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Format AE specific subgroup analysis

Usage

format_ae_specific_subgroup(
  outdata,
  display = c("n", "prop"),
  digits_prop = 1,
  digits_ci = 1,
  digits_p = 3,
  digits_dur = c(1, 1),
  digits_events = c(1, 1),
  mock = FALSE
)

Arguments

outdata

An outdata object created by prepare_ae_specific().

display

A character vector of measurement to be displayed.

  • n: Number of subjects with adverse event.

  • prop: Proportion of subjects with adverse event.

  • total: Total columns.

  • dur: Average of adverse event duration.

  • events: Average number of adverse event per subject.

digits_prop

A numeric value of number of digits for proportion value.

digits_ci

A numeric value of number of digits for confidence interval.

digits_p

A numeric value of number of digits for p-value.

digits_dur

A numeric value of number of digits for average duration of adverse event.

digits_events

A numeric value of number of digits for average of number of adverse event per subjects.

mock

Logical. Display mock table or not.

Value

A list of analysis raw datasets for subgroup analysis.

Examples

meta <- meta_ae_example()
prepare_ae_specific_subgroup(meta,
  population = "apat",
  observation = "wk12",
  parameter = "rel",
  subgroup_var = "SEX",
  display_subgroup_total = TRUE
) |>
  format_ae_specific_subgroup()
#> $components
#> [1] "soc" "par"
#> 
#> $group
#> [1] "Placebo"   "Low Dose"  "High Dose"
#> 
#> $subgroup
#> [1] "f" "m"
#> 
#> $display_subgroup_total
#> [1] TRUE
#> 
#> $meta
#> ADaM metadata: 
#>    .$data_population 	Population data with 254 subjects 
#>    .$data_observation 	Observation data with 1191 records 
#>    .$plan 	Analysis plan with 18 plans 
#> 
#> 
#>   Analysis population type:
#>     name        id  group var       subset                         label
#> 1 'apat' 'USUBJID' 'TRTA'     SAFFL == 'Y' 'All Participants as Treated'
#> 
#> 
#>   Analysis observation type:
#>     name        id  group var          subset           label
#> 1 'wk12' 'USUBJID' 'TRTA'        SAFFL == 'Y' 'Weeks 0 to 12'
#> 2 'wk24' 'USUBJID' 'TRTA'     AOCC01FL == 'Y' 'Weeks 0 to 24'
#> 
#> 
#>   Analysis parameter type:
#>      name                                label
#> 1   'rel'        'drug-related adverse events'
#> 2 'aeosi' 'adverse events of special interest'
#> 3   'any'                 'any adverse events'
#> 4   'ser'             'serious adverse events'
#>                                 subset
#> 1 AEREL %in% c('POSSIBLE', 'PROBABLE')
#> 2                         AEOSI == 'Y'
#> 3                                     
#> 4                         AESER == 'Y'
#> 
#> 
#>   Analysis function:
#>            name                             label
#> 1  'ae_summary'    'Table: adverse event summary'
#> 2  'ae_listing'          'Listing: adverse event'
#> 3  'ae_exp_adj' 'Exposure Adjusted Incident Rate'
#> 4 'ae_specific'   'Table: specific adverse event'
#> 
#> 
#> $population
#> [1] "apat"
#> 
#> $observation
#> [1] "wk12"
#> 
#> $parameter
#> [1] "rel"
#> 
#> $out_all
#> $out_all$F
#> List of 15
#>  $ meta           :List of 7
#>  $ population     : chr "apat"
#>  $ observation    : chr "wk12"
#>  $ parameter      : chr "rel"
#>  $ n              :'data.frame':	138 obs. of  4 variables:
#>  $ order          : num [1:138] 1 100 200 900 1000 ...
#>  $ group          : chr [1:4] "Placebo" "Low Dose" "High Dose" "Total"
#>  $ reference_group: num 1
#>  $ prop           :'data.frame':	138 obs. of  4 variables:
#>  $ diff           :'data.frame':	138 obs. of  2 variables:
#>  $ n_pop          :'data.frame':	1 obs. of  4 variables:
#>  $ name           : chr [1:138] "Participants in population" "with one or more drug-related adverse events" "with no drug-related adverse events" "" ...
#>  $ soc_name       : chr [1:138] NA NA NA NA ...
#>  $ components     : chr [1:2] "soc" "par"
#>  $ prepare_call   : language FUN(meta = X[[i]], population = ..1, observation = ..2, parameter = ..3,      components = ..4)
#> 
#> $out_all$M
#> List of 15
#>  $ meta           :List of 7
#>  $ population     : chr "apat"
#>  $ observation    : chr "wk12"
#>  $ parameter      : chr "rel"
#>  $ n              :'data.frame':	138 obs. of  4 variables:
#>  $ order          : num [1:138] 1 100 200 900 1000 ...
#>  $ group          : chr [1:4] "Placebo" "Low Dose" "High Dose" "Total"
#>  $ reference_group: num 1
#>  $ prop           :'data.frame':	138 obs. of  4 variables:
