annotate gene_comparison.py @ 1:acaa8e8a0b88 draft default tip

Uploaded test-data & added tool help
author chmaramis
date Mon, 30 Apr 2018 04:47:52 -0400
parents 0e37e5b73273
children
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
rev   line source
0
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
1 # -*- coding: utf-8 -*-
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
2 """
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
3 Created on Sat Mar 24 17:45:09 2018
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
4
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
5 @author: chmaramis
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
6 """
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
7
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
8 from __future__ import division
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
9 import numpy as np
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
10 from pandas import *
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
11 from numpy import nan as NA
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
12 import sys
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
13 import time
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
14
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
15 sw_clonos = lambda x: x.startswith('Clonotypes')
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
16 sw_freq = lambda x: x.startswith('Freq')
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
17 sw_gene = lambda x: x.endswith('GENE')
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
18
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
19 def geneComparison(inputs):
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
20
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
21 mer=DataFrame()
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
22
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
23 for x in range(0,len(inputs),2):
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
24
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
25 ini = read_csv(inputs[x] , sep = '\t' , index_col = 0)
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
26
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
27 ini.drop(ini.columns[np.where(ini.columns.map(sw_clonos))[0]], axis=1, inplace=True)
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
28
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
29 x1 = inputs[x+1].split('_')
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
30 ini.rename(columns={ini.columns[np.where(ini.columns.map(sw_freq))[0][0]]: x1[0]}, inplace=True)
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
31
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
32 if mer.empty:
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
33 mer = DataFrame(ini)
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
34 else:
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
35 mer = merge(mer,ini, on=ini.columns[np.where(ini.columns.map(sw_gene))[0][0]] , how='outer')
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
36
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
37 mer=mer.fillna(0)
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
38 mer['mean'] = mer.sum(axis=1)/(len(mer.columns)-1)
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
39 fr = 'mean'
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
40
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
41 mer=mer.sort_values(by = fr,ascending=False)
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
42 mer[fr] = mer[fr].map('{:.4f}'.format)
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
43 mer.index = range(1,len(mer)+1)
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
44
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
45 return mer
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
46
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
47
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
48 if __name__ == '__main__':
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
49
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
50 start=time.time()
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
51
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
52 # Parse input arguments
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
53 inputs = sys.argv[2:]
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
54 output = sys.argv[1]
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
55
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
56 # Execute basic function
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
57 mer = geneComparison(inputs)
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
58
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
59 # Save output to CSV files
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
60 if not mer.empty:
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
61 mer.to_csv(output , sep = '\t')
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
62
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
63 # Print execution time
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
64 stop=time.time()
0e37e5b73273 Initial commit
chmaramis
parents:
diff changeset
65 print('Runtime:' + str(stop-start))