
## 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## Date_A Time_A DescribeMusic HowActiveAngry1 HowActiveAngry2
## 1 13642819200 43151 2 4 4
## 2 13642819200 53012 3 5 5
## 3 13642819200 57041 2 4 4
## 4 13642905600 37630 3 5 3
## 5 13642905600 51434 2 5 4
## 6 13642905600 62320 3 3 3
## HowActiveAngry3 HowActiveExciting1 HowActiveExciting2 HowActiveExciting3
## 1 4 5 4 5
## 2 5 5 2 4
## 3 4 2 1 3
## 4 3 5 5 5
## 5 5 3 3 3
## 6 2 3 3 4
## HowActiveNeutral1 HowActiveNeutral2 HowActiveNeutral3 HowAngryAngry1
## 1 2 2 2 5
## 2 2 2 1 5
## 3 1 2 1 4
## 4 2 2 1 3
## 5 2 1 1 2
## 6 1 2 1 2
## HowAngryAngry2 HowAngryAngry3 HowAngryExciting1 HowAngryExciting2
## 1 4 4 3 4
## 2 5 5 4 3
## 3 4 4 3 1
## 4 2 3 1 1
## 5 2 3 2 2
## 6 2 2 2 1
## HowAngryExciting3 HowAngryNeutral1 HowAngryNeutral2 HowAngryNeutral3
## 1 3 2 2 1
## 2 3 2 1 1
## 3 3 1 1 2
## 4 1 2 1 1
## 5 1 1 1 1
## 6 1 1 1 1
## HowExcitedAngry1 HowExcitedAngry2 HowExcitedAngry3 HowExcitedExciting1
## 1 4 3 3 4
## 2 5 5 5 4
## 3 3 3 2 2
## 4 4 1 3 4
## 5 4 4 5 3
## 6 5 2 3 3
## HowExcitedExciting2 HowExcitedExciting3 HowExcitedNeutral1
## 1 4 4 2
## 2 2 4 3
## 3 2 3 2
## 4 3 5 2
## 5 3 3 2
## 6 2 4 1
## HowExcitedNeutral2 HowExcitedNeutral3 HowPleasantAngry1
## 1 2 2 1
## 2 2 1 1
## 3 1 2 2
## 4 2 1 1
## 5 1 3 4
## 6 1 2 2
## HowPleasantAngry2 HowPleasantAngry3 HowPleasantExciting1
## 1 2 1 2
## 2 2 1 1
## 3 2 4 2
## 4 1 3 4
## 5 3 2 1
## 6 2 3 3
## HowPleasantExciting2 HowPleasantExciting3 HowPleasantNeutral1
## 1 2 1 5
## 2 4 3 4
## 3 2 2 2
## 4 4 3 2
## 5 1 2 1
## 6 3 4 3
## HowPleasantNeutral2 HowPleasantNeutral3 MusicRatingEnd MusicRatingInstrx
## 1 4 5 ok ok
## 2 4 4 ok ok
## 3 2 1 ok ok
## 4 4 5 ok ok
## 5 1 5 ok ok
## 6 3 4 ok ok
## WhichGames aboutyou age distractions endinstructions ethnicity
## 1 ok ok 18 ok ok 2
## 2 ok ok 20 ok ok 2
## 3 ok ok 18 ok ok 2
## 4 ok ok 18 ok ok 2
## 5 ok ok 18 ok ok 2
## 6 ok ok 19 ok ok 2
## overlooking race sex whatabout year Subject3 DDNoMusicLevel
## 1 ok 2 1 ok 1 1 3
## 2 ok 2 2 ok 2 2 3
## 3 ok 2 1 ok 1 3 2
## 4 ok 2 1 ok 1 4 3
## 5 ok 2 1 ok 1 5 3
## 6 ok 2 1 ok 1 6 3
## DDNoMusicScore DDMusicLevel DDMusicScore SOFNoMusicEnemies
## 1 0 3 830 22
## 2 20 3 2930 18
## 3 1250 3 370 15
## 4 1742 3 1921 3
## 5 60 3 1750 18
## 6 840 3 1380 23
## SOFNoMusicFriendlies SOFNoMusicTime SOFMusicEnemies SOFMusicFriendlies
## 1 2 24360 19 0
## 2 1 23580 18 2
## 3 0 15300 23 1
## 4 0 5280 19 0
## 5 2 19140 23 3
## 6 1 23220 24 0
## SOFMusicTime GameComments
## 1 23340
## 2 22500
## 3 24300
## 4 16860 Participant died, restart
## 5 20820 Error in game towards the end of time
## 6 23400
## DoNotUseVideoGamePerformanceData ConfrontationalAngryMusicScore
## 1 NA 5.500000
## 2 NA 6.833333
## 3 NA 5.333333
## 4 1 3.333333
## 5 1 6.000000
## 6 NA 5.500000
## ConfrontationalExcitingMusicScore ConfrontationalNeutralMusicScore
## 1 3.333333 2.500000
## 2 3.000000 1.166667
## 3 3.000000 2.333333
## 4 3.500000 1.666667
## 5 1.833333 3.666667
## 6 2.666667 2.833333
## ConfrontationalAngryRecallScore ConfrontationalExcitingRecallScore
## 1 3.75 1.25
## 2 7.00 5.75
## 3 2.25 2.25
## 4 6.00 3.50
## 5 6.00 4.75
## 6 3.75 5.00
## ConfrontationalNeutralRecallScore NonconfrontationalAngryMusicScore
## 1 2.00 2.166667
## 2 5.25 3.833333
## 3 2.25 2.666667
## 4 1.50 2.166667
## 5 1.75 4.000000
## 6 4.00 2.833333
## NonconfrontationalExcitingMusicScore NonconfrontationalNeutralMusicScore
## 1 3.166667 4.000000
## 2 3.166667 3.333333
## 3 4.500000 2.833333
## 4 4.166667 3.500000
## 5 3.000000 3.666667
## 6 2.333333 4.333333
## NonconfrontationalAngryRecallScore NonconfrontationalExcitingRecallScore
## 1 2.50 5.25
## 2 3.00 5.25
## 3 4.25 4.25
## 4 3.75 5.00
## 5 2.00 5.75
## 6 1.25 3.50
## NonconfrontationalNeutralRecallScore ConfrontationalAngerScore
## 1 6.25 4.8
## 2 5.25 6.9
## 3 3.25 4.1
## 4 2.00 4.4
## 5 5.00 6.0
## 6 3.75 4.8
## ConfrontationalExcitingScore ConfrontationalNeutralScore
## 1 2.5 2.3
## 2 4.1 2.8
## 3 2.7 2.3
## 4 3.5 1.6
## 5 3.0 2.9
## 6 3.6 3.3
## NonconfrontationalAngerScore NonconfrontationalExcitingScore
## 1 2.3 4.0
## 2 3.5 4.0
## 3 3.3 4.4
## 4 2.8 4.5
## 5 3.2 4.1
## 6 2.2 2.8
## NonconfrontationalNeutralScore Usable DoNotUse
## 1 4.9 1 NA
## 2 4.1 0 1
## 3 3.0 1 NA
## 4 2.9 1 NA
## 5 4.2 1 NA
## 6 4.1 1 NA
## ProblemDetails
## 1
## 2 Female participant (this is a males only study)
## 3
## 4
## 5
## 6
## DinerDashWithMusicScore DinerDashWithoutMusicScore MusicCondition
## 1 5830 5000 Exciting
## 2 7930 5020 Neutral
## 3 5370 1250 Anger
## 4 6921 6742 Anger
## 5 6750 5060 Exciting
## 6 6380 5840 Neutral
## ZDinerDashWithMusicScore ZDinerDashWithoutMusicScore ZSOFNoMusicEnemies
## 1 -0.07333283 0.2692740 0.7501199
## 2 NA NA NA
## 3 -0.73344247 -2.8616517 -0.1401958
## 4 1.49227504 1.7236934 -1.6664514
## 5 1.24688645 0.3193688 0.2413681
## 6 0.71592870 0.9706014 0.8773079
## ZSOFMusicEnemies DinerDashDifferenceScore SOFDifferenceScore
## 1 -0.2020329 -0.3426068 -0.95215278
## 2 NA NA NA
## 3 0.3183548 2.1282092 0.45855062
## 4 -0.2020329 -0.2314183 1.46441854
## 5 0.3183548 0.9275176 0.07698673
## 6 0.4484517 -0.2546727 -0.42885618
## PleasantScoreForAngryMusic PleasantScoreForExcitingMusic
## 1 1.333333 1.666667
## 2 1.333333 2.666667
## 3 2.666667 2.000000
## 4 1.666667 3.666667
## 5 3.000000 1.333333
## 6 2.333333 3.333333
## PleasantScoreForNeutralMusic AngryScoreForAngryMusic
## 1 4.666667 4.333333
## 2 4.000000 5.000000
## 3 1.666667 4.000000
## 4 3.666667 2.666667
## 5 2.333333 2.333333
## 6 3.333333 2.000000
## AngryScoreForExcitingMusic AngryScoreForNeutralMusic
## 1 3.333333 1.666667
## 2 3.333333 1.333333
## 3 2.333333 1.333333
## 4 1.000000 1.333333
## 5 1.666667 1.000000
## 6 1.333333 1.000000
## ExcitedScoreForExcitingMusic ExcitedScoreForNeutralMusic
## 1 4.000000 2.000000
## 2 3.333333 2.000000
## 3 2.333333 1.666667
## 4 4.000000 1.666667
## 5 3.000000 2.000000
## 6 3.000000 1.333333
## ActiveScoreForExcitingMusic ActiveScoreForNeutralMusic
## 1 4.666667 2.000000
## 2 3.666667 1.666667
## 3 2.000000 1.333333
## 4 5.000000 1.666667
## 5 3.000000 1.333333
## 6 3.333333 1.333333
## ExcitedScoreForAngryMusic ActiveScoreForAngryMusic
## 1 3.333333 4.000000
## 2 5.000000 5.000000
## 3 2.666667 4.000000
## 4 2.666667 3.666667
## 5 4.333333 4.666667
## 6 3.333333 2.666667This data is what we call wide form – each subject is a single row, and the columns represent different observations. This is a somewhat inconvenient way of representing the data, for example if we wanted to do the same operation to each likert rating (for example normalize it to be in the range 0-1), we’d have to do it on each of the 40 or so rating columns. To avoid this, our eventual goal will be to convert the data into long form, where each row is a single observation.
For now, take a look at the column names to get a better idea of what all is in the dataset.
colnames(d)## [1] "Subject"
## [2] "Cond"
## [3] "Exper"
## [4] "Inifile"
## [5] "Date"
## [6] "Time"
## [7] "Game1Angry1"
## [8] "Game1Angry2"
## [9] "Game1Angry3"
## [10] "Game1AngryFriends"
## [11] "Game1AngryStrangers"
## [12] "Game1CalmFriends"
## [13] "Game1CalmStrangers"
## [14] "Game1ExcitedFriends"
## [15] "Game1ExcitedStrangers"
## [16] "Game1Exciting1"
## [17] "Game1Exciting2"
## [18] "Game1Exciting3"
## [19] "Game1Intro"
## [20] "Game1Neutral1"
## [21] "Game1Neutral2"
## [22] "Game1Neutral3"
## [23] "Game2Angry1"
## [24] "Game2Angry2"
## [25] "Game2Angry3"
## [26] "Game2AngryFriends"
## [27] "Game2AngryStrangers"
## [28] "Game2CalmFriends"
## [29] "Game2CalmStrangers"
## [30] "Game2ExcitedFriends"
## [31] "Game2ExcitedStrangers"
## [32] "Game2Exciting1"
## [33] "Game2Exciting2"
## [34] "Game2Exciting3"
## [35] "Game2Intro"
## [36] "Game2Neutral1"
## [37] "Game2Neutral2"
## [38] "Game2Neutral3"
## [39] "Game3Angry1"
## [40] "Game3Angry2"
## [41] "Game3Angry3"
## [42] "Game3AngryFriends"
## [43] "Game3AngryStrangers"
## [44] "Game3CalmFriends"
## [45] "Game3CalmStrangers"
## [46] "Game3ExcitedFriends"
## [47] "Game3ExcitedStrangers"
## [48] "Game3Exciting1"
## [49] "Game3Exciting2"
## [50] "Game3Exciting3"
## [51] "Game3Intro"
## [52] "Game3Neutral1"
## [53] "Game3Neutral2"
## [54] "Game3Neutral3"
## [55] "Game4Angry1"
## [56] "Game4Angry2"
## [57] "Game4Angry3"
## [58] "Game4AngryFriends"
## [59] "Game4AngryStrangers"
## [60] "Game4CalmFriends"
## [61] "Game4CalmStrangers"
## [62] "Game4ExcitedFriends"
## [63] "Game4ExcitedStrangers"
## [64] "Game4Exciting1"
## [65] "Game4Exciting2"
## [66] "Game4Exciting3"
## [67] "Game4Intro"
## [68] "Game4Neutral1"
## [69] "Game4Neutral2"
## [70] "Game4Neutral3"
## [71] "MusicSelectionEnd"
## [72] "MusicSelectionInstrx"
## [73] "RecallSelectionEnd"
## [74] "RecallSelectionInstrx"
## [75] "Subject2"
## [76] "Cond2"
## [77] "Exper_A"
## [78] "Inifile_A"
## [79] "Date_A"
## [80] "Time_A"
## [81] "DescribeMusic"
## [82] "HowActiveAngry1"
## [83] "HowActiveAngry2"
## [84] "HowActiveAngry3"
## [85] "HowActiveExciting1"
## [86] "HowActiveExciting2"
## [87] "HowActiveExciting3"
## [88] "HowActiveNeutral1"
## [89] "HowActiveNeutral2"
## [90] "HowActiveNeutral3"
## [91] "HowAngryAngry1"
## [92] "HowAngryAngry2"
## [93] "HowAngryAngry3"
## [94] "HowAngryExciting1"
## [95] "HowAngryExciting2"
## [96] "HowAngryExciting3"
## [97] "HowAngryNeutral1"
## [98] "HowAngryNeutral2"
## [99] "HowAngryNeutral3"
## [100] "HowExcitedAngry1"
## [101] "HowExcitedAngry2"
## [102] "HowExcitedAngry3"
## [103] "HowExcitedExciting1"
## [104] "HowExcitedExciting2"
## [105] "HowExcitedExciting3"
## [106] "HowExcitedNeutral1"
## [107] "HowExcitedNeutral2"
## [108] "HowExcitedNeutral3"
## [109] "HowPleasantAngry1"
## [110] "HowPleasantAngry2"
## [111] "HowPleasantAngry3"
## [112] "HowPleasantExciting1"
## [113] "HowPleasantExciting2"
## [114] "HowPleasantExciting3"
## [115] "HowPleasantNeutral1"
## [116] "HowPleasantNeutral2"
## [117] "HowPleasantNeutral3"
## [118] "MusicRatingEnd"
## [119] "MusicRatingInstrx"
## [120] "WhichGames"
## [121] "aboutyou"
## [122] "age"
## [123] "distractions"
## [124] "endinstructions"
## [125] "ethnicity"
## [126] "overlooking"
## [127] "race"
## [128] "sex"
## [129] "whatabout"
## [130] "year"
## [131] "Subject3"
## [132] "DDNoMusicLevel"
## [133] "DDNoMusicScore"
## [134] "DDMusicLevel"
## [135] "DDMusicScore"
## [136] "SOFNoMusicEnemies"
## [137] "SOFNoMusicFriendlies"
## [138] "SOFNoMusicTime"
## [139] "SOFMusicEnemies"
## [140] "SOFMusicFriendlies"
## [141] "SOFMusicTime"
## [142] "GameComments"
## [143] "DoNotUseVideoGamePerformanceData"
## [144] "ConfrontationalAngryMusicScore"
## [145] "ConfrontationalExcitingMusicScore"
## [146] "ConfrontationalNeutralMusicScore"
## [147] "ConfrontationalAngryRecallScore"
## [148] "ConfrontationalExcitingRecallScore"
## [149] "ConfrontationalNeutralRecallScore"
## [150] "NonconfrontationalAngryMusicScore"
## [151] "NonconfrontationalExcitingMusicScore"
## [152] "NonconfrontationalNeutralMusicScore"
## [153] "NonconfrontationalAngryRecallScore"
## [154] "NonconfrontationalExcitingRecallScore"
## [155] "NonconfrontationalNeutralRecallScore"
## [156] "ConfrontationalAngerScore"
## [157] "ConfrontationalExcitingScore"
## [158] "ConfrontationalNeutralScore"
## [159] "NonconfrontationalAngerScore"
## [160] "NonconfrontationalExcitingScore"
## [161] "NonconfrontationalNeutralScore"
## [162] "Usable"
## [163] "DoNotUse"
## [164] "ProblemDetails"
## [165] "DinerDashWithMusicScore"
## [166] "DinerDashWithoutMusicScore"
## [167] "MusicCondition"
## [168] "ZDinerDashWithMusicScore"
## [169] "ZDinerDashWithoutMusicScore"
## [170] "ZSOFNoMusicEnemies"
## [171] "ZSOFMusicEnemies"
## [172] "DinerDashDifferenceScore"
## [173] "SOFDifferenceScore"
## [174] "PleasantScoreForAngryMusic"
## [175] "PleasantScoreForExcitingMusic"
## [176] "PleasantScoreForNeutralMusic"
## [177] "AngryScoreForAngryMusic"
## [178] "AngryScoreForExcitingMusic"
## [179] "AngryScoreForNeutralMusic"
## [180] "ExcitedScoreForExcitingMusic"
## [181] "ExcitedScoreForNeutralMusic"
## [182] "ActiveScoreForExcitingMusic"
## [183] "ActiveScoreForNeutralMusic"
## [184] "ExcitedScoreForAngryMusic"
## [185] "ActiveScoreForAngryMusic"And see if you can figure out what range the likert scores are in. What’s the highest number on the likert scale, and what’s the lowest? (Hint, d$Game1Angry1 is one of the likert rating columns, and you may want to use unique or range or hist)
## your code here
echo=TRUE
range(d$Game1Angry1, na.rm = TRUE) #exclude N/A values## [1] 1 7Highest number: [7] Lowest number: [1]
cleaning up a bit
First, we’ll get rid of rows and columns of the data that we don’t need.
filter out excluded rows
First, we need to filter out any rows that should be excluded. According to the report, there are two exclusions:
“exclude data from participant 2 and participant 23 participant 2 is female, and this is a males only study participant 23 was set up on part 2 of the study (the music ratings) twice and never did part 1”
You can see participant 23’s data and the fact that they did not do part 1 by looking at the last rows of the dataframe:
tail(d)## Subject Cond Exper
## 86 87 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 87 88 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 88 89 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 89 90 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 90 23 NA
## 91 23 NA
## Inifile Date Time Game1Angry1 Game1Angry2 Game1Angry3
## 86 default.mlp 13644633600 40065 1 3 4
## 87 default.mlp 13644633600 51237 7 7 5
## 88 default.mlp 13644633600 54293 7 6 6
## 89 default.mlp 13644633600 58190 5 5 5
## 90 NA NA NA NA NA
## 91 NA NA NA NA NA
## Game1AngryFriends Game1AngryStrangers Game1CalmFriends
## 86 6 7 1
## 87 4 1 4
## 88 7 5 3
## 89 7 7 1
## 90 NA NA NA
## 91 NA NA NA
## Game1CalmStrangers Game1ExcitedFriends Game1ExcitedStrangers
## 86 1 1 1
## 87 4 7 4
## 88 2 7 6
## 89 1 4 1
## 90 NA NA NA
## 91 NA NA NA
## Game1Exciting1 Game1Exciting2 Game1Exciting3 Game1Intro Game1Neutral1
## 86 1 1 1 ok 2
## 87 7 7 6 ok 2
## 88 3 5 2 ok 1
## 89 1 1 1 ok 1
## 90 NA NA NA NA
## 91 NA NA NA NA
## Game1Neutral2 Game1Neutral3 Game2Angry1 Game2Angry2 Game2Angry3
## 86 2 3 5 5 7
## 87 1 1 7 7 4
## 88 2 1 6 4 6
## 89 1 6 5 1 7
## 90 NA NA NA NA NA
## 91 NA NA NA NA NA
## Game2AngryFriends Game2AngryStrangers Game2CalmFriends
## 86 1 7 4
## 87 1 1 5
## 88 7 2 3
## 89 7 7 1
## 90 NA NA NA
## 91 NA NA NA
## Game2CalmStrangers Game2ExcitedFriends Game2ExcitedStrangers
## 86 4 2 2
## 87 6 7 4
## 88 1 7 5
## 89 1 1 4
## 90 NA NA NA
## 91 NA NA NA
## Game2Exciting1 Game2Exciting2 Game2Exciting3 Game2Intro Game2Neutral1
## 86 5 1 1 ok 1
## 87 7 1 1 ok 1
## 88 1 3 1 ok 1
## 89 3 2 2 ok 1
## 90 NA NA NA NA
## 91 NA NA NA NA
## Game2Neutral2 Game2Neutral3 Game3Angry1 Game3Angry2 Game3Angry3
## 86 1 1 5 3 6
## 87 1 1 2 1 7
## 88 2 2 2 4 4
## 89 3 1 1 1 5
## 90 NA NA NA NA NA
## 91 NA NA NA NA NA
## Game3AngryFriends Game3AngryStrangers Game3CalmFriends
## 86 1 2 5
## 87 1 1 7
## 88 1 1 6
## 89 2 2 7
## 90 NA NA NA
## 91 NA NA NA
## Game3CalmStrangers Game3ExcitedFriends Game3ExcitedStrangers
## 86 6 4 2
## 87 2 7 3
## 88 4 3 6
## 89 6 7 7
## 90 NA NA NA
## 91 NA NA NA
## Game3Exciting1 Game3Exciting2 Game3Exciting3 Game3Intro Game3Neutral1
## 86 1 1 1 ok 5
## 87 2 1 1 ok 4
## 88 5 5 6 ok 4
## 89 2 1 1 ok 4
## 90 NA NA NA NA
## 91 NA NA NA NA
## Game3Neutral2 Game3Neutral3 Game4Angry1 Game4Angry2 Game4Angry3
## 86 1 2 3 1 4
## 87 6 2 2 1 7
## 88 1 6 1 1 1
## 89 4 7 1 3 1
## 90 NA NA NA NA NA
## 91 NA NA NA NA NA
## Game4AngryFriends Game4AngryStrangers Game4CalmFriends
## 86 1 1 7
## 87 3 4 2
## 88 1 1 7
## 89 3 3 5
## 90 NA NA NA
## 91 NA NA NA
## Game4CalmStrangers Game4ExcitedFriends Game4ExcitedStrangers
## 86 7 7 7
## 87 6 7 7
## 88 5 7 5
## 89 4 7 7
## 90 NA NA NA
## 91 NA NA NA
## Game4Exciting1 Game4Exciting2 Game4Exciting3 Game4Intro Game4Neutral1
## 86 2 5 5 ok 5
## 87 4 1 2 ok 5
## 88 5 4 7 ok 5
## 89 2 4 5 ok 1
## 90 NA NA NA NA
## 91 NA NA NA NA
## Game4Neutral2 Game4Neutral3 MusicSelectionEnd MusicSelectionInstrx
## 86 5 4 ok ok
## 87 3 1 ok ok
## 88 5 3 ok ok
## 89 2 5 ok ok
## 90 NA NA
## 91 NA NA
## RecallSelectionEnd RecallSelectionInstrx Subject2 Cond2
## 86 ok ok 87 1
## 87 ok ok 88 6
## 88 ok ok 89 2
## 89 ok ok 90 3
## 90 23 1
## 91 23 1
## Exper_A Inifile_A
## 86 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 87 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 88 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 89 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 90 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 91 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## Date_A Time_A DescribeMusic HowActiveAngry1 HowActiveAngry2
## 86 13644633600 42314 2 5 5
## 87 13644633600 53402 2 5 5
## 88 13644633600 56552 2 5 3
## 89 13644633600 60558 2 5 5
## 90 13643078400 61329 2 4 5
## 91 13643078400 63502 2 4 3
## HowActiveAngry3 HowActiveExciting1 HowActiveExciting2
## 86 4 5 5
## 87 5 5 5
## 88 4 4 5
## 89 3 5 5
## 90 5 3 3
## 91 5 4 3
## HowActiveExciting3 HowActiveNeutral1 HowActiveNeutral2
## 86 5 1 1
## 87 5 2 2
## 88 5 1 2
## 89 5 1 1
## 90 3 3 4
## 91 5 4 4
## HowActiveNeutral3 HowAngryAngry1 HowAngryAngry2 HowAngryAngry3
## 86 1 3 5 1
## 87 1 5 5 1
## 88 1 5 5 4
## 89 1 5 5 3
## 90 3 3 3 2
## 91 2 2 3 2
## HowAngryExciting1 HowAngryExciting2 HowAngryExciting3 HowAngryNeutral1
## 86 1 1 1 1
## 87 3 1 2 1
## 88 2 3 1 1
## 89 3 1 1 1
## 90 3 2 2 2
## 91 3 3 1 2
## HowAngryNeutral2 HowAngryNeutral3 HowExcitedAngry1 HowExcitedAngry2
## 86 5 1 4 4
## 87 1 1 5 5
## 88 1 1 5 5
## 89 1 1 5 5
## 90 2 2 4 4
## 91 2 1 3 3
## HowExcitedAngry3 HowExcitedExciting1 HowExcitedExciting2
## 86 4 3 4
## 87 5 5 5
## 88 4 3 4
## 89 5 4 5
## 90 5 5 5
## 91 3 3 5
## HowExcitedExciting3 HowExcitedNeutral1 HowExcitedNeutral2
## 86 4 1 2
## 87 5 1 5
## 88 5 2 2
## 89 4 1 1
## 90 3 3 4
## 91 4 3 4
## HowExcitedNeutral3 HowPleasantAngry1 HowPleasantAngry2
## 86 1 3 3
## 87 5 1 1
## 88 1 3 3
## 89 2 2 1
## 90 4 1 1
## 91 3 2 2
## HowPleasantAngry3 HowPleasantExciting1 HowPleasantExciting2
## 86 4 2 4
## 87 5 5 5
## 88 2 3 3
## 89 3 1 5
## 90 1 1 2
## 91 1 2 5
## HowPleasantExciting3 HowPleasantNeutral1 HowPleasantNeutral2
## 86 3 3 3
## 87 2 5 5
## 88 5 4 4
## 89 2 4 4
## 90 1 3 3
## 91 3 5 5
## HowPleasantNeutral3 MusicRatingEnd MusicRatingInstrx WhichGames
## 86 2 ok ok ok
## 87 5 ok ok ok
## 88 5 ok ok ok
## 89 5 ok ok ok
## 90 3 ok ok ok
## 91 1 ok ok ok
## aboutyou age distractions endinstructions ethnicity overlooking race
## 86 ok 20 ok ok 2 ok 2
## 87 ok 18 ok ok 2 ok 1
## 88 ok 18 ok ok 2 ok 2
## 89 ok 18 ok ok 2 ok 2
## 90 ok 20 ok ok 2 ok 1
## 91 ok 20 ok ok 2 ok 1
## sex whatabout year Subject3 DDNoMusicLevel DDNoMusicScore DDMusicLevel
## 86 1 ok 2 87 3 0 3
## 87 1 ok 1 88 3 0 3
## 88 1 ok 1 89 2 3280 3
## 89 1 ok 1 90 2 3040 3
## 90 1 ok 2 23 2 3990 3
## 91 1 ok 2 23 NA NA NA
## DDMusicScore SOFNoMusicEnemies SOFNoMusicFriendlies SOFNoMusicTime
## 86 170 15 0 13140
## 87 866 24 0 23460
## 88 820 7 0 8880
## 89 0 22 2 28440
## 90 750 9 2 19260
## 91 NA NA NA NA
## SOFMusicEnemies SOFMusicFriendlies SOFMusicTime
## 86 25 1 23160
## 87 27 0 22380
## 88 31 0 23100
## 89 26 0 25500
## 90 18 2 24120
## 91 NA NA NA
## GameComments DoNotUseVideoGamePerformanceData
## 86 Participant died, restart 1
## 87 NA
## 88 1
## 89 NA
## 90 NA
## 91 NA
## ConfrontationalAngryMusicScore ConfrontationalExcitingMusicScore
## 86 4.166667 1.666667
## 87 6.166667 4.833333
## 88 5.833333 2.500000
## 89 4.666667 1.666667
## 90 NA NA
## 91 NA NA
## ConfrontationalNeutralMusicScore ConfrontationalAngryRecallScore
## 86 1.666667 6.50
## 87 1.166667 2.50
## 88 1.500000 5.25
## 89 2.166667 7.00
## 90 NA NA
## 91 NA NA
## ConfrontationalExcitingRecallScore ConfrontationalNeutralRecallScore
## 86 1.25 1.75
## 87 5.50 4.50
## 88 6.25 2.25
## 89 3.25 1.00
## 90 NA NA
## 91 NA NA
## NonconfrontationalAngryMusicScore NonconfrontationalExcitingMusicScore
## 86 3.666667 2.500000
## 87 3.333333 1.833333
## 88 2.166667 5.333333
## 89 2.000000 2.500000
## 90 NA NA
## 91 NA NA
## NonconfrontationalNeutralMusicScore NonconfrontationalAngryRecallScore
## 86 3.666667 1.25
## 87 3.500000 1.75
## 88 4.000000 1.00
## 89 3.833333 2.25
## 90 NA NA
## 91 NA NA
## NonconfrontationalExcitingRecallScore
## 86 4.25
## 87 6.00
## 88 4.25
## 89 7.00
## 90 NA
## 91 NA
## NonconfrontationalNeutralRecallScore ConfrontationalAngerScore
## 86 5.75 5.1
## 87 5.50 4.7
## 88 5.25 5.6
## 89 6.00 5.6
## 90 NA NA
## 91 NA NA
## ConfrontationalExcitingScore ConfrontationalNeutralScore
## 86 1.5 1.7
## 87 5.1 2.5
## 88 4.0 1.8
## 89 2.3 1.7
## 90 NA NA
## 91 NA NA
## NonconfrontationalAngerScore NonconfrontationalExcitingScore
## 86 2.7 3.2
## 87 2.7 3.5
## 88 1.7 4.9
## 89 2.1 4.3
## 90 NA NA
## 91 NA NA
## NonconfrontationalNeutralScore Usable DoNotUse
## 86 4.5 1 NA
## 87 4.3 1 NA
## 88 4.5 1 NA
## 89 4.7 1 NA
## 90 NA 0 1
## 91 NA 0 1
## ProblemDetails
## 86
## 87
## 88
## 89
## 90 Participant 23 was set up on part 2 of the survey when he was supposed to be set up on part 1; he did part 2 twice; data should be excluded entirely
## 91 Participant 23 was set up on part 2 of the survey when he was supposed to be set up on part 1; he did part 2 twice; data should be excluded entirely
## DinerDashWithMusicScore DinerDashWithoutMusicScore MusicCondition
## 86 5170 5000 Anger
## 87 5866 5000 Neutral
## 88 5820 3280 Exciting
## 89 5000 3040 Neutral
## 90 5750 3990 <NA>
## 91 NA NA <NA>
## ZDinerDashWithMusicScore ZDinerDashWithoutMusicScore ZSOFNoMusicEnemies
## 86 -1.02044667 0.2692740 -0.1401958
## 87 -0.02167208 0.2692740 1.0044959
## 88 -0.08768304 -1.1667773 -1.1576995
## 89 -1.26440023 -1.3671565 0.7501199
## 90 -0.18813451 -0.5739887 -0.9033236
## 91 NA NA NA
## ZSOFMusicEnemies DinerDashDifferenceScore SOFDifferenceScore
## 86 0.5785486 -1.2897207 0.71874445
## 87 0.8387424 -0.2909461 -0.16575340
## 88 1.3591301 1.0790942 2.51682964
## 89 0.7086455 0.1027563 -0.04147439
## 90 -0.3321298 0.3858541 0.57119384
## 91 NA NA NA
## PleasantScoreForAngryMusic PleasantScoreForExcitingMusic
## 86 3.333333 3.000000
## 87 2.333333 4.000000
## 88 2.666667 3.666667
## 89 2.000000 2.666667
## 90 1.000000 1.333333
## 91 1.666667 3.333333
## PleasantScoreForNeutralMusic AngryScoreForAngryMusic
## 86 2.666667 3.000000
## 87 5.000000 3.666667
## 88 4.333333 4.666667
## 89 4.333333 4.333333
## 90 3.000000 2.666667
## 91 3.666667 2.333333
## AngryScoreForExcitingMusic AngryScoreForNeutralMusic
## 86 1.000000 2.333333
## 87 2.000000 1.000000
## 88 2.000000 1.000000
## 89 1.666667 1.000000
## 90 2.333333 2.000000
## 91 2.333333 1.666667
## ExcitedScoreForExcitingMusic ExcitedScoreForNeutralMusic
## 86 3.666667 1.333333
## 87 5.000000 3.666667
## 88 4.000000 1.666667
## 89 4.333333 1.333333
## 90 4.333333 3.666667
## 91 4.000000 3.333333
## ActiveScoreForExcitingMusic ActiveScoreForNeutralMusic
## 86 5.000000 1.000000
## 87 5.000000 1.666667
## 88 4.666667 1.333333
## 89 5.000000 1.000000
## 90 3.000000 3.333333
## 91 4.000000 3.333333
## ExcitedScoreForAngryMusic ActiveScoreForAngryMusic
## 86 4.000000 4.666667
## 87 5.000000 5.000000
## 88 4.666667 4.000000
## 89 5.000000 4.333333
## 90 4.333333 4.666667
## 91 3.000000 4.000000Notice that participant 23 has missing values for part 1.
The researchers have made a column called DoNotUse based on their exlusion criteria. Use this column to filter the dataframe! (hint: this is a little trickier than it might be because of how R treats NA values. You may want to check out ?is.na.)
