Pivot the main data frames to long format. Any of the variables from the study (raw/original variables) or created during the analysis (e.g., reduced variables) will be selected and pivoted to long format.
Examples
df_raw_long <- get_longer(study_data)
head(df_raw_long[, c("id", "Variable", "value")], 18)
#> # A tibble: 18 × 3
#> id Variable value
#> <chr> <fct> <dbl>
#> 1 7210 "VVIQ" 65
#> 2 7210 "OSIVQ-Object" 45
#> 3 7210 "OSIVQ-Spatial" 45
#> 4 7210 "OSIVQ-Verbal" 54
#> 5 7210 "Psi-Q Vision" 8
#> 6 7210 "Psi-Q Audition" 7.67
#> 7 7210 "Psi-Q Smell" 8
#> 8 7210 "Psi-Q Taste" 7.33
#> 9 7210 "Psi-Q Touch" 8.33
#> 10 7210 "Psi-Q Sensations" 8.67
#> 11 7210 "Psi-Q Feelings" 8
#> 12 7210 "Raven matrices" 14
#> 13 7210 "SRI" 27
#> 14 7210 "Digit span" 6.07
#> 15 7210 "Spatial span" 5.43
#> 16 7210 "Similarities test" 30
#> 17 7210 "WCST" 78
#> 18 7210 "Reading\ncomprehension" 24
df_merged <- merge_clusters(
df_raw = study_data,
df_red = scale_reduce_vars(study_data),
clustering = cluster_selected_vars(study_data)
)
df_full_long <- get_longer(scale_vars(df_merged))
df_full_long[, c("id", "Variable", "value")] |>
head(26) |>
print(n = Inf)
#> # A tibble: 26 × 3
#> id Variable value
#> <chr> <fct> <dbl>
#> 1 7210 "VVIQ" 0.766
#> 2 7210 "OSIVQ-Object" 0.5
#> 3 7210 "OSIVQ-Spatial" 0.5
#> 4 7210 "OSIVQ-Verbal" 0.65
#> 5 7210 "Psi-Q Vision" 0.778
#> 6 7210 "Psi-Q Audition" 0.741
#> 7 7210 "Psi-Q Smell" 0.778
#> 8 7210 "Psi-Q Taste" 0.703
#> 9 7210 "Psi-Q Touch" 0.814
#> 10 7210 "Psi-Q Sensations" 0.852
#> 11 7210 "Psi-Q Feelings" 0.778
#> 12 7210 "Raven matrices" 0.389
#> 13 7210 "SRI" 0.9
#> 14 7210 "Digit span" 0.825
#> 15 7210 "Spatial span" 0.927
#> 16 7210 "Similarities test" 0.833
#> 17 7210 "Visual imagery" 0.65
#> 18 7210 "Auditory imagery" 0.741
#> 19 7210 "Sensory imagery" 0.785
#> 20 7210 "Spatial imagery" 0.767
#> 21 7210 "Verbal strategies" 0.65
#> 22 7210 "Raven +\nDigit Span" 0.607
#> 23 7210 "Verbal reasoning" 0.833
#> 24 7210 "Spatial span std." 0.927
#> 25 7210 "WCST" 0.78
#> 26 7210 "Reading\ncomprehension" 0.774