annotate Marea/marea.py @ 54:1c0cb543af19 draft

Uploaded
author bimib
date Sun, 15 Mar 2020 11:20:12 -0400
parents 7b57a93ac594
children 68375ead0ee4
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bimib
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1 from __future__ import division
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bimib
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2 import sys
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bimib
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3 import pandas as pd
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bimib
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4 import itertools as it
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bimib
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5 import scipy.stats as st
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bimib
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6 import collections
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bimib
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7 import lxml.etree as ET
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bimib
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8 import pickle as pk
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bimib
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9 import math
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bimib
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10 import os
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bimib
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11 import argparse
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bimib
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12 from svglib.svglib import svg2rlg
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bimib
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13 from reportlab.graphics import renderPDF
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bimib
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14
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bimib
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15 ########################## argparse ##########################################
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16
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bimib
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17 def process_args(args):
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18 parser = argparse.ArgumentParser(usage = '%(prog)s [options]',
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bimib
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19 description = 'process some value\'s'+
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bimib
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20 ' genes to create a comparison\'s map.')
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21 parser.add_argument('-cr', '--custom_rules',
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bimib
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22 type = str,
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bimib
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23 default = 'false',
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bimib
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24 choices = ['true', 'false'],
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bimib
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25 help = 'choose whether to use custom rules')
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26 parser.add_argument('-cc', '--custom_rule',
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bimib
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27 type = str,
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bimib
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28 help='custom rules to use')
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29 parser.add_argument('-cm', '--custom_map',
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bimib
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30 type = str,
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bimib
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31 help='custom map to use')
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32 parser.add_argument('-n', '--none',
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bimib
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33 type = str,
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bimib
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34 default = 'true',
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bimib
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35 choices = ['true', 'false'],
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bimib
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36 help = 'compute Nan values')
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37 parser.add_argument('-pv' ,'--pValue',
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bimib
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38 type = float,
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39 default = 0.1,
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40 help = 'P-Value threshold (default: %(default)s)')
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41 parser.add_argument('-fc', '--fChange',
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bimib
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42 type = float,
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bimib
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43 default = 1.5,
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bimib
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44 help = 'Fold-Change threshold (default: %(default)s)')
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45 parser.add_argument('-td', '--tool_dir',
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bimib
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46 type = str,
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bimib
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47 required = True,
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bimib
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48 help = 'your tool directory')
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49 parser.add_argument('-op', '--option',
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bimib
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50 type = str,
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51 choices = ['datasets', 'dataset_class'],
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52 help='dataset or dataset and class')
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53 parser.add_argument('-ol', '--out_log',
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bimib
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54 help = "Output log")
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55 parser.add_argument('-id', '--input_data',
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bimib
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56 type = str,
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bimib
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57 help = 'input dataset')
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58 parser.add_argument('-ic', '--input_class',
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bimib
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59 type = str,
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bimib
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60 help = 'sample group specification')
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61 parser.add_argument('-gs', '--generate_svg',
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62 type = str,
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63 default = 'true',
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64 choices = ['true', 'false'],
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65 help = 'generate svg map')
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66 parser.add_argument('-gp', '--generate_pdf',
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67 type = str,
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68 default = 'true',
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69 choices = ['true', 'false'],
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70 help = 'generate pdf map')
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71 parser.add_argument('-on', '--control',
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72 type = str)
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73 parser.add_argument('-co', '--comparison',
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74 type = str,
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75 default = '1vs1',
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76 choices = ['manyvsmany', 'onevsrest', 'onevsmany'])
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77 parser.add_argument('-ids', '--input_datas',
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78 type = str,
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79 nargs = '+',
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80 help = 'input datasets')
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81 parser.add_argument('-na', '--names',
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82 type = str,
