annotate mirgene_graphs.py @ 15:37aaa551e5fd draft

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author glogobyte
date Wed, 13 Oct 2021 16:16:12 +0000
parents d58f050acd18
children 0cdc0c3c821e
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6
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1 import itertools
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2 import pandas as pd
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3 from math import pi
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4 import numpy as np
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5 import matplotlib.pyplot as plt
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6 import math
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7 import logomaker as lm
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8 from fpdf import FPDF, fpdf
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9 import glob
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10
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11 ###############################################################################################################################################################################
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12 def pie_non_temp(merge_con,merge_non_con,merge_tre,merge_non_tre,c_unmap,t_unmap,c_unmap_counts,t_unmap_counts,group_name1,group_name2):
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13
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14 c_samples=[[x[0],x[1],sum(int(i) for i in x[2:])] for x in merge_con]
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15 t_samples=[[x[0],x[1],sum(int(i) for i in x[2:])] for x in merge_tre]
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16 c_non_samples=[[x[0],x[1],sum(int(i) for i in x[2:])] for x in merge_non_con]
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17 t_non_samples=[[x[0],x[1],sum(int(i) for i in x[2:])] for x in merge_non_tre]
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18
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19 c_templ = 0
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20 c_tem_counts = 0
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21 c_mature = 0
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22 c_mat_counts = 0
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23 t_templ = 0
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24 t_tem_counts = 0
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25 t_mature = 0
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26 t_mat_counts = 0
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27
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28 c_non = len(c_non_samples)
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29 c_non_counts = sum(x[2] for x in c_non_samples)
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30 t_non = len(t_non_samples)
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31 t_non_counts = sum(x[2] for x in t_non_samples)
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32
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33 c_unmap = c_unmap - c_non
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34 t_unmap = c_unmap - t_non
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35
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36 c_unmap_counts=c_unmap_counts - c_non_counts
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37 t_unmap_counts=t_unmap_counts - t_non_counts
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38
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39
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40 for x in c_samples:
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41
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42 if "/" not in x[0]:
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43 if len(x[0].split("_"))==2:
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44 c_mature+=1
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45 c_mat_counts += x[2]
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46 else:
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47 c_templ+=1
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48 c_tem_counts += x[2]
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49 else:
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50 f=0
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51 for y in x[0].split("/"):
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52 if len(y.split("_"))==2:
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53 c_mature+=1
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54 c_mat_counts += x[2]
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55 f=1
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56 break
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57 if f==0:
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58 c_templ+=1
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59 c_tem_counts += x[2]
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60
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61 for x in t_samples:
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62
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63 if "/" not in x[0]:
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64 if len(x[0].split("_"))==2:
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65 t_mature+=1
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66 t_mat_counts += x[2]
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67 else:
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68 t_templ+=1
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69 t_tem_counts += x[2]
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70 else:
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71 f=0
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72 for y in x[0].split("/"):
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73 if len(y.split("_"))==2:
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74 t_mature+=1
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75 t_mat_counts += x[2]
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76 f=1
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77 break
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78 if f==0:
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79 t_templ+=1
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80 t_tem_counts += x[2]
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81
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82 fig = plt.figure(figsize=(7,5))
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83
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84 labels = 'miRNA RefSeq','Template', 'Unassigned' ,'Non-template'
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85 sizes = [c_mat_counts, c_tem_counts, c_unmap_counts,c_non_counts]
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86 colors = ['gold', 'yellowgreen', 'lightcoral', 'lightskyblue']
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87 # Plot
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88 ax1 = plt.subplot2grid((1,2),(0,0))
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89 patches, texts, autotexts=plt.pie(sizes, labels=labels, colors=colors, startangle=140,autopct='%1.1f%%',radius=0.8)
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90 [x.set_fontsize(8) for x in texts]
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91 plt.title(group_name1 + ' Group (reads)',fontsize=12)
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92
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93 labels = 'miRNA RefSeq','Template', 'Unassigned','non-template'
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94 sizes = [t_mat_counts, t_tem_counts, t_unmap_counts, t_non_counts]
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95 colors = ['gold', 'yellowgreen', 'lightcoral', 'lightskyblue']
