summarize_exp_stats

hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval.summarize_exp_stats(df, conf, verbose=False)[source]

Gather mean, std, min, max for the experiment stats DataFrame into a summary DataFrame (with these columns).

Parameters

  • df (DataFrame) – DataFrame of the format provided by gather_exp_stats

  • conf (dict) –

  • verbose (bool) –

Returns

DataFrame with

  • column indices: level 1: proportion_interesting, mean, stddev, mean_interesting, stddev_interesting; level 2: mean, std, max, min

  • row indices: mask types

Return type

DataFrame