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bimib
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83 nargs = '+',
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bimib
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84 help = 'input names')
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85
0
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bimib
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86 args = parser.parse_args()
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bimib
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87 return args
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88
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bimib
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89 ########################### warning ###########################################
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90
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bimib
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91 def warning(s):
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92 args = process_args(sys.argv)
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bimib
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93 with open(args.out_log, 'a') as log:
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bimib
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94 log.write(s)
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95
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96 ############################ dataset input ####################################
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97
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bimib
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98 def read_dataset(data, name):
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99 try:
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100 dataset = pd.read_csv(data, sep = '\t', header = 0, engine='python')
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101 except pd.errors.EmptyDataError:
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102 sys.exit('Execution aborted: wrong format of ' + name + '\n')
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103 if len(dataset.columns) < 2:
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104 sys.exit('Execution aborted: wrong format of ' + name + '\n')
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105 return dataset
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106
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bimib
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107 ############################ dataset name #####################################
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108
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109 def name_dataset(name_data, count):
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110 if str(name_data) == 'Dataset':
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111 return str(name_data) + '_' + str(count)
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112 else:
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bimib
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113 return str(name_data)
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114
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bimib
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115 ############################ load id e rules ##################################
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116
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117 def load_id_rules(reactions):
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118 ids, rules = [], []
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119 for key, value in reactions.items():
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120 ids.append(key)
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121 rules.append(value)
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bimib
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122 return (ids, rules)
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123
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124 ############################ check_methods ####################################
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125
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126 def gene_type(l, name):
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127 if check_hgnc(l):
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128 return 'hugo_id'
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bimib
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129 elif check_ensembl(l):
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130 return 'ensembl_gene_id'
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bimib
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131 elif check_symbol(l):
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132 return 'symbol'
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bimib
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133 elif check_entrez(l):
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134 return 'entrez_id'
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135 else:
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136 sys.exit('Execution aborted:\n' +
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137 'gene ID type in ' + name + ' not supported. Supported ID'+
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138 'types are: HUGO ID, Ensemble ID, HUGO symbol, Entrez ID\n')
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139
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140 def check_hgnc(l):
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141 if len(l) > 5:
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142 if (l.upper()).startswith('HGNC:'):
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143 return l[5:].isdigit()
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144 else:
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bimib
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145 return False
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bimib
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146 else:
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bimib
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147 return False
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148
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149 def check_ensembl(l):
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150 if len(l) == 15:
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151 if (l.upper()).startswith('ENS'):
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bimib
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152 return l[4:].isdigit()
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153 else:
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bimib
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154 return False
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bimib
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155 else:
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bimib
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156 return False
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157
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158 def check_symbol(l):
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159 if len(l) > 0:
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bimib
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160 if l[0].isalpha() and l[1:].isalnum():
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161 return True
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bimib
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162 else:
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bimib
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163 return False
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bimib
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164 else:
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bimib
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165 return False
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166
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167 def check_entrez(l):
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168 if len(l) > 0:
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bimib
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169 return l.isdigit()
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170 else:
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bimib
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171 return False
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172
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bimib
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173 def check_bool(b):
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bimib
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174 if b == 'true':
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bimib
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175 return True
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bimib
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176 elif b == 'false':
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bimib
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177 return False
