A randomisation test was done to test whether the measurements during the incident differed from the measurements during the accompanying control phase. For each separate incident of an ID all measurements of the incident and control phase were resampled 1000 times and for each sample the difference in means were calculated for the measurements during the incidents and the measurements during the control scores. Next this distribution of random differences was compared to the observed mean difference. The the p value is defined as the proportion of random mean differences that was equal or larger than the observed mean difference. Separate analyses were performed for clients and participants. It was hypothesized that significant differences between incident and control measurements for staff participants go together with significant differences for clients. For each ID an overall p value was calculated for staff and clients separately to evaluate whether the difference in means was significant for the total set of incididents. The p’s of the incidents were used to calculate the overall p, using the property that (individual) p values are uniformly distributed.

The boxplot shows the mean difference (incident - control) taking all incididents together, separate for clients and staff and for different ID’s.

ACC Mean

C

res.ACC_mean[[1]]
## $p
##    p.client     p.staff 
## 0.003377683 0.020273726 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1               0.9995              0.9822       0.0173     0.02
## 2         2               1.0085              0.9841       0.0244     0.00
## 3         3               1.0174              1.0144       0.0029     0.36
## 4         4               1.0546              1.0231       0.0315     0.06
## 5         5               1.0067              0.9997       0.0070     0.08
## 6         6               1.0039              0.9933       0.0106     0.15
## 7         7               1.0124              1.0231      -0.0107     0.93
## 8         8               0.9947              1.0389      -0.0442     1.00
## 9         9               1.0193              0.9951       0.0242     0.00
## 10       10               0.9994              0.9941       0.0053     0.17
## 11       11               1.0472              1.0329       0.0144     0.19
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1               1.0148             1.0122      0.0026    0.22
## 2               1.0130             1.0086      0.0045    0.22
## 3               1.0701             1.0169      0.0532    0.01
## 4               1.0695             1.0269      0.0426    0.00
## 5               1.0228             1.0027      0.0200    0.00
## 6               1.0176             1.0213     -0.0037    0.58
## 7               1.0445             1.0269      0.0176    0.12
## 8               1.0537             1.0515      0.0023    0.45
## 9               1.0092             1.0328     -0.0236    0.93
## 10              1.0182             1.0042      0.0140    0.07
## 11              1.0326             1.0497     -0.0171    0.95

E

res.ACC_mean[[2]]
## $p
##   p.client    p.staff 
## 0.06504323 0.26198514 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1               1.0068              1.0262      -0.0194     1.00
## 2         2               0.9898              0.9870       0.0028     0.23
## 3         3               0.9916              0.9880       0.0036     0.17
## 4         4               1.0018              1.0025      -0.0007     0.52
## 5         5               0.9938              0.9785       0.0153     0.00
## 6         6               1.0272              1.0092       0.0180     0.00
## 7         7               1.0310              1.0025       0.0285     0.00
## 8         8               1.0328              0.9988       0.0340     0.00
## 9         9               1.0146              0.9932       0.0215     0.00
## 10       10               1.0292              1.0071       0.0221     0.00
## 11       11                   NA                  NA           NA       NA
## 12       12                   NA                  NA           NA       NA
## 13       13               0.9846              1.0123      -0.0277     1.00
## 14       14               0.9876              1.0318      -0.0442     1.00
## 15       15               0.9974              1.0281      -0.0307     1.00
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1               1.0035             1.0011      0.0024    0.41
## 2               1.0103             1.0003      0.0100    0.12
## 3               1.0020             1.0012      0.0008    0.49
## 4               1.0227             1.0111      0.0116    0.00
## 5               0.9930             1.0328     -0.0398    1.00
## 6               1.0200             1.0222     -0.0022    0.53
## 7               1.0209             1.0085      0.0123    0.02
## 8               1.0207             1.0406     -0.0199    0.96
## 9               1.0276             1.0158      0.0118    0.14
## 10              1.0105             1.0108     -0.0003    0.50
## 11                  NA                 NA          NA      NA
## 12                  NA                 NA          NA      NA
## 13              1.0058             1.0015      0.0043    0.23
## 14              0.9928             1.0134     -0.0206    0.99
## 15              1.0141             1.0115      0.0027    0.44

F

res.ACC_mean[[3]]
## $p
##   p.client    p.staff 
## 0.01976073 0.08724452 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1               1.0789              1.0045       0.0745     0.00
## 2        2               1.0049              1.0058      -0.0008     0.74
## 3        3               1.0436              1.0030       0.0406     0.00
## 4        4               0.9990              1.0021      -0.0031     0.58
## 5        5               1.0360              1.0183       0.0177     0.23
## 6        6               1.0745              1.0085       0.0660     0.01
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              1.0275             1.0310     -0.0035    0.74
## 2              1.0439             1.0096      0.0343    0.00
## 3              1.0240             1.0218      0.0023    0.35
## 4              1.0324             1.0277      0.0047    0.34
## 5              1.0346             1.0343      0.0003    0.51
## 6              1.0359             1.0305      0.0054    0.09

I

res.ACC_mean[[4]]
## $p
##   p.client    p.staff 
## 0.73955443 0.08705497 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1               0.9991              0.9915       0.0075     0.00
## 2         2               0.9981              0.9943       0.0038     0.02
## 3         3               0.9998              1.0103      -0.0105     1.00
## 4         4               1.0004              1.0110      -0.0106     1.00
## 5         5                  NaN              0.9965          NaN       NA
## 6         6               0.9996              1.0050      -0.0054     0.71
## 7         7                  NaN              0.9965          NaN       NA
## 8         8               1.0049              1.0164      -0.0115     0.84
## 9         9               1.0034              0.9897       0.0137     0.00
## 10       10               1.0122              0.9797       0.0325     0.00
## 11       11               1.0036              0.9848       0.0188     0.00
## 12       12               0.9990              0.9799       0.0191     0.00
## 13       13               0.9901              0.9923      -0.0022     0.69
## 14       14               0.9887              0.9809       0.0078     0.01
## 15       15               0.9926              1.0035      -0.0109     1.00
## 16       16               0.9812              1.0098      -0.0286     1.00
## 17       17               0.9812              1.0036      -0.0224     1.00
## 18       18               0.9892              1.0092      -0.0201     1.00
## 19       19               0.9893              1.0086      -0.0193     1.00
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1               1.0192             1.0196     -0.0004    0.54
## 2               1.0222             1.0152      0.0070    0.10
## 3               0.9931             1.0127     -0.0197    1.00
## 4               0.9999             1.0149     -0.0150    1.00
## 5                  NaN             1.0155         NaN      NA
## 6               1.0300             1.0109      0.0191    0.02
## 7               1.0307             1.0155      0.0152    0.08
## 8               1.0252             1.0633     -0.0381    1.00
## 9               1.0063             1.0216     -0.0154    1.00
## 10              1.0198             1.0085      0.0113    0.01
## 11              1.0158             1.0116      0.0043    0.12
## 12              1.0156             1.0133      0.0023    0.24
## 13              1.0236             1.0215      0.0021    0.44
## 14              1.0236             1.0086      0.0150    0.10
## 15              1.0104             1.0118     -0.0013    0.65
## 16              1.0250             1.0145      0.0105    0.06
## 17              1.0218             1.0079      0.0140    0.03
## 18              1.0248             1.0204      0.0043    0.19
## 19              1.0197             1.0234     -0.0037    0.75

M

res.ACC_mean[[5]]
## $p
##  p.client   p.staff 
## 0.1170125 0.8874965 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1               1.0090              0.9894       0.0196     0.01
## 2        2               1.0009              0.9942       0.0067     0.00
## 3        3               1.0170              1.0025       0.0145     0.01
## 4        4               1.0013              1.0216      -0.0202     0.93
## 5        5               0.9995              1.0180      -0.0185     0.92
## 6        6               1.0439              1.0201       0.0238     0.04
## 7        7               1.0017              1.0014       0.0004     0.55
## 8        8               1.0096              0.9924       0.0172     0.00
## 9        9               0.9931              1.0048      -0.0118     1.00
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              1.0002             1.0246     -0.0244    1.00
## 2              1.0240             1.0280     -0.0039    0.72
## 3              1.0266             1.0191      0.0075    0.30
## 4              1.0136             1.0414     -0.0278    1.00
## 5              1.0294             1.0414     -0.0120    0.90
## 6              1.0257             1.0416     -0.0159    0.95
## 7              1.0269             1.0185      0.0083    0.14
## 8              1.0302             1.0147      0.0155    0.08
## 9              1.0423             1.0422      0.0002    0.47

