Mercurial > repos > yufei-luo > s_mart
annotate smart_toolShed/SMART/Java/Python/GetReadDistribution.py @ 1:30c5431d8ce4
Uploaded
author | yufei-luo |
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date | Thu, 17 Jan 2013 11:01:51 -0500 |
parents | e0f8dcca02ed |
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rev | line source |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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1 #! /usr/bin/env python |
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2 # |
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3 # Copyright INRA-URGI 2009-2010 |
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4 # |
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5 # This software is governed by the CeCILL license under French law and |
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6 # abiding by the rules of distribution of free software. You can use, |
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7 # modify and/ or redistribute the software under the terms of the CeCILL |
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8 # license as circulated by CEA, CNRS and INRIA at the following URL |
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9 # "http://www.cecill.info". |
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10 # |
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11 # As a counterpart to the access to the source code and rights to copy, |
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12 # modify and redistribute granted by the license, users are provided only |
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13 # with a limited warranty and the software's author, the holder of the |
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14 # economic rights, and the successive licensors have only limited |
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15 # liability. |
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16 # |
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17 # In this respect, the user's attention is drawn to the risks associated |
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18 # with loading, using, modifying and/or developing or reproducing the |
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19 # software by the user in light of its specific status of free software, |
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20 # that may mean that it is complicated to manipulate, and that also |
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21 # therefore means that it is reserved for developers and experienced |
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22 # professionals having in-depth computer knowledge. Users are therefore |
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23 # encouraged to load and test the software's suitability as regards their |
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24 # requirements in conditions enabling the security of their systems and/or |
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25 # data to be ensured and, more generally, to use and operate it in the |
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26 # same conditions as regards security. |
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27 # |
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28 # The fact that you are presently reading this means that you have had |
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29 # knowledge of the CeCILL license and that you accept its terms. |
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30 # |
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31 import random, os, glob, subprocess |
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32 from commons.core.parsing.ParserChooser import ParserChooser |
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33 from commons.core.parsing.GffParser import GffParser |
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34 from SMART.Java.Python.misc.UnlimitedProgress import UnlimitedProgress |
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35 from SMART.Java.Python.misc.Progress import Progress |
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36 from SMART.Java.Python.misc import Utils |
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37 from commons.core.LoggerFactory import LoggerFactory |
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38 from commons.core.utils.RepetOptionParser import RepetOptionParser |
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39 |
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40 LOG_DEPTH = "smart" |
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41 DEFAULT_REGION = "_all_" |
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42 MULTIPLE_STR = {1: "", 1000: " (in kpb)", 1000000: " (in Gbp)"} |
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43 |
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44 class GetReadDistribution(object): |
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45 |
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46 def __init__(self, verbosity = 0): |
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47 self.xLab = "" |
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48 self.yLab = "# reads" |
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49 self.verbosity = verbosity |
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50 self.number = random.randint(0, 100000) |
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51 self.log = LoggerFactory.createLogger("%s.%s" % (LOG_DEPTH, self.__class__.__name__), self.verbosity) |
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52 self.parsers = {} |
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53 self.distribution = {} |
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54 self.factors = {} |
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55 self.regions = None |
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56 self.tmpDatName = None |
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57 self.tmpRName = None |
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58 self.quorum = 1 |
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59 self.width = 800 |
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60 self.height = 300 |
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61 |
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62 def setNames(self, names): |
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63 self.names = names |
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64 |
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65 def setInputFiles(self, fileNames, format): |
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66 chooser = ParserChooser(self.verbosity) |
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67 chooser.findFormat(format) |
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68 for cpt, fileName in enumerate(fileNames): |
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69 self.parsers[self.names[cpt]] = chooser.getParser(fileName) |
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70 |
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71 def setOutputFileName(self, fileName): |
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72 self.outputFileName = fileName |
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73 |
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74 def setLabs(self, xLab, yLab): |
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75 self.xLab = xLab |
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76 self.yLab = yLab |
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77 |
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78 def setBinSize(self, binSize): |
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79 self.binSize = binSize |
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80 |
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81 def setColors(self, colors): |
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82 self.colors = colors |
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83 |