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96 # Plot
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97 ax2 = plt.subplot2grid((1,2),(0,1))
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98 patches, texts, autotexts=plt.pie(sizes, labels=labels, colors=colors, startangle=140,autopct='%1.1f%%',radius=0.8)
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99 [x.set_fontsize(8) for x in texts]
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100 plt.title(group_name2 + ' Group (reads)', fontsize=12)
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101 plt.savefig('pie_non.png',dpi=300)
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102
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103 ####################################################################################################################################################################################################################
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104
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105 def pie_temp(merge_con,c_unmap,c_unmap_counts,merge_tre,t_unmap,t_unmap_counts,group_name1,group_name2):
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106
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107 c_samples=[[x[0],x[1],sum(int(i) for i in x[2:])] for x in merge_con]
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108 t_samples=[[x[0],x[1],sum(int(i) for i in x[2:])] for x in merge_tre]
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109
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110 c_templ = 0
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111 c_tem_counts = 0
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112 c_mature = 0
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113 c_mat_counts = 0
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114 t_templ = 0
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115 t_tem_counts = 0
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116 t_mature = 0
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117 t_mat_counts = 0
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118
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119 for x in c_samples:
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120
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121 if "/" not in x[0]:
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122 if len(x[0].split("_"))==2:
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123 c_mature+=1
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124 c_mat_counts += x[2]
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125 else:
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126 c_templ+=1
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127 c_tem_counts += x[2]
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128 else:
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129 f=0
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130 for y in x[0].split("/"):
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131 if len(y.split("_"))==2:
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132 c_mature+=1
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133 c_mat_counts += x[2]
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134 f=1
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135 break
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136 if f==0:
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137 c_templ+=1
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138 c_tem_counts += x[2]
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139
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140 for x in t_samples:
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141
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142 if "/" not in x[0]:
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143 if len(x[0].split("_"))==2:
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144 t_mature+=1
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145 t_mat_counts += x[2]
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146 else:
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147 t_templ+=1
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148 t_tem_counts += x[2]
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149 else:
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150 f=0
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151 for y in x[0].split("/"):
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152 if len(y.split("_"))==2:
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153 t_mature+=1
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154 t_mat_counts += x[2]
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155 f=1
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156 break
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157 if f==0:
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158 t_templ+=1
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159 t_tem_counts += x[2]
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160
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161
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162 fig = plt.figure()
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163 labels = 'miRNA RefSeq','Template', 'Unassigned'
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164 sizes = [c_mat_counts, c_tem_counts, c_unmap_counts]
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165 colors = ['gold', 'yellowgreen', 'lightskyblue']
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166 explode = (0.2, 0.05, 0.1)
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167 # Plot
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168 ax1 = plt.subplot2grid((1,2),(0,0))
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169 patches, texts, autotexts=plt.pie(sizes, labels=labels, colors=colors, startangle=140,autopct='%1.1f%%',radius=0.8)
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170 [x.set_fontsize(8) for x in texts]
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171 plt.title(group_name1 + ' group (reads)', fontsize=12)
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172 labels = 'miRNA RefSeq','Template', 'Unassigned'
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173 sizes = [t_mat_counts, t_tem_counts, t_unmap_counts]
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174 colors = ['gold', 'yellowgreen', 'lightskyblue']
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175 explode = (0.2, 0.05, 0.1)
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176 # Plot
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177 ax2 = plt.subplot2grid((1,2),(0,1))
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178 patches, texts, autotexts=plt.pie(sizes, labels=labels, colors=colors, startangle=140,autopct='%1.1f%%',radius=0.8)
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179 [x.set_fontsize(8) for x in texts]
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180 plt.title(group_name2 + ' group (reads)',fontsize = 12)
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181 plt.savefig('pie_tem.png',dpi=300)
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182
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183 ###################################################################################################################################################################################################################
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184
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185 def make_spider(merge_con,merge_tre,group_name1,group_name2):
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186
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187 c_samples=[[x[0],x[1],sum(int(i) for i in x[2:])] for x in merge_con]
