In this vignette, you can see what a codebook generated from a dataset with rich metadata looks like. This dataset includes mock data for a short German Big Five personality inventory and an age variable. The dataset follows the format created when importing data from formr.org. However, data imported using the haven
package uses similar metadata. You can also add such metadata yourself, or use the codebook package for unannotated datasets.
As you can see below, the codebook
package automatically computes reliabilities for multi-item inventories, generates nicely labelled plots and outputs summary statistics. The same information is also stored in a table, which you can export to various formats. Additionally, codebook
can show you different kinds of (labelled) missing values, and show you common missingness patterns. As you cannot see, but search engines will, the codebook
package also generates JSON-LD metadata for the dataset. If you share your codebook as an HTML file online, this metadata should make it easier for others to find your data. See what Google sees here.
knit_by_pkgdown <- !is.null(knitr::opts_chunk$get("fig.retina"))
knitr::opts_chunk$set(warning = FALSE, message = TRUE, error = FALSE)
ggplot2::theme_set(ggplot2::theme_bw())
library(codebook)
data("bfi", package = 'codebook')
if (!knit_by_pkgdown) {
library(dplyr)
bfi <- bfi %>% select(-starts_with("BFIK_extra"),
-starts_with("BFIK_open"),
-starts_with("BFIK_consc"))
}
set.seed(1)
bfi$age <- rpois(nrow(bfi), 30)
library(labelled)
var_label(bfi$age) <- "Alter"
By default, we only set the required metadata attributes name
and description
to sensible values. However, there is a number of attributes you can set to describe the data better. Find out more.
metadata(bfi)$name <- "MOCK Big Five Inventory dataset (German metadata demo)"
metadata(bfi)$description <- "a small mock Big Five Inventory dataset"
metadata(bfi)$identifier <- "doi:10.5281/zenodo.1326520"
metadata(bfi)$datePublished <- "2016-06-01"
metadata(bfi)$creator <- list(
"@type" = "Person",
givenName = "Ruben", familyName = "Arslan",
email = "ruben.arslan@gmail.com",
affiliation = list("@type" = "Organization",
name = "MPI Human Development, Berlin"))
metadata(bfi)$citation <- "Arslan (2016). Mock BFI data."
metadata(bfi)$url <- "https://rubenarslan.github.io/codebook/articles/codebook.html"
metadata(bfi)$temporalCoverage <- "2016"
metadata(bfi)$spatialCoverage <- "Goettingen, Germany"
# We don't want to look at the code in the codebook.
knitr::opts_chunk$set(warning = TRUE, message = TRUE, echo = FALSE)
## Warning in doTryCatch(return(expr), name, parentenv, handler): Reliability CIs
## could not be computed for BFIK_neuro
## Warning in doTryCatch(return(expr), name, parentenv, handler): missing value
## where TRUE/FALSE needed
## Registered S3 method overwritten by 'GGally':
## method from
## +.gg ggplot2
## Loading required namespace: GPArotation
Dataset name: MOCK Big Five Inventory dataset (German metadata demo)
a small mock Big Five Inventory dataset
Metadata for search engines
Temporal Coverage: 2016
Spatial Coverage: Goettingen, Germany
Citation: Arslan (2016). Mock BFI data.
URL: https://rubenarslan.github.io/codebook/articles/codebook.html
Identifier: doi:10.5281/zenodo.1326520
Date published: 2016-06-01
Creator:
name | value |
---|---|
@type | Person |
givenName | Ruben |
familyName | Arslan |
ruben.arslan@gmail.com | |
affiliation | list(@type = “Organization”, name = “MPI Human Development, Berlin”) |
|
28 completed rows, 28 who entered any information, 0 only viewed the first page. There are 0 expired rows (people who did not finish filling out in the requested time frame). In total, there are 28 rows including unfinished and expired rows.
There were 28 unique participants, of which 28 finished filling out at least one survey.
This survey was not repeated.
The first session started on 2016-07-08 09:54:16, the last session on 2016-11-02 21:19:50.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
People took on average 127.36 minutes (median 1.48) to answer the survey.
## Warning: Removed 4 rows containing non-finite values (stat_bin).
## Warning: Removed 2 rows containing missing values (geom_bar).
#Variables
Reliability: ωordinal [95% CI] = 0.61 [0.37;0.84].
Missing: 0.
