Mercurial > repos > bebatut > compare_humann2_output
annotate compare_humann2_output.py @ 1:c1aca37cb1fc draft
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit 9fcfd73aaf19aa65e2087ae003998f21971b6f9b-dirty
author | bebatut |
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date | Wed, 20 Apr 2016 09:15:27 -0400 |
parents | 9959fa526f1a |
children | 05766022dfc4 |
rev | line source |
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0
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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1 #!/usr/bin/env python |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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2 # -*- coding: utf-8 -*- |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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3 |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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4 import sys |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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5 import os |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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6 import argparse |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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7 import re |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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8 |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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9 def extract_abundances(filepath, nb_charact_to_extract): |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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10 abundances = {} |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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11 more_abund_charact = [] |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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12 abund_sum = 0 |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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13 with open(filepath, 'r') as abundance_file: |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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14 for line in abundance_file.readlines()[1:]: |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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15 split_line = line[:-1].split('\t') |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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16 charact_id = split_line[0] |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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17 abund = float(split_line[1]) |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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18 abundances[charact_id] = 100*abund |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
parents:
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19 abund_sum += abundances[charact_id] |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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20 |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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21 if len(more_abund_charact) < nb_charact_to_extract: |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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22 more_abund_charact.append(charact_id) |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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23 else: |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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24 best_pos = None |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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25 for i in range(len(more_abund_charact)-1,-1,-1): |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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26 if abundances[more_abund_charact[i]] < abund: |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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27 best_pos = i |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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28 else: |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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29 break |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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30 if best_pos != None: |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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31 tmp_more_abund_charact = more_abund_charact |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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32 more_abund_charact = tmp_more_abund_charact[:best_pos] |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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33 more_abund_charact += [charact_id] |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
parents:
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34 more_abund_charact += tmp_more_abund_charact[best_pos:-1] |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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35 return abundances, more_abund_charact |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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36 |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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37 def format_characteristic_name(all_name): |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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38 if all_name.find(':') != -1: |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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39 charact_id = all_name.split(':')[0] |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
parents:
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40 charact_name = all_name.split(':')[1][1:] |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
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41 else: |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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42 charact_id = all_name |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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43 charact_name = '' |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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44 |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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45 charact_name = charact_name.replace('/',' ') |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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46 charact_name = charact_name.replace('-',' ') |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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47 charact_name = charact_name.replace("'",'') |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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48 if charact_name.find('(') != -1 and charact_name.find(')') != -1: |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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49 open_bracket = charact_name.find('(') |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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50 close_bracket = charact_name.find(')')+1 |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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51 charact_name = charact_name[:open_bracket] + charact_name[close_bracket:] |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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52 return charact_id,charact_name |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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53 |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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54 def write_more_abundant_charat(abundances,more_abund_charact, output_filepath): |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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55 with open(output_filepath,'w') as output_file: |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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56 output_file.write('id\tname\t') |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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57 output_file.write('\t'.join(abundances.keys()) + '\n') |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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58 |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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59 for mac in more_abund_charact: |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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60 charact_id,charact_name = format_characteristic_name(mac) |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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61 output_file.write(charact_id + '\t' + charact_name) |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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62 for sample in abundances: |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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63 abund = abundances[sample].get(mac, 0) |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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64 output_file.write('\t' + str(abund)) |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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65 output_file.write('\n') |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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66 |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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67 def extract_similar_characteristics(abundances, sim_output_filepath, |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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68 specific_output_files): |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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69 sim_characteristics = set(abundances[abundances.keys()[0]].keys()) |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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70 for sample in abundances.keys()[1:]: |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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71 sim_characteristics.intersection_update(abundances[sample].keys()) |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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72 print 'Similar between all samples:', len(sim_characteristics) |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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73 |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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74 with open(sim_output_filepath, 'w') as sim_output_file: |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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75 sim_output_file.write('id\tname\t' + '\t'.join(abundances.keys()) + '\n') |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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76 for charact in list(sim_characteristics): |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
bebatut
parents:
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77 charact_id,charact_name = format_characteristic_name(charact) |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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78 sim_output_file.write(charact_id + '\t' + charact_name) |
9959fa526f1a
planemo upload for repository https://github.com/asaim/galaxytools/tree/master/tools/compare_humann2_output commit c16428041ae3d60b61b6570035c9268726730543-dirty
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79 for sample in abundances.keys(): |
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80 sim_output_file.write('\t' + str(abundances[sample][charact])) |
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81 sim_output_file.write('\n') |
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82 |
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83 print 'Specific to samples:' |
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84 diff_characteristics = {} |
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85 for i in range(len(abundances.keys())): |
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86 sample = abundances.keys()[i] |
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87 print ' ', sample, "" |
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88 print ' All:', len(abundances[sample].keys()) |
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89 diff_characteristics[sample] = set(abundances[sample].keys()) |
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90 diff_characteristics[sample].difference_update(sim_characteristics) |
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91 print ' Number of specific characteristics:', |
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92 print len(diff_characteristics[sample]) |
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93 print ' Percentage of specific characteristics:', |
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94 print 100*len(diff_characteristics[sample])/(1.*len(abundances[sample].keys())) |
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95 |
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96 relative_abundance = 0 |
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97 with open(specific_output_files[i], 'w') as output_file: |
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98 output_file.write('id\tname\tabundances\n') |
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99 for charact in list(diff_characteristics[sample]): |
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100 charact_id,charact_name = format_characteristic_name(charact) |
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101 output_file.write(charact_id + '\t' + charact_name + '\t') |
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102 output_file.write(str(abundances[sample][charact]) + '\n') |
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103 relative_abundance += abundances[sample][charact] |
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104 print ' Relative abundance of specific characteristics(%):', relative_abundance |
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105 |
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106 return sim_characteristics |
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107 |
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108 def compare_humann2_output(args): |
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109 abundances = {} |
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110 more_abund_charact = [] |
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111 |
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112 for i in range(len(args.sample_name)): |
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113 abundances[args.sample_name[i]], mac = extract_abundances(args.charact_input_file[i], |
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114 args.most_abundant_characteristics_to_extract) |
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115 more_abund_charact += mac |
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116 |
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117 write_more_abundant_charat(abundances, list(set(more_abund_charact)), |
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118 args.more_abundant_output_file) |
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119 sim_characteristics = extract_similar_characteristics(abundances, |
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120 args.similar_output_file, args.specific_output_file) |
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121 |
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122 if __name__ == '__main__': |
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123 parser = argparse.ArgumentParser() |
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124 parser.add_argument('--sample_name', required=True, action='append') |
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125 parser.add_argument('--charact_input_file', required=True, action='append') |
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126 parser.add_argument('--most_abundant_characteristics_to_extract', required=True, |
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127 type = int) |
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128 parser.add_argument('--more_abundant_output_file', required=True) |
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129 parser.add_argument('--similar_output_file', required=True) |
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130 parser.add_argument('--specific_output_file', required=True,action='append') |
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131 args = parser.parse_args() |
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132 |
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133 if len(args.sample_name) != len(args.charact_input_file): |
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134 raise ValueError("Same number of values (in same order) are expected for --sample_name and --charact_input_file") |
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135 if len(args.sample_name) != len(args.specific_output_file): |
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136 raise ValueError("Same number of values (in same order) are expected for --sample_name and --specific_output_file") |
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137 |
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138 compare_humann2_output(args) |