new_contents: import numpy as np
  
  
  def calc_similarity(arr1, arr2):
      f_fit = np.sum(np.absolute(arr1 - arr2))
      f_fit /= np.sum((np.absolute(arr1) + np.absolute(arr2)))
      return 1.0 - f_fit
  
subject: add error calculation