echo = TRUE
filtered_d = d %>%
filter(is.na(DoNotUse)) # your code here: exclude subjects that are marked as "DoNotUse"
filtered_d## Subject Cond Exper
## 1 1 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 2 3 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 3 4 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 4 5 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 5 6 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 6 7 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 7 8 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 8 9 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 9 10 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 10 11 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 11 12 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 12 13 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 13 14 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 14 15 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 15 16 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 16 17 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 17 18 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 18 19 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 19 20 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 20 21 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 21 22 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 22 24 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 23 25 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 24 26 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 25 27 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 26 28 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 27 29 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 28 30 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 29 31 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 30 32 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 31 33 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 32 34 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 33 35 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 34 36 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 35 37 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 36 38 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 37 39 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 38 40 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 39 41 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 40 42 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 41 43 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 42 44 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 43 45 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 44 46 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 45 47 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 46 48 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 47 49 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 48 50 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 49 51 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 50 52 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 51 53 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 52 54 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 53 55 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 54 56 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 55 57 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 56 58 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 57 59 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 58 60 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 59 61 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 60 62 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 61 63 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 62 64 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 63 65 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 64 66 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 65 67 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 66 68 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 67 69 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 68 70 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 69 71 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 70 72 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 71 73 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 72 74 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 73 75 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 74 76 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 75 77 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 76 78 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 77 79 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 78 80 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 79 81 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 80 82 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 81 83 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 82 84 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 83 85 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 84 86 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 85 87 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 86 88 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 87 89 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## 88 90 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part1.exp
## Inifile Date Time Game1Angry1 Game1Angry2 Game1Angry3
## 1 default.mlp 13642819200 40781 6 6 5
## 2 default.mlp 13642819200 54540 6 5 7
## 3 default.mlp 13642905600 34952 4 1 1
## 4 default.mlp 13642905600 49095 6 6 7
## 5 default.mlp 13642905600 59714 5 5 6
## 6 default.mlp 13642905600 59717 6 6 6
## 7 default.mlp 13642992000 33185 5 4 5
## 8 default.mlp 13642992000 36299 4 1 4
## 9 default.mlp 13642992000 47504 7 5 7
## 10 default.mlp 13642992000 50951 3 4 3
## 11 default.mlp 13642992000 50998 5 6 1
## 12 default.mlp 13642992000 58250 4 6 5
## 13 default.mlp 13642992000 57818 2 5 4
## 14 default.mlp 13642992000 61779 6 1 6
## 15 default.mlp 13642992000 62005 4 5 5
## 16 default.mlp 13643078400 47098 3 5 7
## 17 default.mlp 13643078400 47311 7 7 5
## 18 default.mlp 13643078400 50697 7 4 5
## 19 default.mlp 13643078400 50811 5 3 7
## 20 default.mlp 13643078400 53975 4 1 4
## 21 default.mlp 13643078400 54359 4 2 2
## 22 default.mlp 13643164800 33135 5 5 4
## 23 default.mlp 13643164800 37160 4 7 6
## 24 default.mlp 13643164800 36800 6 2 6
## 25 default.mlp 13643164800 40179 4 4 7
## 26 default.mlp 13643164800 40305 7 6 6
## 27 default.mlp 13643164800 47391 6 6 7
## 28 default.mlp 13643164800 51178 1 3 6
## 29 default.mlp 13643164800 55067 3 6 1
## 30 default.mlp 13643424000 33285 5 3 6
## 31 default.mlp 13643424000 33384 7 7 4
## 32 default.mlp 13643424000 36514 4 5 5
## 33 default.mlp 13643424000 40163 2 2 3
## 34 default.mlp 13643424000 50744 6 5 5
## 35 default.mlp 13643424000 51158 4 4 7
## 36 default.mlp 13643596800 32883 1 5 4
## 37 default.mlp 13643596800 36678 3 5 6
## 38 default.mlp 13643596800 47309 5 5 5
## 39 default.mlp 13643596800 54412 6 4 6
## 40 default.mlp 13643596800 50805 6 6 7
## 41 default.mlp 13643596800 54392 5 6 7
## 42 default.mlp 13643596800 57907 5 6 5
## 43 default.mlp 13643596800 58055 5 5 6
## 44 default.mlp 13643596800 61559 1 1 6
## 45 default.mlp 13643596800 61653 4 2 5
## 46 default.mlp 13643683200 47348 3 3 6
## 47 default.mlp 13643683200 51896 5 6 5
## 48 default.mlp 13643683200 58399 6 6 7
## 49 default.mlp 13643683200 58093 7 4 7
## 50 default.mlp 13643683200 61688 5 3 4
## 51 default.mlp 13643683200 61526 7 6 6
## 52 default.mlp 13643769600 33015 3 6 7
## 53 default.mlp 13643769600 36550 7 6 6
## 54 default.mlp 13643769600 40071 3 1 5
## 55 default.mlp 13643769600 51257 3 3 4
## 56 default.mlp 13643769600 54100 5 1 7
## 57 default.mlp 13644028800 39776 7 7 7
## 58 default.mlp 13644028800 50941 6 7 5
## 59 default.mlp 13644028800 50893 7 7 7
## 60 default.mlp 13644115200 46389 6 2 6
## 61 default.mlp 13644115200 49305 6 7 5
## 62 default.mlp 13644115200 52597 6 6 7
## 63 default.mlp 13644115200 57016 7 3 5
## 64 default.mlp 13644115200 57017 7 4 7
## 65 default.mlp 13644115200 60094 1 1 1
## 66 default.mlp 13644115200 60278 6 7 6
## 67 default.mlp 13644201600 36667 7 7 7
## 68 default.mlp 13644201600 47428 5 5 7
## 69 default.mlp 13644201600 54401 6 6 1
## 70 default.mlp 13644201600 54841 1 7 5
## 71 default.mlp 13644201600 58109 3 1 4
## 72 default.mlp 13644201600 58319 4 5 7
## 73 default.mlp 13644201600 61650 6 5 2
## 74 default.mlp 13644374400 32809 6 5 5
## 75 default.mlp 13644374400 36986 6 5 5
## 76 default.mlp 13644374400 39875 7 7 7
## 77 default.mlp 13644374400 47139 3 4 6
## 78 default.mlp 13644374400 50863 5 1 3
## 79 default.mlp 13644374400 50929 5 5 7
## 80 default.mlp 13644374400 58020 6 6 5
## 81 default.mlp 13644374400 54775 7 6 4
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## 83 default.mlp 13644374400 61618 2 5 4
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## 11 2 1 1 2 1
## 12 4 3 3 4 2
## 13 2 5 5 6 4
## 14 6 7 1 1 2
## 15 2 6 1 2 3
## 16 6 7 4 3 2
## 17 2 6 6 5 3
## 18 2 2 1 1 2
## 19 4 4 4 3 3
## 20 1 4 1 1 2
## 21 1 1 2 4 1
## 22 2 4 1 1 2
## 23 6 7 1 2 3
## 24 5 6 3 1 3
## 25 4 7 1 1 2
## 26 1 1 1 6 1
## 27 2 1 2 2 3
## 28 4 7 1 1 1
## 29 2 3 1 3 1
## 30 2 3 3 2 3
## 31 2 4 5 3 3
## 32 5 4 4 1 4
## 33 1 4 5 2 4
## 34 5 5 4 4 2
## 35 7 2 7 6 1
## 36 4 6 1 1 2
## 37 1 4 1 1 3
## 38 5 3 4 5 5
## 39 3 6 5 4 4
## 40 2 5 3 2 2
## 41 5 1 1 1 4
## 42 1 3 4 5 6
## 43 5 6 4 4 3
## 44 2 6 2 2 4
## 45 6 6 6 2 3
## 46 4 5 5 2 6
## 47 2 5 2 3 3
## 48 6 7 1 1 4
## 49 4 4 1 5 6
## 50 6 5 2 1 2
## 51 5 3 3 1 2
## 52 6 5 2 1 3
## 53 2 3 3 4 5
## 54 1 2 1 1 1
## 55 3 5 2 2 5
## 56 1 2 4 2 6
## 57 5 5 3 3 3
## 58 1 4 2 5 2
## 59 6 6 1 2 5
## 60 2 2 4 2 5
## 61 3 1 2 3 2
## 62 5 4 4 3 3
## 63 2 5 1 1 1
## 64 7 5 1 7 4
## 65 4 4 1 1 5
## 66 2 4 4 5 4
## 67 7 4 3 3 5
## 68 5 3 1 1 1
## 69 6 3 1 1 1
## 70 2 5 5 3 4
## 71 2 2 5 5 6
## 72 2 3 3 2 5
## 73 1 2 1 2 1
## 74 4 3 3 2 2
## 75 1 2 1 1 2
## 76 4 3 7 1 5
## 77 4 7 3 3 2
## 78 1 7 1 1 1
## 79 2 5 2 1 5
## 80 1 1 2 2 1
## 81 1 1 4 1 3
## 82 1 7 2 1 1
## 83 1 2 1 3 3
## 84 1 1 3 3 2
## 85 1 2 3 1 4
## 86 6 2 2 1 7
## 87 1 6 1 1 1
## 88 4 7 1 3 1
## Game4AngryFriends Game4AngryStrangers Game4CalmFriends
## 1 2 2 5
## 2 4 5 2
## 3 1 1 2
## 4 2 3 5
## 5 1 2 4
## 6 1 1 4
## 7 2 2 4
## 8 2 1 1
## 9 2 2 1
## 10 1 4 3
## 11 1 2 4
## 12 2 2 3
## 13 2 1 3
## 14 2 1 7
## 15 2 5 5
## 16 1 1 3
## 17 3 3 4
## 18 1 1 7
## 19 1 1 5
## 20 1 1 4
## 21 1 1 7
## 22 1 1 3
## 23 4 5 3
## 24 1 1 7
## 25 2 2 4
## 26 2 1 3
## 27 2 1 2
## 28 1 1 4
## 29 3 5 3
## 30 4 3 2
## 31 2 2 5
## 32 3 4 6
## 33 2 1 2
## 34 2 2 5
## 35 2 2 4
## 36 1 1 4
## 37 2 6 3
## 38 4 3 3
## 39 4 2 6
## 40 2 1 3
## 41 1 1 5
## 42 3 4 4
## 43 5 5 4
## 44 3 4 6
## 45 4 4 4
## 46 3 2 5
## 47 3 2 4
## 48 1 1 7
## 49 3 2 4
## 50 2 2 5
## 51 2 2 5
## 52 1 1 3
## 53 1 1 6
## 54 1 5 4
## 55 1 2 4
## 56 1 1 1
## 57 1 2 3
## 58 1 1 5
## 59 1 1 4
## 60 1 3 2
## 61 1 1 5
## 62 2 3 4
## 63 5 4 3
## 64 1 1 4
## 65 1 1 6
## 66 4 4 4
## 67 3 1 6
## 68 1 1 1
## 69 3 1 6
## 70 2 2 5
## 71 1 1 1
## 72 1 1 4
## 73 2 2 3
## 74 2 2 2
## 75 1 1 2
## 76 4 2 5
## 77 3 2 7
## 78 1 1 1
## 79 4 4 6
## 80 2 1 4
## 81 1 1 6
## 82 1 1 1
## 83 2 2 3
## 84 2 3 5
## 85 1 1 7
## 86 3 4 2
## 87 1 1 7
## 88 3 3 5
## Game4CalmStrangers Game4ExcitedFriends Game4ExcitedStrangers
## 1 5 7 4
## 2 4 4 5
## 3 2 4 4
## 4 5 5 6
## 5 4 5 4
## 6 3 5 5
## 7 2 7 6
## 8 1 4 1
## 9 1 6 3
## 10 4 3 6
## 11 6 7 7
## 12 5 7 4
## 13 2 6 4
## 14 7 7 7
## 15 4 7 4
## 16 2 7 5
## 17 3 7 5
## 18 6 3 2
## 19 4 3 6
## 20 5 5 4
## 21 4 7 7
## 22 4 5 4
## 23 2 5 2
## 24 6 3 2
## 25 6 4 4
## 26 4 7 6
## 27 4 7 6
## 28 4 7 4
## 29 4 3 4
## 30 2 2 6
## 31 4 4 4
## 32 6 5 6
## 33 2 7 2
## 34 5 6 5
## 35 3 5 3
## 36 5 3 5
## 37 2 7 4
## 38 3 5 5
## 39 5 7 5
## 40 5 7 6
## 41 4 7 5
## 42 5 4 5
## 43 4 4 3
## 44 4 6 3
## 45 4 4 4
## 46 4 7 7
## 47 4 5 5
## 48 3 7 5
## 49 5 6 6
## 50 4 5 5
## 51 4 7 7
## 52 2 6 7
## 53 6 4 4
## 54 4 4 4
## 55 3 6 3
## 56 1 7 6
## 57 1 7 6
## 58 4 6 5
## 59 2 7 6
## 60 1 7 6
## 61 2 7 6
## 62 3 7 5
## 63 3 4 3
## 64 4 5 5
## 65 3 6 3
## 66 4 7 5
## 67 2 6 6
## 68 1 7 7
## 69 5 3 4
## 70 1 7 6
## 71 1 7 7
## 72 4 7 7
## 73 4 7 6
## 74 5 4 6
## 75 2 6 5
## 76 2 7 3
## 77 5 6 6
## 78 1 5 5
## 79 5 7 7
## 80 3 5 4
## 81 5 7 7
## 82 1 7 7
## 83 2 4 4
## 84 3 5 4
## 85 7 7 7
## 86 6 7 7
## 87 5 7 5
## 88 4 7 7
## Game4Exciting1 Game4Exciting2 Game4Exciting3 Game4Intro Game4Neutral1
## 1 5 5 2 ok 1
## 2 7 4 5 ok 3
## 3 6 6 6 ok 4
## 4 1 5 5 ok 4
## 5 2 4 3 ok 3
## 6 6 5 6 ok 1
## 7 4 5 6 ok 3
## 8 4 7 3 ok 6
## 9 5 6 4 ok 2
## 10 1 4 5 ok 1
## 11 3 4 6 ok 4
## 12 4 6 2 ok 3
## 13 3 5 3 ok 5
## 14 3 6 5 ok 7
## 15 2 2 4 ok 2
## 16 4 6 5 ok 7
## 17 2 2 2 ok 1
## 18 4 5 4 ok 6
## 19 2 4 5 ok 4
## 20 4 3 2 ok 2
## 21 6 3 1 ok 5
## 22 1 3 2 ok 5
## 23 1 5 4 ok 7
## 24 3 5 5 ok 6
## 25 4 3 4 ok 3
## 26 4 5 6 ok 1
## 27 3 1 4 ok 6
## 28 1 4 4 ok 7
## 29 4 7 5 ok 6
## 30 2 4 5 ok 4
## 31 6 5 5 ok 4
## 32 3 5 5 ok 7
## 33 3 7 6 ok 4
## 34 4 5 5 ok 4
## 35 5 7 6 ok 3
## 36 1 2 1 ok 6
## 37 1 5 1 ok 4
## 38 2 6 5 ok 3
## 39 2 2 5 ok 3
## 40 4 6 6 ok 4
## 41 6 3 3 ok 5
## 42 1 4 2 ok 2
## 43 6 5 6 ok 5
## 44 2 2 2 ok 4
## 45 3 1 3 ok 1
## 46 2 3 5 ok 6
## 47 4 4 6 ok 5
## 48 1 7 2 ok 5
## 49 3 4 7 ok 3
## 50 5 6 5 ok 4
## 51 4 7 5 ok 6
## 52 3 6 7 ok 6
## 53 3 6 5 ok 6
## 54 1 1 2 ok 3
## 55 3 6 3 ok 5
## 56 3 3 3 ok 5
## 57 5 5 5 ok 4
## 58 3 7 5 ok 6
## 59 3 7 5 ok 7
## 60 3 3 6 ok 1
## 61 5 6 7 ok 5
## 62 3 5 6 ok 6
## 63 2 3 3 ok 3
## 64 7 3 4 ok 6
## 65 1 2 1 ok 2
## 66 4 4 5 ok 3
## 67 4 2 4 ok 6
## 68 7 7 6 ok 4
## 69 1 1 1 ok 5
## 70 5 6 6 ok 1
## 71 6 7 5 ok 2
## 72 5 2 4 ok 4
## 73 1 5 5 ok 5
## 74 2 5 1 ok 2
## 75 2 4 1 ok 7
## 76 7 7 7 ok 4
## 77 1 6 1 ok 6
## 78 1 5 4 ok 7
## 79 1 4 6 ok 7
## 80 5 7 5 ok 6
## 81 3 6 7 ok 1
## 82 7 7 7 ok 3
## 83 1 4 1 ok 1
## 84 3 5 5 ok 3
## 85 2 5 5 ok 5
## 86 4 1 2 ok 5
## 87 5 4 7 ok 5
## 88 2 4 5 ok 1
## Game4Neutral2 Game4Neutral3 MusicSelectionEnd MusicSelectionInstrx
## 1 5 2 ok ok
## 2 2 4 ok ok
## 3 5 2 ok ok
## 4 2 5 ok ok
## 5 5 5 ok ok
## 6 1 1 ok ok
## 7 2 2 ok ok
## 8 2 2 ok ok
## 9 4 2 ok ok
## 10 5 2 ok ok
## 11 5 1 ok ok
## 12 3 3 ok ok
## 13 5 2 ok ok
## 14 7 7 ok ok
## 15 3 4 ok ok
## 16 3 3 ok ok
## 17 2 1 ok ok
## 18 7 6 ok ok
## 19 5 3 ok ok
## 20 1 2 ok ok
## 21 1 2 ok ok
## 22 3 5 ok ok
## 23 7 5 ok ok
## 24 6 7 ok ok
## 25 3 1 ok ok
## 26 1 1 ok ok
## 27 6 1 ok ok
## 28 7 5 ok ok
## 29 5 2 ok ok
## 30 2 3 ok ok
## 31 4 2 ok ok
## 32 6 4 ok ok
## 33 5 3 ok ok
## 34 3 3 ok ok
## 35 4 7 ok ok
## 36 5 4 ok ok
## 37 6 4 ok ok
## 38 4 3 ok ok
## 39 2 6 ok ok
## 40 1 1 ok ok
## 41 2 2 ok ok
## 42 5 4 ok ok
## 43 3 2 ok ok
## 44 1 2 ok ok
## 45 5 4 ok ok
## 46 6 4 ok ok
## 47 3 3 ok ok
## 48 6 6 ok ok
## 49 5 4 ok ok
## 50 5 4 ok ok
## 51 1 1 ok ok
## 52 3 2 ok ok
## 53 6 2 ok ok
## 54 1 2 ok ok
## 55 5 4 ok ok
## 56 1 1 ok ok
## 57 4 4 ok ok
## 58 4 1 ok ok
## 59 7 3 ok ok
## 60 3 3 ok ok
## 61 2 1 ok ok
## 62 5 3 ok ok
## 63 2 4 ok ok
## 64 7 1 ok ok
## 65 3 4 ok ok
## 66 2 2 ok ok
## 67 3 1 ok ok
## 68 4 4 ok ok
## 69 6 5 ok ok
## 70 2 4 ok ok
## 71 2 2 ok ok
## 72 2 1 ok ok
## 73 4 1 ok ok
## 74 1 1 ok ok
## 75 7 1 ok ok
## 76 3 2 ok ok
## 77 6 6 ok ok
## 78 7 1 ok ok
## 79 5 3 ok ok
## 80 6 4 ok ok
## 81 1 1 ok ok
## 82 3 2 ok ok
## 83 1 4 ok ok
## 84 4 1 ok ok
## 85 5 4 ok ok
## 86 3 1 ok ok
## 87 5 3 ok ok
## 88 2 5 ok ok
## RecallSelectionEnd RecallSelectionInstrx Subject2 Cond2
## 1 ok ok 1 2
## 2 ok ok 3 1
## 3 ok ok 4 4
## 4 ok ok 5 5
## 5 ok ok 6 6
## 6 ok ok 7 3
## 7 ok ok 8 6
## 8 ok ok 9 5
## 9 ok ok 10 1
## 10 ok ok 11 2
## 11 ok ok 12 4
## 12 ok ok 13 4
## 13 ok ok 14 6
## 14 ok ok 15 2
## 15 ok ok 16 3
## 16 ok ok 17 5
## 17 ok ok 18 1
## 18 ok ok 19 4
## 19 ok ok 20 3
## 20 ok ok 21 6
## 21 ok ok 22 5
## 22 ok ok 24 2
## 23 ok ok 25 2
## 24 ok ok 26 1
## 25 ok ok 27 3
## 26 ok ok 28 4
## 27 ok ok 29 6
## 28 ok ok 30 5
## 29 ok ok 31 4
## 30 ok ok 32 5
## 31 ok ok 33 3
## 32 ok ok 34 1
## 33 ok ok 35 2
## 34 ok ok 36 6
## 35 ok ok 37 1
## 36 ok ok 38 6
## 37 ok ok 39 4
## 38 ok ok 40 3
## 39 ok ok 41 5
## 40 ok ok 42 2
## 41 ok ok 43 6
## 42 ok ok 44 2
## 43 ok ok 45 3
## 44 ok ok 46 1
## 45 ok ok 47 4
## 46 ok ok 48 5
## 47 ok ok 49 5
## 48 ok ok 50 3
## 49 ok ok 51 4
## 50 ok ok 52 1
## 51 ok ok 53 6
## 52 ok ok 54 2
## 53 ok ok 55 4
## 54 ok ok 56 3
## 55 ok ok 57 2
## 56 ok ok 58 5
## 57 ok ok 59 1
## 58 ok ok 60 6
## 59 ok ok 61 3
## 60 ok ok 62 6
## 61 ok ok 63 1
## 62 ok ok 64 2
## 63 ok ok 65 4
## 64 ok ok 66 5
## 65 ok ok 67 4
## 66 ok ok 68 3
## 67 ok ok 69 6
## 68 ok ok 70 2
## 69 ok ok 71 5
## 70 ok ok 72 1
## 71 ok ok 73 1
## 72 ok ok 74 2
## 73 ok ok 75 6
## 74 ok ok 76 5
## 75 ok ok 77 4
## 76 ok ok 78 3
## 77 ok ok 79 6
## 78 ok ok NA NA
## 79 ok ok 81 5
## 80 ok ok 82 3
## 81 ok ok 83 4
## 82 ok ok 84 4
## 83 ok ok 85 5
## 84 ok ok 86 3
## 85 ok ok 87 1
## 86 ok ok 88 6
## 87 ok ok 89 2
## 88 ok ok 90 3
## Exper_A Inifile_A
## 1 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 2 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 3 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 4 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 5 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 6 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 7 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 8 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 9 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 10 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 11 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 12 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 13 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 14 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 15 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 16 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 17 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 18 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 19 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 20 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 21 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 22 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 23 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 24 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 25 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 26 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 27 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 28 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 29 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 30 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 31 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 32 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 33 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 34 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 35 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 36 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 37 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 38 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 39 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 40 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 41 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 42 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 43 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 44 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 45 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 46 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 47 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 48 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 49 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 50 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 51 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 52 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 53 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 54 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 55 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 56 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 57 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 58 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 59 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 60 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 61 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 62 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 63 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 64 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 65 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 66 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 67 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 68 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 69 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 70 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 71 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 72 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 73 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 74 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 75 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 76 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 77 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 78
## 79 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 80 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 81 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 82 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 83 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 84 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 85 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 86 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 87 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## 88 C:\\Users\\msplab\\Desktop\\Study 151\\Study151Part2.exp default.mlp
## Date_A Time_A DescribeMusic HowActiveAngry1 HowActiveAngry2
## 1 13642819200 43151 2 4 4
## 2 13642819200 57041 2 4 4
## 3 13642905600 37630 3 5 3
## 4 13642905600 51434 2 5 4
## 5 13642905600 62320 3 3 3
## 6 13642905600 62209 3 5 5
## 7 13642992000 35643 3 4 3
## 8 13642992000 38665 2 3 3
## 9 13642992000 49847 1 5 4
## 10 13642992000 53401 2 5 4
## 11 13642992000 53299 3 5 5
## 12 13642992000 61398 1 5 5
## 13 13642992000 60211 3 3 4
## 14 13642992000 64439 2 2 4
## 15 13642992000 64661 3 2 5
## 16 13643078400 49625 2 3 4
## 17 13643078400 49818 2 5 5
## 18 13643078400 53174 2 5 4
## 19 13643078400 53056 3 4 4
## 20 13643078400 56544 3 3 3
## 21 13643078400 56687 2 4 3
## 22 13643164800 35368 2 5 4
## 23 13643164800 39515 2 3 5
## 24 13643164800 39052 3 5 4
## 25 13643164800 42366 3 5 5
## 26 13643164800 42624 2 5 5
## 27 13643164800 49685 3 5 4
## 28 13643164800 53380 2 4 3
## 29 13643164800 57341 2 5 5
## 30 13643424000 35273 3 3 3
## 31 13643424000 35561 3 5 4
## 32 13643424000 38902 2 4 4
## 33 13643424000 42463 2 4 3
## 34 13643424000 53140 3 3 3
## 35 13643424000 53486 3 4 3
## 36 13643596800 35111 3 4 4
## 37 13643596800 39014 3 1 1
## 38 13643596800 49509 3 3 3
## 39 13643596800 56639 2 5 5
## 40 13643596800 52998 2 4 4
## 41 13643596800 56744 3 5 5
## 42 13643596800 60083 2 3 4
## 43 13643596800 60410 2 5 5
## 44 13643596800 63910 1 2 3
## 45 13643596800 65196 1 3 3
## 46 13643683200 49774 2 4 4
## 47 13643683200 54140 2 5 5
## 48 13643683200 60639 3 4 4
## 49 13643683200 60261 1 5 4
## 50 13643683200 64173 2 3 2
## 51 13643683200 63747 3 4 5
## 52 13643769600 35193 2 5 4
## 53 13643769600 38792 2 5 5
## 54 13643769600 42282 3 4 4
## 55 13643769600 53640 2 2 2
## 56 13643769600 57171 2 4 4
## 57 13644028800 42012 2 4 5
## 58 13644028800 53179 2 5 5
## 59 13644028800 53228 3 5 5
## 60 13644115200 48559 3 5 3
## 61 13644115200 51680 3 5 5
## 62 13644115200 54898 2 4 4
## 63 13644115200 59667 2 5 5
## 64 13644115200 59449 2 5 5
## 65 13644115200 62294 1 1 1
## 66 13644115200 62661 3 4 3
## 67 13644201600 39038 3 4 5
## 68 13644201600 49568 2 4 5
## 69 13644201600 56662 2 5 5
## 70 13644201600 57323 2 5 5
## 71 13644201600 60432 1 4 4
## 72 13644201600 60888 2 4 2
## 73 13644201600 63978 3 3 3
## 74 13644374400 35002 2 4 1
## 75 13644374400 39167 2 4 5
## 76 13644374400 42036 3 5 4
## 77 13644374400 49570 2 4 5
## 78 NA NA NA NA NA
## 79 13644374400 53231 2 4 4
## 80 13644374400 60664 3 4 4
## 81 13644374400 57215 2 5 3
## 82 13644374400 64189 2 5 3
## 83 13644374400 63914 2 4 3
## 84 13644633600 35448 3 4 5
## 85 13644633600 42314 2 5 5
## 86 13644633600 53402 2 5 5
## 87 13644633600 56552 2 5 3
## 88 13644633600 60558 2 5 5
## HowActiveAngry3 HowActiveExciting1 HowActiveExciting2
## 1 4 5 4
## 2 4 2 1
## 3 3 5 5
## 4 5 3 3
## 5 2 3 3
## 6 3 4 4
## 7 3 5 4
## 8 5 5 4
## 9 3 4 3
## 10 2 3 3
## 11 4 4 3
## 12 3 5 5
## 13 3 4 3
## 14 3 5 5
## 15 5 4 4
## 16 5 3 1
## 17 4 5 5
## 18 5 4 3
## 19 5 3 3
## 20 3 5 5
## 21 2 5 3
## 22 2 5 4
## 23 4 5 5
## 24 2 4 5
## 25 4 3 4
## 26 4 3 4
## 27 3 5 4
## 28 3 5 4
## 29 2 4 5
## 30 3 3 4
## 31 3 5 5
## 32 5 4 5
## 33 2 4 5
## 34 4 3 4
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## HowExcitedNeutral3 HowPleasantAngry1 HowPleasantAngry2