## No viewer found, probably documenting or testing
Dataframe: | res$dat |
Items: | BFIK_agree_4R, BFIK_agree_1R, BFIK_agree_3R & BFIK_agree_2 |
Observations: | 28 |
Positive correlations: | 6 |
Number of correlations: | 6 |
Percentage positive correlations: | 100 |
Omega (total): | 0.82 |
Omega (hierarchical): | 0.77 |
Revelle’s Omega (total): | 0.89 |
Greatest Lower Bound (GLB): | 0.89 |
Coefficient H: | 0.88 |
Coefficient Alpha: | 0.80 |
Confidence intervals
Omega (total): | [0.71; 0.93] |
Coefficient Alpha | [0.68; 0.92] |
Ordinal Omega (total): | 0.61 |
Ordinal Omega (hierarch.): | 0.59 |
Ordinal Coefficient Alpha: | 0.59 |
Confidence intervals
Ordinal Omega (total): | [0.37; 0.84] |
Ordinal Coefficient Alpha | [0.33; 0.84] |
Note: the normal point estimate and confidence interval for omega are based on the procedure suggested by Dunn, Baguley & Brunsden (2013) using the MBESS function ci.reliability, whereas the psych package point estimate was suggested in Revelle & Zinbarg (2008). See the help (‘?ufs::scaleStructure’) for more information.
2.539, 0.732, 0.54 & 0.189
PC1 | |
---|---|
BFIK_agree_4R | 0.871 |
BFIK_agree_1R | 0.748 |
BFIK_agree_3R | 0.880 |
BFIK_agree_2 | 0.668 |
mea | n med | ian var | sd | IQR | se | min | q1 | q3 | max | ske | w kur | t dip | n | NA | val | id |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
BFIK_agree_4R | 2.92857142857143 | 3 | 1.4021164021164 | 1.1841099620037 | 2 | 0.223775748886852 | 1 | 2 | 4 | 5 | 0.291229375894641 | -1.00398091847633 | 0.125 | 28 | 0 | 28 |
BFIK_agree_1R | 3 | 3 | 0.888888888888889 | 0.942809041582063 | 2 | 0.17817416127495 | 2 | 2 | 4 | 5 | 0.285562353940721 | -1.25653846153846 | 0.160714285714286 | 28 | 0 | 28 |
BFIK_agree_3R | 3.03571428571429 | 3 | 1.66534391534392 | 1.29048204766433 | 2 | 0.243878183536658 | 1 | 2 | 4 | 5 | 0.0404804251434893 | -1.2234635793667 | 0.142857142857143 | 28 | 0 | 28 |
BFIK_agree_2 | 3.5 | 4 | 1.59259259259259 | 1.26197963240006 | 2 | 0.238491733354234 | 1 | 2 | 5 | 5 | -0.476294014441626 | -0.815313059033989 | 0.125 | 28 | 0 | 28 |
## No viewer found, probably documenting or testing
name | label | type | type_options | data_type | value_labels | optional | item_order | n_missing | complete_rate | min | median | max | mean | sd | n_value_labels | hist |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
BFIK_agree_4R | Ich kann mich schroff und abweisend anderen gegenüber verhalten. | rating_button | 5 | haven_labelled | 5. 1: Trifft überhaupt nicht zu, 4. 2, 3. 3, 2. 4, 1. 5: Trifft voll und ganz zu, NA. Item was never rendered for this user. |
0 | 5 | 0 | 1 | 1 | 3 | 5 | 2.928571 | 1.184110 | 6 | ▂▇▁▃▁▅▁▂ |
BFIK_agree_1R | Ich neige dazu, andere zu kritisieren. | rating_button | 5 | haven_labelled | 5. 1: Trifft überhaupt nicht zu, 4. 2, 3. 3, 2. 4, 1. 5: Trifft voll und ganz zu, NA. Item was never rendered for this user. |
0 | 7 | 0 | 1 | 2 | 3 | 5 | 3.000000 | 0.942809 | 6 | ▇▁▅▁▁▆▁▁ |
BFIK_agree_3R | Ich kann mich kalt und distanziert verhalten. | rating_button | 5 | haven_labelled | 5. 1: Trifft überhaupt nicht zu, 4. 2, 3. 3, 2. 4, 1. 5: Trifft voll und ganz zu, NA. Item was never rendered for this user. |
0 | 13 | 0 | 1 | 1 | 3 | 5 | 3.035714 | 1.290482 | 6 | ▂▇▁▃▁▇▁▃ |
BFIK_agree_2 | Ich schenke anderen leicht Vertrauen, glaube an das Gute im Menschen. | rating_button | 5 | haven_labelled | 1. 1: Trifft überhaupt nicht zu, 2. 2, 3. 3, 4. 4, 5. 5: Trifft voll und ganz zu, NA. Item was never rendered for this user. |
0 | 17 | 0 | 1 | 1 | 4 | 5 | 3.500000 | 1.261980 | 6 | ▂▅▁▅▁▇▁▆ |
Reliability: ωtotal [95% CI] = 0.82 [not computed].
