wrapper<-function(){# Creation of the directories with subfolders to simulate the environment for omlbms
root_name <- "C:/Work/OpenMLStuff/Data_Collection"
datasets_raw <-"datasets_raw"
datafiles <- "data4"
dir.create(file.path(root_name, datafiles))
setwd(paste(root_name,datasets_raw,sep='/'))
list_datasets<- list.files(pattern = ".csv")
list_names <- tools::file_path_sans_ext(list_datasets)
for (filename in list_datasets){
df <- read.csv(filename)
dataset_name <- tools::file_path_sans_ext(filename)
dataset_name_arff<-paste(dataset_name,"arff",sep=".")
dir.create(paste(root_name,datafiles,dataset_name,sep = "/"),recursive = TRUE )
foreign::write.arff(df,paste(root_name,datafiles,dataset_name,"data.arff",sep = "/"))
foreign::write.arff(df,paste(root_name,datafiles,dataset_name,dataset_name_arff,sep = "/"))
line_print<-paste0("Successfully created dataset ", dataset_name)
print(line_print)
# creating description and yaml files
file.create(paste(root_name,datafiles,dataset_name,"description.md",sep = "/"))
file.create(paste(root_name,datafiles,dataset_name,"description.yaml",sep = "/"))
line_print1<-paste0("Successfully created description.md and description.yaml file of ", dataset_name)
line_md<-paste0("//Add the description.md of the data file ",dataset_name)
line_yaml<-paste0("#Add the description.yaml of the data file ",dataset_name)
line_yaml2 <-paste0("# The description.yaml currently supports :
# --- the name of the dataset
# --- the ignore_attribute, i.e. which columns should not be used as features
# --- the default_target_attribute
# --- the license")
lineyaml_name<-paste("#name:",noquote(" \" example_name \" "))
lineyaml_ing<-paste("#ignore_attribute:",noquote(" \" -ignore1 \" "))
lineyaml_def_targt<-paste("#default_target_attribute:",noquote(" \" attribute_to_ignore \" ") )
lineyaml_lic<-paste("#license: ", noquote(" \" CC BY 4.0 \" "))
line_yaml3 <- paste("# Example:",lineyaml_name,lineyaml_ing,lineyaml_def_targt,lineyaml_lic,sep="\n")
##ignore_attribute: # Which columns are not to used as features
##- ,
##-"ignore2"
##default_target_attribute: "V9"
##license: "CC BY 4.0" # The data license")
write(line_md,file = paste(root_name,datafiles,dataset_name,"description.md",sep = "/"),append = TRUE)
write(line_yaml,file = paste(root_name,datafiles,dataset_name,"description.yaml",sep = "/"),append = TRUE)
write(line_yaml2,file = paste(root_name,datafiles,dataset_name,"description.yaml",sep = "/"),append = TRUE)
write(line_yaml3,file = paste(root_name,datafiles,dataset_name,"description.yaml",sep = "/"),append = TRUE)
print(line_print1)
# editing the description.md and description.yaml files
file.edit(paste(root_name,datafiles,dataset_name,"description.md",sep = "/"))
promt_line<-paste0("Change the ddescription.md of the file ",dataset_name, " and press [enter] to continue")
readline(prompt=promt_line)
file.edit(paste(root_name,datafiles,dataset_name,"description.yaml",sep = "/"))
promt_line<-paste0("Change the description.yaml of the file ",dataset_name, " and press [enter] to continue")
readline(prompt=promt_line)
line_print2 <- paste0("Successfully edited description.md and description.yaml file of ", dataset_name)
print(line_print2)
}
}
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