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## HowPleasantAngry3 HowPleasantExciting1 HowPleasantExciting2
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## HowPleasantExciting3 HowPleasantNeutral1 HowPleasantNeutral2
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## HowPleasantNeutral3 MusicRatingEnd MusicRatingInstrx WhichGames
## 1 5 ok ok ok
## 2 1 ok ok ok
## 3 5 ok ok ok
## 4 5 ok ok ok
## 5 4 ok ok ok
## 6 2 ok ok ok
## 7 5 ok ok ok
## 8 5 ok ok ok
## 9 4 ok ok ok
## 10 3 ok ok ok
## 11 5 ok ok ok
## 12 5 ok ok ok
## 13 4 ok ok ok
## 14 4 ok ok ok
## 15 4 ok ok ok
## 16 5 ok ok ok
## 17 4 ok ok ok
## 18 5 ok ok ok
## 19 5 ok ok ok
## 20 5 ok ok ok
## 21 3 ok ok ok
## 22 4 ok ok ok
## 23 3 ok ok ok
## 24 5 ok ok ok
## 25 4 ok ok ok
## 26 4 ok ok ok
## 27 5 ok ok ok
## 28 5 ok ok ok
## 29 4 ok ok ok
## 30 3 ok ok ok
## 31 4 ok ok ok
## 32 4 ok ok ok
## 33 5 ok ok ok
## 34 4 ok ok ok
## 35 5 ok ok ok
## 36 5 ok ok ok
## 37 5 ok ok ok
## 38 2 ok ok ok
## 39 5 ok ok ok
## 40 4 ok ok ok
## 41 4 ok ok ok
## 42 2 ok ok ok
## 43 5 ok ok ok
## 44 5 ok ok ok
## 45 5 ok ok ok
## 46 1 ok ok ok
## 47 4 ok ok ok
## 48 5 ok ok ok
## 49 4 ok ok ok
## 50 4 ok ok ok
## 51 4 ok ok ok
## 52 5 ok ok ok
## 53 5 ok ok ok
## 54 4 ok ok ok
## 55 3 ok ok ok
## 56 4 ok ok ok
## 57 4 ok ok ok
## 58 5 ok ok ok
## 59 5 ok ok ok
## 60 4 ok ok ok
## 61 4 ok ok ok
## 62 5 ok ok ok
## 63 5 ok ok ok
## 64 4 ok ok ok
## 65 4 ok ok ok
## 66 5 ok ok ok
## 67 5 ok ok ok
## 68 5 ok ok ok
## 69 5 ok ok ok
## 70 4 ok ok ok
## 71 2 ok ok ok
## 72 3 ok ok ok
## 73 4 ok ok ok
## 74 5 ok ok ok
## 75 5 ok ok ok
## 76 4 ok ok ok
## 77 1 ok ok ok
## 78 NA
## 79 5 ok ok ok
## 80 5 ok ok ok
## 81 1 ok ok ok
## 82 4 ok ok ok
## 83 4 ok ok ok
## 84 4 ok ok ok
## 85 2 ok ok ok
## 86 5 ok ok ok
## 87 5 ok ok ok
## 88 5 ok ok ok
## aboutyou age distractions endinstructions ethnicity overlooking race
## 1 ok 18 ok ok 2 ok 2
## 2 ok 18 ok ok 2 ok 2
## 3 ok 18 ok ok 2 ok 2
## 4 ok 18 ok ok 2 ok 2
## 5 ok 19 ok ok 2 ok 2
## 6 ok 18 ok ok 2 ok 1
## 7 ok 21 ok ok 2 ok 2
## 8 ok 19 ok ok 2 ok 3
## 9 ok 19 ok ok 2 ok 2
## 10 ok 19 ok ok 2 ok 2
## 11 ok 19 ok ok 2 ok 2
## 12 ok 19 ok ok 2 ok 2
## 13 ok 18 ok ok 2 ok 2
## 14 ok 18 ok ok 2 ok 2
## 15 ok 18 ok ok 2 ok 2
## 16 ok 19 ok ok 2 ok 3
## 17 ok 17 ok ok 1 ok 5
## 18 ok 18 ok ok 2 ok 2
## 19 ok 18 ok ok 2 ok 2
## 20 ok 22 ok ok 2 ok 2
## 21 ok 19 ok ok 2 ok 2
## 22 ok 18 ok ok 2 ok 2
## 23 ok 19 ok ok 2 ok 2
## 24 ok 18 ok ok 2 ok 2
## 25 ok 19 ok ok 2 ok 2
## 26 ok 18 ok ok 2 ok 2
## 27 ok 20 ok ok 2 ok 2
## 28 ok 20 ok ok 2 ok 2
## 29 ok 21 ok ok 2 ok 1
## 30 ok 18 ok ok 2 ok 3
## 31 ok 18 ok ok 2 ok 6
## 32 ok 18 ok ok 2 ok 3
## 33 ok 20 ok ok 2 ok 3
## 34 ok 20 ok ok 2 ok 3
## 35 ok 18 ok ok 2 ok 3
## 36 ok 20 ok ok 2 ok 2
## 37 ok 20 ok ok 1 ok 1
## 38 ok 19 ok ok 2 ok 6
## 39 ok 19 ok ok 2 ok 2
## 40 ok 19 ok ok 2 ok 2
## 41 ok 18 ok ok 2 ok 2
## 42 ok 19 ok ok 2 ok 3
## 43 ok 19 ok ok 2 ok 2
## 44 ok 19 ok ok 2 ok 2
## 45 ok 20 ok ok 2 ok 3
## 46 ok 19 ok ok 1 ok 6
## 47 ok 21 ok ok 1 ok 6
## 48 ok 19 ok ok 2 ok 2
## 49 ok 19 ok ok 2 ok 2
## 50 ok 19 ok ok 2 ok 2
## 51 ok 19 ok ok 2 ok 3
## 52 ok 19 ok ok 2 ok 2
## 53 ok 19 ok ok 2 ok 2
## 54 ok 20 ok ok 2 ok 2
## 55 ok 19 ok ok 2 ok 2
## 56 ok 21 ok ok 2 ok 3
## 57 ok 19 ok ok 2 ok 2
## 58 ok 18 ok ok 1 ok 5
## 59 ok 19 ok ok 1 ok 2
## 60 ok 18 ok ok 2 ok 2
## 61 ok 18 ok ok 2 ok 1
## 62 ok 20 ok ok 2 ok 2
## 63 ok 19 ok ok 2 ok 3
## 64 ok 19 ok ok 2 ok 2
## 65 ok 18 ok ok 2 ok 2
## 66 ok 19 ok ok 2 ok 2
## 67 ok 22 ok ok 2 ok 2
## 68 ok 22 ok ok 2 ok 2
## 69 ok 21 ok ok 2 ok 2
## 70 ok 22 ok ok 2 ok 2
## 71 ok 19 ok ok 2 ok 6
## 72 ok 19 ok ok 2 ok 2
## 73 ok 19 ok ok 2 ok 2
## 74 ok 19 ok ok 2 ok 2
## 75 ok 20 ok ok 2 ok 2
## 76 ok 22 ok ok 2 ok 2
## 77 ok 19 ok ok 2 ok 3
## 78 NA NA NA
## 79 ok 20 ok ok 2 ok 2
## 80 ok 19 ok ok 2 ok 2
## 81 ok 19 ok ok 2 ok 2
## 82 ok 18 ok ok 2 ok 2
## 83 ok 19 ok ok 2 ok 2
## 84 ok 19 ok ok 2 ok 2
## 85 ok 20 ok ok 2 ok 2
## 86 ok 18 ok ok 2 ok 1
## 87 ok 18 ok ok 2 ok 2
## 88 ok 18 ok ok 2 ok 2
## sex whatabout year Subject3 DDNoMusicLevel DDNoMusicScore DDMusicLevel
## 1 1 ok 1 1 3 0 3
## 2 1 ok 1 3 2 1250 3
## 3 1 ok 1 4 3 1742 3
## 4 1 ok 1 5 3 60 3
## 5 1 ok 1 6 3 840 3
## 6 1 ok 1 7 3 20 3
## 7 1 ok 3 8 3 0 3
## 8 1 ok 2 9 3 1460 3
## 9 1 ok 1 10 2 2990 3
## 10 1 ok 1 11 3 90 3
## 11 1 ok 2 12 3 490 3
## 12 1 ok 2 13 3 140 3
## 13 1 ok 1 14 3 NA 3
## 14 1 ok 1 15 3 0 3
## 15 1 ok 1 16 3 200 3
## 16 1 ok 1 17 2 3040 3
## 17 1 ok 1 18 3 140 3
## 18 1 ok 1 19 3 370 3
## 19 1 ok 1 20 3 170 3
## 20 1 ok 4 21 2 3000 3
## 21 1 ok 1 22 3 0 3
## 22 1 ok 1 24 3 60 3
## 23 1 ok 2 25 3 0 3
## 24 1 ok 1 26 3 20 3
## 25 1 ok 1 27 3 370 3
## 26 1 ok 1 28 3 0 3
## 27 1 ok 2 29 3 0 3
## 28 1 ok 3 30 3 960 3
## 29 1 ok 4 31 2 970 3
## 30 1 ok 1 32 2 1090 3
## 31 1 ok 1 33 3 0 3
## 32 1 ok 1 34 3 0 3
## 33 1 ok 2 35 3 0 3
## 34 1 ok 1 36 3 60 3
## 35 1 ok 1 37 3 60 3
## 36 1 ok 1 38 3 840 3
## 37 1 ok 2 39 3 0 3
## 38 1 ok 1 40 2 3340 3
## 39 1 ok 1 41 2 4189 3
## 40 1 ok 1 42 3 90 3
## 41 1 ok 1 43 3 0 3
## 42 1 ok 2 44 3 170 3
## 43 1 ok 2 45 3 60 3
## 44 1 ok 1 46 3 0 3
## 45 1 ok 2 47 4 0 4
## 46 1 ok 2 48 3 0 3
## 47 1 ok 4 49 3 370 3
## 48 1 ok 1 50 3 680 3
## 49 1 ok 1 51 3 0 3
## 50 1 ok 1 52 3 0 3
## 51 1 ok 2 53 3 530 3
## 52 1 ok 1 54 2 3140 3
## 53 1 ok 1 55 3 0 3
## 54 1 ok 2 56 3 0 3
## 55 1 ok 2 57 2 2870 3
## 56 1 ok 3 58 3 150 3
## 57 1 ok 1 59 3 0 3
## 58 1 ok 1 60 3 490 3
## 59 1 ok 1 61 3 0 3
## 60 1 ok 1 62 3 210 3
## 61 1 ok 1 63 2 2200 3
## 62 1 ok 2 64 3 170 3
## 63 1 ok 2 65 3 0 2
## 64 1 ok 2 66 3 670 3
## 65 1 ok 1 67 2 1210 3
## 66 1 ok 1 68 2 2960 3
## 67 1 ok 4 69 3 170 3
## 68 1 ok 4 70 3 860 3
## 69 1 ok 4 71 3 0 3
## 70 1 ok 4 72 3 20 3
## 71 1 ok 2 73 3 1180 3
## 72 1 ok 1 74 2 3160 3
## 73 1 ok 1 75 3 430 3
## 74 1 ok 1 76 3 500 3
## 75 1 ok 2 77 2 2180 3
## 76 1 ok 4 78 3 0 3
## 77 1 ok 1 79 3 140 3
## 78 NA NA 80 NA NA NA
## 79 1 ok 2 81 3 70 3
## 80 1 ok 1 82 3 60 3
## 81 1 ok 1 83 3 60 3
## 82 1 ok 1 84 2 2870 2
## 83 1 ok 1 85 3 1000 3
## 84 1 ok 1 86 3 0 3
## 85 1 ok 2 87 3 0 3
## 86 1 ok 1 88 3 0 3
## 87 1 ok 1 89 2 3280 3
## 88 1 ok 1 90 2 3040 3
## DDMusicScore SOFNoMusicEnemies SOFNoMusicFriendlies SOFNoMusicTime
## 1 830 22 2 24360
## 2 370 15 0 15300
## 3 1921 3 0 5280
## 4 1750 18 2 19140
## 5 1380 23 1 23220
## 6 170 7 1 7740
## 7 690 17 1 20760
## 8 1440 18 2 22800
## 9 480 16 2 19680
## 10 1210 19 2 19260
## 11 1270 23 1 23280
## 12 1150 2 0 8040
## 13 2440 29 0 23280
## 14 660 0 0 600
## 15 1810 24 0 16200
## 16 950 0 0 0
## 17 1160 19 1 22860
## 18 1240 15 1 22140
## 19 1650 21 1 22320
## 20 1500 10 0 15240
## 21 770 21 0 23820
## 22 950 16 1 24000
## 23 550 25 0 22920
## 24 1560 24 2 22920
## 25 1190 1 0 4500
## 26 930 3 0 6540
## 27 990 10 0 21900
## 28 1160 20 0 13380
## 29 20 2 0 11280
## 30 0 12 4 12840
## 31 970 15 0 11520
## 32 1440 25 1 23520
## 33 1010 25 1 21900
## 34 730 18 1 23280
## 35 240 15 2 23760
## 36 2430 24 1 21660
## 37 740 0 0 3660
## 38 840 20 1 22020
## 39 790 15 0 23460
## 40 1410 19 1 22260
## 41 2310 27 2 22080
## 42 1460 24 1 18000
## 43 1820 13 0 23340
## 44 0 1 0 6060
## 45 100 27 1 25380
## 46 1100 2 0 5340
## 47 920 17 1 19440
## 48 1170 17 2 20040
## 49 0 8 1 12900
## 50 990 23 0 23880
## 51 670 25 0 24540
## 52 0 24 0 23700
## 53 170 11 0 9960
## 54 990 9 0 11040
## 55 620 24 0 23040
## 56 1080 22 0 22020
## 57 830 23 2 23460
## 58 1200 18 1 23040
## 59 1790 21 0 23520
## 60 1130 21 1 19740
## 61 60 1 0 4620
## 62 1500 20 1 16200
## 63 3460 13 2 19860
## 64 1000 8 0 7380
## 65 170 19 1 21600
## 66 650 21 1 22680
## 67 600 24 0 26760
## 68 900 16 0 19080
## 69 660 19 1 23280
## 70 2440 16 1 11100
## 71 1480 27 0 21480
## 72 430 24 2 24180
## 73 1160 15 1 24240
## 74 350 6 1 12060
## 75 60 15 0 12720
## 76 260 2 0 6720
## 77 970 17 1 23400
## 78 NA NA NA NA
## 79 670 21 0 23220
## 80 960 20 1 17520
## 81 630 17 1 18180
## 82 3290 7 0 17100
## 83 1150 25 2 24420
## 84 940 19 2 24480
## 85 170 15 0 13140
## 86 866 24 0 23460
## 87 820 7 0 8880
## 88 0 22 2 28440
## SOFMusicEnemies SOFMusicFriendlies SOFMusicTime
## 1 19 0 23340
## 2 23 1 24300
## 3 19 0 16860
## 4 23 3 20820
## 5 24 0 23400
## 6 20 2 23280
## 7 1 0 4980
## 8 16 2 23940
## 9 24 0 23100
## 10 26 0 18960
## 11 23 0 22980
## 12 23 1 21360
## 13 25 2 12540
## 14 10 0 12360
## 15 26 1 24480
## 16 15 2 17580
## 17 23 0 22440
## 18 21 1 13800
## 19 23 1 23160
## 20 14 0 23280
## 21 23 1 23340
## 22 15 0 23760
## 23 27 0 23520
## 24 24 1 22560
## 25 26 1 23460
## 26 1 0 4680
## 27 19 1 11700
## 28 26 0 23040
## 29 14 1 12240
## 30 12 0 10920
## 31 19 1 19440
## 32 NA NA NA
## 33 23 1 23460
## 34 24 2 23640
## 35 7 0 8040
## 36 26 1 21360
## 37 0 0 4200
## 38 14 1 10260
## 39 25 0 15000
## 40 23 1 21060
## 41 30 1 21480
## 42 22 1 15900
## 43 23 0 24060
## 44 1 0 6060
## 45 28 0 18240
## 46 25 0 16380
## 47 24 0 23220
## 48 0 0 6720
## 49 NA NA 22800
## 50 23 1 22740
## 51 24 1 22020
## 52 23 0 22560
## 53 4 1 6720
## 54 17 1 12240
## 55 24 0 23100
## 56 26 1 22080
## 57 23 0 23280
## 58 26 1 22980
## 59 18 0 11100
## 60 23 2 19020
## 61 0 0 0
## 62 13 1 9720
## 63 NA NA NA
## 64 23 1 19620
## 65 27 0 22320
## 66 19 2 16380
## 67 25 1 23280
## 68 28 1 18840
## 69 26 0 23280
## 70 23 1 21780
## 71 36 0 24300
## 72 24 0 24540
## 73 11 0 8580
## 74 25 2 23640
## 75 25 2 22020
## 76 17 2 15600
## 77 20 1 12840
## 78 NA NA NA
## 79 27 0 22980
## 80 28 0 22860
## 81 26 2 19080
## 82 19 0 19800
## 83 30 0 23460
## 84 18 1 23640
## 85 25 1 23160
## 86 27 0 22380
## 87 31 0 23100
## 88 26 0 25500
## GameComments DoNotUseVideoGamePerformanceData
## 1 NA
## 2 NA
## 3 Participant died, restart 1
## 4 Error in game towards the end of time 1
## 5 NA
## 6 Participant died, restart 1
## 7 Participant died, restart 1
## 8 NA
## 9 NA
## 10 NA
## 11 NA
## 12 Participant died, restart 1
## 13 Participant died, restart 1
## 14 Participant died, restart 1
## 15 NA
## 16 Participant died, restart 1
## 17 NA
## 18 Participant died, restart 1
## 19 NA
## 20 NA
## 21 NA
## 22 NA
## 23 NA
## 24 NA
## 25 Participant died, restart 1
## 26 Participant died, restart 1
## 27 Participant died, restart 1
## 28 Participant died, restart 1
## 29 Participant died, restart 1
## 30 Participant died, restart 1
## 31 Participant died, restart 1
## 32 No comments about blanks provided 1
## 33 NA
## 34 NA
## 35 Participant died, restart 1
## 36 NA
## 37 Participant died, restart 1
## 38 Participant died, restart 1
## 39 NA
## 40 NA
## 41 NA
## 42 NA
## 43 NA
## 44 Participant died, restart 1
## 45 NA
## 46 Participant died, restart 1
## 47 NA
## 48 Too many friendlies killed, restart 1
## 49 Too many friendlies killed, restart 1
## 50 NA
## 51 NA
## 52 NA
## 53 Participant died, restart 1
## 54 Participant died, restart 1
## 55 NA
## 56 NA
## 57 NA
## 58 NA
## 59 1
## 60 1
## 61 Participant died, restart 1
## 62 Participant died, restart 1
## 63 Too many friendlies killed, restart 1
## 64 Participant died, restart 1
## 65 NA
## 66 NA
## 67 NA
## 68 NA
## 69 NA
## 70 Participant died, restart 1
## 71 NA
## 72 NA
## 73 Participant died, restart 1
## 74 Participant died, restart 1
## 75 Participant died, restart 1
## 76 Participant died, restart 1
## 77 Participant died, restart 1
## 78 No comments about blanks provided 1
## 79 NA
## 80 NA
## 81 NA
## 82 NA
## 83 NA
## 84 NA
## 85 Participant died, restart 1
## 86 NA
## 87 1
## 88 NA
## ConfrontationalAngryMusicScore ConfrontationalExcitingMusicScore
## 1 5.500000 3.333333
## 2 5.333333 3.000000
## 3 3.333333 3.500000
## 4 6.000000 1.833333
## 5 5.500000 2.666667
## 6 5.333333 1.500000
## 7 4.666667 3.333333
## 8 2.166667 2.000000
## 9 6.000000 4.666667
## 10 4.166667 1.666667
## 11 5.000000 4.500000
## 12 5.333333 2.166667
## 13 3.833333 1.833333
## 14 4.166667 4.333333
## 15 4.166667 2.000000
## 16 4.833333 1.166667
## 17 6.500000 2.833333
## 18 5.833333 2.666667
## 19 5.000000 1.333333
## 20 3.166667 3.833333
## 21 3.666667 2.166667
## 22 4.166667 2.833333
## 23 4.833333 3.500000
## 24 5.000000 3.500000
## 25 5.500000 2.666667
## 26 4.833333 1.000000
## 27 6.500000 3.000000
## 28 3.500000 2.500000
## 29 3.833333 4.333333
## 30 4.500000 2.166667
## 31 6.000000 1.833333
## 32 5.333333 5.000000
## 33 3.333333 3.166667
## 34 4.833333 2.166667
## 35 4.666667 1.000000
## 36 3.166667 1.833333
## 37 5.333333 1.166667
## 38 5.500000 4.000000
## 39 5.500000 2.666667
## 40 6.166667 2.833333
## 41 5.000000 2.166667
## 42 5.166667 4.166667
## 43 5.166667 3.833333
## 44 3.500000 5.000000
## 45 3.500000 1.166667
## 46 4.333333 2.666667
## 47 5.500000 2.666667
## 48 6.333333 3.000000
## 49 5.000000 3.000000
## 50 4.000000 2.500000
## 51 6.166667 3.666667
## 52 5.000000 1.000000
## 53 6.000000 3.166667
## 54 3.333333 2.333333
## 55 3.500000 2.333333
## 56 5.000000 1.166667
## 57 7.000000 2.833333
## 58 5.333333 2.666667
## 59 6.833333 2.000000
## 60 4.833333 3.000000
## 61 6.000000 1.000000
## 62 5.666667 2.500000
## 63 5.666667 2.333333
## 64 5.666667 1.500000
## 65 1.833333 2.333333
## 66 5.833333 3.500000
## 67 6.666667 3.333333
## 68 5.000000 1.000000
## 69 4.500000 2.666667
## 70 5.166667 2.166667
## 71 3.166667 4.333333
## 72 4.833333 1.833333
## 73 5.000000 2.333333
## 74 4.833333 1.333333
## 75 5.000000 1.833333
## 76 5.833333 3.833333
## 77 3.500000 1.333333
## 78 3.166667 1.000000
## 79 5.166667 2.500000
## 80 5.333333 2.166667
## 81 6.000000 2.166667
## 82 7.000000 2.333333
## 83 2.666667 1.333333
## 84 4.500000 2.500000
## 85 4.166667 1.666667
## 86 6.166667 4.833333
## 87 5.833333 2.500000
## 88 4.666667 1.666667
## ConfrontationalNeutralMusicScore ConfrontationalAngryRecallScore
## 1 2.500000 3.75
## 2 2.333333 2.25
## 3 1.666667 6.00
## 4 3.666667 6.00
## 5 2.833333 3.75
## 6 1.000000 2.75
## 7 1.500000 4.25
## 8 1.166667 7.00
## 9 1.500000 6.25
## 10 1.166667 4.25
## 11 1.000000 7.00
## 12 2.333333 4.25
## 13 1.166667 5.50
## 14 4.833333 4.00
## 15 1.666667 5.25
## 16 1.500000 6.25
## 17 1.500000 5.50
## 18 1.000000 4.25
## 19 1.000000 6.50
## 20 1.166667 1.25
## 21 1.000000 7.00
## 22 1.000000 4.00
## 23 1.500000 4.75
## 24 2.833333 1.00
## 25 2.166667 5.00
## 26 1.000000 2.00
## 27 1.000000 6.00
## 28 2.166667 5.25
## 29 2.166667 5.75
## 30 2.000000 2.25
## 31 1.000000 6.00
## 32 2.666667 4.00
## 33 2.166667 5.00
## 34 1.500000 5.50
## 35 3.000000 4.00
## 36 3.166667 1.00
## 37 1.166667 6.50
## 38 2.500000 6.25
## 39 2.833333 4.75
## 40 2.000000 6.00
## 41 1.000000 6.00
## 42 2.666667 3.50
## 43 3.000000 5.00
## 44 1.666667 3.50
## 45 4.166667 4.00
## 46 2.666667 6.00
## 47 2.833333 4.50
## 48 2.166667 6.00
## 49 1.500000 5.50
## 50 2.500000 2.50
## 51 1.666667 3.50
## 52 1.333333 6.00
## 53 1.166667 7.00
## 54 2.166667 1.00
## 55 2.000000 2.25
## 56 1.333333 1.50
## 57 2.833333 5.75
## 58 1.500000 6.00
## 59 2.333333 4.00
## 60 1.666667 5.50
## 61 1.000000 4.75
## 62 3.333333 4.25
## 63 2.000000 1.25
## 64 5.166667 1.00
## 65 3.666667 1.00
## 66 2.166667 5.50
## 67 1.666667 5.25
## 68 1.000000 6.25
## 69 1.166667 5.25
## 70 3.000000 3.00
## 71 2.333333 4.25
## 72 1.000000 4.50
## 73 1.333333 6.00
## 74 1.000000 6.75
## 75 1.000000 3.75
## 76 1.500000 6.00
## 77 2.000000 3.75
## 78 1.333333 2.00
## 79 3.166667 5.75
## 80 1.666667 5.50
## 81 1.000000 3.75
## 82 1.333333 5.25
## 83 1.333333 1.00
## 84 2.166667 3.00
## 85 1.666667 6.50
## 86 1.166667 2.50
## 87 1.500000 5.25
## 88 2.166667 7.00
## ConfrontationalExcitingRecallScore ConfrontationalNeutralRecallScore
## 1 1.25 2.00
## 2 2.25 2.25
## 3 3.50 1.50
## 4 4.75 1.75
## 5 5.00 4.00
## 6 1.00 3.50
## 7 2.50 1.75
## 8 2.25 3.50
## 9 4.50 2.00
## 10 2.75 1.50
## 11 4.50 3.00
## 12 3.25 2.00
## 13 3.50 2.00
## 14 4.00 3.25
## 15 2.25 1.75
## 16 2.00 1.75
## 17 3.25 2.75
## 18 4.00 1.25
## 19 4.00 2.00
## 20 1.75 1.00
## 21 2.50 2.00
## 22 1.75 1.00
## 23 4.50 2.00
## 24 5.25 6.50
## 25 3.50 2.50
## 26 4.75 2.00
## 27 3.50 1.75
## 28 3.25 2.50
## 29 3.50 2.75
## 30 1.75 1.75
## 31 3.75 2.00
## 32 3.75 3.50
## 33 2.75 3.75
## 34 3.25 2.00
## 35 4.25 4.25
## 36 4.50 5.00
## 37 2.00 2.00
## 38 3.50 3.00
## 39 4.75 1.50
## 40 4.75 2.00
## 41 2.25 1.00
## 42 4.50 4.25
## 43 4.25 3.25
## 44 4.25 2.25
## 45 4.00 4.00
## 46 2.25 3.00
## 47 5.00 4.00
## 48 1.25 1.75
## 49 2.50 1.50
## 50 4.75 4.25
## 51 5.00 3.25
## 52 3.75 2.75
## 53 4.50 1.00
## 54 2.25 2.50
## 55 1.25 1.00
## 56 3.25 3.25
## 57 4.00 2.00
## 58 5.00 1.25
## 59 1.75 1.25
## 60 2.00 2.75
## 61 1.75 2.75
## 62 4.75 4.75
## 63 5.25 4.00
## 64 5.00 3.75
## 65 3.50 3.00
## 66 4.00 2.25
## 67 4.50 2.50
## 68 2.00 1.00
## 69 5.25 2.00
## 70 4.50 1.25
## 71 2.00 2.25
## 72 6.25 3.50
## 73 3.75 1.75
## 74 1.50 2.00
## 75 3.25 2.00
## 76 5.00 3.00
## 77 5.50 2.75
## 78 1.00 1.00
## 79 4.50 4.50
## 80 4.75 2.00
## 81 5.75 1.50
## 82 1.50 1.00
## 83 1.00 1.00
## 84 5.00 1.75
## 85 1.25 1.75
## 86 5.50 4.50
## 87 6.25 2.25
## 88 3.25 1.00
## NonconfrontationalAngryMusicScore NonconfrontationalExcitingMusicScore
## 1 2.166667 3.166667
## 2 2.666667 4.500000
## 3 2.166667 4.166667
## 4 4.000000 3.000000
## 5 2.833333 2.333333
## 6 1.666667 3.833333
## 7 2.500000 3.666667
## 8 3.666667 3.166667
## 9 5.000000 4.166667
## 10 2.333333 2.166667
## 11 2.166667 4.666667
## 12 3.666667 3.000000
## 13 4.666667 3.666667
## 14 2.166667 4.333333
## 15 2.166667 2.333333
## 16 2.833333 4.000000
## 17 4.166667 1.500000
## 18 2.166667 3.833333
## 19 3.000000 3.500000
## 20 1.500000 3.166667
## 21 3.333333 3.166667
## 22 2.000000 2.166667
## 23 3.000000 3.666667
## 24 3.000000 3.166667
## 25 2.000000 3.666667
## 26 3.166667 3.833333
## 27 3.333333 2.166667
## 28 1.500000 2.666667
## 29 3.000000 3.500000
## 30 3.333333 2.666667
## 31 3.666667 3.666667
## 32 3.166667 5.166667
## 33 3.500000 3.833333
## 34 3.500000 3.666667
## 35 3.333333 4.666667
## 36 1.500000 1.166667
## 37 2.333333 1.666667
## 38 5.000000 4.666667
## 39 5.000000 2.166667
## 40 3.166667 5.000000
## 41 2.833333 4.000000
## 42 4.833333 2.333333
## 43 3.000000 4.333333
## 44 3.666667 2.666667
## 45 3.666667 2.000000
## 46 3.666667 2.166667
## 47 3.166667 3.166667
## 48 1.833333 3.666667
## 49 3.500000 3.500000
## 50 3.000000 4.666667
## 51 2.500000 5.000000
## 52 1.833333 3.500000
## 53 4.166667 3.333333
## 54 1.666667 1.666667
## 55 2.833333 3.333333
## 56 4.000000 2.666667
## 57 4.333333 3.666667
## 58 3.500000 4.000000
## 59 2.833333 3.666667
## 60 3.500000 3.666667
## 61 3.166667 3.666667
## 62 3.833333 4.000000
## 63 1.166667 3.000000
## 64 3.500000 2.833333
## 65 2.333333 1.500000
## 66 4.833333 3.833333
## 67 3.500000 4.000000
## 68 1.666667 3.833333
## 69 2.000000 1.333333
## 70 4.500000 3.666667
## 71 5.000000 4.833333
## 72 3.166667 3.000000
## 73 2.333333 2.666667
## 74 2.666667 1.833333
## 75 2.666667 2.166667
## 76 3.833333 5.833333
## 77 2.666667 1.833333
## 78 1.833333 2.166667
## 79 3.500000 2.666667
## 80 4.000000 4.000000
## 81 3.833333 3.666667
## 82 2.500000 4.000000
## 83 3.166667 2.000000
## 84 3.333333 3.500000
## 85 3.666667 2.500000
## 86 3.333333 1.833333
## 87 2.166667 5.333333
## 88 2.000000 2.500000
## NonconfrontationalNeutralMusicScore NonconfrontationalAngryRecallScore
## 1 4.000000 2.50
## 2 2.833333 4.25
## 3 3.500000 3.75
## 4 3.666667 2.00
## 5 4.333333 1.25
## 6 3.666667 1.00
## 7 2.333333 1.75
## 8 2.500000 3.00
## 9 2.166667 2.00
## 10 2.500000 2.50
## 11 2.500000 2.50
## 12 3.166667 3.25
## 13 3.500000 1.75
## 14 6.833333 1.00
## 15 3.000000 2.50
## 16 5.000000 4.25
## 17 2.500000 3.50
## 18 4.166667 1.00
## 19 3.833333 1.75
## 20 1.833333 1.00
## 21 2.000000 1.00
## 22 3.500000 1.00
## 23 6.333333 4.00
## 24 6.000000 1.00
## 25 3.166667 1.25
## 26 1.000000 2.25
## 27 3.833333 1.00
## 28 5.833333 1.75
## 29 3.500000 3.75
## 30 3.000000 2.25
## 31 2.833333 1.25
## 32 5.333333 2.50
## 33 3.333333 1.00
## 34 3.833333 2.25
## 35 4.833333 3.50
## 36 4.833333 1.00
## 37 3.333333 2.75
## 38 3.333333 3.25
## 39 4.000000 3.75
## 40 2.500000 2.50
## 41 3.166667 1.25
## 42 3.000000 3.50
## 43 4.333333 3.50
## 44 3.000000 3.00
## 45 4.000000 4.00
## 46 4.833333 3.25
## 47 3.500000 2.75
## 48 6.000000 1.00
## 49 3.833333 1.75
## 50 4.666667 2.00
## 51 3.666667 2.25
## 52 4.500000 1.00
## 53 3.666667 2.25
## 54 2.166667 2.00
## 55 4.333333 1.75
## 56 1.833333 2.00
## 57 4.166667 1.50
## 58 3.000000 1.00
## 59 5.666667 1.00
## 60 2.000000 2.50
## 61 2.166667 1.25
## 62 4.666667 2.25
## 63 3.166667 1.75
## 64 4.833333 1.00
## 65 3.166667 1.00
## 66 2.500000 4.00
## 67 3.666667 1.00
## 68 4.000000 1.00
## 69 5.166667 1.50
## 70 2.666667 2.00
## 71 2.000000 1.00
## 72 2.166667 1.25
## 73 2.666667 1.50
## 74 2.000000 1.25
## 75 3.166667 1.00
## 76 3.333333 2.75
## 77 5.333333 3.50
## 78 4.000000 1.00
## 79 3.833333 4.00
## 80 3.333333 3.00
## 81 1.500000 1.00
## 82 3.166667 1.00
## 83 1.666667 2.00
## 84 2.166667 2.25
## 85 3.666667 1.25
## 86 3.500000 1.75
## 87 4.000000 1.00
## 88 3.833333 2.25
## NonconfrontationalExcitingRecallScore
## 1 5.25
## 2 4.25
## 3 5.00
## 4 5.75
## 5 3.50
## 6 6.25
## 7 5.75
## 8 4.00
## 9 4.25
## 10 6.00
## 11 5.25
## 12 5.25
## 13 4.75
## 14 7.00
## 15 4.50
## 16 3.50
## 17 4.00
## 18 4.00
## 19 4.75
## 20 4.00
## 21 7.00
## 22 4.25
## 23 3.50
## 24 4.25
## 25 3.50
## 26 5.50
## 27 5.25
## 28 4.00
## 29 4.50
## 30 5.00
## 31 3.50
## 32 5.25
## 33 5.75
## 34 5.00
## 35 4.00
## 36 4.25
## 37 4.25
## 38 4.50
## 39 5.75
## 40 5.50
## 41 5.75
## 42 5.00
## 43 3.75
## 44 4.75
## 45 4.00
## 46 7.00
## 47 5.50
## 48 5.50
## 49 5.50
## 50 5.25
## 51 6.25
## 52 6.25
## 53 4.75
## 54 2.25
## 55 3.25
## 56 2.25
## 57 6.25
## 58 4.25
## 59 5.50
## 60 6.25
## 61 6.00
## 62 4.50
## 63 4.50
## 64 3.25
## 65 4.75
## 66 5.75
## 67 3.50
## 68 6.50
## 69 4.00
## 70 5.25
## 71 5.75
## 72 7.00
## 73 5.00
## 74 5.00
## 75 5.75
## 76 5.25
## 77 6.00
## 78 4.75
## 79 5.00
## 80 5.25
## 81 6.00
## 82 4.50
## 83 3.50
## 84 4.75
## 85 4.25
## 86 6.00
## 87 4.25
## 88 7.00
## NonconfrontationalNeutralRecallScore ConfrontationalAngerScore
## 1 6.25 4.8
## 2 3.25 4.1
## 3 2.00 4.4
## 4 5.00 6.0
## 5 3.75 4.8
## 6 5.50 4.3
## 7 4.75 4.5
## 8 3.50 4.1
## 9 3.00 6.1
## 10 3.75 4.2
## 11 6.50 5.8
## 12 3.25 4.9
## 13 4.00 4.5
## 14 7.00 4.1
## 15 5.00 4.6
## 16 2.00 5.4
## 17 4.50 6.1
## 18 4.25 5.2
## 19 4.75 5.6
## 20 4.25 2.4
## 21 4.00 5.0
## 22 2.50 4.1
## 23 3.50 4.8
## 24 6.75 3.4
## 25 5.25 5.3
## 26 3.00 3.7
## 27 4.25 6.3
## 28 5.50 4.2
## 29 2.75 4.6
## 30 4.25 3.6
## 31 5.50 6.0
## 32 5.25 4.8
## 33 5.75 4.0
## 34 5.00 5.1
## 35 3.75 4.4
## 36 5.50 2.3
## 37 2.50 5.8
## 38 3.75 5.8
## 39 5.25 5.2
## 40 4.00 6.1
## 41 4.50 5.4
## 42 4.75 4.5
## 43 4.75 5.1
## 44 2.75 3.5
## 45 4.00 3.7
## 46 5.75 5.0
## 47 4.75 5.1
## 48 4.00 6.2
## 49 4.25 5.2
## 50 4.75 3.4
## 51 5.25 5.1
## 52 3.75 5.4
## 53 4.75 6.4
## 54 3.25 2.4
## 55 4.25 3.0
## 56 1.75 3.6
## 57 3.75 6.5
## 58 4.25 5.6
## 59 3.50 5.7
## 60 3.25 5.1
## 61 4.00 5.5
## 62 5.25 5.1
## 63 3.75 3.9
## 64 6.25 3.8
## 65 2.25 1.5
## 66 5.00 5.7
## 67 4.00 6.1
## 68 2.50 5.5
## 69 6.25 4.8
## 70 3.50 4.3
## 71 3.50 3.6
## 72 4.75 4.7
## 73 3.50 5.4
## 74 6.00 5.6
## 75 5.00 4.5
## 76 4.25 5.9
## 77 3.50 3.6
## 78 3.75 2.7
## 79 5.25 5.4
## 80 2.75 5.4
## 81 6.50 5.1
## 82 5.50 6.3
## 83 2.25 2.0
## 84 3.75 3.9
## 85 5.75 5.1
## 86 5.50 4.7
## 87 5.25 5.6
## 88 6.00 5.6
## ConfrontationalExcitingScore ConfrontationalNeutralScore
## 1 2.5 2.3
## 2 2.7 2.3
## 3 3.5 1.6
## 4 3.0 2.9
## 5 3.6 3.3
## 6 1.3 2.0
## 7 3.0 1.6
## 8 2.1 2.1
## 9 4.6 1.7
## 10 2.1 1.3
## 11 4.5 1.8
## 12 2.6 2.2
## 13 2.5 1.5
## 14 4.2 4.2
## 15 2.1 1.7
## 16 1.5 1.6
## 17 3.0 2.0
## 18 3.2 1.1
## 19 2.4 1.4
## 20 3.0 1.1
## 21 2.3 1.4
## 22 2.4 1.0
## 23 3.9 1.7
## 24 4.2 4.3
## 25 3.0 2.3
## 26 2.5 1.4
## 27 3.2 1.3
## 28 2.8 2.3
## 29 4.0 2.4
## 30 2.0 1.9
## 31 2.6 1.4
## 32 4.5 3.0
## 33 3.0 2.8
## 34 2.6 1.7
## 35 2.3 3.5
## 36 2.9 3.9
## 37 1.5 1.5
## 38 3.8 2.7
## 39 3.5 2.3
## 40 3.6 2.0
## 41 2.2 1.0
## 42 4.3 3.3
## 43 4.0 3.1
## 44 4.7 1.9
## 45 2.3 4.1
## 46 2.5 2.8
## 47 3.6 3.3
## 48 2.3 2.0
## 49 2.8 1.5
## 50 3.4 3.2
## 51 4.2 2.3
## 52 2.1 1.9
## 53 3.7 1.1
## 54 2.3 2.3
## 55 1.9 1.6
## 56 2.0 2.1
## 57 3.3 2.5
## 58 3.6 1.4
## 59 1.9 1.9
## 60 2.6 2.1
## 61 1.3 1.7
## 62 3.4 3.9
## 63 3.5 2.8
## 64 2.9 4.6
## 65 2.8 3.4
## 66 3.7 2.2
## 67 3.8 2.0
## 68 1.4 1.0
## 69 3.7 1.5
## 70 3.1 2.3
## 71 3.4 2.3
## 72 3.6 2.0
## 73 2.9 1.5
## 74 1.4 1.4
## 75 2.4 1.4
## 76 4.3 2.1
## 77 3.0 2.3
## 78 1.0 1.2
## 79 3.3 3.7
## 80 3.2 1.8
## 81 3.6 1.2
## 82 2.0 1.2
## 83 1.2 1.2
## 84 3.5 2.0
## 85 1.5 1.7
## 86 5.1 2.5
## 87 4.0 1.8
## 88 2.3 1.7
## NonconfrontationalAngerScore NonconfrontationalExcitingScore
## 1 2.3 4.0
## 2 3.3 4.4
## 3 2.8 4.5
## 4 3.2 4.1
## 5 2.2 2.8
## 6 1.4 4.8
## 7 2.2 4.5
## 8 3.4 3.5
## 9 3.8 4.2
## 10 2.4 3.7
## 11 2.3 4.9
## 12 3.5 3.9
## 13 3.5 4.1
## 14 1.7 5.4
## 15 2.3 3.2
## 16 3.4 3.8
## 17 3.9 2.5
## 18 1.7 3.9
## 19 2.5 4.0
## 20 1.3 3.5
## 21 2.4 4.7
## 22 1.6 3.0
## 23 3.4 3.6
## 24 2.2 3.6
## 25 1.7 3.6
## 26 2.8 4.5
## 27 2.4 3.4
## 28 1.6 3.2
## 29 3.3 3.9
## 30 2.9 3.6
## 31 2.7 3.6
## 32 2.9 5.2
## 33 2.5 4.6
## 34 3.0 4.2
## 35 3.4 4.4
## 36 1.3 2.4
## 37 2.5 2.7
## 38 4.3 4.6
## 39 4.5 3.6
## 40 2.9 5.2
## 41 2.2 4.7
## 42 4.3 3.4
## 43 3.2 4.1
## 44 3.4 3.5
## 45 3.8 2.8
## 46 3.5 4.1
## 47 3.0 4.1
## 48 1.5 4.4
## 49 2.8 4.3
## 50 2.6 4.9
## 51 2.4 5.5
## 52 1.5 4.6
## 53 3.4 3.9
## 54 1.8 1.9
## 55 2.4 3.3
## 56 3.2 2.5
## 57 3.2 4.7
## 58 2.5 4.1
## 59 2.1 4.4
## 60 3.1 4.7
## 61 2.4 4.6
## 62 3.2 4.2
## 63 1.4 3.6
## 64 2.5 3.0
## 65 1.8 2.8
## 66 4.5 4.6
## 67 2.5 3.8
## 68 1.4 4.9
## 69 1.8 2.4
## 70 3.5 4.3
## 71 3.4 5.2
## 72 2.4 4.6
## 73 2.0 3.6
## 74 2.1 3.1
## 75 2.0 3.6
## 76 3.4 5.6
## 77 3.0 3.5
## 78 1.5 3.2
## 79 3.7 3.6
## 80 3.6 4.5
## 81 2.7 4.6
## 82 1.9 4.2
## 83 2.7 2.6
## 84 2.9 4.0
## 85 2.7 3.2
## 86 2.7 3.5
## 87 1.7 4.9
## 88 2.1 4.3
## NonconfrontationalNeutralScore Usable DoNotUse
## 1 4.9 1 NA
## 2 3.0 1 NA
## 3 2.9 1 NA
## 4 4.2 1 NA
## 5 4.1 1 NA
## 6 4.4 1 NA
## 7 3.3 1 NA
## 8 2.9 1 NA
## 9 2.5 1 NA
## 10 3.0 1 NA
## 11 4.1 1 NA
## 12 3.2 1 NA
## 13 3.7 1 NA
## 14 6.9 1 NA
## 15 3.8 1 NA
## 16 3.8 1 NA
## 17 3.3 1 NA
## 18 4.2 1 NA
## 19 4.2 1 NA
## 20 2.8 1 NA
## 21 2.8 1 NA
## 22 3.1 1 NA
## 23 5.2 1 NA
## 24 6.3 1 NA
## 25 4.0 1 NA
## 26 1.8 1 NA
## 27 4.0 1 NA
## 28 5.7 1 NA
## 29 3.2 1 NA
## 30 3.5 1 NA
## 31 3.9 1 NA
## 32 5.3 1 NA
## 33 4.3 1 NA
## 34 4.3 1 NA
## 35 4.4 1 NA
## 36 5.1 1 NA
## 37 3.0 1 NA
## 38 3.5 1 NA
## 39 4.5 1 NA
## 40 3.1 1 NA
## 41 3.7 1 NA
## 42 3.7 1 NA
## 43 4.5 1 NA
## 44 2.9 1 NA
## 45 4.0 1 NA
## 46 5.2 1 NA
## 47 4.0 1 NA
## 48 5.2 1 NA
## 49 4.0 1 NA
## 50 4.7 1 NA
## 51 4.3 1 NA
## 52 4.2 1 NA
## 53 4.1 1 NA
## 54 2.6 1 NA
## 55 4.3 1 NA
## 56 1.8 1 NA
## 57 4.0 1 NA
## 58 3.5 1 NA
## 59 4.8 1 NA
## 60 2.5 1 NA
## 61 2.9 1 NA
## 62 4.9 1 NA
## 63 3.4 1 NA
## 64 5.4 1 NA
## 65 2.8 1 NA
## 66 3.5 1 NA
## 67 3.8 1 NA
## 68 3.4 1 NA
## 69 5.6 1 NA
## 70 3.0 1 NA
## 71 2.6 1 NA
## 72 3.2 1 NA
## 73 3.0 1 NA
## 74 3.6 1 NA
## 75 3.9 1 NA
## 76 3.7 1 NA
## 77 4.6 1 NA
## 78 3.9 1 NA
## 79 4.4 1 NA
## 80 3.1 1 NA
## 81 3.5 1 NA
## 82 4.1 1 NA
## 83 1.9 1 NA
## 84 2.8 1 NA
## 85 4.5 1 NA
## 86 4.3 1 NA
## 87 4.5 1 NA
## 88 4.7 1 NA
## ProblemDetails
## 1
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 28