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bimib
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178
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179 ############################ resolve_methods ##################################
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180
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181 def replace_gene_value(l, d):
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182 tmp = []
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bimib
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183 err = []
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bimib
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184 while l:
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185 if isinstance(l[0], list):
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186 tmp_rules, tmp_err = replace_gene_value(l[0], d)
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bimib
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187 tmp.append(tmp_rules)
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bimib
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188 err.extend(tmp_err)
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bimib
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189 else:
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bimib
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190 value = replace_gene(l[0], d)
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bimib
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191 tmp.append(value)
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bimib
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192 if value == None:
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bimib
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193 err.append(l[0])
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bimib
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194 l = l[1:]
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bimib
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195 return (tmp, err)
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196
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197
0
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198 def replace_gene(l, d):
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bimib
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199 if l =='and' or l == 'or':
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200 return l
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201 else:
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202 value = d.get(l, None)
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bimib
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203 if not(value == None or isinstance(value, (int, float))):
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204 sys.exit('Execution aborted: ' + value + ' value not valid\n')
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bimib
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205 return value
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206
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207 def computes(val1, op, val2, cn):
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bimib
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208 if val1 != None and val2 != None:
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bimib
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209 if op == 'and':
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bimib
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210 return min(val1, val2)
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bimib
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211 else:
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bimib
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212 return val1 + val2
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bimib
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213 elif op == 'and':
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bimib
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214 if cn is True:
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bimib
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215 if val1 != None:
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bimib
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216 return val1
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bimib
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217 elif val2 != None:
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bimib
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218 return val2
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bimib
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219 else:
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bimib
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220 return None
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bimib
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221 else:
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bimib
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222 return None
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bimib
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223 else:
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bimib
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224 if val1 != None:
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bimib
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225 return val1
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bimib
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226 elif val2 != None:
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bimib
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227 return val2
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bimib
parents:
diff changeset
228 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
229 return None
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
230
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
231 def control(ris, l, cn):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
232 if len(l) == 1:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
233 if isinstance(l[0], (float, int)) or l[0] == None:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
234 return l[0]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
235 elif isinstance(l[0], list):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
236 return control(None, l[0], cn)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
237 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
238 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
239 elif len(l) > 2:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
240 return control_list(ris, l, cn)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
241 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
242 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
243
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
244 def control_list(ris, l, cn):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
245 while l:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
246 if len(l) == 1:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
247 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
248 elif (isinstance(l[0], (float, int)) or
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
249 l[0] == None) and l[1] in ['and', 'or']:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
250 if isinstance(l[2], (float, int)) or l[2] == None:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
251 ris = computes(l[0], l[1], l[2], cn)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
252 elif isinstance(l[2], list):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
253 tmp = control(None, l[2], cn)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
254 if tmp is False:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
255 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
256 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
257 ris = computes(l[0], l[1], tmp, cn)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
258 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
259 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
260 l = l[3:]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
261 elif l[0] in ['and', 'or']:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
262 if isinstance(l[1], (float, int)) or l[1] == None:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
263 ris = computes(ris, l[0], l[1], cn)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
264 elif isinstance(l[1], list):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
265 tmp = control(None,l[1], cn)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
266 if tmp is False:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
267 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
268 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
269 ris = computes(ris, l[0], tmp, cn)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
270 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
271 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
272 l = l[2:]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
273 elif isinstance(l[0], list) and l[1] in ['and', 'or']:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
274 if isinstance(l[2], (float, int)) or l[2] == None:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