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188 t_samples=[[x[0],x[1],sum(int(i) for i in x[2:])] for x in merge_tre]
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189
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190 c_5 = 0
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191 c_5_counts = 0
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192 c_3 = 0
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193 c_3_counts = 0
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194 c_both =0
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195 c_both_counts=0
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196 c_mature = 0
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197 c_mat_counts = 0
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198 c_exception=0
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199 c_exception_counts=0
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parents:
diff changeset
200
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parents:
diff changeset
201
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parents:
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202 t_5 = 0
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parents:
diff changeset
203 t_5_counts = 0
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parents:
diff changeset
204 t_3 = 0
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parents:
diff changeset
205 t_3_counts = 0
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parents:
diff changeset
206 t_both = 0
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parents:
diff changeset
207 t_both_counts = 0
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parents:
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208 t_mature = 0
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parents:
diff changeset
209 t_mat_counts = 0
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parents:
diff changeset
210 t_exception = 0
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parents:
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211 t_exception_counts=0
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parents:
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212
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213 for x in c_samples:
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parents:
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214
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parents:
diff changeset
215 if "/" not in x[0]:
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diff changeset
216 if len(x[0].split("_"))==2:
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217 c_mature+=1
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parents:
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218 c_mat_counts += x[2]
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parents:
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219 elif 0 == int(x[0].split("_")[3]):
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220 c_5+=1
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parents:
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221 c_5_counts += x[2]
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parents:
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222 elif 0 == int(x[0].split("_")[4]):
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parents:
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223 c_3+=1
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parents:
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224 c_3_counts += x[2]
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parents:
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225 else:
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226 c_both+=1
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parents:
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227 c_both_counts+=x[2]
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parents:
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228
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229 else:
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parents:
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230 f=0
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parents:
diff changeset
231 for y in x[0].split("/"):
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parents:
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232 if len(y.split("_"))==2:
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233 c_mature+=1
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parents:
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234 c_mat_counts += x[2]
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parents:
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235 f=1
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parents:
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236 break
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237 if f==0:
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238 part=x[0].split("/")[0].split("_")[-2]+"_"+x[0].split("/")[0].split("_")[-1]
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239 num=0
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240 for y in x[0].split("/"):
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241 if y.split("_")[-2]+"_"+y.split("_")[-1]==part:
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242 num+=1
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243 if num==len(x[0].split("/")):
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parents:
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244
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245 if 0 == int(x[0].split("/")[0].split("_")[3]):
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246 c_5+=1
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247 c_5_counts += x[2]
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248 elif 0 == int(x[0].split("/")[0].split("_")[4]):
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249 c_3+=1
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250 c_3_counts += x[2]
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251 else:
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252 c_both+=1
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253 c_both_counts+=x[2]
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254 else:
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255 c_exception+=1
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256 c_exception_counts += x[2]
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parents:
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257
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258
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259 for x in t_samples:
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260
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261 if "/" not in x[0]:
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262 if len(x[0].split("_"))==2:
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parents:
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263 t_mature+=1
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264 t_mat_counts += x[2]
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parents:
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265 elif 0 == int(x[0].split("_")[3]):
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266 t_5+=1
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267 t_5_counts += x[2]
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parents:
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268 elif 0 == int(x[0].split("_")[4]):
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parents:
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269 t_3+=1
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parents:
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270 t_3_counts += x[2]
