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require_relative '../../lazar/lib/lazar'
include OpenTox
dir = File.join(File.dirname(__FILE__),"..","regression")
test = Dataset.from_csv_file(File.join(dir,"common-test.csv"))
[
"LOAEL_mg_corrected_smiles_mmol.csv",
"swissRat_chron_LOAEL_mmol.csv",
"LOAEL-rat-combined.csv"
].each do |train|
file = File.join(dir,train)
params = {
:prediction_algorithm => "OpenTox::Algorithm::Regression.local_pls_regression",
}
dataset = Dataset.from_csv_file file
model = Model::LazarRegression.create dataset, params
validation = Validation.create model, dataset, test
puts "#{train}: #{validation.id.to_s}"
end
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