annotate hd.py @ 10:69aa17354a6e draft

planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f01678e9bfead9f9e1b54dd9ecf7141f057dd9de
author mheinzl
date Tue, 15 May 2018 11:27:27 -0400
parents c81bc96bea1c
children 7adc48c8a03d
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
rev   line source
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1 #!/usr/bin/env python
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
2
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
3 # Hamming distance analysis of SSCSs
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
4 #
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
5 # Author: Monika Heinzl, Johannes-Kepler University Linz (Austria)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
6 # Contact: monika.heinzl@edumail.at
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
7 #
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
8 # Takes at least one TABULAR file with tags before the alignment to the SSCS and optionally a second TABULAR file as input.
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
9 # The program produces a plot which shows a histogram of Hamming distances separated after family sizes,
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
10 # a family size distribution separated after Hamming distances for all (sample_size=0) or a given sample of SSCSs or SSCSs, which form a DCS.
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
11 # In additon, the tool produces HD and FSD plots for the difference between the HDs of both parts of the tags and for the chimeric reads
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
12 # and finally a CSV file with the data of the plots.
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
13 # It is also possible to perform the HD analysis with shortened tags with given sizes as input.
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
14 # The tool can run on a certain number of processors, which can be defined by the user.
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
15
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
16 # USAGE: python HDnew6_1Plot_FINAL.py --inputFile filename --inputName1 filename --inputFile2 filename2 --inputName2 filename2 --sample_size int/0 --sep "characterWhichSeparatesCSVFile" /
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
17 # --only_DCS True --FamilySize3 True --subset_tag True --nproc int --output_csv outptufile_name_csv --output_pdf outptufile_name_pdf
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
18
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
19 import numpy
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
20 import itertools
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
21 import operator
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
22 import matplotlib.pyplot as plt
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
23 import os.path
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
24 import cPickle as pickle
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
25 from multiprocessing.pool import Pool
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
26 from functools import partial
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
27 import argparse
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
28 import sys
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
29 import os
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
30 from matplotlib.backends.backend_pdf import PdfPages
1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
31 from collections import Counter
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
32
1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
33 def plotFSDwithHD2(familySizeList1,maximumXFS,minimumXFS, quant,
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
34 title_file1, subtitle, pdf, relative=False, diff = True):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
35 if diff is False:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
36 colors = ["#e6194b", "#3cb44b", "#ffe119", "#0082c8", "#f58231", "#911eb4"]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
37 labels = ["HD=1", "HD=2", "HD=3", "HD=4", "HD=5-8","HD>8"]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
38 else:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
39 colors = ["#93A6AB", "#403C14", "#731E41", "#BAB591", "#085B6F", "#E8AA35", "#726C66"]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
40 if relative is True:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
41 labels = ["d=0", "d=0.1", "d=0.2", "d=0.3", "d=0.4", "d=0.5-0.8", "d>0.8"]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
42 else:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
43 labels = ["d=0","d=1", "d=2", "d=3", "d=4", "d=5-8","d>8"]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
44
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
45 fig = plt.figure(figsize=(6, 7))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
46 ax = fig.add_subplot(111)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
47 plt.subplots_adjust(bottom=0.1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
48 p1 = numpy.bincount(numpy.concatenate((familySizeList1)))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
49 maximumY = numpy.amax(p1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
50
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
51 if len(range(minimumXFS, maximumXFS)) == 0:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
52 range1 = range(minimumXFS - 1, minimumXFS + 2)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
53 else:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
54 range1 = range(0, maximumXFS + 2)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
55 counts = plt.hist(familySizeList1, label=labels,
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
56 color=colors, stacked=True,
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
57 rwidth=0.8,alpha=1, align="left",
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
58 edgecolor="None",bins=range1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
59 plt.legend(loc='upper right', fontsize=14, frameon=True, bbox_to_anchor=(1.45, 1))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
60
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
61 #plt.title(title_file1, fontsize=12)
1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
62 plt.suptitle(subtitle, y=1, x=0.5, fontsize=14)
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
63 plt.xlabel("Family size", fontsize=14)
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
64 plt.ylabel("Absolute Frequency", fontsize=14)
1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
65
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
66 ticks = numpy.arange(0, maximumXFS + 1, 1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