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parents:
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271 else:
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272 t_both+=1
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273 t_both_counts+=x[2]
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parents:
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274
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275 else:
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276 f=0
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parents:
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277 for y in x[0].split("/"):
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278 if len(y.split("_"))==2:
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279 t_mature+=1
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280 t_mat_counts += x[2]
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parents:
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281 f=1
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282 break
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parents:
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283 if f==0:
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parents:
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284 part=x[0].split("/")[0].split("_")[-2]+"_"+x[0].split("/")[0].split("_")[-1]
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285 num=0
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parents:
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286 for y in x[0].split("/"):
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parents:
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287 if y.split("_")[-2]+"_"+y.split("_")[-1]==part:
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288 num+=1
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parents:
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289 if num==len(x[0].split("/")):
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parents:
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290
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parents:
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291 if 0 == int(x[0].split("/")[0].split("_")[3]):
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292 t_5+=1
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293 t_5_counts += x[2]
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294 elif 0 == int(x[0].split("/")[0].split("_")[4]):
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295 t_3+=1
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parents:
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296 t_3_counts += x[2]
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parents:
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297 else:
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298 t_both+=1
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parents:
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299 t_both_counts+=x[2]
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300 else:
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301 t_exception+=1
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302 t_exception_counts += x[2]
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parents:
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303
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304
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305 c_all = c_5+c_3+c_both+c_mature+c_exception
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306 c_all_counts = c_5_counts + c_3_counts + c_both_counts + c_mat_counts + c_exception_counts
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307
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308 t_all = t_5+t_3+t_both+t_mature + t_exception
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309 t_all_counts = t_5_counts + t_3_counts + t_both_counts + t_mat_counts + t_exception_counts
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310
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311 c_5 = round(c_5/c_all*100,2)
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312 c_3 = round(c_3/c_all*100,2)
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313 c_both = round(c_both/c_all*100,2)
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314 c_mature = round(c_mature/c_all*100,2)
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315 c_exception = round(c_exception/c_all*100,2)
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316
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317 c_5_counts = round(c_5_counts/c_all_counts*100,2)
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318 c_3_counts = round(c_3_counts/c_all_counts*100,2)
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319 c_both_counts = round(c_both_counts/c_all_counts*100,2)
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320 c_mat_counts = round(c_mat_counts/c_all_counts*100,2)
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321 c_exception_counts = round(c_exception_counts/c_all_counts*100,2)
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parents:
diff changeset
322
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323 t_5 = round(t_5/t_all*100,2)
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parents:
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324 t_3 = round(t_3/t_all*100,2)
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parents:
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325 t_both = round(t_both/t_all*100,2)
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parents:
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326 t_mature = round(t_mature/t_all*100,2)
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parents:
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327 t_exception = round(t_exception/t_all*100,2)
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328
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329 t_5_counts = round(t_5_counts/t_all_counts*100,2)
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parents:
diff changeset
330 t_3_counts = round(t_3_counts/t_all_counts*100,2)
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parents:
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331 t_both_counts = round(t_both_counts/t_all_counts*100,2)
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parents:
diff changeset
332 t_mat_counts = round(t_mat_counts/t_all_counts*100,2)
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parents:
diff changeset
333 t_exception_counts = round(t_exception_counts/t_all_counts*100,2)
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diff changeset
334
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335 radar_max = max(c_5, c_3, c_both,c_mature,c_exception,t_5,t_3,t_both,t_mature,t_exception)
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336 radar_max_counts = max(c_5_counts,c_3_counts,c_both_counts,c_mat_counts,c_exception_counts,t_5_counts,t_3_counts,t_both_counts,t_mat_counts,t_exception_counts)
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337
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338 df=pd.DataFrame({
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339 'group':[group_name1,group_name2],
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340 """5'3'-isomiRs""":[c_both,t_both],
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parents:
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341 """3'-isomiRs""":[c_3,t_3],
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parents:
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342 'RefSeq miRNA':[c_mature,t_mature],
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parents:
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343 """5'-isomiRs""":[c_5,t_5],
