Mercurial > repos > pieterlukasse > prims_metabolomics
annotate query_mass_repos.py @ 39:455d650e3dbc
small fixes
author | pieter.lukasse@wur.nl |
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date | Fri, 19 Sep 2014 12:56:00 +0200 |
parents | 60b53f2aa48a |
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New tool to Query multiple public repositories for elemental compositions
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1 #!/usr/bin/env python |
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2 # encoding: utf-8 |
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3 ''' |
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4 Module to query a set of accurate mass values detected by high-resolution mass spectrometers |
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5 against various repositories/services such as METabolomics EXPlorer database or the |
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6 MFSearcher service (http://webs2.kazusa.or.jp/mfsearcher/). |
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7 |
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8 It will take the input file and for each record it will query the |
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9 molecular mass in the selected repository/service. If one or more compounds are found |
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10 then extra information regarding these compounds is added to the output file. |
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11 |
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12 The output file is thus the input file enriched with information about |
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13 related items found in the selected repository/service. |
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14 |
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15 The service should implement the following interface: |
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16 |
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17 http://service_url/mass?targetMs=500&margin=1&marginUnit=ppm&output=txth (txth means there is guaranteed to be a header line before the data) |
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18 |
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19 The output should be tab separated and should contain the following columns (in this order) |
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20 db-name molecular-formula dbe formula-weight id description |
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21 |
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22 |
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23 ''' |
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24 import csv |
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25 import sys |
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26 import fileinput |
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27 import urllib2 |
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28 import time |
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29 from collections import OrderedDict |
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30 |
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31 __author__ = "Pieter Lukasse" |
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32 __contact__ = "pieter.lukasse@wur.nl" |
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33 __copyright__ = "Copyright, 2014, Plant Research International, WUR" |
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34 __license__ = "Apache v2" |
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35 |
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36 def _process_file(in_xsv, delim='\t'): |
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37 ''' |
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38 Generic method to parse a tab-separated file returning a dictionary with named columns |
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39 @param in_csv: input filename to be parsed |
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40 ''' |
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41 data = list(csv.reader(open(in_xsv, 'rU'), delimiter=delim)) |
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42 return _process_data(data) |
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43 |
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44 def _process_data(data): |
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45 |
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46 header = data.pop(0) |
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47 # Create dictionary with column name as key |
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48 output = OrderedDict() |
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49 for index in xrange(len(header)): |
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50 output[header[index]] = [row[index] for row in data] |
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51 return output |
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52 |
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53 |
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54 def _query_and_add_data(input_data, molecular_mass_col, repository_dblink, error_margin, margin_unit): |
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55 |
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56 ''' |
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57 This method will iterate over the record in the input_data and |
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58 will enrich them with the related information found (if any) in the |
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59 chosen repository/service |
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60 |
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61 # TODO : could optimize this with multi-threading, see also nice example at http://stackoverflow.com/questions/2846653/python-multithreading-for-dummies |
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62 ''' |
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63 merged = [] |
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64 |
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65 for i in xrange(len(input_data[input_data.keys()[0]])): |
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66 # Get the record in same dictionary format as input_data, but containing |
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67 # a value at each column instead of a list of all values of all records: |
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68 input_data_record = OrderedDict(zip(input_data.keys(), [input_data[key][i] for key in input_data.keys()])) |
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69 |
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70 # read the molecular mass : |
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71 molecular_mass = input_data_record[molecular_mass_col] |
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72 |
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73 |
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74 # search for related records in repository/service: |
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75 data_found = None |
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76 if molecular_mass != "": |
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77 molecular_mass = float(molecular_mass) |
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78 |
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79 # 1- search for data around this MM: |
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80 query_link = repository_dblink + "/mass?targetMs=" + str(molecular_mass) + "&margin=" + str(error_margin) + "&marginUnit=" + margin_unit + "&output=txth" |
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81 |
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82 data_found = _fire_query_and_return_dict(query_link + "&_format_result=tsv") |
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83 data_type_found = "MM" |
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84 |
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85 |
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86 if data_found == None: |
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87 # If still nothing found, just add empty columns |
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88 extra_cols = ['', '','','','',''] |
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89 else: |