67 ticks1 = map(str, ticks)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
68 if maximumXFS >= 20:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
69 ticks1[len(ticks1) - 1] = ">=20"
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
70 plt.xticks(numpy.array(ticks), ticks1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
71 [l.set_visible(False) for (i, l) in enumerate(ax.get_xticklabels()) if i % 5 != 0]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
72
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
73 plt.xlim((0, maximumXFS + 1))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
74 if len(numpy.concatenate(familySizeList1)) != 0:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
75 plt.ylim((0, max(numpy.bincount(numpy.concatenate(familySizeList1))) * 1.1))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
76
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
77 plt.ylim((0, maximumY * 1.2))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
78 legend = "\nmax. family size: \nabsolute frequency: \nrelative frequency: "
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
79 plt.text(0.15, -0.08, legend, size=12, transform=plt.gcf().transFigure)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
80
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
81 count = numpy.bincount(quant) # original counts
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
82 legend1 = "{}\n{}\n{:.5f}" \
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
83 .format(max(quant), count[len(count) - 1], float(count[len(count) - 1]) / sum(count))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
84 plt.text(0.5, -0.08, legend1, size=12, transform=plt.gcf().transFigure)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
85 legend3 = "singletons\n{:,}\n{:.5f}".format(int(counts[0][len(counts[0]) - 1][1]),
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
86 float(counts[0][len(counts[0]) - 1][1]) / sum(
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
87 counts[0][len(counts[0]) - 1]))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
88 plt.text(0.7, -0.08, legend3, transform=plt.gcf().transFigure, size=12)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
89 plt.grid(b=True, which='major', color='#424242', linestyle=':')
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
90
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
91 pdf.savefig(fig, bbox_inches="tight")
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
92 plt.close("all")
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
93
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
94 def plotHDwithFSD(list1,maximumX,minimumX, subtitle, lenTags, title_file1,pdf,
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
95 xlabel,relative=False):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
96 if relative is True:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
97 step = 0.1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
98 else:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
99 step = 1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
100
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
101 fig = plt.figure(figsize=(6, 8))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
102 plt.subplots_adjust(bottom=0.1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
103 con_list1 = numpy.concatenate(list1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
104 p1 = numpy.array([v for k, v in sorted(Counter(con_list1).iteritems())])
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
105 maximumY = numpy.amax(p1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
106
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
107 if relative is True: # relative difference
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
108 bin1 = numpy.arange(-1, maximumX + 0.2, 0.1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
109 else:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
110 bin1 = maximumX + 1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
111
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
112 counts = plt.hist(list1, bins=bin1, edgecolor='black', linewidth=1,
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
113 label=["FS=1", "FS=2", "FS=3", "FS=4", "FS=5-10",
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
114 "FS>10"], rwidth=0.8,
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
115 color=["#808080", "#FFFFCC", "#FFBF00", "#DF0101", "#0431B4", "#86B404"],
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
116 stacked=True, alpha=1,
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
117 align="left",
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
118 range=(0, maximumX + 1))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
119 plt.legend(loc='upper right', fontsize=14, frameon=True, bbox_to_anchor=(1.45, 1))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
120 bins = counts[1] # width of bins
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
121 counts = numpy.array(map(int, counts[0][5]))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
122 plt.suptitle(subtitle, y=1, x=0.5, fontsize=14)
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
123 # plt.title(title_file1, fontsize=12)
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
124 plt.xlabel(xlabel, fontsize=14)
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
125 plt.ylabel("Absolute Frequency", fontsize=14)
1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
126
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
127 plt.grid(b=True, which='major', color='#424242', linestyle=':')
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
128 plt.axis((minimumX - step, maximumX + step, 0, numpy.amax(counts) + sum(counts) * 0.1))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
129 plt.xticks(numpy.arange(0, maximumX + step, step))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
130
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
131 plt.ylim((0, maximumY * 1.2))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
132
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
133 bin_centers = -0.4 * numpy.diff(bins) + bins[:-1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
134 for x_label, label in zip(counts, bin_centers): # labels for values
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
135 if x_label == 0:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
136 continue
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
137 else:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
138 plt.annotate("{:,}\n{:.3f}".format(x_label, float(x_label) / sum(counts), 1),
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
139 xy=(label, x_label + len(con_list1) * 0.01),