N

res.ACC_mean[[6]]
## $p
##   p.client    p.staff 
## 0.03605786 0.68237208 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1               0.9926              1.0294      -0.0368     1.00
## 2         2               0.9844              1.0157      -0.0313     1.00
## 3         3               0.9829              1.0063      -0.0233     1.00
## 4         4               1.1230              0.9876       0.1355     0.00
## 5         5               1.6078              1.0360       0.5718     0.01
## 6         6               2.1856              1.0139       1.1717     0.00
## 7         7               1.7914              1.0157       0.7757     0.00
## 8         8               1.0023              0.9876       0.0148     0.00
## 9         9               0.9982              1.0004      -0.0022     0.77
## 10       10               0.9992              0.9947       0.0045     0.00
## 11       11               1.9341              0.9982       0.9359     0.00
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1               1.0227             1.0453     -0.0226    0.94
## 2               1.0270             1.0338     -0.0068    0.73
## 3               0.9941             0.9971     -0.0030    0.62
## 4               0.9975             0.9866      0.0109    0.15
## 5               0.9956             1.0256     -0.0301    1.00
## 6               1.0213             1.0370     -0.0156    0.98
## 7               1.0047             1.0338     -0.0291    0.99
## 8               0.9849             0.9866     -0.0016    0.52
## 9               1.0086             0.9851      0.0234    0.00
## 10              0.9997             0.9886      0.0112    0.03
## 11              1.0036             0.9800      0.0236    0.00

O

res.ACC_mean[[7]]
## $p
##  p.client   p.staff 
## 0.2732807 0.9951207 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1               0.9879              0.9793       0.0086     0.01
## 2        2               1.0112              1.0053       0.0059     0.37
## 3        3               0.9938              0.9980      -0.0041     0.64
## 4        4               0.9923              1.0036      -0.0113     0.91
## 5        5               0.9647              0.9749      -0.0102     1.00
## 6        6               1.0036              0.9678       0.0357     0.03
## 7        7               1.0036              0.9634       0.0402     0.00
## 8        8               0.9789              0.9863      -0.0074     0.77
## 9        9               1.0024              0.9954       0.0071     0.24
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              1.0310             1.0204      0.0107    0.07
## 2              1.0768             1.0700      0.0068    0.35
## 3              1.0191             1.0656     -0.0465    1.00
## 4              1.0376             1.0576     -0.0200    0.86
## 5              0.9911             1.0225     -0.0314    1.00
## 6              1.0229             1.0235     -0.0006    0.51
## 7              1.0162             1.0398     -0.0236    0.94
## 8              1.0095             1.0536     -0.0440    1.00
## 9              1.0211             1.0558     -0.0347    0.96

Boxplot ACC Mean all ID’s

boxplot(res.ACC_mean)

TEMP_mean

C

res.TEMP_mean[[1]]
## $p
##  p.client   p.staff 
## 0.9987996 0.9998876 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1              32.4612             34.0621      -1.6010     1.00
## 2         2              33.3331             33.5340      -0.2009     0.86
## 3         3              31.8041             32.8812      -1.0771     0.99
## 4         4              30.8290             34.7125      -3.8836     1.00
## 5         5              33.3250             33.2746       0.0505     0.35
## 6         6              33.0257             33.1156      -0.0900     0.68
## 7         7              34.7172             34.7125       0.0047     0.49
## 8         8              33.8728             34.2079      -0.3351     0.95
## 9         9              34.5967             33.5654       1.0313     0.00
## 10       10              32.6197             33.3452      -0.7254     1.00
## 11       11              30.0226             32.4306      -2.4080     1.00
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              32.3465            34.9736     -2.6271    1.00
## 2              34.2808            34.6043     -0.3235    0.89
## 3              31.0115            32.4607     -1.4492    1.00
## 4              31.7312            33.7157     -1.9845    1.00
## 5              34.3455            34.5871     -0.2417    0.79
## 6              33.7547            33.5699      0.1848    0.34
## 7              35.0390            33.7157      1.3233    0.00
## 8              32.9013            33.6779     -0.7765    0.95
## 9              33.7230            34.3988     -0.6758    0.92
## 10             33.6466            34.7316     -1.0850    1.00
## 11             31.0334            32.0103     -0.9769    0.96

E

res.TEMP_mean[[2]]
## $p
##  p.client   p.staff 
## 0.2064565 0.9999427 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1              32.2482             35.1330      -2.8848     1.00
## 2         2              33.4750             33.0420       0.4331     0.02
## 3         3              33.1259             33.1255       0.0004     0.51
## 4         4              31.9566             34.3411      -2.3845     1.00
## 5         5              32.7722             28.9305       3.8417     0.00
## 6         6              31.8746             31.1377       0.7369     0.00
## 7         7              32.9375             34.3411      -1.4035     1.00
## 8         8              34.9070             31.8589       3.0482     0.00
## 9         9              35.3679             30.9503       4.4176     0.00
## 10       10              32.2659             30.0997       2.1663     0.00
## 11       11                   NA                  NA           NA       NA
## 12       12                   NA                  NA           NA       NA
## 13       13              31.0901             35.0908      -4.0007     1.00
## 14       14              30.9648             32.4838      -1.5190     1.00
## 15       15              32.9756             31.9412       1.0344     0.11
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              31.7551            33.2238     -1.4688    1.00
## 2              33.6287            35.3272     -1.6985    1.00
## 3              33.2503            35.3603     -2.1100    1.00
## 4              31.7803            33.5530     -1.7727    1.00
## 5              31.5691            33.8081     -2.2390    1.00
## 6              29.9919            31.5579     -1.5660    1.00
## 7              31.5532            33.2240     -1.6708    1.00
## 8              29.5847            30.9453     -1.3606    1.00
## 9              31.9999            32.0811     -0.0812    0.64
## 10             31.5312            31.6184     -0.0872    0.67
## 11                  NA                 NA          NA      NA
## 12                  NA                 NA          NA      NA
## 13             31.5156            33.1534     -1.6377    1.00
## 14             32.1378            31.1422      0.9956    0.00
## 15             31.9309            30.6737      1.2573    0.01

F

res.TEMP_mean[[3]]
## $p
##  p.client   p.staff 
## 0.6192495 0.1387839 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1              32.3518             30.6369       1.7148     0.00
## 2        2              33.4623             34.6093      -1.1470     1.00
## 3        3              34.5277             34.3386       0.1891     0.22
## 4        4              33.7973             29.7308       4.0666     0.00
## 5        5              31.2627             34.2490      -2.9863     1.00
## 6        6              35.1018             35.7092      -0.6074     1.00
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1             34.4045            33.1789      1.2256    0.00
## 2             33.8709            33.9869     -0.1160    0.72
## 3             33.7313            33.8884     -0.1571    0.80
## 4             33.9846            33.3741      0.6105    0.00
## 5             33.8550            33.8922     -0.0372    0.60
## 6             34.3862            34.2305      0.1557    0.10

