annotate smRtools.py @ 4:e77c0b28e9a2 draft

planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit 9717f0696460f03589bd181c0cc8ba7c56f2b28d
author drosofff
date Thu, 21 Dec 2017 08:43:12 -0500
parents 6218b518cd16
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Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
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1 #!/usr/bin/python
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2 # version 1 7-5-2012 unification of the SmRNAwindow class
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3
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4 import sys, subprocess
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5 from collections import defaultdict
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6 from numpy import mean, median, std
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7 ##Disable scipy import temporarily, as no working scipy on toolshed.
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8 ##from scipy import stats
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9
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10 def get_fasta (index="/home/galaxy/galaxy-dist/bowtie/5.37_Dmel/5.37_Dmel"):
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11 '''This function will return a dictionary containing fasta identifiers as keys and the
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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12 sequence as values. Index must be the path to a fasta file.'''
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13 p = subprocess.Popen(args=["bowtie-inspect","-a", "0", index], stdout=subprocess.PIPE, stderr=subprocess.STDOUT) # bowtie-inspect outputs sequences on single lines
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14 outputlines = p.stdout.readlines()
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15 p.wait()
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16 item_dic = {}
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17 for line in outputlines:
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18 if (line[0] == ">"):
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19 try:
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20 item_dic[current_item] = "".join(stringlist) # to dump the sequence of the previous item - try because of the keyerror of the first item
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21 except: pass
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22 current_item = line[1:].rstrip().split()[0] #take the first word before space because bowtie splits headers !
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23 item_dic[current_item] = ""
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24 stringlist=[]
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25 else:
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26 stringlist.append(line.rstrip() )
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27 item_dic[current_item] = "".join(stringlist) # for the last item
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28 return item_dic
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29
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30 def get_fasta_headers (index):
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31 p = subprocess.Popen(args=["bowtie-inspect","-n", index], stdout=subprocess.PIPE, stderr=subprocess.STDOUT) # bowtie-inspect outputs sequences on single lines
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32 outputlines = p.stdout.readlines()
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33 p.wait()
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34 item_dic = {}
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35 for line in outputlines:
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36 header = line.rstrip().split()[0] #take the first word before space because bowtie splits headers !
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37 item_dic[header] = 1
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38 return item_dic
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39
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40
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41 def get_file_sample (file, numberoflines):
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42 '''import random to use this function'''
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43 F=open(file)
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44 fullfile = F.read().splitlines()
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45 F.close()
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46 if len(fullfile) < numberoflines:
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47 return "sample size exceeds file size"
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48 return random.sample(fullfile, numberoflines)
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49
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50 def get_fasta_from_history (file):
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51 F = open (file, "r")
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52 item_dic = {}
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53 for line in F:
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54 if (line[0] == ">"):
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55 try:
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56 item_dic[current_item] = "".join(stringlist) # to dump the sequence of the previous item - try because of the keyerror of the first item
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57 except: pass
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58 current_item = line[1:-1].split()[0] #take the first word before space because bowtie splits headers !
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59 item_dic[current_item] = ""
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60 stringlist=[]
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61 else:
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62 stringlist.append(line[:-1])
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63 item_dic[current_item] = "".join(stringlist) # for the last item
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64 return item_dic
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65
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66 def antipara (sequence):
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67 antidict = {"A":"T", "T":"A", "G":"C", "C":"G", "N":"N"}
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68 revseq = sequence[::-1]
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69 return "".join([antidict[i] for i in revseq])
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70
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71 def RNAtranslate (sequence):
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72 return "".join([i if i in "AGCN" else "U" for i in sequence])
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73 def DNAtranslate (sequence):
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74 return "".join([i if i in "AGCN" else "T" for i in sequence])
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75
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76 def RNAfold (sequence_list):
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77 thestring= "\n".join(sequence_list)
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78 p = subprocess.Popen(args=["RNAfold","--noPS"], stdin= subprocess.PIPE, stdout=subprocess.PIPE, stderr=subprocess.STDOUT)
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79 output=p.communicate(thestring)[0]
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80 p.wait()
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81 output=output.split("\n")
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82 if not output[-1]: output = output[:-1] # nasty patch to remove last empty line
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83 buffer=[]
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84 for line in output:
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85 if line[0] in ["N","A","T","U","G","C"]:
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86 buffer.append(DNAtranslate(line))
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87 if line[0] in ["(",".",")"]:
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88 fields=line.split("(")
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89 energy= fields[-1]
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90 energy = energy[:-1] # remove the ) parenthesis
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91 energy=float(energy)
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92 buffer.append(str(energy))
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93 return dict(zip(buffer[::2], buffer[1::2]))
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94
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95 def extractsubinstance (start, end, instance):
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96 ''' Testing whether this can be an function external to the class to save memory'''
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97 subinstance = SmRNAwindow (instance.gene, instance.sequence[start-1:end], start)
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98 subinstance.gene = "%s %s %s" % (subinstance.gene, subinstance.windowoffset, subinstance.windowoffset + subinstance.size - 1)
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99 upcoordinate = [i for i in range(start,end+1) if instance.readDict.has_key(i) ]
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100 downcoordinate = [-i for i in range(start,end+1) if instance.readDict.has_key(-i) ]
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101 for i in upcoordinate:
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102 subinstance.readDict[i]=instance.readDict[i]