#>  $ diff           :'data.frame':	138 obs. of  2 variables:
#>  $ n_pop          :'data.frame':	1 obs. of  4 variables:
#>  $ name           : chr [1:138] "Participants in population" "with one or more drug-related adverse events" "with no drug-related adverse events" "" ...
#>  $ soc_name       : chr [1:138] NA NA NA NA ...
#>  $ components     : chr [1:2] "soc" "par"
#>  $ prepare_call   : language FUN(meta = X[[i]], population = ..1, observation = ..2, parameter = ..3,      components = ..4)
#> 
#> $out_all$Total
#> List of 15
#>  $ meta           :List of 7
#>  $ population     : chr "apat"
#>  $ observation    : chr "wk12"
#>  $ parameter      : chr "rel"
#>  $ n              :'data.frame':	138 obs. of  4 variables:
#>  $ order          : num [1:138] 1 100 200 900 1000 ...
#>  $ group          : chr [1:4] "Placebo" "Low Dose" "High Dose" "Total"
#>  $ reference_group: num 1
#>  $ prop           :'data.frame':	138 obs. of  4 variables:
#>  $ diff           :'data.frame':	138 obs. of  2 variables:
#>  $ n_pop          :'data.frame':	1 obs. of  4 variables:
#>  $ name           : chr [1:138] "Participants in population" "with one or more drug-related adverse events" "with no drug-related adverse events" "" ...
#>  $ soc_name       : chr [1:138] NA NA NA NA ...
#>  $ components     : chr [1:2] "soc" "par"
#>  $ prepare_call   : language prepare_ae_specific(meta = meta, population = population, observation = observation,      parameter = parameter, | __truncated__
#> 
#> 
#> $tbl
#>                                                     name Fn_1 Fprop_1 Fn_2
#> 96                            Participants in population   53    <NA>   50
#> 138         with one or more drug-related adverse events   28  (52.8)   41
#> 137                  with no drug-related adverse events   25  (47.2)    9
#> 1                                                          NA    <NA>   NA
#> 33                                     Cardiac disorders    4   (7.5)    4
#> 22                                   Atrial fibrillation    1   (1.9)    0
#> 23                                        Atrial flutter    0   (0.0)    0
#> 24                   Atrioventricular block first degree    1   (1.9)    0
#> 25                  Atrioventricular block second degree    0   (0.0)    0
#> 30                                           Bradycardia    1   (1.9)    0
#> 31                             Bundle branch block right    0   (0.0)    0
#> 34                            Cardiac failure congestive    1   (1.9)    0
#> 86                                 Myocardial infarction    2   (3.8)    1
#> 93                                          Palpitations    0   (0.0)    0
#> 112                                     Sinus arrhythmia    0   (0.0)    0
#> 113                                    Sinus bradycardia    2   (3.8)    1
#> 122                       Supraventricular extrasystoles    0   (0.0)    1
#> 129                            Ventricular extrasystoles    0   (0.0)    1
#> 134                       Wolff-parkinson-white syndrome    0   (0.0)    1
#> 40            Congenital, familial and genetic disorders    0   (0.0)    0
#> 130                            Ventricular septal defect    0   (0.0)    0
#> 50                           Ear and labyrinth disorders    0   (0.0)    2
#> 125                                             Tinnitus    0   (0.0)    1
#> 131                                              Vertigo    0   (0.0)    1
#> 57                                         Eye disorders    0   (0.0)    0
#> 132                                       Vision blurred    0   (0.0)    0
#> 62                            Gastrointestinal disorders    1   (1.9)    6
#> 2                                         Abdominal pain    0   (0.0)    1
#> 46                                             Diarrhoea    0   (0.0)    3
#> 48                                             Dyspepsia    1   (1.9)    0
#> 63                      Gastrooesophageal reflux disease    1   (1.9)    0
#> 87                                                Nausea    0   (0.0)    2
#> 110                              Salivary hypersecretion    0   (0.0)    0
#> 120                                   Stomach discomfort    0   (0.0)    0
#> 133                                             Vomiting    0   (0.0)    2
#> 64  General disorders and administration site conditions   11  (20.8)   23
#> 5                              Application site bleeding    0   (0.0)    1