Missing: 0.
## No viewer found, probably documenting or testing
Dataframe: | res$dat |
Items: | BFIK_neuro_2R, BFIK_neuro_3 & BFIK_neuro_4 |
Observations: | 28 |
Positive correlations: | 3 |
Number of correlations: | 3 |
Percentage positive correlations: | 100 |
Omega (total): | 0.82 |
Omega (hierarchical): | 0.03 |
Revelle’s Omega (total): | 0.80 |
Greatest Lower Bound (GLB): | 0.83 |
Coefficient H: | 0.98 |
Coefficient Alpha: | 0.75 |
Ordinal Omega (total): | 277.19 |
Ordinal Omega (hierarch.): | 278.28 |
Ordinal Coefficient Alpha: | 0.45 |
Note: the normal point estimate and confidence interval for omega are based on the procedure suggested by Dunn, Baguley & Brunsden (2013) using the MBESS function ci.reliability, whereas the psych package point estimate was suggested in Revelle & Zinbarg (2008). See the help (‘?ufs::scaleStructure’) for more information.
2.015, 0.723 & 0.262
PC1 | |
---|---|
BFIK_neuro_2R | 0.670 |
BFIK_neuro_3 | 0.863 |
BFIK_neuro_4 | 0.907 |
mea | n med | ian var | sd | IQR | se | min | q1 | q3 | max | ske | w kur | t dip | n | NA | val | id |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
BFIK_neuro_2R | 3.10714285714286 | 3 | 0.765873015873016 | 0.875141711880434 | 2 | 0.165386237969641 | 2 | 2 | 4 | 5 | 0.137995073801346 | -0.952614195115202 | 0.160714285714286 | 28 | 0 | 28 |
BFIK_neuro_3 | 3.07142857142857 | 3 | 1.62433862433862 | 1.27449543912037 | 2 | 0.240856998499897 | 1 | 2 | 4.5 | 5 | 0.0884692815326234 | -0.956164268627212 | 0.125 | 28 | 0 | 28 |
BFIK_neuro_4 | 2.5 | 2 | 1.44444444444444 | 1.20185042515466 | 2.5 | 0.227128381289749 | 1 | 1 | 4 | 4 | 0.137854486635856 | -1.55175238962221 | 0.160714285714286 | 28 | 0 | 28 |
## No viewer found, probably documenting or testing
name | label | type | type_options | data_type | value_labels | optional | item_order | n_missing | complete_rate | min | median | max | mean | sd | n_value_labels | hist |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
BFIK_neuro_2R | Ich bin entspannt, lasse mich durch Stress nicht aus der Ruhe bringen. | rating_button | 5 | haven_labelled | 5. 1: Trifft überhaupt nicht zu, 4. 2, 3. 3, 2. 4, 1. 5: Trifft voll und ganz zu, NA. Item was never rendered for this user. |
0 | 9 | 0 | 1 | 2 | 3 | 5 | 3.107143 | 0.8751417 | 6 | ▆▁▇▁▁▇▁▁ |
BFIK_neuro_3 | Ich mache mir viele Sorgen. | rating_button | 5 | haven_labelled | 1. 1: Trifft überhaupt nicht zu, 2. 2, 3. 3, 4. 4, 5. 5: Trifft voll und ganz zu, NA. Item was never rendered for this user. |
0 | 15 | 0 | 1 | 1 | 3 | 5 | 3.071429 | 1.2744954 | 6 | ▃▇▁▇▁▅▁▅ |
BFIK_neuro_4 | Ich werde leicht nervös und unsicher. | rating_button | 5 | haven_labelled | 1. 1: Trifft überhaupt nicht zu, 2. 2, 3. 3, 4. 4, 5. 5: Trifft voll und ganz zu, NA. Item was never rendered for this user. |
0 | 16 | 0 | 1 | 1 | 2 | 4 | 2.500000 | 1.2018504 | 6 | ▆▁▇▁▁▂▁▇ |
Alter
0 missing values.
name | label | data_type | n_missing | complete_rate | min | median | max | mean | sd | hist |
---|---|---|---|---|---|---|---|---|---|---|
age | Alter | numeric | 0 | 1 | 19 | 32 | 38 | 30.5 | 4.670633 | ▂▂▇▇▅ |
JSON-LD metadata
The following JSON-LD can be found by search engines, if you share this codebook publicly on the web.