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103 for i in downcoordinate:
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104 subinstance.readDict[i]=instance.readDict[i]
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105 return subinstance
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106
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107 class HandleSmRNAwindows:
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108 def __init__(self, alignmentFile="~", alignmentFileFormat="tabular", genomeRefFile="~", genomeRefFormat="bowtieIndex", biosample="undetermined", size_inf=None, size_sup=1000, norm=1.0):
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109 self.biosample = biosample
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110 self.alignmentFile = alignmentFile
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111 self.alignmentFileFormat = alignmentFileFormat # can be "tabular" or "sam"
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112 self.genomeRefFile = genomeRefFile
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113 self.genomeRefFormat = genomeRefFormat # can be "bowtieIndex" or "fastaSource"
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114 self.alignedReads = 0
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115 self.instanceDict = {}
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116 self.size_inf=size_inf
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117 self.size_sup=size_sup
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118 self.norm=norm
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119 if genomeRefFormat == "bowtieIndex":
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120 self.itemDict = get_fasta (genomeRefFile)
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121 elif genomeRefFormat == "fastaSource":
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122 self.itemDict = get_fasta_from_history (genomeRefFile)
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123 for item in self.itemDict:
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124 self.instanceDict[item] = SmRNAwindow(item, sequence=self.itemDict[item], windowoffset=1, biosample=self.biosample, norm=self.norm) # create as many instances as there is items
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125 self.readfile()
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126
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127 def readfile (self) :
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128 if self.alignmentFileFormat == "tabular":
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129 F = open (self.alignmentFile, "r")
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130 for line in F:
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131 fields = line.split()
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132 polarity = fields[1]
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133 gene = fields[2]
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134 offset = int(fields[3])
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135 size = len (fields[4])
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136 if self.size_inf:
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137 if (size>=self.size_inf and size<= self.size_sup):
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138 self.instanceDict[gene].addread (polarity, offset+1, size) # to correct to 1-based coordinates of SmRNAwindow
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139 self.alignedReads += 1
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140 else:
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141 self.instanceDict[gene].addread (polarity, offset+1, size) # to correct to 1-based coordinates of SmRNAwindow
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142 self.alignedReads += 1
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143 F.close()
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144 return self.instanceDict
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145 elif self.alignmentFileFormat == "bam" or self.alignmentFileFormat == "sam":
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146 import pysam
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147 samfile = pysam.Samfile(self.alignmentFile)
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148 for read in samfile:
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149 if read.tid == -1:
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150 continue # filter out unaligned reads
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151 if read.is_reverse:
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152 polarity="-"
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153 else:
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154 polarity="+"
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155 gene = samfile.getrname(read.tid)
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156 offset = read.pos
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157 size = read.qlen
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158 if self.size_inf:
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159 if (size>=self.size_inf and size<= self.size_sup):
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160 self.instanceDict[gene].addread (polarity, offset+1, size) # to correct to 1-based coordinates of SmRNAwindow
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161 self.alignedReads += 1
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162 else:
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163 self.instanceDict[gene].addread (polarity, offset+1, size) # to correct to 1-based coordinates of SmRNAwindow
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164 self.alignedReads += 1
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165 return self.instanceDict
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166
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167 def size_histogram (self): # in HandleSmRNAwindows
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168 '''refactored on 7-9-2014 to debug size_histogram tool'''
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169 size_dict={}
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170 size_dict['F']= defaultdict (float)
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171 size_dict['R']= defaultdict (float)
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172 size_dict['both'] = defaultdict (float)
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173 for item in self.instanceDict:
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174 buffer_dict = self.instanceDict[item].size_histogram()
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175 for polarity in ["F", "R"]:
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176 for size in buffer_dict[polarity]:
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177 size_dict[polarity][size] += buffer_dict[polarity][size]
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178 for size in buffer_dict["both"]:
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179 size_dict["both"][size] += buffer_dict["F"][size] - buffer_dict["R"][size]
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180 return size_dict
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181
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182 def CountFeatures (self, GFF3="path/to/file"):
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183 featureDict = defaultdict(int)
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184 F = open (GFF3, "r")
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185 for line in F:
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186 if line[0] == "#": continue
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187 fields = line[:-1].split()
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188 chrom, feature, leftcoord, rightcoord, polarity = fields[0], fields[2], fields[3], fields[4], fields[6]
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189 featureDict[feature] += self.instanceDict[chrom].readcount(upstream_coord=int(leftcoord), downstream_coord=int(rightcoord), polarity="both", method="destructive")
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190 F.close()
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191 return featureDict
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192
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193 class SmRNAwindow:
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194
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195 def __init__(self, gene, sequence="ATGC", windowoffset=1, biosample="Undetermined", norm=1.0):
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196 self.biosample = biosample
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197 self.sequence = sequence
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198 self.gene = gene
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199 self.windowoffset = windowoffset
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200 self.size = len(sequence)
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201 self.readDict = defaultdict(list) # with a {+/-offset:[size1, size2, ...], ...}
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202 self.matchedreadsUp = 0
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203 self.matchedreadsDown = 0
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204 self.norm=norm
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205
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206 def addread (self, polarity, offset, size):
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207 '''ATTENTION ATTENTION ATTENTION'''
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208 ''' We removed the conversion from 0 to 1 based offset, as we do this now during readparsing.'''
