README.md
In unmnn/uhregmisc: Miscellaneous Helper Functions For The Univ. Regensburg Tinnitus Data
uhregmisc
Miscellaneous Helper Functions For The Univ. Regensburg Tinnitus Data.
Important: For most of the functions to work, you would need to put
into the data-raw/ folder the original dataset (200622_uhreg.xlsx)
which cannot be uploaded to GitHub due to copyright reasons.
Overview
data-raw/uhreg.R: preprocessing script for the raw UHREG data- datasets
uhreg and data_dict (+ json export at
inst/extdata/data_dict.json)
- function
discretize_score() for discretizing a numeric
questionnaire score according to predefined cutoff values from
literature.
- Shiny app to explore missingness / available data.
Installation
remotes::install_github("unmnn/uhregmisc")
library(uhregmisc)
Shiny app on data missingness
Provides an overview of missing data patterns. You can specify a data
subset based on:
- visit type: screening, baseline, interim visit, final visit and/or
followup
- treatment (10 most frequent treatment types are selectable)
- gender
- age range
Additionally, you can choose to order questionnaires (y-axis) either by
mutual missingness (determined by a hierarchical clustering) or just
alphabetically by their name.
How to run app
# When running the first time, create the necessary pre-processed dataset with:
source("app-ume/ume_prep-data.R")
# Afterwards, the folder `app-ume` should contain the file `data.rds`.
# Then, just run the app via:
shiny::runApp("app-ume")
Data preprocessing steps
The script data-raw/uhreg.R preprocesses the UHREG data.
- part of column name representing the questionnaire is written in
caps
- establish consistent name convention: prefix of variable name (part
until first underscore) represents the name of the corresponding
questionnaire
- example:
TQ_q01 → TQ questionnaire
- meta variables, e.g. patient ID or treatment type, have the
prefix
.META
- some variables are renamed for consistency of chronology,
e.g.
TSCHQ_q36_1_otologic_additional instead of
TSCHQ_q361_otologic_additional
- abbreviations in names:
q instead of question, lvs instead of
last_validation_status
- example:
TBF12_q10 instead of TBF12_question10
- in column names, zero-padding is added to allow for alphabetical
ordering, e.g.
TBF12_q01 instead of TBF12_q1 (there is also a
TBF12_q10)
- all BDI columns are removed due to complete missingness
- variable types are converted where appropriate:
TSCHQ_q02_sex to factor.META_patient_id to character.META_visit_day, TSCHQ_q05_begin_tinnitus to date
-1 values are replaced with NA_integer_ where appropriate- some (sub-)scales are created:
- TFI subscales: intrusive, sense of control, cognitive, sleep,
auditory, relaxation, quality of life, emotional
- TQ subscales: emotional distress, cognitive distress,
intrusiveness, auditory perceptual difficulties, sleep
disturbances, somatic complaints
- MDI: depression categorization
Open questions
- How to deal with the huge variety of treatment pathways?
109 unique treatment pathways
S S-B-FV-FU
869 38
FV-B S-B-FV
32 24
B-FV S-S
22 17
B-FV-I-I-I-S B-FV-FU-FU-FU
16 15
- What do the columns with “last_validation_status” mean? What do
their values (-1, 0, 1) mean?
- Documentation for “v_exp_tschq_q36_otologic” and
“v_exp_tschq_q361_otologic_additional”
TODOS
- Improve rudimentary documentation for
uhreg and data_dict
- Add function that dummifies categorical variables
data_dict
library(dplyr)
library(purrr)
data_dict
## # A tibble: 294 x 4
## variable variable_original description value
## <chr> <chr> <chr> <list>
## 1 .META_patient_id new_ID Patient ID <NULL>
## 2 .META_treatment_code treatment_code Treatment code <chr [75]>
## 3 .META_visit_day visit_day Day of visit <NULL>
## 4 .META_visit_type visit_type Type of visit <chr [5]>
## 5 AUDIO_duration audiological_examination_duration Audiological examination: duration in seconds <chr [1]>
## 6 AUDIO_left_frequency_loss_01 audiological_examination_left_frequency_loss_1 Left ear: hearing loss at frequency 125Hz <chr [2]>
## 7 AUDIO_left_frequency_loss_02 audiological_examination_left_frequency_loss_2 Left ear: hearing loss at frequency 250Hz <chr [2]>
## 8 AUDIO_left_frequency_loss_03 audiological_examination_left_frequency_loss_3 Left ear: hearing loss at frequency 500Hz <chr [2]>
## 9 AUDIO_left_frequency_loss_04 audiological_examination_left_frequency_loss_4 Left ear: hearing loss at frequency 1kHz <chr [2]>
## 10 AUDIO_left_frequency_loss_05 audiological_examination_left_frequency_loss_5 Left ear: hearing loss at frequency 2kHz <chr [2]>
## # ... with 284 more rows
var <- "TSCHQ_q09_perception"
data_dict %>% filter(variable == var) %>% pull(description)
## [1] "Where do you perceive your tinnitus?"
data_dict %>% filter(variable == var) %>% pluck("value", 1)
## -1 0 1 2 3 4
## "no information" "right ear" "left ear" "both ears, worse in left" "both ears, worse in right" "both ears, equally"
## 5 6
## "inside the head" "elsewhere"
uhreg overview
skimr::skim_without_charts(uhreg)
| | |
| :----------------------------------------------- | :---- |
| Name | uhreg |
| Number of rows | 2350 |
| Number of columns | 295 |
| _______________________ | |
| Column type frequency: | |
| character | 7 |
| Date | 2 |
| factor | 2 |
| numeric | 284 |
| ________________________ | |
| Group variables | None |
Data summary
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
| :---------------------------------- | ---------: | -------------: | --: | --: | ----: | --------: | ---------: |
| .META_patient_id | 0 | 1.00 | 1 | 4 | 0 | 1214 | 0 |
| .META_treatment_code | 0 | 1.00 | 7 | 7 | 0 | 25 | 0 |
| TSCHQ_q04_1_family_additional | 2050 | 0.13 | 1 | 5 | 0 | 7 | 0 |
| TSCHQ_q07_begin_correlation | 993 | 0.58 | 1 | 287 | 0 | 496 | 0 |
| TSCHQ_q13_tone_perception | 992 | 0.58 | 1 | 442 | 0 | 1018 | 0 |
| TSCHQ_q25_medication | 1950 | 0.17 | 3 | 364 | 0 | 324 | 0 |
| TSCHQ_q36_1_otologic_additional | 2045 | 0.13 | 2 | 37 | 0 | 2 | 0 |
Variable type: Date
| skim_variable | n_missing | complete_rate | min | max | median | n_unique |
| :-------------------------- | ---------: | -------------: | :--------- | :--------- | :--------- | --------: |
| .META_visit_day | 0 | 1.00 | 2016-01-03 | 2020-10-23 | 2018-01-21 | 928 |
| TSCHQ_q05_begin_tinnitus | 1197 | 0.49 | 1960-01-01 | 2020-07-06 | 2013-04-01 | 587 |
Variable type: factor
| skim_variable | n_missing | complete_rate | ordered | n_unique | top_counts |
| :----------------- | ---------: | -------------: | :------ | --------: | :------------------------------------ |
| .META_visit_type | 0 | 1.00 | FALSE | 5 | S: 1141, FV: 382, B: 372, FU: 278 |
| MDI_depression | 583 | 0.75 | FALSE | 4 | no : 1555, sev: 142, mil: 49, mod: 21 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 |
| :-------------------------------------------------------- | ---------: | -------------: | ------: | -------: | ----: | ------: | ------: | ------: | -----: |
| AUDIO_duration | 2346 | 0.00 | 247.00 | 504.01 | -9 | -5.25 | -3.00 | 249.25 | 1003 |
| AUDIO_left_frequency_loss_01 | 1385 | 0.41 | 13.99 | 82.44 | 0 | 5.00 | 10.00 | 15.00 | 2545 |
| AUDIO_left_frequency_loss_02 | 1279 | 0.46 | 11.08 | 13.28 | -5 | 5.00 | 5.00 | 15.00 | 105 |
| AUDIO_left_frequency_loss_03 | 1277 | 0.46 | 12.26 | 13.67 | -5 | 5.00 | 10.00 | 15.00 | 105 |
| AUDIO_left_frequency_loss_04 | 1278 | 0.46 | 13.61 | 14.82 | -5 | 5.00 | 10.00 | 20.00 | 110 |
| AUDIO_left_frequency_loss_05 | 1278 | 0.46 | 18.81 | 34.67 | -5 | 5.00 | 10.00 | 25.00 | 997 |
| AUDIO_left_frequency_loss_06 | 1297 | 0.45 | 24.69 | 20.33 | 0 | 10.00 | 20.00 | 35.00 | 100 |
| AUDIO_left_frequency_loss_07 | 1279 | 0.46 | 29.58 | 21.96 | -5 | 10.00 | 25.00 | 45.00 | 100 |
| AUDIO_left_frequency_loss_08 | 1305 | 0.44 | 32.04 | 22.80 | -10 | 15.00 | 30.00 | 50.00 | 110 |
