Data Cleaning

Decriptive

## rawdata[, c(5, 6, 7, 8, 9, 10, 106, 107)] 
## 
##  8  Variables      116  Observations
## ---------------------------------------------------------------------------
## gender 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        2     0.75      1.5   0.5043 
##                   
## Value        1   2
## Frequency   58  58
## Proportion 0.5 0.5
## ---------------------------------------------------------------------------
## age 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        4     0.64    1.345   0.5094 
##                                   
## Value          1     2     3     4
## Frequency     81    31     3     1
## Proportion 0.698 0.267 0.026 0.009
## ---------------------------------------------------------------------------
## country 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        8    0.858    2.259    1.754 
##                                                           
## Value          1     2     3     4     5     6     7     9
## Frequency     59    24    11     5     7     5     4     1
## Proportion 0.509 0.207 0.095 0.043 0.060 0.043 0.034 0.009
## ---------------------------------------------------------------------------
## family 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        3    0.076    1.043  0.08501 
##                             
## Value          1     2     3
## Frequency    113     1     2
## Proportion 0.974 0.009 0.017
## ---------------------------------------------------------------------------
## degree 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        4    0.843    2.448   0.7763 
##                                   
## Value          1     2     3     4
## Frequency     10    51    48     7
## Proportion 0.086 0.440 0.414 0.060
## ---------------------------------------------------------------------------
## major 
##        n  missing distinct 
##      116        0       64 
## 
## lowest : accounting          Accounting, Finance Applied chemistry   Applied Economics   Art education      
## highest: Social Science      Social Sciences     Sociolinguistics    Sociology           Zoology            
## ---------------------------------------------------------------------------
## institution 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        5    0.602    1.629    1.005 
##                                         
## Value          1     2     3     4     6
## Frequency     85    10     2    18     1
## Proportion 0.733 0.086 0.017 0.155 0.009
## ---------------------------------------------------------------------------
## data source 
##        n  missing distinct 
##      116        0        2 
##                         
## Value      Mobile Online
## Frequency      16    100
## Proportion  0.138  0.862
## ---------------------------------------------------------------------------
## rawdata[, c(28:56, 58:105)] 
## 
##  77  Variables      116  Observations
## ---------------------------------------------------------------------------
## ppc1 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.936    4.603    1.414 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      2     8    12    24    37    32     1
## Proportion 0.017 0.069 0.103 0.207 0.319 0.276 0.009
## ---------------------------------------------------------------------------
## ppc2 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.924    4.845    1.333 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      3     3     9    23    37    38     3
## Proportion 0.026 0.026 0.078 0.198 0.319 0.328 0.026
## ---------------------------------------------------------------------------
## ppc3 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.903    5.052    1.321 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1     8     5    11    43    41     7
## Proportion 0.009 0.069 0.043 0.095 0.371 0.353 0.060
## ---------------------------------------------------------------------------
## ppc4 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.954    4.181    1.656 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      7    13    11    32    28    24     1
## Proportion 0.060 0.112 0.095 0.276 0.241 0.207 0.009
## ---------------------------------------------------------------------------
## ppc5 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.936    4.716    1.281 
##                                               
## Value          2     3     4     5     6     7
## Frequency      4    13    32    33    31     3
## Proportion 0.034 0.112 0.276 0.284 0.267 0.026
## ---------------------------------------------------------------------------
## ppc6 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.955    4.414    1.584 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      4     7    19    26    32    23     5
## Proportion 0.034 0.060 0.164 0.224 0.276 0.198 0.043
## ---------------------------------------------------------------------------
## ppc7 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.914    5.103    1.206 
##                                               
## Value          2     3     4     5     6     7
## Frequency      3     8    18    39    41     7
## Proportion 0.026 0.069 0.155 0.336 0.353 0.060
## ---------------------------------------------------------------------------
## ppc8 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.939    4.853    1.434 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      2     4    12    22    34    35     7
## Proportion 0.017 0.034 0.103 0.190 0.293 0.302 0.060
## ---------------------------------------------------------------------------
## ppc9 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.928     4.94    1.398 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1     7     8    18    37    38     7
## Proportion 0.009 0.060 0.069 0.155 0.319 0.328 0.060
## ---------------------------------------------------------------------------
## ppc10 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.941    4.948    1.443 
##                                               
## Value          2     3     4     5     6     7
## Frequency      7    10    20    34    35    10
## Proportion 0.060 0.086 0.172 0.293 0.302 0.086
## ---------------------------------------------------------------------------
## ppc11 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.945    4.776    1.444 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1     6    10    30    31    30     8
## Proportion 0.009 0.052 0.086 0.259 0.267 0.259 0.069
## ---------------------------------------------------------------------------
## pt1 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.898    5.388    1.131 
##                                               
## Value          2     3     4     5     6     7
## Frequency      4     1    14    37    47    13
## Proportion 0.034 0.009 0.121 0.319 0.405 0.112
## ---------------------------------------------------------------------------
## pt2 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.955    3.517    1.638 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      6    28    30    16    25    10     1
## Proportion 0.052 0.241 0.259 0.138 0.216 0.086 0.009
## ---------------------------------------------------------------------------
## pt3 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.924    5.362    1.354 
##                                               
## Value          2     3     4     5     6     7
## Frequency      3     7    18    24    45    19
## Proportion 0.026 0.060 0.155 0.207 0.388 0.164
## ---------------------------------------------------------------------------
## pt4 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.914    5.586    1.243 
##                                               
## Value          1     3     4     5     6     7
## Frequency      1     8     7    30    45    25
## Proportion 0.009 0.069 0.060 0.259 0.388 0.216
## ---------------------------------------------------------------------------
## pt5 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.967    4.172    1.776 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      3    18    21    22    23    24     5
## Proportion 0.026 0.155 0.181 0.190 0.198 0.207 0.043
## ---------------------------------------------------------------------------
## pt6 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.931    5.078     1.31 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1     2     7    26    31    39    10
## Proportion 0.009 0.017 0.060 0.224 0.267 0.336 0.086
## ---------------------------------------------------------------------------
