CONTINUOUS NUMBERS - COUNTS

calc_stats(d_hadi, d_cody, 32:57, 5, continuous = TRUE) # 5th column is for first names
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 96.2 
##    number_of_student_first_names_in_post
## 1                                      0
## 2                                      0
## 3                                      1
## 4                                      0
## 5                                      0
## 6                                      0
## 7                                      0
## 8                                      0
## 9                                      0
## 10                                     0
## 11                                     0
## 12                                     0
## 13                                     0
## 14                                     0
## 15                                     0
## 16                                     0
## 17                                     0
## 18                                     0
## 19                                     0
## 20                                     0
## 21                                     0
## 22                                     0
## 23                                     0
## 24                                     0
## 25                                     0
## 26                                     0
##    number_of_student_first_names_in_post.1
## 1                                        0
## 2                                        0
## 3                                        1
## 4                                        0
## 5                                        0
## 6                                        0
## 7                                        0
## 8                                        0
## 9                                        0
## 10                                       0
## 11                                       0
## 12                                       0
## 13                                       0
## 14                                       0
## 15                                       0
## 16                                       2
## 17                                       0
## 18                                       0
## 19                                       0
## 20                                       0
## 21                                       0
## 22                                       0
## 23                                       0
## 24                                       0
## 25                                       0
## 26                                       0
##  Single Score Intraclass Correlation
## 
##    Model: oneway 
##    Type : consistency 
## 
##    Subjects = 26 
##      Raters = 2 
##      ICC(1) = 0.315
## 
##  F-Test, H0: r0 = 0 ; H1: r0 > 0 
##    F(25,26) = 1.92 , p = 0.0523 
## 
##  95%-Confidence Interval for ICC Population Values:
##   -0.069 < ICC < 0.62
##     mean_diff
## 1 -0.07692308
calc_stats(d_hadi, d_cody, 32:57, 6, continuous = TRUE) # 5th column is for first names
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 96.2 
##    number_of_student_last_names_in_post number_of_student_last_names_in_post.1
## 1                                     0                                      0
## 2                                     0                                      0
## 3                                     1                                      1
## 4                                     0                                      0
## 5                                     0                                      0
## 6                                     0                                      0
## 7                                     0                                      0
## 8                                     0                                      0
## 9                                     0                                      0
## 10                                    0                                      0
## 11                                    0                                      0
## 12                                    0                                      0
## 13                                    0                                      0
## 14                                    0                                      0
## 15                                    0                                      0
## 16                                    0                                      1
## 17                                    0                                      0
## 18                                    0                                      0
## 19                                    0                                      0
## 20                                    0                                      0
## 21                                    0                                      0
## 22                                    0                                      0
## 23                                    0                                      0
## 24                                    0                                      0
## 25                                    0                                      0
## 26                                    0                                      0
##  Single Score Intraclass Correlation
## 
##    Model: oneway 
##    Type : consistency 
## 
##    Subjects = 26 
##      Raters = 2 
##      ICC(1) = 0.658
## 
##  F-Test, H0: r0 = 0 ; H1: r0 > 0 
##    F(25,26) = 4.84 , p = 7.73e-05 
## 
##  95%-Confidence Interval for ICC Population Values:
##   0.374 < ICC < 0.83
##     mean_diff
## 1 -0.03846154
calc_stats(d_hadi, d_cody, 32:57, 7, continuous = TRUE) # 5th column is for first names
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 100 