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209 if polarity == "+":
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210 self.readDict[offset].append(size)
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211 self.matchedreadsUp += 1
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212 else:
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213 self.readDict[-(offset + size -1)].append(size)
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214 self.matchedreadsDown += 1
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215 return
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216
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217 def barycenter (self, upstream_coord=None, downstream_coord=None):
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218 '''refactored 24-12-2013 to save memory and introduce offset filtering see readcount method for further discussion on that
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219 In this version, attempt to replace the dictionary structure by a list of tupple to save memory too'''
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220 upstream_coord = upstream_coord or self.windowoffset
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221 downstream_coord = downstream_coord or self.windowoffset+self.size-1
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222 window_size = downstream_coord - upstream_coord +1
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223 def weigthAverage (TuppleList):
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224 weightSum = 0
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225 PonderWeightSum = 0
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226 for tuple in TuppleList:
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227 PonderWeightSum += tuple[0] * tuple[1]
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228 weightSum += tuple[1]
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229 if weightSum > 0:
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230 return PonderWeightSum / float(weightSum)
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231 else:
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232 return 0
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233 forwardTuppleList = [(k, len(self.readDict[k])) for k in self.readDict.keys() if (k > 0 and abs(k) >= upstream_coord and abs(k) <= downstream_coord)] # both forward and in the proper offset window
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234 reverseTuppleList = [(-k, len(self.readDict[k])) for k in self.readDict.keys() if (k < 0 and abs(k) >= upstream_coord and abs(k) <= downstream_coord)] # both reverse and in the proper offset window
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235 Fbarycenter = (weigthAverage (forwardTuppleList) - upstream_coord) / window_size
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236 Rbarycenter = (weigthAverage (reverseTuppleList) - upstream_coord) / window_size
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237 return Fbarycenter, Rbarycenter
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238
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239 def correlation_mapper (self, reference, window_size):
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240 '''to map correlation with a sliding window 26-2-2013'''
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241 from scipy import stats
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242
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243 if window_size > self.size:
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244 return []
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245 F=open(reference, "r")
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246 reference_forward = []
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247 reference_reverse = []
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248 for line in F:
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249 fields=line.split()
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250 reference_forward.append(int(float(fields[1])))
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251 reference_reverse.append(int(float(fields[2])))
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252 F.close()
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253 local_object_forward=[]
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254 local_object_reverse=[]
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255 ## Dict to list for the local object
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256 for i in range(1, self.size+1):
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257 local_object_forward.append(len(self.readDict[i]))
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258 local_object_reverse.append(len(self.readDict[-i]))
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259 ## start compiling results by slides
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260 results=[]
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261 for coordinate in range(self.size - window_size):
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262 local_forward=local_object_forward[coordinate:coordinate + window_size]
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263 local_reverse=local_object_reverse[coordinate:coordinate + window_size]
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264 if sum(local_forward) == 0 or sum(local_reverse) == 0:
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265 continue
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266 try:
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267 reference_to_local_cor_forward = stats.spearmanr(local_forward, reference_forward)
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268 reference_to_local_cor_reverse = stats.spearmanr(local_reverse, reference_reverse)
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269 if (reference_to_local_cor_forward[0] > 0.2 or reference_to_local_cor_reverse[0]>0.2):
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270 results.append([coordinate+1, reference_to_local_cor_forward[0], reference_to_local_cor_reverse[0]])
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271 except:
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272 pass
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273 return results
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274
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275 def readcount (self, size_inf=0, size_sup=1000, upstream_coord=None, downstream_coord=None, polarity="both", method="conservative"):