275 tmp = control(None, l[0], cn)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
276 if tmp is False:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
277 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
278 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
279 ris = computes(tmp, l[1], l[2], cn)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
280 elif isinstance(l[2], list):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
281 tmp = control(None, l[0], cn)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
282 tmp2 = control(None, l[2], cn)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
283 if tmp is False or tmp2 is False:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
284 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
285 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
286 ris = computes(tmp, l[1], tmp2, cn)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
287 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
288 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
289 l = l[3:]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
290 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
291 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
292 return ris
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
293
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
294 ############################ map_methods ######################################
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
295
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
296 def fold_change(avg1, avg2):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
297 if avg1 == 0 and avg2 == 0:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
298 return 0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
299 elif avg1 == 0:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
300 return '-INF'
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
301 elif avg2 == 0:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
302 return 'INF'
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
303 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
304 return math.log(avg1 / avg2, 2)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
305
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
306 def fix_style(l, col, width, dash):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
307 tmp = l.split(';')
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
308 flag_col = False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
309 flag_width = False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
310 flag_dash = False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
311 for i in range(len(tmp)):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
312 if tmp[i].startswith('stroke:'):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
313 tmp[i] = 'stroke:' + col
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
314 flag_col = True
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
315 if tmp[i].startswith('stroke-width:'):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
316 tmp[i] = 'stroke-width:' + width
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
317 flag_width = True
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
318 if tmp[i].startswith('stroke-dasharray:'):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
319 tmp[i] = 'stroke-dasharray:' + dash
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
320 flag_dash = True
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
321 if not flag_col:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
322 tmp.append('stroke:' + col)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
323 if not flag_width:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
324 tmp.append('stroke-width:' + width)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
325 if not flag_dash:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
326 tmp.append('stroke-dasharray:' + dash)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
327 return ';'.join(tmp)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
328
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
329 def fix_map(d, core_map, threshold_P_V, threshold_F_C, max_F_C):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
330 maxT = 12
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
331 minT = 2
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
332 grey = '#BEBEBE'
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
333 blue = '#0000FF'
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
334 red = '#E41A1C'
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
335 for el in core_map.iter():
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
336 el_id = str(el.get('id'))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
337 if el_id.startswith('R_'):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
338 tmp = d.get(el_id[2:])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
339 if tmp != None:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
340 p_val = tmp[0]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
341 f_c = tmp[1]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
342 if p_val < threshold_P_V:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
343 if not isinstance(f_c, str):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
344 if abs(f_c) < math.log(threshold_F_C, 2):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
345 col = grey
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
346 width = str(minT)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
347 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
348 if f_c < 0:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
349 col = blue
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
350 elif f_c > 0:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
351 col = red
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
352 width = str(max((abs(f_c) * maxT) / max_F_C, minT))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
353 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
354 if f_c == '-INF':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
355 col = blue
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
356 elif f_c == 'INF':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
357 col = red
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
358 width = str(maxT)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
359 dash = 'none'
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
360 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
361 dash = '5,5'
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
362 col = grey
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
363 width = str(minT)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
364 el.set('style', fix_style(el.get('style'), col, width, dash))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
365 return core_map
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
366
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
367 ############################ make recon #######################################
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
368
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
369 def check_and_doWord(l):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
370 tmp = []
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
371 tmp_genes = []
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
372 count = 0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
373 while l:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
374 if count >= 0:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
375 if l[0] == '(':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
376 count += 1
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
377 tmp.append(l[0])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
378 l.pop(0)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
379 elif l[0] == ')':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
380 count -= 1
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
381 tmp.append(l[0])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
382 l.pop(0)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
383 elif l[0] == ' ':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
384 l.pop(0)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
385 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
386 word = []
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
387 while l:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
388 if l[0] in [' ', '(', ')']:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
389 break
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
390 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
391 word.append(l[0])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
392 l.pop(0)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
393 word = ''.join(word)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
394 tmp.append(word)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
395 if not(word in ['or', 'and']):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
396 tmp_genes.append(word)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
397 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
398 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
399 if count == 0:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
400 return (tmp, tmp_genes)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