##    number_of_student_tagged_accounts number_of_student_tagged_accounts.1
## 1                                  0                                   0
## 2                                  0                                   0
## 3                                  1                                   1
## 4                                  0                                   0
## 5                                  0                                   0
## 6                                  0                                   0
## 7                                  0                                   0
## 8                                  0                                   0
## 9                                  0                                   0
## 10                                 0                                   0
## 11                                 0                                   0
## 12                                 0                                   0
## 13                                 0                                   0
## 14                                 0                                   0
## 15                                 0                                   0
## 16                                 0                                   0
## 17                                 0                                   0
## 18                                 0                                   0
## 19                                 0                                   0
## 20                                 0                                   0
## 21                                 0                                   0
## 22                                 0                                   0
## 23                                 0                                   0
## 24                                 0                                   0
## 25                                 0                                   0
## 26                                 0                                   0
##  Single Score Intraclass Correlation
## 
##    Model: oneway 
##    Type : consistency 
## 
##    Subjects = 26 
##      Raters = 2 
##      ICC(1) = 1
## 
##  F-Test, H0: r0 = 0 ; H1: r0 > 0 
##    F(25,26) = Inf , p = 0 
## 
##  95%-Confidence Interval for ICC Population Values:
##   NaN < ICC < NaN
##   mean_diff
## 1         0
calc_stats(d_hadi, d_cody, 32:57, 8, continuous = TRUE) # 5th column is for first names
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 84.6 
##    number_of_student_faces_in_image number_of_student_faces_in_image.1
## 1                                 0                                  0
## 2                                 0                                  0
## 3                                 0                                  0
## 4                                 0                                  0
## 5                                 3                                  3
## 6                                 0                                  2
## 7                                 0                                  0
## 8                                 0                                  0
## 9                                 0                                  0
## 10                                0                                  0
## 11                                0                                  0
## 12                                1                                  1
## 13                                0                                  0
## 14                                0                                  0
## 15                                0                                  0
## 16                                2                                  2
## 17                               30                                 33
## 18                                8                                  9
## 19                                2                                  2
## 20                                0                                  0
## 21                                1                                  1
## 22                                0                                  0
## 23                                0                                  0
## 24                                3                                  2
## 25                                0                                  0
## 26                                0                                  0
##  Single Score Intraclass Correlation
## 
##    Model: oneway 
##    Type : consistency 
## 
##    Subjects = 26 
##      Raters = 2 
##      ICC(1) = 0.993
## 
##  F-Test, H0: r0 = 0 ; H1: r0 > 0 
##    F(25,26) = 273 , p = 1.17e-25 
## 
##  95%-Confidence Interval for ICC Population Values:
##   0.984 < ICC < 0.997
##    mean_diff
## 1 -0.1923077
calc_stats(d_hadi, d_cody, 32:57, 9, continuous = TRUE) # 5th column is for first names
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 96.2 
##    how_many_names_faces_connected how_many_names_faces_connected.1
## 1                               0                                0
## 2                               0                                0
## 3                               0                                0
## 4                               0                                0
## 5                               0                                0
## 6                               0                                0
## 7                               0                                0
## 8                               0                                0
## 9                               0                                0
## 10                              0                                0
## 11                              0                                0
## 12                              0                                0
## 13                              0                                0
## 14                              0                                0
## 15                              0                                0
## 16                              0                                1
## 17                              0                                0
## 18                              0                                0
## 19                              0                                0
## 20                              0                                0
## 21                              0                                0
## 22                              0                                0
## 23                              0                                0
## 24                              0                                0
## 25                              0                                0
## 26                              0                                0
##  Single Score Intraclass Correlation
## 
##    Model: oneway 
##    Type : consistency 
## 
##    Subjects = 26 
##      Raters = 2 
##      ICC(1) = 0
## 
##  F-Test, H0: r0 = 0 ; H1: r0 > 0 
##    F(25,26) = 1 , p = 0.499 
## 
##  95%-Confidence Interval for ICC Population Values:
##   -0.376 < ICC < 0.379
##     mean_diff
## 1 -0.03846154

CATEGORICAL VARIABLES - 0,1,2 or 0,1

