This is a document containing most of the summarative/inferential statistics and graphics for experiment 4 of P032a–the insight experiment. It has been written in a R markdown document and knitted into a html document. It also can be converted into a neat .pdf using LaTex libraries.

Experiment 1 - Pre-training & Training of Directional Movement

Phases 1A & 1B

Phase 1A & 1B Information

1A & 1B Info
TrainingPhase Subject NumSessions
1.a Athena 6
1.b Athena 6
1.a Bowser 5
1.b Bowser 6
1.a Darwin 6
1.b Darwin 4
1.a Estelle 6
1.b Estelle 6
1.a Herriot 6
1.b Herriot 6
1.a Wario 6
1.b Wario 6
1.a Yoshi 3
1.b Yoshi 3
1.a Mario 2
1.b Mario 3

1A & 1B Pecking accuracy

1A & 1B First Session Pecking Accuracy
Subject PeckingAccuracy SessionNum MeanofAccuracy SDofAccuracy
Athena 0.2008032 1 0.1653119 0.190109
Bowser 0.0000000 1 0.1653119 0.190109
Darwin 0.0329598 1 0.1653119 0.190109
Estelle 0.5376344 1 0.1653119 0.190109
Herriot 0.0102041 1 0.1653119 0.190109
Wario 0.3448276 1 0.1653119 0.190109
Yoshi 0.1362683 1 0.1653119 0.190109
Mario 0.0597976 1 0.1653119 0.190109
1A & 1B Terminal SessionPecking Accuracy
Subject PeckingAccuracy SessionNum MeanofAccuracy SDofAccuracy
Athena 0.2876106 12 0.2459685 0.1190898
Bowser 0.1752022 8 0.2459685 0.1190898
Darwin 0.1533019 10 0.2459685 0.1190898
Estelle 0.2210884 12 0.2459685 0.1190898
Herriot 0.4452055 11 0.2459685 0.1190898
Wario 0.3801170 12 0.2459685 0.1190898
Yoshi 0.0885559 6 0.2459685 0.1190898
Mario 0.2166667 5 0.2459685 0.1190898 
## 
## Call:
## glm(formula = PeckingAccuracy ~ SessionNum, data = GLM_data)
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 0.0651088  0.0014490   44.93   <2e-16 ***
## SessionNum  0.0127145  0.0002494   50.98   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 0.01646209)
## 
##     Null deviance: 506.86  on 28192  degrees of freedom
## Residual deviance: 464.08  on 28191  degrees of freedom
## AIC: -35768
## 
## Number of Fisher Scoring iterations: 2

1A & 1B Trial Latency

1A & 1B First Session IRTs
Subject SessionNum MeanIRT MeanofMeanIRT sdIRT
Herriot 1 169.50000 secs 95.71113 secs 57.45538
Yoshi 1 1.50000 secs 95.71113 secs 57.45538
Athena 1 104.00000 secs 95.71113 secs 57.45538
Bowser 1 81.70213 secs 95.71113 secs 57.45538
Wario 1 80.68966 secs 95.71113 secs 57.45538
Mario 1 136.87500 secs 95.71113 secs 57.45538
1A & 1B Terminal Session IRTs
Subject SessionNum MeanIRT MeanofMeanIRT sdIRT
Yoshi 6 4.000000 secs 66.77302 secs 54.4261
Wario 12 7.687500 secs 66.77302 secs 54.4261
Herriot 10 1.296875 secs 66.77302 secs 54.4261
Athena 11 90.000000 secs 66.77302 secs 54.4261
Estelle 12 121.224490 secs 66.77302 secs 54.4261
Bowser 7 74.285714 secs 66.77302 secs 54.4261
Darwin 10 106.909091 secs 66.77302 secs 54.4261
Mario 5 128.780488 secs 66.77302 secs 54.4261

No effect of the linear GLM across both 1A and 1B combined trial latency b/c of the multi-modal distribution (specifically a peak at the start of )

## 
## Call:
## glm(formula = MeanIRT ~ SessionNum, data = GLM_data)
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   75.254     14.441   5.211 1.96e-06 ***
## SessionNum    -1.717      2.266  -0.758    0.451    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 3414.664)
## 
##     Null deviance: 230743  on 68  degrees of freedom
## Residual deviance: 228782  on 67  degrees of freedom
## AIC: 761.16
## 
## Number of Fisher Scoring iterations: 2