| AUDIO_left_frequency_loss_09 | 1306 | 0.44 | 41.44 | 172.56 | -5 | 15.00 | 35.00 | 55.00 | 5555 |
| AUDIO_left_frequency_loss_10 | 1591 | 0.32 | 44.32 | 146.55 | 0 | 15.00 | 40.00 | 60.00 | 4015 |
| AUDIO_left_frequency_loss_11 | 1622 | 0.31 | 44.72 | 25.64 | 0 | 25.00 | 50.00 | 65.00 | 90 |
| AUDIO_left_frequency_loss_12 | 1660 | 0.29 | 49.95 | 24.55 | 0 | 35.00 | 55.00 | 70.00 | 90 |
| AUDIO_left_frequency_loss_13 | 1748 | 0.26 | 49.08 | 22.37 | -5 | 35.00 | 55.00 | 65.00 | 85 |
| AUDIO_left_frequency_loss_14 | 1943 | 0.17 | 42.33 | 50.49 | 0 | 30.00 | 45.00 | 55.00 | 998 |
| AUDIO_left_hearing_loss | 1310 | 0.44 | 0.94 | 0.67 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| AUDIO_left_maximal_tinnitus_frequency | 1567 | 0.33 | 8694.55 | 15721.60 | 0 | 2950.00 | 7100.00 | 9000.00 | 99999 |
| AUDIO_left_minimal_masking_level | 1634 | 0.30 | 31.66 | 20.57 | -4 | 18.00 | 30.00 | 46.00 | 100 |
| AUDIO_left_minimal_tinnitus_frequency | 1566 | 0.33 | 8617.26 | 15717.69 | 0 | 2500.00 | 6600.00 | 9000.00 | 99999 |
| AUDIO_left_tinntitus_type | 1867 | 0.21 | 0.44 | 0.76 | 0 | 0.00 | 0.00 | 1.00 | 3 |
| AUDIO_lvs | 1074 | 0.54 | 0.66 | 0.47 | 0 | 0.00 | 1.00 | 1.00 | 1 |
| AUDIO_residual_inhibition | 2214 | 0.06 | 2.98 | 0.26 | 0 | 3.00 | 3.00 | 3.00 | 3 |
| AUDIO_right_frequency_loss_01 | 1389 | 0.41 | 10.47 | 11.67 | -5 | 5.00 | 5.00 | 10.00 | 80 |
| AUDIO_right_frequency_loss_02 | 1279 | 0.46 | 11.34 | 13.23 | -5 | 5.00 | 5.00 | 15.00 | 100 |
| AUDIO_right_frequency_loss_03 | 1278 | 0.46 | 12.53 | 13.90 | -10 | 5.00 | 10.00 | 15.00 | 110 |
| AUDIO_right_frequency_loss_04 | 1278 | 0.46 | 13.78 | 14.49 | 0 | 5.00 | 10.00 | 15.00 | 105 |
| AUDIO_right_frequency_loss_05 | 1278 | 0.46 | 17.98 | 18.16 | 0 | 5.00 | 10.00 | 25.00 | 115 |
| AUDIO_right_frequency_loss_06 | 1302 | 0.45 | 22.92 | 19.74 | -5 | 10.00 | 15.00 | 35.00 | 110 |
| AUDIO_right_frequency_loss_07 | 1282 | 0.45 | 27.52 | 21.73 | -10 | 10.00 | 25.00 | 40.00 | 105 |
| AUDIO_right_frequency_loss_08 | 1305 | 0.44 | 30.05 | 22.63 | -10 | 10.00 | 25.00 | 45.00 | 105 |
| AUDIO_right_frequency_loss_09 | 1304 | 0.45 | 35.72 | 38.45 | -10 | 15.00 | 35.00 | 50.00 | 991 |
| AUDIO_right_frequency_loss_10 | 1590 | 0.32 | 43.02 | 164.94 | -5 | 15.00 | 40.00 | 55.00 | 4530 |
| AUDIO_right_frequency_loss_11 | 1620 | 0.31 | 44.67 | 44.23 | 0 | 20.00 | 45.00 | 65.00 | 1008 |
| AUDIO_right_frequency_loss_12 | 1648 | 0.30 | 49.36 | 25.28 | -5 | 30.00 | 55.00 | 70.00 | 90 |
| AUDIO_right_frequency_loss_13 | 1770 | 0.25 | 49.00 | 22.33 | -2 | 40.00 | 55.00 | 65.00 | 85 |
| AUDIO_right_frequency_loss_14 | 1938 | 0.18 | 40.69 | 21.44 | 0 | 30.00 | 45.00 | 55.00 | 300 |
| AUDIO_right_hearing_loss | 1291 | 0.45 | 0.92 | 0.69 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| AUDIO_right_maximal_tinnitus_frequency | 1595 | 0.32 | 8909.82 | 16658.58 | 0 | 2575.00 | 6900.00 | 9000.00 | 100000 |
| AUDIO_right_minimal_masking_level | 1662 | 0.29 | 31.02 | 20.40 | -4 | 16.00 | 28.00 | 44.00 | 92 |
| AUDIO_right_minimal_tinnitus_frequency | 1594 | 0.32 | 8840.16 | 16698.41 | 0 | 2000.00 | 6075.00 | 9000.00 | 106000 |
| AUDIO_right_tinnitus_type | 1893 | 0.19 | 0.45 | 0.76 | 0 | 0.00 | 0.00 | 1.00 | 3 |
| AUDIO_survey_participation_appropriateness | 2161 | 0.08 | 1.43 | 0.91 | 0 | 0.00 | 2.00 | 2.00 | 2 |
| AUDIO_tinnitus_matching | 1584 | 0.33 | 1.58 | 0.70 | 0 | 1.00 | 2.00 | 2.00 | 2 |
| CGI_lvs | 1540 | 0.34 | 1.00 | 0.00 | 1 | 1.00 | 1.00 | 1.00 | 1 |
| CGI_q1 | 1562 | 0.34 | 3.72 | 0.97 | 1 | 3.00 | 4.00 | 4.00 | 7 |
| MDI_lvs | 573 | 0.76 | 0.99 | 0.10 | -1 | 1.00 | 1.00 | 1.00 | 1 |
| MDI_q01 | 591 | 0.75 | 1.92 | 1.43 | 0 | 1.00 | 1.00 | 3.00 | 5 |
| MDI_q02 | 592 | 0.75 | 1.65 | 1.48 | 0 | 1.00 | 1.00 | 3.00 | 5 |
| MDI_q03 | 588 | 0.75 | 2.12 | 1.60 | 0 | 1.00 | 2.00 | 4.00 | 5 |
| MDI_q04 | 589 | 0.75 | 1.47 | 1.52 | 0 | 0.00 | 1.00 | 3.00 | 5 |
| MDI_q05 | 594 | 0.75 | 0.96 | 1.34 | 0 | 0.00 | 0.00 | 1.00 | 5 |
| MDI_q06 | 593 | 0.75 | 1.10 | 1.45 | 0 | 0.00 | 1.00 | 1.00 | 5 |
| MDI_q07 | 589 | 0.75 | 1.99 | 1.56 | 0 | 1.00 | 1.00 | 3.00 | 5 |
| MDI_q08a | 598 | 0.75 | 1.52 | 1.56 | 0 | 0.00 | 1.00 | 3.00 | 5 |
| MDI_q08b | 607 | 0.74 | 1.59 | 1.52 | 0 | 0.00 | 1.00 | 3.00 | 5 |
| MDI_q09 | 590 | 0.75 | 2.29 | 1.81 | 0 | 1.00 | 2.00 | 4.00 | 5 |
| MDI_q10a | 586 | 0.75 | 0.61 | 1.13 | 0 | 0.00 | 0.00 | 1.00 | 5 |
| MDI_q10b | 589 | 0.75 | 0.58 | 1.07 | 0 | 0.00 | 0.00 | 1.00 | 5 |
| MDI_score | 631 | 0.73 | 16.30 | 11.80 | 0 | 7.00 | 13.00 | 24.50 | 50 |
| MINITQ_lvs | 1707 | 0.27 | 1.00 | 0.04 | 0 | 1.00 | 1.00 | 1.00 | 1 |
| MINITQ_q01 | 1710 | 0.27 | 1.52 | 0.64 | 0 | 1.00 | 2.00 | 2.00 | 2 |
| MINITQ_q02 | 1710 | 0.27 | 0.80 | 0.79 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| MINITQ_q03 | 1711 | 0.27 | 0.71 | 0.68 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| MINITQ_q04 | 1710 | 0.27 | 0.86 | 0.67 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| MINITQ_q05 | 1711 | 0.27 | 0.82 | 0.79 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| MINITQ_q06 | 1710 | 0.27 | 1.48 | 0.61 | 0 | 1.00 | 2.00 | 2.00 | 2 |
| MINITQ_q07 | 1711 | 0.27 | 1.58 | 0.61 | 0 | 1.00 | 2.00 | 2.00 | 2 |
| MINITQ_q08 | 1712 | 0.27 | 1.31 | 0.76 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| MINITQ_q09 | 1711 | 0.27 | 1.17 | 0.73 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| MINITQ_q10 | 1709 | 0.27 | 1.41 | 0.70 | 0 | 1.00 | 2.00 | 2.00 | 2 |
| MINITQ_q11 | 1712 | 0.27 | 0.94 | 0.81 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| MINITQ_q12 | 1709 | 0.27 | 1.28 | 0.68 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| MINITQ_score | 1725 | 0.27 | 13.86 | 5.52 | 0 | 10.00 | 14.00 | 18.00 | 24 |
| TBF12_lvs | 1394 | 0.41 | 0.99 | 0.08 | 0 | 1.00 | 1.00 | 1.00 | 1 |
| TBF12_q01 | 1399 | 0.40 | 1.16 | 0.64 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| TBF12_q02 | 1401 | 0.40 | 0.99 | 0.74 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| TBF12_q03 | 1398 | 0.41 | 1.34 | 0.60 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| TBF12_q04 | 1405 | 0.40 | 1.47 | 0.60 | 0 | 1.00 | 2.00 | 2.00 | 2 |
| TBF12_q05 | 1403 | 0.40 | 1.06 | 0.75 | 0 | 0.50 | 1.00 | 2.00 | 2 |
| TBF12_q06 | 1398 | 0.41 | 1.15 | 0.66 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| TBF12_q07 | 1403 | 0.40 | 1.01 | 0.75 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| TBF12_q08 | 1400 | 0.40 | 0.91 | 0.77 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| TBF12_q09 | 1399 | 0.40 | 0.77 | 0.73 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TBF12_q10 | 1400 | 0.40 | 1.05 | 0.63 | 0 | 1.00 | 1.00 | 1.00 | 2 |
| TBF12_q11 | 1397 | 0.41 | 0.89 | 0.74 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TBF12_q12 | 1401 | 0.40 | 1.19 | 0.68 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| TBF12_score | 1430 | 0.39 | 13.01 | 5.44 | 0 | 9.00 | 13.00 | 17.00 | 24 |
| TFI_lvs | 924 | 0.61 | 0.98 | 0.14 | -1 | 1.00 | 1.00 | 1.00 | 1 |
| TFI_q01 | 975 | 0.59 | 68.84 | 26.08 | 0 | 50.00 | 70.00 | 90.00 | 100 |
| TFI_q02 | 966 | 0.59 | 6.76 | 2.03 | 0 | 5.00 | 7.00 | 8.00 | 10 |
| TFI_q03 | 1018 | 0.57 | 59.29 | 27.71 | -10 | 40.00 | 60.00 | 80.00 | 100 |
| TFI_q04 | 973 | 0.59 | 6.76 | 2.93 | 0 | 5.00 | 7.00 | 10.00 | 10 |
| TFI_q05 | 971 | 0.59 | 5.92 | 2.45 | 0 | 4.00 | 6.00 | 8.00 | 10 |
| TFI_q06 | 965 | 0.59 | 6.37 | 2.69 | 0 | 5.00 | 7.00 | 8.00 | 10 |
| TFI_q07 | 953 | 0.59 | 5.48 | 2.70 | 0 | 3.00 | 6.00 | 8.00 | 10 |
| TFI_q08 | 953 | 0.59 | 4.60 | 2.88 | 0 | 2.00 | 5.00 | 7.00 | 10 |
| TFI_q09 | 955 | 0.59 | 4.86 | 2.62 | 0 | 3.00 | 5.00 | 7.00 | 10 |
| TFI_q10 | 954 | 0.59 | 5.48 | 3.37 | 0 | 2.00 | 6.00 | 8.00 | 10 |
| TFI_q11 | 958 | 0.59 | 4.96 | 3.38 | 0 | 2.00 | 5.00 | 8.00 | 10 |
| TFI_q12 | 980 | 0.58 | 5.10 | 3.49 | 0 | 2.00 | 5.00 | 8.00 | 10 |
| TFI_q13 | 950 | 0.60 | 4.79 | 3.06 | 0 | 2.00 | 5.00 | 7.00 | 10 |