#> 6                            Application site dermatitis    2   (3.8)    5
#> 7                          Application site desquamation    0   (0.0)    0
#> 8                             Application site discharge    0   (0.0)    0
#> 9                        Application site discolouration    0   (0.0)    0
#> 10                             Application site erythema    2   (3.8)    5
#> 11                           Application site induration    0   (0.0)    0
#> 12                           Application site irritation    3   (5.7)    6
#> 13                                 Application site pain    0   (0.0)    0
#> 14                         Application site perspiration    0   (0.0)    0
#> 15                             Application site pruritus    4   (7.5)   12
#> 16                             Application site reaction    0   (0.0)    0
#> 17                             Application site swelling    0   (0.0)    0
#> 18                            Application site urticaria    0   (0.0)    0
#> 19                             Application site vesicles    0   (0.0)    1
#> 20                               Application site warmth    0   (0.0)    1
#> 21                                              Asthenia    1   (1.9)    0
#> 35                                      Chest discomfort    0   (0.0)    0
#> 36                                                Chills    0   (0.0)    0
#> 59                                               Fatigue    1   (1.9)    1
#> 60                                      Feeling abnormal    0   (0.0)    0
#> 81                                               Malaise    0   (0.0)    0
#> 89                                                Oedema    0   (0.0)    1
#> 90                                     Oedema peripheral    0   (0.0)    0
#> 92                                                  Pain    0   (0.0)    1
#> 74        Injury, poisoning and procedural complications    0   (0.0)    2
#> 56                                           Excoriation    0   (0.0)    0
#> 58                                                  Fall    0   (0.0)    1
#> 117                                      Skin laceration    0   (0.0)    1
#> 135                                                Wound    0   (0.0)    1
#> 76                                        Investigations    2   (3.8)    2
#> 28                Blood creatine phosphokinase increased    0   (0.0)    0
#> 29                            Body temperature increased    0   (0.0)    1
#> 51               Electrocardiogram st segment depression    1   (1.9)    1
#> 52                    Electrocardiogram t wave inversion    0   (0.0)    0
#> 67                                  Heart rate increased    0   (0.0)    0
#> 68                                  Heart rate irregular    1   (1.9)    0
#> 82                    Metabolism and nutrition disorders    3   (5.7)    0
#> 42                                    Decreased appetite    1   (1.9)    0
#> 61                                          Food craving    1   (1.9)    0
#> 73                                    Increased appetite    1   (1.9)    0
#> 84       Musculoskeletal and connective tissue disorders    0   (0.0)    0
#> 85                                               Myalgia    0   (0.0)    0
#> 111                                        Shoulder pain    0   (0.0)    0
#> 88                              Nervous system disorders    3   (5.7)    8
#> 26                                      Balance disorder    0   (0.0)    1
#> 32                                     Burning sensation    0   (0.0)    0
#> 38                              Complex partial seizures    0   (0.0)    1
#> 41                                 Coordination abnormal    0   (0.0)    1
#> 47                                             Dizziness    1   (1.9)    3
#> 66                                              Headache    2   (3.8)    0
#> 70                                           Hypersomnia    0   (0.0)    0
#> 78                                              Lethargy    0   (0.0)    0
#> 94                                     Paraesthesia oral    0   (0.0)    1
#> 95                                              Parosmia    0   (0.0)    0
#> 119                                           Somnolence    0   (0.0)    0
#> 121                                               Stupor    0   (0.0)    0
#> 123                                              Syncope    0   (0.0)    4
#> 124                                    Syncope vasovagal    0   (0.0)    0
