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path: root/paper/test-set-validation.rb
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require_relative "include.rb"

test = Dataset.from_csv_file(File.join(DATA,"common-test.csv"))

file = File.join(DATA,ARGV[0])
dataset = Dataset.from_csv_file file
model = Model::LazarRegression.create dataset
validation = Validation.create model, dataset, test
csv_file = file.sub(".csv","-test-predictions.csv")
name = File.basename(ARGV[0],".csv")

data = []
validation.predictions.each do |p|
  data << [Compound.find(p[0]).smiles, p[2], p[3],"#{name}-prediction"]
end

data.sort!{|a,b| a[1] <=> b[1]}

CSV.open(csv_file,"w+") do |csv|
  csv << ["SMILES","LOAEL","Confidence","Dataset"]
  data.each{|r| csv << r}
end