I

res.TEMP_mean[[4]]
## $p
##     p.client      p.staff 
## 1.593950e-09 9.370063e-05 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1              34.4950             30.4409       4.0541     0.00
## 2         2              34.3672             30.1048       4.2624     0.00
## 3         3              34.3547             28.7525       5.6022     0.00
## 4         4              34.3382             28.5615       5.7766     0.00
## 5         5                  NaN             29.4255          NaN       NA
## 6         6              33.8481             29.1266       4.7214     0.00
## 7         7                  NaN             29.4255          NaN       NA
## 8         8              33.3172             31.3360       1.9811     0.00
## 9         9              32.1268             32.9468      -0.8200     1.00
## 10       10              31.2295             32.8157      -1.5862     1.00
## 11       11              33.6503             32.7613       0.8890     0.00
## 12       12              33.6078             32.9744       0.6334     0.01
## 13       13              32.9623             32.8520       0.1103     0.17
## 14       14              33.6141             32.7217       0.8924     0.00
## 15       15              31.9723             29.2143       2.7580     0.00
## 16       16              32.7726             28.4992       4.2734     0.00
## 17       17              32.9129             28.2886       4.6244     0.00
## 18       18              32.8737             28.3784       4.4953     0.00
## 19       19              32.8118             27.8539       4.9579     0.00
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              33.2494            32.8948      0.3546    0.12
## 2              33.3178            33.0168      0.3011    0.11
## 3              33.1756            32.4125      0.7631    0.00
## 4              33.2669            32.0094      1.2575    0.00
## 5                  NaN            30.4362         NaN      NA
## 6              32.4480            32.7315     -0.2834    0.83
## 7              33.2433            30.4362      2.8071    0.00
## 8              33.9123            32.0959      1.8164    0.01
## 9              33.1605            33.0955      0.0649    0.23
## 10             32.3076            33.6947     -1.3872    1.00
## 11             33.6333            33.2799      0.3535    0.16
## 12             32.9665            33.5263     -0.5597    1.00
## 13             33.3087            33.1610      0.1477    0.22
## 14             33.3087            33.5641     -0.2554    0.89
## 15             34.2320            32.8278      1.4041    0.00
## 16             33.8729            31.8189      2.0541    0.00
## 17             32.7429            31.9673      0.7756    0.00
## 18             32.7705            31.9270      0.8435    0.00
## 19             32.8266            31.5831      1.2434    0.00

M

res.TEMP_mean[[5]]
## $p
##    p.client     p.staff 
## 0.004039983 0.945302837 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1              34.3484             29.6304       4.7180     0.00
## 2        2              33.8362             30.6580       3.1783     0.00
## 3        3              31.2190             33.3290      -2.1100     1.00
## 4        4              33.3361             32.5295       0.8066     0.00
## 5        5              32.6482             32.5762       0.0719     0.26
## 6        6              32.4542             29.3274       3.1268     0.00
## 7        7              31.7672             33.5136      -1.7464     1.00
## 8        8              33.3941             29.3678       4.0263     0.00
## 9        9              34.3791             31.3176       3.0615     0.00
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1             31.7881            32.5090     -0.7210    1.00
## 2             32.2326            32.3221     -0.0895    0.48
## 3             33.1254            32.9573      0.1681    0.36
## 4             31.8168            32.4878     -0.6710    0.92
## 5             31.6828            32.4878     -0.8050    0.94
## 6             31.8490            30.7329      1.1161    0.06
## 7             33.0678            33.2896     -0.2219    0.90
## 8             32.1185            32.0077      0.1109    0.43
## 9             32.9669            33.0608     -0.0939    0.80

N

res.TEMP_mean[[6]]
## $p
##   p.client    p.staff 
## 0.71477790 0.04858683 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1              33.6343             34.7498      -1.1155     1.00
## 2         2              36.0997             32.6718       3.4279     0.00
## 3         3              36.0610             31.7021       4.3589     0.00
## 4         4              36.1350             33.1767       2.9583     0.00
## 5         5              34.6496             32.9034       1.7462     0.16
## 6         6              35.2120             33.2880       1.9240     0.00
## 7         7              32.3876             32.6718      -0.2842     0.91
## 8         8              30.7349             33.1767      -2.4418     1.00
## 9         9              30.5945             32.4937      -1.8993     1.00
## 10       10              30.2130             34.0690      -3.8560     1.00
## 11       11              32.2350             33.5090      -1.2740     0.98
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              32.5987            32.8569     -0.2582    0.99
## 2              32.7934            32.9344     -0.1410    0.83
## 3              33.5644            32.9628      0.6016    0.00
## 4              33.6367            33.6006      0.0361    0.47
## 5              32.8808            32.7346      0.1463    0.20
## 6              34.0051            32.8909      1.1142    0.00
## 7              33.2907            32.9344      0.3563    0.00
## 8              34.1037            33.6006      0.5031    0.00
## 9              33.5525            33.0583      0.4941    0.00
## 10             32.5936            32.5397      0.0539    0.42
## 11             33.4876            34.5262     -1.0387    1.00

O

res.TEMP_mean[[7]]
## $p
##     p.client      p.staff 
## 0.9688431051 0.0005996238 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1              32.2318             32.9114      -0.6795     1.00
## 2        2              32.9465             32.6152       0.3314     0.11
## 3        3              35.2079             32.6093       2.5986     0.00
## 4        4              35.2875             33.0735       2.2141     0.00
## 5        5              30.7911             33.2828      -2.4917     1.00
## 6        6              30.6593             33.4035      -2.7441     1.00
## 7        7              30.6593             33.5922      -2.9329     1.00
## 8        8              32.7096             33.9142      -1.2046     1.00
## 9        9              32.5661             33.9867      -1.4206     1.00
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1             33.0010            30.3394      2.6617    0.00
## 2             29.9946            29.5754      0.4192    0.25
## 3             33.4875            33.4994     -0.0118    0.58
## 4             33.2109            33.7943     -0.5833    0.99
## 5             33.1626            31.0874      2.0751    0.00
## 6             33.6187            30.8941      2.7246    0.00
## 7             33.0606            30.5088      2.5519    0.00
## 8             32.9511            30.8249      2.1261    0.00
## 9             32.8157            31.4111      1.4046    0.00

Boxplot TEMP_mean all ID’s

boxplot(res.TEMP_mean)

HR_mean

C

res.HR_mean[[1]]
## $p
##   p.client    p.staff 
## 0.03276918 0.27477167 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1              82.7920             75.4224       7.3696     0.02
## 2         2              79.6675             65.5763      14.0912     0.00
## 3         3              83.8502             80.3029       3.5473     0.17
## 4         4              84.2919             89.9324      -5.6405     0.83
## 5         5              80.8626             74.6470       6.2156     0.03
## 6         6              84.9386             77.3304       7.6082     0.15
## 7         7              83.2090             89.9324      -6.7234     0.93
## 8         8              73.3133             92.7449     -19.4316     1.00
## 9         9              85.8416             74.7594      11.0822     0.01
## 10       10              71.1976             71.8385      -0.6409     0.60
## 11       11             106.5074             91.7064      14.8011     0.00
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              74.5608            80.8898     -6.3290    0.89
## 2              77.8760            72.3548      5.5212    0.08
## 3              94.8347            90.0755      4.7592    0.31
## 4              98.6768            80.4147     18.2621    0.02
## 5              78.6488            73.2259      5.4229    0.09
## 6              79.4733            87.1268     -7.6534    0.83
## 7              83.9686            80.4147      3.5539    0.20
## 8              86.2083            90.8791     -4.6708    0.77
## 9              76.9889            81.4705     -4.4816    0.82
## 10             78.2151            68.2505      9.9645    0.00
## 11             89.3050           102.1737    -12.8687    0.91