#> 126                           Transient ischaemic attack    0   (0.0)    0
#> 100                                Psychiatric disorders    1   (1.9)    6
#> 3                                              Agitation    0   (0.0)    2
#> 4                                                Anxiety    0   (0.0)    3
#> 39                                     Confusional state    0   (0.0)    1
#> 43                                              Delirium    0   (0.0)    0
#> 44                                        Depressed mood    0   (0.0)    0
#> 65                                 Hallucination, visual    0   (0.0)    0
#> 75                                              Insomnia    0   (0.0)    0
#> 77                                          Irritability    1   (1.9)    1
#> 79                                      Libido decreased    0   (0.0)    0
#> 80                                              Listless    0   (0.0)    0
#> 109                                         Restlessness    0   (0.0)    0
#> 106                          Renal and urinary disorders    0   (0.0)    1
#> 54                                              Enuresis    0   (0.0)    1
#> 83                                   Micturition urgency    0   (0.0)    0
#> 107             Reproductive system and breast disorders    1   (1.9)    0
#> 97                                           Pelvic pain    1   (1.9)    0
#> 108      Respiratory, thoracic and mediastinal disorders    2   (3.8)    0
#> 49                                              Dyspnoea    1   (1.9)    0
#> 53                                             Emphysema    1   (1.9)    0
#> 114               Skin and subcutaneous tissue disorders   12  (22.6)   21
#> 27                                               Blister    0   (0.0)    2
#> 37                                            Cold sweat    0   (0.0)    0
#> 45                                    Dermatitis contact    0   (0.0)    0
#> 55                                              Erythema    6  (11.3)    7
#> 69                                         Hyperhidrosis    1   (1.9)    1
#> 98                                              Pruritus    6  (11.3)   12
#> 99                                  Pruritus generalised    0   (0.0)    0
#> 101                                                 Rash    2   (3.8)    6
#> 102                                    Rash erythematous    0   (0.0)    1
#> 103                                  Rash maculo-papular    0   (0.0)    0
#> 104                                         Rash papular    0   (0.0)    0
#> 105                                        Rash pruritic    0   (0.0)    1
#> 115                                     Skin exfoliation    0   (0.0)    1
#> 116                                      Skin irritation    2   (3.8)    5
#> 118                                           Skin ulcer    0   (0.0)    0
#> 127                                            Urticaria    0   (0.0)    0
#> 128                                   Vascular disorders    0   (0.0)    2
#> 71                                          Hypertension    0   (0.0)    1
#> 72                                           Hypotension    0   (0.0)    1
#> 91                               Orthostatic hypotension    0   (0.0)    0
#> 136                                    Wound haemorrhage    0   (0.0)    0
#>     Fprop_2 Fn_3 Fprop_3 Mn_1 Mprop_1 Mn_2 Mprop_2 Mn_3 Mprop_3 Totaln_1
#> 96     <NA>   40    <NA>   33    <NA>   34    <NA>   44    <NA>       86
#> 138  (82.0)   32  (80.0)   16  (48.5)   32  (94.1)   38  (86.4)       44
#> 137  (18.0)    8  (20.0)   17  (51.5)    2   (5.9)    6  (13.6)       42
#> 1      <NA>   NA    <NA>   NA    <NA>   NA    <NA>   NA    <NA>       NA
#> 33    (8.0)    4  (10.0)    2   (6.1)    3   (8.8)    0   (0.0)        6
#> 22    (0.0)    2   (5.0)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 23    (0.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 24    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 25    (0.0)    0   (0.0)    1   (3.0)    0   (0.0)    0   (0.0)        1
#> 30    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 31    (0.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 34    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 86    (2.0)    1   (2.5)    0   (0.0)    0   (0.0)    0   (0.0)        2
#> 93    (0.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 112   (0.0)    0   (0.0)    1   (3.0)    0   (0.0)    0   (0.0)        1