401 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
402 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
403
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
404 def brackets_to_list(l):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
405 tmp = []
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
406 while l:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
407 if l[0] == '(':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
408 l.pop(0)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
409 tmp.append(resolve_brackets(l))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
410 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
411 tmp.append(l[0])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
412 l.pop(0)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
413 return tmp
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
414
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
415 def resolve_brackets(l):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
416 tmp = []
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
417 while l[0] != ')':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
418 if l[0] == '(':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
419 l.pop(0)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
420 tmp.append(resolve_brackets(l))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
421 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
422 tmp.append(l[0])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
423 l.pop(0)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
424 l.pop(0)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
425 return tmp
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
426
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
427 def priorityAND(l):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
428 tmp = []
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
429 flag = True
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
430 while l:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
431 if len(l) == 1:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
432 if isinstance(l[0], list):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
433 tmp.append(priorityAND(l[0]))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
434 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
435 tmp.append(l[0])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
436 l = l[1:]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
437 elif l[0] == 'or':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
438 tmp.append(l[0])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
439 flag = False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
440 l = l[1:]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
441 elif l[1] == 'or':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
442 if isinstance(l[0], list):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
443 tmp.append(priorityAND(l[0]))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
444 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
445 tmp.append(l[0])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
446 tmp.append(l[1])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
447 flag = False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
448 l = l[2:]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
449 elif l[1] == 'and':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
450 tmpAnd = []
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
451 if isinstance(l[0], list):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
452 tmpAnd.append(priorityAND(l[0]))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
453 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
454 tmpAnd.append(l[0])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
455 tmpAnd.append(l[1])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
456 if isinstance(l[2], list):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
457 tmpAnd.append(priorityAND(l[2]))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
458 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
459 tmpAnd.append(l[2])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
460 l = l[3:]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
461 while l:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
462 if l[0] == 'and':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
463 tmpAnd.append(l[0])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
464 if isinstance(l[1], list):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
465 tmpAnd.append(priorityAND(l[1]))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
466 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
467 tmpAnd.append(l[1])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
468 l = l[2:]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
469 elif l[0] == 'or':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
470 flag = False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
471 break
13
e96f3b85e5a0 Uploaded
bimib
parents: 12
diff changeset
472 if flag == True: #when there are only AND in list
0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
473 tmp.extend(tmpAnd)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
474 elif flag == False:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
475 tmp.append(tmpAnd)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
476 return tmp
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
477
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
478 def checkRule(l):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
479 if len(l) == 1:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
480 if isinstance(l[0], list):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
481 if checkRule(l[0]) is False:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
482 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
483 elif len(l) > 2:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
484 if checkRule2(l) is False:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
485 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
486 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
487 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
488 return True
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
489
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
490 def checkRule2(l):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
491 while l:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
492 if len(l) == 1:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
493 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
494 elif isinstance(l[0], list) and l[1] in ['and', 'or']:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
495 if checkRule(l[0]) is False:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
496 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
497 if isinstance(l[2], list):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
498 if checkRule(l[2]) is False:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
499 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
500 l = l[3:]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
501 elif l[1] in ['and', 'or']:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
502 if isinstance(l[2], list):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
503 if checkRule(l[2]) is False:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
504 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
505 l = l[3:]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
506 elif l[0] in ['and', 'or']:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
507 if isinstance(l[1], list):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
508 if checkRule(l[1]) is False:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
509 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
510 l = l[2:]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
511 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
512 return False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
513 return True
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
514
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
515 def do_rules(rules):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
516 split_rules = []
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
517 err_rules = []
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
518 tmp_gene_in_rule = []
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
519 for i in range(len(rules)):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
520 tmp = list(rules[i])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
521 if tmp:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
522 tmp, tmp_genes = check_and_doWord(tmp)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
523 tmp_gene_in_rule.extend(tmp_genes)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
524 if tmp is False:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
525 split_rules.append([])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
526 err_rules.append(rules[i])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
527 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
528 tmp = brackets_to_list(tmp)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
529 if checkRule(tmp):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
530 split_rules.append(priorityAND(tmp))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