## pt7 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.947     4.81    1.413 
##                                               
## Value          2     3     4     5     6     7
## Frequency      4    15    26    35    26    10
## Proportion 0.034 0.129 0.224 0.302 0.224 0.086
## ---------------------------------------------------------------------------
## pps1 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.942    4.862    1.392 
##                                               
## Value          2     3     4     5     6     7
## Frequency      6     8    31    31    31     9
## Proportion 0.052 0.069 0.267 0.267 0.267 0.078
## ---------------------------------------------------------------------------
## pps2 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.901    5.379    1.204 
##                                               
## Value          2     3     4     5     6     7
## Frequency      3     3    19    27    50    14
## Proportion 0.026 0.026 0.164 0.233 0.431 0.121
## ---------------------------------------------------------------------------
## pps3 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.957    4.612    1.611 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1    11    14    24    30    28     8
## Proportion 0.009 0.095 0.121 0.207 0.259 0.241 0.069
## ---------------------------------------------------------------------------
## pps4 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.928    2.853    1.708 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency     20    46    15    13    11    10     1
## Proportion 0.172 0.397 0.129 0.112 0.095 0.086 0.009
## ---------------------------------------------------------------------------
## pps5 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.924    5.336    1.364 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      2     3     3    18    28    44    18
## Proportion 0.017 0.026 0.026 0.155 0.241 0.379 0.155
## ---------------------------------------------------------------------------
## pps6 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.946    4.759    1.511 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1     9     9    27    29    34     7
## Proportion 0.009 0.078 0.078 0.233 0.250 0.293 0.060
## ---------------------------------------------------------------------------
## pps7 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.948    4.802     1.47 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1     6    10    29    32    28    10
## Proportion 0.009 0.052 0.086 0.250 0.276 0.241 0.086
## ---------------------------------------------------------------------------
## pfs1 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.962    4.241      1.9 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency     10    12     9    33    23    19    10
## Proportion 0.086 0.103 0.078 0.284 0.198 0.164 0.086
## ---------------------------------------------------------------------------
## pfs2 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.954    4.793    1.841 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      8     8     5    21    25    35    14
## Proportion 0.069 0.069 0.043 0.181 0.216 0.302 0.121
## ---------------------------------------------------------------------------
## pfs3 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.915    5.216    1.674 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      4     7     7    13    16    49    20
## Proportion 0.034 0.060 0.060 0.112 0.138 0.422 0.172
## ---------------------------------------------------------------------------
## pfs4 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.923    5.267    1.494 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      3     4     5    17    23    46    18
## Proportion 0.026 0.034 0.043 0.147 0.198 0.397 0.155
## ---------------------------------------------------------------------------
## pcs1 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7     0.94    5.164    1.472 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      2     4     4    25    26    38    17
## Proportion 0.017 0.034 0.034 0.216 0.224 0.328 0.147
## ---------------------------------------------------------------------------
## pcs2 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.964    4.457    1.859 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      9     8    11    26    28    23    11
## Proportion 0.078 0.069 0.095 0.224 0.241 0.198 0.095
## ---------------------------------------------------------------------------
## pcs3 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.957     4.75    1.866 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      6     7    16    16    21    36    14
## Proportion 0.052 0.060 0.138 0.138 0.181 0.310 0.121
## ---------------------------------------------------------------------------
## pcs4 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.953    5.043    1.727 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      5     6     7    16    29    33    20
## Proportion 0.043 0.052 0.060 0.138 0.250 0.284 0.172
## ---------------------------------------------------------------------------
## pcs5 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.959    4.819    1.797 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      6     6     9    25    22    32    16
## Proportion 0.052 0.052 0.078 0.216 0.190 0.276 0.138
## ---------------------------------------------------------------------------
## pcs6 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7     0.93    5.112    1.481 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      3     4     6    20    27    43    13
## Proportion 0.026 0.034 0.052 0.172 0.233 0.371 0.112
## ---------------------------------------------------------------------------
## pcs7 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.938    5.086    1.485 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      3     5     3    23    30    38    14
## Proportion 0.026 0.043 0.026 0.198 0.259 0.328 0.121
## ---------------------------------------------------------------------------
## pcs8 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.957    4.284    1.843 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      6    15    15    26    16    34     4
## Proportion 0.052 0.129 0.129 0.224 0.138 0.293 0.034
## ---------------------------------------------------------------------------
## pcs9 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.932    5.026    1.559 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      3     7     5    21    25    43    12
## Proportion 0.026 0.060 0.043 0.181 0.216 0.371 0.103
## ---------------------------------------------------------------------------
## pcs10 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7     0.95    4.828    1.826 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      6     7    12    18    20    39    14
## Proportion 0.052 0.060 0.103 0.155 0.172 0.336 0.121
## ---------------------------------------------------------------------------
## we1 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.923    4.767    1.309 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1     5     8    29    44    21     8
## Proportion 0.009 0.043 0.069 0.250 0.379 0.181 0.069
## ---------------------------------------------------------------------------
## we2 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.937    4.664     1.37 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1     7     9    32    36    26     5
## Proportion 0.009 0.060 0.078 0.276 0.310 0.224 0.043
## ---------------------------------------------------------------------------
## we3 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.966    4.138    1.881 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      7    20    12    21    28    23     5
## Proportion 0.060 0.172 0.103 0.181 0.241 0.198 0.043
## ---------------------------------------------------------------------------
## we4 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.952    4.784    1.565 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      2     7     9    28    33    24    13
## Proportion 0.017 0.060 0.078 0.241 0.284 0.207 0.112
## ---------------------------------------------------------------------------
## we5 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.938    4.759    1.472 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      3     5    11    22    40    27     8
## Proportion 0.026 0.043 0.095 0.190 0.345 0.233 0.069