#> 113   (2.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        2
#> 122   (2.0)    1   (2.5)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 129   (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 134   (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 40    (0.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 130   (0.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 50    (4.0)    1   (2.5)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 125   (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 131   (2.0)    1   (2.5)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 57    (0.0)    1   (2.5)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 132   (0.0)    1   (2.5)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 62   (12.0)    3   (7.5)    3   (9.1)    2   (5.9)    7  (15.9)        4
#> 2     (2.0)    1   (2.5)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 46    (6.0)    0   (0.0)    3   (9.1)    0   (0.0)    2   (4.5)        3
#> 48    (0.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        1
#> 63    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 87    (4.0)    2   (5.0)    0   (0.0)    1   (2.9)    1   (2.3)        0
#> 110   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    3   (6.8)        0
#> 120   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 133   (4.0)    0   (0.0)    0   (0.0)    0   (0.0)    3   (6.8)        0
#> 64   (46.0)   17  (42.5)    7  (21.2)   20  (58.8)   18  (40.9)       18
#> 5     (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 6    (10.0)    4  (10.0)    3   (9.1)    4  (11.8)    3   (6.8)        5
#> 7     (0.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 8     (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 9     (0.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 10   (10.0)    5  (12.5)    1   (3.0)    7  (20.6)   10  (22.7)        3
#> 11    (0.0)    0   (0.0)    1   (3.0)    0   (0.0)    0   (0.0)        1
#> 12   (12.0)    5  (12.5)    0   (0.0)    3   (8.8)    4   (9.1)        3
#> 13    (0.0)    2   (5.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 14    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    2   (4.5)        0
#> 15   (24.0)   10  (25.0)    2   (6.1)   10  (29.4)   12  (27.3)        6
#> 16    (0.0)    1   (2.5)    1   (3.0)    0   (0.0)    0   (0.0)        1
#> 17    (0.0)    1   (2.5)    0   (0.0)    1   (2.9)    1   (2.3)        0
#> 18    (0.0)    1   (2.5)    0   (0.0)    2   (5.9)    0   (0.0)        0
#> 19    (2.0)    3   (7.5)    1   (3.0)    3   (8.8)    3   (6.8)        1
#> 20    (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 21    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 35    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 36    (0.0)    0   (0.0)    1   (3.0)    1   (2.9)    0   (0.0)        1
#> 59    (2.0)    4  (10.0)    0   (0.0)    1   (2.9)    0   (0.0)        1
#> 60    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 81    (0.0)    0   (0.0)    0   (0.0)    1   (2.9)    1   (2.3)        0
#> 89    (2.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 90    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 92    (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 74    (4.0)    1   (2.5)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 56    (0.0)    1   (2.5)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 58    (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 117   (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 135   (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 76    (4.0)    1   (2.5)    2   (6.1)    0   (0.0)    0   (0.0)        4
#> 28    (0.0)    0   (0.0)    1   (3.0)    0   (0.0)    0   (0.0)        1
#> 29    (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 51    (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 52    (0.0)    1   (2.5)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 67    (0.0)    0   (0.0)    1   (3.0)    0   (0.0)    0   (0.0)        1
#> 68    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 82    (0.0)    1   (2.5)    0   (0.0)    0   (0.0)    0   (0.0)        3
#> 42    (0.0)    1   (2.5)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 61    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 73    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 84    (0.0)    0   (0.0)    1   (3.0)    0   (0.0)    1   (2.3)        1