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344 'Others*':[c_exception,t_exception]})
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345
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parents:
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346 df1=pd.DataFrame({
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parents:
diff changeset
347 'group':[group_name1,group_name2],
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parents:
diff changeset
348 """5'-3'-isomiRs""":[c_both_counts,t_both_counts],
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parents:
diff changeset
349 """3'-isomiRs""":[c_3_counts,t_3_counts],
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parents:
diff changeset
350 'RefSeq miRNA':[c_mat_counts,t_mat_counts],
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parents:
diff changeset
351 """5'-isomiRs""":[c_5_counts,t_5_counts],
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parents:
diff changeset
352 'Others*':[c_exception_counts,t_exception_counts]})
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353
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354 spider_last(df,radar_max,1,group_name1,group_name2)
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355 spider_last(df1,radar_max_counts,2,group_name1,group_name2)
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356
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357
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parents:
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358 ##############################################################################################################################################################################################################
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parents:
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359
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parents:
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360 def spider_last(df,radar_max,flag,group_name1,group_name2):
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parents:
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361 # ------- PART 1: Create background
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parents:
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362 fig = plt.figure()
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parents:
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363 # number of variable
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parents:
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364 categories=list(df)[1:]
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parents:
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365 N = len(categories)
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366
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parents:
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367 # What will be the angle of each axis in the plot? (we divide the plot / number of variable)
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parents:
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368 angles = [n / float(N) * 2 * pi for n in range(N)]
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369 angles += angles[:1]
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370
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parents:
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371 # Initialise the spider plot
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parents:
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372 ax = plt.subplot(111, polar=True)
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373
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parents:
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374 # If you want the first axis to be on top:
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parents:
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375 ax.set_theta_offset(pi/2)
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parents:
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376 ax.set_theta_direction(-1)
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377
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parents:
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378 # Draw one axe per variable + add labels labels yet
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parents:
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379 plt.xticks(angles[:-1], categories, fontsize=11)
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380
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381 # Draw ylabels
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parents:
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382 radar_max=round(radar_max+radar_max*0.1)
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parents:
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383 mul=len(str(radar_max))-1
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parents:
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384 maxi=int(math.ceil(radar_max / pow(10,mul))) * pow(10,mul)
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385 sep = round(maxi/4)
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parents:
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386 plt.yticks([sep, 2*sep, 3*sep, 4*sep, 5*sep], [str(sep)+'%', str(2*sep)+'%', str(3*sep)+'%', str(4*sep)+'%', str(5*sep)+'%'], color="grey", size=10)
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parents:
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387 plt.ylim(0, maxi)
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parents:
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388
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parents:
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389 # ------- PART 2: Add plots
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parents:
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390
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parents:
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391 # Plot each individual = each line of the data
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parents:
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392 # I don't do a loop, because plotting more than 3 groups makes the chart unreadable
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parents:
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393
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parents:
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394 # Ind1
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parents:
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395 values=df.loc[0].drop('group').values.flatten().tolist()
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parents:
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396 values += values[:1]
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parents:
diff changeset
397 ax.plot(angles, values,'-o', linewidth=1, linestyle='solid', label=group_name1)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
398 ax.fill(angles, values, 'b', alpha=0.1)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
399
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
400 # Ind2
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
401 values=df.loc[1].drop('group').values.flatten().tolist()
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
402 values += values[:1]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
403 ax.plot(angles, values, '-o' ,linewidth=1, linestyle='solid', label=group_name2)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
404 ax.fill(angles, values, 'r', alpha=0.1)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
405
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
406 # Add legend
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
407 if flag==1:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