calc_stats(d_hadi, d_cody, 32:57, 10, categorical = TRUE) # 5th column is for first names
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 96.2 
##    is_there_an_identifiable_face_in_this_post
## 1                                           0
## 2                                           0
## 3                                           0
## 4                                           0
## 5                                           0
## 6                                           0
## 7                                           0
## 8                                           0
## 9                                           0
## 10                                          0
## 11                                          0
## 12                                          0
## 13                                          0
## 14                                          0
## 15                                          0
## 16                                          0
## 17                                          0
## 18                                          0
## 19                                          0
## 20                                          0
## 21                                          0
## 22                                          0
## 23                                          0
## 24                                          0
## 25                                          0
## 26                                          0
##    is_there_an_identifiable_face_in_this_post.1
## 1                                             0
## 2                                             0
## 3                                             0
## 4                                             0
## 5                                             0
## 6                                             0
## 7                                             0
## 8                                             0
## 9                                             0
## 10                                            0
## 11                                            0
## 12                                            0
## 13                                            0
## 14                                            0
## 15                                            0
## 16                                            1
## 17                                            0
## 18                                            0
## 19                                            0
## 20                                            0
## 21                                            0
## 22                                            0
## 23                                            0
## 24                                            0
## 25                                            0
## 26                                            0
##  Cohen's Kappa for 2 Raters (Weights: unweighted)
## 
##  Subjects = 26 
##    Raters = 2 
##     Kappa = 0 
## 
##         z = 0 
##   p-value = 1
calc_stats(d_hadi, d_cody, 32:57, 11, categorical = TRUE)
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 100 
##    ethnic_group ethnic_group.1
## 1             0              0
## 2             0              0
## 3             0              0
## 4             0              0
## 5             0              0
## 6             0              0
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## 20            0              0
## 21            0              0
## 22            0              0
## 23            0              0
## 24            0              0
## 25            0              0
## 26            0              0
##  Cohen's Kappa for 2 Raters (Weights: unweighted)
## 
##  Subjects = 26 
##    Raters = 2 
##     Kappa = NaN 
## 
##         z = NaN 
##   p-value = NaN
calc_stats(d_hadi, d_cody, 32:57, 12, categorical = TRUE)
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 100 
##    first_generation_americans first_generation_americans.1
## 1                           0                            0
## 2                           0                            0
## 3                           0                            0
## 4                           0                            0
## 5                           0                            0
## 6                           0                            0
## 7                           0                            0
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## 18                          0                            0
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## 20                          0                            0
## 21                          0                            0
## 22                          0                            0
## 23                          0                            0
## 24                          0                            0
## 25                          0                            0
## 26                          0                            0
##  Cohen's Kappa for 2 Raters (Weights: unweighted)
## 
##  Subjects = 26 
##    Raters = 2 
##     Kappa = NaN 
## 
##         z = NaN 
##   p-value = NaN
calc_stats(d_hadi, d_cody, 32:57, 13, categorical = TRUE)
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 100 
##    date_of_birth date_of_birth.1
## 1              0               0
## 2              0               0
## 3              0               0
## 4              0               0
## 5              0               0
## 6              0               0
## 7              0               0
## 8              0               0
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## 22             0               0