Phases 1C & 1D

Phase 1C & 1D Information

1C & 1D Info
TrainingPhase Subject NumSessions
2.a Athena 11
2.b Athena 5
2.a Bowser 11
2.b Bowser 5
2.a Darwin 11
2.b Darwin 5
2.a Estelle 11
2.b Estelle 5
2.a Herriot 10
2.b Herriot 5
2.a Wario 11
2.b Wario 5
2.a Yoshi 10
2.b Yoshi 5
2.a Mario 9
2.b Mario 5

Phase 1C Trial Latency

1C First Session IRTs
Subject SessionNum MeanIRT MeanofMeanIRT sdIRT
Mario 8 6.373016 secs 6.373016 secs NA
Herriot 10 2.734375 secs 2.734375 secs NA
Wario 11 5.921875 secs 5.921875 secs NA
Yoshi 10 3.875000 secs 3.875000 secs NA
Darwin 11 198.461538 secs 198.461538 secs NA
Estelle 11 131.818182 secs 131.818182 secs NA
Bowser 11 148.823529 secs 148.823529 secs NA
Athena 11 125.593220 secs 125.593220 secs NA
1C Terminal Session IRTs
Subject SessionNum MeanIRT MeanofMeanIRT sdIRT
Mario 8 24.328125 secs 172.5371 secs 207.1052
Herriot 10 2.734375 secs 172.5371 secs 207.1052
Wario 11 5.921875 secs 172.5371 secs 207.1052
Yoshi 10 3.875000 secs 172.5371 secs 207.1052
Darwin 11 551.250000 secs 172.5371 secs 207.1052
Estelle 11 375.937500 secs 172.5371 secs 207.1052
Bowser 11 262.500000 secs 172.5371 secs 207.1052
Athena 11 153.750000 secs 172.5371 secs 207.1052 
## 
## Call:
## glm(formula = MeanIRT ~ SessionNum, data = GLM_data)
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)
## (Intercept)  -2415.5     1557.4  -1.551    0.172
## SessionNum     277.4      149.4   1.856    0.113
## 
## (Dispersion parameter for gaussian family taken to be 175836.6)
## 
##     Null deviance: 1660905  on 7  degrees of freedom
## Residual deviance: 1055020  on 6  degrees of freedom
## AIC: 123.02
## 
## Number of Fisher Scoring iterations: 2

Phase 1D Trial Latency

1D First Session IRTs
Subject SessionNum MeanIRT MeanofMeanIRT sdIRT
Yoshi 1 2.125000 secs 366.9101 secs 695.8779
Wario 1 1.765625 secs 366.9101 secs 695.8779
Mario 1 7.500000 secs 366.9101 secs 695.8779
Herriot 1 3.281250 secs 366.9101 secs 695.8779
Athena 1 191.250000 secs 366.9101 secs 695.8779
Estelle 1 2038.421053 secs 366.9101 secs 695.8779
Bowser 1 210.937500 secs 366.9101 secs 695.8779
Darwin 1 480.000000 secs 366.9101 secs 695.8779
1D Terminal Session IRTs
Subject SessionNum MeanIRT MeanofMeanIRT sdIRT
Herriot 5 3.843750 secs 192.3047 secs 172.0539
Yoshi 5 2.171875 secs 192.3047 secs 172.0539
Wario 5 3.359375 secs 192.3047 secs 172.0539
Athena 5 160.312500 secs 192.3047 secs 172.0539
Bowser 4 378.750000 secs 192.3047 secs 172.0539
Estelle 5 355.312500 secs 192.3047 secs 172.0539
Darwin 5 261.562500 secs 192.3047 secs 172.0539
Mario 5 373.125000 secs 192.3047 secs 172.0539 
## 
## Call:
## glm(formula = MeanIRT ~ SessionNum, data = GLM_data)
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)
## (Intercept)   1231.1      872.7   1.411    0.208
## SessionNum    -213.1      178.6  -1.193    0.278
## 
## (Dispersion parameter for gaussian family taken to be 27915.01)
## 
##     Null deviance: 207218  on 7  degrees of freedom
## Residual deviance: 167490  on 6  degrees of freedom
## AIC: 108.3
## 
## Number of Fisher Scoring iterations: 2

