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# Description: Do the data dictionaries have branching logic? | ||
# Author: Haley Hunter-Zinck | ||
# Date: 2021-12-01 | ||
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# setup ---------------------------- | ||
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tic = as.double(Sys.time()) | ||
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library(glue) | ||
library(dplyr) | ||
library(synapser) | ||
synLogin() | ||
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# synapse | ||
#synid_file_ddphi <- "syn26469276" # BLADDER 3.7.6 | ||
synid_file_ddphi <- "syn24181708" # BrCa 3.4.8 | ||
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# functions ---------------------------- | ||
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#' Download and load data stored in csv or other delimited format on Synapse | ||
#' into an R data frame. | ||
#' | ||
#' @param synapse_id Synapse ID | ||
#' @version Version of the Synapse entity to download. NA will load current | ||
#' version | ||
#' @param set Delimiter for file | ||
#' @param na.strings Vector of strings to be read in as NA values | ||
#' @param header TRUE if the file contains a header row; FALSE otherwise. | ||
#' @param check_names TRUE if column names should be modified for compatibility | ||
#' with R upon reading; FALSE otherwise. | ||
#' @return data frame | ||
get_synapse_entity_data_in_csv <- function(synapse_id, | ||
version = NA, | ||
sep = ",", | ||
na.strings = c("NA"), | ||
header = T, | ||
check_names = F) { | ||
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if (is.na(version)) { | ||
entity <- synGet(synapse_id) | ||
} else { | ||
entity <- synGet(synapse_id, version = version) | ||
} | ||
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data <- read.csv(entity$path, stringsAsFactors = F, | ||
na.strings = na.strings, sep = sep, check.names = check_names, | ||
header = header) | ||
return(data) | ||
} | ||
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# read ---------------------------- | ||
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ddphi <- get_synapse_entity_data_in_csv(synid_file_ddphi, na.strings = "") | ||
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# main ---------------------------- | ||
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# control | ||
ddphi %>% | ||
filter(!is.na(`Branching Logic (Show field only if...)`) & grepl(pattern = 'vstat', x = `Branching Logic (Show field only if...)`)) %>% | ||
select(`Branching Logic (Show field only if...)`) | ||
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# look for cohort variable | ||
ddphi %>% | ||
filter(!is.na(`Branching Logic (Show field only if...)`) & grepl(pattern = 'cohort', x = `Branching Logic (Show field only if...)`)) %>% | ||
select(`Branching Logic (Show field only if...)`) | ||
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# look for rt_start_time variable in branching logic | ||
ddphi %>% | ||
filter(!is.na(`Branching Logic (Show field only if...)`) & grepl(pattern = 'rt', x = `Branching Logic (Show field only if...)`)) %>% | ||
select(`Branching Logic (Show field only if...)`) | ||
ddphi %>% | ||
filter(!is.na(`Branching Logic (Show field only if...)`) & grepl(pattern = 'rt_start_time', x = `Branching Logic (Show field only if...)`)) %>% | ||
select(`Branching Logic (Show field only if...)`) | ||
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# get rt_start_time variable specific branching logic | ||
ddphi %>% | ||
filter(`Variable / Field Name` == 'rt_start_time') %>% | ||
select(`Branching Logic (Show field only if...)`, `Required Field?`) | ||
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# close out ---------------------------- | ||
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toc = as.double(Sys.time()) | ||
print(glue("Runtime: {round(toc - tic)} s")) |