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276 '''refactored 24-12-2013 to save memory and introduce offset filtering
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277 take a look at the defaut parameters that cannot be defined relatively to the instance are they are defined before instanciation
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278 the trick is to pass None and then test
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279 polarity parameter can take "both", "forward" or "reverse" as value'''
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280 upstream_coord = upstream_coord or self.windowoffset
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281 downstream_coord = downstream_coord or self.windowoffset+self.size-1
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282 if upstream_coord == 1 and downstream_coord == self.windowoffset+self.size-1 and polarity == "both":
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283 return self.matchedreadsUp + self.matchedreadsDown
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284 if upstream_coord == 1 and downstream_coord == self.windowoffset+self.size-1 and polarity == "forward":
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285 return self.matchedreadsUp
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286 if upstream_coord == 1 and downstream_coord == self.windowoffset+self.size-1 and polarity == "reverse":
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287 return self.matchedreadsDown
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288 n=0
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289 if polarity == "both":
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290 for offset in xrange(upstream_coord, downstream_coord+1):
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291 if self.readDict.has_key(offset):
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292 for read in self.readDict[offset]:
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293 if (read>=size_inf and read<= size_sup):
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294 n += 1
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295 if method != "conservative":
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296 del self.readDict[offset] ## Carefull ! precludes re-use on the self.readDict dictionary !!!!!! TEST
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297 if self.readDict.has_key(-offset):
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298 for read in self.readDict[-offset]:
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299 if (read>=size_inf and read<= size_sup):
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300 n += 1
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301 if method != "conservative":
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302 del self.readDict[-offset]
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303 return n
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304 elif polarity == "forward":
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305 for offset in xrange(upstream_coord, downstream_coord+1):
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306 if self.readDict.has_key(offset):
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307 for read in self.readDict[offset]:
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308 if (read>=size_inf and read<= size_sup):
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309 n += 1
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310 return n
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311 elif polarity == "reverse":
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312 for offset in xrange(upstream_coord, downstream_coord+1):
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313 if self.readDict.has_key(-offset):
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314 for read in self.readDict[-offset]:
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315 if (read>=size_inf and read<= size_sup):
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316 n += 1
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317 return n
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318
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319 def readsizes (self):
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320 '''return a dictionary of number of reads by size (the keys)'''
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321 dicsize = {}
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322 for offset in self.readDict:
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323 for size in self.readDict[offset]:
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324 dicsize[size] = dicsize.get(size, 0) + 1
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325 for offset in range (min(dicsize.keys()), max(dicsize.keys())+1):
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326 dicsize[size] = dicsize.get(size, 0) # to fill offsets with null values
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327 return dicsize
1
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328
0
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329
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330 def size_histogram(self, minquery=None, maxquery=None): # in SmRNAwindow
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331 '''refactored on 7-9-2014 to debug size_histogram tool'''
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332 norm=self.norm
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333 size_dict={}
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334 size_dict['F']= defaultdict (float)
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335 size_dict['R']= defaultdict (float)
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336 size_dict['both']= defaultdict (float)
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337 for offset in self.readDict:
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338 for size in self.readDict[offset]:
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339 if offset < 0:
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340 size_dict['R'][size] = size_dict['R'][size] - 1*norm
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341 else:
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342 size_dict['F'][size] = size_dict['F'][size] + 1*norm
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343 ## patch to avoid missing graphs when parsed by R-lattice. 27-08-2014. Test and validate !
