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Uncover
Harmonize_Scripts
Commits
011cb357
Commit
011cb357
authored
Feb 13, 2023
by
Pepe Márquez Romero
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usando el codebook de elly
parent
384689af
Changes
1
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55 additions
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21 deletions
+55
-21
valid_variables_script_local.R
valid_variables_script_local.R
+55
-21
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valid_variables_script_local.R
View file @
011cb357
...
@@ -10,10 +10,35 @@ source("dependency_installer.R")
...
@@ -10,10 +10,35 @@ source("dependency_installer.R")
dep_list
=
c
(
"jsonlite"
,
"stringr"
,
"DSI"
,
"DSOpal"
,
"DSLite"
,
"fields"
,
"metafor"
,
"ggplot2"
,
"gridExtra"
,
"data.table"
,
"dsBaseClient"
,
"openxlsx"
)
dep_list
=
c
(
"jsonlite"
,
"stringr"
,
"DSI"
,
"DSOpal"
,
"DSLite"
,
"fields"
,
"metafor"
,
"ggplot2"
,
"gridExtra"
,
"data.table"
,
"dsBaseClient"
,
"openxlsx"
)
install_dependencies
(
dep_list
)
install_dependencies
(
dep_list
)
#source("connection_parameters.R")
codebook_file
<-
"20220315_Data Harmonisation.xlsb.xlsx"
#source("necessary_functions_connection.R")
codebook_demo
<-
read.xlsx
(
codebook_file
,
sheet
=
2
)
codebook_com_and_rf
<-
read.xlsx
(
codebook_file
,
sheet
=
3
)
codebook_home_med
<-
read.xlsx
(
codebook_file
,
sheet
=
4
)
codebook_si_sympt
<-
read.xlsx
(
codebook_file
,
sheet
=
5
)
codebook_treatments
<-
read.xlsx
(
codebook_file
,
sheet
=
6
)
codebook_labo
<-
read.xlsx
(
codebook_file
,
sheet
=
7
)
codebook_complications
<-
read.xlsx
(
codebook_file
,
sheet
=
8
)
codebook_imaging_data
<-
read.xlsx
(
codebook_file
,
sheet
=
9
)
codebook_lifestyle_diet
<-
read.xlsx
(
codebook_file
,
sheet
=
10
)
codebook_dates
<-
read.xlsx
(
codebook_file
,
sheet
=
11
)
codebook
<-
rbind
(
codebook_demo
,
codebook_com_and_rf
)
codebook
<-
rbind
(
codebook
,
codebook_home_med
)
codebook
<-
rbind
(
codebook
,
codebook_si_sympt
)
codebook
<-
rbind
(
codebook
,
codebook_treatments
)
codebook
<-
rbind
(
codebook
,
codebook_labo
)
codebook
<-
rbind
(
codebook
,
codebook_complications
)
codebook
<-
rbind
(
codebook
,
codebook_imaging_data
)
codebook_lifestyle_diet
<-
codebook_lifestyle_diet
[,
!
names
(
codebook_lifestyle_diet
)
%in%
c
(
"X2"
,
"X4"
,
"X10"
)]
codebook
<-
rbind
(
codebook
,
codebook_lifestyle_diet
)
codebook
<-
rbind
(
codebook
,
codebook_dates
)
codebook
<-
read.csv
(
"new_harmon.csv"
,
sep
=
","
)
codebook_col_names
<-
as.data.frame
(
codebook
$
Harmonised.variable.name
)
codebook_col_names
<-
as.data.frame
(
codebook
$
Harmonised.variable.name
)
...
@@ -74,6 +99,7 @@ check_valid_name <- function(col_name){
...
@@ -74,6 +99,7 @@ check_valid_name <- function(col_name){
}
}
check_valid_values_continuous
<-
function
(
colname
,
codebook_param
,
column
){
check_valid_values_continuous
<-
function
(
colname
,
codebook_param
,
column
){
column
<-
column
[
column
!=
"."
]
column
<-
column
[
column
!=
"."
]
possible_values_format
<-
codebook_param
$
Possible.values.format
[
codebook_param
$
Harmonised.variable.name
==
colname
]
possible_values_format
<-
codebook_param
$
Possible.values.format
[
codebook_param
$
Harmonised.variable.name
==
colname
]
possible_values_list
=
str_split
(
possible_values_format
,
"/"
)[[
1
]]
possible_values_list
=
str_split
(
possible_values_format
,
"/"
)[[
1
]]
...
@@ -94,7 +120,9 @@ check_valid_values_continuous <- function(colname , codebook_param , column){
...
@@ -94,7 +120,9 @@ check_valid_values_continuous <- function(colname , codebook_param , column){
str_res
<-
"No failing values"
str_res
<-
"No failing values"
else
{
else
{
failing_values
<-
failing_values
[
!
is.na
(
failing_values
)]
failing_values
<-
failing_values
[
!
is.na
(
failing_values
)]
str_res
<-
paste
(
"The failing values of column "
,
colname
,
paste
(
unlist
(
failing_values
)
,
collapse
=
" "
))
#str_res <- paste( colname , paste(unlist(failing_values) , collapse =" "))
str_res
<-
paste
(
colname
,
collapse
=
" "
)
str_res
<-
paste
(
str_res
,
"should be in range"
,
range_as_str
,
"(continuous)"
,
sep
=
" "
)
}
}
...
@@ -110,8 +138,11 @@ check_valid_values_binary <- function(colname , column){
...