| TFI_q14 | 947 | 0.60 | 4.84 | 3.17 | 0 | 2.00 | 5.00 | 8.00 | 10 |
| TFI_q15 | 950 | 0.60 | 5.24 | 3.28 | 0 | 2.00 | 5.00 | 8.00 | 10 |
| TFI_q16 | 951 | 0.60 | 5.48 | 2.77 | 0 | 3.00 | 6.00 | 8.00 | 10 |
| TFI_q17 | 951 | 0.60 | 5.95 | 2.73 | 0 | 4.00 | 6.00 | 8.00 | 10 |
| TFI_q18 | 948 | 0.60 | 6.77 | 2.74 | 0 | 5.00 | 8.00 | 9.00 | 10 |
| TFI_q19 | 964 | 0.59 | 4.64 | 2.94 | 0 | 2.00 | 5.00 | 7.00 | 10 |
| TFI_q20 | 956 | 0.59 | 5.17 | 2.90 | 0 | 3.00 | 5.00 | 8.00 | 10 |
| TFI_q21 | 960 | 0.59 | 4.33 | 2.94 | 0 | 2.00 | 4.00 | 7.00 | 10 |
| TFI_q22 | 964 | 0.59 | 4.18 | 3.06 | 0 | 2.00 | 4.00 | 7.00 | 10 |
| TFI_q23 | 950 | 0.60 | 5.40 | 3.00 | 0 | 3.00 | 5.00 | 8.00 | 10 |
| TFI_q24 | 951 | 0.60 | 4.78 | 2.99 | 0 | 2.00 | 5.00 | 7.00 | 10 |
| TFI_q25 | 952 | 0.59 | 5.04 | 3.16 | 0 | 2.00 | 5.00 | 8.00 | 10 |
| TFI_score | 956 | 0.59 | 54.33 | 20.93 | 1 | 39.00 | 55.00 | 70.00 | 100 |
| TFI_intrusive | 962 | 0.59 | 65.22 | 22.13 | 0 | 50.00 | 70.00 | 83.33 | 100 |
| TFI_sense_of_control | 961 | 0.59 | 63.36 | 23.52 | 0 | 46.67 | 66.67 | 83.33 | 100 |
| TFI_cognitive | 952 | 0.59 | 49.79 | 25.15 | 0 | 30.00 | 50.00 | 70.00 | 100 |
| TFI_sleep | 959 | 0.59 | 51.83 | 32.76 | 0 | 20.00 | 53.33 | 80.00 | 100 |
| TFI_auditory | 948 | 0.60 | 49.59 | 30.46 | 0 | 23.33 | 50.00 | 76.67 | 100 |
| TFI_relaxation | 950 | 0.60 | 60.68 | 25.82 | 0 | 43.33 | 63.33 | 80.00 | 100 |
| TFI_quality_of_life | 958 | 0.59 | 45.84 | 26.98 | 0 | 25.00 | 45.00 | 70.00 | 100 |
| TFI_emotional | 951 | 0.60 | 50.71 | 28.47 | 0 | 26.67 | 50.00 | 73.33 | 100 |
| THI_lvs | 280 | 0.88 | 0.98 | 0.15 | 0 | 1.00 | 1.00 | 1.00 | 1 |
| THI_q01 | 331 | 0.86 | 2.51 | 1.31 | 0 | 2.00 | 2.00 | 4.00 | 4 |
| THI_q02 | 334 | 0.86 | 2.02 | 1.58 | 0 | 0.00 | 2.00 | 4.00 | 4 |
| THI_q03 | 342 | 0.85 | 1.82 | 1.42 | 0 | 0.00 | 2.00 | 2.00 | 4 |
| THI_q04 | 346 | 0.85 | 1.01 | 1.34 | 0 | 0.00 | 0.00 | 2.00 | 4 |
| THI_q05 | 345 | 0.85 | 1.86 | 1.44 | 0 | 0.00 | 2.00 | 2.00 | 4 |
| THI_q06 | 343 | 0.85 | 1.77 | 1.49 | 0 | 0.00 | 2.00 | 2.00 | 4 |
| THI_q07 | 340 | 0.86 | 2.32 | 1.57 | 0 | 2.00 | 2.00 | 4.00 | 4 |
| THI_q08 | 344 | 0.85 | 2.97 | 1.35 | 0 | 2.00 | 4.00 | 4.00 | 4 |
| THI_q09 | 335 | 0.86 | 2.09 | 1.60 | 0 | 0.00 | 2.00 | 4.00 | 4 |
| THI_q10 | 337 | 0.86 | 2.23 | 1.41 | 0 | 2.00 | 2.00 | 4.00 | 4 |
| THI_q11 | 337 | 0.86 | 1.18 | 1.52 | 0 | 0.00 | 0.00 | 2.00 | 4 |
| THI_q12 | 331 | 0.86 | 2.46 | 1.39 | 0 | 2.00 | 2.00 | 4.00 | 4 |
| THI_q13 | 340 | 0.86 | 1.62 | 1.51 | 0 | 0.00 | 2.00 | 2.00 | 4 |
| THI_q14 | 337 | 0.86 | 2.03 | 1.52 | 0 | 0.00 | 2.00 | 4.00 | 4 |
| THI_q15 | 331 | 0.86 | 1.81 | 1.63 | 0 | 0.00 | 2.00 | 4.00 | 4 |
| THI_q16 | 346 | 0.85 | 1.25 | 1.34 | 0 | 0.00 | 2.00 | 2.00 | 4 |
| THI_q17 | 331 | 0.86 | 1.59 | 1.56 | 0 | 0.00 | 2.00 | 2.00 | 4 |
| THI_q18 | 335 | 0.86 | 1.95 | 1.36 | 0 | 2.00 | 2.00 | 2.00 | 4 |
| THI_q19 | 335 | 0.86 | 3.24 | 1.29 | 0 | 2.00 | 4.00 | 4.00 | 4 |
| THI_q20 | 343 | 0.85 | 1.65 | 1.60 | 0 | 0.00 | 2.00 | 2.00 | 4 |
| THI_q21 | 352 | 0.85 | 2.11 | 1.43 | 0 | 2.00 | 2.00 | 4.00 | 4 |
| THI_q22 | 336 | 0.86 | 1.59 | 1.54 | 0 | 0.00 | 2.00 | 2.00 | 4 |
| THI_q23 | 338 | 0.86 | 1.59 | 1.44 | 0 | 0.00 | 2.00 | 2.00 | 4 |
| THI_q24 | 340 | 0.86 | 2.89 | 1.53 | 0 | 2.00 | 4.00 | 4.00 | 4 |
| THI_q25 | 334 | 0.86 | 1.72 | 1.56 | 0 | 0.00 | 2.00 | 2.00 | 4 |
| THI_score | 338 | 0.86 | 49.31 | 22.99 | 0 | 32.00 | 48.00 | 66.00 | 100 |
| TQ_lvs | 842 | 0.64 | 0.98 | 0.13 | 0 | 1.00 | 1.00 | 1.00 | 1 |
| TQ_q01 | 849 | 0.64 | 0.84 | 0.69 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TQ_q02 | 849 | 0.64 | 0.69 | 0.70 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TQ_q03 | 861 | 0.63 | 1.05 | 0.82 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| TQ_q04 | 853 | 0.64 | 0.76 | 0.80 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TQ_q05 | 850 | 0.64 | 1.37 | 0.71 | 0 | 1.00 | 2.00 | 2.00 | 2 |
| TQ_q06 | 919 | 0.61 | 1.10 | 0.74 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| TQ_q07 | 848 | 0.64 | 1.45 | 0.67 | 0 | 1.00 | 2.00 | 2.00 | 2 |
| TQ_q08 | 851 | 0.64 | 0.60 | 0.72 | 0 | 0.00 | 0.00 | 1.00 | 2 |
| TQ_q09 | 854 | 0.64 | 0.95 | 0.76 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| TQ_q10 | 847 | 0.64 | 1.60 | 0.58 | 0 | 1.00 | 2.00 | 2.00 | 2 |
| TQ_q11 | 849 | 0.64 | 1.42 | 0.67 | 0 | 1.00 | 2.00 | 2.00 | 2 |
| TQ_q12 | 855 | 0.64 | 0.77 | 0.80 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TQ_q13 | 853 | 0.64 | 1.03 | 0.76 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| TQ_q14 | 856 | 0.64 | 1.20 | 0.84 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| TQ_q15 | 849 | 0.64 | 1.31 | 0.73 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| TQ_q16 | 851 | 0.64 | 0.71 | 0.78 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TQ_q17 | 859 | 0.63 | 0.67 | 0.72 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TQ_q18 | 852 | 0.64 | 0.77 | 0.78 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TQ_q19 | 855 | 0.64 | 1.15 | 0.81 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| TQ_q20 | 850 | 0.64 | 0.88 | 0.66 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TQ_q21 | 860 | 0.63 | 1.22 | 0.73 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| TQ_q22 | 848 | 0.64 | 0.71 | 0.80 | 0 | 0.00 | 0.00 | 1.00 | 2 |
| TQ_q23 | 855 | 0.64 | 1.13 | 0.81 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| TQ_q24 | 845 | 0.64 | 0.82 | 0.75 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TQ_q25 | 869 | 0.63 | 0.84 | 0.83 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| TQ_q26 | 856 | 0.64 | 0.43 | 0.68 | 0 | 0.00 | 0.00 | 1.00 | 2 |
| TQ_q27 | 851 | 0.64 | 1.17 | 0.78 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| TQ_q28 | 848 | 0.64 | 0.78 | 0.81 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TQ_q29 | 854 | 0.64 | 1.34 | 0.79 | 0 | 1.00 | 2.00 | 2.00 | 2 |
| TQ_q30 | 862 | 0.63 | 0.50 | 0.69 | 0 | 0.00 | 0.00 | 1.00 | 2 |
| TQ_q31 | 851 | 0.64 | 0.78 | 0.81 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TQ_q32 | 871 | 0.63 | 0.41 | 0.61 | 0 | 0.00 | 0.00 | 1.00 | 2 |
| TQ_q33 | 852 | 0.64 | 0.99 | 0.78 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| TQ_q34 | 849 | 0.64 | 1.45 | 0.65 | 0 | 1.00 | 2.00 | 2.00 | 2 |
| TQ_q35 | 850 | 0.64 | 1.52 | 0.64 | 0 | 1.00 | 2.00 | 2.00 | 2 |
| TQ_q36 | 848 | 0.64 | 1.15 | 0.79 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| TQ_q37 | 849 | 0.64 | 1.03 | 0.80 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| TQ_q38 | 854 | 0.64 | 0.80 | 0.81 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| TQ_q39 | 850 | 0.64 | 1.05 | 0.76 | 0 | 0.00 | 1.00 | 2.00 | 2 |
| TQ_q40 | 849 | 0.64 | 1.27 | 0.69 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| TQ_q41 | 861 | 0.63 | 0.57 | 0.71 | 0 | 0.00 | 0.00 | 1.00 | 2 |
| TQ_q42 | 851 | 0.64 | 0.39 | 0.68 | 0 | 0.00 | 0.00 | 1.00 | 2 |
| TQ_q43 | 850 | 0.64 | 1.29 | 0.73 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| TQ_q44 | 854 | 0.64 | 0.81 | 0.71 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TQ_q45 | 853 | 0.64 | 1.30 | 0.77 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| TQ_q46 | 871 | 0.63 | 0.56 | 0.70 | 0 | 0.00 | 0.00 | 1.00 | 2 |
| TQ_q47 | 860 | 0.63 | 0.85 | 0.79 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TQ_q48 | 847 | 0.64 | 1.20 | 0.71 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| TQ_q49 | 855 | 0.64 | 1.15 | 0.79 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| TQ_q50 | 845 | 0.64 | 0.58 | 0.65 | 0 | 0.00 | 0.00 | 1.00 | 2 |
| TQ_q51 | 853 | 0.64 | 0.47 | 0.71 | 0 | 0.00 | 0.00 | 1.00 | 2 |
| TQ_q52 | 852 | 0.64 | 0.51 | 0.74 | 0 | 0.00 | 0.00 | 1.00 | 2 |
| TQ_score | 854 | 0.64 | 41.18 | 17.67 | 2 | 28.00 | 40.00 | 54.00 | 82 |
| TQ_emotional_distress | 854 | 0.64 | 11.14 | 5.81 | 0 | 6.75 | 11.00 | 16.00 | 24 |