## ---------------------------------------------------------------------------
## we6 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.942     4.81    1.474 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      3     5     6    30    36    25    11
## Proportion 0.026 0.043 0.052 0.259 0.310 0.216 0.095
## ---------------------------------------------------------------------------
## we7 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.956    4.879    1.622 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      3     5    10    26    28    29    15
## Proportion 0.026 0.043 0.086 0.224 0.241 0.250 0.129
## ---------------------------------------------------------------------------
## we8 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7     0.94    4.293    1.504 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      3    11    12    40    28    17     5
## Proportion 0.026 0.095 0.103 0.345 0.241 0.147 0.043
## ---------------------------------------------------------------------------
## we9 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.937    4.224    1.539 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      7     6    14    42    25    18     4
## Proportion 0.060 0.052 0.121 0.362 0.216 0.155 0.034
## ---------------------------------------------------------------------------
## ocb1 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.925    4.931    1.423 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      2     8     5    17    41    35     8
## Proportion 0.017 0.069 0.043 0.147 0.353 0.302 0.069
## ---------------------------------------------------------------------------
## ocb2 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.943    4.759    1.455 
##                                               
## Value          2     3     4     5     6     7
## Frequency      8    11    29    27    35     6
## Proportion 0.069 0.095 0.250 0.233 0.302 0.052
## ---------------------------------------------------------------------------
## ocb3 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.955    4.181    1.751 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      4    19    14    28    18    32     1
## Proportion 0.034 0.164 0.121 0.241 0.155 0.276 0.009
## ---------------------------------------------------------------------------
## ocb4 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.929    5.017    1.311 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1     4     6    23    38    35     9
## Proportion 0.009 0.034 0.052 0.198 0.328 0.302 0.078
## ---------------------------------------------------------------------------
## ocb5 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.953    4.517    1.543 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      3     6    19    25    30    29     4
## Proportion 0.026 0.052 0.164 0.216 0.259 0.250 0.034
## ---------------------------------------------------------------------------
## ocb6 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.931    4.922     1.37 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      2     2     9    30    27    39     7
## Proportion 0.017 0.017 0.078 0.259 0.233 0.336 0.060
## ---------------------------------------------------------------------------
## ocb7 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.915    5.345    1.291 
##                                               
## Value          2     3     4     5     6     7
## Frequency      4     3    21    25    47    16
## Proportion 0.034 0.026 0.181 0.216 0.405 0.138
## ---------------------------------------------------------------------------
## ocb8 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.912    5.776    1.439 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1     2     6    12    17    32    46
## Proportion 0.009 0.017 0.052 0.103 0.147 0.276 0.397
## ---------------------------------------------------------------------------
## ocb9 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.893    5.793    1.259 
##                                               
## Value          1     2     4     5     6     7
## Frequency      3     2     9    18    49    35
## Proportion 0.026 0.017 0.078 0.155 0.422 0.302
## ---------------------------------------------------------------------------
## ocb10 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.908    5.629    1.297 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      2     1     3    14    20    48    28
## Proportion 0.017 0.009 0.026 0.121 0.172 0.414 0.241
## ---------------------------------------------------------------------------
## ocb11 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.908    5.716    1.382 
##                                               
## Value          1     3     4     5     6     7
## Frequency      3     7     8    17    45    36
## Proportion 0.026 0.060 0.069 0.147 0.388 0.310
## ---------------------------------------------------------------------------
## pw1 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.931    4.733    1.374 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1     8     8    25    41    28     5
## Proportion 0.009 0.069 0.069 0.216 0.353 0.241 0.043
## ---------------------------------------------------------------------------
## pw2 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.902    5.172    1.181 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1     2     7    13    45    39     9
## Proportion 0.009 0.017 0.060 0.112 0.388 0.336 0.078
## ---------------------------------------------------------------------------
## pw3 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.943    4.853     1.37 
##                                               
## Value          2     3     4     5     6     7
## Frequency      4    13    26    34    31     8
## Proportion 0.034 0.112 0.224 0.293 0.267 0.069
## ---------------------------------------------------------------------------
## pw4 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.908    5.543    1.312 
##                                               
## Value          2     3     4     5     6     7
## Frequency      4     5    12    22    49    24
## Proportion 0.034 0.043 0.103 0.190 0.422 0.207
## ---------------------------------------------------------------------------
## pw5 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.957    4.621    1.561 
##                                               
## Value          2     3     4     5     6     7
## Frequency     10    16    25    30    27     8
## Proportion 0.086 0.138 0.216 0.259 0.233 0.069
## ---------------------------------------------------------------------------
## pw6 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.925    5.121     1.29 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1     2     8    20    35    40    10
## Proportion 0.009 0.017 0.069 0.172 0.302 0.345 0.086
## ---------------------------------------------------------------------------
## pw7 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.894    5.707    1.093 
##                                               
## Value          1     3     4     5     6     7
## Frequency      1     1    13    25    51    25
## Proportion 0.009 0.009 0.112 0.216 0.440 0.216
## ---------------------------------------------------------------------------
## pw8 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        5    0.904    5.871    1.227 
##                                         
## Value          1     4     5     6     7
## Frequency      2    15    16    42    41
## Proportion 0.017 0.129 0.138 0.362 0.353
## ---------------------------------------------------------------------------
## pw9 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.968    3.319    1.964 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency     18    28    23    15    13    16     3
## Proportion 0.155 0.241 0.198 0.129 0.112 0.138 0.026
## ---------------------------------------------------------------------------
## pw10 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.958    3.612    1.836 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      6    34    20    18    17    19     2
## Proportion 0.052 0.293 0.172 0.155 0.147 0.164 0.017
## ---------------------------------------------------------------------------
## pw11 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.935    4.905     1.39 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1     5     8    28    29    38     7
## Proportion 0.009 0.043 0.069 0.241 0.250 0.328 0.060
## ---------------------------------------------------------------------------