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344 if not (size_dict['F']) and (not size_dict['R']):
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345 size_dict['F'][21] = 0
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346 size_dict['R'][21] = 0
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347 ##
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348 allSizeKeys = list (set (size_dict['F'].keys() + size_dict['R'].keys() ) )
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349 for size in allSizeKeys:
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350 size_dict['both'][size] = size_dict['F'][size] - size_dict['R'][size]
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351 if minquery:
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352 for polarity in size_dict.keys():
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353 for size in xrange(minquery, maxquery+1):
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354 if not size in size_dict[polarity].keys():
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355 size_dict[polarity][size]=0
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356 return size_dict
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357
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358 def statsizes (self, upstream_coord=None, downstream_coord=None):
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359 ''' migration to memory saving by specifying possible subcoordinates
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360 see the readcount method for further discussion'''
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361 upstream_coord = upstream_coord or self.windowoffset
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362 downstream_coord = downstream_coord or self.windowoffset+self.size-1
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363 L = []
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364 for offset in self.readDict:
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365 if (abs(offset) < upstream_coord or abs(offset) > downstream_coord): continue
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366 for size in self.readDict[offset]:
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367 L.append(size)
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368 meansize = mean(L)
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369 stdv = std(L)
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370 mediansize = median(L)
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371 return meansize, mediansize, stdv
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372
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373 def foldEnergy (self, upstream_coord=None, downstream_coord=None):
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374 ''' migration to memory saving by specifying possible subcoordinates
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375 see the readcount method for further discussion'''
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376 upstream_coord = upstream_coord or self.windowoffset
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377 downstream_coord = downstream_coord or self.windowoffset+self.size-1
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378 Energy = RNAfold ([self.sequence[upstream_coord-1:downstream_coord] ])
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379 return float(Energy[self.sequence[upstream_coord-1:downstream_coord]])
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380
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381 def Ufreq (self, size_scope, upstream_coord=None, downstream_coord=None):
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382 ''' migration to memory saving by specifying possible subcoordinates
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383 see the readcount method for further discussion. size_scope must be an interable'''
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384 upstream_coord = upstream_coord or self.windowoffset
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385 downstream_coord = downstream_coord or self.windowoffset+self.size-1
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386 freqDic = {"A":0,"T":0,"G":0,"C":0, "N":0}
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387 convertDic = {"A":"T","T":"A","G":"C","C":"G","N":"N"}
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388 for offset in self.readDict:
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389 if (abs(offset) < upstream_coord or abs(offset) > downstream_coord): continue
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390 for size in self.readDict[offset]:
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391 if size in size_scope:
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392 startbase = self.sequence[abs(offset)-self.windowoffset]
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393 if offset < 0:
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394 startbase = convertDic[startbase]
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395 freqDic[startbase] += 1
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396 base_sum = float ( sum( freqDic.values()) )
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397 if base_sum == 0:
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398 return "."
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399 else:
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400 return freqDic["T"] / base_sum * 100
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401
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402 def Ufreq_stranded (self, size_scope, upstream_coord=None, downstream_coord=None):
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403 ''' migration to memory saving by specifying possible subcoordinates
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404 see the readcount method for further discussion. size_scope must be an interable
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405 This method is similar to the Ufreq method but take strandness into account'''
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406 upstream_coord = upstream_coord or self.windowoffset
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407 downstream_coord = downstream_coord or self.windowoffset+self.size-1
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408 freqDic = {"Afor":0,"Tfor":0,"Gfor":0,"Cfor":0, "Nfor":0,"Arev":0,"Trev":0,"Grev":0,"Crev":0, "Nrev":0}
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409 convertDic = {"A":"T","T":"A","G":"C","C":"G","N":"N"}
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410 for offset in self.readDict:
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411 if (abs(offset) < upstream_coord or abs(offset) > downstream_coord): continue
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412 for size in self.readDict[offset]:
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413 if size in size_scope:
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414 startbase = self.sequence[abs(offset)-self.windowoffset]
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415 if offset < 0:
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416 startbase = convertDic[startbase]
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417 freqDic[startbase+"rev"] += 1
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418 else:
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419 freqDic[startbase+"for"] += 1
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420 forward_sum = float ( freqDic["Afor"]+freqDic["Tfor"]+freqDic["Gfor"]+freqDic["Cfor"]+freqDic["Nfor"])
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421 reverse_sum = float ( freqDic["Arev"]+freqDic["Trev"]+freqDic["Grev"]+freqDic["Crev"]+freqDic["Nrev"])
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422 if forward_sum == 0 and reverse_sum == 0:
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423 return ". | ."
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424 elif reverse_sum == 0:
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425 return "%s | ." % (freqDic["Tfor"] / forward_sum * 100)
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426 elif forward_sum == 0:
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427 return ". | %s" % (freqDic["Trev"] / reverse_sum * 100)
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428 else:
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429 return "%s | %s" % (freqDic["Tfor"] / forward_sum * 100, freqDic["Trev"] / reverse_sum * 100)
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430
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431 def readplot (self):
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432 norm=self.norm
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433 readmap = {}
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434 for offset in self.readDict.keys():
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435 readmap[abs(offset)] = ( len(self.readDict.get(-abs(offset),[]))*norm , len(self.readDict.get(abs(offset),[]))*norm )
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436 mylist = []
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437 for offset in sorted(readmap):
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438 if readmap[offset][1] != 0:
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439 mylist.append("%s\t%s\t%s\t%s" % (self.gene, offset, readmap[offset][1], "F") )
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440 if readmap[offset][0] != 0:
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441 mylist.append("%s\t%s\t%s\t%s" % (self.gene, offset, -readmap[offset][0], "R") )
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442 ## patch to avoid missing graphs when parsed by R-lattice. 27-08-2014. Test and validate !