E

res.HR_mean[[2]]
## $p
##  p.client   p.staff 
## 0.4358688 0.9064667 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1              80.3810             87.3076      -6.9266     1.00
## 2         2              76.1800             73.0792       3.1009     0.05
## 3         3              79.2238             78.3613       0.8625     0.46
## 4         4              85.1227             91.5208      -6.3981     0.98
## 5         5              90.7025             71.5808      19.1218     0.00
## 6         6              76.5354             86.3165      -9.7812     1.00
## 7         7             101.6751             91.5208      10.1543     0.01
## 8         8             100.3632             89.4730      10.8902     0.06
## 9         9              88.3668             81.6189       6.7479     0.07
## 10       10             100.0544             89.6146      10.4398     0.06
## 11       11                   NA                  NA           NA       NA
## 12       12                   NA                  NA           NA       NA
## 13       13              76.3849             84.2603      -7.8754     1.00
## 14       14              77.7958             83.6111      -5.8153     0.96
## 15       15              84.5212             86.4766      -1.9555     0.68
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              85.3701            86.3321     -0.9619    0.70
## 2              83.9632            88.4406     -4.4774    0.96
## 3              83.6619            88.4443     -4.7824    0.97
## 4              84.1569            84.7874     -0.6305    0.62
## 5              74.3466            89.4192    -15.0726    1.00
## 6              84.9289            88.6994     -3.7705    0.89
## 7              88.0830            91.8022     -3.7192    0.83
## 8              94.3727            82.0810     12.2916    0.02
## 9              82.4231            83.5399     -1.1168    0.66
## 10             92.4711            85.2430      7.2281    0.08
## 11                  NA                 NA          NA      NA
## 12                  NA                 NA          NA      NA
## 13             85.8972            86.9134     -1.0161    0.63
## 14             84.7393            83.8802      0.8590    0.44
## 15             84.9771            79.2743      5.7027    0.08

F

res.HR_mean[[3]]
## $p
##  p.client   p.staff 
## 0.2401278 0.1484192 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1             113.7010             82.9058      30.7952     0.01
## 2        2              73.9314             83.5268      -9.5954     0.99
## 3        3             109.0970             64.3450      44.7520     0.00
## 4        4              77.6003             80.8902      -3.2899     0.79
## 5        5              78.8181             82.8645      -4.0464     0.70
## 6        6             102.4294             70.2964      32.1330     0.00
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1            107.6263           100.7359      6.8905    0.00
## 2            107.5110           102.7705      4.7406    0.10
## 3             93.5000            97.8283     -4.3283    0.84
## 4             99.6959            92.0408      7.6552    0.01
## 5             91.6030           100.2553     -8.6522    1.00
## 6            101.5076            99.2292      2.2784    0.30

I

res.HR_mean[[4]]
## $p
##  p.client   p.staff 
## 0.5066439 0.1670219 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1              84.1840             67.6910      16.4931     0.00
## 2         2              86.0982             68.5610      17.5372     0.00
## 3         3              85.2837             93.3321      -8.0484     1.00
## 4         4              85.6685             89.3200      -3.6515     0.86
## 5         5                  NaN             99.9538          NaN       NA
## 6         6              81.4645             89.3650      -7.9005     0.99
## 7         7                  NaN             99.9538          NaN       NA
## 8         8              85.6082             96.4885     -10.8803     0.98
## 9         9              82.8141             88.4250      -5.6109     0.93
## 10       10              87.7226             80.7532       6.9694     0.10
## 11       11              84.5324             85.8695      -1.3371     0.63
## 12       12              83.9999             81.2110       2.7889     0.21
## 13       13              86.6300             90.0029      -3.3729     0.81
## 14       14              95.4411             81.6708      13.7702     0.00
## 15       15              82.8403             87.9018      -5.0615     0.90
## 16       16              84.3584             90.6191      -6.2607     0.94
## 17       17              85.3346             81.9057       3.4289     0.15
## 18       18              87.7519             80.4648       7.2872     0.02
## 19       19              88.3170             78.6431       9.6739     0.00
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              83.6571            81.7817      1.8755    0.38
## 2              85.1461            78.4194      6.7267    0.08
## 3              75.0197            76.3746     -1.3549    0.73
## 4              74.6716            77.3765     -2.7049    0.80
## 5                  NaN            77.5448         NaN      NA
## 6              78.8163            77.2282      1.5881    0.33
## 7              81.6198            77.5448      4.0750    0.22
## 8              75.8098           100.6284    -24.8186    1.00
## 9              92.2672            82.0922     10.1750    0.00
## 10             84.1263            72.7966     11.3297    0.01
## 11             84.1432            80.2512      3.8920    0.23
## 12             76.2345            77.9930     -1.7585    0.68
## 13             82.3535            83.6440     -1.2904    0.70
## 14             82.3535            76.0707      6.2829    0.13
## 15             76.1023            78.9309     -2.8286    0.82
## 16             80.2786            78.2360      2.0427    0.26
## 17             84.9423            76.4631      8.4792    0.01
## 18             83.6090            84.0055     -0.3965    0.51
## 19             82.6657            86.3998     -3.7340    0.92

M

res.HR_mean[[5]]
## $p
##  p.client   p.staff 
## 0.5361856 0.1362762 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1              86.3767             81.0686       5.3081     0.02
## 2        2              72.6105             71.3964       1.2142     0.16
## 3        3              83.1000             86.7516      -3.6517     0.91
## 4        4              78.5114             80.2521      -1.7407     0.58
## 5        5              86.4621             80.2328       6.2294     0.07
## 6        6             101.4978             99.2067       2.2911     0.30
## 7        7              86.0232             87.2357      -1.2125     0.78
## 8        8              82.8598             84.6782      -1.8184     0.88
## 9        9              74.1703             81.3194      -7.1491     0.88
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1             88.2056            85.5291      2.6765    0.13
## 2             90.2132            87.5899      2.6233    0.10
## 3             90.4410            84.0155      6.4255    0.02
## 4             95.1308            93.7717      1.3591    0.50
## 5             83.3649            93.7717    -10.4068    0.99
## 6             90.7590            90.5593      0.1997    0.47
## 7             80.5743            84.7126     -4.1383    0.85
## 8             84.9440            77.8975      7.0465    0.02
## 9             86.3106            85.7434      0.5672    0.46

N

res.HR_mean[[6]]
## $p
##  p.client   p.staff 
## 0.9975430 0.9357413 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1              85.0886            103.2797     -18.1911     1.00
## 2         2              88.0132             91.8770      -3.8638     0.93
## 3         3              86.7826             89.4460      -2.6634     0.91
## 4         4             101.3411             82.2092      19.1320     0.00
## 5         5              90.7178             89.1438       1.5741     0.46
## 6         6              87.4378             92.7605      -5.3228     1.00
## 7         7              84.7819             91.8770      -7.0952     0.99
## 8         8              78.1304             82.2092      -4.0788     0.93
## 9         9              83.0851             82.8298       0.2552     0.39
## 10       10              89.6255             94.0843      -4.4589     0.96
## 11       11              89.5190             90.4869      -0.9679     0.56
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              84.0230            91.5887     -7.5657    1.00
## 2              96.3648            90.0005      6.3643    0.07
## 3              81.0123            80.6954      0.3168    0.44
## 4              86.1955            77.7575      8.4380    0.01
## 5              82.2495            89.0270     -6.7775    0.93
## 6              87.8353            90.0955     -2.2602    0.79
## 7              75.2034            90.0005    -14.7971    1.00
## 8              71.2979            77.7575     -6.4596    0.99
## 9              83.3738            79.8415      3.5323    0.32
## 10             80.1704            86.0801     -5.9098    0.99
## 11             80.8467            80.6947      0.1520    0.42

O

res.HR_mean[[7]]
## $p
##  p.client   p.staff 
## 0.9983491 0.5316722 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1              72.5359             80.8946      -8.3587     0.89
## 2        2              84.9677             79.0480       5.9197     0.05
## 3        3              80.9905             85.3440      -4.3535     0.79
## 4        4              82.8532             82.7094       0.1438     0.50
## 5        5              64.0745            100.2461     -36.1716     1.00
## 6        6              76.9829            103.7709     -26.7880     1.00
## 7        7              76.9829             96.8615     -19.8786     0.98
## 8        8              80.8909             90.1447      -9.2538     0.94
## 9        9              89.0551             93.6481      -4.5930     0.81
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1             90.1797            89.3747      0.8050    0.36
## 2             94.9508            89.7635      5.1873    0.09
## 3             91.0278           107.6474    -16.6196    0.99
## 4             94.3249           110.0055    -15.6806    0.98
## 5             85.9235            80.4080      5.5155    0.00
## 6             92.1248            81.2253     10.8995    0.00
## 7             86.9545            86.5612      0.3933    0.44
## 8             87.4568            93.5379     -6.0812    0.82
## 9             89.9544            95.4347     -5.4802    0.89