## pw12 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        6    0.939    2.698    1.575 
##                                               
## Value          1     2     3     4     5     6
## Frequency     24    40    24     9    13     6
## Proportion 0.207 0.345 0.207 0.078 0.112 0.052
## ---------------------------------------------------------------------------
## pw13 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.955        3    1.821 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency     22    36    17    13    18     9     1
## Proportion 0.190 0.310 0.147 0.112 0.155 0.078 0.009
## ---------------------------------------------------------------------------
## pw14 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.939    5.103    1.697 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      2     7    14    11    21    42    19
## Proportion 0.017 0.060 0.121 0.095 0.181 0.362 0.164
## ---------------------------------------------------------------------------
## pw15 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.966    3.328    2.052 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency     20    30    15    20     9    18     4
## Proportion 0.172 0.259 0.129 0.172 0.078 0.155 0.034
## ---------------------------------------------------------------------------
## pw16 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.925    4.767    1.463 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      3     4    15    21    27    44     2
## Proportion 0.026 0.034 0.129 0.181 0.233 0.379 0.017
## ---------------------------------------------------------------------------
## pw17 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7     0.96    4.284    1.673 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      5    11    18    25    30    23     4
## Proportion 0.043 0.095 0.155 0.216 0.259 0.198 0.034
## ---------------------------------------------------------------------------
## pw18 
##        n  missing distinct     Info     Mean      Gmd 
##      116        0        7    0.964    3.647    1.865 
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      7    31    19    22    19    12     6
## Proportion 0.060 0.267 0.164 0.190 0.164 0.103 0.052
## ---------------------------------------------------------------------------
## rawdata[, 108:115] 
## 
##  8  Variables      116  Observations
## ---------------------------------------------------------------------------
## tppc 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       40    0.999    52.43    11.49    35.00    39.50 
##      .25      .50      .75      .90      .95 
##    46.00    52.50    60.00    65.00    67.25 
## 
## lowest : 22 28 35 36 37, highest: 68 69 70 71 73
## ---------------------------------------------------------------------------
## tpt 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       24    0.993    33.91    5.267    25.00    28.50 
##      .25      .50      .75      .90      .95 
##    31.75    34.00    37.00    40.00    41.00 
## 
## lowest : 19 22 24 25 26, highest: 42 43 44 45 46
## ---------------------------------------------------------------------------
## tpps 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       28    0.997     32.6     6.96    22.00    26.00 
##      .25      .50      .75      .90      .95 
##    28.00    33.00    37.25    40.50    42.00 
## 
## lowest : 15 17 19 20 22, highest: 41 42 43 44 46
## ---------------------------------------------------------------------------
## tpfs 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       23    0.994    19.52    5.742     9.75    13.00 
##      .25      .50      .75      .90      .95 
##    16.00    20.50    23.00    25.50    27.00 
## 
## lowest :  4  5  8  9 10, highest: 24 25 26 27 28
## ---------------------------------------------------------------------------
## twe 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       38    0.998    41.32    10.64    26.75    29.50 
##      .25      .50      .75      .90      .95 
##    36.00    42.50    47.00    52.00    55.25 
## 
## lowest : 14 15 16 21 23, highest: 56 57 58 60 63
## ---------------------------------------------------------------------------
## tocb 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       33    0.998    56.59    9.628    44.75    46.00 
##      .25      .50      .75      .90      .95 
##    50.75    56.00    63.00    67.00    70.00 
## 
## lowest : 17 40 43 44 45, highest: 69 70 71 72 75
## ---------------------------------------------------------------------------
## tpw 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       36    0.998    80.28    10.85    66.75    70.00 
##      .25      .50      .75      .90      .95 
##    73.75    79.00    85.25    93.50   100.00 
## 
## lowest :  60  63  64  66  67, highest:  95  96 100 103 108
## ---------------------------------------------------------------------------
## tpcs 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       46    0.998    48.57    13.56    26.75    31.50 
##      .25      .50      .75      .90      .95 
##    40.00    51.00    58.00    62.00    64.25 
## 
## lowest : 10 18 22 23 24, highest: 64 65 67 69 70
## ---------------------------------------------------------------------------
## rawdata[, 116:123] 
## 
##  8  Variables      116  Observations
## ---------------------------------------------------------------------------
## mppc 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       40    0.999    4.766    1.045    3.182    3.591 
##      .25      .50      .75      .90      .95 
##    4.182    4.773    5.455    5.909    6.114 
## 
## lowest : 2.000000 2.545455 3.181818 3.272727 3.363636
## highest: 6.181818 6.272727 6.363636 6.454545 6.636364
## ---------------------------------------------------------------------------
## mpt 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       24    0.993    4.845   0.7525    3.571    4.071 
##      .25      .50      .75      .90      .95 
##    4.536    4.857    5.286    5.714    5.857 
## 
## lowest : 2.714286 3.142857 3.428571 3.571429 3.714286
## highest: 6.000000 6.142857 6.285714 6.428571 6.571429
## ---------------------------------------------------------------------------
## mpps 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       28    0.997    4.658   0.9943    3.143    3.714 
##      .25      .50      .75      .90      .95 
##    4.000    4.714    5.321    5.786    6.000 
## 
## lowest : 2.142857 2.428571 2.714286 2.857143 3.142857
## highest: 5.857143 6.000000 6.142857 6.285714 6.571429
## ---------------------------------------------------------------------------
## mpfs 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       23    0.994    4.879    1.435    2.438    3.250 
##      .25      .50      .75      .90      .95 
##    4.000    5.125    5.750    6.375    6.750 
## 
## lowest : 1.00 1.25 2.00 2.25 2.50, highest: 6.00 6.25 6.50 6.75 7.00
## ---------------------------------------------------------------------------
## mpcs 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       46    0.998    4.857    1.356    2.675    3.150 
##      .25      .50      .75      .90      .95 
##    4.000    5.100    5.800    6.200    6.425 
## 
## lowest : 1.0 1.8 2.2 2.3 2.4, highest: 6.4 6.5 6.7 6.9 7.0
## ---------------------------------------------------------------------------
## mwe 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       38    0.998    4.591    1.182    2.972    3.278 
##      .25      .50      .75      .90      .95 
##    4.000    4.722    5.222    5.778    6.139 
## 
## lowest : 1.555556 1.666667 1.777778 2.333333 2.555556
## highest: 6.222222 6.333333 6.444444 6.666667 7.000000
## ---------------------------------------------------------------------------
## mocb 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       33    0.998    5.144   0.8753    4.068    4.182 
##      .25      .50      .75      .90      .95 
##    4.614    5.091    5.727    6.091    6.364 
## 
## lowest : 1.545455 3.636364 3.909091 4.000000 4.090909
## highest: 6.272727 6.363636 6.454545 6.545455 6.818182
## ---------------------------------------------------------------------------
## mpw 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116        0       36    0.998     4.46   0.6028    3.708    3.889 
##      .25      .50      .75      .90      .95 
##    4.097    4.389    4.736    5.194    5.556 
## 
## lowest : 3.333333 3.500000 3.555556 3.666667 3.722222
## highest: 5.277778 5.333333 5.555556 5.722222 6.000000
## ---------------------------------------------------------------------------

