This document reports a description of all the files contained in this folder. They have been used for testing the nRC tool in the manuscript submitted for pubblication at international journal. All the validation_*.* files have been produced by nRC tool during training process. - dataset_Rfam_6320_13classes.fasta Dataset used for nRC tool training. This file contains 6320 labeled ncRCNA sequences beloging to 13 classes. - dataset_Rfam_validated_2600_13classes.fasta Dataset used for nRC tool validation. This file contains a balanced dataset of 2600 labeled ncRCNA sequences beloging to 13 classes. - dataset_Rfam_validated_2400_12classes.fasta Dataset used for nRC tool validation and for comparison with RNACon tool. This file contains a balanced dataset of 2400 labeled ncRCNA sequences beloging to 12 classes. - parameters.txt Parameters used for convolutional neural network (CNN) learning process. - validation_6_4.nel Feature model produced by the MoSS algorithm. This file contains sub-structural features as graphs identified in NEL format. - validation_6_4.pkl Classification model produced by the CNN algorithm implemented in Theano framework. - validation_6_4_code.txt List of numerical codes associated to trained used ncRNA classes. This file is used in vlidation process.