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443 if not mylist:
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444 mylist.append("%s\t%s\t%s\t%s" % (self.gene, 1, 0, "F") )
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diff changeset
445 ###
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446 return mylist
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447
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448 def readcoverage (self, upstream_coord=None, downstream_coord=None, windowName=None):
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449 '''Use by MirParser tool'''
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450 upstream_coord = upstream_coord or 1
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451 downstream_coord = downstream_coord or self.size
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452 windowName = windowName or "%s_%s_%s" % (self.gene, upstream_coord, downstream_coord)
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453 forORrev_coverage = dict ([(i,0) for i in xrange(1, downstream_coord-upstream_coord+1)])
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454 totalforward = self.readcount(upstream_coord=upstream_coord, downstream_coord=downstream_coord, polarity="forward")
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455 totalreverse = self.readcount(upstream_coord=upstream_coord, downstream_coord=downstream_coord, polarity="reverse")
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456 if totalforward > totalreverse:
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457 majorcoverage = "forward"
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458 for offset in self.readDict.keys():
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459 if (offset > 0) and ((offset-upstream_coord+1) in forORrev_coverage.keys() ):
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460 for read in self.readDict[offset]:
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461 for i in xrange(read):
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462 try:
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463 forORrev_coverage[offset-upstream_coord+1+i] += 1
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diff changeset
464 except KeyError:
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465 continue # a sense read may span over the downstream limit
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466 else:
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467 majorcoverage = "reverse"
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468 for offset in self.readDict.keys():
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469 if (offset < 0) and (-offset-upstream_coord+1 in forORrev_coverage.keys() ):
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470 for read in self.readDict[offset]:
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471 for i in xrange(read):
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472 try:
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473 forORrev_coverage[-offset-upstream_coord-i] += 1 ## positive coordinates in the instance, with + for forward coverage and - for reverse coverage
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474 except KeyError:
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475 continue # an antisense read may span over the upstream limit
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476 output_list = []
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477 maximum = max (forORrev_coverage.values()) or 1
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478 for n in sorted (forORrev_coverage):
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479 output_list.append("%s\t%s\t%s\t%s\t%s\t%s\t%s" % (self.biosample, windowName, n, float(n)/(downstream_coord-upstream_coord+1), forORrev_coverage[n], float(forORrev_coverage[n])/maximum, majorcoverage))
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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480 return "\n".join(output_list)
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481
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482
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483 def signature (self, minquery, maxquery, mintarget, maxtarget, scope, zscore="no", upstream_coord=None, downstream_coord=None):
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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484 ''' migration to memory saving by specifying possible subcoordinates
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485 see the readcount method for further discussion
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486 scope must be a python iterable; scope define the *relative* offset range to be computed'''
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487 upstream_coord = upstream_coord or self.windowoffset
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488 downstream_coord = downstream_coord or self.windowoffset+self.size-1
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489 query_range = range (minquery, maxquery+1)
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490 target_range = range (mintarget, maxtarget+1)
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491 Query_table = {}
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492 Target_table = {}
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493 frequency_table = dict ([(i, 0) for i in scope])
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494 for offset in self.readDict:
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495 if (abs(offset) < upstream_coord or abs(offset) > downstream_coord): continue
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496 for size in self.readDict[offset]:
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497 if size in query_range:
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498 Query_table[offset] = Query_table.get(offset, 0) + 1
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499 if size in target_range:
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500 Target_table[offset] = Target_table.get(offset, 0) + 1
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501 for offset in Query_table:
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502 for i in scope:
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503 frequency_table[i] += min(Query_table[offset], Target_table.get(-offset -i +1, 0))
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504 if minquery==mintarget and maxquery==maxtarget: ## added to incorporate the division by 2 in the method (26/11/2013), see signature_options.py and lattice_signature.py
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505 frequency_table = dict([(i,frequency_table[i]/2) for i in frequency_table])
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506 if zscore == "yes":
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507 z_mean = mean(frequency_table.values() )
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508 z_std = std(frequency_table.values() )
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509 if z_std == 0:
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510 frequency_table = dict([(i,0) for i in frequency_table] )
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511 else:
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512 frequency_table = dict([(i, (frequency_table[i]- z_mean)/z_std) for i in frequency_table] )
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513 return frequency_table
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514
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515 def hannon_signature (self, minquery, maxquery, mintarget, maxtarget, scope, upstream_coord=None, downstream_coord=None):
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516 ''' migration to memory saving by specifying possible subcoordinates see the readcount method for further discussion
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517 note that scope must be an iterable (a list or a tuple), which specifies the relative offsets that will be computed'''
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518 upstream_coord = upstream_coord or self.windowoffset
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519 downstream_coord = downstream_coord or self.windowoffset+self.size-1
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520 query_range = range (minquery, maxquery+1)
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diff changeset
521 target_range = range (mintarget, maxtarget+1)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
522 Query_table = {}
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
523 Target_table = {}
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
524 Total_Query_Numb = 0
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
525 general_frequency_table = dict ([(i,0) for i in scope])
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
526 ## filtering the appropriate reads for the study
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
527 for offset in self.readDict:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
528 if (abs(offset) < upstream_coord or abs(offset) > downstream_coord): continue
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