| TQ_cognitive_distress | 854 | 0.64 | 8.04 | 4.33 | 0 | 5.00 | 8.00 | 12.00 | 16 |
| TQ_intrusiveness | 854 | 0.64 | 10.77 | 3.57 | 0 | 8.00 | 11.00 | 14.00 | 16 |
| TQ_auditory_perceptual_difficulties | 854 | 0.64 | 5.63 | 3.89 | 0 | 2.00 | 5.00 | 9.00 | 14 |
| TQ_sleep_disturbances | 854 | 0.64 | 3.45 | 2.68 | 0 | 1.00 | 3.00 | 6.00 | 8 |
| TQ_somatic_complaints | 854 | 0.64 | 2.00 | 1.92 | 0 | 0.00 | 2.00 | 3.00 | 6 |
| TSCHQ_lvs | 979 | 0.58 | 0.89 | 0.31 | 0 | 1.00 | 1.00 | 1.00 | 1 |
| TSCHQ_months_between_begin_tinnitus_and_visit_time | 1748 | 0.26 | 76.38 | 100.32 | -7 | 13.00 | 27.00 | 105.00 | 586 |
| TSCHQ_months_since_begin_tinnitus | 1748 | 0.26 | 109.87 | 101.60 | 3 | 47.00 | 68.00 | 141.00 | 640 |
| TSCHQ_q01_age | 0 | 1.00 | 54.30 | 12.24 | 19 | 47.00 | 56.00 | 62.00 | 91 |
| TSCHQ_q02_sex | 0 | 1.00 | 0.32 | 0.47 | 0 | 0.00 | 0.00 | 1.00 | 1 |
| TSCHQ_q03_handedness | 990 | 0.58 | 0.27 | 0.63 | 0 | 0.00 | 0.00 | 0.00 | 2 |
| TSCHQ_q04_family | 1005 | 0.57 | 0.75 | 0.43 | 0 | 1.00 | 1.00 | 1.00 | 1 |
| TSCHQ_q05_1_begin_tinnitus_additional | 1153 | 0.51 | 1.15 | 0.79 | 0 | 1.00 | 1.00 | 2.00 | 2 |
| TSCHQ_q06_begin_perception | 1059 | 0.55 | 0.53 | 0.50 | 0 | 0.00 | 1.00 | 1.00 | 1 |
| TSCHQ_q08_pulsating | 1006 | 0.57 | 1.70 | 0.65 | 0 | 2.00 | 2.00 | 2.00 | 3 |
| TSCHQ_q09_perception | 987 | 0.58 | 2.56 | 1.55 | 0 | 1.00 | 2.00 | 4.00 | 7 |
| TSCHQ_q10_history | 995 | 0.58 | 0.85 | 0.36 | 0 | 1.00 | 1.00 | 1.00 | 2 |
| TSCHQ_q11_daily_volume | 1001 | 0.57 | 0.35 | 0.48 | 0 | 0.00 | 0.00 | 1.00 | 1 |
| TSCHQ_q12_personal_volume | 1015 | 0.57 | 76.68 | 107.12 | 0 | 50.00 | 70.00 | 80.00 | 999 |
| TSCHQ_q14_tone_type | 1004 | 0.57 | 0.71 | 1.06 | 0 | 0.00 | 0.00 | 1.00 | 4 |
| TSCHQ_q15_tone_frequency | 1050 | 0.55 | 0.94 | 0.75 | 0 | 0.00 | 1.00 | 1.00 | 4 |
| TSCHQ_q16_awareness | 997 | 0.58 | 81.68 | 97.82 | 0 | 50.00 | 80.00 | 100.00 | 999 |
| TSCHQ_q17_angerness | 995 | 0.58 | 66.37 | 90.03 | -160 | 30.00 | 60.00 | 90.00 | 999 |
| TSCHQ_q18_treatment_count | 1010 | 0.57 | 1.83 | 1.03 | 0 | 1.00 | 2.00 | 3.00 | 6 |
| TSCHQ_q19_context_volume | 996 | 0.58 | 0.49 | 0.73 | 0 | 0.00 | 0.00 | 1.00 | 3 |
| TSCHQ_q20_context_change | 993 | 0.58 | 0.64 | 0.79 | 0 | 0.00 | 0.00 | 1.00 | 3 |
| TSCHQ_q21_head_change | 997 | 0.58 | 0.58 | 0.49 | 0 | 0.00 | 1.00 | 1.00 | 1 |
| TSCHQ_q22_nap_change | 1064 | 0.55 | 1.54 | 0.80 | 0 | 1.00 | 2.00 | 2.00 | 3 |
| TSCHQ_q23_sleep_correlation | 1009 | 0.57 | 1.19 | 0.80 | 0 | 1.00 | 1.00 | 2.00 | 3 |
| TSCHQ_q24_stress_correlation | 1022 | 0.57 | 0.50 | 0.87 | 0 | 0.00 | 0.00 | 1.00 | 3 |
| TSCHQ_q26_hear_problems | 1004 | 0.57 | 0.42 | 0.50 | 0 | 0.00 | 0.00 | 1.00 | 2 |
| TSCHQ_q27_hear_helps | 998 | 0.58 | 2.73 | 0.63 | 0 | 3.00 | 3.00 | 3.00 | 4 |
| TSCHQ_q28_noise_sensitive | 992 | 0.58 | 2.29 | 1.21 | 0 | 2.00 | 2.00 | 3.00 | 5 |
| TSCHQ_q29_noise_dependent | 993 | 0.58 | 0.57 | 0.69 | 0 | 0.00 | 0.00 | 1.00 | 3 |
| TSCHQ_q30_headache | 996 | 0.58 | 0.62 | 0.49 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TSCHQ_q31_bogus | 1014 | 0.57 | 0.68 | 0.48 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TSCHQ_q32_jaw_problems | 1002 | 0.57 | 0.70 | 0.46 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TSCHQ_q33_nape_problems | 1001 | 0.57 | 0.40 | 0.49 | 0 | 0.00 | 0.00 | 1.00 | 2 |
| TSCHQ_q34_other_problems | 1003 | 0.57 | 0.55 | 0.50 | 0 | 0.00 | 1.00 | 1.00 | 2 |
| TSCHQ_q35_psychological_treatment | 992 | 0.58 | 0.75 | 0.43 | 0 | 1.00 | 1.00 | 1.00 | 2 |
| TSCHQ_q36_otologic | 2168 | 0.08 | 1.66 | 0.48 | 1 | 1.00 | 2.00 | 2.00 | 2 |
| TSQ_lvs | 96 | 0.96 | 1.00 | 0.07 | 0 | 1.00 | 1.00 | 1.00 | 1 |
| TSQ_q1 | 125 | 0.95 | 2.39 | 0.90 | 0 | 2.00 | 2.00 | 3.00 | 4 |
| TSQ_q2 | 111 | 0.95 | 6.40 | 2.22 | 0 | 5.00 | 7.00 | 8.00 | 10 |
| TSQ_q3 | 111 | 0.95 | 6.91 | 2.34 | 0 | 5.00 | 7.00 | 9.00 | 10 |
| TSQ_q4 | 116 | 0.95 | 6.61 | 2.44 | 0 | 5.00 | 7.00 | 8.00 | 10 |
| TSQ_q5 | 111 | 0.95 | 6.78 | 2.69 | 0 | 5.00 | 7.00 | 9.00 | 10 |
| TSQ_q6 | 109 | 0.95 | 6.63 | 2.42 | 0 | 5.00 | 7.00 | 8.00 | 10 |
| WHOQOL_domain01 | 1031 | 0.56 | 12.49 | 1.85 | 5 | 11.00 | 13.00 | 14.00 | 18 |
| WHOQOL_domain02 | 1031 | 0.56 | 13.61 | 2.09 | 6 | 12.00 | 14.00 | 15.00 | 18 |
| WHOQOL_domain03 | 1038 | 0.56 | 14.60 | 3.27 | 4 | 12.00 | 15.00 | 17.00 | 20 |
| WHOQOL_domain04 | 1027 | 0.56 | 16.51 | 2.23 | 6 | 15.00 | 17.00 | 18.00 | 20 |
| WHOQOL_lvs | 1013 | 0.57 | 0.99 | 0.12 | 0 | 1.00 | 1.00 | 1.00 | 1 |
| WHOQOL_more_20pct_missing | 1013 | 0.57 | 0.01 | 0.12 | 0 | 0.00 | 0.00 | 0.00 | 1 |
| WHOQOL_q01 | 1022 | 0.57 | 3.23 | 0.96 | 1 | 3.00 | 3.00 | 4.00 | 5 |
| WHOQOL_q02 | 1019 | 0.57 | 2.87 | 1.07 | 1 | 2.00 | 3.00 | 4.00 | 5 |
| WHOQOL_q03 | 1022 | 0.57 | 3.85 | 1.13 | 1 | 3.00 | 4.00 | 5.00 | 5 |
| WHOQOL_q04 | 1038 | 0.56 | 3.87 | 1.18 | 1 | 3.00 | 4.00 | 5.00 | 5 |
| WHOQOL_q05 | 1018 | 0.57 | 3.21 | 0.94 | 1 | 3.00 | 3.00 | 4.00 | 5 |
| WHOQOL_q06 | 1035 | 0.56 | 3.75 | 1.10 | 1 | 3.00 | 4.00 | 5.00 | 5 |
| WHOQOL_q07 | 1018 | 0.57 | 3.17 | 0.90 | 1 | 3.00 | 3.00 | 4.00 | 5 |
| WHOQOL_q08 | 1022 | 0.57 | 3.59 | 0.89 | 1 | 3.00 | 4.00 | 4.00 | 5 |
| WHOQOL_q09 | 1035 | 0.56 | 4.02 | 0.79 | 1 | 4.00 | 4.00 | 5.00 | 5 |
| WHOQOL_q10 | 1024 | 0.56 | 3.50 | 0.95 | 1 | 3.00 | 4.00 | 4.00 | 5 |
| WHOQOL_q11 | 1032 | 0.56 | 4.07 | 0.86 | 1 | 4.00 | 4.00 | 5.00 | 5 |
| WHOQOL_q12 | 1023 | 0.56 | 4.09 | 0.91 | 1 | 4.00 | 4.00 | 5.00 | 5 |
| WHOQOL_q13 | 1035 | 0.56 | 4.52 | 0.65 | 1 | 4.00 | 5.00 | 5.00 | 5 |
| WHOQOL_q14 | 1024 | 0.56 | 4.01 | 0.98 | 1 | 3.00 | 4.00 | 5.00 | 5 |
| WHOQOL_q15 | 1038 | 0.56 | 4.21 | 0.87 | 1 | 4.00 | 4.00 | 5.00 | 5 |
| WHOQOL_q16 | 1023 | 0.56 | 2.87 | 1.22 | 1 | 2.00 | 3.00 | 4.00 | 5 |
| WHOQOL_q17 | 1030 | 0.56 | 3.64 | 1.02 | 1 | 3.00 | 4.00 | 4.00 | 5 |
| WHOQOL_q18 | 1031 | 0.56 | 3.33 | 1.17 | 1 | 2.00 | 4.00 | 4.00 | 5 |
| WHOQOL_q19 | 1035 | 0.56 | 3.43 | 1.00 | 1 | 3.00 | 4.00 | 4.00 | 5 |
| WHOQOL_q20 | 1035 | 0.56 | 3.82 | 0.99 | 1 | 3.00 | 4.00 | 5.00 | 5 |
| WHOQOL_q21 | 1071 | 0.54 | 3.39 | 1.11 | 1 | 3.00 | 4.00 | 4.00 | 5 |
| WHOQOL_q22 | 1034 | 0.56 | 3.73 | 0.90 | 1 | 3.00 | 4.00 | 4.00 | 5 |
| WHOQOL_q23 | 1024 | 0.56 | 4.20 | 0.89 | 1 | 4.00 | 4.00 | 5.00 | 5 |
| WHOQOL_q24 | 1043 | 0.56 | 3.86 | 0.90 | 1 | 3.00 | 4.00 | 4.00 | 5 |
| WHOQOL_q25 | 1048 | 0.55 | 4.26 | 0.83 | 1 | 4.00 | 4.00 | 5.00 | 5 |
| WHOQOL_q26 | 1030 | 0.56 | 3.21 | 1.04 | 1 | 2.00 | 3.00 | 4.00 | 5 |
unmnn/uhregmisc documentation built on Nov. 13, 2020, 4:05 a.m.
R Package Documentation
Browse R Packages
We want your feedback!
Note that we can't provide technical support on individual packages. You should contact the package authors for that.
uhregmisc
Miscellaneous Helper Functions For The Univ. Regensburg Tinnitus Data.
Important: For most of the functions to work, you would need to put
into the data-raw/ folder the original dataset (200622_uhreg.xlsx)
which cannot be uploaded to GitHub due to copyright reasons.
Overview
data-raw/uhreg.R: preprocessing script for the raw UHREG data- datasets
uhreganddata_dict(+ json export atinst/extdata/data_dict.json) - function
discretize_score()for discretizing a numeric questionnaire score according to predefined cutoff values from literature. - Shiny app to explore missingness / available data.
Installation
remotes::install_github("unmnn/uhregmisc")
library(uhregmisc)
Shiny app on data missingness
Provides an overview of missing data patterns. You can specify a data subset based on:
- visit type: screening, baseline, interim visit, final visit and/or followup
- treatment (10 most frequent treatment types are selectable)
- gender
- age range
Additionally, you can choose to order questionnaires (y-axis) either by mutual missingness (determined by a hierarchical clustering) or just alphabetically by their name.