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84 def setFactors(self, factors): |
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85 self.factors = dict(zip(self.names, factors)) |
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86 |
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87 def setMultiple(self, boolean): |
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88 self.multiple = boolean |
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89 |
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90 def setImageSize(self, width, height): |
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91 if width != None: |
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92 self.width = width |
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93 if height != None: |
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94 self.height = height |
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95 |
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96 def setQuorum(self, quorum): |
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97 self.quorum = quorum |
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98 |
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99 def setRegionsFile(self, fileName): |
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100 if fileName != None: |
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101 self._loadRegions(fileName) |
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102 |
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103 def _checkOptions(self): |
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104 if not self.parsers: |
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105 self.logAndRaise("ERROR: Missing input file names") |
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106 |
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107 def _logAndRaise(self, errorMsg): |
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108 self.log.error(errorMsg) |
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109 raise Exception(errorMsg) |
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110 |
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111 def _loadRegions(self, fileName): |
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112 self.regions = {} |
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113 parser = GffParser(fileName, self.verbosity) |
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114 for transcript in parser.getIterator(): |
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115 chromosome = transcript.getChromosome() |
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116 start = transcript.getStart() |
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117 end = transcript.getEnd() |
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118 name = transcript.getName() |
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119 if chromosome not in self.regions: |
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120 self.regions[chromosome] = {} |
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121 if start not in self.regions[chromosome]: |
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122 self.regions[chromosome][start] = {} |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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123 if end not in self.regions[chromosome][start]: |
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124 self.regions[chromosome][start][end] = [] |
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125 self.regions[chromosome][start][end].append(name) |
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126 |
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127 def _getRegions(self, transcript): |
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128 if self.regions == None: |
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129 return [DEFAULT_REGION] |
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130 chromosome = transcript.getChromosome() |
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131 start = transcript.getStart() |
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132 end = transcript.getEnd() |
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133 if chromosome not in self.regions: |
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134 return [] |
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135 names = [] |
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136 for loadedStart in sorted(self.regions[chromosome].keys()): |
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137 if loadedStart > end: |
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138 return names |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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139 for loadedEnd in reversed(sorted(self.regions[chromosome][loadedStart].keys())): |
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140 if loadedEnd < start: |
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141 break |
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142 names.extend(self.regions[chromosome][loadedStart][loadedEnd]) |
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143 return names |
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144 |
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145 def _parse(self, name): |
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146 progress = UnlimitedProgress(10000, "Reading file '%s'" % (name), self.verbosity) |
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147 for transcript in self.parsers[name].getIterator(): |
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148 if transcript.__class__.__name__ == "Mapping": |
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149 transcript = transcript.getTranscript() |
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150 regions = self._getRegions(transcript) |
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151 for region in regions: |
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152 if region not in self.distribution: |
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153 self.distribution[region] = {} |
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154 if name not in self.distribution[region]: |
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155 self.distribution[region][name] = {} |
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156 chromosome = transcript.getChromosome() |
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157 nbElements = float(transcript.getTagValue("nbElements")) if "nbElements" in transcript.getTagNames() else 1 |
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158 nbElements *= self.factors.get(name, 1) |
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159 if chromosome not in self.distribution[region][name]: |
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160 self.distribution[region][name][chromosome] = {} |
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161 previousBin = None |
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162 for exon in transcript.getExons(): |
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163 for pos in range(exon.getStart(), exon.getEnd()+1): |
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164 bin = pos / self.binSize |
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165 if bin != previousBin: |
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166 self.distribution[region][name][chromosome][bin] = self.distribution[region][name][chromosome].get(bin, 0) + nbElements |
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167 previousBin = bin |
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168 progress.inc() |
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169 progress.done() |
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170 |
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171 def _checkQuorum(self, region): |
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172 if self.quorum == None: |
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173 return True |