408 plt.legend(loc='upper right', bbox_to_anchor=(0.0, 0.1))
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
409 plt.savefig('spider_non_red.png',dpi=300)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
410 else:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
411 plt.legend(loc='upper right', bbox_to_anchor=(0.0, 0.1))
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
412 plt.savefig('spider_red.png',dpi=300)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
413
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
414 #############################################################################################################################################################################################################
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
415
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
416 def hist_red(samples,flag,group):
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
417
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
418 lengths=[]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
419 cat=[]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
420 total_reads=0
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
421 seq=[]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
422
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
423 if flag == "c":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
424 title = "Length Distribution of "+group+" group (Redudant reads)"
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
425 if flag == "t":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
426 title = "Length Distribution of "+group+" group (Redudant reads)"
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
427
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
428 for i in samples:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
429 for x in i:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
430 lengths.append(x[3])
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
431 if x[1]=="0":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
432 seq.append([x[3],x[0].split("-")[1],"Mapped"])
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
433 cat.append("Mapped")
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
434 if x[1] == "4":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
435 seq.append([x[3],x[0].split("-")[1],"Unassigned"])
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
436 cat.append("Unassigned")
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
437
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
438 uni_len=list(set(lengths))
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
439 uni_len=[x for x in uni_len if x<=35]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
440 low=min(lengths)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
441 up=max(lengths)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
442 seq.sort()
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
443 uni_seq=list(seq for seq,_ in itertools.groupby(seq))
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
444 dim=up-low
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
445
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
446 if dim>20:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
447 s=5
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
448 else:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
449 s=8
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
450
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
451 total_reads+=sum([int(x[1]) for x in uni_seq])
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
452
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
453 map_reads=[]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
454 unmap_reads=[]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
455 length=[]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
456 for y in uni_len:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
457 map_temp=0
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
458 unmap_temp=0
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
459 for x in uni_seq:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
460 if x[0]==y and x[2]=="Mapped":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
461 map_temp+=int(x[1])
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
462 if x[0]==y and x[2]=="Unassigned":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
463 unmap_temp+=int(x[1])
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
464 if y<=35:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
465 length.append(y)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
466 map_reads.append(round(map_temp/total_reads*100,2))
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
467 unmap_reads.append(round(unmap_temp/total_reads*100,2))
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
468
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
469 ylim=max([sum(x) for x in zip(unmap_reads, map_reads)])
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
470 ylim=ylim+ylim*20/100
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
471 fig, ax = plt.subplots()
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
472 width=0.8
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
473 ax.bar(length, unmap_reads, width, label='Unassigned')
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
474 h=ax.bar(length, map_reads, width, bottom=unmap_reads, label='Mapped')
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
475 plt.xticks(np.arange(length[0], length[-1]+1, 1))
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
476 plt.yticks(np.arange(0, ylim, 5))
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
477 plt.xlabel('Length (nt)',fontsize=14)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
478 plt.ylabel('Percentage',fontsize=14)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
479 plt.title(title,fontsize=14)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
480 ax.legend()
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
481 plt.ylim([0, ylim])
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
482 ax.grid(axis='y',linewidth=0.2)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
483
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
484 if flag=='c':
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
485 plt.savefig('c_hist_red.png',dpi=300)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
486
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
487 if flag=='t':
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
488 plt.savefig('t_hist_red.png',dpi=300)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
489
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
490 ##############################################################################################################################################################################################################################################
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
491
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
492 def logo_seq_red(merge, flag, group):
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
493
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
494 if flag=="c":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
495 titlos = group + " group (Redundant)"
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
496 file_logo = "c_logo.png"
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
497 file_bar = "c_bar.png"
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
498 if flag=="t":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
499 titlos = group + " group (Redundant)"
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
500 file_logo = "t_logo.png"
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
501 file_bar = "t_bar.png"
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