Correlation

# plot
plot(data1)

# Correlation
rcorr(as.matrix(data1))
##      mppc  mpt mpps mpfs mpcs  mwe mocb  mpw
## mppc 1.00 0.37 0.51 0.26 0.39 0.52 0.35 0.36
## mpt  0.37 1.00 0.44 0.16 0.30 0.25 0.52 0.30
## mpps 0.51 0.44 1.00 0.30 0.45 0.59 0.56 0.37
## mpfs 0.26 0.16 0.30 1.00 0.43 0.34 0.38 0.21
## mpcs 0.39 0.30 0.45 0.43 1.00 0.34 0.48 0.18
## mwe  0.52 0.25 0.59 0.34 0.34 1.00 0.48 0.35
## mocb 0.35 0.52 0.56 0.38 0.48 0.48 1.00 0.35
## mpw  0.36 0.30 0.37 0.21 0.18 0.35 0.35 1.00
## 
## n= 116 
## 
## 
## P
##      mppc   mpt    mpps   mpfs   mpcs   mwe    mocb   mpw   
## mppc        0.0000 0.0000 0.0043 0.0000 0.0000 0.0001 0.0000
## mpt  0.0000        0.0000 0.0902 0.0013 0.0075 0.0000 0.0012
## mpps 0.0000 0.0000        0.0010 0.0000 0.0000 0.0000 0.0000
## mpfs 0.0043 0.0902 0.0010        0.0000 0.0002 0.0000 0.0207
## mpcs 0.0000 0.0013 0.0000 0.0000        0.0002 0.0000 0.0510
## mwe  0.0000 0.0075 0.0000 0.0002 0.0002        0.0000 0.0001
## mocb 0.0001 0.0000 0.0000 0.0000 0.0000 0.0000        0.0001
## mpw  0.0000 0.0012 0.0000 0.0207 0.0510 0.0001 0.0001
# Corvarence
round(cov(data1), digits=2)
##      mppc  mpt mpps mpfs mpcs  mwe mocb  mpw
## mppc 0.86 0.23 0.42 0.32 0.44 0.51 0.25 0.18
## mpt  0.23 0.46 0.26 0.14 0.24 0.18 0.28 0.11
## mpps 0.42 0.26 0.77 0.34 0.47 0.54 0.39 0.17
## mpfs 0.32 0.14 0.34 1.69 0.67 0.46 0.39 0.15
## mpcs 0.44 0.24 0.47 0.67 1.45 0.43 0.46 0.12
## mwe  0.51 0.18 0.54 0.46 0.43 1.11 0.40 0.20
## mocb 0.25 0.28 0.39 0.39 0.46 0.40 0.62 0.15
## mpw  0.18 0.11 0.17 0.15 0.12 0.20 0.15 0.29