## 29
## 30
## 31
## 32
## 33
## 34
## 35
## 36
## 37
## 38
## 39
## 40
## 41
## 42
## 43
## 44
## 45
## 46
## 47
## 48
## 49
## 50
## 51
## 52
## 53
## 54
## 55
## 56
## 57
## 58
## 59
## 60
## 61
## 62
## 63
## 64
## 65
## 66
## 67
## 68
## 69
## 70
## 71
## 72
## 73
## 74
## 75
## 76
## 77
## 78
## 79
## 80
## 81
## 82
## 83
## 84
## 85
## 86
## 87
## 88
## DinerDashWithMusicScore DinerDashWithoutMusicScore MusicCondition
## 1 5830 5000 Exciting
## 2 5370 1250 Anger
## 3 6921 6742 Anger
## 4 6750 5060 Exciting
## 5 6380 5840 Neutral
## 6 5170 5020 Neutral
## 7 5690 5000 Neutral
## 8 6440 6460 Exciting
## 9 5480 2990 Anger
## 10 6210 5090 Exciting
## 11 6270 5490 Anger
## 12 6150 5140 Anger
## 13 7440 NA Neutral
## 14 5660 5000 Exciting
## 15 6810 5200 Neutral
## 16 5950 3040 Exciting
## 17 6160 5140 Anger
## 18 6240 5370 Anger
## 19 6650 5170 Neutral
## 20 6500 3000 Neutral
## 21 5770 5000 Exciting
## 22 5950 5060 Exciting
## 23 5550 5000 Exciting
## 24 6560 5020 Anger
## 25 6190 5370 Neutral
## 26 5930 5000 Anger
## 27 5990 5000 Neutral
## 28 6160 5960 Exciting
## 29 5020 970 Anger
## 30 5000 1090 Exciting
## 31 5970 5000 Neutral
## 32 6440 5000 Anger
## 33 6010 5000 Exciting
## 34 5730 5060 Neutral
## 35 5240 5060 Anger
## 36 7430 5840 Neutral
## 37 5740 5000 Anger
## 38 5840 3340 Neutral
## 39 5790 4189 Exciting
## 40 6410 5090 Exciting
## 41 7310 5000 Neutral
## 42 6460 5170 Exciting
## 43 6820 5060 Neutral
## 44 5000 5000 Anger
## 45 5100 5000 Anger
## 46 6100 5000 Exciting
## 47 5920 5370 Exciting
## 48 6170 5680 Neutral
## 49 5000 5000 Anger
## 50 5990 5000 Anger
## 51 5670 5530 Neutral
## 52 5000 3140 Exciting
## 53 5170 5000 Anger
## 54 5990 5000 Neutral
## 55 5620 2870 Exciting
## 56 6080 5150 Exciting
## 57 5830 5000 Anger
## 58 6200 5490 Neutral
## 59 6790 5000 Neutral
## 60 6130 5210 Neutral
## 61 5060 2200 Anger
## 62 6500 5170 Exciting
## 63 3460 5000 Anger
## 64 6000 5670 Exciting
## 65 5170 1210 Anger
## 66 5650 2960 Neutral
## 67 5600 5170 Neutral
## 68 5900 5860 Exciting
## 69 5660 5000 Exciting
## 70 7440 5020 Anger
## 71 6480 6180 Anger
## 72 5430 3160 Exciting
## 73 6160 5430 Neutral
## 74 5350 5500 Exciting
## 75 5060 2180 Anger
## 76 5260 5000 Neutral
## 77 5970 5140 Neutral
## 78 NA NA Exciting
## 79 5670 5070 Exciting
## 80 5960 5060 Neutral
## 81 5630 5060 Anger
## 82 3290 2870 Anger
## 83 6150 6000 Exciting
## 84 5940 5000 Neutral
## 85 5170 5000 Anger
## 86 5866 5000 Neutral
## 87 5820 3280 Exciting
## 88 5000 3040 Neutral
## ZDinerDashWithMusicScore ZDinerDashWithoutMusicScore ZSOFNoMusicEnemies
## 1 -0.07333283 0.2692740 0.75011992
## 2 -0.73344247 -2.8616517 -0.14019582
## 3 1.49227504 1.7236934 -1.66645139
## 4 1.24688645 0.3193688 0.24136807
## 5 0.71592870 0.9706014 0.87730789
## 6 -1.02044667 0.2859723 -1.15769954
## 7 -0.27423577 0.2692740 0.11418010
## 8 0.80202995 1.4882478 0.24136807
## 9 -0.57559017 -1.4089022 -0.01300786
## 10 0.47197513 0.3444162 0.36855603
## 11 0.55807639 0.6783816 0.87730789
## 12 0.38587388 0.3861619 -1.79363936
## 13 2.23705091 NA 1.64043567
## 14 -0.31728640 0.2692740 -2.04801529
## 15 1.33298771 0.4362567 1.00449585
## 16 0.09886968 -1.3671565 -2.04801529
## 17 0.40022408 0.3861619 0.36855603
## 18 0.51502576 0.5781920 -0.14019582
## 19 1.10338436 0.4112093 0.62293196
## 20 0.88813121 -1.4005530 -0.77613564
## 21 -0.15943409 0.2692740 0.62293196
## 22 0.09886968 0.3193688 -0.01300786
## 23 -0.47513870 0.2692740 1.13168382
## 24 0.97423247 0.2859723 1.00449585
## 25 0.44327471 0.5781920 -1.92082732
## 26 0.07016926 0.2692740 -1.66645139
## 27 0.15627052 0.2692740 -0.77613564
## 28 0.40022408 1.0707910 0.49574400
## 29 -1.23569981 -3.0954275 -1.79363936
## 30 -1.26440023 -2.9952379 -0.52175972
## 31 0.12757010 0.2692740 -0.14019582
## 32 0.80202995 0.2692740 1.13168382
## 33 0.18497094 0.2692740 1.13168382
## 34 -0.21683493 0.3193688 0.24136807
## 35 -0.91999520 0.3193688 -0.14019582
## 36 2.22270071 0.9706014 1.00449585
## 37 -0.20248472 0.2692740 -2.04801529
## 38 -0.05898262 -1.1166824 0.49574400
## 39 -0.13073367 -0.4078409 -0.14019582
## 40 0.75897932 0.3444162 0.36855603
## 41 2.05049819 0.2692740 1.38605975
## 42 0.83073037 0.4112093 1.00449585
## 43 1.34733792 0.3193688 -0.39457175
## 44 -1.26440023 0.2692740 -1.92082732
## 45 -1.12089813 0.2692740 1.38605975
## 46 0.31412283 0.2692740 -1.79363936
## 47 0.05581905 0.5781920 0.11418010
## 48 0.41457429 0.8370152 0.11418010
## 49 -1.26440023 0.2692740 -1.03051157
## 50 0.15627052 0.2692740 0.87730789
## 51 -0.30293619 0.7117782 1.13168382
## 52 -1.26440023 -1.2836652 1.00449585
## 53 -1.02044667 0.2692740 -0.64894768
## 54 0.15627052 0.2692740 -0.90332361
## 55 -0.37468723 -1.5090918 1.00449585
## 56 0.28542241 0.3945110 0.75011992
## 57 -0.07333283 0.2692740 0.87730789
## 58 0.45762492 0.6783816 0.24136807
## 59 1.30428729 0.2692740 0.62293196
## 60 0.35717346 0.4446058 0.62293196
## 61 -1.17829897 -2.0684839 -1.92082732
## 62 0.88813121 0.4112093 0.49574400
## 63 -3.47433251 0.2692740 -0.39457175
## 64 0.17062073 0.8286661 -1.03051157
## 65 -1.02044667 -2.8950483 0.36855603
## 66 -0.33163661 -1.4339496 0.62293196
## 67 -0.40338765 0.4112093 1.00449585
## 68 0.02711863 0.9872996 -0.01300786
## 69 -0.31728640 0.2692740 0.36855603
## 70 2.23705091 0.2859723 -0.01300786
## 71 0.85943079 1.2544720 1.38605975
## 72 -0.64734122 -1.2669669 1.00449585
## 73 0.40022408 0.6282868 -0.14019582
## 74 -0.76214289 0.6867308 -1.28488750
## 75 -1.17829897 -2.0851821 -0.14019582
## 76 -0.89129478 0.2692740 -1.79363936
## 77 0.12757010 0.3861619 0.11418010
## 78 NA NA NA
## 79 -0.30293619 0.3277180 0.62293196
## 80 0.11321989 0.3193688 0.49574400
## 81 -0.36033702 0.3193688 0.11418010
## 82 -3.71828607 -1.5090918 -1.15769954
## 83 0.38587388 1.1041875 1.13168382
## 84 0.08451947 0.2692740 0.36855603
## 85 -1.02044667 0.2692740 -0.14019582
## 86 -0.02167208 0.2692740 1.00449585
## 87 -0.08768304 -1.1667773 -1.15769954
## 88 -1.26440023 -1.3671565 0.75011992
## ZSOFMusicEnemies DinerDashDifferenceScore SOFDifferenceScore
## 1 -0.20203285 -0.3426068400 -0.95215278
## 2 0.31835480 2.1282092433 0.45855062
## 3 -0.20203285 -0.2314183350 1.46441854
## 4 0.31835480 0.9275176327 0.07698673
## 5 0.44845171 -0.2546726738 -0.42885618
## 6 -0.07193594 -1.3064189449 1.08576360
## 7 -2.54377728 -0.5435097745 -2.65795739
## 8 -0.59232359 -0.6862178028 -0.83369166
## 9 0.44845171 0.8333120125 0.46145957
## 10 0.70864554 0.1275589079 0.34008950
## 11 0.31835480 -0.1203052452 -0.55895309
## 12 0.31835480 -0.0002880261 2.11199416
## 13 0.57854862 NA -1.06188705
## 14 -1.37290507 -0.5865604034 0.67511022
## 15 0.70864554 0.8967309966 -0.29585032
## 16 -0.72242050 1.4660261879 1.32559478
## 17 0.31835480 0.0140621835 -0.05020123
## 18 0.05816097 -0.0631662508 0.19835680
## 19 0.31835480 0.6921750486 -0.30457716
## 20 -0.85251742 2.2886842576 -0.07638177
## 21 0.31835480 -0.4287080977 -0.30457716
## 22 -0.72242050 -0.2204991362 -0.70941264
## 23 0.83874245 -0.7444127091 -0.29294137
## 24 0.44845171 0.6882601912 -0.55604414
## 25 0.70864554 -0.1349172989 2.62947286
## 26 -2.54377728 -0.1991047439 -0.87732589
## 27 -0.20203285 -0.1130034862 0.57410279
## 28 0.70864554 -0.6705669085 0.21290154
## 29 -0.85251742 1.8597276944 0.94112194
## 30 -1.11271124 1.7308376520 -0.59095153
## 31 -0.20203285 -0.1417039054 -0.06183703
## 32 NA 0.5327559463 NA
## 33 0.31835480 -0.0843030670 -0.81332902
## 34 0.44845171 -0.5362037477 0.20708364
## 35 -1.76319581 -1.2393640187 -1.62299998
## 36 0.70864554 1.2520993354 -0.29585032
## 37 -2.67387419 -0.4717587265 -0.62585891
## 38 -0.85251742 1.0576998241 -1.34826141
## 39 0.57854862 0.2771071918 0.71874445
## 40 0.31835480 0.4145631001 -0.05020123
## 41 1.22903319 1.7812241826 -0.15702656
## 42 0.18825789 0.4195210660 -0.81623797
## 43 0.31835480 1.0279691000 0.71292655
## 44 -2.54377728 -1.5336742378 -0.62294996
## 45 0.96883936 -1.3901721417 -0.41722038
## 46 0.57854862 0.0448488195 2.37218798
## 47 0.44845171 -0.5223729584 0.33427161
## 48 -2.67387419 -0.4224409114 -2.78805430
## 49 NA -1.5336742378 NA
## 50 0.31835480 -0.1130034862 -0.55895309
## 51 0.44845171 -1.0147143630 -0.68323211
## 52 0.31835480 0.0192649221 -0.68614105
## 53 -2.15348654 -1.2897206744 -1.50453886
## 54 -0.46222668 -0.1130034862 0.44109693
## 55 0.44845171 1.1344045702 -0.55604414
## 56 0.70864554 -0.1090886287 -0.04147439
## 57 0.31835480 -0.3426068400 -0.55895309
## 58 0.70864554 -0.2207567125 0.46727747
## 59 -0.33212977 1.0350132828 -0.95506173
## 60 0.31835480 -0.0874323922 -0.30457716
## 61 -2.67387419 0.8901848949 -0.75304687
## 62 -0.98261433 0.4769219045 -1.47835833
## 63 NA -3.7436065180 NA
## 64 0.31835480 -0.6580453395 1.34886637
## 65 0.83874245 1.8746015922 0.47018642
## 66 -0.20203285 1.1023129817 -0.82496481
## 67 0.57854862 -0.8145969606 -0.42594723
## 68 0.96883936 -0.9601810057 0.98184722
## 69 0.70864554 -0.5865604034 0.34008950
## 70 0.31835480 1.9510786370 0.33136266
## 71 2.00961466 -0.3950411768 0.62355492
## 72 0.44845171 0.6196256648 -0.55604414
## 73 -1.24280815 -0.2280627393 -1.10261233
## 74 0.57854862 -1.4488736648 1.86343612
## 75 0.57854862 0.9068831655 0.71874445
## 76 -0.46222668 -1.1605687879 1.33141268
## 77 -0.07193594 -0.2585917992 -0.18611604
## 78 NA NA NA
## 79 0.83874245 -0.6306541406 0.21581049
## 80 0.96883936 -0.2061489266 0.47309537
## 81 0.70864554 -0.6797058438 0.59446543
## 82 -0.20203285 -2.2091942693 0.95566668
## 83 1.22903319 -0.7183136592 0.09734937
## 84 -0.33212977 -0.1847545342 -0.70068580
## 85 0.57854862 -1.2897206744 0.71874445
## 86 0.83874245 -0.2909460854 -0.16575340
## 87 1.35913010 1.0790942165 2.51682964
## 88 0.70864554 0.1027562747 -0.04147439
## PleasantScoreForAngryMusic PleasantScoreForExcitingMusic
## 1 1.333333 1.666667
## 2 2.666667 2.000000
## 3 1.666667 3.666667
## 4 3.000000 1.333333
## 5 2.333333 3.333333
## 6 1.666667 3.333333
## 7 1.666667 2.000000
## 8 2.333333 2.666667
## 9 2.333333 3.333333
## 10 1.333333 2.000000
## 11 2.000000 2.333333
## 12 2.000000 2.000000
## 13 2.333333 2.000000
## 14 1.333333 2.333333
## 15 1.333333 1.000000
## 16 3.666667 2.666667
## 17 3.000000 2.333333
## 18 1.666667 3.666667
## 19 2.000000 1.333333
## 20 1.333333 3.000000
## 21 2.333333 2.000000
## 22 1.333333 1.666667
## 23 1.666667 3.666667
## 24 2.000000 3.000000
## 25 2.000000 1.666667
## 26 1.333333 2.666667
## 27 1.333333 1.666667
## 28 1.000000 1.666667
## 29 3.000000 3.000000
## 30 1.666667 1.666667
## 31 1.333333 3.333333
## 32 2.000000 2.333333
## 33 3.333333 3.666667
## 34 2.333333 3.666667
## 35 2.666667 4.000000
## 36 3.000000 3.333333
## 37 2.000000 3.000000
## 38 1.333333 1.000000
## 39 3.333333 2.333333
## 40 2.333333 4.000000
## 41 1.000000 1.000000
## 42 3.666667 3.000000
## 43 2.000000 3.000000
## 44 1.000000 2.333333
## 45 2.666667 3.000000
## 46 4.000000 5.000000
## 47 2.000000 3.000000
## 48 3.333333 2.333333
## 49 1.333333 2.333333
## 50 2.000000 2.666667
## 51 1.666667 3.000000
## 52 1.666667 4.000000
## 53 2.333333 2.333333
## 54 1.000000 2.666667
## 55 2.000000 2.333333
## 56 1.333333 2.666667
## 57 3.333333 2.666667
## 58 2.000000 4.333333
## 59 1.666667 3.000000
## 60 1.333333 3.666667
## 61 2.000000 4.666667
## 62 1.666667 3.000000
## 63 1.000000 1.000000
## 64 2.333333 3.666667
## 65 1.666667 2.333333
## 66 1.333333 1.333333
## 67 1.666667 3.000000
## 68 2.333333 2.666667
## 69 1.666667 2.333333
## 70 3.000000 1.666667
## 71 1.666667 4.666667
## 72 3.333333 4.666667
## 73 1.333333 2.333333
## 74 2.000000 2.333333
## 75 1.000000 2.333333
## 76 1.666667 4.333333
## 77 4.000000 4.333333
## 78 NA NA
## 79 2.666667 1.666667
## 80 1.666667 3.000000
## 81 2.666667 4.000000
## 82 1.666667 1.666667
## 83 2.333333 1.000000
## 84 2.000000 2.000000
## 85 3.333333 3.000000
## 86 2.333333 4.000000
## 87 2.666667 3.666667
## 88 2.000000 2.666667
## PleasantScoreForNeutralMusic AngryScoreForAngryMusic
## 1 4.666667 4.333333
## 2 1.666667 4.000000
## 3 3.666667 2.666667
## 4 2.333333 2.333333
## 5 3.333333 2.000000
## 6 3.333333 4.000000
## 7 3.666667 3.333333
## 8 3.333333 1.000000
## 9 3.333333 3.000000
## 10 2.333333 3.000000
## 11 4.000000 4.333333
## 12 4.333333 4.000000
## 13 4.000000 2.666667
## 14 4.333333 4.333333
## 15 3.666667 4.333333
## 16 3.666667 3.000000
## 17 4.000000 3.333333
## 18 5.000000 4.000000
## 19 4.333333 4.000000
## 20 4.666667 2.666667
## 21 3.000000 2.666667
## 22 3.666667 3.000000
## 23 2.333333 4.333333
## 24 4.666667 1.000000
## 25 3.333333 4.000000
## 26 3.666667 4.666667
## 27 4.666667 4.666667
## 28 4.666667 4.666667
## 29 4.333333 2.333333
## 30 2.333333 2.666667
## 31 3.666667 4.333333
## 32 3.666667 4.666667
## 33 4.333333 1.333333
## 34 3.000000 3.333333
## 35 4.666667 3.666667
## 36 5.000000 4.333333
## 37 4.666667 2.666667
## 38 2.333333 3.666667
## 39 3.333333 3.000000
## 40 3.333333 4.666667
## 41 3.666667 3.000000
## 42 2.000000 2.666667
## 43 4.666667 3.666667
## 44 2.666667 4.666667
## 45 4.333333 3.666667
## 46 2.000000 3.666667
## 47 4.333333 3.666667
## 48 4.666667 3.666667
## 49 4.000000 4.000000
## 50 3.666667 2.333333
## 51 4.333333 3.666667
## 52 3.666667 2.666667
## 53 5.000000 4.000000
## 54 3.333333 4.333333
## 55 3.666667 2.333333
## 56 2.666667 4.666667
## 57 4.666667 3.333333
## 58 3.666667 4.333333
## 59 4.333333 5.000000
## 60 2.666667 4.333333
## 61 3.666667 3.666667
## 62 4.000000 3.666667
## 63 3.000000 4.333333
## 64 4.666667 4.333333
## 65 3.000000 1.333333
## 66 3.000000 4.333333
## 67 5.000000 4.000000
## 68 5.000000 4.000000
## 69 4.000000 4.000000
## 70 3.000000 4.000000
## 71 2.666667 2.666667
## 72 2.333333 1.666667
## 73 4.333333 4.333333
## 74 4.666667 1.666667
## 75 5.000000 4.333333
## 76 4.333333 3.000000
## 77 1.666667 4.000000
## 78 NA NA
## 79 4.666667 3.333333
## 80 4.333333 3.333333
## 81 1.666667 3.333333
## 82 4.666667 1.666667
## 83 3.666667 2.666667
## 84 4.333333 4.333333
## 85 2.666667 3.000000
## 86 5.000000 3.666667
## 87 4.333333 4.666667
## 88 4.333333 4.333333
## AngryScoreForExcitingMusic AngryScoreForNeutralMusic
## 1 3.333333 1.666667
## 2 2.333333 1.333333
## 3 1.000000 1.333333
## 4 1.666667 1.000000
## 5 1.333333 1.000000
## 6 1.666667 1.000000
## 7 1.666667 1.333333
## 8 1.000000 1.000000
## 9 1.333333 1.333333
## 10 1.333333 1.000000
## 11 1.666667 1.000000
## 12 3.000000 1.333333
## 13 1.000000 1.000000
## 14 2.000000 1.333333
## 15 1.666667 1.000000
## 16 1.000000 1.000000
## 17 1.000000 1.000000
## 18 1.666667 1.000000
## 19 1.666667 1.000000
## 20 1.000000 1.000000
## 21 1.000000 1.000000
## 22 1.666667 1.000000
## 23 2.000000 1.000000
## 24 1.000000 1.000000
## 25 3.666667 2.333333
## 26 3.000000 1.666667
## 27 2.000000 1.000000
## 28 2.333333 1.000000
## 29 1.333333 1.000000
## 30 3.333333 1.333333
## 31 1.666667 1.000000
## 32 3.333333 2.000000
## 33 1.666667 1.333333
## 34 1.666667 1.000000
## 35 2.666667 2.333333
## 36 2.000000 1.000000
## 37 1.000000 1.000000
## 38 2.666667 2.000000
## 39 3.000000 1.333333
## 40 3.333333 1.333333
## 41 1.000000 1.000000
## 42 3.333333 1.666667
## 43 3.333333 1.000000
## 44 4.000000 2.000000
## 45 1.000000 1.000000
## 46 4.666667 1.000000
## 47 4.000000 1.333333
## 48 1.666667 1.000000
## 49 2.333333 1.000000
## 50 1.000000 1.000000
## 51 2.666667 1.333333
## 52 1.000000 1.000000
## 53 2.666667 1.000000
## 54 1.666667 1.000000
## 55 2.000000 1.000000
## 56 1.000000 1.000000
## 57 2.333333 1.000000
## 58 1.666667 1.333333
## 59 2.666667 1.000000
## 60 1.333333 1.333333
## 61 1.000000 1.000000
## 62 1.666667 1.000000
## 63 2.000000 1.000000
## 64 3.666667 1.000000
## 65 1.666667 4.000000
## 66 2.333333 1.666667
## 67 1.000000 1.000000
## 68 1.666667 1.000000
## 69 2.333333 1.000000
## 70 1.333333 1.666667
## 71 1.000000 1.000000
## 72 1.000000 1.000000
## 73 1.333333 1.000000
## 74 1.666667 3.333333
## 75 1.000000 1.000000
## 76 1.000000 1.000000
## 77 4.000000 2.666667
## 78 NA NA
## 79 3.333333 2.333333
## 80 1.666667 1.333333
## 81 1.000000 1.000000
## 82 1.000000 1.000000
## 83 2.000000 2.000000
## 84 2.000000 1.000000
## 85 1.000000 2.333333
## 86 2.000000 1.000000
## 87 2.000000 1.000000
## 88 1.666667 1.000000
## ExcitedScoreForExcitingMusic ExcitedScoreForNeutralMusic
## 1 4.000000 2.000000
## 2 2.333333 1.666667
## 3 4.000000 1.666667
## 4 3.000000 2.000000
## 5 3.000000 1.333333
## 6 3.666667 1.000000
## 7 4.000000 1.666667
## 8 5.000000 1.666667
## 9 3.000000 1.666667
## 10 3.000000 1.333333
## 11 4.666667 1.333333
## 12 4.000000 2.000000
## 13 3.666667 2.000000
## 14 4.666667 3.000000
## 15 3.333333 1.000000
## 16 2.000000 2.000000
## 17 4.333333 1.333333
## 18 3.333333 1.000000
## 19 1.666667 1.000000
## 20 4.333333 1.000000
## 21 3.666667 1.000000
## 22 4.333333 1.333333
## 23 4.666667 1.000000
## 24 4.333333 1.000000
## 25 4.333333 1.666667
## 26 4.000000 1.000000
## 27 4.000000 1.666667
## 28 4.666667 2.000000
## 29 3.666667 2.666667
## 30 3.000000 1.666667
## 31 3.333333 1.333333
## 32 3.666667 2.000000
## 33 5.000000 1.333333
## 34 3.000000 1.000000
## 35 2.666667 2.000000
## 36 5.000000 2.000000
## 37 4.000000 1.000000
## 38 3.000000 2.000000
## 39 3.000000 1.333333
## 40 4.000000 1.666667
## 41 4.000000 1.666667
## 42 3.333333 2.000000
## 43 3.666667 2.333333
## 44 3.333333 2.000000
## 45 2.666667 1.000000
## 46 5.000000 2.333333
## 47 4.000000 1.333333
## 48 4.000000 1.666667
## 49 3.666667 1.333333
## 50 2.333333 1.000000
## 51 4.666667 2.333333
## 52 4.000000 1.333333
## 53 3.666667 2.000000
## 54 3.666667 3.000000
## 55 3.000000 1.000000
## 56 3.333333 1.666667
## 57 3.000000 1.000000
## 58 4.000000 2.333333
## 59 4.333333 2.000000
## 60 3.666667 1.666667
## 61 4.000000 1.333333
## 62 4.666667 1.333333
## 63 2.666667 1.666667
## 64 3.666667 1.333333
## 65 1.666667 3.333333
## 66 1.666667 3.666667
## 67 3.333333 1.000000
## 68 4.666667 1.000000
## 69 4.333333 1.000000
## 70 2.666667 1.000000
## 71 4.000000 1.666667
## 72 4.666667 1.666667
## 73 4.333333 1.333333
## 74 2.000000 4.000000
## 75 2.000000 1.333333
## 76 4.333333 1.333333
## 77 3.000000 3.000000
## 78 NA NA
## 79 4.333333 3.000000
## 80 4.000000 1.333333
## 81 4.000000 1.000000
## 82 2.000000 1.666667
## 83 2.333333 2.000000
## 84 4.000000 1.000000
## 85 3.666667 1.333333
## 86 5.000000 3.666667
## 87 4.000000 1.666667
## 88 4.333333 1.333333
## ActiveScoreForExcitingMusic ActiveScoreForNeutralMusic
## 1 4.666667 2.000000
## 2 2.000000 1.333333
## 3 5.000000 1.666667
## 4 3.000000 1.333333
## 5 3.333333 1.333333
## 6 3.333333 1.666667
## 7 4.666667 1.666667
## 8 3.333333 2.000000
## 9 4.000000 1.333333
## 10 3.000000 1.666667
## 11 3.666667 1.333333
## 12 4.666667 1.666667
## 13 3.666667 1.666667
## 14 4.666667 2.666667
## 15 3.666667 1.333333
## 16 2.333333 2.000000
## 17 5.000000 2.333333
## 18 3.666667 2.000000
## 19 3.333333 1.000000
## 20 5.000000 1.333333
## 21 3.666667 1.000000
## 22 4.666667 1.666667
## 23 4.666667 1.333333
## 24 4.666667 1.000000
## 25 3.666667 1.333333
## 26 3.666667 1.000000
## 27 4.333333 1.000000
## 28 4.666667 1.000000
## 29 4.666667 2.333333
## 30 3.000000 1.333333
## 31 5.000000 1.666667
## 32 4.333333 2.666667
## 33 4.666667 1.666667
## 34 3.666667 1.666667
## 35 4.000000 2.666667
## 36 5.000000 2.333333
## 37 4.000000 2.333333
## 38 2.333333 2.000000
## 39 4.666667 1.333333
## 40 4.666667 1.666667
## 41 4.333333 1.333333
## 42 1.666667 1.666667
## 43 4.333333 2.000000
## 44 2.000000 1.000000
## 45 4.000000 2.000000
## 46 5.000000 2.000000
## 47 5.000000 1.333333
## 48 4.666667 1.666667
## 49 4.333333 1.333333
## 50 4.000000 1.000000
## 51 4.333333 1.666667
## 52 5.000000 2.333333
## 53 5.000000 1.000000
## 54 3.333333 2.000000
## 55 3.333333 1.333333
## 56 4.333333 1.666667
## 57 4.000000 1.666667
## 58 3.666667 3.333333
## 59 5.000000 1.666667
## 60 4.333333 2.000000
## 61 4.333333 1.333333
## 62 5.000000 1.666667
## 63 4.666667 1.666667
## 64 3.666667 1.333333
## 65 1.666667 3.333333
## 66 4.000000 2.000000
## 67 4.333333 1.333333
## 68 5.000000 1.000000
## 69 4.333333 1.000000
## 70 4.000000 1.333333
## 71 5.000000 2.000000
## 72 5.000000 2.000000
## 73 4.000000 1.000000
## 74 2.666667 1.333333
## 75 1.666667 1.666667
## 76 4.666667 1.000000
## 77 4.000000 1.666667
## 78 NA NA
## 79 4.000000 2.000000
## 80 4.333333 1.666667
## 81 4.333333 1.666667
## 82 4.666667 1.333333
## 83 3.333333 2.000000
## 84 4.000000 1.333333
## 85 5.000000 1.000000
## 86 5.000000 1.666667
## 87 4.666667 1.333333
## 88 5.000000 1.000000
## ExcitedScoreForAngryMusic ActiveScoreForAngryMusic
## 1 3.333333 4.000000
## 2 2.666667 4.000000
## 3 2.666667 3.666667
## 4 4.333333 4.666667
## 5 3.333333 2.666667
## 6 3.333333 4.333333
## 7 3.333333 3.333333
## 8 5.000000 3.666667
## 9 4.333333 4.000000
## 10 3.333333 3.666667
## 11 4.000000 4.666667
## 12 4.333333 4.333333
## 13 3.666667 3.333333
## 14 2.333333 3.000000
## 15 4.000000 4.000000
## 16 3.333333 4.000000
## 17 4.666667 4.666667
## 18 5.000000 4.666667
## 19 4.666667 4.333333
## 20 2.000000 3.000000
## 21 3.000000 3.000000
## 22 4.000000 3.666667
## 23 4.000000 4.000000
## 24 4.000000 3.666667
## 25 4.000000 4.666667
## 26 4.666667 4.666667
## 27 4.666667 4.000000
## 28 4.333333 3.333333
## 29 3.333333 4.000000
## 30 2.666667 3.000000
## 31 2.666667 4.000000
## 32 4.666667 4.333333
## 33 4.000000 3.000000
## 34 3.333333 3.333333
## 35 2.666667 3.333333
## 36 4.000000 4.000000
## 37 2.000000 1.000000
## 38 4.000000 3.000000
## 39 4.666667 5.000000
## 40 5.000000 3.333333
## 41 4.000000 4.666667
## 42 4.000000 3.666667
## 43 3.666667 4.666667
## 44 4.333333 2.666667
## 45 1.666667 3.333333
## 46 4.666667 4.000000
## 47 4.666667 4.666667
## 48 3.333333 3.666667
## 49 4.666667 4.666667
## 50 2.333333 3.000000
## 51 4.666667 4.333333
## 52 4.000000 4.333333
## 53 5.000000 5.000000
## 54 1.333333 4.000000
## 55 1.666667 1.666667
## 56 3.666667 4.333333
## 57 4.333333 4.333333
## 58 3.666667 4.333333
## 59 5.000000 5.000000
## 60 3.333333 4.000000
## 61 1.666667 5.000000
## 62 4.000000 3.666667
## 63 4.333333 4.666667
## 64 4.333333 5.000000
## 65 1.000000 1.333333
## 66 2.000000 3.666667
## 67 4.333333 4.333333
## 68 3.666667 4.000000
## 69 1.333333 4.000000
## 70 4.000000 4.333333
## 71 4.000000 4.000000
## 72 3.666667 3.333333
## 73 4.333333 3.333333
## 74 2.000000 3.333333
## 75 3.666667 4.666667
## 76 3.666667 4.666667
## 77 4.333333 4.000000
## 78 NA NA
## 79 2.333333 4.000000
## 80 3.666667 3.666667
## 81 4.000000 3.000000
## 82 3.666667 3.000000
## 83 3.000000 3.333333
## 84 5.000000 4.333333
## 85 4.000000 4.666667
## 86 5.000000 5.000000
## 87 4.666667 4.000000
## 88 5.000000 4.333333It’s good practice to assign a new variable name (in this case filtered_d) to a data frame when you change it in an important way, or apply a code chunk that shouldn’t be run twice. This helps prevent you seeing different results when you run your code in chunks (and might run one multiple times, or skip it, etc.) vs. knit the document.