Phase 1E

Phase 1F

Experiment 4 - Insight Experiment

Phase 4A

Phase 4A Information

4A Info
Subject InsightTrialType NTrials MeanSAP
Herriot 7.1 13 10.000000
Wario 7.1 11 2.909091
Yoshi 7.1 3 15.666667

4A first trial information

4A First Trial Completion Times (in seconds)
Subject InsightTrialType FirstTrialCompletion MeanofFirstTrialCompletion meanIRI
Herriot 7.1 35 742 0.6730769 secs
Wario 7.1 2160 742 39.2727273 secs
Yoshi 7.1 31 742 1.2400000 secs
4A First Trial SAP
Subject InsightTrialType FirstTrialSap MeanofFirstTrialSap
Herriot 7.1 4 4.666667
Wario 7.1 8 4.666667
Yoshi 7.1 2 4.666667

Rest of 4A session information

4A Session-Wide Trial Duration (in seconds)
Subject InsightTrialType NTrials MeanTrialDuration MoMTrialDuration sdTD
Herriot 7.1 12 73.5 817.4167 1450.769
Wario 7.1 10 1794.0 817.4167 1450.769
Yoshi 7.1 2 398.0 817.4167 1450.769
4A Session-Wide IRIs (in seconds)
Subject InsightTrialType NTrials MeanIRI MoMIRI sdMeanIRI
Herriot 7.1 12 1.084217 secs 21.72396 secs 24.73077
Wario 7.1 10 50.366908 secs 21.72396 secs 24.73077
Yoshi 7.1 2 2.347680 secs 21.72396 secs 24.73077
4A Session-Wide SAP
Subject InsightTrialType NTrials MeanSAP MoMSAP sdSAP
Herriot 7.1 12 10.5 8.125 8.237309
Wario 7.1 10 2.4 8.125 8.237309
Yoshi 7.1 2 22.5 8.125 8.237309

4A GLMs

4A GLM for SAP

## 
## Call:
## glm(formula = TrialSap ~ KeyTrialCounter, data = GLM_data)
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)   
## (Intercept)       9.7942     2.9622   3.306  0.00286 **
## KeyTrialCounter  -0.3402     0.4206  -0.809  0.42634   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 62.80461)
## 
##     Null deviance: 1611.2  on 26  degrees of freedom
## Residual deviance: 1570.1  on 25  degrees of freedom
## AIC: 192.33
## 
## Number of Fisher Scoring iterations: 2

4A GLM for Trial Completion Time

## 
## Call:
## glm(formula = TrialDuration ~ KeyTrialCounter, data = GLM_data)
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)  
## (Intercept)      1222.01     527.44   2.317    0.029 *
## KeyTrialCounter   -68.41      74.90  -0.913    0.370  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 1991159)
## 
##     Null deviance: 51440041  on 26  degrees of freedom
## Residual deviance: 49778974  on 25  degrees of freedom
## AIC: 472.16
## 
## Number of Fisher Scoring iterations: 2

4A GLM for Inter-Response Intervals

## 
## Call:
## glm(formula = MeanTrialIRI ~ KeyTrialCounter, data = GLM_data)
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)  
## (Intercept)      22.6218     9.9329   2.277   0.0316 *
## KeyTrialCounter  -0.2959     1.4105  -0.210   0.8355  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 706.1871)
## 
##     Null deviance: 17686  on 26  degrees of freedom
## Residual deviance: 17655  on 25  degrees of freedom
## AIC: 257.66
## 
## Number of Fisher Scoring iterations: 2

Phase 4B

Phase 4B Information

4B Info
Subject InsightTrialType NTrials MeanSAP
Herriot 7.2 12 4.666667
Wario 7.2 16 2.875000
Yoshi 7.2 4 4.000000

4B first trial information

4B First Trial Completion Times (in seconds)
Subject InsightTrialType FirstTrialCompletion MeanofFirstTrialCompletion meanIRI
Herriot 7.2 75 265.6667 0.8630137 secs
Wario 7.2 660 265.6667 26.4000000 secs
Yoshi 7.2 62 265.6667 1.6756757 secs
4B First Trial SAP
Subject InsightTrialType FirstTrialSap MeanofFirstTrialSap
Herriot 7.2 14 5.333333
Wario 7.2 0 5.333333
Yoshi 7.2 2 5.333333