@@ -110,8 +138,11 @@ check_valid_values_binary <- function(colname , column){
if
(
number_of_failing_values
==
0
)
if
(
number_of_failing_values
==
0
)
str_res
<-
"No failing values"
str_res
<-
"No failing values"
else
{
else
{
range_as_str
<-
"0-1 (binary)"
failing_values
<-
failing_values
[
!
is.na
(
failing_values
)]
failing_values
<-
failing_values
[
!
is.na
(
failing_values
)]
str_res
<-
paste
(
"The failing values of column "
,
colname
,
paste
(
unlist
(
failing_values
)
,
collapse
=
" "
))
#str_res <- paste(colname , paste(unlist(failing_values) , collapse =" "))
str_res
<-
paste
(
colname
,
collapse
=
" "
)
str_res
<-
paste
(
str_res
,
"should be in range"
,
range_as_str
,
sep
=
" "
)
}
}
...
@@ -146,8 +177,11 @@ check_valid_values_categorical <- function(colname , codebook_param , column){
...
@@ -146,8 +177,11 @@ check_valid_values_categorical <- function(colname , codebook_param , column){
if
(
number_of_failing_values
==
0
){
if
(
number_of_failing_values
==
0
){
str_res
<-
"No failing values"
str_res
<-
"No failing values"
}
else
{
}
else
{
range_as_str
<-
paste
(
min_value
,
"-"
,
max_value
,
" (categorical)"
)
failing_values
<-
failing_values
[
!
is.na
(
failing_values
)]
failing_values
<-
failing_values
[
!
is.na
(
failing_values
)]
str_res
<-
paste
(
"The failing values of column "
,
colname
,
paste
(
unlist
(
failing_values
)
,
collapse
=
" "
))
#str_res <- paste(colname , paste(unlist(failing_values) , collapse =" "))
str_res
<-
paste
(
colname
,
collapse
=
" "
)
str_res
<-
paste
(
str_res
,
"should be in range"
,
range_as_str
,
sep
=
" "
)
}
}
}
}
...
@@ -158,6 +192,11 @@ check_valid_values <- function(valid_colnames, codebook_param){
...
@@ -158,6 +192,11 @@ check_valid_values <- function(valid_colnames, codebook_param){
for
(
i
in
1
:
(
ncol
(
valid_colnames
))){
for
(
i
in
1
:
(
ncol
(
valid_colnames
))){
name
<-
names
(
valid_colnames
)[
i
]
name
<-
names
(
valid_colnames
)[
i
]
if
(
grepl
(
"DAT"
,
name
,
fixed
=
TRUE
)){
next
}
#if("DMRBORN" == name | grepl("DAT", name, fixed=TRUE) | grepl("ISO", name , fixed=TRUE) | grepl("BEF", name, fixed=TRUE)){
#if("DMRBORN" == name | grepl("DAT", name, fixed=TRUE) | grepl("ISO", name , fixed=TRUE) | grepl("BEF", name, fixed=TRUE)){
# next
# next
#}
#}
...
@@ -167,6 +206,12 @@ check_valid_values <- function(valid_colnames, codebook_param){
...
@@ -167,6 +206,12 @@ check_valid_values <- function(valid_colnames, codebook_param){
# Esto falla si tu codebook no es mismo que new_harmon.csv
# Esto falla si tu codebook no es mismo que new_harmon.csv
column_type
<-
codebook_param
$
Variable.type
[
codebook_param
$
Harmonised.variable.name
==
name
]
column_type
<-
codebook_param
$
Variable.type
[
codebook_param
$
Harmonised.variable.name
==
name
]
if
(
is.na
(
column_type
)
)
{
variable
<-
paste
(
"Variable "
,
name
,
" wrong"
,
sep
=
" "
)
res
<-
paste
(
res
,
variable
,
sep
=
"\n"
)
next
}
result
=
switch
(
result
=
switch
(
column_type
,
column_type
,
"Continuous"
=
check_valid_values_continuous
(
name
,
codebook_param
,
column
),
"Continuous"
=
check_valid_values_continuous
(
name
,
codebook_param
,
column
),
...
@@ -174,6 +219,9 @@ check_valid_values <- function(valid_colnames, codebook_param){
...
@@ -174,6 +219,9 @@ check_valid_values <- function(valid_colnames, codebook_param){
"Categorical"
=
check_valid_values_categorical
(
name
,
codebook_param
,
column
),
"Categorical"
=
check_valid_values_categorical
(
name
,
codebook_param
,
column
),
"Calendar date"
=
paste
(
"No failing values"
),
"Calendar date"
=
paste
(
"No failing values"
),
"ISO country code"
=
paste
(
"No failing values"
),
"ISO country code"
=
paste
(
"No failing values"
),
{
paste
(
"some column "
,
column_type
,
sep
=
" "
)
}
)
)
if
(
result
!=
"No failing values"
){
if
(
result
!=
"No failing values"
){
...
@@ -199,20 +247,6 @@ valid_colnames_with_data <- subset(harmonized_data , select = valid_colnames_col
...
@@ -199,20 +247,6 @@ valid_colnames_with_data <- subset(harmonized_data , select = valid_colnames_col
result
<-
""
result
<-
""
result
<-
check_valid_values
(
valid_colnames_with_data
,
codebook
)
result
<-
check_valid_values
(
valid_colnames_with_data
,
codebook
)
print
(
check_valid_columns
)
print
(
columns_not_valid
)
#datashield.logout(connections)
cat
(
result
)
cat
(
result
)
file_name
<-
paste
(
hospital_name
,
"_invalid_values.txt"
,
sep
=
""
)
dir.create
(
"../invalid_values"
,
showWarnings
=
FALSE
)
setwd
(
"../invalid_values"
)
cat
(
check_valid_columns
,
file
=
file_name
,
sep
=
"\n"
)
cat
(
result
,
file
=
file_name
,
append
=
TRUE
)
#datashield.logout(connections)
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