get rid of unnecessary columns
The dataset contains a bunnch of columns we don’t care about:
- The dataset contains three subject columns, which are identical except for a single NA which is not mentioned in the protocol, and so is likely an error.
- Columns telling us the path to the executable run for each part of the experiment, we don’t really care about that.
- Etc.
To get rid of these, we’ll use the select function to take only the columns we need.
filtered_d = filtered_d %>%
select(c("Subject", "Cond"), # Generally important columns for both hypotheses
contains("Game"), # we want all the game columns for hypothesis 1
-contains("Intro"), -c("WhichGames", "GameComments"), # except these
starts_with("DinerDashWith"), c("SOFMusicEnemies", "SOFNoMusicEnemies")) # These columns are for hypothesis 2Even better, let’s split this into separate data frames for hypothesis 1 and hypothesis 2, since they are different types of experiments with different measurements, and therefore different analyses that will need to be performed. Now that we’ve cleaned up the data, this is pretty easy to do! We’ll just drop the columns that are for the other hypothesis. The select function lets us choose which columns to remove (instead of which to keep) by putting a minus sign in front of them. First, let’s create a dataset for the rating hypothesis by getting rid of the game performance columns:
rating_hyp_d = filtered_d %>%
filter(is.na(DoNotUseVideoGamePerformanceData)) %>% # first, let's get rid of the subjects who did so poorly on one game that their data is unusable
select(-DoNotUseVideoGamePerformanceData, # now get rid of that column
-starts_with("DinerDash"), # and the other columns we don't need
-starts_with("SOF"))Now you try! Fill in the selection criteria to get rid of the “Game” columns, which we don’t need for the performance hypothesis. (It’s simpler than the code block above, because you don’t need to do a filter first, only a select.)
echo=TRUE
performance_hyp_d = filtered_d %>%
select(-contains("Game") )
# your code here: remove the columns containing "Game" in the name
head(performance_hyp_d)## Subject Cond DinerDashWithMusicScore DinerDashWithoutMusicScore
## 1 1 2 5830 5000
## 2 3 1 5370 1250
## 3 4 4 6921 6742
## 4 5 5 6750 5060
## 5 6 6 6380 5840
## 6 7 3 5170 5020
## SOFMusicEnemies SOFNoMusicEnemies
## 1 19 22
## 2 23 15
## 3 19 3
## 4 23 18
## 5 24 23
## 6 20 7Converting to long form
Now we want to convert the data to long form, to make the rest of our manipulations easier. To do this, we can gather columns. This will take many columns, and change the column names into entries in a “key” column, while the values that were in the original column will be turned into entries in a “value” column. It’s easiest to see with an example:
tiny_demo_d = head(performance_hyp_d, 2) # get just the first two subjects performance data, for a demoFirst, take a look at the original wide-form data:
tiny_demo_d## Subject Cond DinerDashWithMusicScore DinerDashWithoutMusicScore
## 1 1 2 5830 5000
## 2 3 1 5370 1250
## SOFMusicEnemies SOFNoMusicEnemies
## 1 19 22
## 2 23 15Now, take a look at the long-form version:
tiny_demo_d %>% gather(Measurment, Value,
-c("Subject", "Cond")) # this tells it to gather all columns *except* these ones.## Subject Cond Measurment Value
## 1 1 2 DinerDashWithMusicScore 5830
## 2 3 1 DinerDashWithMusicScore 5370
## 3 1 2 DinerDashWithoutMusicScore 5000
## 4 3 1 DinerDashWithoutMusicScore 1250
## 5 1 2 SOFMusicEnemies 19
## 6 3 1 SOFMusicEnemies 23
## 7 1 2 SOFNoMusicEnemies 22
## 8 3 1 SOFNoMusicEnemies 15See how the columns have been converted into rows (except for the two we excluded), and the dataset has gone from wide to long?
Now let’s actually convert the performance dataset
performance_hyp_long_d = performance_hyp_d %>%
gather(Measurement, Score, -c("Subject", "Cond"))
performance_hyp_long_d## Subject Cond Measurement Score
## 1 1 2 DinerDashWithMusicScore 5830
## 2 3 1 DinerDashWithMusicScore 5370
## 3 4 4 DinerDashWithMusicScore 6921
## 4 5 5 DinerDashWithMusicScore 6750
## 5 6 6 DinerDashWithMusicScore 6380
## 6 7 3 DinerDashWithMusicScore 5170
## 7 8 6 DinerDashWithMusicScore 5690
## 8 9 5 DinerDashWithMusicScore 6440
## 9 10 1 DinerDashWithMusicScore 5480
## 10 11 2 DinerDashWithMusicScore 6210
## 11 12 4 DinerDashWithMusicScore 6270
## 12 13 4 DinerDashWithMusicScore 6150
## 13 14 6 DinerDashWithMusicScore 7440
## 14 15 2 DinerDashWithMusicScore 5660
## 15 16 3 DinerDashWithMusicScore 6810
## 16 17 5 DinerDashWithMusicScore 5950
## 17 18 1 DinerDashWithMusicScore 6160
## 18 19 4 DinerDashWithMusicScore 6240
## 19 20 3 DinerDashWithMusicScore 6650
## 20 21 6 DinerDashWithMusicScore 6500
## 21 22 5 DinerDashWithMusicScore 5770
## 22 24 2 DinerDashWithMusicScore 5950
## 23 25 2 DinerDashWithMusicScore 5550
## 24 26 1 DinerDashWithMusicScore 6560
## 25 27 3 DinerDashWithMusicScore 6190
## 26 28 4 DinerDashWithMusicScore 5930
## 27 29 6 DinerDashWithMusicScore 5990
## 28 30 5 DinerDashWithMusicScore 6160
## 29 31 4 DinerDashWithMusicScore 5020
## 30 32 5 DinerDashWithMusicScore 5000
## 31 33 3 DinerDashWithMusicScore 5970
## 32 34 1 DinerDashWithMusicScore 6440
## 33 35 2 DinerDashWithMusicScore 6010
## 34 36 6 DinerDashWithMusicScore 5730
## 35 37 1 DinerDashWithMusicScore 5240
## 36 38 6 DinerDashWithMusicScore 7430
## 37 39 4 DinerDashWithMusicScore 5740
## 38 40 3 DinerDashWithMusicScore 5840
## 39 41 5 DinerDashWithMusicScore 5790
## 40 42 2 DinerDashWithMusicScore 6410
## 41 43 6 DinerDashWithMusicScore 7310
## 42 44 2 DinerDashWithMusicScore 6460
## 43 45 3 DinerDashWithMusicScore 6820
## 44 46 1 DinerDashWithMusicScore 5000
## 45 47 4 DinerDashWithMusicScore 5100
## 46 48 5 DinerDashWithMusicScore 6100
## 47 49 5 DinerDashWithMusicScore 5920
## 48 50 3 DinerDashWithMusicScore 6170
## 49 51 4 DinerDashWithMusicScore 5000
## 50 52 1 DinerDashWithMusicScore 5990
## 51 53 6 DinerDashWithMusicScore 5670
## 52 54 2 DinerDashWithMusicScore 5000
## 53 55 4 DinerDashWithMusicScore 5170
## 54 56 3 DinerDashWithMusicScore 5990
## 55 57 2 DinerDashWithMusicScore 5620
## 56 58 5 DinerDashWithMusicScore 6080
## 57 59 1 DinerDashWithMusicScore 5830
## 58 60 6 DinerDashWithMusicScore 6200
## 59 61 3 DinerDashWithMusicScore 6790
## 60 62 6 DinerDashWithMusicScore 6130
## 61 63 1 DinerDashWithMusicScore 5060
## 62 64 2 DinerDashWithMusicScore 6500
## 63 65 4 DinerDashWithMusicScore 3460
## 64 66 5 DinerDashWithMusicScore 6000
## 65 67 4 DinerDashWithMusicScore 5170
## 66 68 3 DinerDashWithMusicScore 5650
## 67 69 6 DinerDashWithMusicScore 5600
## 68 70 2 DinerDashWithMusicScore 5900
## 69 71 5 DinerDashWithMusicScore 5660
## 70 72 1 DinerDashWithMusicScore 7440
## 71 73 1 DinerDashWithMusicScore 6480
## 72 74 2 DinerDashWithMusicScore 5430
## 73 75 6 DinerDashWithMusicScore 6160
## 74 76 5 DinerDashWithMusicScore 5350
## 75 77 4 DinerDashWithMusicScore 5060
## 76 78 3 DinerDashWithMusicScore 5260
## 77 79 6 DinerDashWithMusicScore 5970
## 78 80 2 DinerDashWithMusicScore NA
## 79 81 5 DinerDashWithMusicScore 5670
## 80 82 3 DinerDashWithMusicScore 5960
## 81 83 4 DinerDashWithMusicScore 5630
## 82 84 4 DinerDashWithMusicScore 3290
## 83 85 5 DinerDashWithMusicScore 6150
## 84 86 3 DinerDashWithMusicScore 5940
## 85 87 1 DinerDashWithMusicScore 5170
## 86 88 6 DinerDashWithMusicScore 5866
## 87 89 2 DinerDashWithMusicScore 5820
## 88 90 3 DinerDashWithMusicScore 5000
## 89 1 2 DinerDashWithoutMusicScore 5000
## 90 3 1 DinerDashWithoutMusicScore 1250
## 91 4 4 DinerDashWithoutMusicScore 6742
## 92 5 5 DinerDashWithoutMusicScore 5060
## 93 6 6 DinerDashWithoutMusicScore 5840
## 94 7 3 DinerDashWithoutMusicScore 5020
## 95 8 6 DinerDashWithoutMusicScore 5000
## 96 9 5 DinerDashWithoutMusicScore 6460
## 97 10 1 DinerDashWithoutMusicScore 2990
## 98 11 2 DinerDashWithoutMusicScore 5090
## 99 12 4 DinerDashWithoutMusicScore 5490
## 100 13 4 DinerDashWithoutMusicScore 5140
## 101 14 6 DinerDashWithoutMusicScore NA
## 102 15 2 DinerDashWithoutMusicScore 5000
## 103 16 3 DinerDashWithoutMusicScore 5200
## 104 17 5 DinerDashWithoutMusicScore 3040
## 105 18 1 DinerDashWithoutMusicScore 5140
## 106 19 4 DinerDashWithoutMusicScore 5370
## 107 20 3 DinerDashWithoutMusicScore 5170
## 108 21 6 DinerDashWithoutMusicScore 3000
## 109 22 5 DinerDashWithoutMusicScore 5000
## 110 24 2 DinerDashWithoutMusicScore 5060
## 111 25 2 DinerDashWithoutMusicScore 5000
## 112 26 1 DinerDashWithoutMusicScore 5020
## 113 27 3 DinerDashWithoutMusicScore 5370
## 114 28 4 DinerDashWithoutMusicScore 5000
## 115 29 6 DinerDashWithoutMusicScore 5000
## 116 30 5 DinerDashWithoutMusicScore 5960
## 117 31 4 DinerDashWithoutMusicScore 970
## 118 32 5 DinerDashWithoutMusicScore 1090
## 119 33 3 DinerDashWithoutMusicScore 5000
## 120 34 1 DinerDashWithoutMusicScore 5000
## 121 35 2 DinerDashWithoutMusicScore 5000
## 122 36 6 DinerDashWithoutMusicScore 5060
## 123 37 1 DinerDashWithoutMusicScore 5060
## 124 38 6 DinerDashWithoutMusicScore 5840
## 125 39 4 DinerDashWithoutMusicScore 5000
## 126 40 3 DinerDashWithoutMusicScore 3340
## 127 41 5 DinerDashWithoutMusicScore 4189
## 128 42 2 DinerDashWithoutMusicScore 5090
## 129 43 6 DinerDashWithoutMusicScore 5000
## 130 44 2 DinerDashWithoutMusicScore 5170
## 131 45 3 DinerDashWithoutMusicScore 5060
## 132 46 1 DinerDashWithoutMusicScore 5000
## 133 47 4 DinerDashWithoutMusicScore 5000
## 134 48 5 DinerDashWithoutMusicScore 5000
## 135 49 5 DinerDashWithoutMusicScore 5370
## 136 50 3 DinerDashWithoutMusicScore 5680
## 137 51 4 DinerDashWithoutMusicScore 5000
## 138 52 1 DinerDashWithoutMusicScore 5000
## 139 53 6 DinerDashWithoutMusicScore 5530
## 140 54 2 DinerDashWithoutMusicScore 3140
## 141 55 4 DinerDashWithoutMusicScore 5000
## 142 56 3 DinerDashWithoutMusicScore 5000
## 143 57 2 DinerDashWithoutMusicScore 2870
## 144 58 5 DinerDashWithoutMusicScore 5150
## 145 59 1 DinerDashWithoutMusicScore 5000
## 146 60 6 DinerDashWithoutMusicScore 5490
## 147 61 3 DinerDashWithoutMusicScore 5000
## 148 62 6 DinerDashWithoutMusicScore 5210
## 149 63 1 DinerDashWithoutMusicScore 2200
## 150 64 2 DinerDashWithoutMusicScore 5170
## 151 65 4 DinerDashWithoutMusicScore 5000
## 152 66 5 DinerDashWithoutMusicScore 5670
## 153 67 4 DinerDashWithoutMusicScore 1210
## 154 68 3 DinerDashWithoutMusicScore 2960
## 155 69 6 DinerDashWithoutMusicScore 5170
## 156 70 2 DinerDashWithoutMusicScore 5860
## 157 71 5 DinerDashWithoutMusicScore 5000
## 158 72 1 DinerDashWithoutMusicScore 5020
## 159 73 1 DinerDashWithoutMusicScore 6180
## 160 74 2 DinerDashWithoutMusicScore 3160
## 161 75 6 DinerDashWithoutMusicScore 5430
## 162 76 5 DinerDashWithoutMusicScore 5500
## 163 77 4 DinerDashWithoutMusicScore 2180
## 164 78 3 DinerDashWithoutMusicScore 5000
## 165 79 6 DinerDashWithoutMusicScore 5140
## 166 80 2 DinerDashWithoutMusicScore NA
## 167 81 5 DinerDashWithoutMusicScore 5070
## 168 82 3 DinerDashWithoutMusicScore 5060
## 169 83 4 DinerDashWithoutMusicScore 5060
## 170 84 4 DinerDashWithoutMusicScore 2870
## 171 85 5 DinerDashWithoutMusicScore 6000
## 172 86 3 DinerDashWithoutMusicScore 5000
## 173 87 1 DinerDashWithoutMusicScore 5000
## 174 88 6 DinerDashWithoutMusicScore 5000
## 175 89 2 DinerDashWithoutMusicScore 3280
## 176 90 3 DinerDashWithoutMusicScore 3040
## 177 1 2 SOFMusicEnemies 19
## 178 3 1 SOFMusicEnemies 23
## 179 4 4 SOFMusicEnemies 19
## 180 5 5 SOFMusicEnemies 23
## 181 6 6 SOFMusicEnemies 24
## 182 7 3 SOFMusicEnemies 20
## 183 8 6 SOFMusicEnemies 1
## 184 9 5 SOFMusicEnemies 16
## 185 10 1 SOFMusicEnemies 24
## 186 11 2 SOFMusicEnemies 26
## 187 12 4 SOFMusicEnemies 23
## 188 13 4 SOFMusicEnemies 23
## 189 14 6 SOFMusicEnemies 25
## 190 15 2 SOFMusicEnemies 10
## 191 16 3 SOFMusicEnemies 26
## 192 17 5 SOFMusicEnemies 15
## 193 18 1 SOFMusicEnemies 23
## 194 19 4 SOFMusicEnemies 21
## 195 20 3 SOFMusicEnemies 23
## 196 21 6 SOFMusicEnemies 14
## 197 22 5 SOFMusicEnemies 23
## 198 24 2 SOFMusicEnemies 15
## 199 25 2 SOFMusicEnemies 27
## 200 26 1 SOFMusicEnemies 24
## 201 27 3 SOFMusicEnemies 26
## 202 28 4 SOFMusicEnemies 1
## 203 29 6 SOFMusicEnemies 19
## 204 30 5 SOFMusicEnemies 26
## 205 31 4 SOFMusicEnemies 14
## 206 32 5 SOFMusicEnemies 12
## 207 33 3 SOFMusicEnemies 19
## 208 34 1 SOFMusicEnemies NA
## 209 35 2 SOFMusicEnemies 23
## 210 36 6 SOFMusicEnemies 24
## 211 37 1 SOFMusicEnemies 7
## 212 38 6 SOFMusicEnemies 26
## 213 39 4 SOFMusicEnemies 0
## 214 40 3 SOFMusicEnemies 14
## 215 41 5 SOFMusicEnemies 25
## 216 42 2 SOFMusicEnemies 23
## 217 43 6 SOFMusicEnemies 30
## 218 44 2 SOFMusicEnemies 22
## 219 45 3 SOFMusicEnemies 23
## 220 46 1 SOFMusicEnemies 1
## 221 47 4 SOFMusicEnemies 28
## 222 48 5 SOFMusicEnemies 25
## 223 49 5 SOFMusicEnemies 24
## 224 50 3 SOFMusicEnemies 0
## 225 51 4 SOFMusicEnemies NA
## 226 52 1 SOFMusicEnemies 23
## 227 53 6 SOFMusicEnemies 24
## 228 54 2 SOFMusicEnemies 23
## 229 55 4 SOFMusicEnemies 4
## 230 56 3 SOFMusicEnemies 17
## 231 57 2 SOFMusicEnemies 24
## 232 58 5 SOFMusicEnemies 26
## 233 59 1 SOFMusicEnemies 23
## 234 60 6 SOFMusicEnemies 26
## 235 61 3 SOFMusicEnemies 18
## 236 62 6 SOFMusicEnemies 23
## 237 63 1 SOFMusicEnemies 0
## 238 64 2 SOFMusicEnemies 13
## 239 65 4 SOFMusicEnemies NA
## 240 66 5 SOFMusicEnemies 23
## 241 67 4 SOFMusicEnemies 27
## 242 68 3 SOFMusicEnemies 19
## 243 69 6 SOFMusicEnemies 25
## 244 70 2 SOFMusicEnemies 28
## 245 71 5 SOFMusicEnemies 26
## 246 72 1 SOFMusicEnemies 23
## 247 73 1 SOFMusicEnemies 36
## 248 74 2 SOFMusicEnemies 24
## 249 75 6 SOFMusicEnemies 11
## 250 76 5 SOFMusicEnemies 25
## 251 77 4 SOFMusicEnemies 25
## 252 78 3 SOFMusicEnemies 17
## 253 79 6 SOFMusicEnemies 20
## 254 80 2 SOFMusicEnemies NA
## 255 81 5 SOFMusicEnemies 27
## 256 82 3 SOFMusicEnemies 28
## 257 83 4 SOFMusicEnemies 26
## 258 84 4 SOFMusicEnemies 19
## 259 85 5 SOFMusicEnemies 30
## 260 86 3 SOFMusicEnemies 18
## 261 87 1 SOFMusicEnemies 25
## 262 88 6 SOFMusicEnemies 27
## 263 89 2 SOFMusicEnemies 31
## 264 90 3 SOFMusicEnemies 26
## 265 1 2 SOFNoMusicEnemies 22
## 266 3 1 SOFNoMusicEnemies 15
## 267 4 4 SOFNoMusicEnemies 3
## 268 5 5 SOFNoMusicEnemies 18
## 269 6 6 SOFNoMusicEnemies 23
## 270 7 3 SOFNoMusicEnemies 7
## 271 8 6 SOFNoMusicEnemies 17
## 272 9 5 SOFNoMusicEnemies 18
## 273 10 1 SOFNoMusicEnemies 16
## 274 11 2 SOFNoMusicEnemies 19
## 275 12 4 SOFNoMusicEnemies 23
## 276 13 4 SOFNoMusicEnemies 2
## 277 14 6 SOFNoMusicEnemies 29
## 278 15 2 SOFNoMusicEnemies 0
## 279 16 3 SOFNoMusicEnemies 24
## 280 17 5 SOFNoMusicEnemies 0
## 281 18 1 SOFNoMusicEnemies 19
## 282 19 4 SOFNoMusicEnemies 15
## 283 20 3 SOFNoMusicEnemies 21
## 284 21 6 SOFNoMusicEnemies 10
## 285 22 5 SOFNoMusicEnemies 21
## 286 24 2 SOFNoMusicEnemies 16
## 287 25 2 SOFNoMusicEnemies 25
## 288 26 1 SOFNoMusicEnemies 24
## 289 27 3 SOFNoMusicEnemies 1
## 290 28 4 SOFNoMusicEnemies 3
## 291 29 6 SOFNoMusicEnemies 10
## 292 30 5 SOFNoMusicEnemies 20
## 293 31 4 SOFNoMusicEnemies 2
## 294 32 5 SOFNoMusicEnemies 12
## 295 33 3 SOFNoMusicEnemies 15
## 296 34 1 SOFNoMusicEnemies 25
## 297 35 2 SOFNoMusicEnemies 25
## 298 36 6 SOFNoMusicEnemies 18
## 299 37 1 SOFNoMusicEnemies 15
## 300 38 6 SOFNoMusicEnemies 24
## 301 39 4 SOFNoMusicEnemies 0
## 302 40 3 SOFNoMusicEnemies 20
## 303 41 5 SOFNoMusicEnemies 15
## 304 42 2 SOFNoMusicEnemies 19
## 305 43 6 SOFNoMusicEnemies 27
## 306 44 2 SOFNoMusicEnemies 24
## 307 45 3 SOFNoMusicEnemies 13
## 308 46 1 SOFNoMusicEnemies 1
## 309 47 4 SOFNoMusicEnemies 27
## 310 48 5 SOFNoMusicEnemies 2
## 311 49 5 SOFNoMusicEnemies 17
## 312 50 3 SOFNoMusicEnemies 17
## 313 51 4 SOFNoMusicEnemies 8
## 314 52 1 SOFNoMusicEnemies 23
## 315 53 6 SOFNoMusicEnemies 25
## 316 54 2 SOFNoMusicEnemies 24
## 317 55 4 SOFNoMusicEnemies 11
## 318 56 3 SOFNoMusicEnemies 9
## 319 57 2 SOFNoMusicEnemies 24
## 320 58 5 SOFNoMusicEnemies 22
## 321 59 1 SOFNoMusicEnemies 23
## 322 60 6 SOFNoMusicEnemies 18
## 323 61 3 SOFNoMusicEnemies 21
## 324 62 6 SOFNoMusicEnemies 21
## 325 63 1 SOFNoMusicEnemies 1
## 326 64 2 SOFNoMusicEnemies 20
## 327 65 4 SOFNoMusicEnemies 13
## 328 66 5 SOFNoMusicEnemies 8
## 329 67 4 SOFNoMusicEnemies 19
## 330 68 3 SOFNoMusicEnemies 21
## 331 69 6 SOFNoMusicEnemies 24
## 332 70 2 SOFNoMusicEnemies 16
## 333 71 5 SOFNoMusicEnemies 19
## 334 72 1 SOFNoMusicEnemies 16
## 335 73 1 SOFNoMusicEnemies 27
## 336 74 2 SOFNoMusicEnemies 24
## 337 75 6 SOFNoMusicEnemies 15
## 338 76 5 SOFNoMusicEnemies 6
## 339 77 4 SOFNoMusicEnemies 15
## 340 78 3 SOFNoMusicEnemies 2
## 341 79 6 SOFNoMusicEnemies 17
## 342 80 2 SOFNoMusicEnemies NA
## 343 81 5 SOFNoMusicEnemies 21
## 344 82 3 SOFNoMusicEnemies 20
## 345 83 4 SOFNoMusicEnemies 17
## 346 84 4 SOFNoMusicEnemies 7
## 347 85 5 SOFNoMusicEnemies 25
## 348 86 3 SOFNoMusicEnemies 19
## 349 87 1 SOFNoMusicEnemies 15
## 350 88 6 SOFNoMusicEnemies 24
## 351 89 2 SOFNoMusicEnemies 7
## 352 90 3 SOFNoMusicEnemies 22And you can convert the rating dataset! (Call the “Key” column “Measurement” and call the “Value” column “Rating”, so that the code below will work)
echo=TRUE
rating_hyp_long_d = rating_hyp_d %>%
gather(Measurement, Rating, -c("Subject", "Cond"))
## your code here
head(rating_hyp_long_d)## Subject Cond Measurement Rating
## 1 1 2 Game1Angry1 6
## 2 3 1 Game1Angry1 6
## 3 6 6 Game1Angry1 5
## 4 9 5 Game1Angry1 4
## 5 10 1 Game1Angry1 7
## 6 11 2 Game1Angry1 3Splitting columns
The measurement column in each dataset now contains a bunch of different types of information. Really, we would like these to be separate columns. For example, we could have one column telling you which video-game it is, and one telling you whether there was music. Tidyverse contains some handy features for splitting columns, but unfortunately the measurement names here are not well suited to it (if the different types of information were always the same length, or were separated by a symbol like “.” or "_“, it would be easy). Thus we’ll have to do a bit of manual testing. We can use the mutate function in dplyr to create new columns as functions of old ones (or alter existing columns). We’ll also use the grepl function, which lets us test whether a regular expression (a fancy type of search pattern) is contained in a column name. For most your purposes, you can probably just use grepl to search for strings, but there are some other quite useful functions in regular expressions, like the”or"" function (|) we use below.
performance_hyp_long_d = performance_hyp_long_d %>%
mutate(ConfrontationalGame = grepl("SOF", Measurement), # create a new variable that will say whether the measurement was of the game soldier of fortune (SOF).