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174 return max([max([max(self.distribution[region][name][chromosome].values()) for chromosome in self.distribution[region][name]]) for name in self.distribution[region]]) >= self.quorum |
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175 |
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176 def _writeData(self, region): |
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177 self.tmpDatName = "tmpFile%d.dat" % (self.number) |
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178 handle = open(self.tmpDatName, "w") |
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179 handle.write("Chr\tPos\tCount\tSample\n") |
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180 for name in self.distribution[region]: |
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181 for chromosome in sorted(self.distribution[region][name].keys()): |
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182 for pos in sorted(self.distribution[region][name][chromosome].keys()): |
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183 handle.write("%s\t%d\t%d\t\"%s\"\n" % (chromosome, pos * self.binSize, self.distribution[region][name][chromosome].get(pos, 0), name)) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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184 handle.close() |
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185 |
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186 def _findMultiple(self, region): |
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187 if not self.multiple: |
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188 return 1 |
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189 maxPosition = max([self.distribution[region][name][chromosome].keys() for name in self.distribution[region] for chromosome in self.distribution[region][name]]) |
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190 if maxPosition > 2000000: |
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191 return 1000000 |
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192 elif maxPosition > 2000: |
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193 return 1000 |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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194 return 1 |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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195 |
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196 def _writeScript(self, region): |
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197 self.tmpRName = "tmpFile%d.R" % (self.number) |
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198 fileName = self.outputFileName if region == DEFAULT_REGION else "%s_%s.png" % (os.path.splitext(self.outputFileName)[0], region) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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199 colors = "scale_fill_brewer(palette=\"Set1\") + scale_color_brewer(palette=\"Set1\")" if self.colors == None else "scale_fill_manual(values = c(%s)) + scale_color_manual(values = c(%s))" % (", ".join(["\"%s\"" % (color) for color in self.colors]), ", ".join(["\"%s\"" % (color) for color in self.colors])) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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200 title = "" if region == DEFAULT_REGION else " of %s" % (region) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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201 facet = "Sample ~ Chr" if region == DEFAULT_REGION else "Sample ~ ." |
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202 handle = open(self.tmpRName, "w") |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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203 multiple = self._findMultiple(region) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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204 handle.write("library(ggplot2)\n") |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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205 handle.write("data <- read.table(\"%s\", header = T)\n" % (self.tmpDatName)) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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206 handle.write("data$Sample <- factor(data$Sample, levels=c(%s))\n" % (", ".join(["\"%s\"" % (name) for name in self.names]))) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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207 handle.write("png(\"%s\", width = %d, height = %d)\n" % (fileName, self.width, self.height)) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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208 handle.write("ggplot(data, aes(x = Pos/%d, y = Count, fill = Sample, color = Sample)) + opts(title = \"Distribution%s\") + geom_bar(stat = \"identity\") + facet_grid(%s, space=\"free\") + xlab(\"%s%s\") + ylab(\"%s\") + %s + opts(legend.position = \"none\", panel.grid.major = theme_blank(), panel.grid.minor = theme_blank(), panel.background = theme_blank())\n" % (multiple, title, facet, self.xLab, MULTIPLE_STR[multiple], self.yLab, colors)) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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209 handle.write("dev.off()\n") |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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210 |
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211 def _runR(self): |
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212 rCommand = "R" |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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213 if "SMARTRPATH" in os.environ: |
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214 rCommand = os.environ["SMARTRPATH"] |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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215 command = "\"%s\" CMD BATCH %s" % (rCommand, self.tmpRName) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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216 status = subprocess.call(command, shell=True) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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217 if status != 0: |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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218 raise Exception("Problem with the execution of script file %s, status is: %s" % (self.tmpRName, status)) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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219 |
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220 def _plot(self): |
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221 progress = Progress(len(self.distribution), "Plotting data", self.verbosity) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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222 for region in self.distribution: |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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223 if not self._checkQuorum(region): |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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224 self.log.info("Not displaying '%s' for it contains insufficient data." % (region)) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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225 else: |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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226 self._writeData(region) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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227 self._writeScript(region) |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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228 self._runR() |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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229 progress.inc() |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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230 progress.done() |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
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231 |
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Uploaded S-MART tool. A toolbox manages RNA-Seq and ChIP-Seq data.