531 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
532 split_rules.append([])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
533 err_rules.append(rules[i])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
534 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
535 split_rules.append([])
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
536 if err_rules:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
537 warning('Warning: wrong format rule in ' + str(err_rules) + '\n')
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
538 return (split_rules, list(set(tmp_gene_in_rule)))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
539
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
540
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
541 ############################ gene #############################################
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
542
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
543 def data_gene(gene, type_gene, name, gene_custom):
35
7b1971251c63 Uploaded
bimib
parents: 34
diff changeset
544 args = process_args(sys.argv)
0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
545 for i in range(len(gene)):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
546 tmp = gene.iloc[i, 0]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
547 if tmp.startswith(' ') or tmp.endswith(' '):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
548 gene.iloc[i, 0] = (tmp.lstrip()).rstrip()
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
549 gene_dup = [item for item, count in
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
550 collections.Counter(gene[gene.columns[0]]).items() if count > 1]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
551 pat_dup = [item for item, count in
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
552 collections.Counter(list(gene.columns)).items() if count > 1]
35
7b1971251c63 Uploaded
bimib
parents: 34
diff changeset
553
0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
554 if gene_dup:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
555 if gene_custom == None:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
556 if args.rules_selector == 'HMRcore':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
557 gene_in_rule = pk.load(open(args.tool_dir +
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
558 '/local/HMRcore_genes.p', 'rb'))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
559 elif args.rules_selector == 'Recon':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
560 gene_in_rule = pk.load(open(args.tool_dir +
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
561 '/local/Recon_genes.p', 'rb'))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
562 gene_in_rule = gene_in_rule.get(type_gene)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
563 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
564 gene_in_rule = gene_custom
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
565 tmp = []
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
566 for i in gene_dup:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
567 if gene_in_rule.get(i) == 'ok':
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
568 tmp.append(i)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
569 if tmp:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
570 sys.exit('Execution aborted because gene ID '
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
571 +str(tmp)+' in '+name+' is duplicated\n')
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
572 if pat_dup:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
573 warning('Warning: duplicated label\n' + str(pat_dup) + 'in ' + name +
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
574 '\n')
35
7b1971251c63 Uploaded
bimib
parents: 34
diff changeset
575
0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
576 return (gene.set_index(gene.columns[0])).to_dict()
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
577
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
578 ############################ resolve ##########################################
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
579
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
580 def resolve(genes, rules, ids, resolve_none, name):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
581 resolve_rules = {}
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
582 not_found = []
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
583 flag = False
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
584 for key, value in genes.items():
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
585 tmp_resolve = []
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
586 for i in range(len(rules)):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
587 tmp = rules[i]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
588 if tmp:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
589 tmp, err = replace_gene_value(tmp, value)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
590 if err:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
591 not_found.extend(err)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
592 ris = control(None, tmp, resolve_none)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
593 if ris is False or ris == None:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
594 tmp_resolve.append(None)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
595 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
596 tmp_resolve.append(ris)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
597 flag = True
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
598 else:
35
7b1971251c63 Uploaded
bimib
parents: 34
diff changeset
599 tmp_resolve.append(None)
0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
600 resolve_rules[key] = tmp_resolve
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
601 if flag is False:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
602 warning('Warning: no computable score (due to missing gene values)' +
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
603 'for class ' + name + ', the class has been disregarded\n')
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
604 return (None, None)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
605 return (resolve_rules, list(set(not_found)))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
606
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
607 ############################ split class ######################################
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
608
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
609 def split_class(classes, resolve_rules):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
610 class_pat = {}
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
611 for i in range(len(classes)):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
612 classe = classes.iloc[i, 1]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
613 if not pd.isnull(classe):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
614 l = []
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
615 for j in range(i, len(classes)):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
616 if classes.iloc[j, 1] == classe:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
617 pat_id = classes.iloc[j, 0]
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
618 tmp = resolve_rules.get(pat_id, None)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
619 if tmp != None:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
620 l.append(tmp)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
621 classes.iloc[j, 1] = None
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
622 if l:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
623 class_pat[classe] = list(map(list, zip(*l)))
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
624 else:
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
625 warning('Warning: no sample found in class ' + classe +
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
626 ', the class has been disregarded\n')
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
627 return class_pat
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
628
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
629 ############################ map ##############################################
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
630
47
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
631 def maps(core_map, class_pat, ids, threshold_P_V, threshold_F_C, create_svg, create_pdf, comparison, control):
0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
632 args = process_args(sys.argv)
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
633 if (not class_pat) or (len(class_pat.keys()) < 2):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
634 sys.exit('Execution aborted: classes provided for comparisons are ' +
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
635 'less than two\n')
47
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
636
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
637 if comparison == "manyvsmany":
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
638 for i, j in it.combinations(class_pat.keys(), 2):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
639
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
640 tmp = {}
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
641 count = 0
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