WithMusic = !grepl("NoMusic|WithoutMusic", Measurement), # creates a new column named WithMusic, which is False if the measurement contains *either* "NoMusic" or "WithoutMusic"
MusicCondition = factor(ifelse(Cond > 3, Cond-3, Cond), levels = 1:3, labels = c("Anger", "Exciting", "Neutral"))) # Get rid of uninterpretable condition labelsNow you can help! For the rating dataset, write a test on a measurement name, using grepl or %in% to figure out whether it’s a recall or a music rating. Your new IsRecall column should be true if the measurement name contain either “Friends” or “Strangers”.
echo=TRUE
rating_hyp_long_d = rating_hyp_long_d %>%
mutate(
IsRecall = grepl("Friends|Strangers",Measurement)
)
rating_hyp_long_d## Subject Cond Measurement Rating IsRecall
## 1 1 2 Game1Angry1 6 FALSE
## 2 3 1 Game1Angry1 6 FALSE
## 3 6 6 Game1Angry1 5 FALSE
## 4 9 5 Game1Angry1 4 FALSE
## 5 10 1 Game1Angry1 7 FALSE
## 6 11 2 Game1Angry1 3 FALSE
## 7 12 4 Game1Angry1 5 FALSE
## 8 16 3 Game1Angry1 4 FALSE
## 9 18 1 Game1Angry1 7 FALSE
## 10 20 3 Game1Angry1 5 FALSE
## 11 21 6 Game1Angry1 4 FALSE
## 12 22 5 Game1Angry1 4 FALSE
## 13 24 2 Game1Angry1 5 FALSE
## 14 25 2 Game1Angry1 4 FALSE
## 15 26 1 Game1Angry1 6 FALSE
## 16 35 2 Game1Angry1 2 FALSE
## 17 36 6 Game1Angry1 6 FALSE
## 18 38 6 Game1Angry1 1 FALSE
## 19 41 5 Game1Angry1 6 FALSE
## 20 42 2 Game1Angry1 6 FALSE
## 21 43 6 Game1Angry1 5 FALSE
## 22 44 2 Game1Angry1 5 FALSE
## 23 45 3 Game1Angry1 5 FALSE
## 24 47 4 Game1Angry1 4 FALSE
## 25 49 5 Game1Angry1 5 FALSE
## 26 52 1 Game1Angry1 5 FALSE
## 27 53 6 Game1Angry1 7 FALSE
## 28 54 2 Game1Angry1 3 FALSE
## 29 57 2 Game1Angry1 3 FALSE
## 30 58 5 Game1Angry1 5 FALSE
## 31 59 1 Game1Angry1 7 FALSE
## 32 60 6 Game1Angry1 6 FALSE
## 33 67 4 Game1Angry1 1 FALSE
## 34 68 3 Game1Angry1 6 FALSE
## 35 69 6 Game1Angry1 7 FALSE
## 36 70 2 Game1Angry1 5 FALSE
## 37 71 5 Game1Angry1 6 FALSE
## 38 73 1 Game1Angry1 3 FALSE
## 39 74 2 Game1Angry1 4 FALSE
## 40 81 5 Game1Angry1 5 FALSE
## 41 82 3 Game1Angry1 6 FALSE
## 42 83 4 Game1Angry1 7 FALSE
## 43 84 4 Game1Angry1 7 FALSE
## 44 85 5 Game1Angry1 2 FALSE
## 45 86 3 Game1Angry1 4 FALSE
## 46 88 6 Game1Angry1 7 FALSE
## 47 90 3 Game1Angry1 5 FALSE
## 48 1 2 Game1Angry2 6 FALSE
## 49 3 1 Game1Angry2 5 FALSE
## 50 6 6 Game1Angry2 5 FALSE
## 51 9 5 Game1Angry2 1 FALSE
## 52 10 1 Game1Angry2 5 FALSE
## 53 11 2 Game1Angry2 4 FALSE
## 54 12 4 Game1Angry2 6 FALSE
## 55 16 3 Game1Angry2 5 FALSE
## 56 18 1 Game1Angry2 7 FALSE
## 57 20 3 Game1Angry2 3 FALSE
## 58 21 6 Game1Angry2 1 FALSE
## 59 22 5 Game1Angry2 2 FALSE
## 60 24 2 Game1Angry2 5 FALSE
## 61 25 2 Game1Angry2 7 FALSE
## 62 26 1 Game1Angry2 2 FALSE
## 63 35 2 Game1Angry2 2 FALSE
## 64 36 6 Game1Angry2 5 FALSE
## 65 38 6 Game1Angry2 5 FALSE
## 66 41 5 Game1Angry2 4 FALSE
## 67 42 2 Game1Angry2 6 FALSE
## 68 43 6 Game1Angry2 6 FALSE
## 69 44 2 Game1Angry2 6 FALSE
## 70 45 3 Game1Angry2 5 FALSE
## 71 47 4 Game1Angry2 2 FALSE
## 72 49 5 Game1Angry2 6 FALSE
## 73 52 1 Game1Angry2 3 FALSE
## 74 53 6 Game1Angry2 6 FALSE
## 75 54 2 Game1Angry2 6 FALSE
## 76 57 2 Game1Angry2 3 FALSE
## 77 58 5 Game1Angry2 1 FALSE
## 78 59 1 Game1Angry2 7 FALSE
## 79 60 6 Game1Angry2 7 FALSE
## 80 67 4 Game1Angry2 1 FALSE
## 81 68 3 Game1Angry2 7 FALSE
## 82 69 6 Game1Angry2 7 FALSE
## 83 70 2 Game1Angry2 5 FALSE
## 84 71 5 Game1Angry2 6 FALSE
## 85 73 1 Game1Angry2 1 FALSE
## 86 74 2 Game1Angry2 5 FALSE
## 87 81 5 Game1Angry2 5 FALSE
## 88 82 3 Game1Angry2 6 FALSE
## 89 83 4 Game1Angry2 6 FALSE
## 90 84 4 Game1Angry2 7 FALSE
## 91 85 5 Game1Angry2 5 FALSE
## 92 86 3 Game1Angry2 3 FALSE
## 93 88 6 Game1Angry2 7 FALSE
## 94 90 3 Game1Angry2 5 FALSE
## 95 1 2 Game1Angry3 5 FALSE
## 96 3 1 Game1Angry3 7 FALSE
## 97 6 6 Game1Angry3 6 FALSE
## 98 9 5 Game1Angry3 4 FALSE
## 99 10 1 Game1Angry3 7 FALSE
## 100 11 2 Game1Angry3 3 FALSE
## 101 12 4 Game1Angry3 1 FALSE
## 102 16 3 Game1Angry3 5 FALSE
## 103 18 1 Game1Angry3 5 FALSE
## 104 20 3 Game1Angry3 7 FALSE
## 105 21 6 Game1Angry3 4 FALSE
## 106 22 5 Game1Angry3 2 FALSE
## 107 24 2 Game1Angry3 4 FALSE
## 108 25 2 Game1Angry3 6 FALSE
## 109 26 1 Game1Angry3 6 FALSE
## 110 35 2 Game1Angry3 3 FALSE
## 111 36 6 Game1Angry3 5 FALSE
## 112 38 6 Game1Angry3 4 FALSE
## 113 41 5 Game1Angry3 6 FALSE
## 114 42 2 Game1Angry3 7 FALSE
## 115 43 6 Game1Angry3 7 FALSE
## 116 44 2 Game1Angry3 5 FALSE
## 117 45 3 Game1Angry3 6 FALSE
## 118 47 4 Game1Angry3 5 FALSE
## 119 49 5 Game1Angry3 5 FALSE
## 120 52 1 Game1Angry3 4 FALSE
## 121 53 6 Game1Angry3 6 FALSE
## 122 54 2 Game1Angry3 7 FALSE
## 123 57 2 Game1Angry3 4 FALSE
## 124 58 5 Game1Angry3 7 FALSE
## 125 59 1 Game1Angry3 7 FALSE
## 126 60 6 Game1Angry3 5 FALSE
## 127 67 4 Game1Angry3 1 FALSE
## 128 68 3 Game1Angry3 6 FALSE
## 129 69 6 Game1Angry3 7 FALSE
## 130 70 2 Game1Angry3 7 FALSE
## 131 71 5 Game1Angry3 1 FALSE
## 132 73 1 Game1Angry3 4 FALSE
## 133 74 2 Game1Angry3 7 FALSE
## 134 81 5 Game1Angry3 7 FALSE
## 135 82 3 Game1Angry3 5 FALSE
## 136 83 4 Game1Angry3 4 FALSE
## 137 84 4 Game1Angry3 7 FALSE
## 138 85 5 Game1Angry3 4 FALSE
## 139 86 3 Game1Angry3 6 FALSE
## 140 88 6 Game1Angry3 5 FALSE
## 141 90 3 Game1Angry3 5 FALSE
## 142 1 2 Game1AngryFriends 2 TRUE
## 143 3 1 Game1AngryFriends 2 TRUE
## 144 6 6 Game1AngryFriends 3 TRUE
## 145 9 5 Game1AngryFriends 7 TRUE
## 146 10 1 Game1AngryFriends 6 TRUE
## 147 11 2 Game1AngryFriends 3 TRUE
## 148 12 4 Game1AngryFriends 7 TRUE
## 149 16 3 Game1AngryFriends 4 TRUE
## 150 18 1 Game1AngryFriends 5 TRUE
## 151 20 3 Game1AngryFriends 6 TRUE
## 152 21 6 Game1AngryFriends 1 TRUE
## 153 22 5 Game1AngryFriends 7 TRUE
## 154 24 2 Game1AngryFriends 3 TRUE
## 155 25 2 Game1AngryFriends 4 TRUE
## 156 26 1 Game1AngryFriends 1 TRUE
## 157 35 2 Game1AngryFriends 5 TRUE
## 158 36 6 Game1AngryFriends 6 TRUE
## 159 38 6 Game1AngryFriends 1 TRUE
## 160 41 5 Game1AngryFriends 3 TRUE
## 161 42 2 Game1AngryFriends 5 TRUE
## 162 43 6 Game1AngryFriends 5 TRUE
## 163 44 2 Game1AngryFriends 3 TRUE
## 164 45 3 Game1AngryFriends 5 TRUE
## 165 47 4 Game1AngryFriends 4 TRUE
## 166 49 5 Game1AngryFriends 4 TRUE
## 167 52 1 Game1AngryFriends 2 TRUE
## 168 53 6 Game1AngryFriends 2 TRUE
## 169 54 2 Game1AngryFriends 6 TRUE
## 170 57 2 Game1AngryFriends 1 TRUE
## 171 58 5 Game1AngryFriends 2 TRUE
## 172 59 1 Game1AngryFriends 5 TRUE
## 173 60 6 Game1AngryFriends 6 TRUE
## 174 67 4 Game1AngryFriends 1 TRUE
## 175 68 3 Game1AngryFriends 4 TRUE
## 176 69 6 Game1AngryFriends 6 TRUE
## 177 70 2 Game1AngryFriends 6 TRUE
## 178 71 5 Game1AngryFriends 6 TRUE
## 179 73 1 Game1AngryFriends 2 TRUE
## 180 74 2 Game1AngryFriends 2 TRUE
## 181 81 5 Game1AngryFriends 6 TRUE
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## 377 1 2 Game1ExcitedStrangers 2 TRUE
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## 772 42 2 Game2Angry2 6 FALSE
## 773 43 6 Game2Angry2 2 FALSE
## 774 44 2 Game2Angry2 5 FALSE
## 775 45 3 Game2Angry2 5 FALSE
## 776 47 4 Game2Angry2 2 FALSE
## 777 49 5 Game2Angry2 6 FALSE
## 778 52 1 Game2Angry2 2 FALSE
## 779 53 6 Game2Angry2 6 FALSE
## 780 54 2 Game2Angry2 6 FALSE
## 781 57 2 Game2Angry2 4 FALSE
## 782 58 5 Game2Angry2 5 FALSE
## 783 59 1 Game2Angry2 7 FALSE
## 784 60 6 Game2Angry2 5 FALSE
## 785 67 4 Game2Angry2 1 FALSE
## 786 68 3 Game2Angry2 5 FALSE
## 787 69 6 Game2Angry2 7 FALSE
## 788 70 2 Game2Angry2 7 FALSE
## 789 71 5 Game2Angry2 6 FALSE
## 790 73 1 Game2Angry2 3 FALSE
## 791 74 2 Game2Angry2 7 FALSE
## 792 81 5 Game2Angry2 4 FALSE
## 793 82 3 Game2Angry2 5 FALSE
## 794 83 4 Game2Angry2 7 FALSE
## 795 84 4 Game2Angry2 7 FALSE
## 796 85 5 Game2Angry2 1 FALSE
## 797 86 3 Game2Angry2 4 FALSE
## 798 88 6 Game2Angry2 7 FALSE
## 799 90 3 Game2Angry2 1 FALSE
## 800 1 2 Game2Angry3 6 FALSE
## 801 3 1 Game2Angry3 6 FALSE
## 802 6 6 Game2Angry3 6 FALSE
## 803 9 5 Game2Angry3 2 FALSE
## 804 10 1 Game2Angry3 6 FALSE
## 805 11 2 Game2Angry3 4 FALSE
## 806 12 4 Game2Angry3 4 FALSE
## 807 16 3 Game2Angry3 6 FALSE
## 808 18 1 Game2Angry3 6 FALSE
## 809 20 3 Game2Angry3 7 FALSE
## 810 21 6 Game2Angry3 4 FALSE
## 811 22 5 Game2Angry3 5 FALSE
## 812 24 2 Game2Angry3 3 FALSE
## 813 25 2 Game2Angry3 5 FALSE
## 814 26 1 Game2Angry3 5 FALSE
## 815 35 2 Game2Angry3 4 FALSE
## 816 36 6 Game2Angry3 4 FALSE
## 817 38 6 Game2Angry3 7 FALSE
## 818 41 5 Game2Angry3 5 FALSE
## 819 42 2 Game2Angry3 6 FALSE
## 820 43 6 Game2Angry3 7 FALSE
## 821 44 2 Game2Angry3 5 FALSE
## 822 45 3 Game2Angry3 4 FALSE
## 823 47 4 Game2Angry3 5 FALSE
## 824 49 5 Game2Angry3 4 FALSE
## 825 52 1 Game2Angry3 5 FALSE
## 826 53 6 Game2Angry3 6 FALSE
## 827 54 2 Game2Angry3 3 FALSE
## 828 57 2 Game2Angry3 3 FALSE
## 829 58 5 Game2Angry3 6 FALSE
## 830 59 1 Game2Angry3 7 FALSE
## 831 60 6 Game2Angry3 4 FALSE
## 832 67 4 Game2Angry3 3 FALSE
## 833 68 3 Game2Angry3 6 FALSE
## 834 69 6 Game2Angry3 7 FALSE
## 835 70 2 Game2Angry3 1 FALSE
## 836 71 5 Game2Angry3 4 FALSE
## 837 73 1 Game2Angry3 4 FALSE
## 838 74 2 Game2Angry3 2 FALSE
## 839 81 5 Game2Angry3 7 FALSE
## 840 82 3 Game2Angry3 6 FALSE
## 841 83 4 Game2Angry3 5 FALSE
## 842 84 4 Game2Angry3 7 FALSE
## 843 85 5 Game2Angry3 3 FALSE
## 844 86 3 Game2Angry3 6 FALSE
## 845 88 6 Game2Angry3 4 FALSE
## 846 90 3 Game2Angry3 7 FALSE
## 847 1 2 Game2AngryFriends 3 TRUE
## 848 3 1 Game2AngryFriends 3 TRUE
## 849 6 6 Game2AngryFriends 3 TRUE
## 850 9 5 Game2AngryFriends 1 TRUE
## 851 10 1 Game2AngryFriends 6 TRUE
## 852 11 2 Game2AngryFriends 5 TRUE
## 853 12 4 Game2AngryFriends 6 TRUE
## 854 16 3 Game2AngryFriends 3 TRUE
## 855 18 1 Game2AngryFriends 4 TRUE
## 856 20 3 Game2AngryFriends 6 TRUE
## 857 21 6 Game2AngryFriends 1 TRUE
## 858 22 5 Game2AngryFriends 7 TRUE
## 859 24 2 Game2AngryFriends 2 TRUE
## 860 25 2 Game2AngryFriends 7 TRUE
## 861 26 1 Game2AngryFriends 1 TRUE
## 862 35 2 Game2AngryFriends 4 TRUE
## 863 36 6 Game2AngryFriends 4 TRUE
## 864 38 6 Game2AngryFriends 1 TRUE
## 865 41 5 Game2AngryFriends 4 TRUE
## 866 42 2 Game2AngryFriends 5 TRUE
## 867 43 6 Game2AngryFriends 5 TRUE
## 868 44 2 Game2AngryFriends 6 TRUE
## 869 45 3 Game2AngryFriends 6 TRUE
## 870 47 4 Game2AngryFriends 4 TRUE
## 871 49 5 Game2AngryFriends 5 TRUE
## 872 52 1 Game2AngryFriends 3 TRUE
## 873 53 6 Game2AngryFriends 2 TRUE
## 874 54 2 Game2AngryFriends 5 TRUE
## 875 57 2 Game2AngryFriends 2 TRUE
## 876 58 5 Game2AngryFriends 1 TRUE
## 877 59 1 Game2AngryFriends 6 TRUE
## 878 60 6 Game2AngryFriends 5 TRUE
## 879 67 4 Game2AngryFriends 4 TRUE
## 880 68 3 Game2AngryFriends 4 TRUE
## 881 69 6 Game2AngryFriends 7 TRUE
## 882 70 2 Game2AngryFriends 6 TRUE
## 883 71 5 Game2AngryFriends 7 TRUE
## 884 73 1 Game2AngryFriends 5 TRUE
## 885 74 2 Game2AngryFriends 3 TRUE
## 886 81 5 Game2AngryFriends 4 TRUE
## 887 82 3 Game2AngryFriends 5 TRUE
## 888 83 4 Game2AngryFriends 6 TRUE
## 889 84 4 Game2AngryFriends 1 TRUE
## 890 85 5 Game2AngryFriends 1 TRUE
## 891 86 3 Game2AngryFriends 2 TRUE
## 892 88 6 Game2AngryFriends 1 TRUE
## 893 90 3 Game2AngryFriends 7 TRUE
## 894 1 2 Game2AngryStrangers 6 TRUE
## 895 3 1 Game2AngryStrangers 3 TRUE
## 896 6 6 Game2AngryStrangers 5 TRUE
## 897 9 5 Game2AngryStrangers 7 TRUE
## 898 10 1 Game2AngryStrangers 7 TRUE
## 899 11 2 Game2AngryStrangers 6 TRUE
## 900 12 4 Game2AngryStrangers 7 TRUE
## 901 16 3 Game2AngryStrangers 6 TRUE
## 902 18 1 Game2AngryStrangers 6 TRUE
## 903 20 3 Game2AngryStrangers 7 TRUE
## 904 21 6 Game2AngryStrangers 2 TRUE
## 905 22 5 Game2AngryStrangers 7 TRUE
## 906 24 2 Game2AngryStrangers 5 TRUE
## 907 25 2 Game2AngryStrangers 6 TRUE
## 908 26 1 Game2AngryStrangers 1 TRUE
## 909 35 2 Game2AngryStrangers 4 TRUE
## 910 36 6 Game2AngryStrangers 5 TRUE
## 911 38 6 Game2AngryStrangers 1 TRUE
## 912 41 5 Game2AngryStrangers 6 TRUE
## 913 42 2 Game2AngryStrangers 7 TRUE
## 914 43 6 Game2AngryStrangers 7 TRUE
## 915 44 2 Game2AngryStrangers 4 TRUE
## 916 45 3 Game2AngryStrangers 5 TRUE
## 917 47 4 Game2AngryStrangers 4 TRUE
## 918 49 5 Game2AngryStrangers 5 TRUE
## 919 52 1 Game2AngryStrangers 3 TRUE
## 920 53 6 Game2AngryStrangers 6 TRUE
## 921 54 2 Game2AngryStrangers 6 TRUE
## 922 57 2 Game2AngryStrangers 3 TRUE
## 923 58 5 Game2AngryStrangers 1 TRUE
## 924 59 1 Game2AngryStrangers 6 TRUE
## 925 60 6 Game2AngryStrangers 5 TRUE
## 926 67 4 Game2AngryStrangers 1 TRUE
## 927 68 3 Game2AngryStrangers 7 TRUE
## 928 69 6 Game2AngryStrangers 5 TRUE
## 929 70 2 Game2AngryStrangers 7 TRUE
## 930 71 5 Game2AngryStrangers 5 TRUE
## 931 73 1 Game2AngryStrangers 6 TRUE
## 932 74 2 Game2AngryStrangers 7 TRUE
## 933 81 5 Game2AngryStrangers 6 TRUE
## 934 82 3 Game2AngryStrangers 6 TRUE
## 935 83 4 Game2AngryStrangers 7 TRUE
## 936 84 4 Game2AngryStrangers 6 TRUE
## 937 85 5 Game2AngryStrangers 1 TRUE
## 938 86 3 Game2AngryStrangers 5 TRUE
## 939 88 6 Game2AngryStrangers 1 TRUE
## 940 90 3 Game2AngryStrangers 7 TRUE
## 941 1 2 Game2CalmFriends 1 TRUE
## 942 3 1 Game2CalmFriends 3 TRUE
## 943 6 6 Game2CalmFriends 3 TRUE
## 944 9 5 Game2CalmFriends 7 TRUE
## 945 10 1 Game2CalmFriends 1 TRUE
## 946 11 2 Game2CalmFriends 2 TRUE
## 947 12 4 Game2CalmFriends 1 TRUE
## 948 16 3 Game2CalmFriends 1 TRUE
## 949 18 1 Game2CalmFriends 2 TRUE
## 950 20 3 Game2CalmFriends 2 TRUE
## 951 21 6 Game2CalmFriends 1 TRUE
## 952 22 5 Game2CalmFriends 2 TRUE
## 953 24 2 Game2CalmFriends 1 TRUE
## 954 25 2 Game2CalmFriends 2 TRUE
## 955 26 1 Game2CalmFriends 7 TRUE
## 956 35 2 Game2CalmFriends 2 TRUE
## 957 36 6 Game2CalmFriends 1 TRUE
## 958 38 6 Game2CalmFriends 6 TRUE
## 959 41 5 Game2CalmFriends 2 TRUE
## 960 42 2 Game2CalmFriends 4 TRUE
## 961 43 6 Game2CalmFriends 2 TRUE
## 962 44 2 Game2CalmFriends 5 TRUE
## 963 45 3 Game2CalmFriends 3 TRUE
## 964 47 4 Game2CalmFriends 4 TRUE
## 965 49 5 Game2CalmFriends 4 TRUE
## 966 52 1 Game2CalmFriends 4 TRUE
## 967 53 6 Game2CalmFriends 4 TRUE
## 968 54 2 Game2CalmFriends 3 TRUE
## 969 57 2 Game2CalmFriends 1 TRUE
## 970 58 5 Game2CalmFriends 3 TRUE
## 971 59 1 Game2CalmFriends 2 TRUE
## 972 60 6 Game2CalmFriends 2 TRUE
## 973 67 4 Game2CalmFriends 3 TRUE
## 974 68 3 Game2CalmFriends 1 TRUE
## 975 69 6 Game2CalmFriends 3 TRUE
## 976 70 2 Game2CalmFriends 1 TRUE
## 977 71 5 Game2CalmFriends 3 TRUE
## 978 73 1 Game2CalmFriends 3 TRUE
## 979 74 2 Game2CalmFriends 4 TRUE
## 980 81 5 Game2CalmFriends 4 TRUE
## 981 82 3 Game2CalmFriends 2 TRUE
## 982 83 4 Game2CalmFriends 1 TRUE
## 983 84 4 Game2CalmFriends 1 TRUE
## 984 85 5 Game2CalmFriends 1 TRUE
## 985 86 3 Game2CalmFriends 1 TRUE
## 986 88 6 Game2CalmFriends 5 TRUE
## 987 90 3 Game2CalmFriends 1 TRUE
## 988 1 2 Game2CalmStrangers 2 TRUE
## 989 3 1 Game2CalmStrangers 3 TRUE
## 990 6 6 Game2CalmStrangers 2 TRUE
## 991 9 5 Game2CalmStrangers 1 TRUE
## 992 10 1 Game2CalmStrangers 2 TRUE
## 993 11 2 Game2CalmStrangers 2 TRUE
## 994 12 4 Game2CalmStrangers 3 TRUE
## 995 16 3 Game2CalmStrangers 2 TRUE
## 996 18 1 Game2CalmStrangers 4 TRUE
## 997 20 3 Game2CalmStrangers 2 TRUE
## 998 21 6 Game2CalmStrangers 1 TRUE
## 999 22 5 Game2CalmStrangers 2 TRUE
## 1000 24 2 Game2CalmStrangers 1 TRUE
## 1001 25 2 Game2CalmStrangers 2 TRUE
## 1002 26 1 Game2CalmStrangers 5 TRUE
## 1003 35 2 Game2CalmStrangers 3 TRUE
## 1004 36 6 Game2CalmStrangers 2 TRUE
## 1005 38 6 Game2CalmStrangers 3 TRUE
## 1006 41 5 Game2CalmStrangers 2 TRUE
## 1007 42 2 Game2CalmStrangers 2 TRUE
## 1008 43 6 Game2CalmStrangers 1 TRUE
## 1009 44 2 Game2CalmStrangers 4 TRUE
## 1010 45 3 Game2CalmStrangers 4 TRUE
## 1011 47 4 Game2CalmStrangers 4 TRUE
## 1012 49 5 Game2CalmStrangers 4 TRUE
## 1013 52 1 Game2CalmStrangers 3 TRUE
## 1014 53 6 Game2CalmStrangers 2 TRUE
## 1015 54 2 Game2CalmStrangers 2 TRUE
## 1016 57 2 Game2CalmStrangers 1 TRUE
## 1017 58 5 Game2CalmStrangers 1 TRUE
## 1018 59 1 Game2CalmStrangers 2 TRUE
## 1019 60 6 Game2CalmStrangers 1 TRUE
## 1020 67 4 Game2CalmStrangers 3 TRUE
## 1021 68 3 Game2CalmStrangers 3 TRUE
## 1022 69 6 Game2CalmStrangers 2 TRUE
## 1023 70 2 Game2CalmStrangers 1 TRUE
## 1024 71 5 Game2CalmStrangers 1 TRUE
## 1025 73 1 Game2CalmStrangers 3 TRUE
## 1026 74 2 Game2CalmStrangers 4 TRUE
## 1027 81 5 Game2CalmStrangers 5 TRUE
## 1028 82 3 Game2CalmStrangers 1 TRUE
## 1029 83 4 Game2CalmStrangers 1 TRUE
## 1030 84 4 Game2CalmStrangers 1 TRUE
## 1031 85 5 Game2CalmStrangers 1 TRUE
## 1032 86 3 Game2CalmStrangers 1 TRUE
## 1033 88 6 Game2CalmStrangers 6 TRUE
## 1034 90 3 Game2CalmStrangers 1 TRUE
## 1035 1 2 Game2ExcitedFriends 1 TRUE
## 1036 3 1 Game2ExcitedFriends 3 TRUE
## 1037 6 6 Game2ExcitedFriends 5 TRUE
## 1038 9 5 Game2ExcitedFriends 4 TRUE
## 1039 10 1 Game2ExcitedFriends 4 TRUE
## 1040 11 2 Game2ExcitedFriends 4 TRUE
## 1041 12 4 Game2ExcitedFriends 5 TRUE
## 1042 16 3 Game2ExcitedFriends 3 TRUE
## 1043 18 1 Game2ExcitedFriends 5 TRUE
## 1044 20 3 Game2ExcitedFriends 4 TRUE
## 1045 21 6 Game2ExcitedFriends 1 TRUE
## 1046 22 5 Game2ExcitedFriends 4 TRUE
## 1047 24 2 Game2ExcitedFriends 1 TRUE
## 1048 25 2 Game2ExcitedFriends 5 TRUE
## 1049 26 1 Game2ExcitedFriends 5 TRUE
## 1050 35 2 Game2ExcitedFriends 2 TRUE
## 1051 36 6 Game2ExcitedFriends 6 TRUE
## 1052 38 6 Game2ExcitedFriends 3 TRUE
## 1053 41 5 Game2ExcitedFriends 3 TRUE
## 1054 42 2 Game2ExcitedFriends 3 TRUE
## 1055 43 6 Game2ExcitedFriends 2 TRUE
## 1056 44 2 Game2ExcitedFriends 4 TRUE
## 1057 45 3 Game2ExcitedFriends 5 TRUE
## 1058 47 4 Game2ExcitedFriends 4 TRUE
## 1059 49 5 Game2ExcitedFriends 4 TRUE
## 1060 52 1 Game2ExcitedFriends 4 TRUE
## 1061 53 6 Game2ExcitedFriends 5 TRUE
## 1062 54 2 Game2ExcitedFriends 2 TRUE
## 1063 57 2 Game2ExcitedFriends 1 TRUE
## 1064 58 5 Game2ExcitedFriends 2 TRUE
## 1065 59 1 Game2ExcitedFriends 3 TRUE
## 1066 60 6 Game2ExcitedFriends 7 TRUE
## 1067 67 4 Game2ExcitedFriends 3 TRUE
## 1068 68 3 Game2ExcitedFriends 2 TRUE
## 1069 69 6 Game2ExcitedFriends 6 TRUE
## 1070 70 2 Game2ExcitedFriends 1 TRUE
## 1071 71 5 Game2ExcitedFriends 5 TRUE
## 1072 73 1 Game2ExcitedFriends 3 TRUE
## 1073 74 2 Game2ExcitedFriends 6 TRUE
## 1074 81 5 Game2ExcitedFriends 3 TRUE
## 1075 82 3 Game2ExcitedFriends 4 TRUE
## 1076 83 4 Game2ExcitedFriends 1 TRUE
## 1077 84 4 Game2ExcitedFriends 1 TRUE
## 1078 85 5 Game2ExcitedFriends 1 TRUE
## 1079 86 3 Game2ExcitedFriends 5 TRUE
## 1080 88 6 Game2ExcitedFriends 7 TRUE
## 1081 90 3 Game2ExcitedFriends 1 TRUE
## 1082 1 2 Game2ExcitedStrangers 1 TRUE
## 1083 3 1 Game2ExcitedStrangers 3 TRUE
## 1084 6 6 Game2ExcitedStrangers 4 TRUE
## 1085 9 5 Game2ExcitedStrangers 1 TRUE
## 1086 10 1 Game2ExcitedStrangers 3 TRUE
## 1087 11 2 Game2ExcitedStrangers 4 TRUE
## 1088 12 4 Game2ExcitedStrangers 5 TRUE
## 1089 16 3 Game2ExcitedStrangers 4 TRUE
## 1090 18 1 Game2ExcitedStrangers 4 TRUE
## 1091 20 3 Game2ExcitedStrangers 4 TRUE
## 1092 21 6 Game2ExcitedStrangers 1 TRUE
## 1093 22 5 Game2ExcitedStrangers 2 TRUE
## 1094 24 2 Game2ExcitedStrangers 3 TRUE
## 1095 25 2 Game2ExcitedStrangers 2 TRUE
## 1096 26 1 Game2ExcitedStrangers 6 TRUE
## 1097 35 2 Game2ExcitedStrangers 6 TRUE
## 1098 36 6 Game2ExcitedStrangers 1 TRUE
## 1099 38 6 Game2ExcitedStrangers 6 TRUE
## 1100 41 5 Game2ExcitedStrangers 5 TRUE
## 1101 42 2 Game2ExcitedStrangers 3 TRUE
## 1102 43 6 Game2ExcitedStrangers 3 TRUE
## 1103 44 2 Game2ExcitedStrangers 3 TRUE
## 1104 45 3 Game2ExcitedStrangers 5 TRUE
## 1105 47 4 Game2ExcitedStrangers 4 TRUE
## 1106 49 5 Game2ExcitedStrangers 5 TRUE
## 1107 52 1 Game2ExcitedStrangers 4 TRUE
## 1108 53 6 Game2ExcitedStrangers 3 TRUE
## 1109 54 2 Game2ExcitedStrangers 3 TRUE
## 1110 57 2 Game2ExcitedStrangers 1 TRUE
## 1111 58 5 Game2ExcitedStrangers 1 TRUE
## 1112 59 1 Game2ExcitedStrangers 4 TRUE
## 1113 60 6 Game2ExcitedStrangers 6 TRUE
## 1114 67 4 Game2ExcitedStrangers 3 TRUE
## 1115 68 3 Game2ExcitedStrangers 5 TRUE
## 1116 69 6 Game2ExcitedStrangers 5 TRUE
## 1117 70 2 Game2ExcitedStrangers 5 TRUE
## 1118 71 5 Game2ExcitedStrangers 5 TRUE
## 1119 73 1 Game2ExcitedStrangers 2 TRUE
## 1120 74 2 Game2ExcitedStrangers 7 TRUE
## 1121 81 5 Game2ExcitedStrangers 5 TRUE
## 1122 82 3 Game2ExcitedStrangers 5 TRUE
## 1123 83 4 Game2ExcitedStrangers 2 TRUE
## 1124 84 4 Game2ExcitedStrangers 1 TRUE
## 1125 85 5 Game2ExcitedStrangers 1 TRUE
## 1126 86 3 Game2ExcitedStrangers 5 TRUE
## 1127 88 6 Game2ExcitedStrangers 4 TRUE
## 1128 90 3 Game2ExcitedStrangers 4 TRUE
## 1129 1 2 Game2Exciting1 3 FALSE
## 1130 3 1 Game2Exciting1 2 FALSE
## 1131 6 6 Game2Exciting1 2 FALSE
## 1132 9 5 Game2Exciting1 1 FALSE
## 1133 10 1 Game2Exciting1 7 FALSE
## 1134 11 2 Game2Exciting1 1 FALSE
## 1135 12 4 Game2Exciting1 6 FALSE
## 1136 16 3 Game2Exciting1 2 FALSE
## 1137 18 1 Game2Exciting1 2 FALSE
## 1138 20 3 Game2Exciting1 1 FALSE
## 1139 21 6 Game2Exciting1 4 FALSE
## 1140 22 5 Game2Exciting1 6 FALSE
## 1141 24 2 Game2Exciting1 1 FALSE
## 1142 25 2 Game2Exciting1 2 FALSE
## 1143 26 1 Game2Exciting1 1 FALSE
## 1144 35 2 Game2Exciting1 4 FALSE
## 1145 36 6 Game2Exciting1 2 FALSE
## 1146 38 6 Game2Exciting1 1 FALSE
## 1147 41 5 Game2Exciting1 1 FALSE
## 1148 42 2 Game2Exciting1 2 FALSE
## 1149 43 6 Game2Exciting1 1 FALSE
## 1150 44 2 Game2Exciting1 6 FALSE
## 1151 45 3 Game2Exciting1 3 FALSE
## 1152 47 4 Game2Exciting1 1 FALSE
## 1153 49 5 Game2Exciting1 2 FALSE
## 1154 52 1 Game2Exciting1 2 FALSE
## 1155 53 6 Game2Exciting1 2 FALSE
## 1156 54 2 Game2Exciting1 1 FALSE
## 1157 57 2 Game2Exciting1 3 FALSE
## 1158 58 5 Game2Exciting1 1 FALSE
## 1159 59 1 Game2Exciting1 3 FALSE
## 1160 60 6 Game2Exciting1 2 FALSE
## 1161 67 4 Game2Exciting1 3 FALSE
## 1162 68 3 Game2Exciting1 4 FALSE
## 1163 69 6 Game2Exciting1 3 FALSE
## 1164 70 2 Game2Exciting1 1 FALSE
## 1165 71 5 Game2Exciting1 3 FALSE
## 1166 73 1 Game2Exciting1 4 FALSE
## 1167 74 2 Game2Exciting1 3 FALSE
## 1168 81 5 Game2Exciting1 1 FALSE
## 1169 82 3 Game2Exciting1 2 FALSE
## 1170 83 4 Game2Exciting1 3 FALSE
## 1171 84 4 Game2Exciting1 2 FALSE
## 1172 85 5 Game2Exciting1 1 FALSE
## 1173 86 3 Game2Exciting1 1 FALSE
## 1174 88 6 Game2Exciting1 7 FALSE
## 1175 90 3 Game2Exciting1 3 FALSE
## 1176 1 2 Game2Exciting2 2 FALSE
## 1177 3 1 Game2Exciting2 5 FALSE
## 1178 6 6 Game2Exciting2 2 FALSE
## 1179 9 5 Game2Exciting2 1 FALSE
## 1180 10 1 Game2Exciting2 3 FALSE
## 1181 11 2 Game2Exciting2 1 FALSE
## 1182 12 4 Game2Exciting2 4 FALSE
## 1183 16 3 Game2Exciting2 1 FALSE
## 1184 18 1 Game2Exciting2 1 FALSE
## 1185 20 3 Game2Exciting2 1 FALSE
## 1186 21 6 Game2Exciting2 3 FALSE
## 1187 22 5 Game2Exciting2 1 FALSE
## 1188 24 2 Game2Exciting2 2 FALSE
## 1189 25 2 Game2Exciting2 4 FALSE
## 1190 26 1 Game2Exciting2 1 FALSE
## 