Mercurial > repos > proteore > proteore_id_converter
annotate id_converter.py @ 19:9d758344d36e draft
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author | proteore |
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date | Wed, 19 Jun 2019 04:38:12 -0400 |
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1 import sys, os, argparse, re, csv, itertools |
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2 |
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3 def get_args() : |
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4 parser = argparse.ArgumentParser() |
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5 parser.add_argument("-d", "--ref_file", help="path to reference file: <species>_id_mapping.tsv", required=True) |
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6 parser.add_argument("--input_type", help="type of input (list of id or filename)", required=True) |
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7 parser.add_argument("-t", "--id_type", help="type of input IDs", required=True) |
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8 parser.add_argument("-i", "--input", help="list of IDs (text or filename)", required=True) |
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9 parser.add_argument("-c", "--column_number", help="list of IDs (text or filename)") |
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10 parser.add_argument("--header", help="true/false if your file contains a header") |
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11 parser.add_argument("--target_ids", help="target IDs to map to", required=True) |
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12 parser.add_argument("-o", "--output", help="output filename", required=True) |
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13 args = parser.parse_args() |
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14 return args |
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15 |
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16 #return list of (unique) ids from string |
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17 def get_input_ids_from_string(input) : |
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18 ids_list = list(set(re.split(r'\s+',input.replace("\r","").replace("\n"," ").replace("\t"," ")))) |
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19 if "" in ids_list : ids_list.remove("") |
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20 #if "NA" in ids_list : ids_list.remove("NA") |
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21 return ids_list |
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22 |
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23 #return input_file and list of unique ids from input file path |
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24 def get_input_ids_from_file(input,nb_col,header) : |
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25 with open(input, "r") as csv_file : |
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26 input_file= list(csv.reader(csv_file, delimiter='\t')) |
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27 |
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28 input_file, ids_list = one_id_one_line(input_file,nb_col,header) |
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29 if "" in ids_list : ids_list.remove("") |
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30 #if "NA" in ids_list : ids_list.remove("NA") |
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31 |
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32 return input_file, ids_list |
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33 |
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34 #return input file by adding lines when there are more than one id per line |
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35 def one_id_one_line(input_file,nb_col,header) : |
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36 |
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37 if header : |
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38 new_file = [input_file[0]] |
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39 input_file = input_file[1:] |
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40 else : |
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41 new_file=[] |
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42 ids_list=[] |
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43 |
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44 for line in input_file : |
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45 if line != [] and set(line) != {''}: |
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46 line[nb_col] = re.sub(r"\s+","",line[nb_col]) |
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47 if line[nb_col] == "" : line[nb_col]='NA' |
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48 if ";" in line[nb_col] : |
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49 ids = line[nb_col].split(";") |
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50 for id in ids : |
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51 new_file.append(line[:nb_col]+[id]+line[nb_col+1:]) |
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52 ids_list.append(id) |
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53 else : |
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54 new_file.append(line) |
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55 ids_list.append(line[nb_col]) |
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56 |
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57 ids_list= list(set(ids_list)) |
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58 |
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59 return new_file, ids_list |
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60 |
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61 #not used |
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62 def output_one_id_one_line(line,convert_ids,target_ids): |
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63 |
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64 #ids_not_processed = ["GI","PDB","GO","PIR","MIM","UniGene","BioGrid","STRING"] #ids with multiple ids per line in output file |
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65 ids_not_processed = ["UniProt-AC","UniProt-AC_reviewed","UniProt-ID","GeneID","RefSeq","GI","PDB","GO","PIR","MIM","UniGene","Ensembl_Gene","Ensembl_Transcript","Ensembl_Protein","BioGrid","STRING","KEGG"] # All Ids |
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66 ids_not_processed = [id for id in ids_not_processed if id in target_ids] #ids present in target_ids with multiple ids per line in output file |
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67 |
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68 for id_not_processed in ids_not_processed : |
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69 index = target_ids.index(id_not_processed) |
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70 convert_ids[index] = [";".join(convert_ids[index])] |
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71 |
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72 res = itertools.product(*convert_ids) #getting all possibilities between lists of ids |
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73 res = [list(e) for e in res] #convert to lists |
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74 res = [line+list(ids) for ids in res] #adding the rest of the line |
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75 |
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76 return(res) |
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77 |
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78 #return the column number in int format |
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79 def nb_col_to_int(nb_col): |
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80 try : |
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81 nb_col = int(nb_col.replace("c", "")) - 1 |
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82 return nb_col |
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83 except : |
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84 sys.exit("Please specify the column where you would like to apply the filter with valid format") |
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85 |
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86 #replace all blank cells to NA |
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87 def blank_to_NA(csv_file) : |
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88 tmp=[] |
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89 for line in csv_file : |
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90 line = ["NA" if cell=="" or cell==" " or cell=="NaN" else cell for cell in line] |
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91 tmp.append(line) |
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92 |
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93 return tmp |
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94 |
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95 def str2bool(v): |
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96 if v.lower() in ('yes', 'true', 't', 'y', '1'): |
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97 return True |
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98 elif v.lower() in ('no', 'false', 'f', 'n', '0'): |
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99 return False |
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100 else: |
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101 raise argparse.ArgumentTypeError('Boolean value expected.') |
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102 |
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103 #return result dictionary |
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104 def map_to_dictionary(ids,ids_dictionary,id_in,id_out) : |
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105 |
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106 result_dict = {} |
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107 for id in ids : |
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108 for target_id in id_out : |
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109 if id in ids_dictionary : |
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110 res = ids_dictionary[id][target_id] |
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111 else : |