How to run app
# When running the first time, create the necessary pre-processed dataset with:
source("app-ume/ume_prep-data.R")
# Afterwards, the folder `app-ume` should contain the file `data.rds`.
# Then, just run the app via:
shiny::runApp("app-ume")
Data preprocessing steps
The script data-raw/uhreg.R preprocesses the UHREG data.
- part of column name representing the questionnaire is written in caps
- establish consistent name convention: prefix of variable name (part
until first underscore) represents the name of the corresponding
questionnaire
- example:
TQ_q01→TQquestionnaire - meta variables, e.g. patient ID or treatment type, have the
prefix
.META
- example:
- some variables are renamed for consistency of chronology,
e.g.
TSCHQ_q36_1_otologic_additionalinstead ofTSCHQ_q361_otologic_additional - abbreviations in names:
qinstead ofquestion,lvsinstead oflast_validation_status- example:
TBF12_q10instead ofTBF12_question10
- example:
- in column names, zero-padding is added to allow for alphabetical
ordering, e.g.
TBF12_q01instead ofTBF12_q1(there is also aTBF12_q10) - all BDI columns are removed due to complete missingness
- variable types are converted where appropriate:
TSCHQ_q02_sextofactor.META_patient_idtocharacter.META_visit_day,TSCHQ_q05_begin_tinnitustodate
-1values are replaced withNA_integer_where appropriate- some (sub-)scales are created:
- TFI subscales: intrusive, sense of control, cognitive, sleep, auditory, relaxation, quality of life, emotional
- TQ subscales: emotional distress, cognitive distress, intrusiveness, auditory perceptual difficulties, sleep disturbances, somatic complaints
- MDI: depression categorization
Open questions
- How to deal with the huge variety of treatment pathways?
109 unique treatment pathways
S S-B-FV-FU
869 38
FV-B S-B-FV
32 24
B-FV S-S
22 17
B-FV-I-I-I-S B-FV-FU-FU-FU
16 15
- What do the columns with “last_validation_status” mean? What do their values (-1, 0, 1) mean?
- Documentation for “v_exp_tschq_q36_otologic” and “v_exp_tschq_q361_otologic_additional”
TODOS
- Improve rudimentary documentation for
uhreganddata_dict - Add function that dummifies categorical variables
data_dict
library(dplyr)
library(purrr)
data_dict
## # A tibble: 294 x 4
## variable variable_original description value
## <chr> <chr> <chr> <list>
## 1 .META_patient_id new_ID Patient ID <NULL>
## 2 .META_treatment_code treatment_code Treatment code <chr [75]>
## 3 .META_visit_day visit_day Day of visit <NULL>
## 4 .META_visit_type visit_type Type of visit <chr [5]>
## 5 AUDIO_duration audiological_examination_duration Audiological examination: duration in seconds <chr [1]>
## 6 AUDIO_left_frequency_loss_01 audiological_examination_left_frequency_loss_1 Left ear: hearing loss at frequency 125Hz <chr [2]>
## 7 AUDIO_left_frequency_loss_02 audiological_examination_left_frequency_loss_2 Left ear: hearing loss at frequency 250Hz <chr [2]>
## 8 AUDIO_left_frequency_loss_03 audiological_examination_left_frequency_loss_3 Left ear: hearing loss at frequency 500Hz <chr [2]>
## 9 AUDIO_left_frequency_loss_04 audiological_examination_left_frequency_loss_4 Left ear: hearing loss at frequency 1kHz <chr [2]>
## 10 AUDIO_left_frequency_loss_05 audiological_examination_left_frequency_loss_5 Left ear: hearing loss at frequency 2kHz <chr [2]>
## # ... with 284 more rows
var <- "TSCHQ_q09_perception"
data_dict %>% filter(variable == var) %>% pull(description)
## [1] "Where do you perceive your tinnitus?"
data_dict %>% filter(variable == var) %>% pluck("value", 1)
## -1 0 1 2 3 4
## "no information" "right ear" "left ear" "both ears, worse in left" "both ears, worse in right" "both ears, equally"
## 5 6
## "inside the head" "elsewhere"
uhreg overview
skimr::skim_without_charts(uhreg)
| | | | :----------------------------------------------- | :---- | | Name | uhreg | | Number of rows | 2350 | | Number of columns | 295 | | _______________________ | | | Column type frequency: | | | character | 7 | | Date | 2 | | factor | 2 | | numeric | 284 | | ________________________ | | | Group variables | None |
Data summary
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace | | :---------------------------------- | ---------: | -------------: | --: | --: | ----: | --------: | ---------: | | .META_patient_id | 0 | 1.00 | 1 | 4 | 0 | 1214 | 0 | | .META_treatment_code | 0 | 1.00 | 7 | 7 | 0 | 25 | 0 | | TSCHQ_q04_1_family_additional | 2050 | 0.13 | 1 | 5 | 0 | 7 | 0 | | TSCHQ_q07_begin_correlation | 993 | 0.58 | 1 | 287 | 0 | 496 | 0 | | TSCHQ_q13_tone_perception | 992 | 0.58 | 1 | 442 | 0 | 1018 | 0 | | TSCHQ_q25_medication | 1950 | 0.17 | 3 | 364 | 0 | 324 | 0 | | TSCHQ_q36_1_otologic_additional | 2045 | 0.13 | 2 | 37 | 0 | 2 | 0 |
Variable type: Date
| skim_variable | n_missing | complete_rate | min | max | median | n_unique | | :-------------------------- | ---------: | -------------: | :--------- | :--------- | :--------- | --------: | | .META_visit_day | 0 | 1.00 | 2016-01-03 | 2020-10-23 | 2018-01-21 | 928 | | TSCHQ_q05_begin_tinnitus | 1197 | 0.49 | 1960-01-01 | 2020-07-06 | 2013-04-01 | 587 |
Variable type: factor
| skim_variable | n_missing | complete_rate | ordered | n_unique | top_counts | | :----------------- | ---------: | -------------: | :------ | --------: | :------------------------------------ | | .META_visit_type | 0 | 1.00 | FALSE | 5 | S: 1141, FV: 382, B: 372, FU: 278 | | MDI_depression | 583 | 0.75 | FALSE | 4 | no : 1555, sev: 142, mil: 49, mod: 21 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | | :-------------------------------------------------------- | ---------: | -------------: | ------: | -------: | ----: | ------: | ------: | ------: | -----: | | AUDIO_duration | 2346 | 0.00 | 247.00 | 504.01 | -9 | -5.25 | -3.00 | 249.25 | 1003 | | AUDIO_left_frequency_loss_01 | 1385 | 0.41 | 13.99 | 82.44 | 0 | 5.00 | 10.00 | 15.00 | 2545 | | AUDIO_left_frequency_loss_02 | 1279 | 0.46 | 11.08 | 13.28 | -5 | 5.00 | 5.00 | 15.00 | 105 | | AUDIO_left_frequency_loss_03 | 1277 | 0.46 | 12.26 | 13.67 | -5 | 5.00 | 10.00 | 15.00 | 105 | | AUDIO_left_frequency_loss_04 | 1278 | 0.46 | 13.61 | 14.82 | -5 | 5.00 | 10.00 | 20.00 | 110 | | AUDIO_left_frequency_loss_05 | 1278 | 0.46 | 18.81 | 34.67 | -5 | 5.00 | 10.00 | 25.00 | 997 | | AUDIO_left_frequency_loss_06 | 1297 | 0.45 | 24.69 | 20.33 | 0 | 10.00 | 20.00 | 35.00 | 100 | | AUDIO_left_frequency_loss_07 | 1279 | 0.46 | 29.58 | 21.96 | -5 | 10.00 | 25.00 | 45.00 | 100 | | AUDIO_left_frequency_loss_08 | 1305 | 0.44 | 32.04 | 22.80 | -10 | 15.00 | 30.00 | 50.00 | 110 | | AUDIO_left_frequency_loss_09 | 1306 | 0.44 | 41.44 | 172.56 | -5 | 15.00 | 35.00 | 55.00 | 5555 | | AUDIO_left_frequency_loss_10 | 1591 | 0.32 | 44.32 | 146.55 | 0 | 15.00 | 40.00 | 60.00 | 4015 | | AUDIO_left_frequency_loss_11 | 1622 | 0.31 | 44.72 | 25.64 | 0 | 25.00 | 50.00 | 65.00 | 90 | | AUDIO_left_frequency_loss_12 | 1660 | 0.29 | 49.95 | 24.55 | 0 | 35.00 | 55.00 | 70.00 | 90 | | AUDIO_left_frequency_loss_13 | 1748 | 0.26 | 49.08 | 22.37 | -5 | 35.00 | 55.00 | 65.00 | 85 | | AUDIO_left_frequency_loss_14 | 1943 | 0.17 | 42.33 | 50.49 | 0 | 30.00 | 45.00 | 55.00 | 998 | | AUDIO_left_hearing_loss | 1310 | 0.44 | 0.94 | 0.67 | 0 | 0.00 | 1.00 | 1.00 | 2 | | AUDIO_left_maximal_tinnitus_frequency | 1567 | 0.33 | 8694.55 | 15721.60 | 0 | 2950.00 | 7100.00 | 9000.00 | 99999 | | AUDIO_left_minimal_masking_level | 1634 | 0.30 | 31.66 | 20.57 | -4 | 18.00 | 30.00 | 46.00 | 100 | | AUDIO_left_minimal_tinnitus_frequency | 1566 | 0.33 | 8617.26 | 15717.69 | 0 | 2500.00 | 6600.00 | 9000.00 | 99999 | | AUDIO_left_tinntitus_type | 1867 | 0.21 | 0.44 | 0.76 | 0 | 0.00 | 0.00 | 1.00 | 3 | | AUDIO_lvs | 1074 | 0.54 | 0.66 | 0.47 | 0 | 0.00 | 1.00 | 1.00 | 1 | | AUDIO_residual_inhibition | 2214 | 0.06 | 2.98 | 0.26 | 0 | 3.00 | 3.00 | 3.00 | 3 | | AUDIO_right_frequency_loss_01 | 1389 | 0.41 | 10.47 | 11.67 | -5 | 5.00 | 5.00 | 10.00 | 80 | | AUDIO_right_frequency_loss_02 | 1279 | 0.46 | 11.34 | 13.23 | -5 | 5.00 | 5.00 | 15.00 | 100 | | AUDIO_right_frequency_loss_03 | 1278 | 0.46 | 12.53 | 13.90 | -10 | 5.00 | 10.00 | 15.00 | 110 | | AUDIO_right_frequency_loss_04 | 1278 | 0.46 | 13.78 | 14.49 | 0 | 5.00 | 10.00 | 15.00 | 105 | | AUDIO_right_frequency_loss_05 | 1278 | 0.46 | 17.98 | 18.16 | 0 | 5.00 | 10.00 | 25.00 | 115 | | AUDIO_right_frequency_loss_06 | 1302 | 0.45 | 22.92 | 19.74 | -5 | 10.00 | 15.00 | 35.00 | 110 | | AUDIO_right_frequency_loss_07 | 1282 | 0.45 | 27.52 | 21.73 | -10 | 10.00 | 25.00 | 40.00 | 105 | | AUDIO_right_frequency_loss_08 | 1305 | 0.44 | 30.05 | 22.63 | -10 | 10.00 | 25.00 | 45.00 | 105 | | AUDIO_right_frequency_loss_09 | 1304 | 0.45 | 35.72 | 38.45 | -10 | 15.00 | 35.00 | 50.00 | 991 | | AUDIO_right_frequency_loss_10 | 1590 | 0.32 | 43.02 | 164.94 | -5 | 15.00 | 40.00 | 55.00 | 4530 | | AUDIO_right_frequency_loss_11 | 1620 | 0.31 | 44.67 | 44.23 | 0 | 20.00 | 45.00 | 65.00 | 1008 | | AUDIO_right_frequency_loss_12 | 1648 | 0.30 | 49.36 | 25.28 | -5 | 30.00 | 55.00 | 70.00 | 90 | | AUDIO_right_frequency_loss_13 | 1770 | 0.25 | 49.00 | 22.33 | -2 | 40.00 | 55.00 | 65.00 | 85 | | AUDIO_right_frequency_loss_14 | 1938 | 0.18 | 40.69 | 21.44 | 0 | 30.00 | 45.00 | 55.00 | 300 | | AUDIO_right_hearing_loss | 1291 | 0.45 | 0.92 | 0.69 | 0 | 0.00 | 1.00 | 1.00 | 2 | | AUDIO_right_maximal_tinnitus_frequency | 1595 | 0.32 | 8909.82 | 16658.58 | 0 | 2575.00 | 6900.00 | 9000.00 | 100000 | | AUDIO_right_minimal_masking_level | 1662 | 0.29 | 31.02 | 20.40 | -4 | 16.00 | 28.00 | 44.00 | 92 | | AUDIO_right_minimal_tinnitus_frequency | 1594 | 0.32 | 8840.16 | 16698.41 | 0 | 2000.00 | 6075.00 | 9000.00 | 106000 | | AUDIO_right_tinnitus_type | 1893 | 0.19 | 0.45 | 0.76 | 0 | 0.00 | 0.00 | 1.00 | 3 | | AUDIO_survey_participation_appropriateness | 2161 | 0.08 | 1.43 | 0.91 | 0 | 0.00 | 2.00 | 2.00 | 2 | | AUDIO_tinnitus_matching | 1584 | 0.33 | 1.58 | 0.70 | 0 | 1.00 | 2.00 | 2.00 | 2 | | CGI_lvs | 1540 | 0.34 | 1.00 | 0.00 | 1 | 1.00 | 1.00 | 1.00 | 1 | | CGI_q1 | 1562 | 0.34 | 3.72 | 0.97 | 1 | 3.00 | 4.00 | 4.00 | 7 | | MDI_lvs | 573 | 0.76 | 0.99 | 0.10 | -1 | 1.00 | 1.00 | 1.00 | 1 | | MDI_q01 | 591 | 0.75 | 1.92 | 1.43 | 0 | 1.00 | 1.00 | 3.00 | 5 | | MDI_q02 | 592 | 0.75 | 1.65 | 1.48 | 0 | 1.00 | 1.00 | 3.00 | 5 | | MDI_q03 | 588 | 0.75 | 2.12 | 1.60 | 0 | 1.00 | 2.00 | 4.00 | 5 | | MDI_q04 | 589 | 0.75 | 1.47 | 1.52 | 0 | 0.00 | 1.00 | 3.00 | 5 | | MDI_q05 | 594 | 0.75 | 0.96 | 1.34 | 0 | 0.00 | 0.00 | 1.00 | 5 | | MDI_q06 | 593 | 0.75 | 1.10 | 1.45 | 0 | 0.00 | 1.00 | 1.00 | 5 | | MDI_q07 | 589 | 0.75 | 1.99 | 1.56 | 0 | 1.00 | 1.00 | 3.00 | 5 | | MDI_q08a | 598 | 0.75 | 1.52 | 1.56 | 0 | 0.00 | 1.00 | 3.00 | 5 | | MDI_q08b | 607 | 0.74 | 1.59 | 1.52 | 0 | 0.00 | 1.00 | 3.00 | 5 | | MDI_q09 | 590 | 0.75 | 2.29 | 1.81 | 0 | 1.00 | 2.00 | 4.00 | 5 | | MDI_q10a | 586 | 0.75 | 0.61 | 1.13 | 0 | 0.00 | 0.00 | 1.00 | 5 | | MDI_q10b | 589 | 0.75 | 0.58 | 1.07 | 0 | 0.00 | 0.00 | 1.00 | 5 | | MDI_score | 631 | 0.73 | 16.30 | 11.80 | 0 | 7.00 | 13.00 | 24.50 | 50 | | MINITQ_lvs | 1707 | 0.27 | 1.00 | 0.04 | 0 | 1.00 | 1.00 | 1.00 | 1 | | MINITQ_q01 | 1710 | 0.27 | 1.52 | 0.64 | 0 | 1.00 | 2.00 | 2.00 | 2 | | MINITQ_q02 | 1710 | 0.27 | 0.80 | 0.79 | 0 | 0.00 | 1.00 | 1.00 | 2 | | MINITQ_q03 | 1711 | 0.27 | 0.71 | 0.68 | 0 | 0.00 | 1.00 | 1.00 | 2 | | MINITQ_q04 | 1710 | 0.27 | 0.86 | 0.67 | 0 | 0.00 | 1.00 | 1.00 | 2 | | MINITQ_q05 | 1711 | 0.27 | 0.82 | 0.79 | 0 | 0.00 | 1.00 | 1.00 | 2 | | MINITQ_q06 | 1710 | 0.27 | 1.48 | 0.61 | 0 | 1.00 | 2.00 | 2.00 | 2 | | MINITQ_q07 | 1711 | 0.27 | 1.58 | 0.61 | 0 | 1.00 | 2.00 | 2.00 | 2 | | MINITQ_q08 | 1712 | 0.27 | 1.31 | 0.76 | 0 | 1.00 | 1.00 | 2.00 | 2 | | MINITQ_q09 | 1711 | 0.27 | 1.17 | 0.73 | 0 | 1.00 | 1.00 | 2.00 | 2 | | MINITQ_q10 | 1709 | 0.27 | 1.41 | 0.70 | 0 | 1.00 | 2.00 | 2.00 | 2 | | MINITQ_q11 | 1712 | 0.27 | 0.94 | 0.81 | 0 | 0.00 | 1.00 | 2.00 | 2 | | MINITQ_q12 | 1709 | 0.27 | 1.28 | 0.68 | 0 | 1.00 | 1.00 | 2.00 | 2 | | MINITQ_score | 1725 | 0.27 | 13.86 | 5.52 | 0 | 10.00 | 14.00 | 18.00 | 24 | | TBF12_lvs | 1394 | 0.41 | 0.99 | 0.08 | 0 | 1.00 | 1.00 | 1.00 | 1 | | TBF12_q01 | 1399 | 0.40 | 1.16 | 0.64 | 0 | 1.00 | 1.00 | 2.00 | 2 | | TBF12_q02 | 1401 | 0.40 | 0.99 | 0.74 | 0 | 0.00 | 1.00 | 2.00 | 2 | | TBF12_q03 | 1398 | 0.41 | 1.34 | 0.60 | 0 | 1.00 | 1.00 | 2.00 | 2 | | TBF12_q04 | 1405 | 0.40 | 1.47 | 0.60 | 0 | 1.00 | 2.00 | 2.00 | 2 | | TBF12_q05 | 1403 | 0.40 | 1.06 | 0.75 | 0 | 0.50 | 1.00 | 2.00 | 2 | | TBF12_q06 | 1398 | 0.41 | 1.15 | 0.66 | 0 | 1.00 | 1.00 | 2.00 | 2 | | TBF12_q07 | 1403 | 0.40 | 1.01 | 0.75 | 0 | 0.00 | 1.00 | 2.00 | 2 | | TBF12_q08 | 1400 | 0.40 | 0.91 | 0.77 | 0 | 0.00 | 1.00 | 2.00 | 2 | | TBF12_q09 | 1399 | 0.40 | 0.77 | 0.73 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TBF12_q10 | 1400 | 0.40 | 1.05 | 0.63 | 0 | 1.00 | 1.00 | 1.00 | 2 | | TBF12_q11 | 1397 | 0.41 | 0.89 | 0.74 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TBF12_q12 | 1401 | 0.40 | 1.19 | 0.68 | 0 | 1.00 | 1.00 | 2.00 | 2 | | TBF12_score | 1430 | 0.39 | 13.01 | 5.44 | 0 | 9.00 | 13.00 | 17.00 | 24 | | TFI_lvs | 924 | 0.61 | 0.98 | 0.14 | -1 | 1.00 | 1.00 | 1.00 | 1 | | TFI_q01 | 975 | 0.59 | 68.84 | 26.08 | 0 | 50.00 | 70.00 | 90.00 | 100 | | TFI_q02 | 966 | 0.59 | 6.76 | 2.03 | 0 | 5.00 | 7.00 | 8.00 | 10 | | TFI_q03 | 1018 | 0.57 | 59.29 | 27.71 | -10 | 40.00 | 60.00 | 80.00 | 100 | | TFI_q04 | 973 | 0.59 | 6.76 | 2.93 | 0 | 5.00 | 7.00 | 10.00 | 10 | | TFI_q05 | 971 | 0.59 | 5.92 | 2.45 | 0 | 4.00 | 6.00 | 8.00 | 10 | | TFI_q06 | 965 | 0.59 | 6.37 | 2.69 | 0 | 5.00 | 7.00 | 8.00 | 10 | | TFI_q07 | 953 | 0.59 | 5.48 | 2.70 | 0 | 3.00 | 6.00 | 8.00 | 10 | | TFI_q08 | 953 | 0.59 | 4.60 | 2.88 | 0 | 2.00 | 5.00 | 7.00 | 10 | | TFI_q09 | 955 | 0.59 | 4.86 | 2.62 | 0 | 3.00 | 5.00 | 7.00 | 10 | | TFI_q10 | 954 | 0.59 | 5.48 | 3.37 | 0 | 2.00 | 6.00 | 8.00 | 10 | | TFI_q11 | 958 | 0.59 | 4.96 | 3.38 | 0 | 2.00 | 5.00 | 8.00 | 10 | | TFI_q12 | 980 | 0.58 | 5.10 | 3.49 | 0 | 2.00 | 5.00 | 8.00 | 10 | | TFI_q13 | 950 | 0.60 | 4.79 | 3.06 | 0 | 2.00 | 5.00 | 7.00 | 10 | | TFI_q14 | 947 | 0.60 | 4.84 | 3.17 | 0 | 2.00 | 5.00 | 8.00 | 10 | | TFI_q15 | 950 | 0.60 | 5.24 | 3.28 | 0 | 2.00 | 5.00 | 8.00 | 10 | | TFI_q16 | 951 | 0.60 | 5.48 | 2.77 | 0 | 3.00 | 6.00 | 8.00 | 10 | | TFI_q17 | 951 | 0.60 | 5.95 | 2.73 | 0 | 4.00 | 6.00 | 8.00 | 10 | | TFI_q18 | 948 | 0.60 | 6.77 | 2.74 | 0 | 5.00 | 8.00 | 9.00 | 10 | | TFI_q19 | 964 | 0.59 | 4.64 | 2.94 | 0 | 2.00 | 5.00 | 7.00 | 10 | | TFI_q20 | 956 | 0.59 | 5.17 | 2.90 | 0 | 3.00 | 5.00 | 8.00 | 10 | | TFI_q21 | 960 | 0.59 | 4.33 | 2.94 | 0 | 2.00 | 4.00 | 7.00 | 10 | | TFI_q22 | 964 | 0.59 | 4.18 | 3.06 | 0 | 2.00 | 4.00 | 7.00 | 10 | | TFI_q23 | 950 | 0.60 | 5.40 | 3.00 | 0 | 3.00 | 5.00 | 8.00 | 10 | | TFI_q24 | 951 | 0.60 | 4.78 | 2.99 | 0 | 2.00 | 5.00 | 7.00 | 10 | | TFI_q25 | 952 | 0.59 | 5.04 | 3.16 | 0 | 2.00 | 5.00 | 8.00 | 10 | | TFI_score | 956 | 0.59 | 54.33 | 20.93 | 1 | 39.00 | 55.00 | 70.00 | 100 | | TFI_intrusive | 962 | 0.59 | 65.22 | 22.13 | 0 | 50.00 | 70.00 | 83.33 | 100 | | TFI_sense_of_control | 961 | 0.59 | 63.36 | 23.52 | 0 | 46.67 | 66.67 | 83.33 | 100 | | TFI_cognitive | 952 | 0.59 | 49.79 | 25.15 | 0 | 30.00 | 50.00 | 70.00 | 100 | | TFI_sleep | 959 | 0.59 | 51.83 | 32.76 | 0 | 20.00 | 53.33 | 80.00 | 100 | | TFI_auditory | 948 | 0.60 | 49.59 | 30.46 | 0 | 23.33 | 50.00 | 76.67 | 100 | | TFI_relaxation | 950 | 0.60 | 60.68 | 25.82 | 0 | 43.33 | 63.33 | 80.00 | 100 | | TFI_quality_of_life | 958 | 0.59 | 45.84 | 26.98 | 0 | 25.00 | 45.00 | 70.00 | 100 | | TFI_emotional | 951 | 0.60 | 50.71 | 28.47 | 0 | 26.67 | 50.00 | 73.33 | 100 | | THI_lvs | 280 | 0.88 | 0.98 | 0.15 | 0 | 1.00 | 1.00 | 1.00 | 1 | | THI_q01 | 331 | 0.86 | 2.51 | 1.31 | 0 | 2.00 | 2.00 | 4.00 | 4 | | THI_q02 | 334 | 0.86 | 2.02 | 1.58 | 0 | 0.00 | 2.00 | 4.00 | 4 | | THI_q03 | 342 | 0.85 | 1.82 | 1.42 | 0 | 0.00 | 2.00 | 2.00 | 4 | | THI_q04 | 346 | 0.85 | 1.01 | 1.34 | 0 | 0.00 | 0.00 | 2.00 | 4 | | THI_q05 | 345 | 0.85 | 1.86 | 1.44 | 0 | 0.00 | 2.00 | 2.00 | 4 | | THI_q06 | 343 | 0.85 | 1.77 | 1.49 | 0 | 0.00 | 2.00 | 2.00 | 4 | | THI_q07 | 340 | 0.86 | 2.32 | 1.57 | 0 | 2.00 | 2.00 | 4.00 | 4 | | THI_q08 | 344 | 0.85 | 2.97 | 1.35 | 0 | 2.00 | 4.00 | 4.00 | 4 | | THI_q09 | 335 | 0.86 | 2.09 | 1.60 | 0 | 0.00 | 2.00 | 4.00 | 4 | | THI_q10 | 337 | 0.86 | 2.23 | 1.41 | 0 | 2.00 | 2.00 | 4.00 | 4 | | THI_q11 | 337 | 0.86 | 1.18 | 1.52 | 0 | 0.00 | 0.00 | 2.00 | 4 | | THI_q12 | 331 | 0.86 | 2.46 | 1.39 | 0 | 2.00 | 2.00 | 4.00 | 4 | | THI_q13 | 340 | 0.86 | 1.62 | 1.51 | 0 | 0.00 | 2.00 | 2.00 | 4 | | THI_q14 | 337 | 0.86 | 2.03 | 1.52 | 0 | 0.00 | 2.00 | 4.00 | 4 | | THI_q15 | 331 | 0.86 | 1.81 | 1.63 | 0 | 0.00 | 2.00 | 4.00 | 4 | | THI_q16 | 346 | 0.85 | 1.25 | 1.34 | 0 | 0.00 | 2.00 | 2.00 | 4 | | THI_q17 | 331 | 0.86 | 1.59 | 1.56 | 0 | 0.00 | 2.00 | 2.00 | 4 | | THI_q18 | 335 | 0.86 | 1.95 | 1.36 | 0 | 2.00 | 2.00 | 2.00 | 4 | | THI_q19 | 335 | 0.86 | 3.24 | 1.29 | 0 | 2.00 | 4.00 | 4.00 | 4 | | THI_q20 | 343 | 0.85 | 1.65 | 1.60 | 0 | 0.00 | 2.00 | 2.00 | 4 | | THI_q21 | 352 | 0.85 | 2.11 | 1.43 | 0 | 2.00 | 2.00 | 4.00 | 4 | | THI_q22 | 336 | 0.86 | 1.59 | 1.54 | 0 | 0.00 | 2.00 | 2.00 | 4 | | THI_q23 | 338 | 0.86 | 1.59 | 1.44 | 0 | 0.00 | 2.00 | 2.00 | 4 | | THI_q24 | 340 | 0.86 | 2.89 | 1.53 | 0 | 2.00 | 4.00 | 4.00 | 4 | | THI_q25 | 334 | 0.86 | 1.72 | 1.56 | 0 | 0.00 | 2.00 | 2.00 | 4 | | THI_score | 338 | 0.86 | 49.31 | 22.99 | 0 | 32.00 | 48.00 | 66.00 | 100 | | TQ_lvs | 842 | 0.64 | 0.98 | 0.13 | 0 | 1.00 | 1.00 | 1.00 | 1 | | TQ_q01 | 849 | 0.64 | 0.84 | 0.69 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TQ_q02 | 849 | 0.64 | 0.69 | 0.70 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TQ_q03 | 861 | 0.63 | 1.05 | 0.82 | 0 | 0.00 | 1.00 | 2.00 | 2 | | TQ_q04 | 853 | 0.64 | 0.76 | 0.80 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TQ_q05 | 850 | 0.64 | 1.37 | 0.71 | 0 | 1.00 | 2.00 | 2.00 | 2 | | TQ_q06 | 919 | 0.61 | 1.10 | 0.74 | 0 | 1.00 | 1.00 | 2.00 | 2 | | TQ_q07 | 848 | 0.64 | 1.45 | 0.67 | 0 | 1.00 | 2.00 | 2.00 | 2 | | TQ_q08 | 851 | 0.64 | 0.60 | 0.72 | 0 | 0.00 | 0.00 | 1.00 | 2 | | TQ_q09 | 854 | 0.64 | 0.95 | 0.76 | 0 | 0.00 | 1.00 | 2.00 | 2 | | TQ_q10 | 847 | 0.64 | 1.60 | 0.58 | 0 | 1.00 | 2.00 | 2.00 | 2 | | TQ_q11 | 849 | 0.64 | 1.42 | 0.67 | 0 | 1.00 | 2.00 | 2.00 | 2 | | TQ_q12 | 855 | 0.64 | 0.77 | 0.80 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TQ_q13 | 853 | 0.64 | 1.03 | 0.76 | 0 | 0.00 | 1.00 | 2.00 | 2 | | TQ_q14 | 856 | 0.64 | 1.20 | 0.84 | 0 | 0.00 | 1.00 | 2.00 | 2 | | TQ_q15 | 849 | 0.64 | 1.31 | 0.73 | 0 | 1.00 | 1.00 | 2.00 | 2 | | TQ_q16 | 851 | 0.64 | 0.71 | 0.78 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TQ_q17 | 859 | 0.63 | 0.67 | 0.72 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TQ_q18 | 852 | 0.64 | 0.77 | 0.78 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TQ_q19 | 855 | 0.64 | 1.15 | 0.81 | 0 | 0.00 | 1.00 | 2.00 | 2 | | TQ_q20 | 850 | 0.64 | 0.88 | 0.66 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TQ_q21 | 860 | 0.63 | 1.22 | 0.73 | 0 | 1.00 | 1.00 | 2.00 | 2 | | TQ_q22 | 848 | 0.64 | 0.71 | 0.80 | 0 | 0.00 | 0.00 | 1.00 | 2 | | TQ_q23 | 855 | 0.64 | 1.13 | 0.81 | 0 | 0.00 | 1.00 | 2.00 | 2 | | TQ_q24 | 845 | 0.64 | 0.82 | 0.75 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TQ_q25 | 869 | 0.63 | 0.84 | 0.83 | 0 | 0.00 | 1.00 | 2.00 | 2 | | TQ_q26 | 856 | 0.64 | 0.43 | 0.68 | 0 | 0.00 | 0.00 | 1.00 | 2 | | TQ_q27 | 851 | 0.64 | 1.17 | 0.78 | 0 | 1.00 | 1.00 | 2.00 | 2 | | TQ_q28 | 848 | 0.64 | 0.78 | 0.81 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TQ_q29 | 854 | 0.64 | 1.34 | 0.79 | 0 | 1.00 | 2.00 | 2.00 | 2 | | TQ_q30 | 862 | 0.63 | 0.50 | 0.69 | 0 | 0.00 | 0.00 | 1.00 | 2 | | TQ_q31 | 851 | 0.64 | 0.78 | 0.81 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TQ_q32 | 871 | 0.63 | 0.41 | 0.61 | 0 | 0.00 | 0.00 | 1.00 | 2 | | TQ_q33 | 852 | 0.64 | 0.99 | 0.78 | 0 | 0.00 | 1.00 | 2.00 | 2 | | TQ_q34 | 849 | 0.64 | 1.45 | 0.65 | 0 | 1.00 | 2.00 | 2.00 | 2 | | TQ_q35 | 850 | 0.64 | 1.52 | 0.64 | 0 | 1.00 | 2.00 | 2.00 | 2 | | TQ_q36 | 848 | 0.64 | 1.15 | 0.79 | 0 | 0.00 | 1.00 | 2.00 | 2 | | TQ_q37 | 849 | 0.64 | 1.03 | 0.80 | 0 | 0.00 | 1.00 | 2.00 | 2 | | TQ_q38 | 854 | 0.64 | 0.80 | 0.81 | 0 | 0.00 | 1.00 | 2.00 | 2 | | TQ_q39 | 850 | 0.64 | 1.05 | 0.76 | 0 | 0.00 | 1.00 | 2.00 | 2 | | TQ_q40 | 849 | 0.64 | 1.27 | 0.69 | 0 | 1.00 | 1.00 | 2.00 | 2 | | TQ_q41 | 861 | 0.63 | 0.57 | 0.71 | 0 | 0.00 | 0.00 | 1.00 | 2 | | TQ_q42 | 851 | 0.64 | 0.39 | 0.68 | 0 | 0.00 | 0.00 | 1.00 | 2 | | TQ_q43 | 850 | 0.64 | 1.29 | 0.73 | 0 | 1.00 | 1.00 | 2.00 | 2 | | TQ_q44 | 854 | 0.64 | 0.81 | 0.71 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TQ_q45 | 853 | 0.64 | 1.30 | 0.77 | 0 | 1.00 | 1.00 | 2.00 | 2 | | TQ_q46 | 871 | 0.63 | 0.56 | 0.70 | 0 | 0.00 | 0.00 | 1.00 | 2 | | TQ_q47 | 860 | 0.63 | 0.85 | 0.79 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TQ_q48 | 847 | 0.64 | 1.20 | 0.71 | 0 | 1.00 | 1.00 | 2.00 | 2 | | TQ_q49 | 855 | 0.64 | 1.15 | 0.79 | 0 | 1.00 | 1.00 | 2.00 | 2 | | TQ_q50 | 845 | 0.64 | 0.58 | 0.65 | 0 | 0.00 | 0.00 | 1.00 | 2 | | TQ_q51 | 853 | 0.64 | 0.47 | 0.71 | 0 | 0.00 | 0.00 | 1.00 | 2 | | TQ_q52 | 852 | 0.64 | 0.51 | 0.74 | 0 | 0.00 | 0.00 | 1.00 | 2 | | TQ_score | 854 | 0.64 | 41.18 | 17.67 | 2 | 28.00 | 40.00 | 54.00 | 82 | | TQ_emotional_distress | 854 | 0.64 | 11.14 | 5.81 | 0 | 6.75 | 11.00 | 16.00 | 24 | | TQ_cognitive_distress | 854 | 0.64 | 8.04 | 4.33 | 0 | 5.00 | 8.00 | 12.00 | 16 | | TQ_intrusiveness | 854 | 0.64 | 10.77 | 3.57 | 0 | 8.00 | 11.00 | 14.00 | 16 | | TQ_auditory_perceptual_difficulties | 854 | 0.64 | 5.63 | 3.89 | 0 | 2.00 | 5.00 | 9.00 | 14 | | TQ_sleep_disturbances | 854 | 0.64 | 3.45 | 2.68 | 0 | 1.00 | 3.00 | 6.00 | 8 | | TQ_somatic_complaints | 854 | 0.64 | 2.00 | 1.92 | 0 | 0.00 | 2.00 | 3.00 | 6 | | TSCHQ_lvs | 979 | 0.58 | 0.89 | 0.31 | 0 | 1.00 | 1.00 | 1.00 | 1 | | TSCHQ_months_between_begin_tinnitus_and_visit_time | 1748 | 0.26 | 76.38 | 100.32 | -7 | 13.00 | 27.00 | 105.00 | 586 | | TSCHQ_months_since_begin_tinnitus | 1748 | 0.26 | 109.87 | 101.60 | 3 | 47.00 | 68.00 | 141.00 | 640 | | TSCHQ_q01_age | 0 | 1.00 | 54.30 | 12.24 | 19 | 47.00 | 56.00 | 62.00 | 91 | | TSCHQ_q02_sex | 0 | 1.00 | 0.32 | 0.47 | 0 | 0.00 | 0.00 | 1.00 | 1 | | TSCHQ_q03_handedness | 990 | 0.58 | 0.27 | 0.63 | 0 | 0.00 | 0.00 | 0.00 | 2 | | TSCHQ_q04_family | 1005 | 0.57 | 0.75 | 0.43 | 0 | 1.00 | 1.00 | 1.00 | 1 | | TSCHQ_q05_1_begin_tinnitus_additional | 1153 | 0.51 | 1.15 | 0.79 | 0 | 1.00 | 1.00 | 2.00 | 2 | | TSCHQ_q06_begin_perception | 1059 | 0.55 | 0.53 | 0.50 | 0 | 0.00 | 1.00 | 1.00 | 1 | | TSCHQ_q08_pulsating | 1006 | 0.57 | 1.70 | 0.65 | 0 | 2.00 | 2.00 | 2.00 | 3 | | TSCHQ_q09_perception | 987 | 0.58 | 2.56 | 1.55 | 0 | 1.00 | 2.00 | 4.00 | 7 | | TSCHQ_q10_history | 995 | 0.58 | 0.85 | 0.36 | 0 | 1.00 | 1.00 | 1.00 | 2 | | TSCHQ_q11_daily_volume | 1001 | 0.57 | 0.35 | 0.48 | 0 | 0.00 | 0.00 | 1.00 | 1 | | TSCHQ_q12_personal_volume | 1015 | 0.57 | 76.68 | 107.12 | 0 | 50.00 | 70.00 | 80.00 | 999 | | TSCHQ_q14_tone_type | 1004 | 0.57 | 0.71 | 1.06 | 0 | 0.00 | 0.00 | 1.00 | 4 | | TSCHQ_q15_tone_frequency | 1050 | 0.55 | 0.94 | 0.75 | 0 | 0.00 | 1.00 | 1.00 | 4 | | TSCHQ_q16_awareness | 997 | 0.58 | 81.68 | 97.82 | 0 | 50.00 | 80.00 | 100.00 | 999 | | TSCHQ_q17_angerness | 995 | 0.58 | 66.37 | 90.03 | -160 | 30.00 | 60.00 | 90.00 | 999 | | TSCHQ_q18_treatment_count | 1010 | 0.57 | 1.83 | 1.03 | 0 | 1.00 | 2.00 | 3.00 | 6 | | TSCHQ_q19_context_volume | 996 | 0.58 | 0.49 | 0.73 | 0 | 0.00 | 0.00 | 1.00 | 3 | | TSCHQ_q20_context_change | 993 | 0.58 | 0.64 | 0.79 | 0 | 0.00 | 0.00 | 1.00 | 3 | | TSCHQ_q21_head_change | 997 | 0.58 | 0.58 | 0.49 | 0 | 0.00 | 1.00 | 1.00 | 1 | | TSCHQ_q22_nap_change | 1064 | 0.55 | 1.54 | 0.80 | 0 | 1.00 | 2.00 | 2.00 | 3 | | TSCHQ_q23_sleep_correlation | 1009 | 0.57 | 1.19 | 0.80 | 0 | 1.00 | 1.00 | 2.00 | 3 | | TSCHQ_q24_stress_correlation | 1022 | 0.57 | 0.50 | 0.87 | 0 | 0.00 | 0.00 | 1.00 | 3 | | TSCHQ_q26_hear_problems | 1004 | 0.57 | 0.42 | 0.50 | 0 | 0.00 | 0.00 | 1.00 | 2 | | TSCHQ_q27_hear_helps | 998 | 0.58 | 2.73 | 0.63 | 0 | 3.00 | 3.00 | 3.00 | 4 | | TSCHQ_q28_noise_sensitive | 992 | 0.58 | 2.29 | 1.21 | 0 | 2.00 | 2.00 | 3.00 | 5 | | TSCHQ_q29_noise_dependent | 993 | 0.58 | 0.57 | 0.69 | 0 | 0.00 | 0.00 | 1.00 | 3 | | TSCHQ_q30_headache | 996 | 0.58 | 0.62 | 0.49 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TSCHQ_q31_bogus | 1014 | 0.57 | 0.68 | 0.48 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TSCHQ_q32_jaw_problems | 1002 | 0.57 | 0.70 | 0.46 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TSCHQ_q33_nape_problems | 1001 | 0.57 | 0.40 | 0.49 | 0 | 0.00 | 0.00 | 1.00 | 2 | | TSCHQ_q34_other_problems | 1003 | 0.57 | 0.55 | 0.50 | 0 | 0.00 | 1.00 | 1.00 | 2 | | TSCHQ_q35_psychological_treatment | 992 | 0.58 | 0.75 | 0.43 | 0 | 1.00 | 1.00 | 1.00 | 2 | | TSCHQ_q36_otologic | 2168 | 0.08 | 1.66 | 0.48 | 1 | 1.00 | 2.00 | 2.00 | 2 | | TSQ_lvs | 96 | 0.96 | 1.00 | 0.07 | 0 | 1.00 | 1.00 | 1.00 | 1 | | TSQ_q1 | 125 | 0.95 | 2.39 | 0.90 | 0 | 2.00 | 2.00 | 3.00 | 4 | | TSQ_q2 | 111 | 0.95 | 6.40 | 2.22 | 0 | 5.00 | 7.00 | 8.00 | 10 | | TSQ_q3 | 111 | 0.95 | 6.91 | 2.34 | 0 | 5.00 | 7.00 | 9.00 | 10 | | TSQ_q4 | 116 | 0.95 | 6.61 | 2.44 | 0 | 5.00 | 7.00 | 8.00 | 10 | | TSQ_q5 | 111 | 0.95 | 6.78 | 2.69 | 0 | 5.00 | 7.00 | 9.00 | 10 | | TSQ_q6 | 109 | 0.95 | 6.63 | 2.42 | 0 | 5.00 | 7.00 | 8.00 | 10 | | WHOQOL_domain01 | 1031 | 0.56 | 12.49 | 1.85 | 5 | 11.00 | 13.00 | 14.00 | 18 | | WHOQOL_domain02 | 1031 | 0.56 | 13.61 | 2.09 | 6 | 12.00 | 14.00 | 15.00 | 18 | | WHOQOL_domain03 | 1038 | 0.56 | 14.60 | 3.27 | 4 | 12.00 | 15.00 | 17.00 | 20 | | WHOQOL_domain04 | 1027 | 0.56 | 16.51 | 2.23 | 6 | 15.00 | 17.00 | 18.00 | 20 | | WHOQOL_lvs | 1013 | 0.57 | 0.99 | 0.12 | 0 | 1.00 | 1.00 | 1.00 | 1 | | WHOQOL_more_20pct_missing | 1013 | 0.57 | 0.01 | 0.12 | 0 | 0.00 | 0.00 | 0.00 | 1 | | WHOQOL_q01 | 1022 | 0.57 | 3.23 | 0.96 | 1 | 3.00 | 3.00 | 4.00 | 5 | | WHOQOL_q02 | 1019 | 0.57 | 2.87 | 1.07 | 1 | 2.00 | 3.00 | 4.00 | 5 | | WHOQOL_q03 | 1022 | 0.57 | 3.85 | 1.13 | 1 | 3.00 | 4.00 | 5.00 | 5 | | WHOQOL_q04 | 1038 | 0.56 | 3.87 | 1.18 | 1 | 3.00 | 4.00 | 5.00 | 5 | | WHOQOL_q05 | 1018 | 0.57 | 3.21 | 0.94 | 1 | 3.00 | 3.00 | 4.00 | 5 | | WHOQOL_q06 | 1035 | 0.56 | 3.75 | 1.10 | 1 | 3.00 | 4.00 | 5.00 | 5 | | WHOQOL_q07 | 1018 | 0.57 | 3.17 | 0.90 | 1 | 3.00 | 3.00 | 4.00 | 5 | | WHOQOL_q08 | 1022 | 0.57 | 3.59 | 0.89 | 1 | 3.00 | 4.00 | 4.00 | 5 | | WHOQOL_q09 | 1035 | 0.56 | 4.02 | 0.79 | 1 | 4.00 | 4.00 | 5.00 | 5 | | WHOQOL_q10 | 1024 | 0.56 | 3.50 | 0.95 | 1 | 3.00 | 4.00 | 4.00 | 5 | | WHOQOL_q11 | 1032 | 0.56 | 4.07 | 0.86 | 1 | 4.00 | 4.00 | 5.00 | 5 | | WHOQOL_q12 | 1023 | 0.56 | 4.09 | 0.91 | 1 | 4.00 | 4.00 | 5.00 | 5 | | WHOQOL_q13 | 1035 | 0.56 | 4.52 | 0.65 | 1 | 4.00 | 5.00 | 5.00 | 5 | | WHOQOL_q14 | 1024 | 0.56 | 4.01 | 0.98 | 1 | 3.00 | 4.00 | 5.00 | 5 | | WHOQOL_q15 | 1038 | 0.56 | 4.21 | 0.87 | 1 | 4.00 | 4.00 | 5.00 | 5 | | WHOQOL_q16 | 1023 | 0.56 | 2.87 | 1.22 | 1 | 2.00 | 3.00 | 4.00 | 5 | | WHOQOL_q17 | 1030 | 0.56 | 3.64 | 1.02 | 1 | 3.00 | 4.00 | 4.00 | 5 | | WHOQOL_q18 | 1031 | 0.56 | 3.33 | 1.17 | 1 | 2.00 | 4.00 | 4.00 | 5 | | WHOQOL_q19 | 1035 | 0.56 | 3.43 | 1.00 | 1 | 3.00 | 4.00 | 4.00 | 5 | | WHOQOL_q20 | 1035 | 0.56 | 3.82 | 0.99 | 1 | 3.00 | 4.00 | 5.00 | 5 | | WHOQOL_q21 | 1071 | 0.54 | 3.39 | 1.11 | 1 | 3.00 | 4.00 | 4.00 | 5 | | WHOQOL_q22 | 1034 | 0.56 | 3.73 | 0.90 | 1 | 3.00 | 4.00 | 4.00 | 5 | | WHOQOL_q23 | 1024 | 0.56 | 4.20 | 0.89 | 1 | 4.00 | 4.00 | 5.00 | 5 | | WHOQOL_q24 | 1043 | 0.56 | 3.86 | 0.90 | 1 | 3.00 | 4.00 | 4.00 | 5 | | WHOQOL_q25 | 1048 | 0.55 | 4.26 | 0.83 | 1 | 4.00 | 4.00 | 5.00 | 5 | | WHOQOL_q26 | 1030 | 0.56 | 3.21 | 1.04 | 1 | 2.00 | 3.00 | 4.00 | 5 |
R Package Documentation
Browse R Packages
We want your feedback!
Note that we can't provide technical support on individual packages. You should contact the package authors for that.
Embedding an R snippet on your website
Add the following code to your website.
For more information on customizing the embed code, read Embedding Snippets.