642 max_F_C = 0
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
643 for l1, l2 in zip(class_pat.get(i), class_pat.get(j)):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
644 try:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
645 stat_D, p_value = st.ks_2samp(l1, l2)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
646 #sum(l1) da errore secondo me perchè ha null
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
647 avg = fold_change(sum(l1) / len(l1), sum(l2) / len(l2))
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
648 if not isinstance(avg, str):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
649 if max_F_C < abs(avg):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
650 max_F_C = abs(avg)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
651 tmp[ids[count]] = [float(p_value), avg]
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
652 count += 1
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
653 except (TypeError, ZeroDivisionError):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
654 count += 1
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
655 tab = 'result/' + i + '_vs_' + j + ' (Tabular Result).tsv'
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
656 tmp_csv = pd.DataFrame.from_dict(tmp, orient = "index")
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
657 tmp_csv = tmp_csv.reset_index()
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
658 header = ['ids', 'P_Value', 'Log2(fold change)']
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
659 tmp_csv.to_csv(tab, sep = '\t', index = False, header = header)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
660
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
661 if create_svg or create_pdf:
48
e4235b5231e4 Uploaded
bimib
parents: 47
diff changeset
662 if args.custom_rules == 'false' or (args.custom_rules == 'true'
e4235b5231e4 Uploaded
bimib
parents: 47
diff changeset
663 and args.custom_map != ''):
47
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
664 fix_map(tmp, core_map, threshold_P_V, threshold_F_C, max_F_C)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
665 file_svg = 'result/' + i + '_vs_' + j + ' (SVG Map).svg'
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
666 with open(file_svg, 'wb') as new_map:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
667 new_map.write(ET.tostring(core_map))
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
668
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
669
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
670 if create_pdf:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
671 file_pdf = 'result/' + i + '_vs_' + j + ' (PDF Map).pdf'
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
672 renderPDF.drawToFile(svg2rlg(file_svg), file_pdf)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
673
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
674 if not create_svg:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
675 #Ho utilizzato il file svg per generare il pdf,
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
676 #ma l'utente non ne ha richiesto il ritorno, quindi
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
677 #lo elimino
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
678
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
679 os.remove('result/' + i + '_vs_' + j + ' (SVG Map).svg')
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
680 elif comparison == "onevsrest":
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
681 for single_cluster in class_pat.keys():
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
682 t = []
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
683 for k in class_pat.keys():
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
684 if k != single_cluster:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
685 t.append(class_pat.get(k))
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
686 rest = []
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
687 for i in t:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
688 rest = rest + i
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
689
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
690 tmp = {}
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
691 count = 0
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
692 max_F_C = 0
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
693
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
694 for l1, l2 in zip(rest, class_pat.get(single_cluster)):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
695 try:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
696 stat_D, p_value = st.ks_2samp(l1, l2)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
697 avg = fold_change(sum(l1) / len(l1), sum(l2) / len(l2))
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
698 if not isinstance(avg, str):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
699 if max_F_C < abs(avg):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
700 max_F_C = abs(avg)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
701 tmp[ids[count]] = [float(p_value), avg]
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
702 count += 1
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
703 except (TypeError, ZeroDivisionError):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
704 count += 1
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
705 tab = 'result/' + single_cluster + '_vs_rest (Tabular Result).tsv'
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
706 tmp_csv = pd.DataFrame.from_dict(tmp, orient = "index")
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
707 tmp_csv = tmp_csv.reset_index()
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
708 header = ['ids', 'P_Value', 'Log2(fold change)']
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
709 tmp_csv.to_csv(tab, sep = '\t', index = False, header = header)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
710
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
711 if create_svg or create_pdf:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
712 if args.rules_selector == 'HMRcore' or (args.rules_selector == 'Custom'
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
713 and args.yes_no == 'yes'):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
714 fix_map(tmp, core_map, threshold_P_V, threshold_F_C, max_F_C)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
715 file_svg = 'result/' + single_cluster + '_vs_ rest (SVG Map).svg'
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
716 with open(file_svg, 'wb') as new_map:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
717 new_map.write(ET.tostring(core_map))
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
718
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
719
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
720 if create_pdf:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
721 file_pdf = 'result/' + single_cluster + '_vs_ rest (PDF Map).pdf'
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
722 renderPDF.drawToFile(svg2rlg(file_svg), file_pdf)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
723
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
724 if not create_svg:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
725 os.remove('result/' + single_cluster + '_vs_ rest (SVG Map).svg')
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
726
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
727 elif comparison == "onevsmany":
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
728 for i, j in it.combinations(class_pat.keys(), 2):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
729 tmp = {}
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
730 count = 0
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
731 max_F_C = 0
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
732 for l1, l2 in zip(class_pat.get(i), class_pat.get(j)):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
733 try:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
734 stat_D, p_value = st.ks_2samp(l1, l2)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
735 #sum(l1) da errore secondo me perchè ha null
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
736 avg = fold_change(sum(l1) / len(l1), sum(l2) / len(l2))
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
737 if not isinstance(avg, str):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
738 if max_F_C < abs(avg):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
739 max_F_C = abs(avg)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
740 tmp[ids[count]] = [float(p_value), avg]
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
741 count += 1
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
742 except (TypeError, ZeroDivisionError):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
743 count += 1
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
744 tab = 'result/' + i + '_vs_' + j + ' (Tabular Result).tsv'
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
745 tmp_csv = pd.DataFrame.from_dict(tmp, orient = "index")
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
746 tmp_csv = tmp_csv.reset_index()
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
747 header = ['ids', 'P_Value', 'Log2(fold change)']
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
748 tmp_csv.to_csv(tab, sep = '\t', index = False, header = header)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