Decision tree

## 
## Model formula:
## mocb ~ mppc + mpt + mpps + mpfs + mpcs + mwe + mpw
## 
## Fitted party:
## [1] root
## |   [2] mpps < 4.64286
## |   |   [3] mpcs < 4.7
## |   |   |   [4] mpfs < 3.375: 3.898 (n = 8, err = 7.6)
## |   |   |   [5] mpfs >= 3.375
## |   |   |   |   [6] mpt < 4.64286: 4.448 (n = 15, err = 1.7)
## |   |   |   |   [7] mpt >= 4.64286: 4.987 (n = 7, err = 2.1)
## |   |   [8] mpcs >= 4.7
## |   |   |   [9] mpfs < 5.125: 4.846 (n = 13, err = 3.0)
## |   |   |   [10] mpfs >= 5.125: 5.253 (n = 14, err = 4.9)
## |   [11] mpps >= 4.64286
## |   |   [12] mwe < 5.72222
## |   |   |   [13] mppc < 5.59091
## |   |   |   |   [14] mwe >= 4.94444: 5.008 (n = 11, err = 2.5)
## |   |   |   |   [15] mwe < 4.94444: 5.401 (n = 22, err = 9.0)
## |   |   |   [16] mppc >= 5.59091: 5.828 (n = 9, err = 0.5)
## |   |   [17] mwe >= 5.72222: 5.941 (n = 17, err = 2.7)
## 
## Number of inner nodes:    8
## Number of terminal nodes: 9

## 
## Call:
##  randomForest(formula = mocb ~ ., data = data1) 
##                Type of random forest: regression
##                      Number of trees: 500
## No. of variables tried at each split: 2
## 
##           Mean of squared residuals: 0.4317252
##                     % Var explained: 30.25
##      IncNodePurity
## mppc      6.667046
## mpt      11.016940
## mpps     14.742111
## mpfs      6.176731
## mpcs     10.330825
## mwe      11.255998
## mpw       5.714401

##   Length Class      Mode
## 1 5      constparty list
## 2 3      constparty list
## 3 1      constparty list
## 4 1      constparty list
## 5 1      constparty list
## 
## Model formula:
## mpw ~ mppc + mpt + mpps + mpfs + mpcs + mwe + mocb
## 
## Fitted party:
## [1] root
## |   [2] mppc < 5.68182
## |   |   [3] mwe < 4.83333
## |   |   |   [4] mpt < 4.92857
## |   |   |   |   [5] mpcs < 3.15: 3.881 (n = 7, err = 0.4)
## |   |   |   |   [6] mpcs >= 3.15
## |   |   |   |   |   [7] mpcs >= 4.3: 4.088 (n = 19, err = 2.3)
## |   |   |   |   |   [8] mpcs < 4.3: 4.322 (n = 10, err = 0.9)
## |   |   |   [9] mpt >= 4.92857
## |   |   |   |   [10] mpt >= 5.21429: 4.247 (n = 9, err = 2.5)
## |   |   |   |   [11] mpt < 5.21429: 4.581 (n = 13, err = 1.8)
## |   |   [12] mwe >= 4.83333
## |   |   |   [13] mocb >= 5.22727
## |   |   |   |   [14] mocb < 5.77273: 4.167 (n = 11, err = 1.3)
## |   |   |   |   [15] mocb >= 5.77273: 4.761 (n = 10, err = 2.6)
## |   |   |   [16] mocb < 5.22727: 4.693 (n = 19, err = 4.2)
## |   [17] mppc >= 5.68182: 4.941 (n = 18, err = 4.6)
## 
## Number of inner nodes:    8
## Number of terminal nodes: 9

## 
## Call:
##  randomForest(formula = mpw ~ ., data = data1) 
##                Type of random forest: regression
##                      Number of trees: 500
## No. of variables tried at each split: 2
## 
##           Mean of squared residuals: 0.2606269
##                     % Var explained: 9.42
##      IncNodePurity
## mppc      5.552744
## mpt       3.812468
## mpps      4.306359
## mpfs      3.107299
## mpcs      3.741254
## mwe       4.731119
## mocb      4.582161