Boxplot HR_mean all ID’s

boxplot(res.HR_mean)

EDA_clean_mean

C

res.EDA_clean_mean[[1]]
## $p
##  p.client   p.staff 
## 0.9997662 0.8615848 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1               0.1211              4.4128      -4.2917     1.00
## 2         2               0.1558              0.1430       0.0127     0.23
## 3         3               0.0651              0.0960      -0.0309     1.00
## 4         4               0.0845              0.2907      -0.2062     1.00
## 5         5               0.0960              0.1307      -0.0347     1.00
## 6         6               0.1585              0.1491       0.0094     0.47
## 7         7               3.4003              0.2907       3.1097     0.00
## 8         8               0.0547              0.1669      -0.1122     1.00
## 9         9               0.0731              0.1286      -0.0555     1.00
## 10       10               0.0988              0.1322      -0.0334     1.00
## 11       11               0.0622              0.1095      -0.0473     1.00
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1               3.0590             2.4314      0.6276    0.12
## 2               3.8930             3.3224      0.5706    0.09
## 3               2.3011             2.6765     -0.3753    0.75
## 4               3.8134             3.6457      0.1676    0.39
## 5               2.4657             2.9468     -0.4810    0.98
## 6               2.7082             2.2934      0.4149    0.06
## 7               4.7815             3.6457      1.1357    0.17
## 8               1.6273             2.9048     -1.2775    0.99
## 9               1.3689             3.4171     -2.0482    1.00
## 10              1.5388             2.8995     -1.3608    1.00
## 11              0.8705             3.5875     -2.7169    1.00

E

res.EDA_clean_mean[[2]]
## $p
##    p.client     p.staff 
## 0.008444099 0.028903741 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1               0.2221              2.8760      -2.6539     1.00
## 2         2               0.4023              0.1282       0.2741     0.00
## 3         3               1.5236              0.1474       1.3762     0.00
## 4         4               0.2013              0.5077      -0.3063     1.00
## 5         5               0.5713              0.1920       0.3793     0.09
## 6         6               0.4613              0.1010       0.3603     0.00
## 7         7               0.4408              0.5077      -0.0669     0.63
## 8         8               3.9336              0.8717       3.0620     0.00
## 9         9               1.5591              0.0997       1.4594     0.00
## 10       10               2.6014              0.1753       2.4261     0.00
## 11       11                   NA                  NA           NA       NA
## 12       12                   NA                  NA           NA       NA
## 13       13               0.1012              2.2070      -2.1057     1.00
## 14       14               0.2790              0.1594       0.1196     0.32
## 15       15               2.4541              0.1653       2.2888     0.00
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1               3.9280             1.9434      1.9846    0.00
## 2               5.7093            11.4320     -5.7227    1.00
## 3               6.4519            10.2541     -3.8022    1.00
## 4               4.5488             1.1400      3.4087    0.00
## 5               1.1313             1.1686     -0.0373    0.62
## 6               2.5695             0.7618      1.8078    0.02
## 7               5.5503             6.1084     -0.5581    0.93
## 8               1.3881             1.1662      0.2219    0.06
## 9               3.3180             0.6837      2.6343    0.00
## 10              3.8336             0.8249      3.0087    0.00
## 11                  NA                 NA          NA      NA
## 12                  NA                 NA          NA      NA
## 13              1.7746             1.2434      0.5312    0.05
## 14              2.2107             2.6002     -0.3895    0.85
## 15              2.6610             1.2644      1.3965    0.00

F

res.EDA_clean_mean[[3]]
## $p
##     p.client      p.staff 
## 5.688889e-12 1.902939e-02 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1               7.7908              0.2418       7.5490     0.00
## 2        2               0.7831              0.0985       0.6846     0.00
## 3        3               1.5234              0.2940       1.2294     0.02
## 4        4               0.8115              0.2494       0.5621     0.01
## 5        5               1.0319              0.1946       0.8373     0.00
## 6        6               0.3257              0.1879       0.1378     0.01
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              8.9021             1.9691      6.9329    0.00
## 2              8.7569             7.6316      1.1253    0.09
## 3              2.8546             2.9050     -0.0504    0.47
## 4              9.6457             4.6093      5.0364    0.00
## 5              6.8573            14.0856     -7.2283    0.98
## 6              2.9816             1.4056      1.5760    0.01

I

res.EDA_clean_mean[[4]]
## $p
##  p.client   p.staff 
## 0.5298713 0.5000000 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1               0.1734              0.2782      -0.1048     1.00
## 2         2               0.1603              0.2659      -0.1056     1.00
## 3         3               0.1265              0.2828      -0.1564     1.00
## 4         4               0.1250              0.2399      -0.1149     1.00
## 5         5                  NaN              0.0506          NaN       NA
## 6         6               0.9311              0.2832       0.6478     0.01
## 7         7                  NaN              0.0506          NaN       NA
## 8         8               0.0952              0.4479      -0.3526     0.97
## 9         9               0.0645              1.9886      -1.9241     1.00
## 10       10               0.0607              0.2098      -0.1491     1.00
## 11       11               0.5895              0.7397      -0.1502     0.61
## 12       12               0.2697              0.1526       0.1171     0.00
## 13       13               0.7491              1.3207      -0.5717     1.00
## 14       14               0.5565              0.2699       0.2866     0.00
## 15       15               0.3471              0.2783       0.0689     0.00
## 16       16               0.3853              0.2086       0.1767     0.00
## 17       17               0.7479              0.1377       0.6102     0.00
## 18       18               0.9479              0.3129       0.6349     0.00
## 19       19               0.8390              0.4135       0.4255     0.00
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              12.3597             0.3502     12.0095    0.00
## 2              13.0316             0.3531     12.6785    0.00
## 3               7.3746             2.5541      4.8205    0.00
## 4               8.1153             3.2962      4.8191    0.00
## 5                  NaN             0.3644         NaN      NA
## 6               0.3022             0.4239     -0.1218    1.00
## 7               3.4052             0.3644      3.0409    0.00
## 8               1.3740             3.5448     -2.1708    1.00
## 9               0.5340             2.1988     -1.6648    1.00
## 10              0.4448             1.7299     -1.2851    1.00
## 11              0.5532             2.2377     -1.6845    1.00
## 12              0.4004             1.2832     -0.8828    1.00
## 13              1.3610             1.9989     -0.6379    0.97
## 14              1.3610             2.0311     -0.6701    0.98
## 15              0.9724             0.4189      0.5535    0.05
## 16              0.5457             3.4719     -2.9262    1.00
## 17              1.7229             0.7621      0.9608    0.00
## 18              1.8641             0.5539      1.3102    0.00
## 19              2.2896             0.5297      1.7599    0.00

M

res.EDA_clean_mean[[5]]
## $p
##   p.client    p.staff 
## 0.15711460 0.06908197 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1               0.3202              0.0612       0.2590     0.00
## 2        2               0.3106                 NaN          NaN       NA
## 3        3               0.2038              0.2348      -0.0310     0.70
## 4        4               0.2137              0.0926       0.1211     0.00
## 5        5               0.0578              0.0827      -0.0249     1.00
## 6        6               0.2204              0.0679       0.1525     0.00
## 7        7               0.1000              0.1904      -0.0903     1.00
## 8        8               0.3142              0.0294       0.2848     0.02
## 9        9               0.3731                 NaN          NaN       NA
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              2.5716             0.1872      2.3844    0.00
## 2              0.5170             0.0577      0.4593    0.01
## 3              1.4373             2.2772     -0.8400    0.97
## 4              0.1242             7.5107     -7.3865    1.00
## 5              8.5520             7.5107      1.0413    0.33
## 6              8.1486             9.4664     -1.3177    0.67
## 7              2.6981             2.1298      0.5683    0.23
## 8              6.6830             0.4541      6.2289    0.00
## 9              6.2751             0.1734      6.1017    0.00