529 for size in self.readDict[offset]:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
530 if size in query_range:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
531 Query_table[offset] = Query_table.get(offset, 0) + 1
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
532 Total_Query_Numb += 1
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
533 if size in target_range:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
534 Target_table[offset] = Target_table.get(offset, 0) + 1
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
535 for offset in Query_table:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
536 frequency_table = dict ([(i,0) for i in scope])
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
537 number_of_targets = 0
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
538 for i in scope:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
539 frequency_table[i] += Query_table[offset] * Target_table.get(-offset -i +1, 0)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
540 number_of_targets += Target_table.get(-offset -i +1, 0)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
541 for i in scope:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
542 try:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
543 general_frequency_table[i] += (1. / number_of_targets / Total_Query_Numb) * frequency_table[i]
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
544 except ZeroDivisionError :
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
545 continue
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
546 return general_frequency_table
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
547
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
548 def phasing (self, size_range, scope):
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
549 ''' to calculate autocorelation like signal - scope must be an python iterable'''
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
550 read_table = {}
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
551 total_read_number = 0
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
552 general_frequency_table = dict ([(i, 0) for i in scope])
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
553 ## read input filtering
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
554 for offset in self.readDict:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
555 for size in self.readDict[offset]:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
556 if size in size_range:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
557 read_table[offset] = read_table.get(offset, 0) + 1
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
558 total_read_number += 1
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
559 ## per offset read phasing computing
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
560 for offset in read_table:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
561 frequency_table = dict ([(i, 0) for i in scope]) # local frequency table
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
562 number_of_targets = 0
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
563 for i in scope:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
564 if offset > 0:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
565 frequency_table[i] += read_table[offset] * read_table.get(offset + i, 0)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
566 number_of_targets += read_table.get(offset + i, 0)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
567 else:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
568 frequency_table[i] += read_table[offset] * read_table.get(offset - i, 0)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
569 number_of_targets += read_table.get(offset - i, 0)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
570 ## inclusion of local frequency table in the general frequency table (all offsets average)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
571 for i in scope:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
572 try:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
573 general_frequency_table[i] += (1. / number_of_targets / total_read_number) * frequency_table[i]
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
574 except ZeroDivisionError :
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
575 continue
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
576 return general_frequency_table
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
577
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
578
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
579
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
580 def z_signature (self, minquery, maxquery, mintarget, maxtarget, scope):
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
drosofff
parents:
diff changeset
581 '''Must do: from numpy import mean, std, to use this method; scope must be a python iterable and defines the relative offsets to compute'''
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
582 frequency_table = self.signature (minquery, maxquery, mintarget, maxtarget, scope)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
583 z_table = {}
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
584 frequency_list = [frequency_table[i] for i in sorted (frequency_table)]
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
585 if std(frequency_list):
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
586 meanlist = mean(frequency_list)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
587 stdlist = std(frequency_list)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
588 z_list = [(i-meanlist)/stdlist for i in frequency_list]
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
589 return dict (zip (sorted(frequency_table), z_list) )
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
590 else:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
591 return dict (zip (sorted(frequency_table), [0 for i in frequency_table]) )
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
592
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
593 def percent_signature (self, minquery, maxquery, mintarget, maxtarget, scope):
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
594 frequency_table = self.signature (minquery, maxquery, mintarget, maxtarget, scope)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
595 total = float(sum ([self.readsizes().get(i,0) for i in set(range(minquery,maxquery)+range(mintarget,maxtarget))]) )
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
596 if total == 0:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
597 return dict( [(i,0) for i in scope])
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
598 return dict( [(i, frequency_table[i]/total*100) for i in scope])
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
599
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
600 def pairer (self, overlap, minquery, maxquery, mintarget, maxtarget):
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
601 queryhash = defaultdict(list)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
602 targethash = defaultdict(list)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
603 query_range = range (int(minquery), int(maxquery)+1)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
604 target_range = range (int(mintarget), int(maxtarget)+1)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
605 paired_sequences = []
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
606 for offset in self.readDict: # selection of data
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
607 for size in self.readDict[offset]:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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parents:
diff changeset
608 if size in query_range:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
609 queryhash[offset].append(size)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
610 if size in target_range:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
611 targethash[offset].append(size)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
612 for offset in queryhash:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
613 if offset >= 0: matched_offset = -offset - overlap + 1
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
614 else: matched_offset = -offset - overlap + 1
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
615 if targethash[matched_offset]:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
616 paired = min ( len(queryhash[offset]), len(targethash[matched_offset]) )
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
617 if offset >= 0:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
618 for i in range (paired):
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
619 paired_sequences.append("+%s" % RNAtranslate ( self.sequence[offset:offset+queryhash[offset][i]]) )
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
620 paired_sequences.append("-%s" % RNAtranslate (antipara (self.sequence[-matched_offset-targethash[matched_offset][i]+1:-matched_offset+1]) ) )
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
621 if offset < 0:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
622 for i in range (paired):
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
623 paired_sequences.append("-%s" % RNAtranslate (antipara (self.sequence[-offset-queryhash[offset][i]+1:-offset+1]) ) )