#> 85    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 111   (0.0)    0   (0.0)    1   (3.0)    0   (0.0)    0   (0.0)        1
#> 88   (16.0)    7  (17.5)    2   (6.1)    4  (11.8)    8  (18.2)        5
#> 26    (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 32    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    2   (4.5)        0
#> 38    (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 41    (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 47    (6.0)    2   (5.0)    1   (3.0)    3   (8.8)    4   (9.1)        2
#> 66    (0.0)    1   (2.5)    0   (0.0)    1   (2.9)    0   (0.0)        2
#> 70    (0.0)    1   (2.5)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 78    (0.0)    1   (2.5)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 94    (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 95    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 119   (0.0)    0   (0.0)    1   (3.0)    0   (0.0)    0   (0.0)        1
#> 121   (0.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 123   (8.0)    2   (5.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 124   (0.0)    1   (2.5)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 126   (0.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 100  (12.0)    1   (2.5)    1   (3.0)    3   (8.8)    4   (9.1)        2
#> 3     (4.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 4     (6.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 39    (2.0)    0   (0.0)    1   (3.0)    1   (2.9)    0   (0.0)        1
#> 43    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 44    (0.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 65    (0.0)    1   (2.5)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 75    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    2   (4.5)        0
#> 77    (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 79    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 80    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 109   (0.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 106   (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 54    (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 83    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 107   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 97    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 108   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        2
#> 49    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 53    (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        1
#> 114  (42.0)   13  (32.5)    5  (15.2)   18  (52.9)   26  (59.1)       17
#> 27    (4.0)    0   (0.0)    0   (0.0)    3   (8.8)    1   (2.3)        0
#> 37    (0.0)    0   (0.0)    1   (3.0)    0   (0.0)    0   (0.0)        1
#> 45    (0.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 55   (14.0)    7  (17.5)    3   (9.1)    6  (17.6)    7  (15.9)        9
#> 69    (2.0)    2   (5.0)    0   (0.0)    3   (8.8)    6  (13.6)        1
#> 98   (24.0)   11  (27.5)    1   (3.0)    9  (26.5)   15  (34.1)        7
#> 99    (0.0)    0   (0.0)    0   (0.0)    1   (2.9)    1   (2.3)        0
#> 101  (12.0)    2   (5.0)    1   (3.0)    5  (14.7)    5  (11.4)        3
#> 102   (2.0)    0   (0.0)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 103   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 104   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 105   (2.0)    1   (2.5)    0   (0.0)    0   (0.0)    1   (2.3)        0
#> 115   (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 116  (10.0)    1   (2.5)    0   (0.0)    1   (2.9)    4   (9.1)        2
#> 118   (0.0)    0   (0.0)    1   (3.0)    0   (0.0)    0   (0.0)        1
#> 127   (0.0)    1   (2.5)    0   (0.0)    1   (2.9)    0   (0.0)        0
#> 128   (4.0)    1   (2.5)    1   (3.0)    0   (0.0)    0   (0.0)        1
#> 71    (2.0)    0   (0.0)    0   (0.0)    0   (0.0)    0   (0.0)        0
#> 72    (2.0)    0   (0.0)    1   (3.0)    0   (0.0)    0   (0.0)        1
#> 91    (0.0)    0   (0.0)    1   (3.0)    0   (0.0)    0   (0.0)        1
#> 136   (0.0)    1   (2.5)    0   (0.0)    0   (0.0)    0   (0.0)        0
#>     Totalprop_1 Totaln_2 Totalprop_2 Totaln_3 Totalprop_3 order
#> 96         <NA>       84        <NA>       84        <NA>     1
#> 138      (51.2)       73      (86.9)       70      (83.3)   100
#> 137      (48.8)       11      (13.1)       14      (16.7)   200
#> 1          <NA>       NA        <NA>       NA        <NA>   900
