import os import sys import glob import math import random import numpy as np import pandas as pd import scipy.ndimage as nd from scipy.ndimage import zoom # from keras.utils import to_categorical from matplotlib import pyplot as plt def GenerateRatios(info,idx): values = [] for val in info: if ',' in val[idx]: continue else: if float(val[idx]) not in cls_map_dict.keys(): continue values.append(cls_map_dict[float(val[idx])]) counts = Counter(values) counts = [counts[key]/float(len(info)) for key in sorted(counts.keys())] return counts