N

res.EDA_clean_mean[[6]]
## $p
##     p.client      p.staff 
## 9.688431e-01 4.325118e-05 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1               0.8050              0.3604       0.4446     0.10
## 2         2                  NaN              1.1433          NaN       NA
## 3         3                  NaN              0.9291          NaN       NA
## 4         4              20.9993              0.7276      20.2717     0.00
## 5         5               1.5413              0.2183       1.3230     0.01
## 6         6               0.2949              1.3078      -1.0129     1.00
## 7         7               0.2317              1.1433      -0.9116     1.00
## 8         8               0.0960              0.7276      -0.6316     1.00
## 9         9               0.1494              1.3670      -1.2176     1.00
## 10       10               0.1832              2.1571      -1.9739     1.00
## 11       11               0.1685              2.0244      -1.8560     1.00
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              12.6008            12.9613     -0.3606    0.65
## 2               8.6554             9.5863     -0.9309    0.75
## 3               6.6542             1.2502      5.4041    0.00
## 4               5.5397             0.5923      4.9474    0.00
## 5               9.9963             3.0353      6.9610    0.00
## 6              16.0288             9.4395      6.5893    0.00
## 7               9.5129             9.5863     -0.0734    0.55
## 8               2.3802             0.5923      1.7879    0.00
## 9               4.5187             0.0991      4.4196    0.00
## 10              1.8326             1.0050      0.8276    0.00
## 11              3.3647             1.3050      2.0597    0.02

O

res.EDA_clean_mean[[7]]
## $p
##  p.client   p.staff 
## 0.9583581 0.1170125 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1               2.6118             17.6239     -15.0121        1
## 2        2               1.6237              0.4221       1.2017        0
## 3        3               1.3739              0.6337       0.7402        0
## 4        4               1.9160              0.5335       1.3825        0
## 5        5               0.3906             13.3399     -12.9492        1
## 6        6               0.6557             10.1344      -9.4787        1
## 7        7               0.6557             13.4338     -12.7781        1
## 8        8               0.5868             10.8069     -10.2201        1
## 9        9               0.6651              7.5598      -6.8947        1
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              3.1285             0.0907      3.0378    0.00
## 2              1.2362             0.9437      0.2924    0.24
## 3              5.7903             1.7465      4.0438    0.00
## 4              5.7802             4.4798      1.3005    0.22
## 5              2.1316             0.8792      1.2524    0.00
## 6              2.2191             1.0979      1.1213    0.00
## 7              0.3440             1.0367     -0.6927    1.00
## 8              0.1733             1.4384     -1.2651    1.00
## 9              0.4840             1.7179     -1.2339    1.00

Boxplot EDA_clean_mean all ID’s

boxplot(res.EDA_clean_mean)

peaks_clean_sum

C

res.peaks_clean_sum[[1]]
## $p
##  p.client   p.staff 
## 0.1186350 0.6095831 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1               7.5714             30.5714     -23.0000     0.98
## 2         2               4.0000              1.1429       2.8571     0.07
## 3         3               3.8571              1.4286       2.4286     0.15
## 4         4               4.8571             11.0000      -6.1429     0.86
## 5         5               5.8571              2.8333       3.0238     0.27
## 6         6              13.0000              3.0000      10.0000     0.14
## 7         7              85.1429             11.0000      74.1429     0.00
## 8         8               1.4286              7.4286      -6.0000     1.00
## 9         9               1.4286              2.2857      -0.8571     0.80
## 10       10               5.7143              2.0000       3.7143     0.09
## 11       11              11.0000              1.1429       9.8571     0.00
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              66.2857            62.0000      4.2857    0.42
## 2              71.0000            71.8571     -0.8571    0.63
## 3              76.2857            45.2857     31.0000    0.23
## 4              67.1429            59.5714      7.5714    0.21
## 5              63.5714            57.7143      5.8571    0.25
## 6              44.5714            61.4286    -16.8571    0.74
## 7              44.5714            59.5714    -15.0000    0.78
## 8              32.5714            54.1429    -21.5714    0.76
## 9              50.8571            48.1429      2.7143    0.30
## 10             55.4286            57.5714     -2.1429    0.60
## 11             43.2857            62.0000    -18.7143    0.85

E

res.peaks_clean_sum[[2]]
## $p
##  p.client   p.staff 
## 0.0872165 0.3072049 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1              22.4286             80.4286     -58.0000     0.96
## 2         2              18.8571             18.7143       0.1429     0.46
## 3         3              33.2857             22.2857      11.0000     0.30
## 4         4              15.0000             19.1429      -4.1429     0.72
## 5         5              17.7143              3.4286      14.2857     0.04
## 6         6              36.5714              6.2857      30.2857     0.00
## 7         7              35.0000             19.1429      15.8571     0.20
## 8         8              57.1429             16.5000      40.6429     0.00
## 9         9              25.2857              7.4286      17.8571     0.05
## 10       10              56.2857             25.7143      30.5714     0.17
## 11       11                   NA                  NA           NA       NA
## 12       12                   NA                  NA           NA       NA
## 13       13               3.8571             63.4286     -59.5714     1.00
## 14       14              15.5714             18.7143      -3.1429     0.65
## 15       15              21.4286             25.7143      -4.2857     0.53
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              66.4286            62.1429      4.2857    0.29
## 2              52.4286            84.8571    -32.4286    0.82
## 3              60.8571            80.0000    -19.1429    0.75
## 4              49.4286            38.5714     10.8571    0.18
## 5              12.5714            41.1429    -28.5714    0.91
## 6              61.4286            26.1429     35.2857    0.16
## 7              71.4286            72.8571     -1.4286    0.71
## 8              46.8571            59.1667    -12.3095    0.76
## 9              60.2857            34.4286     25.8571    0.23
## 10             64.4286            38.7143     25.7143    0.21
## 11                  NA                 NA          NA      NA
## 12                  NA                 NA          NA      NA
## 13             56.2857            46.0000     10.2857    0.24
## 14             55.0000            54.7143      0.2857    0.48
## 15             51.2857            27.7143     23.5714    0.23

F

res.peaks_clean_sum[[3]]
## $p
##  p.client   p.staff 
## 0.4780107 0.4342868 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1              20.7143             22.7143      -2.0000     0.52
## 2        2              34.8571              9.4286      25.4286     0.05
## 3        3              22.4286             23.4286      -1.0000     0.45
## 4        4              14.0000             14.4286      -0.4286     0.60
## 5        5              10.2857             11.2857      -1.0000     0.55
## 6        6              12.7143             23.8571     -11.1429     0.79
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1             48.4286            28.8571     19.5714    0.25
## 2             23.4286            22.0000      1.4286    0.38
## 3              9.1429            24.4286    -15.2857    0.93
## 4             66.0000            30.7143     35.2857    0.19
## 5             26.0000            21.1429      4.8571    0.38
## 6              6.2857            10.7143     -4.4286    0.75