1191 35 2 Game2Exciting2 7 FALSE
## 1192 36 6 Game2Exciting2 2 FALSE
## 1193 38 6 Game2Exciting2 1 FALSE
## 1194 41 5 Game2Exciting2 4 FALSE
## 1195 42 2 Game2Exciting2 1 FALSE
## 1196 43 6 Game2Exciting2 3 FALSE
## 1197 44 2 Game2Exciting2 5 FALSE
## 1198 45 3 Game2Exciting2 3 FALSE
## 1199 47 4 Game2Exciting2 2 FALSE
## 1200 49 5 Game2Exciting2 2 FALSE
## 1201 52 1 Game2Exciting2 3 FALSE
## 1202 53 6 Game2Exciting2 2 FALSE
## 1203 54 2 Game2Exciting2 1 FALSE
## 1204 57 2 Game2Exciting2 2 FALSE
## 1205 58 5 Game2Exciting2 2 FALSE
## 1206 59 1 Game2Exciting2 3 FALSE
## 1207 60 6 Game2Exciting2 2 FALSE
## 1208 67 4 Game2Exciting2 2 FALSE
## 1209 68 3 Game2Exciting2 4 FALSE
## 1210 69 6 Game2Exciting2 3 FALSE
## 1211 70 2 Game2Exciting2 1 FALSE
## 1212 71 5 Game2Exciting2 1 FALSE
## 1213 73 1 Game2Exciting2 6 FALSE
## 1214 74 2 Game2Exciting2 1 FALSE
## 1215 81 5 Game2Exciting2 4 FALSE
## 1216 82 3 Game2Exciting2 2 FALSE
## 1217 83 4 Game2Exciting2 1 FALSE
## 1218 84 4 Game2Exciting2 1 FALSE
## 1219 85 5 Game2Exciting2 1 FALSE
## 1220 86 3 Game2Exciting2 2 FALSE
## 1221 88 6 Game2Exciting2 1 FALSE
## 1222 90 3 Game2Exciting2 2 FALSE
## 1223 1 2 Game2Exciting3 4 FALSE
## 1224 3 1 Game2Exciting3 2 FALSE
## 1225 6 6 Game2Exciting3 3 FALSE
## 1226 9 5 Game2Exciting3 1 FALSE
## 1227 10 1 Game2Exciting3 5 FALSE
## 1228 11 2 Game2Exciting3 1 FALSE
## 1229 12 4 Game2Exciting3 4 FALSE
## 1230 16 3 Game2Exciting3 2 FALSE
## 1231 18 1 Game2Exciting3 1 FALSE
## 1232 20 3 Game2Exciting3 1 FALSE
## 1233 21 6 Game2Exciting3 2 FALSE
## 1234 22 5 Game2Exciting3 1 FALSE
## 1235 24 2 Game2Exciting3 5 FALSE
## 1236 25 2 Game2Exciting3 3 FALSE
## 1237 26 1 Game2Exciting3 1 FALSE
## 1238 35 2 Game2Exciting3 1 FALSE
## 1239 36 6 Game2Exciting3 2 FALSE
## 1240 38 6 Game2Exciting3 2 FALSE
## 1241 41 5 Game2Exciting3 4 FALSE
## 1242 42 2 Game2Exciting3 2 FALSE
## 1243 43 6 Game2Exciting3 1 FALSE
## 1244 44 2 Game2Exciting3 4 FALSE
## 1245 45 3 Game2Exciting3 4 FALSE
## 1246 47 4 Game2Exciting3 1 FALSE
## 1247 49 5 Game2Exciting3 1 FALSE
## 1248 52 1 Game2Exciting3 2 FALSE
## 1249 53 6 Game2Exciting3 3 FALSE
## 1250 54 2 Game2Exciting3 1 FALSE
## 1251 57 2 Game2Exciting3 3 FALSE
## 1252 58 5 Game2Exciting3 1 FALSE
## 1253 59 1 Game2Exciting3 2 FALSE
## 1254 60 6 Game2Exciting3 2 FALSE
## 1255 67 4 Game2Exciting3 1 FALSE
## 1256 68 3 Game2Exciting3 3 FALSE
## 1257 69 6 Game2Exciting3 2 FALSE
## 1258 70 2 Game2Exciting3 1 FALSE
## 1259 71 5 Game2Exciting3 3 FALSE
## 1260 73 1 Game2Exciting3 3 FALSE
## 1261 74 2 Game2Exciting3 4 FALSE
## 1262 81 5 Game2Exciting3 4 FALSE
## 1263 82 3 Game2Exciting3 2 FALSE
## 1264 83 4 Game2Exciting3 1 FALSE
## 1265 84 4 Game2Exciting3 2 FALSE
## 1266 85 5 Game2Exciting3 1 FALSE
## 1267 86 3 Game2Exciting3 3 FALSE
## 1268 88 6 Game2Exciting3 1 FALSE
## 1269 90 3 Game2Exciting3 2 FALSE
## 1270 1 2 Game2Neutral1 1 FALSE
## 1271 3 1 Game2Neutral1 4 FALSE
## 1272 6 6 Game2Neutral1 2 FALSE
## 1273 9 5 Game2Neutral1 1 FALSE
## 1274 10 1 Game2Neutral1 1 FALSE
## 1275 11 2 Game2Neutral1 1 FALSE
## 1276 12 4 Game2Neutral1 1 FALSE
## 1277 16 3 Game2Neutral1 1 FALSE
## 1278 18 1 Game2Neutral1 1 FALSE
## 1279 20 3 Game2Neutral1 1 FALSE
## 1280 21 6 Game2Neutral1 1 FALSE
## 1281 22 5 Game2Neutral1 1 FALSE
## 1282 24 2 Game2Neutral1 1 FALSE
## 1283 25 2 Game2Neutral1 1 FALSE
## 1284 26 1 Game2Neutral1 1 FALSE
## 1285 35 2 Game2Neutral1 1 FALSE
## 1286 36 6 Game2Neutral1 1 FALSE
## 1287 38 6 Game2Neutral1 2 FALSE
## 1288 41 5 Game2Neutral1 1 FALSE
## 1289 42 2 Game2Neutral1 1 FALSE
## 1290 43 6 Game2Neutral1 1 FALSE
## 1291 44 2 Game2Neutral1 3 FALSE
## 1292 45 3 Game2Neutral1 3 FALSE
## 1293 47 4 Game2Neutral1 1 FALSE
## 1294 49 5 Game2Neutral1 4 FALSE
## 1295 52 1 Game2Neutral1 2 FALSE
## 1296 53 6 Game2Neutral1 3 FALSE
## 1297 54 2 Game2Neutral1 1 FALSE
## 1298 57 2 Game2Neutral1 2 FALSE
## 1299 58 5 Game2Neutral1 1 FALSE
## 1300 59 1 Game2Neutral1 2 FALSE
## 1301 60 6 Game2Neutral1 1 FALSE
## 1302 67 4 Game2Neutral1 6 FALSE
## 1303 68 3 Game2Neutral1 2 FALSE
## 1304 69 6 Game2Neutral1 1 FALSE
## 1305 70 2 Game2Neutral1 1 FALSE
## 1306 71 5 Game2Neutral1 2 FALSE
## 1307 73 1 Game2Neutral1 2 FALSE
## 1308 74 2 Game2Neutral1 1 FALSE
## 1309 81 5 Game2Neutral1 2 FALSE
## 1310 82 3 Game2Neutral1 1 FALSE
## 1311 83 4 Game2Neutral1 1 FALSE
## 1312 84 4 Game2Neutral1 1 FALSE
## 1313 85 5 Game2Neutral1 1 FALSE
## 1314 86 3 Game2Neutral1 2 FALSE
## 1315 88 6 Game2Neutral1 1 FALSE
## 1316 90 3 Game2Neutral1 1 FALSE
## 1317 1 2 Game2Neutral2 3 FALSE
## 1318 3 1 Game2Neutral2 3 FALSE
## 1319 6 6 Game2Neutral2 3 FALSE
## 1320 9 5 Game2Neutral2 1 FALSE
## 1321 10 1 Game2Neutral2 3 FALSE
## 1322 11 2 Game2Neutral2 1 FALSE
## 1323 12 4 Game2Neutral2 1 FALSE
## 1324 16 3 Game2Neutral2 1 FALSE
## 1325 18 1 Game2Neutral2 1 FALSE
## 1326 20 3 Game2Neutral2 1 FALSE
## 1327 21 6 Game2Neutral2 1 FALSE
## 1328 22 5 Game2Neutral2 1 FALSE
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## 1332 35 2 Game2Neutral2 1 FALSE
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## 1334 38 6 Game2Neutral2 4 FALSE
## 1335 41 5 Game2Neutral2 2 FALSE
## 1336 42 2 Game2Neutral2 2 FALSE
## 1337 43 6 Game2Neutral2 1 FALSE
## 1338 44 2 Game2Neutral2 3 FALSE
## 1339 45 3 Game2Neutral2 4 FALSE
## 1340 47 4 Game2Neutral2 3 FALSE
## 1341 49 5 Game2Neutral2 2 FALSE
## 1342 52 1 Game2Neutral2 3 FALSE
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## 1344 54 2 Game2Neutral2 2 FALSE
## 1345 57 2 Game2Neutral2 2 FALSE
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## 1347 59 1 Game2Neutral2 4 FALSE
## 1348 60 6 Game2Neutral2 1 FALSE
## 1349 67 4 Game2Neutral2 6 FALSE
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## 1352 70 2 Game2Neutral2 1 FALSE
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## 1357 82 3 Game2Neutral2 2 FALSE
## 1358 83 4 Game2Neutral2 1 FALSE
## 1359 84 4 Game2Neutral2 1 FALSE
## 1360 85 5 Game2Neutral2 1 FALSE
## 1361 86 3 Game2Neutral2 2 FALSE
## 1362 88 6 Game2Neutral2 1 FALSE
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## 1367 9 5 Game2Neutral3 1 FALSE
## 1368 10 1 Game2Neutral3 1 FALSE
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## 1370 12 4 Game2Neutral3 1 FALSE
## 1371 16 3 Game2Neutral3 4 FALSE
## 1372 18 1 Game2Neutral3 1 FALSE
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## 1374 21 6 Game2Neutral3 1 FALSE
## 1375 22 5 Game2Neutral3 1 FALSE
## 1376 24 2 Game2Neutral3 1 FALSE
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## 1389 52 1 Game2Neutral3 2 FALSE
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## 1394 59 1 Game2Neutral3 1 FALSE
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## 1397 68 3 Game2Neutral3 2 FALSE
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## 1403 81 5 Game2Neutral3 6 FALSE
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## 1415 10 1 Game3Angry1 6 FALSE
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## 1417 12 4 Game3Angry1 5 FALSE
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## 1419 18 1 Game3Angry1 2 FALSE
## 1420 20 3 Game3Angry1 4 FALSE
## 1421 21 6 Game3Angry1 1 FALSE
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## 1423 24 2 Game3Angry1 1 FALSE
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## 1427 36 6 Game3Angry1 4 FALSE
## 1428 38 6 Game3Angry1 1 FALSE
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## 1430 42 2 Game3Angry1 4 FALSE
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## 1433 45 3 Game3Angry1 2 FALSE
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## 1544 81 5 Game3Angry3 7 FALSE
## 1545 82 3 Game3Angry3 7 FALSE
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## 1547 84 4 Game3Angry3 7 FALSE
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## 1599 1 2 Game3AngryStrangers 2 TRUE
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## 1603 10 1 Game3AngryStrangers 2 TRUE
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## 1605 12 4 Game3AngryStrangers 2 TRUE
## 1606 16 3 Game3AngryStrangers 1 TRUE
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## 1608 20 3 Game3AngryStrangers 2 TRUE
## 1609 21 6 Game3AngryStrangers 1 TRUE
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## 1613 26 1 Game3AngryStrangers 1 TRUE
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## 1621 45 3 Game3AngryStrangers 3 TRUE
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## 1624 52 1 Game3AngryStrangers 2 TRUE
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## 1638 81 5 Game3AngryStrangers 4 TRUE
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## 1652 12 4 Game3CalmFriends 7 TRUE
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## 1693 1 2 Game3CalmStrangers 6 TRUE
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## 1699 12 4 Game3CalmStrangers 6 TRUE
## 1700 16 3 Game3CalmStrangers 4 TRUE
## 1701 18 1 Game3CalmStrangers 5 TRUE
## 1702 20 3 Game3CalmStrangers 5 TRUE
## 1703 21 6 Game3CalmStrangers 4 TRUE
## 1704 22 5 Game3CalmStrangers 4 TRUE
## 1705 24 2 Game3CalmStrangers 2 TRUE
## 1706 25 2 Game3CalmStrangers 2 TRUE
## 1707 26 1 Game3CalmStrangers 7 TRUE
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## 1709 36 6 Game3CalmStrangers 5 TRUE
## 1710 38 6 Game3CalmStrangers 5 TRUE
## 1711 41 5 Game3CalmStrangers 4 TRUE
## 1712 42 2 Game3CalmStrangers 1 TRUE
## 1713 43 6 Game3CalmStrangers 4 TRUE
## 1714 44 2 Game3CalmStrangers 4 TRUE
## 1715 45 3 Game3CalmStrangers 5 TRUE
## 1716 47 4 Game3CalmStrangers 4 TRUE
## 1717 49 5 Game3CalmStrangers 5 TRUE
## 1718 52 1 Game3CalmStrangers 5 TRUE
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## 1720 54 2 Game3CalmStrangers 5 TRUE
## 1721 57 2 Game3CalmStrangers 4 TRUE
## 1722 58 5 Game3CalmStrangers 2 TRUE
## 1723 59 1 Game3CalmStrangers 4 TRUE
## 1724 60 6 Game3CalmStrangers 5 TRUE
## 1725 67 4 Game3CalmStrangers 2 TRUE
## 1726 68 3 Game3CalmStrangers 6 TRUE
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## 1728 70 2 Game3CalmStrangers 3 TRUE
## 1729 71 5 Game3CalmStrangers 6 TRUE
## 1730 73 1 Game3CalmStrangers 5 TRUE
## 1731 74 2 Game3CalmStrangers 5 TRUE
## 1732 81 5 Game3CalmStrangers 4 TRUE
## 1733 82 3 Game3CalmStrangers 2 TRUE
## 1734 83 4 Game3CalmStrangers 7 TRUE
## 1735 84 4 Game3CalmStrangers 7 TRUE
## 1736 85 5 Game3CalmStrangers 3 TRUE
## 1737 86 3 Game3CalmStrangers 4 TRUE
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## 1739 90 3 Game3CalmStrangers 6 TRUE
## 1740 1 2 Game3ExcitedFriends 6 TRUE
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## 1744 10 1 Game3ExcitedFriends 5 TRUE
## 1745 11 2 Game3ExcitedFriends 6 TRUE
## 1746 12 4 Game3ExcitedFriends 4 TRUE
## 1747 16 3 Game3ExcitedFriends 5 TRUE
## 1748 18 1 Game3ExcitedFriends 4 TRUE
## 1749 20 3 Game3ExcitedFriends 4 TRUE
## 1750 21 6 Game3ExcitedFriends 4 TRUE
## 1751 22 5 Game3ExcitedFriends 7 TRUE
## 1752 24 2 Game3ExcitedFriends 5 TRUE
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## 1755 35 2 Game3ExcitedFriends 7 TRUE
## 1756 36 6 Game3ExcitedFriends 5 TRUE
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## 1758 41 5 Game3ExcitedFriends 7 TRUE
## 1759 42 2 Game3ExcitedFriends 6 TRUE
## 1760 43 6 Game3ExcitedFriends 6 TRUE
## 1761 44 2 Game3ExcitedFriends 5 TRUE
## 1762 45 3 Game3ExcitedFriends 4 TRUE
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## 1765 52 1 Game3ExcitedFriends 5 TRUE
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## 1775 70 2 Game3ExcitedFriends 7 TRUE
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## 1782 84 4 Game3ExcitedFriends 5 TRUE
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## 1786 90 3 Game3ExcitedFriends 7 TRUE
## 1787 1 2 Game3ExcitedStrangers 5 TRUE
## 1788 3 1 Game3ExcitedStrangers 4 TRUE
## 1789 6 6 Game3ExcitedStrangers 2 TRUE
## 1790 9 5 Game3ExcitedStrangers 3 TRUE
## 1791 10 1 Game3ExcitedStrangers 4 TRUE
## 1792 11 2 Game3ExcitedStrangers 6 TRUE
## 1793 12 4 Game3ExcitedStrangers 6 TRUE
## 1794 16 3 Game3ExcitedStrangers 4 TRUE
## 1795 18 1 Game3ExcitedStrangers 3 TRUE
## 1796 20 3 Game3ExcitedStrangers 5 TRUE
## 1797 21 6 Game3ExcitedStrangers 4 TRUE
## 1798 22 5 Game3ExcitedStrangers 7 TRUE
## 1799 24 2 Game3ExcitedStrangers 3 TRUE
## 1800 25 2 Game3ExcitedStrangers 4 TRUE
## 1801 26 1 Game3ExcitedStrangers 5 TRUE
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## 1803 36 6 Game3ExcitedStrangers 5 TRUE
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## 1805 41 5 Game3ExcitedStrangers 4 TRUE
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## 1808 44 2 Game3ExcitedStrangers 5 TRUE
## 1809 45 3 Game3ExcitedStrangers 4 TRUE
## 1810 47 4 Game3ExcitedStrangers 4 TRUE
## 1811 49 5 Game3ExcitedStrangers 5 TRUE
## 1812 52 1 Game3ExcitedStrangers 6 TRUE
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## 1815 57 2 Game3ExcitedStrangers 2 TRUE
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## 1841 16 3 Game3Exciting1 2 FALSE
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## 1844 21 6 Game3Exciting1 4 FALSE
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## 1848 26 1 Game3Exciting1 2 FALSE
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## 1859 52 1 Game3Exciting1 3 FALSE
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## 1881 1 2 Game3Exciting2 2 FALSE
## 1882 3 1 Game3Exciting2 6 FALSE
## 1883 6 6 Game3Exciting2 2 FALSE
## 1884 9 5 Game3Exciting2 2 FALSE
## 1885 10 1 Game3Exciting2 4 FALSE
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## 1941 25 2 Game3Exciting3 2 FALSE
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## 1982 16 3 Game3Neutral1 1 FALSE
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## 1984 20 3 Game3Neutral1 3 FALSE
## 1985 21 6 Game3Neutral1 1 FALSE
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## 1987 24 2 Game3Neutral1 2 FALSE
## 1988 25 2 Game3Neutral1 6 FALSE
## 1989 26 1 Game3Neutral1 6 FALSE
## 1990 35 2 Game3Neutral1 3 FALSE
## 1991 36 6 Game3Neutral1 3 FALSE
## 1992 38 6 Game3Neutral1 4 FALSE
## 1993 41 5 Game3Neutral1 4 FALSE
## 1994 42 2 Game3Neutral1 2 FALSE
## 1995 43 6 Game3Neutral1 4 FALSE
## 1996 44 2 Game3Neutral1 3 FALSE
## 1997 45 3 Game3Neutral1 5 FALSE
## 1998 47 4 Game3Neutral1 2 FALSE
## 1999 49 5 Game3Neutral1 3 FALSE
## 2000 52 1 Game3Neutral1 4 FALSE
## 2001 53 6 Game3Neutral1 6 FALSE
## 2002 54 2 Game3Neutral1 5 FALSE
## 2003 57 2 Game3Neutral1 4 FALSE
## 2004 58 5 Game3Neutral1 1 FALSE
## 2005 59 1 Game3Neutral1 3 FALSE
## 2006 60 6 Game3Neutral1 2 FALSE
## 2007 67 4 Game3Neutral1 2 FALSE
## 2008 68 3 Game3Neutral1 2 FALSE
## 2009 69 6 Game3Neutral1 1 FALSE
## 2010 70 2 Game3Neutral1 4 FALSE
## 2011 71 5 Game3Neutral1 6 FALSE
## 2012 73 1 Game3Neutral1 2 FALSE
## 2013 74 2 Game3Neutral1 1 FALSE
## 2014 81 5 Game3Neutral1 1 FALSE
## 2015 82 3 Game3Neutral1 2 FALSE
## 2016 83 4 Game3Neutral1 4 FALSE
## 2017 84 4 Game3Neutral1 3 FALSE
## 2018 85 5 Game3Neutral1 1 FALSE
## 2019 86 3 Game3Neutral1 3 FALSE
## 2020 88 6 Game3Neutral1 4 FALSE
## 2021 90 3 Game3Neutral1 4 FALSE
## 2022 1 2 Game3Neutral2 6 FALSE
## 2023 3 1 Game3Neutral2 3 FALSE
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## 2026 10 1 Game3Neutral2 2 FALSE
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## 2029 16 3 Game3Neutral2 2 FALSE
## 2030 18 1 Game3Neutral2 2 FALSE
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## 2032 21 6 Game3Neutral2 1 FALSE
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## 2035 25 2 Game3Neutral2 6 FALSE
## 2036 26 1 Game3Neutral2 5 FALSE
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## 2039 38 6 Game3Neutral2 4 FALSE
## 2040 41 5 Game3Neutral2 3 FALSE
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## 2043 44 2 Game3Neutral2 1 FALSE
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## 2046 49 5 Game3Neutral2 2 FALSE
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## 2051 58 5 Game3Neutral2 1 FALSE
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## 2057 70 2 Game3Neutral2 5 FALSE
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## 2059 73 1 Game3Neutral2 2 FALSE
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## 2069 1 2 Game3Neutral3 5 FALSE
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## 2072 9 5 Game3Neutral3 1 FALSE
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## 2075 12 4 Game3Neutral3 1 FALSE
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## 2077 18 1 Game3Neutral3 6 FALSE
## 2078 20 3 Game3Neutral3 4 FALSE
## 2079 21 6 Game3Neutral3 4 FALSE
## 2080 22 5 Game3Neutral3 1 FALSE
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## 2082 25 2 Game3Neutral3 7 FALSE
## 2083 26 1 Game3Neutral3 6 FALSE
## 2084 35 2 Game3Neutral3 4 FALSE
## 2085 36 6 Game3Neutral3 5 FALSE
## 2086 38 6 Game3Neutral3 6 FALSE
## 2087 41 5 Game3Neutral3 6 FALSE
## 2088 42 2 Game3Neutral3 5 FALSE
## 2089 43 6 Game3Neutral3 1 FALSE
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## 2091 45 3 Game3Neutral3 6 FALSE
## 2092 47 4 Game3Neutral3 6 FALSE
## 2093 49 5 Game3Neutral3 5 FALSE
## 2094 52 1 Game3Neutral3 5 FALSE
## 2095 53 6 Game3Neutral3 3 FALSE
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## 2098 58 5 Game3Neutral3 2 FALSE
## 2099 59 1 Game3Neutral3 5 FALSE
## 2100 60 6 Game3Neutral3 4 FALSE
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## 2104 70 2 Game3Neutral3 3 FALSE
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## 2304 1 2 Game4AngryStrangers 2 TRUE
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## 2310 12 4 Game4AngryStrangers 2 TRUE
## 2311 16 3 Game4AngryStrangers 5 TRUE
## 2312 18 1 Game4AngryStrangers 3 TRUE
## 2313 20 3 Game4AngryStrangers 1 TRUE
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## 2315 22 5 Game4AngryStrangers 1 TRUE
## 2316 24 2 Game4AngryStrangers 1 TRUE
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## 2318 26 1 Game4AngryStrangers 1 TRUE
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## 2321 38 6 Game4AngryStrangers 1 TRUE
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## 2325 44 2 Game4AngryStrangers 4 TRUE
## 2326 45 3 Game4AngryStrangers 5 TRUE
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## 2331 54 2 Game4AngryStrangers 1 TRUE
## 2332 57 2 Game4AngryStrangers 2 TRUE
## 2333 58 5 Game4AngryStrangers 1 TRUE
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## 2341 73 1 Game4AngryStrangers 1 TRUE
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## 2344 82 3 Game4AngryStrangers 1 TRUE
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## 2346 84 4 Game4AngryStrangers 1 TRUE
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## 2348 86 3 Game4AngryStrangers 3 TRUE
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## 2351 1 2 Game4CalmFriends 5 TRUE
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## 2391 82 3 Game4CalmFriends 4 TRUE
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## 2393 84 4 Game4CalmFriends 1 TRUE
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## 2395 86 3 Game4CalmFriends 5 TRUE
## 2396 88 6 Game4CalmFriends 2 TRUE
## 2397 90 3 Game4CalmFriends 5 TRUE
## 2398 1 2 Game4CalmStrangers 5 TRUE
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## 2402 10 1 Game4CalmStrangers 1 TRUE
## 2403 11 2 Game4CalmStrangers 4 TRUE
## 2404 12 4 Game4CalmStrangers 6 TRUE
## 2405 16 3 Game4CalmStrangers 4 TRUE
## 2406 18 1 Game4CalmStrangers 3 TRUE
## 2407 20 3 Game4CalmStrangers 4 TRUE
## 2408 21 6 Game4CalmStrangers 5 TRUE
## 2409 22 5 Game4CalmStrangers 4 TRUE
## 2410 24 2 Game4CalmStrangers 4 TRUE
## 2411 25 2 Game4CalmStrangers 2 TRUE
## 2412 26 1 Game4CalmStrangers 6 TRUE
## 2413 35 2 Game4CalmStrangers 2 TRUE
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## 2415 38 6 Game4CalmStrangers 5 TRUE
## 2416 41 5 Game4CalmStrangers 5 TRUE
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## 2419 44 2 Game4CalmStrangers 5 TRUE
## 2420 45 3 Game4CalmStrangers 4 TRUE
## 2421 47 4 Game4CalmStrangers 4 TRUE
## 2422 49 5 Game4CalmStrangers 4 TRUE
## 2423 52 1 Game4CalmStrangers 4 TRUE
## 2424 53 6 Game4CalmStrangers 4 TRUE
## 2425 54 2 Game4CalmStrangers 2 TRUE
## 2426 57 2 Game4CalmStrangers 3 TRUE
## 2427 58 5 Game4CalmStrangers 1 TRUE
## 2428 59 1 Game4CalmStrangers 1 TRUE
## 2429 60 6 Game4CalmStrangers 4 TRUE
## 2430 67 4 Game4CalmStrangers 3 TRUE
## 2431 68 3 Game4CalmStrangers 4 TRUE
## 2432 69 6 Game4CalmStrangers 2 TRUE
## 2433 70 2 Game4CalmStrangers 1 TRUE
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## 2435 73 1 Game4CalmStrangers 1 TRUE
## 2436 74 2 Game4CalmStrangers 4 TRUE
## 2437 81 5 Game4CalmStrangers 5 TRUE
## 2438 82 3 Game4CalmStrangers 3 TRUE
## 2439 83 4 Game4CalmStrangers 5 TRUE
## 2440 84 4 Game4CalmStrangers 1 TRUE
## 2441 85 5 Game4CalmStrangers 2 TRUE
## 2442 86 3 Game4CalmStrangers 3 TRUE
## 2443 88 6 Game4CalmStrangers 6 TRUE
## 2444 90 3 Game4CalmStrangers 4 TRUE
## 2445 1 2 Game4ExcitedFriends 7 TRUE
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## 2450 11 2 Game4ExcitedFriends 3 TRUE
