Mercurial > repos > immport-devteam > generate_mfi
diff generateMFI.py @ 1:91e856e5ec7a draft default tip
"planemo upload for repository https://github.com/ImmPortDB/immport-galaxy-tools/tree/master/flowtools/generate_mfi commit a1f464ea7fe4a5d1b71664ef924544010036522a"
author | azomics |
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date | Wed, 22 Jul 2020 15:41:56 -0400 |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/generateMFI.py Wed Jul 22 15:41:56 2020 -0400 @@ -0,0 +1,50 @@ +#!/usr/bin/env python +###################################################################### +# Copyright (c) 2016 Northrop Grumman. +# All rights reserved. +###################################################################### +import sys +from argparse import ArgumentParser +import pandas as pd +from scipy.stats import gmean + + +def generate_MFI(input_file_name, output_file_name, mfi_calc): + flock_df = pd.read_table(input_file_name) + if mfi_calc == "mfi": + MFIs = flock_df.groupby('Population').mean().round(decimals=2) + elif mfi_calc == "gmfi": + MFIs = flock_df.groupby('Population').agg(lambda x: gmean(list(x))).round(decimals=2) + else: + MFIs = flock_df.groupby('Population').median().round(decimals=2) + + with open(output_file_name, "w") as outf: + MFIs.to_csv(outf, sep="\t", float_format='%.0f') + return + + +if __name__ == "__main__": + parser = ArgumentParser( + prog="removeColumns", + description="Generate MFI from Flow Result file.") + + parser.add_argument( + '-i', + dest="input_file", + required=True, + help="File location for the Flow Result file.") + + parser.add_argument( + '-M', + dest="mfi_calc", + required=True, + help="what to calculate for centroids.") + + parser.add_argument( + '-o', + dest="output_file", + required=True, + help="File location for the MFI output file.") + + args = parser.parse_args() + generate_MFI(args.input_file, args.output_file, args.mfi_calc)