I

res.peaks_clean_sum[[4]]
## $p
##  p.client   p.staff 
## 0.9994429 0.0617273 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1               3.1429              7.7143      -4.5714     0.87
## 2         2               3.7143              5.7143      -2.0000     0.75
## 3         3               6.2857             14.4286      -8.1429     0.83
## 4         4               6.0000             11.5714      -5.5714     0.81
## 5         5                  NaN              0.5714          NaN       NA
## 6         6              24.7143             16.0000       8.7143     0.20
## 7         7                  NaN              0.5714          NaN       NA
## 8         8               5.4286             22.8571     -17.4286     0.98
## 9         9               0.7143             44.4286     -43.7143     1.00
## 10       10               0.8571             13.7143     -12.8571     1.00
## 11       11              20.4286             28.2857      -7.8571     0.76
## 12       12               3.7143              9.8571      -6.1429     0.91
## 13       13              25.2857             35.5714     -10.2857     0.70
## 14       14              26.0000             19.7143       6.2857     0.37
## 15       15              13.0000             14.4286      -1.4286     0.67
## 16       16              12.7143             13.5714      -0.8571     0.55
## 17       17              12.1429             18.7143      -6.5714     0.77
## 18       18              18.2857             14.8571       3.4286     0.31
## 19       19              14.7143             22.2857      -7.5714     0.81
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              54.8571            12.2857     42.5714    0.00
## 2              50.5714             9.8571     40.7143    0.00
## 3              67.0000            18.7143     48.2857    0.02
## 4              68.4286            27.5714     40.8571    0.11
## 5                  NaN            15.2857         NaN      NA
## 6              15.5714             7.8571      7.7143    0.18
## 7              17.6667            15.2857      2.3810    0.39
## 8              47.2857            60.2857    -13.0000    0.67
## 9               5.2857            44.7143    -39.4286    1.00
## 10              7.5714            41.0000    -33.4286    0.99
## 11             13.2857            57.4286    -44.1429    0.98
## 12              8.8571            30.2857    -21.4286    0.98
## 13             49.4286            51.7143     -2.2857    0.62
## 14             49.4286            50.1429     -0.7143    0.59
## 15             41.2857             8.7143     32.5714    0.00
## 16             31.1429            32.5714     -1.4286    0.54
## 17             57.8571            16.5714     41.2857    0.04
## 18             60.8571            10.7143     50.1429    0.00
## 19             65.0000            13.2857     51.7143    0.00

M

res.peaks_clean_sum[[5]]
## $p
##    p.client     p.staff 
## 0.004039983 0.320595864 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1               9.6667              1.4286       8.2381     0.00
## 2        2              28.0000              0.0000      28.0000     0.00
## 3        3              14.2857             11.8571       2.4286     0.25
## 4        4               3.4286             12.2857      -8.8571     0.78
## 5        5               5.5714              5.1429       0.4286     0.48
## 6        6              17.1429              3.5714      13.5714     0.03
## 7        7               8.4286             13.1429      -4.7143     0.72
## 8        8               9.7143              0.0000       9.7143     0.00
## 9        9              17.1429              0.0000      17.1429     0.00
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1             20.7143            26.2857     -5.5714    0.75
## 2              4.4286             0.2857      4.1429    0.02
## 3             15.7143            11.4286      4.2857    0.37
## 4              7.2857            31.5714    -24.2857    0.98
## 5             29.8571            31.5714     -1.7143    0.59
## 6             20.8571            27.5714     -6.7143    0.76
## 7             17.8571             9.8571      8.0000    0.24
## 8             35.7143            26.8571      8.8571    0.30
## 9             35.0000            10.1429     24.8571    0.08

N

res.peaks_clean_sum[[6]]
## $p
##   p.client    p.staff 
## 0.99996918 0.05078284 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1               0.8571             27.8571     -27.0000     1.00
## 2         2               0.0000             37.4286     -37.4286     1.00
## 3         3               0.0000             38.8571     -38.8571     1.00
## 4         4              20.8571             20.2857       0.5714     0.47
## 5         5              13.2857             14.8571      -1.5714     0.55
## 6         6              31.1429             42.7143     -11.5714     0.68
## 7         7              30.2857             37.4286      -7.1429     0.67
## 8         8              14.0000             20.2857      -6.2857     0.72
## 9         9               0.5714             32.4286     -31.8571     1.00
## 10       10               0.8571             53.8571     -53.0000     1.00
## 11       11               7.4286             58.2857     -50.8571     1.00
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              54.5714            60.8571     -6.2857    0.69
## 2              72.1429            44.0000     28.1429    0.25
## 3              88.2857            50.2857     38.0000    0.21
## 4              83.7143            34.1429     49.5714    0.15
## 5              36.2857            88.7143    -52.4286    0.87
## 6              27.8571            47.7143    -19.8571    0.74
## 7              67.8571            44.0000     23.8571    0.20
## 8              39.0000            34.1429      4.8571    0.44
## 9              58.7143            10.7143     48.0000    0.00
## 10             62.5714            47.7143     14.8571    0.26
## 11             79.7143            46.4286     33.2857    0.12

O

res.peaks_clean_sum[[7]]
## $p
##  p.client   p.staff 
## 0.7342670 0.5226343 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1              61.5714             18.3333      43.2381     0.00
## 2        2              36.8571             27.7143       9.1429     0.40
## 3        3              50.4286             37.2857      13.1429     0.23
## 4        4              61.0000             23.0000      38.0000     0.09
## 5        5               3.4286             67.4286     -64.0000     1.00
## 6        6              21.4286             95.0000     -73.5714     1.00
## 7        7              21.4286             68.4286     -47.0000     0.96
## 8        8              31.0000             57.2857     -26.2857     0.77
## 9        9              44.7143             51.4286      -6.7143     0.60
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1             79.7143            18.8333     60.8810    0.01
## 2             21.7143            42.5714    -20.8571    0.79
## 3             74.7143            46.2857     28.4286    0.20
## 4             67.1429            51.1429     16.0000    0.19
## 5             34.5714            33.4286      1.1429    0.48
## 6             45.5714            30.5714     15.0000    0.30
## 7             13.0000            26.7143    -13.7143    0.79
## 8              8.8571            41.1429    -32.2857    0.99
## 9             22.4286            47.0000    -24.5714    0.80

Boxplot peaks_clean_sum all ID’s

boxplot(res.peaks_clean_sum)

peaks_clean_mean_auc

C

res.peaks_clean_mean_auc[[1]]
## $p
##  p.client   p.staff 
## 0.7182818 0.9524832 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1               0.0310              0.1530      -0.1219     0.98
## 2         2               0.0093              0.0253      -0.0160     1.00
## 3         3               0.0196              0.0124       0.0073     0.13
## 4         4               0.0125              0.0265      -0.0140     0.96
## 5         5               0.0134              0.0140      -0.0005     0.56
## 6         6               0.0567              0.0344       0.0223     0.30
## 7         7               1.1644              0.0265       1.1379     0.00
## 8         8               0.0146              0.0147      -0.0001     0.54
## 9         9               0.0117              0.0188      -0.0071     0.93
## 10       10               0.0145              0.0167      -0.0022     0.65
## 11       11               0.0268              0.0095       0.0173     0.01
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1               0.2567             0.2828     -0.0261    0.62
## 2               0.5533             0.4661      0.0872    0.24
## 3               0.2373             0.1715      0.0658    0.13
## 4               0.4101             0.4761     -0.0661    0.76
## 5               0.2262             0.4298     -0.2035    0.99
## 6               0.3558             0.1677      0.1880    0.06
## 7               0.4739             0.4761     -0.0023    0.53
## 8               0.2126             0.3474     -0.1348    0.81
## 9               0.1713             0.3324     -0.1611    0.99
## 10              0.2024             0.4087     -0.2063    0.99
## 11              0.1014             0.2827     -0.1813    0.98

E

res.peaks_clean_mean_auc[[2]]
## $p
##   p.client    p.staff 
## 0.14270278 0.04940057 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1               0.0217              0.3604      -0.3387     1.00
## 2         2               0.0331              0.0373      -0.0042     0.68
## 3         3               0.1588              0.0397       0.1191     0.08
## 4         4               0.0185              0.0536      -0.0351     1.00
## 5         5               0.0274              0.0205       0.0070     0.23
## 6         6               0.0285              0.0194       0.0091     0.01
## 7         7               0.0457              0.0536      -0.0079     0.64
## 8         8               0.5524              0.1015       0.4509     0.00
## 9         9               0.2960              0.0159       0.2801     0.01
## 10       10               0.3628              0.0343       0.3284     0.00
## 11       11                   NA                  NA           NA       NA
## 12       12                   NA                  NA           NA       NA
## 13       13               0.0158              0.3286      -0.3128     1.00
## 14       14               0.0318              0.0390      -0.0072     0.72
## 15       15               0.4073              0.0210       0.3863     0.01
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1               0.2352             0.1283      0.1069    0.00
## 2               0.3549             1.0560     -0.7011    1.00
## 3               0.5681             0.7635     -0.1955    0.79
## 4               0.2075             0.0607      0.1468    0.02
## 5               0.0642             0.1807     -0.1166    0.89
## 6               0.1482             0.1370      0.0112    0.51
## 7               0.6463             0.6937     -0.0474    0.53
## 8               0.0734             0.0926     -0.0193    0.75
## 9               0.2868             0.0443      0.2425    0.00
## 10              0.2809             0.0473      0.2336    0.00
## 11                  NA                 NA          NA      NA
## 12                  NA                 NA          NA      NA
## 13              0.1499             0.0969      0.0530    0.05
## 14              0.1722             0.1482      0.0240    0.21
## 15              0.1882             0.0888      0.0993    0.03

