From 1544776b072d7240773cf14d423078841e4c1a07 Mon Sep 17 00:00:00 2001 From: Frederick Muriuki Muriithi Date: Mon, 18 Oct 2021 14:14:04 +0300 Subject: Implement `control_samples` function as is in GN1 Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/partial_correlations.py: Implement `control_samples` function * tests/unit/test_partial_correlations.py: add tests for `control_samples` function Implement the function `control_samples` and make it mostly bug-compatible with the `web/webqtl/correlation/correlationFunction.controlStrain` function in GN1. This implementation in GN3 does not do any calls to the database. It will rely on other functions to provide the data from the database to it. --- gn3/partial_correlations.py | 38 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 38 insertions(+) (limited to 'gn3/partial_correlations.py') diff --git a/gn3/partial_correlations.py b/gn3/partial_correlations.py index df390ed..99521c6 100644 --- a/gn3/partial_correlations.py +++ b/gn3/partial_correlations.py @@ -5,4 +5,42 @@ It is an attempt to migrate over the partial correlations feature from GeneNetwork1. """ +from typing import Sequence from functools import reduce + +def control_samples(controls: Sequence[dict], sampleslist: Sequence[str]): + """ + Fetches data for the control traits. + + This migrates `web/webqtl/correlation/correlationFunction.controlStrain` in + GN1, with a few modifications to the arguments passed in. + + PARAMETERS: + controls: A map of sample names to trait data. Equivalent to the `cvals` + value in the corresponding source function in GN1. + sampleslist: A list of samples. Equivalent to `strainlst` in the + corresponding source function in GN1 + """ + def __process_control__(trait_data): + def __process_sample__(acc, sample): + if sample in trait_data["data"].keys(): + sample_item = trait_data["data"][sample] + val = sample_item["value"] + if val is not None: + return ( + acc[0] + (sample,), + acc[1] + (val,), + acc[2] + (sample_item["variance"],)) + return acc + return reduce( + __process_sample__, sampleslist, (tuple(), tuple(), tuple())) + + return reduce( + lambda acc, item: ( + acc[0] + (item[0],), + acc[1] + (item[1],), + acc[2] + (item[2],), + acc[3] + (len(item[0]),), + ), + [__process_control__(trait_data) for trait_data in controls], + (tuple(), tuple(), tuple(), tuple())) -- cgit v1.2.3