502
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
503 c_samples=[[x[0],x[1],sum(int(i) for i in x[2:])] for x in merge]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
504
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
505 A=[0]*3
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
506 C=[0]*3
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
507 G=[0]*3
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
508 T=[0]*3
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
509 total_reads=0
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
510
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
511 for y in c_samples:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
512 if "/" in y[0]:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
513 length=[]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
514 for x in y[0].split("/"):
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
515 length.append([len(x.split("_")[-1]),x.split("_")[-1],y[2]])
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
516
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
517 best=min(length)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
518 total_reads+=best[2]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
519 for i in range(3):
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
520 if i<len(best[1]):
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
521 if best[1][i] == "A":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
522 A[i]+=best[2]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
523 elif best[1][i] == "C":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
524 C[i]+=best[2]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
525 elif best[1][i] == "G":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
526 G[i]+=best[2]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
527 else:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
528 T[i]+=best[2]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
529 else:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
530 total_reads+=y[2]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
531 for i in range(3):
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
532 if i<len(y[0].split("_")[-1]):
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
533 if y[0].split("_")[-1][i] == "A":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
534 A[i]+=(y[2])
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
535 elif y[0].split("_")[-1][i] == "C":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
536 C[i]+=(y[2])
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
537 elif y[0].split("_")[-1][i] == "G":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
538 G[i]+=(y[2])
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
539 else:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
540 T[i]+=y[2]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
541
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
542 A[:] = [round(x*100,1) / total_reads for x in A]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
543 C[:] = [round(x*100,1) / total_reads for x in C]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
544 G[:] = [round(x*100,1) / total_reads for x in G]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
545 T[:] = [round(x*100,1) / total_reads for x in T]
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
546
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
547 data = {'A':A,'C':C,'G':G,'T':T}
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
548 df = pd.DataFrame(data, index=[1,2,3])
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
549
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
550 h=df.plot.bar(color=tuple(["g", "b","gold","r"]) )
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
551 h.grid(axis='y',linewidth=0.2)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
552 plt.xticks(rotation=0, ha="right")
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
553 plt.ylabel("Counts (%)",fontsize=18)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
554 plt.xlabel("Numbers of additional nucleotides",fontsize=18)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
555 plt.title(titlos,fontsize=20)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
556 plt.tight_layout()
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
557 plt.savefig(file_bar, dpi=300)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
558
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
559 crp_logo = lm.Logo(df, font_name = 'DejaVu Sans')
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
560
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
561 crp_logo.style_spines(visible=False)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
562 crp_logo.style_spines(spines=['left', 'bottom'], visible=True)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
563 crp_logo.style_xticks(rotation=0, fmt='%d', anchor=0)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
564 crp_logo.ax.set_title(titlos,fontsize=18)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
565 crp_logo.ax.set_ylabel("Counts (%)", fontsize=16,labelpad=5)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
566 crp_logo.ax.set_xlabel("Numbers of additional nucleotides",fontsize=16, labelpad=5)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
567 crp_logo.ax.xaxis.set_ticks_position('none')
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
568 crp_logo.ax.xaxis.set_tick_params(pad=-1)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
569 figure = plt.gcf()
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
570 figure.set_size_inches(6, 4)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
571 crp_logo.fig.savefig(file_logo,dpi=300)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
572
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
573 ##########################################################################################################################################################################################################
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
574
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
575 def pdf_before_DE(analysis,group_name1,group_name2):
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
576
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
577 # Image extensions
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
578 if analysis=="2":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
579 image_extensions = ("c_hist_red.png","t_hist_red.png","pie_non.png","spider_red.png","spider_non_red.png","c_logo.png","t_logo.png","c_bar.png","t_bar.png")
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
580 else:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
581 image_extensions = ("c_hist_red.png","t_hist_red.png","pie_tem.png","spider_red.png","spider_non_red.png")
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
582 # This list will hold the images file names
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
583 images = []
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
584
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
585 # Build the image list by merging the glob results (a list of files)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
586 # for each extension. We are taking images from current folder.
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
587 for extension in image_extensions:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
588 images.extend(glob.glob(extension))
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
589 #sys.exit(images)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
590 # Create instance of FPDF class
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
591 pdf = FPDF('P', 'in', 'A4')
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
592 # Add new page. Without this you cannot create the document.