#> 33        (7.0)        7       (8.3)        4       (4.8)  1000
#> 22        (1.2)        0       (0.0)        2       (2.4)  1021
#> 23        (0.0)        1       (1.2)        0       (0.0)  1022
#> 24        (1.2)        0       (0.0)        0       (0.0)  1023
#> 25        (1.2)        0       (0.0)        0       (0.0)  1024
#> 30        (1.2)        0       (0.0)        0       (0.0)  1029
#> 31        (0.0)        1       (1.2)        0       (0.0)  1030
#> 34        (1.2)        0       (0.0)        0       (0.0)  1032
#> 86        (2.3)        1       (1.2)        1       (1.2)  1075
#> 93        (0.0)        1       (1.2)        0       (0.0)  1081
#> 112       (1.2)        0       (0.0)        0       (0.0)  1095
#> 113       (2.3)        2       (2.4)        0       (0.0)  1096
#> 122       (0.0)        1       (1.2)        1       (1.2)  1104
#> 129       (0.0)        1       (1.2)        0       (0.0)  1110
#> 134       (0.0)        1       (1.2)        0       (0.0)  1115
#> 40        (0.0)        1       (1.2)        0       (0.0)  2000
#> 130       (0.0)        1       (1.2)        0       (0.0)  2111
#> 50        (0.0)        2       (2.4)        1       (1.2)  3000
#> 125       (0.0)        1       (1.2)        0       (0.0)  3107
#> 131       (0.0)        1       (1.2)        1       (1.2)  3112
#> 57        (0.0)        1       (1.2)        1       (1.2)  4000
#> 132       (0.0)        1       (1.2)        1       (1.2)  4113
#> 62        (4.7)        8       (9.5)       10      (11.9)  5000
#> 2         (0.0)        1       (1.2)        1       (1.2)  5001
#> 46        (3.5)        3       (3.6)        2       (2.4)  5043
#> 48        (1.2)        1       (1.2)        0       (0.0)  5045
#> 63        (1.2)        0       (0.0)        0       (0.0)  5057
#> 87        (0.0)        3       (3.6)        3       (3.6)  5076
#> 110       (0.0)        0       (0.0)        3       (3.6)  5093
#> 120       (0.0)        0       (0.0)        1       (1.2)  5102
#> 133       (0.0)        2       (2.4)        3       (3.6)  5114
#> 64       (20.9)       43      (51.2)       35      (41.7)  6000
#> 5         (0.0)        1       (1.2)        0       (0.0)  6004
#> 6         (5.8)        9      (10.7)        7       (8.3)  6005
#> 7         (0.0)        1       (1.2)        0       (0.0)  6006
#> 8         (0.0)        0       (0.0)        1       (1.2)  6007
#> 9         (0.0)        1       (1.2)        0       (0.0)  6008
#> 10        (3.5)       12      (14.3)       15      (17.9)  6009
#> 11        (1.2)        0       (0.0)        0       (0.0)  6010
#> 12        (3.5)        9      (10.7)        9      (10.7)  6011
#> 13        (0.0)        0       (0.0)        2       (2.4)  6012
#> 14        (0.0)        0       (0.0)        2       (2.4)  6013
#> 15        (7.0)       22      (26.2)       22      (26.2)  6014
#> 16        (1.2)        0       (0.0)        1       (1.2)  6015
#> 17        (0.0)        1       (1.2)        2       (2.4)  6016
#> 18        (0.0)        2       (2.4)        1       (1.2)  6017
#> 19        (1.2)        4       (4.8)        6       (7.1)  6018
#> 20        (0.0)        1       (1.2)        0       (0.0)  6019
#> 21        (1.2)        0       (0.0)        0       (0.0)  6020
#> 35        (0.0)        0       (0.0)        1       (1.2)  6033
#> 36        (1.2)        1       (1.2)        0       (0.0)  6034
#> 59        (1.2)        2       (2.4)        4       (4.8)  6054
#> 60        (0.0)        0       (0.0)        1       (1.2)  6055
#> 81        (0.0)        1       (1.2)        1       (1.2)  6072
#> 89        (0.0)        2       (2.4)        0       (0.0)  6077
#> 90        (0.0)        0       (0.0)        1       (1.2)  6078
#> 92        (0.0)        1       (1.2)        1       (1.2)  6080
#> 74        (0.0)        2       (2.4)        1       (1.2)  7000
#> 56        (0.0)        0       (0.0)        1       (1.2)  7052
#> 58        (0.0)        1       (1.2)        0       (0.0)  7053
#> 117       (0.0)        1       (1.2)        0       (0.0)  7099
#> 135       (0.0)        1       (1.2)        0       (0.0)  7116
#> 76        (4.7)        2       (2.4)        1       (1.2)  8000
#> 28        (1.2)        0       (0.0)        0       (0.0)  8027
#> 29        (0.0)        1       (1.2)        0       (0.0)  8028
#> 51        (1.2)        1       (1.2)        0       (0.0)  8047
#> 52        (0.0)        0       (0.0)        1       (1.2)  8048
#> 67        (1.2)        0       (0.0)        0       (0.0)  8060