{
"name": "MOCK Big Five Inventory dataset (German metadata demo)",
"description": "a small mock Big Five Inventory dataset\n\n\n## Table of variables\nThis table contains variable names, labels, and number of missing values.\nSee the complete codebook for more.\n\n|name |label | n_missing|\n|:-------------|:--------------------------------------------------------------------------|---------:|\n|session |NA | 0|\n|created |user first opened survey | 0|\n|modified |user last edited survey | 0|\n|ended |user finished survey | 0|\n|expired |NA | 28|\n|BFIK_agree_4R |__Ich kann mich schroff und abweisend anderen gegenüber verhalten.__ | 0|\n|BFIK_agree_1R |__Ich neige dazu, andere zu kritisieren.__ | 0|\n|BFIK_neuro_2R |__Ich bin entspannt, lasse mich durch Stress nicht aus der Ruhe bringen.__ | 0|\n|BFIK_agree_3R |__Ich kann mich kalt und distanziert verhalten.__ | 0|\n|BFIK_neuro_3 |__Ich mache mir viele Sorgen.__ | 0|\n|BFIK_neuro_4 |__Ich werde leicht nervös und unsicher.__ | 0|\n|BFIK_agree_2 |__Ich schenke anderen leicht Vertrauen, glaube an das Gute im Menschen.__ | 0|\n|BFIK_agree |4 BFIK_agree items aggregated by aggregation_function | 0|\n|BFIK_neuro |3 BFIK_neuro items aggregated by aggregation_function | 0|\n|age |Alter | 0|\n\n### Note\nThis dataset was automatically described using the [codebook R package](https://rubenarslan.github.io/codebook/) (version 0.9.2).",
"identifier": "doi:10.5281/zenodo.1326520",
"datePublished": "2016-06-01",
"creator": {
"@type": "Person",
"givenName": "Ruben",
"familyName": "Arslan",
"email": "ruben.arslan@gmail.com",
"affiliation": {
"@type": "Organization",
"name": "MPI Human Development, Berlin"
}
},
"citation": "Arslan (2016). Mock BFI data.",
"url": "https://rubenarslan.github.io/codebook/articles/codebook.html",
"temporalCoverage": "2016",
"spatialCoverage": "Goettingen, Germany",
"keywords": ["session", "created", "modified", "ended", "expired", "BFIK_agree_4R", "BFIK_agree_1R", "BFIK_neuro_2R", "BFIK_agree_3R", "BFIK_neuro_3", "BFIK_neuro_4", "BFIK_agree_2", "BFIK_agree", "BFIK_neuro", "age"],
"@context": "http://schema.org/",
"@type": "Dataset",
"variableMeasured": [
{
"name": "session",
"@type": "propertyValue"
},
{
"name": "created",
"description": "user first opened survey",
"@type": "propertyValue"
},
{
"name": "modified",
"description": "user last edited survey",
"@type": "propertyValue"
},
{
"name": "ended",
"description": "user finished survey",
"@type": "propertyValue"
},
{
"name": "expired",
"@type": "propertyValue"
},
{
"name": "BFIK_agree_4R",
"description": "__Ich kann mich schroff und abweisend anderen gegenüber verhalten.__",
"value": "5. 1: Trifft überhaupt nicht zu,\n4. 2,\n3. 3,\n2. 4,\n1. 5: Trifft voll und ganz zu,\nNA. Item was never rendered for this user.",
"maxValue": 5,
"minValue": 1,
"measurementTechnique": "self-report",
"@type": "propertyValue"
},
{
"name": "BFIK_agree_1R",
"description": "__Ich neige dazu, andere zu kritisieren.__",
"value": "5. 1: Trifft überhaupt nicht zu,\n4. 2,\n3. 3,\n2. 4,\n1. 5: Trifft voll und ganz zu,\nNA. Item was never rendered for this user.",