749
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
750 if create_svg or create_pdf:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
751 if args.rules_selector == 'HMRcore' or (args.rules_selector == 'Custom'
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
752 and args.yes_no == 'yes'):
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
753 fix_map(tmp, core_map, threshold_P_V, threshold_F_C, max_F_C)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
754 file_svg = 'result/' + i + '_vs_' + j + ' (SVG Map).svg'
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
755 with open(file_svg, 'wb') as new_map:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
756 new_map.write(ET.tostring(core_map))
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
757
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
758
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
759 if create_pdf:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
760 file_pdf = 'result/' + i + '_vs_' + j + ' (PDF Map).pdf'
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
761 renderPDF.drawToFile(svg2rlg(file_svg), file_pdf)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
762
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
763 if not create_svg:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
764 #Ho utilizzato il file svg per generare il pdf,
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
765 #ma l'utente non ne ha richiesto il ritorno, quindi
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
766 #lo elimino
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
767
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
768 os.remove('result/' + i + '_vs_' + j + ' (SVG Map).svg')
16
c71ac0bb12de Uploaded
bimib
parents: 13
diff changeset
769
47
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
770
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
771
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
772
0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
773 return None
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
774
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
775 ############################ MAIN #############################################
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
776
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
777 def main():
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
778 args = process_args(sys.argv)
16
c71ac0bb12de Uploaded
bimib
parents: 13
diff changeset
779
c71ac0bb12de Uploaded
bimib
parents: 13
diff changeset
780 create_svg = check_bool(args.generate_svg)
c71ac0bb12de Uploaded
bimib
parents: 13
diff changeset
781 create_pdf = check_bool(args.generate_pdf)
35
7b1971251c63 Uploaded
bimib
parents: 34
diff changeset
782
47
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
783 if os.path.isdir('result') == False:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
784 os.makedirs('result')
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
785
0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
786 class_pat = {}
16
c71ac0bb12de Uploaded
bimib
parents: 13
diff changeset
787
47
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
788 if args.option == 'datasets':
0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
789 num = 1
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
790 for i, j in zip(args.input_datas, args.names):
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
791 name = name_dataset(j, num)
47
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
792 resolve_rules = read_dataset(i, name)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
793
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
794 resolve_rules.iloc[:, 0] = (resolve_rules.iloc[:, 0]).astype(str)
16
c71ac0bb12de Uploaded
bimib
parents: 13
diff changeset
795
47
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
796 ids = pd.Series.tolist(resolve_rules.iloc[:, 0])
16
c71ac0bb12de Uploaded
bimib
parents: 13
diff changeset
797
47
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
798 resolve_rules = resolve_rules.drop(resolve_rules.columns[[0]], axis=1)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
799 resolve_rules = resolve_rules.replace({'None': None})
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
800 resolve_rules = resolve_rules.to_dict('list')
16
c71ac0bb12de Uploaded
bimib
parents: 13
diff changeset
801
47
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
802 #Converto i valori da str a float
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
803 to_float = lambda x: float(x) if (x != None) else None
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
804
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
805 resolve_rules_float = {}
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
806
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
807 for k in resolve_rules:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
808 resolve_rules_float[k] = list(map(to_float, resolve_rules[k])); resolve_rules_float
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
809
0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
810 if resolve_rules != None:
47
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
811 class_pat[name] = list(map(list, zip(*resolve_rules_float.values())))
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
812
0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
813 num += 1
47
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
814
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
815 if args.option == 'dataset_class':
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
816 name = 'RAS'
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
817 resolve_rules = read_dataset(args.input_data, name)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
818 resolve_rules.iloc[:, 0] = (resolve_rules.iloc[:, 0]).astype(str)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
819
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
820 ids = pd.Series.tolist(resolve_rules.iloc[:, 0])
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
821
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
822 resolve_rules = resolve_rules.drop(resolve_rules.columns[[0]], axis=1)
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
823 resolve_rules = resolve_rules.replace({'None': None})
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
824 resolve_rules = resolve_rules.to_dict('list')
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
825
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
826 #Converto i valori da str a float
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
827 to_float = lambda x: float(x) if (x != None) else None
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
828
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
829 resolve_rules_float = {}
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
830
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
831 for k in resolve_rules:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
832 resolve_rules_float[k] = list(map(to_float, resolve_rules[k])); resolve_rules_float
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
833
0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
834 classes = read_dataset(args.input_class, 'class')
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
835 classes = classes.astype(str)
47
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
836
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
837 if resolve_rules_float != None:
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
838 class_pat = split_class(classes, resolve_rules_float)
28
e6831924df01 small fixes (elbow plot and output managment)
bimib
parents: 16
diff changeset
839
48
e4235b5231e4 Uploaded
bimib
parents: 47
diff changeset
840
e4235b5231e4 Uploaded
bimib
parents: 47
diff changeset
841 if args.custom_rules == 'true':
e4235b5231e4 Uploaded
bimib
parents: 47
diff changeset
842 try:
e4235b5231e4 Uploaded
bimib
parents: 47
diff changeset
843 core_map = ET.parse(args.custom_map)
e4235b5231e4 Uploaded
bimib
parents: 47
diff changeset
844 except (ET.XMLSyntaxError, ET.XMLSchemaParseError):
e4235b5231e4 Uploaded
bimib
parents: 47
diff changeset
845 sys.exit('Execution aborted: custom map in wrong format')
e4235b5231e4 Uploaded
bimib
parents: 47
diff changeset
846 else:
0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
847 core_map = ET.parse(args.tool_dir+'/local/HMRcoreMap.svg')
16
c71ac0bb12de Uploaded
bimib
parents: 13
diff changeset
848
47
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
849 maps(core_map, class_pat, ids, args.pValue, args.fChange, create_svg, create_pdf, args.comparison, args.control)
16
c71ac0bb12de Uploaded
bimib
parents: 13
diff changeset
850
c71ac0bb12de Uploaded
bimib
parents: 13
diff changeset
851 print('Execution succeded')
47
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
852
3af9d394367c Uploaded
bimib
parents: 35
diff changeset
853 return None
16
c71ac0bb12de Uploaded
bimib
parents: 13
diff changeset
854
0
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
855
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
856 ###############################################################################
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
857
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
858 if __name__ == "__main__":
23ac9cf12788 Uploaded
bimib
parents:
diff changeset
859 main()