F

res.peaks_clean_mean_auc[[3]]
## $p
##  p.client   p.staff 
## 0.2272925 0.4945002 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1               0.2339              0.0211       0.2128     0.01
## 2        2               0.0451              0.0321       0.0130     0.32
## 3        3               0.2049              0.0157       0.1891     0.00
## 4        4               0.0216              0.0279      -0.0063     0.91
## 5        5               0.0219              0.0157       0.0062     0.22
## 6        6               0.0296              0.0667      -0.0371     1.00
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              0.5891             0.1514      0.4376    0.00
## 2              0.4934             0.5527     -0.0593    0.63
## 3              0.1320             0.2676     -0.1356    0.93
## 4              0.6481             0.2596      0.3886    0.00
## 5              0.9538             0.5180      0.4358    0.43
## 6              0.1514             0.9383     -0.7869    1.00

I

res.peaks_clean_mean_auc[[4]]
## $p
##   p.client    p.staff 
## 0.99996699 0.04400155 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1               0.0194              0.0230      -0.0036     0.67
## 2         2               0.0283              0.0307      -0.0024     0.52
## 3         3               0.0426              0.1156      -0.0730     0.99
## 4         4               0.0486              0.0793      -0.0307     0.90
## 5         5                  NaN              0.0228          NaN       NA
## 6         6               0.0943              0.1122      -0.0179     0.68
## 7         7                  NaN              0.0228          NaN       NA
## 8         8               0.0253              0.0556      -0.0303     0.98
## 9         9               0.0153              0.2960      -0.2807     0.99
## 10       10               0.0124              0.0365      -0.0241     0.95
## 11       11               0.0390              0.0719      -0.0329     0.88
## 12       12               0.0333              0.0365      -0.0032     0.70
## 13       13               0.1041              0.0999       0.0042     0.40
## 14       14               0.0642              0.0533       0.0110     0.25
## 15       15               0.0427              0.1027      -0.0600     0.91
## 16       16               0.0502              0.0713      -0.0210     0.86
## 17       17               0.1105              0.1036       0.0069     0.42
## 18       18               0.0885              0.9291      -0.8406     0.96
## 19       19               0.0274              0.8956      -0.8681     1.00
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1               0.6669             0.0266      0.6403    0.00
## 2               0.5522             0.0206      0.5315    0.00
## 3               0.6052             0.1291      0.4761    0.00
## 4               0.7770             0.2122      0.5648    0.00
## 5                  NaN             0.0436         NaN      NA
## 6               0.0280             0.0299     -0.0019    0.61
## 7               0.6724             0.0436      0.6288    0.01
## 8               0.2674             0.8229     -0.5556    0.99
## 9               0.0602             0.3183     -0.2581    1.00
## 10              0.0231             0.2266     -0.2035    1.00
## 11              0.0635             0.3589     -0.2954    1.00
## 12              0.0265             0.0989     -0.0724    0.96
## 13              0.4052             0.2612      0.1441    0.30
## 14              0.4052             0.2662      0.1390    0.24
## 15              0.2311             0.0278      0.2032    0.00
## 16              0.0975             0.2092     -0.1118    0.80
## 17              0.3479             0.0222      0.3257    0.00
## 18              0.3982             0.0259      0.3723    0.00
## 19              0.5647             0.0307      0.5340    0.00

M

res.peaks_clean_mean_auc[[5]]
## $p
##  p.client   p.staff 
## 0.1619099 0.1777546 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1               0.0462              0.0335       0.0126     0.40
## 2        2               0.0356                 NaN          NaN       NA
## 3        3               0.0458              0.0238       0.0220     0.05
## 4        4               0.0184              0.0219      -0.0035     0.72
## 5        5               0.0197              0.0220      -0.0023     0.66
## 6        6               0.0440              0.0400       0.0040     0.46
## 7        7               0.0683              0.0202       0.0481     0.00
## 8        8               0.0541                 NaN          NaN       NA
## 9        9               0.0207                 NaN          NaN       NA
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              0.0598             0.0503      0.0094    0.15
## 2              0.0778             0.0772      0.0006    0.57
## 3              0.2722             0.2203      0.0518    0.37
## 4              0.0385             0.5895     -0.5510    1.00
## 5              1.9025             0.5895      1.3130    0.25
## 6              0.4773             0.7234     -0.2461    0.87
## 7              0.2460             0.2161      0.0300    0.48
## 8              0.5493             0.0551      0.4942    0.00
## 9              0.4218             0.0962      0.3256    0.00

N

res.peaks_clean_mean_auc[[6]]
## $p
##    p.client     p.staff 
## 0.908242214 0.001574279 
## 
## $p.inc
##    Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1         1               0.0219              0.0219      -0.0001     0.51
## 2         2                  NaN              0.1122          NaN       NA
## 3         3                  NaN              0.0372          NaN       NA
## 4         4               0.2053              0.0528       0.1525     0.00
## 5         5               0.0537              0.0404       0.0133     0.22
## 6         6               0.0262              0.1518      -0.1256     0.99
## 7         7               0.0387              0.1122      -0.0734     0.98
## 8         8               0.0219              0.0528      -0.0309     0.91
## 9         9               0.0310              0.0268       0.0041     0.05
## 10       10               0.0133              0.1553      -0.1420     1.00
## 11       11               0.0176              0.0720      -0.0544     1.00
##    Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1               0.5013             0.7752     -0.2738    1.00
## 2               0.3511             0.5660     -0.2149    1.00
## 3               0.4406             0.2153      0.2253    0.00
## 4               0.3866             0.0926      0.2940    0.00
## 5               0.8477             0.3530      0.4947    0.05
## 6               1.4313             0.5930      0.8383    0.00
## 7               0.5367             0.5660     -0.0293    0.47
## 8               0.1430             0.0926      0.0504    0.13
## 9               0.3135             0.0251      0.2884    0.00
## 10              0.2568             0.1732      0.0836    0.09
## 11              0.3175             0.1236      0.1939    0.01

O

res.peaks_clean_mean_auc[[7]]
## $p
##  p.client   p.staff 
## 0.9260979 0.1747719 
## 
## $p.inc
##   Incident Mean Incident Client Mean Control Client Diff. Client p Client
## 1        1               0.1965              0.1888       0.0077     0.55
## 2        2               0.0367              0.0432      -0.0065     0.81
## 3        3               0.1083              0.0258       0.0825     0.00
## 4        4               0.1726              0.0254       0.1471     0.00
## 5        5               0.0198              0.3576      -0.3378     1.00
## 6        6               0.1302              0.5076      -0.3774     1.00
## 7        7               0.1302              0.4679      -0.3377     1.00
## 8        8               0.0966              0.2734      -0.1768     1.00
## 9        9               0.3452              0.2016       0.1435     0.40
##   Mean Incident Staff Mean Control Staff Diff. Staff p Staff
## 1              0.2555             0.0353      0.2201    0.00
## 2              0.0472             0.1563     -0.1091    1.00
## 3              0.4540             0.2223      0.2317    0.00
## 4              0.4849             0.3125      0.1724    0.00
## 5              0.2579             0.0677      0.1902    0.07
## 6              0.2934             0.0676      0.2258    0.00
## 7              0.0353             0.0954     -0.0602    1.00
## 8              0.0257             0.1561     -0.1304    1.00
## 9              0.1717             0.1951     -0.0234    0.61

Boxplot clean_mean_auc all ID’s

boxplot(res.peaks_clean_mean_auc)