Rest of 4B session information

4B Session-Wide Trial Duration (in seconds)
Subject InsightTrialType NTrials MeanTrialDuration MoMTrialDuration sdTD
Herriot 7.2 12 36.08333 912.0938 1055.701
Wario 7.2 16 1785.00000 912.0938 1055.701
Yoshi 7.2 4 48.50000 912.0938 1055.701
4B Session-Wide IRIs (in seconds)
Subject InsightTrialType NTrials MeanIRI MoMIRI sdMeanIRI
Herriot 7.2 12 0.7539915 secs 19.43067 secs 18.92713
Wario 7.2 16 38.0596205 secs 19.43067 secs 18.92713
Yoshi 7.2 4 0.9448971 secs 19.43067 secs 18.92713
4B Session-Wide SAP
Subject InsightTrialType NTrials MeanSAP MoMSAP sdSAP
Herriot 7.2 12 4.666667 3.6875 3.136029
Wario 7.2 16 2.875000 3.6875 3.136029
Yoshi 7.2 4 4.000000 3.6875 3.136029

4B GLMs

4B GLM for SAP

## 
## Call:
## glm(formula = TrialSap ~ KeyTrialCounter, data = GLM_data)
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)    
## (Intercept)       5.0000     1.0281   4.864 3.42e-05 ***
## KeyTrialCounter  -0.1875     0.1247  -1.504    0.143    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 9.45)
## 
##     Null deviance: 304.88  on 31  degrees of freedom
## Residual deviance: 283.50  on 30  degrees of freedom
## AIC: 166.62
## 
## Number of Fisher Scoring iterations: 2

4B GLM for Trial Completion Time

## 
## Call:
## glm(formula = TrialDuration ~ KeyTrialCounter, data = GLM_data)
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)  
## (Intercept)       694.50     355.83   1.952   0.0604 .
## KeyTrialCounter    31.09      43.15   0.720   0.4769  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 1132071)
## 
##     Null deviance: 34549641  on 31  degrees of freedom
## Residual deviance: 33962124  on 30  degrees of freedom
## AIC: 540.81
## 
## Number of Fisher Scoring iterations: 2

4B GLM for Inter-Response Intervals

## 
## Call:
## glm(formula = MeanTrialIRI ~ KeyTrialCounter, data = GLM_data)
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)  
## (Intercept)      12.7865     6.7187   1.903   0.0667 .
## KeyTrialCounter   0.9492     0.8148   1.165   0.2532  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 403.6186)
## 
##     Null deviance: 12656  on 31  degrees of freedom
## Residual deviance: 12109  on 30  degrees of freedom
## AIC: 286.76
## 
## Number of Fisher Scoring iterations: 2

Phase 4C

Phase 4C Information

4C Info
Subject InsightTrialType NTrials MeanSAP
Herriot 7.3 12 3.166667
Wario 7.3 16 4.437500
Yoshi 7.3 2 2.000000

4C first trial information

4C First Trial Completion Times (in seconds)
Subject InsightTrialType FirstTrialCompletion MeanofFirstTrialCompletion meanIRI
Herriot 7.3 41 1350 0.8000000 secs
Wario 7.3 3960 1350 52.0000000 secs
Yoshi 7.3 49 1350 0.9183673 secs
4C First Trial SAP
Subject InsightTrialType FirstTrialSap MeanofFirstTrialSap
Herriot 7.3 4 4.666667
Wario 7.3 8 4.666667
Yoshi 7.3 2 4.666667

Rest of 4C session information

4C Session-Wide Trial Duration (in seconds)
Subject InsightTrialType NTrials MeanTrialDuration MoMTrialDuration sdTD
Herriot 7.3 12 38.83333 1577.067 2080.73
Wario 7.3 16 2921.25000 1577.067 2080.73
Yoshi 7.3 2 53.00000 1577.067 2080.73
4C Session-Wide IRIs (in seconds)
Subject InsightTrialType NTrials MeanIRI MoMIRI sdMeanIRI
Herriot 7.3 12 0.8279698 secs 35.72428 secs 33.19902
Wario 7.3 16 66.2571553 secs 35.72428 secs 33.19902
Yoshi 7.3 2 0.8391837 secs 35.72428 secs 33.19902
4C Session-Wide SAP
Subject InsightTrialType NTrials MeanSAP MoMSAP sdSAP
Herriot 7.3 12 3.166667 3.766667 4.825817
Wario 7.3 16 4.437500 3.766667 4.825817
Yoshi 7.3 2 2.000000 3.766667 4.825817