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90 # Add info found: |
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91 extra_cols = _get_extra_info_and_link_cols(data_found, data_type_found, query_link) |
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92 |
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93 # Take all data and merge it into a "flat"/simple array of values: |
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94 field_values_list = _merge_data(input_data_record, extra_cols) |
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95 |
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96 merged.append(field_values_list) |
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97 |
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98 # return the merged/enriched records: |
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99 return merged |
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100 |
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101 |
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102 def _get_extra_info_and_link_cols(data_found, data_type_found, query_link): |
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103 ''' |
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104 This method will go over the data found and will return a |
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105 list with the following items: |
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106 - details of hits found : |
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107 db-name molecular-formula dbe formula-weight id description |
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108 - Link that executes same query |
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109 |
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110 ''' |
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111 |
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112 # set() makes a unique list: |
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113 db_name_set = [] |
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114 molecular_formula_set = [] |
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115 id_set = [] |
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116 description_set = [] |
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117 |
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118 |
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119 if 'db-name' in data_found: |
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120 db_name_set = set(data_found['db-name']) |
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121 elif '# db-name' in data_found: |
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122 db_name_set = set(data_found['# db-name']) |
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123 if 'molecular-formula' in data_found: |
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124 molecular_formula_set = set(data_found['molecular-formula']) |
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125 if 'id' in data_found: |
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126 id_set = set(data_found['id']) |
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127 if 'description' in data_found: |
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128 description_set = set(data_found['description']) |
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129 |
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130 result = [data_type_found, |
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131 _to_xsv(db_name_set), |
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132 _to_xsv(molecular_formula_set), |
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133 _to_xsv(id_set), |
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134 _to_xsv(description_set), |
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135 #To let Excel interpret as link, use e.g. =HYPERLINK("http://stackoverflow.com", "friendly name"): |
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136 "=HYPERLINK(\""+ query_link + "\", \"Link to entries found in DB \")"] |
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137 return result |
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138 |
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139 |
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140 def _to_xsv(data_set): |
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141 result = "" |
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142 for item in data_set: |
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143 result = result + str(item) + "|" |
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144 return result |
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145 |
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146 |
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147 def _fire_query_and_return_dict(url): |
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148 ''' |
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149 This method will fire the query as a web-service call and |
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150 return the results as a list of dictionary objects |
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151 ''' |
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152 |
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153 try: |
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154 data = urllib2.urlopen(url).read() |
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155 |
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156 # transform to dictionary: |
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157 result = [] |
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158 data_rows = data.split("\n") |
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159 |
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160 # remove comment lines if any (only leave the one that has "molecular-formula" word in it...compatible with kazusa service): |
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161 data_rows_to_remove = [] |
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162 for data_row in data_rows: |
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163 if data_row == "" or (data_row[0] == '#' and "molecular-formula" not in data_row): |
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164 data_rows_to_remove.append(data_row) |
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165 |
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166 for data_row in data_rows_to_remove: |
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167 data_rows.remove(data_row) |
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168 |
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169 # check if there is any data in the response: |
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170 if len(data_rows) <= 1 or data_rows[1].strip() == '': |
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171 # means there is only the header row...so no hits: |
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172 return None |
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173 |
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174 for data_row in data_rows: |
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175 if not data_row.strip() == '': |
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176 row_as_list = _str_to_list(data_row, delimiter='\t') |
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177 result.append(row_as_list) |
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178 |
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179 # return result processed into a dict: |
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180 return _process_data(result) |
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181 |
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182 except urllib2.HTTPError, e: |
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183 raise Exception( "HTTP error for URL: " + url + " : %s - " % e.code + e.reason) |
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184 except urllib2.URLError, e: |
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185 raise Exception( "Network error: %s" % e.reason.args[1] + ". Administrator: please check if service [" + url + "] is accessible from your Galaxy server. ") |
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186 |
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187 def _str_to_list(data_row, delimiter='\t'): |
