import sys
import os
import math

for file in os.listdir(os.getcwd()):
	if file.endswith('.feat'):
		name = file[:file.find('.feat')]
		outName = name + '.regfeat'
		outF = open(outName, 'w')
		feats = open(file, 'r')
		for line in feats:
			info = line[line.find('#'):].split()
			allItems = line.split()
			exampClass = allItems[0] #class value of the original example
			distVal = allItems[-1] #euclidean distance of the original example
			realTargetVal = (1 / (1 + math.pow((float(distVal) / 3), 2)))
			line = line.rstrip()
			newLine = str(realTargetVal) + ' ' + line[line.find('1:'):] + ' origClass ' + exampClass
			outF.write(newLine + '\n')
		outF.close()