4C GLMs

4C GLM for SAP

## 
## Call:
## glm(formula = TrialSap ~ KeyTrialCounter, data = GLM_data)
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)    
## (Intercept)       6.2721     1.6333   3.840 0.000644 ***
## KeyTrialCounter  -0.3464     0.1929  -1.796 0.083337 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 21.62928)
## 
##     Null deviance: 675.37  on 29  degrees of freedom
## Residual deviance: 605.62  on 28  degrees of freedom
## AIC: 181.29
## 
## Number of Fisher Scoring iterations: 2

4C GLM for Trial Completion Time

## 
## Call:
## glm(formula = TrialDuration ~ KeyTrialCounter, data = GLM_data)
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)  
## (Intercept)     1645.764    743.498   2.214   0.0352 *
## KeyTrialCounter   -9.497     87.805  -0.108   0.9146  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 4482189)
## 
##     Null deviance: 125553742  on 29  degrees of freedom
## Residual deviance: 125501302  on 28  degrees of freedom
## AIC: 548.54
## 
## Number of Fisher Scoring iterations: 2

4C GLM for Inter-Response Intervals

## 
## Call:
## glm(formula = MeanTrialIRI ~ KeyTrialCounter, data = GLM_data)
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)  
## (Intercept)       17.792     12.225   1.455    0.157  
## KeyTrialCounter    2.479      1.444   1.717    0.097 .
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 1211.77)
## 
##     Null deviance: 37503  on 29  degrees of freedom
## Residual deviance: 33930  on 28  degrees of freedom
## AIC: 302.06
## 
## Number of Fisher Scoring iterations: 2

Phase 4D

Phase 4D Information

4D Info
Subject InsightTrialType NTrials MeanSAP
Herriot 7.4 10 23.50000
Wario 7.4 11 14.36364
Yoshi 7.4 8 10.50000

4D first trial information

4D First Trial Completion Times (in seconds)
Subject InsightTrialType FirstTrialCompletion MeanofFirstTrialCompletion meanIRI
Herriot 7.4 48 608.3333 0.4893617 secs
Wario 7.4 1500 608.3333 25.5555556 secs
Yoshi 7.4 277 608.3333 1.1315789 secs
4D First Trial SAP
Subject InsightTrialType FirstTrialSap MeanofFirstTrialSap
Herriot 7.4 9 17
Wario 7.4 7 17
Yoshi 7.4 35 17

4D second trial information

4D Second Trial Completion Times (in seconds)
Subject InsightTrialType SecondTrialCompletion MeanofSecondTrialCompletion meanIRI
Herriot 7.4 59 2275.333 0.5757576 secs
Wario 7.4 6720 2275.333 58.9285714 secs
Yoshi 7.4 47 2275.333 1.0000000 secs
4D Second Trial SAP
Subject InsightTrialType SecondTrialSap MeanofSecondTrialSap
Herriot 7.4 20 16.66667
Wario 7.4 29 16.66667
Yoshi 7.4 1 16.66667

Rest of 4D session information

4D Session-Wide Trial Duration (in seconds)
Subject InsightTrialType NTrials MeanTrialDuration MoMTrialDuration sdTD
Herriot 7.4 10 111.200 2666.069 10417.8
Wario 7.4 11 6850.909 2666.069 10417.8
Yoshi 7.4 8 105.500 2666.069 10417.8
4D Session-Wide IRIs (in seconds)
Subject InsightTrialType NTrials MeanIRI MoMIRI sdMeanIRI
Herriot 7.4 10 0.7346670 secs 20.14502 secs 25.14514
Wario 7.4 11 51.7511697 secs 20.14502 secs 25.14514
Yoshi 7.4 8 0.9495226 secs 20.14502 secs 25.14514
4D Session-Wide SAP
Subject InsightTrialType NTrials MeanSAP MoMSAP sdSAP
Herriot 7.4 10 23.50000 16.44828 28.53267
Wario 7.4 11 14.36364 16.44828 28.53267
Yoshi 7.4 8 10.50000 16.44828 28.53267

