docs: def f1(y, z):
      """F1 score: `2 * (p * r) / (p + r)`, where p=precision and r=recall.
      """
      _recall = recall(y, z)
      _prec = precision(y, z)
      return 2 * (_prec * _recall) / (_prec + _recall)