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require_relative 'include.rb'
file = File.join(DATA,ARGV[0])
dataset = Dataset.from_csv_file file
model = Model::LazarRegression.create dataset
cv = RegressionCrossValidation.create model
=begin
=end
datasets = ["mazzatorta","swiss","combined"]
File.open("crossvalidations.R","w+") do |f|
[0,1,5].each do |i|
dataset = datasets.shift
cv = OpenTox::RegressionCrossValidation.all[i]
f.puts "cv.#{dataset}.rmse <- #{cv.rmse}"
f.puts "cv.#{dataset}.r.squared <- #{cv.r_squared}"
f.puts "cv.#{dataset}.mae <- #{cv.mae}"
end
end
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