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188 result = [] |
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189 for column in data_row.split(delimiter): |
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190 result.append(column) |
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191 return result |
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192 |
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193 |
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194 # alternative: ? |
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195 # s = requests.Session() |
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196 # s.verify = False |
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197 # #s.auth = (token01, token02) |
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198 # resp = s.get(url, params={'name': 'anonymous'}, stream=True) |
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199 # content = resp.content |
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200 # # transform to dictionary: |
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201 |
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202 |
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203 |
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204 |
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205 def _merge_data(input_data_record, extra_cols): |
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206 ''' |
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207 Adds the extra information to the existing data record and returns |
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208 the combined new record. |
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209 ''' |
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210 record = [] |
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211 for column in input_data_record: |
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212 record.append(input_data_record[column]) |
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213 |
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214 |
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215 # add extra columns |
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216 for column in extra_cols: |
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217 record.append(column) |
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218 |
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219 return record |
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220 |
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221 |
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222 def _save_data(data_rows, headers, out_csv): |
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223 ''' |
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224 Writes tab-separated data to file |
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225 @param data_rows: dictionary containing merged/enriched dataset |
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226 @param out_csv: output csv file |
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227 ''' |
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228 |
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229 # Open output file for writing |
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230 outfile_single_handle = open(out_csv, 'wb') |
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231 output_single_handle = csv.writer(outfile_single_handle, delimiter="\t") |
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232 |
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233 # Write headers |
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234 output_single_handle.writerow(headers) |
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235 |
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236 # Write one line for each row |
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237 for data_row in data_rows: |
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238 output_single_handle.writerow(data_row) |
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239 |
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240 def _get_repository_URL(repository_file): |
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241 ''' |
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242 Read out and return the URL stored in the given file. |
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243 ''' |
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244 file_input = fileinput.input(repository_file) |
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245 try: |
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246 for line in file_input: |
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247 if line[0] != '#': |
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248 # just return the first line that is not a comment line: |
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249 return line |
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250 finally: |
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251 file_input.close() |
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252 |
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253 |
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254 def main(): |
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255 ''' |
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256 Query main function |
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257 |
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258 The input file can be any tabular file, as long as it contains a column for the molecular mass. |
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259 This column is then used to query against the chosen repository/service Database. |
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260 ''' |
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261 seconds_start = int(round(time.time())) |
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262 |
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263 input_file = sys.argv[1] |
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264 molecular_mass_col = sys.argv[2] |
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265 repository_file = sys.argv[3] |
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266 error_margin = float(sys.argv[4]) |
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267 margin_unit = sys.argv[5] |
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268 output_result = sys.argv[6] |
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269 |
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270 # Parse repository_file to find the URL to the service: |
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271 repository_dblink = _get_repository_URL(repository_file) |
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272 |
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273 # Parse tabular input file into dictionary/array: |
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274 input_data = _process_file(input_file) |
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275 |
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276 # Query data against repository : |
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277 enriched_data = _query_and_add_data(input_data, molecular_mass_col, repository_dblink, error_margin, margin_unit) |
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278 headers = input_data.keys() + ['SEARCH hits for ','SEARCH hits: db-names', 'SEARCH hits: molecular-formulas ', |
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279 'SEARCH hits: ids','SEARCH hits: descriptions', 'Link to SEARCH hits'] #TODO - add min and max formula weigth columns |
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280 |
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281 _save_data(enriched_data, headers, output_result) |
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282 |
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283 seconds_end = int(round(time.time())) |
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284 print "Took " + str(seconds_end - seconds_start) + " seconds" |
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285 |
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286 |
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287 |
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288 if __name__ == '__main__': |
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289 main() |