yufei-luo
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232 def _cleanFiles(self): |
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233 for fileName in (self.tmpDatName, self.tmpRName): |
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234 if fileName != None and os.path.exists(fileName): |
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235 os.remove(fileName) |
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236 for otherFileName in glob.glob("%s*" % (fileName)): |
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237 os.remove(otherFileName) |
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238 |
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239 def run(self): |
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240 LoggerFactory.setLevel(self.log, self.verbosity) |
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241 self._checkOptions() |
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242 self.log.info("START Get Read Distribution") |
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243 for name in self.names: |
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244 self._parse(name) |
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245 self._plot() |
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246 self._cleanFiles() |
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247 self.log.info("END Get Read Distribution") |
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248 |
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249 |
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250 if __name__ == "__main__": |
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251 description = "Usage: GetReadDistribution.py [options]\n\nGet Read Distribution v1.0.1: Get the distribution of a set of reads. [Category: Personal]\n" |
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252 epilog = "" |
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253 parser = RepetOptionParser(description = description, epilog = epilog) |
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254 parser.add_option("-i", "--input", dest="inputFileNames", action="store", default=None, type="string", help="input files, separated by commas [compulsory] [format: string]") |
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255 parser.add_option("-f", "--format", dest="format", action="store", default=None, type="string", help="format of the input [compulsory] [format: transcript or sequence file format]") |
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256 parser.add_option("-n", "--names", dest="names", action="store", default=None, type="string", help="name of the input data, separated by commas [compulsory] [format: string]") |
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257 parser.add_option("-o", "--output", dest="outputFileName", action="store", default=None, type="string", help="output file [format: output file in PNG format]") |
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258 parser.add_option("-s", "--binSize", dest="binSize", action="store", default=10000, type="int", help="bin size [format: int] [default: 10000]") |
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259 parser.add_option("-l", "--xLabel", dest="xLab", action="store", default="", type="string", help="x-axis label name [format: string]") |
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260 parser.add_option("-L", "--yLabel", dest="yLab", action="store", default="# reads", type="string", help="y-axis label name [format: string] [default: Reads]") |
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261 parser.add_option("-c", "--colors", dest="colors", action="store", default=None, type="string", help="colors of the bars, separated by commas [format: string]") |
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262 parser.add_option("-a", "--factors", dest="factors", action="store", default=None, type="string", help="normalization factors, separated by commas [format: string]") |
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263 parser.add_option("-r", "--regions", dest="regionsFileName", action="store", default=None, type="string", help="regions to plot [format: transcript file in GFF format]") |
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264 parser.add_option("-m", "--multiple", dest="multiple", action="store_true", default=False, help="print position using multiples (k, G) [format: boolean] [default: False]") |
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265 parser.add_option("-q", "--quorum", dest="quorum", action="store", default=1, type="int", help="minimum number of intervals to plot a region [format: int] [default: 1]") |
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266 parser.add_option("-z", "--width", dest="width", action="store", default=800, type="int", help="width of the image [format: int] [default: 800]") |
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267 parser.add_option("-Z", "--height", dest="height", action="store", default=300, type="int", help="height of the image [format: int] [default: 300]") |
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268 parser.add_option("-v", "--verbosity", dest="verbosity", action="store", default=1, type="int", help="trace level [format: int]") |
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269 options = parser.parse_args()[0] |
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270 iGetReadDistribution = GetReadDistribution(options.verbosity) |
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271 iGetReadDistribution.setNames(options.names.split(",")) |
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272 iGetReadDistribution.setInputFiles(options.inputFileNames.split(","), options.format) |
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273 iGetReadDistribution.setOutputFileName(options.outputFileName) |
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274 iGetReadDistribution.setLabs(options.xLab, options.yLab) |
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275 iGetReadDistribution.setBinSize(options.binSize) |
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276 iGetReadDistribution.setColors(None if options.colors == None else options.colors.split(",")) |
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277 iGetReadDistribution.setFactors(None if options.factors == None else map(float, options.factors.split(","))) |
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278 iGetReadDistribution.setRegionsFile(options.regionsFileName) |
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279 iGetReadDistribution.setMultiple(options.multiple) |
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280 iGetReadDistribution.setQuorum(options.quorum) |
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281 iGetReadDistribution.setImageSize(options.width, options.height) |
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282 iGetReadDistribution.run() |
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283 |