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# Description: Get details on MG file errors. | ||
# Author: Haley Hunter-Zinck | ||
# Date: 2022-04-012 | ||
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# setup ---------------------------- | ||
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tic = as.double(Sys.time()) | ||
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library(glue) | ||
library(dplyr) | ||
library(synapser) | ||
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# synapse | ||
synid_file_cli <- "syn17023617" | ||
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# parameters | ||
valid_seq_dates <- c("Jan", "Apr", "Jul", "Oct") | ||
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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. | ||
#' @param comment.char character designating comment lines to ignore | ||
#' @return data frame | ||
get_synapse_entity_data_in_csv <- function(synapse_id, | ||
version = NA, | ||
sep = ",", | ||
na.strings = c("NA"), | ||
header = T, | ||
check_names = F, | ||
comment.char = "#", | ||
colClasses = "character") { | ||
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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, comment.char = comment.char, colClasses = colClasses) | ||
return(data) | ||
} | ||
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# synapse login -------------------- | ||
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synLogin() | ||
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# read ---------------------------- | ||
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data <- get_synapse_entity_data_in_csv(synid_file_cli, sep = "\t") | ||
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# main ---------------------------- | ||
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# invalid SEQ_DATE | ||
n_invalid_month <- data %>% | ||
filter(!is.element(substr(SEQ_DATE, 1, 3), valid_seq_dates)) %>% | ||
count() | ||
n_year_four <- data %>% | ||
filter(grepl(pattern = "[A-z]{3}-[0-9]{4}", x = SEQ_DATE)) %>% | ||
count() | ||
n_year_two <- data %>% | ||
filter(grepl(pattern = "[A-z]{3}-[0-9]{2}", x = SEQ_DATE)) %>% | ||
count() | ||
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# invalid oncotree code | ||
record_invalid_oncotree <- unlist(data %>% | ||
filter(ONCOTREE_CODE == "") %>% | ||
select(PATIENT_ID)) | ||
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# report ----------------------------- | ||
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print(glue("Number of invalid months in SEQ_DATE: {n_invalid_month}")) | ||
print(glue("Number of four digit (valid) years in SEQ_DATE: {n_year_four}")) | ||
print(glue("Number of two digit (invalid) years in SEQ_DATE: {n_year_two}")) | ||
print(glue("Record(s) with blank (invalid) OncoTree codes: {paste0(record_invalid_oncotree, collapse = ',')}")) | ||
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# close out ---------------------------- | ||
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toc = as.double(Sys.time()) | ||
print(glue("Runtime: {round(toc - tic)} s")) |