##   Length Class      Mode
## 1 3      constparty list
## 2 1      constparty list
## 3 1      constparty list
## 
## Model formula:
## mwe ~ mppc + mpt + mpps + mpfs + mpcs + mocb + mpw
## 
## Fitted party:
## [1] root
## |   [2] mpps < 3.92857
## |   |   [3] mocb < 4.5: 2.841 (n = 7, err = 3.6)
## |   |   [4] mocb >= 4.5: 3.825 (n = 14, err = 11.4)
## |   [5] mpps >= 3.92857
## |   |   [6] mppc < 4.77273
## |   |   |   [7] mpw < 4.08333: 3.778 (n = 12, err = 8.6)
## |   |   |   [8] mpw >= 4.08333
## |   |   |   |   [9] mpw < 4.88889: 4.417 (n = 24, err = 8.1)
## |   |   |   |   [10] mpw >= 4.88889: 5.111 (n = 7, err = 2.0)
## |   |   [11] mppc >= 4.77273
## |   |   |   [12] mpps < 5.64286
## |   |   |   |   [13] mpcs >= 6.15: 4.508 (n = 7, err = 4.7)
## |   |   |   |   [14] mpcs < 6.15
## |   |   |   |   |   [15] mpw < 4.25: 4.741 (n = 9, err = 2.6)
## |   |   |   |   |   [16] mpw >= 4.25
## |   |   |   |   |   |   [17] mpt < 5.35714: 5.111 (n = 16, err = 3.8)
## |   |   |   |   |   |   [18] mpt >= 5.35714: 5.667 (n = 7, err = 1.8)
## |   |   |   [19] mpps >= 5.64286: 5.872 (n = 13, err = 6.8)
## 
## Number of inner nodes:     9
## Number of terminal nodes: 10

## 
## Call:
##  randomForest(formula = mwe ~ ., data = data1) 
##                Type of random forest: regression
##                      Number of trees: 500
## No. of variables tried at each split: 2
## 
##           Mean of squared residuals: 0.7686058
##                     % Var explained: 30.15
##      IncNodePurity
## mppc      20.66201
## mpt       12.61577
## mpps      26.79133
## mpfs      14.54101
## mpcs      12.79472
## mocb      16.92522
## mpw       13.13701

##   Length Class      Mode
## 1 7      constparty list
## 2 1      constparty list
## 3 5      constparty list
## 4 3      constparty list
## 5 1      constparty list
## 6 1      constparty list
## 7 1      constparty list

LPA

## Fit Equal variances and covariances fixed to 0 (model 1) model with 2 profiles.
## LogLik is 1113.432
## BIC is 2345.704
## Entropy is 0.94
## Fit Equal variances and covariances fixed to 0 (model 1) model with 3 profiles.
## LogLik is 1084.044
## BIC is 2329.711
## Entropy is 0.933
## Fit Equal variances and covariances fixed to 0 (model 1) model with 4 profiles.
## LogLik is 1074.475
## BIC is 2353.353
## Entropy is 0.929

## Fit Equal variances and covariances fixed to 0 (model 1) model with 3 profiles.
## LogLik is 1084.044
## BIC is 2329.711
## Entropy is 0.933

## Fit NA model with 3 profiles.
## LogLik is 956.598
## BIC is 2550.177
## Entropy is 0.936
## # A tibble: 116 x 10
##     mppc   mpt  mpps  mpfs  mpcs   mwe  mocb   mpw profile posterior_prob
##    <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <fct>            <dbl>
##  1  5.64  5.43  5.43  5.25   6.1  5.78  5.82  5.72 1                0.985
##  2  4.73  4.57  5.14  4      4.8  5.44  5.18  4.94 1                0.719
##  3  3.91  4.57  4     4      5.2  4.89  4.55  4    2                0.959
##  4  5.82  5.71  5.43  5.75   6    5.56  6     5.56 1                0.990
##  5  5.18  4.14  3.86  3      3.4  3     3.64  4.39 3                1.000
##  6  6     6     6     4.5    3.7  4     6     6    1                1    
##  7  4.45  4.71  4.14  4      2.6  4.22  4.36  3.78 3                1.000
##  8  4.91  5.29  4     6.5    5.3  5.67  4.55  4.56 2                1.000
##  9  4     4.71  4.43  4.25   5.6  3.67  5.82  4    1                0.792
## 10  3.27  4.43  4.14  3.75   3.1  4     4.09  3.94 3                1.000
## # … with 106 more rows

Baysian Network

## Warning in vstruct.apply(arcs = arcs, vs = vs, nodes = nodes, strict =
## strict, : vstructure mpps -> mocb <- mpcs is not applicable, because one or
## both arcs are oriented in the opposite direction.

## Warning in vstruct.apply(arcs = arcs, vs = vs, nodes = nodes, strict =
## strict, : vstructure mpps -> mocb <- mpcs is not applicable, because one or
## both arcs are oriented in the opposite direction.

## Warning in vstruct.apply(arcs = arcs, vs = vs, nodes = nodes, strict =
## strict, : vstructure mpps -> mocb <- mpcs is not applicable, because one or
## both arcs are oriented in the opposite direction.