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
593 pdf.add_page()
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
594 # Set font to Arial, 'B'old, 16 pts
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
595 pdf.set_font('Arial', 'B', 20.0)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
596
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
597 # Page header
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
598 pdf.cell(pdf.w-0.5, 0.5, 'IsomiR Profile Report',align='C')
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
599 pdf.ln(0.7)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
600 pdf.set_font('Arial','', 16.0)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
601 pdf.cell(pdf.w-0.5, 0.5, 'sRNA length distribution',align='C')
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
602
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
603 # Smaller font for image captions
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
604 pdf.set_font('Arial', '', 11.0)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
605
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
606 # Image caption
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
607 pdf.ln(0.5)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
608
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
609 yh=FPDF.get_y(pdf)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
610 pdf.image(images[0],x=0.3,w=4, h=3)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
611 pdf.image(images[1],x=4,y=yh, w=4, h=3)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
612 pdf.ln(0.3)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
613
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
614 # Image caption
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
615 pdf.cell(0.2)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
616 pdf.cell(3.0, 0.0, " Mapped and unmapped reads to custom precussor arm reference DB (5p and 3p arms) in "+group_name1)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
617 pdf.ln(0.2)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
618 pdf.cell(0.2)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
619 pdf.cell(3.0, 0.0, " (left) and "+group_name2+" (right) groups")
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
620
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
621
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
622 pdf.ln(0.5)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
623 h1=FPDF.get_y(pdf)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
624 pdf.image(images[2],x=1, w=6.5, h=5)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
625 h2=FPDF.get_y(pdf)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
626 FPDF.set_y(pdf,h1+0.2)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
627 pdf.set_font('Arial','', 16.0)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
628 pdf.cell(pdf.w-0.5, 0.5, 'Template and non-template isomiRs',align='C')
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
629 pdf.set_font('Arial', '', 11.0)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
630 FPDF.set_y(pdf,h2)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
631 FPDF.set_y(pdf,9.5)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
632 # Image caption
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
633 pdf.cell(0.2)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
634 if analysis=="2":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
635 pdf.cell(3.0, 0.0, " RefSeq miRNAs, templated isomiRs, non-templated isomiRs and unassigned sequences as percentage")
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
636 pdf.ln(0.2)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
637 pdf.cell(0.2)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
638 pdf.cell(3.0, 0.0, " of total sRNA reads in "+group_name1+" (left) and "+group_name2+" (right) groups")
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
639
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
640 else:
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
641 pdf.cell(3.0, 0.0, " RefSeq miRNAS, Templated isomiRs and unassigned sequences as percentage of total sRNA reads in")
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
642 pdf.ln(0.2)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
643 pdf.cell(0.2)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
644 pdf.cell(3.0, 0.0, " "+group_name1+" (left) and "+group_name2+" (right) groups")
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
645
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
646 pdf.add_page()
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
647 pdf.set_font('Arial', 'B', 18.0)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
648 pdf.cell(pdf.w-0.5, 0.5, "Templated isomiR subtypes",align='C')
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
649 pdf.ln(0.7)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
650 pdf.set_font('Arial', 'B', 14.0)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
651 pdf.cell(pdf.w-0.5, 0.5, "Templated isomiR profile (redundant reads)",align='C')
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
652 pdf.ln(0.5)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
653 pdf.image(images[3],x=1.5, w=5.5, h=4)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
654 pdf.ln(0.6)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
655 pdf.cell(pdf.w-0.5, 0.0, "Templated isomiR profile (non-redundant reads)",align='C')
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
656 pdf.set_font('Arial', '', 12.0)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
657 pdf.ln(0.2)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
658 pdf.image(images[4],x=1.5, w=5.5, h=4)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
659 pdf.ln(0.3)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
660 pdf.set_font('Arial', '', 11.0)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
661 pdf.cell(0.2)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
662 pdf.cell(3.0, 0.0, " * IsomiRs potentially generated from multiple loci")
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
663
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
664 if analysis=="2":
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
665 pdf.add_page('L')
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
666
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
667 pdf.set_font('Arial', 'B', 18.0)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
668 pdf.cell(pdf.w-0.5, 0.5, "Non-templated isomiRs",align='C')
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
669 pdf.ln(0.5)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
670 pdf.set_font('Arial', 'B', 14.0)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
671 pdf.cell(pdf.w-0.5, 0.5, "3'-end additions to RefSeq miRNAs and templated isomiRs",align='C')
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
672 pdf.ln(0.7)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
673
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
674 yh=FPDF.get_y(pdf)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
675 pdf.image(images[5],x=1.5,w=3.65, h=2.65)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
676 pdf.image(images[7],x=6.5,y=yh, w=3.65, h=2.65)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
677 pdf.ln(0.5)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
678 yh=FPDF.get_y(pdf)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
679 pdf.image(images[6],x=1.5,w=3.65, h=2.65)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
680 pdf.image(images[8],x=6.5,y=yh, w=3.65, h=2.65)
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
681
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
682 pdf.close()
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
683 pdf.output('report1.pdf','F')
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
684
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
685 #############################################################################################################################################################3
d58f050acd18 Uploaded
glogobyte
parents:
diff changeset
686