"maxValue": 5,
"minValue": 1,
"measurementTechnique": "self-report",
"@type": "propertyValue"
},
{
"name": "BFIK_neuro_2R",
"description": "__Ich bin entspannt, lasse mich durch Stress nicht aus der Ruhe bringen.__",
"value": "5. 1: Trifft überhaupt nicht zu,\n4. 2,\n3. 3,\n2. 4,\n1. 5: Trifft voll und ganz zu,\nNA. Item was never rendered for this user.",
"maxValue": 5,
"minValue": 1,
"measurementTechnique": "self-report",
"@type": "propertyValue"
},
{
"name": "BFIK_agree_3R",
"description": "__Ich kann mich kalt und distanziert verhalten.__",
"value": "5. 1: Trifft überhaupt nicht zu,\n4. 2,\n3. 3,\n2. 4,\n1. 5: Trifft voll und ganz zu,\nNA. Item was never rendered for this user.",
"maxValue": 5,
"minValue": 1,
"measurementTechnique": "self-report",
"@type": "propertyValue"
},
{
"name": "BFIK_neuro_3",
"description": "__Ich mache mir viele Sorgen.__",
"value": "1. 1: Trifft überhaupt nicht zu,\n2. 2,\n3. 3,\n4. 4,\n5. 5: Trifft voll und ganz zu,\nNA. Item was never rendered for this user.",
"maxValue": 5,
"minValue": 1,
"measurementTechnique": "self-report",
"@type": "propertyValue"
},
{
"name": "BFIK_neuro_4",
"description": "__Ich werde leicht nervös und unsicher.__",
"value": "1. 1: Trifft überhaupt nicht zu,\n2. 2,\n3. 3,\n4. 4,\n5. 5: Trifft voll und ganz zu,\nNA. Item was never rendered for this user.",
"maxValue": 5,
"minValue": 1,
"measurementTechnique": "self-report",
"@type": "propertyValue"
},
{
"name": "BFIK_agree_2",
"description": "__Ich schenke anderen leicht Vertrauen, glaube an das Gute im Menschen.__",
"value": "1. 1: Trifft überhaupt nicht zu,\n2. 2,\n3. 3,\n4. 4,\n5. 5: Trifft voll und ganz zu,\nNA. Item was never rendered for this user.",
"maxValue": 5,
"minValue": 1,
"measurementTechnique": "self-report",
"@type": "propertyValue"
},
{
"name": "BFIK_agree",
"description": "4 BFIK_agree items aggregated by aggregation_function",
"@type": "propertyValue"
},
{
"name": "BFIK_neuro",
"description": "3 BFIK_neuro items aggregated by aggregation_function",
"@type": "propertyValue"
},
{
"name": "age",
"description": "Alter",
"@type": "propertyValue"
}
]
}`
name | label | type | type_options | data_type | value_labels | optional | scale_item_names | item_order | n_missing | complete_rate | n_unique | empty | count | min | median | max | mean | sd | whitespace | n_value_labels | hist |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
session | NA | NA | NA | character | NA | NA | NA | NA | 0 | 1 | 28 | 0 | NA | 64 | NA | 64 | NA | NA | 0 | NA | NA |
created | user first opened survey | NA | NA | POSIXct | NA | NA | NA | NA | 0 | 1 | 28 | NA | NA | 2016-07-08 09:54:16 | 2016-07-08 12:47:07 | 2016-11-02 21:19:50 | NA | NA | NA | NA | NA |
modified | user last edited survey | NA | NA | POSIXct | NA | NA | NA | NA | 0 | 1 | 28 | NA | NA | 2016-07-08 09:55:43 | 2016-07-08 14:23:22 | 2016-11-02 21:21:53 | NA | NA | NA | NA | NA |
ended | user finished survey | NA | NA | POSIXct | NA | NA | NA | NA | 0 | 1 | 28 | NA | NA | 2016-07-08 09:55:43 | 2016-07-08 14:23:22 | 2016-11-02 21:21:53 | NA | NA | NA | NA | NA |