4D Portal Entrance Ratios

4D Percentage of Trials w/ Portal Use
Subject InsightTrialType PortalAccessRate AvgPortalAccessRate
Herriot 7.4 0.3000000 0.2439394
Wario 7.4 0.1818182 0.2439394
Yoshi 7.4 0.2500000 0.2439394
4D - Performance in Trials w/ Portal Use
Subject InsightTrialType NTrials MeanSAP MoMSAP sdSAP MeanTrialDuration MoMTrialDuration sdTD MeanIRI MoMIRI sdMeanIRI
Herriot 7.4 3 58.0 50.83333 7.549834 266.6667 10680.89 3784.369 0.7629554 secs 35.43281 secs 59.8178
Wario 7.4 2 65.5 50.83333 7.549834 31560.0000 10680.89 3784.369 104.5042857 secs 35.43281 secs 59.8178
Yoshi 7.4 2 29.0 50.83333 7.549834 216.0000 10680.89 3784.369 1.0311983 secs 35.43281 secs 59.8178
4D - Performance in Trials w/o Portal Use
Subject InsightTrialType NTrials MeanSAP MoMSAP sdSAP MeanTrialDuration MoMTrialDuration sdTD MeanIRI MoMIRI sdMeanIRI
Herriot 7.4 7 8.714286 5.349206 4.163332 44.57143 491.0794 838.6014 0.7225434 secs 13.89103 secs 22.63572
Wario 7.4 9 3.000000 5.349206 4.163332 1360.00000 491.0794 838.6014 40.0282550 secs 13.89103 secs 22.63572
Yoshi 7.4 6 4.333333 5.349206 4.163332 68.66667 491.0794 838.6014 0.9222974 secs 13.89103 secs 22.63572

4D GLMs

4D GLM for SAP

## 
## Call:
## glm(formula = TrialSap ~ KeyTrialCounter, data = GLM_data)
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)
## (Intercept)      13.4740    11.3875   1.183    0.247
## KeyTrialCounter   0.5494     1.8532   0.296    0.769
## 
## (Dispersion parameter for gaussian family taken to be 841.5264)
## 
##     Null deviance: 22795  on 28  degrees of freedom
## Residual deviance: 22721  on 27  degrees of freedom
## AIC: 281.55
## 
## Number of Fisher Scoring iterations: 2

4D GLM for Trial Completion Time

## 
## Call:
## glm(formula = TrialDuration ~ KeyTrialCounter, data = GLM_data)
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)
## (Intercept)       4627.3     4142.5   1.117    0.274
## KeyTrialCounter   -362.3      674.1  -0.537    0.595
## 
## (Dispersion parameter for gaussian family taken to be 111359176)
## 
##     Null deviance: 3038854642  on 28  degrees of freedom
## Residual deviance: 3006697741  on 27  degrees of freedom
## AIC: 623.55
## 
## Number of Fisher Scoring iterations: 2

4D GLM for Inter-Response Intervals

## 
## Call:
## glm(formula = MeanTrialIRI ~ KeyTrialCounter, data = GLM_data)
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)
## (Intercept)      19.5697    13.2046   1.482    0.150
## KeyTrialCounter   0.1063     2.1489   0.049    0.961
## 
## (Dispersion parameter for gaussian family taken to be 1131.52)
## 
##     Null deviance: 30554  on 28  degrees of freedom
## Residual deviance: 30551  on 27  degrees of freedom
## AIC: 290.13
## 
## Number of Fisher Scoring iterations: 2

Phase 4E

Phase 4E Information

4E Info
Subject InsightTrialType NTrials MeanSAP
Herriot 7.5 10 2.300000
Wario 7.5 17 1.411765
Yoshi 7.5 2 5.000000

4E first trial information

4E First Trial Completion Times (in seconds)
Subject InsightTrialType FirstTrialCompletion MeanofFirstTrialCompletion meanIRI
Herriot 7.5 27 324.3333 1.083333 secs
Wario 7.5 900 324.3333 30.000000 secs
Yoshi 7.5 46 324.3333 0.893617 secs
4E First Trial SAP
Subject InsightTrialType FirstTrialSap MeanofFirstTrialSap
Herriot 7.5 0 0.6666667
Wario 7.5 0 0.6666667
Yoshi 7.5 2 0.6666667

