Mercurial > repos > chmaramis > testirprofiler
comparison cmpb2016/pub_clono_CDR3.py @ 0:8be019b173e6 draft
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| author | chmaramis |
|---|---|
| date | Sun, 18 Mar 2018 05:54:20 -0400 |
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| children |
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| -1:000000000000 | 0:8be019b173e6 |
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| 1 # -*- coding: utf-8 -*- | |
| 2 """ | |
| 3 Created on Mon Dec 21 18:26:01 2015 | |
| 4 | |
| 5 @author: chmaramis | |
| 6 """ | |
| 7 | |
| 8 from __future__ import division | |
| 9 import numpy as np | |
| 10 from pandas import * | |
| 11 from numpy import nan as NA | |
| 12 import sys | |
| 13 import time | |
| 14 | |
| 15 | |
| 16 | |
| 17 def publicCDR3Func(inputs,thres): | |
| 18 | |
| 19 cdr3=DataFrame() | |
| 20 | |
| 21 for x in range(0,len(inputs),2): | |
| 22 cl = DataFrame() | |
| 23 cl = read_csv(inputs[x] , sep = '\t' , index_col = 0) | |
| 24 #tp = read_csv(inp_name, iterator=True, chunksize=5000,sep='\t', index_col=0 ) | |
| 25 #cl = concat([chunk for chunk in tp]) | |
| 26 | |
| 27 if (thres != 'null'): | |
| 28 cl = cl[cl['Reads'] > int(thres)] | |
| 29 | |
| 30 x1 = inputs[x+1].split('_') | |
| 31 | |
| 32 del cl['Reads'] | |
| 33 cl.columns = [cl.columns[0], x1[0]+' '+cl.columns[1], x1[0]+' Relative '+cl.columns[2]] | |
| 34 | |
| 35 if cdr3.empty: | |
| 36 cdr3 = cl | |
| 37 else: | |
| 38 cdr3 = cdr3.merge(cl, how='outer', on='AA JUNCTION') | |
| 39 | |
| 40 | |
| 41 col = cdr3.columns | |
| 42 freqs = col.map(lambda x: 'Frequency' in x) | |
| 43 reads = col.map(lambda x: 'Reads/Total' in x) | |
| 44 | |
| 45 cdr3[col[freqs]] = cdr3[col[freqs]].fillna(0) | |
| 46 cdr3[col[reads]] = cdr3[col[reads]].fillna('0/*') | |
| 47 | |
| 48 cdr3['Num of Patients']= cdr3[col[freqs]].apply(lambda x: np.sum(x != 0), axis=1) | |
| 49 | |
| 50 cdr3 = cdr3[cdr3['Num of Patients'] > 1] | |
| 51 | |
| 52 cdr3.index = range(1,len(cdr3)+1) | |
| 53 | |
| 54 return cdr3 | |
| 55 | |
| 56 | |
| 57 if __name__ == '__main__': | |
| 58 | |
| 59 start=time.time() | |
| 60 | |
| 61 # Parse input arguments | |
| 62 threshold = sys.argv[2] | |
| 63 arg = sys.argv[3:] | |
| 64 output = sys.argv[1] | |
| 65 | |
| 66 # Execute basic function | |
| 67 mer = publicCDR3Func(arg,threshold) | |
| 68 | |
| 69 # Save output to CSV files | |
| 70 if not mer.empty: | |
| 71 mer.to_csv(output , sep = '\t') | |
| 72 | |
| 73 # Print execution time | |
| 74 stop=time.time() | |
| 75 print('Runtime:' + str(stop-start)) |