expired | NA | NA | NA | logical | NA | NA | NA | NA | 28 | 0 | NA | NA | : | NA | NA | NA | NaN | NA | NA | NA | NA |
BFIK_agree_4R | Ich kann mich schroff und abweisend anderen gegenüber verhalten. | rating_button | 5 | haven_labelled | 5. 1: Trifft überhaupt nicht zu, 4. 2, 3. 3, 2. 4, 1. 5: Trifft voll und ganz zu, NA. Item was never rendered for this user. |
0 | NA | 5 | 0 | 1 | NA | NA | NA | 1 | 3 | 5 | 2.928571 | 1.1841100 | NA | 6 | ▂▇▁▃▁▅▁▂ |
BFIK_agree_1R | Ich neige dazu, andere zu kritisieren. | rating_button | 5 | haven_labelled | 5. 1: Trifft überhaupt nicht zu, 4. 2, 3. 3, 2. 4, 1. 5: Trifft voll und ganz zu, NA. Item was never rendered for this user. |
0 | NA | 7 | 0 | 1 | NA | NA | NA | 2 | 3 | 5 | 3.000000 | 0.9428090 | NA | 6 | ▇▁▅▁▁▆▁▁ |
BFIK_neuro_2R | Ich bin entspannt, lasse mich durch Stress nicht aus der Ruhe bringen. | rating_button | 5 | haven_labelled | 5. 1: Trifft überhaupt nicht zu, 4. 2, 3. 3, 2. 4, 1. 5: Trifft voll und ganz zu, NA. Item was never rendered for this user. |
0 | NA | 9 | 0 | 1 | NA | NA | NA | 2 | 3 | 5 | 3.107143 | 0.8751417 | NA | 6 | ▆▁▇▁▁▇▁▁ |
BFIK_agree_3R | Ich kann mich kalt und distanziert verhalten. | rating_button | 5 | haven_labelled | 5. 1: Trifft überhaupt nicht zu, 4. 2, 3. 3, 2. 4, 1. 5: Trifft voll und ganz zu, NA. Item was never rendered for this user. |
0 | NA | 13 | 0 | 1 | NA | NA | NA | 1 | 3 | 5 | 3.035714 | 1.2904820 | NA | 6 | ▂▇▁▃▁▇▁▃ |
BFIK_neuro_3 | Ich mache mir viele Sorgen. | rating_button | 5 | haven_labelled | 1. 1: Trifft überhaupt nicht zu, 2. 2, 3. 3, 4. 4, 5. 5: Trifft voll und ganz zu, NA. Item was never rendered for this user. |
0 | NA | 15 | 0 | 1 | NA | NA | NA | 1 | 3 | 5 | 3.071429 | 1.2744954 | NA | 6 | ▃▇▁▇▁▅▁▅ |
BFIK_neuro_4 | Ich werde leicht nervös und unsicher. | rating_button | 5 | haven_labelled | 1. 1: Trifft überhaupt nicht zu, 2. 2, 3. 3, 4. 4, 5. 5: Trifft voll und ganz zu, NA. Item was never rendered for this user. |
0 | NA | 16 | 0 | 1 | NA | NA | NA | 1 | 2 | 4 | 2.500000 | 1.2018504 | NA | 6 | ▆▁▇▁▁▂▁▇ |
BFIK_agree_2 | Ich schenke anderen leicht Vertrauen, glaube an das Gute im Menschen. | rating_button | 5 | haven_labelled | 1. 1: Trifft überhaupt nicht zu, 2. 2, 3. 3, 4. 4, 5. 5: Trifft voll und ganz zu, NA. Item was never rendered for this user. |
0 | NA | 17 | 0 | 1 | NA | NA | NA | 1 | 4 | 5 | 3.500000 | 1.2619796 | NA | 6 | ▂▅▁▅▁▇▁▆ |
BFIK_agree | 4 BFIK_agree items aggregated by aggregation_function | NA | NA | numeric | NA | NA | BFIK_agree_4R, BFIK_agree_1R, BFIK_agree_3R, BFIK_agree_2 | NA | 0 | 1 | NA | NA | NA | 1.5 | 3.0 | 4.8 | 3.116071 | 0.9316506 | NA | NA | ▂▇▅▅▃ |
BFIK_neuro | 3 BFIK_neuro items aggregated by aggregation_function | NA | NA | numeric | NA | NA | BFIK_neuro_2R, BFIK_neuro_3, BFIK_neuro_4 | NA | 0 | 1 | NA | NA | NA | 1.3 | 2.8 | 4.3 | 2.892857 | 0.9254231 | NA | NA | ▅▇▇▆▇ |
age | Alter | NA | NA | numeric | NA | NA | NA | NA | 0 | 1 | NA | NA | NA | 19.0 | 32.0 | 38.0 | 30.500000 | 4.6706332 | NA | NA | ▂▂▇▇▅ |