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112 res="" |
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113 |
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114 if id in result_dict : |
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115 result_dict[id].append(res) |
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116 else : |
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117 result_dict[id]=[res] |
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118 |
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119 return result_dict |
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120 |
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121 #create empty dictionary with index for tab |
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122 def create_ids_dictionary (ids_list) : |
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123 ids_dictionary = {} |
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124 ids_dictionary_index={} |
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125 for i,id in enumerate(ids_list) : |
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126 ids_dictionary_index[i]=id |
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127 |
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128 return(ids_dictionary,ids_dictionary_index) |
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129 |
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130 def create_header(input_file,ncol,id_type,target_ids): |
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131 col_names = list(range(1,len(input_file[0])+1)) |
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132 col_names = ["col"+str(e) for e in col_names] |
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133 col_names[ncol]=id_type |
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134 col_names = col_names+target_ids |
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135 return(col_names) |
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136 |
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137 def main(): |
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138 |
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139 #Get args from command line |
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140 args = get_args() |
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141 target_ids = args.target_ids.split(",") |
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142 header=False |
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143 if args.id_type in target_ids : target_ids.remove(args.id_type) |
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144 if args.input_type=="file" : |
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145 args.column_number = nb_col_to_int(args.column_number) |
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146 header = str2bool(args.header) |
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147 |
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148 |
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149 #Get ref file to build dictionary |
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150 csv.field_size_limit(sys.maxsize) # to handle big files |
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151 with open(args.ref_file, "r") as csv_file : |
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152 tab = csv.reader(csv_file, delimiter='\t') |
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153 tab = [line for line in tab] |
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154 |
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155 ids_list=tab[0] |
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156 |
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157 #create empty dictionary and dictionary index |
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158 ids_dictionary, ids_dictionary_index = create_ids_dictionary(ids_list) |
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159 |
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160 #fill dictionary and sub dictionaries with ids |
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161 id_index = ids_list.index(args.id_type) |
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162 for line in tab[1:] : |
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163 ref_ids=line[id_index] |
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164 other_id_type_index = [accession_id for accession_id in ids_dictionary_index.keys() if accession_id!=id_index] |
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165 for id in ref_ids.replace(" ","").split(";") : #if there's more than one id, one key per id (example : GO) |
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166 if id not in ids_dictionary : #if the key is not created yet |
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167 ids_dictionary[id]={} |
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168 for other_id_type in other_id_type_index : |
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169 if ids_dictionary_index[other_id_type] not in ids_dictionary[id] : |
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170 ids_dictionary[id][ids_dictionary_index[other_id_type]] = set(line[other_id_type].replace("NA","").replace(" ","").split(";")) |
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171 else : |
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172 ids_dictionary[id][ids_dictionary_index[other_id_type]] |= set(line[other_id_type].replace("NA","").replace(" ","").split(";")) |
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173 if len(ids_dictionary[id][ids_dictionary_index[other_id_type]]) > 1 and '' in ids_dictionary[id][ids_dictionary_index[other_id_type]] : |
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174 ids_dictionary[id][ids_dictionary_index[other_id_type]].remove('') |
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175 |
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176 #print ("dictionary created") |
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177 |
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178 #Get file and/or ids from input |
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179 if args.input_type == "list" : |
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180 ids = get_input_ids_from_string(args.input) |
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181 elif args.input_type == "file" : |
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182 input_file, ids = get_input_ids_from_file(args.input,args.column_number,header) |
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183 |
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184 #print ("starting mapping") |
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185 |
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186 #Mapping ids |
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187 result_dict = map_to_dictionary(ids,ids_dictionary,args.id_type,target_ids) |
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188 |
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189 #print ("mapping done") |
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190 |
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191 #print ("creating output file") |
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192 #creating output file |
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193 with open(args.output,"w") as output : |
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194 writer = csv.writer(output,delimiter="\t") |
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195 #writer.writerows(output_file) |
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196 |
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197 #write header |
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198 if header : |
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199 writer.writerow(input_file[0]+target_ids) |
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200 input_file = input_file[1:] |
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201 elif args.input_type=="file": |
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202 col_names = create_header(input_file,args.column_number,args.id_type,target_ids) |
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203 writer.writerow(col_names) |
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204 else : |
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205 writer.writerow([args.id_type]+target_ids) |
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206 |
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207 #write lines |
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208 previous_line="" |
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209 if args.input_type=="file" : |
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210 for line in input_file : |
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211 res = [";".join(list(res_ids)) for res_ids in result_dict[line[args.column_number]]] |
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212 line = ["NA" if cell=="" or cell==" " or cell=="NaN" else cell for cell in line+res] |
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213 if previous_line != line : |
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214 writer.writerow(line) |
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215 previous_line=line |
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216 elif args.input_type=="list" : |
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217 for id in ids : |
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218 res = [";".join(list(res_ids)) for res_ids in result_dict[id]] |
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219 line = ["NA" if cell=="" or cell==" " or cell=="NaN" else cell for cell in [id]+res] |
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220 if previous_line != line : |
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221 writer.writerow(line) |
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222 previous_line=line |
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223 |
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224 #print ("output file created") |
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225 |
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226 if __name__ == "__main__": |
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227 main() |
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228 |