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
624 paired_sequences.append("+%s" % RNAtranslate (self.sequence[matched_offset:matched_offset+targethash[matched_offset][i]] ) )
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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625 return paired_sequences
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
626
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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627 def pairable (self, overlap, minquery, maxquery, mintarget, maxtarget):
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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628 queryhash = defaultdict(list)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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629 targethash = defaultdict(list)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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630 query_range = range (int(minquery), int(maxquery)+1)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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631 target_range = range (int(mintarget), int(maxtarget)+1)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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632 paired_sequences = []
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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633
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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634 for offset in self.readDict: # selection of data
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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635 for size in self.readDict[offset]:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
636 if size in query_range:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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637 queryhash[offset].append(size)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
638 if size in target_range:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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639 targethash[offset].append(size)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
640
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
641 for offset in queryhash:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
642 matched_offset = -offset - overlap + 1
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
643 if targethash[matched_offset]:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
644 if offset >= 0:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
645 for i in queryhash[offset]:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
646 paired_sequences.append("+%s" % RNAtranslate (self.sequence[offset:offset+i]) )
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
647 for i in targethash[matched_offset]:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
648 paired_sequences.append( "-%s" % RNAtranslate (antipara (self.sequence[-matched_offset-i+1:-matched_offset+1]) ) )
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
649 if offset < 0:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
650 for i in queryhash[offset]:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
651 paired_sequences.append("-%s" % RNAtranslate (antipara (self.sequence[-offset-i+1:-offset+1]) ) )
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
652 for i in targethash[matched_offset]:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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653 paired_sequences.append("+%s" % RNAtranslate (self.sequence[matched_offset:matched_offset+i] ) )
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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654 return paired_sequences
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
655
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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656 def newpairable_bowtie (self, overlap, minquery, maxquery, mintarget, maxtarget):
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
657 ''' revision of pairable on 3-12-2012, with focus on the offset shift problem (bowtie is 1-based cooordinates whereas python strings are 0-based coordinates'''
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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658 queryhash = defaultdict(list)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
659 targethash = defaultdict(list)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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660 query_range = range (int(minquery), int(maxquery)+1)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
661 target_range = range (int(mintarget), int(maxtarget)+1)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
662 bowtie_output = []
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
663
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
664 for offset in self.readDict: # selection of data
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
665 for size in self.readDict[offset]:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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666 if size in query_range:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
667 queryhash[offset].append(size)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
668 if size in target_range:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
669 targethash[offset].append(size)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
670 counter = 0
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
671 for offset in queryhash:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
672 matched_offset = -offset - overlap + 1
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
673 if targethash[matched_offset]:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
674 if offset >= 0:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
675 for i in queryhash[offset]:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
676 counter += 1
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
677 bowtie_output.append("%s\t%s\t%s\t%s\t%s" % (counter, "+", self.gene, offset-1, self.sequence[offset-1:offset-1+i]) ) # attention a la base 1-0 de l'offset
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
678 if offset < 0:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
679 for i in queryhash[offset]:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
680 counter += 1
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
681 bowtie_output.append("%s\t%s\t%s\t%s\t%s" % (counter, "-", self.gene, -offset-i, self.sequence[-offset-i:-offset])) # attention a la base 1-0 de l'offset
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
682 return bowtie_output
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
683
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
684
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
685 def __main__(bowtie_index_path, bowtie_output_path):
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
686 sequenceDic = get_fasta (bowtie_index_path)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
687 objDic = {}
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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688 F = open (bowtie_output_path, "r") # F is the bowtie output taken as input
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
689 for line in F:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
690 fields = line.split()
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
691 polarity = fields[1]
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
692 gene = fields[2]
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
693 offset = int(fields[3])
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
694 size = len (fields[4])
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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diff changeset
695 try:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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696 objDic[gene].addread (polarity, offset, size)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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697 except KeyError:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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698 objDic[gene] = SmRNAwindow(gene, sequenceDic[gene])
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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699 objDic[gene].addread (polarity, offset, size)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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700 F.close()
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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701 for gene in objDic:
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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702 print gene, objDic[gene].pairer(19,19,23,19,23)
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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703
a2f293717ce3 planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/msp_sr_signature commit fe40dec87779c1fcfbd03330e653aa886f4a2cda
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704 if __name__ == "__main__" : __main__(sys.argv[1], sys.argv[2])