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author | Frederick Muriuki Muriithi | 2021-10-18 14:14:04 +0300 |
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committer | BonfaceKilz | 2021-10-19 16:33:32 +0300 |
commit | 38a0b65d234c0019ba14814adf69e09493082298 (patch) | |
tree | 49669bf3a2e3a5f11f539c105fdcd0922352e94b /gn3/partial_correlations.py | |
parent | 42c56d330fdb51820c0fdcbb0b4376ff568ea009 (diff) | |
download | genenetwork3-38a0b65d234c0019ba14814adf69e09493082298.tar.gz |
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.
Diffstat (limited to 'gn3/partial_correlations.py')
-rw-r--r-- | gn3/partial_correlations.py | 38 |
1 files changed, 38 insertions, 0 deletions
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())) |