## Warning in vstruct.apply(arcs = arcs, vs = vs, nodes = nodes, strict =
## strict, : vstructure mpps -> mocb <- mpcs is not applicable, because one or
## both arcs are oriented in the opposite direction.
## $tp
## [1] 2
## 
## $fp
## [1] 7
## 
## $fn
## [1] 6
## $tp
## [1] 5
## 
## $fp
## [1] 4
## 
## $fn
## [1] 3
## $tp
## [1] 2
## 
## $fp
## [1] 7
## 
## $fn
## [1] 6
## 
##   Bayesian network learned via Score-based methods
## 
##   model:
##    [mpps][mwe|mpps][mppc|mpps:mwe][mocb|mpps:mwe][mpt|mppc:mocb]
##    [mpcs|mppc:mocb][mpw|mppc:mpps][mpfs|mpcs:mwe]
##   nodes:                                 8 
##   arcs:                                  13 
##     undirected arcs:                     0 
##     directed arcs:                       13 
##   average markov blanket size:           3.75 
##   average neighbourhood size:            3.25 
##   average branching factor:              1.62 
## 
##   learning algorithm:                    Hill-Climbing 
##   score:                                 BIC (Gauss.) 
##   penalization coefficient:              2.376795 
##   tests used in the learning procedure:  119 
##   optimized:                             TRUE
## $tp
## [1] 5
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## $fp
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## $fn
## [1] 8

## Loading required namespace: Rgraphviz

## A graphNEL graph with directed edges
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## A graphNEL graph with directed edges
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Moderated Mediation Result

IBM SPSS Web Report - Output4

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Matrix
    Text Output

Matrix Matrix - Text Output - January 17, 2019

Run MATRIX procedure:

**************** PROCESS Procedure for SPSS Version 3.2 ******************

      Written by Andrew F. Hayes, Ph.D.       www.afhayes.com

Documentation available in Hayes (2018). www.guilford.com/p/hayes3

Model : 7

Y  : mocb

X  : mppc

M  : mwe

W  : mpps

Sample

Size: 116


OUTCOME VARIABLE:

mwe

Model Summary

      R       R-sq        MSE          F        df1        df2          p

    .64        .42        .67      26.49       3.00     112.00        .00

Model

          coeff         se          t          p       LLCI       ULCI

constant 4.59 .08 55.72 .00 4.43 4.75

mppc .34 .10 3.54 .00 .15 .53

mpps .52 .10 5.18 .00 .32 .72

Int_1 .00 .08 .00 1.00 -.15 .15

Product terms key:

Int_1 : mppc x mpps

Test(s) of highest order unconditional interaction(s):

   R2-chng          F        df1        df2          p

X*W .00 .00 1.00 112.00 1.00


Focal predict: mppc     (X)

      Mod var: mpps     (W)

Data for visualizing the conditional effect of the focal predictor:

Paste text below into a SPSS syntax window and execute to produce plot.

DATA LIST FREE/

mppc mpps mwe .

BEGIN DATA.

   -.93       -.88       3.81

    .00       -.88       4.13

    .93       -.88       4.45

   -.93        .00       4.27

    .00        .00       4.59

    .93        .00       4.91

   -.93        .88       4.73

    .00        .88       5.05

    .93        .88       5.37

END DATA.

GRAPH/SCATTERPLOT=

mppc WITH mwe BY mpps .


OUTCOME VARIABLE:

mocb

Model Summary

      R       R-sq        MSE          F        df1        df2          p

    .49        .24        .48      18.15       2.00     113.00        .00

Model

          coeff         se          t          p       LLCI       ULCI

constant 3.73 .34 11.05 .00 3.06 4.39

mppc .11 .08 1.36 .18 -.05 .27

mwe .31 .07 4.29 .00 .17 .45

****************** DIRECT AND INDIRECT EFFECTS OF X ON Y *****************

Direct effect of X on Y

 Effect         se          t          p       LLCI       ULCI

    .11        .08       1.36        .18       -.05        .27

Conditional indirect effects of X on Y:

INDIRECT EFFECT:

mppc -> mwe -> mocb

   mpps     Effect     BootSE   BootLLCI   BootULCI

   -.88        .11        .04        .04        .20

    .00        .11        .04        .03        .19

    .88        .11        .05        .02        .21



  Index of moderated mediation:

      Index     BootSE   BootLLCI   BootULCI

mpps .00 .02 -.05 .04

Pairwise contrasts between conditional indirect effects (Effect1 minus Effect2)

Effect1    Effect2   Contrast     BootSE   BootLLCI   BootULCI

    .11        .11        .00        .02       -.05        .04

    .11        .11        .00        .04       -.10        .08

    .11        .11        .00        .02       -.05        .04


Bootstrap estimates were saved to a file

Map of column names to model coefficients:

      Conseqnt Antecdnt

COL1 mwe constant

COL2 mwe mppc

COL3 mwe mpps

COL4 mwe Int_1

COL5 mocb constant

COL6 mocb mppc

COL7 mocb mwe

*********************** ANALYSIS NOTES AND ERRORS ************************

Level of confidence for all confidence intervals in output:

95.0000

Number of bootstrap samples for percentile bootstrap confidence intervals:

5000

W values in conditional tables are the mean and +/- SD from the mean.

NOTE: The following variables were mean centered prior to analysis:

      mpps     mppc

—— END MATRIX —–