## 2451 12 4 Game4ExcitedFriends 7 TRUE
## 2452 16 3 Game4ExcitedFriends 7 TRUE
## 2453 18 1 Game4ExcitedFriends 7 TRUE
## 2454 20 3 Game4ExcitedFriends 3 TRUE
## 2455 21 6 Game4ExcitedFriends 5 TRUE
## 2456 22 5 Game4ExcitedFriends 7 TRUE
## 2457 24 2 Game4ExcitedFriends 5 TRUE
## 2458 25 2 Game4ExcitedFriends 5 TRUE
## 2459 26 1 Game4ExcitedFriends 3 TRUE
## 2460 35 2 Game4ExcitedFriends 7 TRUE
## 2461 36 6 Game4ExcitedFriends 6 TRUE
## 2462 38 6 Game4ExcitedFriends 3 TRUE
## 2463 41 5 Game4ExcitedFriends 7 TRUE
## 2464 42 2 Game4ExcitedFriends 7 TRUE
## 2465 43 6 Game4ExcitedFriends 7 TRUE
## 2466 44 2 Game4ExcitedFriends 4 TRUE
## 2467 45 3 Game4ExcitedFriends 4 TRUE
## 2468 47 4 Game4ExcitedFriends 4 TRUE
## 2469 49 5 Game4ExcitedFriends 5 TRUE
## 2470 52 1 Game4ExcitedFriends 5 TRUE
## 2471 53 6 Game4ExcitedFriends 7 TRUE
## 2472 54 2 Game4ExcitedFriends 6 TRUE
## 2473 57 2 Game4ExcitedFriends 6 TRUE
## 2474 58 5 Game4ExcitedFriends 7 TRUE
## 2475 59 1 Game4ExcitedFriends 7 TRUE
## 2476 60 6 Game4ExcitedFriends 6 TRUE
## 2477 67 4 Game4ExcitedFriends 6 TRUE
## 2478 68 3 Game4ExcitedFriends 7 TRUE
## 2479 69 6 Game4ExcitedFriends 6 TRUE
## 2480 70 2 Game4ExcitedFriends 7 TRUE
## 2481 71 5 Game4ExcitedFriends 3 TRUE
## 2482 73 1 Game4ExcitedFriends 7 TRUE
## 2483 74 2 Game4ExcitedFriends 7 TRUE
## 2484 81 5 Game4ExcitedFriends 7 TRUE
## 2485 82 3 Game4ExcitedFriends 5 TRUE
## 2486 83 4 Game4ExcitedFriends 7 TRUE
## 2487 84 4 Game4ExcitedFriends 7 TRUE
## 2488 85 5 Game4ExcitedFriends 4 TRUE
## 2489 86 3 Game4ExcitedFriends 5 TRUE
## 2490 88 6 Game4ExcitedFriends 7 TRUE
## 2491 90 3 Game4ExcitedFriends 7 TRUE
## 2492 1 2 Game4ExcitedStrangers 4 TRUE
## 2493 3 1 Game4ExcitedStrangers 5 TRUE
## 2494 6 6 Game4ExcitedStrangers 4 TRUE
## 2495 9 5 Game4ExcitedStrangers 1 TRUE
## 2496 10 1 Game4ExcitedStrangers 3 TRUE
## 2497 11 2 Game4ExcitedStrangers 6 TRUE
## 2498 12 4 Game4ExcitedStrangers 7 TRUE
## 2499 16 3 Game4ExcitedStrangers 4 TRUE
## 2500 18 1 Game4ExcitedStrangers 5 TRUE
## 2501 20 3 Game4ExcitedStrangers 6 TRUE
## 2502 21 6 Game4ExcitedStrangers 4 TRUE
## 2503 22 5 Game4ExcitedStrangers 7 TRUE
## 2504 24 2 Game4ExcitedStrangers 4 TRUE
## 2505 25 2 Game4ExcitedStrangers 2 TRUE
## 2506 26 1 Game4ExcitedStrangers 2 TRUE
## 2507 35 2 Game4ExcitedStrangers 2 TRUE
## 2508 36 6 Game4ExcitedStrangers 5 TRUE
## 2509 38 6 Game4ExcitedStrangers 5 TRUE
## 2510 41 5 Game4ExcitedStrangers 5 TRUE
## 2511 42 2 Game4ExcitedStrangers 6 TRUE
## 2512 43 6 Game4ExcitedStrangers 5 TRUE
## 2513 44 2 Game4ExcitedStrangers 5 TRUE
## 2514 45 3 Game4ExcitedStrangers 3 TRUE
## 2515 47 4 Game4ExcitedStrangers 4 TRUE
## 2516 49 5 Game4ExcitedStrangers 5 TRUE
## 2517 52 1 Game4ExcitedStrangers 5 TRUE
## 2518 53 6 Game4ExcitedStrangers 7 TRUE
## 2519 54 2 Game4ExcitedStrangers 7 TRUE
## 2520 57 2 Game4ExcitedStrangers 3 TRUE
## 2521 58 5 Game4ExcitedStrangers 6 TRUE
## 2522 59 1 Game4ExcitedStrangers 6 TRUE
## 2523 60 6 Game4ExcitedStrangers 5 TRUE
## 2524 67 4 Game4ExcitedStrangers 3 TRUE
## 2525 68 3 Game4ExcitedStrangers 5 TRUE
## 2526 69 6 Game4ExcitedStrangers 6 TRUE
## 2527 70 2 Game4ExcitedStrangers 7 TRUE
## 2528 71 5 Game4ExcitedStrangers 4 TRUE
## 2529 73 1 Game4ExcitedStrangers 7 TRUE
## 2530 74 2 Game4ExcitedStrangers 7 TRUE
## 2531 81 5 Game4ExcitedStrangers 7 TRUE
## 2532 82 3 Game4ExcitedStrangers 4 TRUE
## 2533 83 4 Game4ExcitedStrangers 7 TRUE
## 2534 84 4 Game4ExcitedStrangers 7 TRUE
## 2535 85 5 Game4ExcitedStrangers 4 TRUE
## 2536 86 3 Game4ExcitedStrangers 4 TRUE
## 2537 88 6 Game4ExcitedStrangers 7 TRUE
## 2538 90 3 Game4ExcitedStrangers 7 TRUE
## 2539 1 2 Game4Exciting1 5 FALSE
## 2540 3 1 Game4Exciting1 7 FALSE
## 2541 6 6 Game4Exciting1 2 FALSE
## 2542 9 5 Game4Exciting1 4 FALSE
## 2543 10 1 Game4Exciting1 5 FALSE
## 2544 11 2 Game4Exciting1 1 FALSE
## 2545 12 4 Game4Exciting1 3 FALSE
## 2546 16 3 Game4Exciting1 2 FALSE
## 2547 18 1 Game4Exciting1 2 FALSE
## 2548 20 3 Game4Exciting1 2 FALSE
## 2549 21 6 Game4Exciting1 4 FALSE
## 2550 22 5 Game4Exciting1 6 FALSE
## 2551 24 2 Game4Exciting1 1 FALSE
## 2552 25 2 Game4Exciting1 1 FALSE
## 2553 26 1 Game4Exciting1 3 FALSE
## 2554 35 2 Game4Exciting1 3 FALSE
## 2555 36 6 Game4Exciting1 4 FALSE
## 2556 38 6 Game4Exciting1 1 FALSE
## 2557 41 5 Game4Exciting1 2 FALSE
## 2558 42 2 Game4Exciting1 4 FALSE
## 2559 43 6 Game4Exciting1 6 FALSE
## 2560 44 2 Game4Exciting1 1 FALSE
## 2561 45 3 Game4Exciting1 6 FALSE
## 2562 47 4 Game4Exciting1 3 FALSE
## 2563 49 5 Game4Exciting1 4 FALSE
## 2564 52 1 Game4Exciting1 5 FALSE
## 2565 53 6 Game4Exciting1 4 FALSE
## 2566 54 2 Game4Exciting1 3 FALSE
## 2567 57 2 Game4Exciting1 3 FALSE
## 2568 58 5 Game4Exciting1 3 FALSE
## 2569 59 1 Game4Exciting1 5 FALSE
## 2570 60 6 Game4Exciting1 3 FALSE
## 2571 67 4 Game4Exciting1 1 FALSE
## 2572 68 3 Game4Exciting1 4 FALSE
## 2573 69 6 Game4Exciting1 4 FALSE
## 2574 70 2 Game4Exciting1 7 FALSE
## 2575 71 5 Game4Exciting1 1 FALSE
## 2576 73 1 Game4Exciting1 6 FALSE
## 2577 74 2 Game4Exciting1 5 FALSE
## 2578 81 5 Game4Exciting1 1 FALSE
## 2579 82 3 Game4Exciting1 5 FALSE
## 2580 83 4 Game4Exciting1 3 FALSE
## 2581 84 4 Game4Exciting1 7 FALSE
## 2582 85 5 Game4Exciting1 1 FALSE
## 2583 86 3 Game4Exciting1 3 FALSE
## 2584 88 6 Game4Exciting1 4 FALSE
## 2585 90 3 Game4Exciting1 2 FALSE
## 2586 1 2 Game4Exciting2 5 FALSE
## 2587 3 1 Game4Exciting2 4 FALSE
## 2588 6 6 Game4Exciting2 4 FALSE
## 2589 9 5 Game4Exciting2 7 FALSE
## 2590 10 1 Game4Exciting2 6 FALSE
## 2591 11 2 Game4Exciting2 4 FALSE
## 2592 12 4 Game4Exciting2 4 FALSE
## 2593 16 3 Game4Exciting2 2 FALSE
## 2594 18 1 Game4Exciting2 2 FALSE
## 2595 20 3 Game4Exciting2 4 FALSE
## 2596 21 6 Game4Exciting2 3 FALSE
## 2597 22 5 Game4Exciting2 3 FALSE
## 2598 24 2 Game4Exciting2 3 FALSE
## 2599 25 2 Game4Exciting2 5 FALSE
## 2600 26 1 Game4Exciting2 5 FALSE
## 2601 35 2 Game4Exciting2 7 FALSE
## 2602 36 6 Game4Exciting2 5 FALSE
## 2603 38 6 Game4Exciting2 2 FALSE
## 2604 41 5 Game4Exciting2 2 FALSE
## 2605 42 2 Game4Exciting2 6 FALSE
## 2606 43 6 Game4Exciting2 3 FALSE
## 2607 44 2 Game4Exciting2 4 FALSE
## 2608 45 3 Game4Exciting2 5 FALSE
## 2609 47 4 Game4Exciting2 1 FALSE
## 2610 49 5 Game4Exciting2 4 FALSE
## 2611 52 1 Game4Exciting2 6 FALSE
## 2612 53 6 Game4Exciting2 7 FALSE
## 2613 54 2 Game4Exciting2 6 FALSE
## 2614 57 2 Game4Exciting2 6 FALSE
## 2615 58 5 Game4Exciting2 3 FALSE
## 2616 59 1 Game4Exciting2 5 FALSE
## 2617 60 6 Game4Exciting2 7 FALSE
## 2618 67 4 Game4Exciting2 2 FALSE
## 2619 68 3 Game4Exciting2 4 FALSE
## 2620 69 6 Game4Exciting2 2 FALSE
## 2621 70 2 Game4Exciting2 7 FALSE
## 2622 71 5 Game4Exciting2 1 FALSE
## 2623 73 1 Game4Exciting2 7 FALSE
## 2624 74 2 Game4Exciting2 2 FALSE
## 2625 81 5 Game4Exciting2 4 FALSE
## 2626 82 3 Game4Exciting2 7 FALSE
## 2627 83 4 Game4Exciting2 6 FALSE
## 2628 84 4 Game4Exciting2 7 FALSE
## 2629 85 5 Game4Exciting2 4 FALSE
## 2630 86 3 Game4Exciting2 5 FALSE
## 2631 88 6 Game4Exciting2 1 FALSE
## 2632 90 3 Game4Exciting2 4 FALSE
## 2633 1 2 Game4Exciting3 2 FALSE
## 2634 3 1 Game4Exciting3 5 FALSE
## 2635 6 6 Game4Exciting3 3 FALSE
## 2636 9 5 Game4Exciting3 3 FALSE
## 2637 10 1 Game4Exciting3 4 FALSE
## 2638 11 2 Game4Exciting3 5 FALSE
## 2639 12 4 Game4Exciting3 6 FALSE
## 2640 16 3 Game4Exciting3 4 FALSE
## 2641 18 1 Game4Exciting3 2 FALSE
## 2642 20 3 Game4Exciting3 5 FALSE
## 2643 21 6 Game4Exciting3 2 FALSE
## 2644 22 5 Game4Exciting3 1 FALSE
## 2645 24 2 Game4Exciting3 2 FALSE
## 2646 25 2 Game4Exciting3 4 FALSE
## 2647 26 1 Game4Exciting3 5 FALSE
## 2648 35 2 Game4Exciting3 6 FALSE
## 2649 36 6 Game4Exciting3 5 FALSE
## 2650 38 6 Game4Exciting3 1 FALSE
## 2651 41 5 Game4Exciting3 5 FALSE
## 2652 42 2 Game4Exciting3 6 FALSE
## 2653 43 6 Game4Exciting3 3 FALSE
## 2654 44 2 Game4Exciting3 2 FALSE
## 2655 45 3 Game4Exciting3 6 FALSE
## 2656 47 4 Game4Exciting3 3 FALSE
## 2657 49 5 Game4Exciting3 6 FALSE
## 2658 52 1 Game4Exciting3 5 FALSE
## 2659 53 6 Game4Exciting3 5 FALSE
## 2660 54 2 Game4Exciting3 7 FALSE
## 2661 57 2 Game4Exciting3 3 FALSE
## 2662 58 5 Game4Exciting3 3 FALSE
## 2663 59 1 Game4Exciting3 5 FALSE
## 2664 60 6 Game4Exciting3 5 FALSE
## 2665 67 4 Game4Exciting3 1 FALSE
## 2666 68 3 Game4Exciting3 5 FALSE
## 2667 69 6 Game4Exciting3 4 FALSE
## 2668 70 2 Game4Exciting3 6 FALSE
## 2669 71 5 Game4Exciting3 1 FALSE
## 2670 73 1 Game4Exciting3 5 FALSE
## 2671 74 2 Game4Exciting3 4 FALSE
## 2672 81 5 Game4Exciting3 6 FALSE
## 2673 82 3 Game4Exciting3 5 FALSE
## 2674 83 4 Game4Exciting3 7 FALSE
## 2675 84 4 Game4Exciting3 7 FALSE
## 2676 85 5 Game4Exciting3 1 FALSE
## 2677 86 3 Game4Exciting3 5 FALSE
## 2678 88 6 Game4Exciting3 2 FALSE
## 2679 90 3 Game4Exciting3 5 FALSE
## 2680 1 2 Game4Neutral1 1 FALSE
## 2681 3 1 Game4Neutral1 3 FALSE
## 2682 6 6 Game4Neutral1 3 FALSE
## 2683 9 5 Game4Neutral1 6 FALSE
## 2684 10 1 Game4Neutral1 2 FALSE
## 2685 11 2 Game4Neutral1 1 FALSE
## 2686 12 4 Game4Neutral1 4 FALSE
## 2687 16 3 Game4Neutral1 2 FALSE
## 2688 18 1 Game4Neutral1 1 FALSE
## 2689 20 3 Game4Neutral1 4 FALSE
## 2690 21 6 Game4Neutral1 2 FALSE
## 2691 22 5 Game4Neutral1 5 FALSE
## 2692 24 2 Game4Neutral1 5 FALSE
## 2693 25 2 Game4Neutral1 7 FALSE
## 2694 26 1 Game4Neutral1 6 FALSE
## 2695 35 2 Game4Neutral1 4 FALSE
## 2696 36 6 Game4Neutral1 4 FALSE
## 2697 38 6 Game4Neutral1 6 FALSE
## 2698 41 5 Game4Neutral1 3 FALSE
## 2699 42 2 Game4Neutral1 4 FALSE
## 2700 43 6 Game4Neutral1 5 FALSE
## 2701 44 2 Game4Neutral1 2 FALSE
## 2702 45 3 Game4Neutral1 5 FALSE
## 2703 47 4 Game4Neutral1 1 FALSE
## 2704 49 5 Game4Neutral1 5 FALSE
## 2705 52 1 Game4Neutral1 4 FALSE
## 2706 53 6 Game4Neutral1 6 FALSE
## 2707 54 2 Game4Neutral1 6 FALSE
## 2708 57 2 Game4Neutral1 5 FALSE
## 2709 58 5 Game4Neutral1 5 FALSE
## 2710 59 1 Game4Neutral1 4 FALSE
## 2711 60 6 Game4Neutral1 6 FALSE
## 2712 67 4 Game4Neutral1 2 FALSE
## 2713 68 3 Game4Neutral1 3 FALSE
## 2714 69 6 Game4Neutral1 6 FALSE
## 2715 70 2 Game4Neutral1 4 FALSE
## 2716 71 5 Game4Neutral1 5 FALSE
## 2717 73 1 Game4Neutral1 2 FALSE
## 2718 74 2 Game4Neutral1 4 FALSE
## 2719 81 5 Game4Neutral1 7 FALSE
## 2720 82 3 Game4Neutral1 6 FALSE
## 2721 83 4 Game4Neutral1 1 FALSE
## 2722 84 4 Game4Neutral1 3 FALSE
## 2723 85 5 Game4Neutral1 1 FALSE
## 2724 86 3 Game4Neutral1 3 FALSE
## 2725 88 6 Game4Neutral1 5 FALSE
## 2726 90 3 Game4Neutral1 1 FALSE
## 2727 1 2 Game4Neutral2 5 FALSE
## 2728 3 1 Game4Neutral2 2 FALSE
## 2729 6 6 Game4Neutral2 5 FALSE
## 2730 9 5 Game4Neutral2 2 FALSE
## 2731 10 1 Game4Neutral2 4 FALSE
## 2732 11 2 Game4Neutral2 5 FALSE
## 2733 12 4 Game4Neutral2 5 FALSE
## 2734 16 3 Game4Neutral2 3 FALSE
## 2735 18 1 Game4Neutral2 2 FALSE
## 2736 20 3 Game4Neutral2 5 FALSE
## 2737 21 6 Game4Neutral2 1 FALSE
## 2738 22 5 Game4Neutral2 1 FALSE
## 2739 24 2 Game4Neutral2 3 FALSE
## 2740 25 2 Game4Neutral2 7 FALSE
## 2741 26 1 Game4Neutral2 6 FALSE
## 2742 35 2 Game4Neutral2 5 FALSE
## 2743 36 6 Game4Neutral2 3 FALSE
## 2744 38 6 Game4Neutral2 5 FALSE
## 2745 41 5 Game4Neutral2 2 FALSE
## 2746 42 2 Game4Neutral2 1 FALSE
## 2747 43 6 Game4Neutral2 2 FALSE
## 2748 44 2 Game4Neutral2 5 FALSE
## 2749 45 3 Game4Neutral2 3 FALSE
## 2750 47 4 Game4Neutral2 5 FALSE
## 2751 49 5 Game4Neutral2 3 FALSE
## 2752 52 1 Game4Neutral2 5 FALSE
## 2753 53 6 Game4Neutral2 1 FALSE
## 2754 54 2 Game4Neutral2 3 FALSE
## 2755 57 2 Game4Neutral2 5 FALSE
## 2756 58 5 Game4Neutral2 1 FALSE
## 2757 59 1 Game4Neutral2 4 FALSE
## 2758 60 6 Game4Neutral2 4 FALSE
## 2759 67 4 Game4Neutral2 3 FALSE
## 2760 68 3 Game4Neutral2 2 FALSE
## 2761 69 6 Game4Neutral2 3 FALSE
## 2762 70 2 Game4Neutral2 4 FALSE
## 2763 71 5 Game4Neutral2 6 FALSE
## 2764 73 1 Game4Neutral2 2 FALSE
## 2765 74 2 Game4Neutral2 2 FALSE
## 2766 81 5 Game4Neutral2 5 FALSE
## 2767 82 3 Game4Neutral2 6 FALSE
## 2768 83 4 Game4Neutral2 1 FALSE
## 2769 84 4 Game4Neutral2 3 FALSE
## 2770 85 5 Game4Neutral2 1 FALSE
## 2771 86 3 Game4Neutral2 4 FALSE
## 2772 88 6 Game4Neutral2 3 FALSE
## 2773 90 3 Game4Neutral2 2 FALSE
## 2774 1 2 Game4Neutral3 2 FALSE
## 2775 3 1 Game4Neutral3 4 FALSE
## 2776 6 6 Game4Neutral3 5 FALSE
## 2777 9 5 Game4Neutral3 2 FALSE
## 2778 10 1 Game4Neutral3 2 FALSE
## 2779 11 2 Game4Neutral3 2 FALSE
## 2780 12 4 Game4Neutral3 1 FALSE
## 2781 16 3 Game4Neutral3 4 FALSE
## 2782 18 1 Game4Neutral3 1 FALSE
## 2783 20 3 Game4Neutral3 3 FALSE
## 2784 21 6 Game4Neutral3 2 FALSE
## 2785 22 5 Game4Neutral3 2 FALSE
## 2786 24 2 Game4Neutral3 5 FALSE
## 2787 25 2 Game4Neutral3 5 FALSE
## 2788 26 1 Game4Neutral3 7 FALSE
## 2789 35 2 Game4Neutral3 3 FALSE
## 2790 36 6 Game4Neutral3 3 FALSE
## 2791 38 6 Game4Neutral3 4 FALSE
## 2792 41 5 Game4Neutral3 6 FALSE
## 2793 42 2 Game4Neutral3 1 FALSE
## 2794 43 6 Game4Neutral3 2 FALSE
## 2795 44 2 Game4Neutral3 4 FALSE
## 2796 45 3 Game4Neutral3 2 FALSE
## 2797 47 4 Game4Neutral3 4 FALSE
## 2798 49 5 Game4Neutral3 3 FALSE
## 2799 52 1 Game4Neutral3 4 FALSE
## 2800 53 6 Game4Neutral3 1 FALSE
## 2801 54 2 Game4Neutral3 2 FALSE
## 2802 57 2 Game4Neutral3 4 FALSE
## 2803 58 5 Game4Neutral3 1 FALSE
## 2804 59 1 Game4Neutral3 4 FALSE
## 2805 60 6 Game4Neutral3 1 FALSE
## 2806 67 4 Game4Neutral3 4 FALSE
## 2807 68 3 Game4Neutral3 2 FALSE
## 2808 69 6 Game4Neutral3 1 FALSE
## 2809 70 2 Game4Neutral3 4 FALSE
## 2810 71 5 Game4Neutral3 5 FALSE
## 2811 73 1 Game4Neutral3 2 FALSE
## 2812 74 2 Game4Neutral3 1 FALSE
## 2813 81 5 Game4Neutral3 3 FALSE
## 2814 82 3 Game4Neutral3 4 FALSE
## 2815 83 4 Game4Neutral3 1 FALSE
## 2816 84 4 Game4Neutral3 2 FALSE
## 2817 85 5 Game4Neutral3 4 FALSE
## 2818 86 3 Game4Neutral3 1 FALSE
## 2819 88 6 Game4Neutral3 1 FALSE
## 2820 90 3 Game4Neutral3 5 FALSEHere are a couple other useful ways of manipulating columns. (You won’t remember all the functions you see here now, but that’s okay. You can always reference this tutorial later if there’s something you need to figure out how to do.)
rating_hyp_long_d = rating_hyp_long_d %>%
mutate(
GameNumber = as.numeric(substr(rating_hyp_long_d$Measurement, 5, 5)),
ConfrontationalGame = GameNumber <= 2, # in a mutate, we can use a column we created (or changed) right away. Games 1 and 2 are confrontational, games 3 and 4 are not.
Emotion = str_extract(Measurement, "Angry|Neutral|Excited|Exciting|Calm"),
Emotion = ifelse(Emotion == "Excited", "Exciting", # this just gets rid of some annoying labeling choices
ifelse(Emotion == "Calm", "Neutral", Emotion))
) Groups, Summaries, and Results
Performance Hypothesis
For the performance data, we need to do a little bit of manipulation of the columns in order to get to the performance measures the experimenters actually used. Because they want to compare changes in performance across games that have very different scoring systems, the easiest solution is to compare z-scores. The way they did this was to z-score performance before music, z-score performance after music, and then create a difference measure which is a difference of z-scores. (To my mind, this is actually not quite the correct way to analyze this data, but like the replication we will follow the original authors.)
We’ll add a new z-scored value column. However, we have to be careful! We want to z-score within groups of the rows, that are all the same type of measurement. For example, we want to z-score the “DinnerDashWithMusic” scores with respect to eachother, but not with respect to the scores from the other game, for example. We can use the group_by function to set groups, and then all the changes we apply will only occur within those groups until we ungroup the dataset.
To make this more concrete, let’s see how the group_by function can let us compute means within different groups, for example mean scores on the two different games.
performance_hyp_long_d %>%
group_by(ConfrontationalGame) %>%
summarize(AvgScore = mean(Score, na.rm=T)) # the na.rm tells R to ignore NA values## # A tibble: 2 x 2
## ConfrontationalGame AvgScore
## <lgl> <dbl>
## 1 FALSE 5288.
## 2 TRUE 18.3This makes it clear why we can’t just z-score the games together! The scores are very different between games. So let’s z-score within groups (using the scale function):
performance_hyp_long_d = performance_hyp_long_d %>%
group_by(ConfrontationalGame, WithMusic) %>% # we're going to compute four sets of z-scores, one for the confrontational game without music, one for the confrontational game with, one for the nonconfrontational game without music, and one for the nonconfrontational game with
mutate(z_scored_performance = scale(Score)) %>%
ungroup()Rating Hypothesis
The rating hypothesis analysis also requires some grouped manipulation: the experimenters collected repeated measures (ratings in each emotion category and each music/recall category from each game). They then averaged all the ratings that were from a given emotion and game type together to produce a nice summary. Your job is to implement this, calling the new variable MeanRating, and save the summarized data in a new data frame called rating_summary_d. (Hint: use a group_by and a summarize.)
echo=TRUE
rating_summary_d = rating_hyp_long_d %>%
group_by(Emotion,ConfrontationalGame) %>%
summarize(MeanRating = mean(Rating,na.rm=T))
## your code hereLet’s take a look at the result:
rating_summary_d## # A tibble: 6 x 3
## # Groups: Emotion [3]
## Emotion ConfrontationalGame MeanRating
## <chr> <lgl> <dbl>
## 1 Angry FALSE 2.72
## 2 Angry TRUE 4.68
## 3 Exciting FALSE 3.97
## 4 Exciting TRUE 3.05
## 5 Neutral FALSE 3.68
## 6 Neutral TRUE 2.16And a simple bar plot (don’t worry too much about what exactly this code is doing):
ggplot(rating_summary_d, aes(x=ConfrontationalGame, y=MeanRating, fill=Emotion)) +
geom_bar(position="dodge", stat="identity") +
scale_fill_brewer(palette="Set1")
Up to reordering (and the fact that we didn’t compute error bars), this is a pretty decent replication of Fig. 1 from the original Tamir et al. paper. The ratings were highest for Angry in the confrontational game, and lowest for Angry in the non-confrontational game.
And the long form dataset makes it easy to run a linear model (don’t worry too much about this, we’ll talk more about it in 252).
model = lm(Rating ~ ConfrontationalGame * Emotion, rating_hyp_long_d)
summary(model)##
## Call:
## lm(formula = Rating ~ ConfrontationalGame * Emotion, data = rating_hyp_long_d)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.6787 -1.1553 -0.0468 1.3170 4.8447
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 2.71702 0.07965 34.114
## ConfrontationalGameTRUE 1.96170 0.11264 17.416
## EmotionExciting 1.25319 0.11264 11.126
## EmotionNeutral 0.96596 0.11264 8.576
## ConfrontationalGameTRUE:EmotionExciting -2.88511 0.15929 -18.112
## ConfrontationalGameTRUE:EmotionNeutral -3.48936 0.15929 -21.905
## Pr(>|t|)
## (Intercept) <2e-16 ***
## ConfrontationalGameTRUE <2e-16 ***
## EmotionExciting <2e-16 ***
## EmotionNeutral <2e-16 ***
## ConfrontationalGameTRUE:EmotionExciting <2e-16 ***
## ConfrontationalGameTRUE:EmotionNeutral <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.727 on 2814 degrees of freedom
## Multiple R-squared: 0.1896, Adjusted R-squared: 0.1882
## F-statistic: 131.7 on 5 and 2814 DF, p-value: < 2.2e-16Performance Hypothesis (Continued)
There are still a few more steps to go for the performance hypothesis. We need to take a difference score to see how people improved from before hearing the music to after, and then see if the improvement is larger if they heard music congruent with the type of game.
To compute the difference score, we have to make our data a bit wider. We now want to subtract the pre-music scores from the post-music scores, which is easiest to do if they are in two different columns. To do this we’ll use the spread function (which is more or less the opposite of gather)
performance_diff_d = performance_hyp_long_d %>%
mutate(WithMusic = factor(WithMusic, levels=c(F, T), labels=c("PreMusic", "PostMusic"))) %>% # first, tweak the variable so our code is easier to read.
select(-c("Score", "Measurement")) %>% # now we remove columns we don't need (bonus: leave them in and see if you can understand what goes wrong!)
spread(WithMusic, z_scored_performance) %>%
mutate(ImprovementScore=PostMusic-PreMusic)Let’s take a look at the end result:
performance_diff_d## # A tibble: 176 x 7
## Subject Cond Confrontational… MusicCondition PreMusic PostMusic
## <dbl> <dbl> <lgl> <fct> <dbl> <dbl>
## 1 1 2 FALSE Exciting 0.262 -0.0751
## 2 1 2 TRUE Exciting 0.739 -0.205
## 3 3 1 FALSE Anger -2.86 -0.732
## 4 3 1 TRUE Anger -0.150 0.313
## 5 4 4 FALSE Anger 1.71 1.48
## 6 4 4 TRUE Anger -1.68 -0.205
## 7 5 5 FALSE Exciting 0.311 1.24
## 8 5 5 TRUE Exciting 0.231 0.313
## 9 6 6 FALSE Neutral 0.960 0.710
## 10 6 6 TRUE Neutral 0.866 0.442
## # … with 166 more rows, and 1 more variable: ImprovementScore <dbl>If you don’t understand every step of that code (or any other dplyr code), it can be helpful to look at the result of running just the first line, then just the first two lines, and so on.
Now we’re finally to reproduce Fig. 2 from Tamir et al., we just need to get the mean differences within each game and each kind of music, and save them to a variable called MeanImprovementScore:
echo=TRUE
performance_diff_summary_d = performance_diff_d %>%
group_by(ConfrontationalGame,MusicCondition) %>%
summarise(MeanImprovementScore = mean(ImprovementScore,na.rm = T),
SEM = (sd(ImprovementScore,na.rm=T)/sqrt(length(performance_diff_d$ImprovementScore[!is.na(performance_diff_d$ImprovementScore)])))) #exclude NA's from sample size
## Your code hereLet’s take a look at your result (if it has NA values, how can you fix it?):
performance_diff_summary_d## # A tibble: 6 x 4
## # Groups: ConfrontationalGame [2]
## ConfrontationalGame MusicCondition MeanImprovementScore SEM
## <lgl> <fct> <dbl> <dbl>
## 1 FALSE Anger -0.179 0.103
## 2 FALSE Exciting -0.0182 0.0589
## 3 FALSE Neutral 0.114 0.0666
## 4 TRUE Anger 0.0612 0.0685
## 5 TRUE Exciting 0.169 0.0763
## 6 TRUE Neutral -0.225 0.0805and plot it!
ggplot(performance_diff_summary_d, aes(x=ConfrontationalGame, y=MeanImprovementScore, fill=MusicCondition)) +
geom_bar(position="dodge", stat="identity") +
scale_fill_brewer(palette="Set1") +
geom_errorbar(aes(ymin=MeanImprovementScore-SEM, ymax=MeanImprovementScore+SEM),position="dodge")
(Bonus: also calculate the SEM in the summary data, and then add errorbars to the plot with geom_errorbar!)
Not quite as exact a replication of the effect as Fig. 1. This concurs with the replication report, which says that the hypothesis 1 effect replicated, but hypothesis 2 did not. Here’s a model just for thoroughness (again, don’t worry too much about it):
performance_model = lm(ImprovementScore ~ ConfrontationalGame * MusicCondition, performance_diff_d)
summary(performance_model)##
## Call:
## lm(formula = ImprovementScore ~ ConfrontationalGame * MusicCondition,
## data = performance_diff_d)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.5402 -0.6284 -0.0744 0.6253 2.8550
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) -0.1786 0.1895 -0.942
## ConfrontationalGameTRUE 0.2398 0.2760 0.869
## MusicConditionExciting 0.1603 0.2657 0.603
## MusicConditionNeutral 0.2926 0.2657 1.101
## ConfrontationalGameTRUE:MusicConditionExciting -0.0530 0.3815 -0.139
## ConfrontationalGameTRUE:MusicConditionNeutral -0.5786 0.3800 -1.523
## Pr(>|t|)
## (Intercept) 0.347
## ConfrontationalGameTRUE 0.386
## MusicConditionExciting 0.547
## MusicConditionNeutral 0.272
## ConfrontationalGameTRUE:MusicConditionExciting 0.890
## ConfrontationalGameTRUE:MusicConditionNeutral 0.130
##
## Residual standard error: 1.003 on 164 degrees of freedom
## (6 observations deleted due to missingness)
## Multiple R-squared: 0.02179, Adjusted R-squared: -0.008033
## F-statistic: 0.7306 on 5 and 164 DF, p-value: 0.6014