## 23             0               0
## 24             0               0
## 25             0               0
## 26             0               0
##  Cohen's Kappa for 2 Raters (Weights: unweighted)
## 
##  Subjects = 26 
##    Raters = 2 
##     Kappa = NaN 
## 
##         z = NaN 
##   p-value = NaN
calc_stats(d_hadi, d_cody, 32:57, 14, categorical = TRUE)
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 100 
##    religion religion.1
## 1         0          0
## 2         0          0
## 3         0          0
## 4         0          0
## 5         0          0
## 6         0          0
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## 21        0          0
## 22        0          0
## 23        0          0
## 24        0          0
## 25        0          0
## 26        0          0
##  Cohen's Kappa for 2 Raters (Weights: unweighted)
## 
##  Subjects = 26 
##    Raters = 2 
##     Kappa = NaN 
## 
##         z = NaN 
##   p-value = NaN
calc_stats(d_hadi, d_cody, 32:57, 15, categorical = TRUE)
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 100 
##    gender_identity gender_identity.1
## 1                0                 0
## 2                0                 0
## 3                2                 2
## 4                0                 0
## 5                2                 2
## 6                0                 0
## 7                0                 0
## 8                0                 0
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## 20               0                 0
## 21               0                 0
## 22               0                 0
## 23               0                 0
## 24               0                 0
## 25               0                 0
## 26               0                 0
##  Cohen's Kappa for 2 Raters (Weights: unweighted)
## 
##  Subjects = 26 
##    Raters = 2 
##     Kappa = 1 
## 
##         z = 5.1 
##   p-value = 3.41e-07
calc_stats(d_hadi, d_cody, 32:57, 16, categorical = TRUE)
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 100 
##    retweet retweet.1
## 1        0         0
## 2        0         0
## 3        0         0
## 4        0         0
## 5        1         1
## 6        0         0
## 7        0         0
## 8        1         1
## 9        0         0
## 10       0         0
## 11       0         0
## 12       1         1
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## 14       0         0
## 15       0         0
## 16       0         0
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## 19       1         1
## 20       0         0
## 21       0         0
## 22       1         1
## 23       0         0
## 24       0         0
## 25       0         0
## 26       1         1
##  Cohen's Kappa for 2 Raters (Weights: unweighted)
## 
##  Subjects = 26 
##    Raters = 2 
##     Kappa = 1 
## 
##         z = 5.1 
##   p-value = 3.41e-07
calc_stats(d_hadi, d_cody, 32:57, 17, categorical = TRUE)
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 76.9 
##     external_link external_link.1
## 1         No Link  School Website
## 2        Facebook        Facebook
## 3           Other         No Link
## 4         No Link         No Link
## 5         No Link         No Link
## 6         No Link         No Link
## 7  School Website  School Website
## 8         No Link         No Link
## 9         No Link         No Link
## 10          Other           Other
## 11        No Link         No Link
## 12        No Link         No Link
## 13       Facebook        Facebook
## 14       Facebook        Facebook
## 15       Facebook        Facebook
## 16        No Link         No Link
## 17        No Link           Other
## 18        No Link         No Link
## 19        No Link         No Link
## 20 School Website         No Link
## 21        No Link         No Link
## 22        No Link         No Link
## 23        No Link         No Link
## 24        No Link         No Link
## 25 School Website         No Link
## 26 School Website         No Link
##  Cohen's Kappa for 2 Raters (Weights: unweighted)
## 
##  Subjects = 26 
##    Raters = 2 
##     Kappa = 0.567 
## 
##         z = 4.48 
##   p-value = 7.43e-06
calc_stats(d_hadi, d_cody, 32:57, 18, categorical = TRUE)
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 100 
##    phone_number phone_number.1
## 1             0              0
## 2             0              0
## 3             0              0
## 4             0              0
## 5             0              0
## 6             0              0
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## 22            0              0
## 23            0              0
## 24            0              0
## 25            0              0
## 26            0              0
##  Cohen's Kappa for 2 Raters (Weights: unweighted)
## 
##  Subjects = 26 
##    Raters = 2 
##     Kappa = NaN 
## 
##         z = NaN 
##   p-value = NaN
calc_stats(d_hadi, d_cody, 32:57, 19, categorical = TRUE)
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 100 
##    email email.1
## 1      0       0
## 2      0       0
## 3      0       0
## 4      0       0
## 5      0       0
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## 22     0       0
## 23     0       0
## 24     0       0
## 25     0       0
## 26     0       0
##  Cohen's Kappa for 2 Raters (Weights: unweighted)
## 
##  Subjects = 26 
##    Raters = 2 
##     Kappa = NaN 
## 
##         z = NaN 
##   p-value = NaN
calc_stats(d_hadi, d_cody, 32:57, 20, categorical = TRUE)
##  Percentage agreement (Tolerance=0)
## 
##  Subjects = 26 
##    Raters = 2 
##   %-agree = 100 
##    location location.1
## 1         0          0
## 2         0          0
## 3         0          0
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## 24        0          0
## 25        0          0
## 26        0          0
##  Cohen's Kappa for 2 Raters (Weights: unweighted)
## 
##  Subjects = 26 
##    Raters = 2 
##     Kappa = NaN 
## 
##         z = NaN 
##   p-value = NaN