Rest of 4E session information

4E Session-Wide Trial Duration (in seconds)
Subject InsightTrialType NTrials MeanTrialDuration MoMTrialDuration sdTD
Herriot 7.5 10 36.900 840.1379 878.6648
Wario 7.5 17 1404.706 840.1379 878.6648
Yoshi 7.5 2 57.500 840.1379 878.6648
4E Session-Wide IRIs (in seconds)
Subject InsightTrialType NTrials MeanIRI MoMIRI sdMeanIRI
Herriot 7.5 10 1.204656 secs 25.14 secs 20.5126
Wario 7.5 17 42.074163 secs 25.14 secs 20.5126
Yoshi 7.5 2 0.876386 secs 25.14 secs 20.5126
4E Session-Wide SAP
Subject InsightTrialType NTrials MeanSAP MoMSAP sdSAP
Herriot 7.5 10 2.300000 1.965517 3.55048
Wario 7.5 17 1.411765 1.965517 3.55048
Yoshi 7.5 2 5.000000 1.965517 3.55048

Portal-Dependent info

4E Percentage of Trials w/ Portal Use
Subject InsightTrialType PortalAccessRate AvgPortalAccessRate
Herriot 7.5 0.8000000 0.7960784
Wario 7.5 0.5882353 0.7960784
Yoshi 7.5 1.0000000 0.7960784
4E - Performance in Trials w/ Portal Use
Subject InsightTrialType NTrials MeanSAP MoMSAP sdSAP MeanTrialDuration MoMTrialDuration sdTD MeanIRI MoMIRI sdMeanIRI
Herriot 7.5 8 2.5 2.5 1.1547 31.25 399.5833 498.6325 0.9202549 secs 14.79381 secs 24.06771
Wario 7.5 10 0.0 2.5 1.1547 1110.00 399.5833 498.6325 42.5848031 secs 14.79381 secs 24.06771
Yoshi 7.5 2 5.0 2.5 1.1547 57.50 399.5833 498.6325 0.8763860 secs 14.79381 secs 24.06771
4E - Performance in Trials w/o Portal Use
Subject InsightTrialType NTrials MeanSAP MoMSAP sdSAP MeanTrialDuration MoMTrialDuration sdTD MeanIRI MoMIRI sdMeanIRI
Herriot 7.5 2 1.500000 2.464286 2.828427 59.500 942.6071 2382.95 2.342262 secs 21.84347 secs 27.57887
Wario 7.5 7 3.428571 2.464286 2.828427 1825.714 942.6071 2382.95 41.344676 secs 21.84347 secs 27.57887

4E GLMs

4E GLM for SAP

## 
## Call:
## glm(formula = TrialSap ~ KeyTrialCounter, data = GLM_data)
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)   
## (Intercept)       3.9525     1.1512   3.433  0.00194 **
## KeyTrialCounter  -0.2731     0.1329  -2.054  0.04973 * 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 11.30553)
## 
##     Null deviance: 352.97  on 28  degrees of freedom
## Residual deviance: 305.25  on 27  degrees of freedom
## AIC: 156.56
## 
## Number of Fisher Scoring iterations: 2

4E GLM for Trial Completion Time

## 
## Call:
## glm(formula = TrialDuration ~ KeyTrialCounter, data = GLM_data)
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)  
## (Intercept)       647.27     303.16   2.135    0.042 *
## KeyTrialCounter    26.51      35.01   0.757    0.455  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 783995.2)
## 
##     Null deviance: 21617451  on 28  degrees of freedom
## Residual deviance: 21167872  on 27  degrees of freedom
## AIC: 479.82
## 
## Number of Fisher Scoring iterations: 2

4E GLM for Inter-Response Intervals

## 
## Call:
## glm(formula = MeanTrialIRI ~ KeyTrialCounter, data = GLM_data)
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)  
## (Intercept)      17.5074     8.0233   2.182    0.038 *
## KeyTrialCounter   1.0490     0.9264   1.132    0.267  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 549.1387)
## 
##     Null deviance: 15531  on 28  degrees of freedom
## Residual deviance: 14827  on 27  degrees of freedom
## AIC: 269.17
## 
## Number of Fisher Scoring iterations: 2