From 2adb068258ccaa7dc189a68037693e8bd2eb5f9a Mon Sep 17 00:00:00 2001 From: Vytautas Jancauskas Date: Tue, 27 Apr 2021 13:06:53 +0200 Subject: [PATCH] add get_distribution to SCAnalysisResults --- easyvvuq/analysis/sc_analysis.py | 42 ++++++++++++++++++++++++++++++++ 1 file changed, 42 insertions(+) diff --git a/easyvvuq/analysis/sc_analysis.py b/easyvvuq/analysis/sc_analysis.py index 4962a122f..574565528 100644 --- a/easyvvuq/analysis/sc_analysis.py +++ b/easyvvuq/analysis/sc_analysis.py @@ -34,6 +34,32 @@ __license__ = "LGPL" +class SCDistribution(): + def __init__(self): + pass + + def pdf(self, x_data): + pass + + def cdf(self, x_data): + pass + + def fwd(self, x_data): + pass + + def inv(self, q_data): + pass + + def sample(self): + pass + + def mom(self): + pass + + def ttr(self, kloc): + pass + + class SCAnalysisResults(AnalysisResults): def _get_sobols_first(self, qoi, input_): raw_dict = AnalysisResults._keys_to_tuples(self.raw_data['sobols_first']) @@ -58,6 +84,22 @@ def _describe(self, qoi, statistic): else: raise NotImplementedError + def get_distribution(self, qoi): + """Returns a distribution for the given qoi. + + Parameters + ---------- + qoi: str + QoI name + + Returns + ------- + A ChaosPy PDF + """ + if qoi not in self.qois: + raise RuntimeError('no such quantity of interest - {}'.format(qoi)) + return SCDistribution(self.raw_data) + class SCAnalysis(BaseAnalysisElement):