#> 68        (1.2)        0       (0.0)        0       (0.0)  8061
#> 82        (3.5)        0       (0.0)        1       (1.2)  9000
#> 42        (1.2)        0       (0.0)        1       (1.2)  9039
#> 61        (1.2)        0       (0.0)        0       (0.0)  9056
#> 73        (1.2)        0       (0.0)        0       (0.0)  9066
#> 84        (1.2)        0       (0.0)        1       (1.2) 10000
#> 85        (0.0)        0       (0.0)        1       (1.2) 10074
#> 111       (1.2)        0       (0.0)        0       (0.0) 10094
#> 88        (5.8)       12      (14.3)       15      (17.9) 11000
#> 26        (0.0)        1       (1.2)        0       (0.0) 11025
#> 32        (0.0)        0       (0.0)        2       (2.4) 11031
#> 38        (0.0)        1       (1.2)        0       (0.0) 11036
#> 41        (0.0)        1       (1.2)        0       (0.0) 11038
#> 47        (2.3)        6       (7.1)        6       (7.1) 11044
#> 66        (2.3)        1       (1.2)        1       (1.2) 11059
#> 70        (0.0)        0       (0.0)        1       (1.2) 11063
#> 78        (0.0)        1       (1.2)        1       (1.2) 11069
#> 94        (0.0)        1       (1.2)        0       (0.0) 11082
#> 95        (0.0)        0       (0.0)        1       (1.2) 11083
#> 119       (1.2)        0       (0.0)        0       (0.0) 11101
#> 121       (0.0)        1       (1.2)        0       (0.0) 11103
#> 123       (0.0)        4       (4.8)        3       (3.6) 11105
#> 124       (0.0)        0       (0.0)        1       (1.2) 11106
#> 126       (0.0)        1       (1.2)        0       (0.0) 11108
#> 100       (2.3)        9      (10.7)        5       (6.0) 12000
#> 3         (0.0)        2       (2.4)        0       (0.0) 12002
#> 4         (0.0)        3       (3.6)        0       (0.0) 12003
#> 39        (1.2)        2       (2.4)        0       (0.0) 12037
#> 43        (0.0)        0       (0.0)        1       (1.2) 12040
#> 44        (0.0)        1       (1.2)        0       (0.0) 12041
#> 65        (0.0)        0       (0.0)        1       (1.2) 12058
#> 75        (0.0)        0       (0.0)        2       (2.4) 12067
#> 77        (1.2)        1       (1.2)        0       (0.0) 12068
#> 79        (0.0)        0       (0.0)        1       (1.2) 12070
#> 80        (0.0)        0       (0.0)        1       (1.2) 12071
#> 109       (0.0)        1       (1.2)        0       (0.0) 12092
#> 106       (0.0)        1       (1.2)        1       (1.2) 13000
#> 54        (0.0)        1       (1.2)        0       (0.0) 13050
#> 83        (0.0)        0       (0.0)        1       (1.2) 13073
#> 107       (1.2)        0       (0.0)        0       (0.0) 14000
#> 97        (1.2)        0       (0.0)        0       (0.0) 14084
#> 108       (2.3)        0       (0.0)        0       (0.0) 15000
#> 49        (1.2)        0       (0.0)        0       (0.0) 15046
#> 53        (1.2)        0       (0.0)        0       (0.0) 15049
#> 114      (19.8)       39      (46.4)       39      (46.4) 16000
#> 27        (0.0)        5       (6.0)        1       (1.2) 16026
#> 37        (1.2)        0       (0.0)        0       (0.0) 16035
#> 45        (0.0)        1       (1.2)        0       (0.0) 16042
#> 55       (10.5)       13      (15.5)       14      (16.7) 16051
#> 69        (1.2)        4       (4.8)        8       (9.5) 16062
#> 98        (8.1)       21      (25.0)       26      (31.0) 16085
#> 99        (0.0)        1       (1.2)        1       (1.2) 16086
#> 101       (3.5)       11      (13.1)        7       (8.3) 16087
#> 102       (0.0)        2       (2.4)        0       (0.0) 16088
#> 103       (0.0)        0       (0.0)        1       (1.2) 16089
#> 104       (0.0)        0       (0.0)        1       (1.2) 16090
#> 105       (0.0)        1       (1.2)        2       (2.4) 16091
#> 115       (0.0)        1       (1.2)        0       (0.0) 16097
#> 116       (2.3)        6       (7.1)        5       (6.0) 16098
#> 118       (1.2)        0       (0.0)        0       (0.0) 16100
#> 127       (0.0)        1       (1.2)        1       (1.2) 16109
#> 128       (1.2)        2       (2.4)        1       (1.2) 17000
#> 71        (0.0)        1       (1.2)        0       (0.0) 17064
#> 72        (1.2)        1       (1.2)        0       (0.0) 17065
#> 91        (1.2)        0       (0.0)        0       (0.0) 17079
#> 136       (0.0)        0       (0.0)        1       (1.2) 17117
#> 
#> $display
#> [1] "n"    "prop"
#>