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
140 xycoords="data", color="#000066",fontsize=10)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
141
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
142 legend = "sample size= {:,} against {:,}".format(sum(counts), lenTags)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
143 plt.text(0.14, -0.01, legend, size=12, transform=plt.gcf().transFigure)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
144
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
145 pdf.savefig(fig, bbox_inches="tight")
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
146 plt.close("all")
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
147 plt.clf()
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
148
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
149 def plotHDwithinSeq_Sum2(sum1, sum2,min_value, lenTags, title_file1, pdf):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
150 fig = plt.figure(figsize=(6, 8))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
151 plt.subplots_adjust(bottom=0.1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
152
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
153 ham = [sum1, sum2,numpy.array(min_value)] # new hd within tags
1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
154
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
155 maximumX = numpy.amax(numpy.concatenate(ham))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
156 minimumX = numpy.amin(numpy.concatenate(ham))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
157 maximumY = numpy.amax(numpy.concatenate(map(lambda (x): numpy.bincount(x), ham)))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
158
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
159 if len(range(minimumX, maximumX)) == 0:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
160 range1 = minimumX
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
161 else:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
162 range1 = range(minimumX, maximumX + 2)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
163
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
164 counts = plt.hist(ham, align="left", rwidth=0.8, stacked=False,
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
165 label=[ "HD a", "HD b","HD a+b"],
10
69aa17354a6e planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f01678e9bfead9f9e1b54dd9ecf7141f057dd9de
mheinzl
parents: 9
diff changeset
166 bins=range1, color=[ "#58ACFA", "#FA5858","#585858"], edgecolor='black', linewidth=1)
1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
167 plt.legend(loc='upper right', fontsize=14, frameon=True, bbox_to_anchor=(1.55, 1))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
168 plt.suptitle('Hamming distances within tags', fontsize=14)
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
169 #plt.title(title_file1, fontsize=12)
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
170 plt.xlabel("Hamming Distance", fontsize=14)
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
171 plt.ylabel("Absolute Frequency", fontsize=14)
1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
172 plt.grid(b=True, which='major', color='#424242', linestyle=':')
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
173
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
174
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
175 plt.axis((minimumX - 1, maximumX + 1, 0, maximumY * 1.1))
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
176 plt.xticks(numpy.arange(0, maximumX + 1, 1.0))
1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
177 plt.ylim((0, maximumY * 1.1))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
178
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
179 legend = "sample size= {:,} against {:,}".format(len(ham[0]), lenTags, lenTags)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
180 plt.text(0.14, -0.01, legend, size=12, transform=plt.gcf().transFigure)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
181 pdf.savefig(fig, bbox_inches="tight")
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
182 plt.close("all")
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
183 plt.clf()
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
184
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
185 def createTableFSD2(list1, diff=True):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
186 selfAB = numpy.concatenate(list1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
187 uniqueFS = numpy.unique(selfAB)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
188 nr = numpy.arange(0, len(uniqueFS), 1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
189 if diff is False:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
190 count = numpy.zeros((len(uniqueFS), 6))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
191 else:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
192 count = numpy.zeros((len(uniqueFS), 7))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
193
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
194 state = 1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
195 for i in list1:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
196 counts = list(Counter(i).items())
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
197 hd = [item[0] for item in counts]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
198 c = [item[1] for item in counts]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
199 table = numpy.column_stack((hd, c))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
200 if len(table) == 0:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
201 state = state + 1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
202 continue
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
203 else:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
204 if state == 1:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
205 for i, l in zip(uniqueFS, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
206 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
207 if j[0] == uniqueFS[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
208 count[l, 0] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
209 if state == 2:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
210 for i, l in zip(uniqueFS, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
211 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
212 if j[0] == uniqueFS[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
213 count[l, 1] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
214
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
215 if state == 3:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
216 for i, l in zip(uniqueFS, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
217 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
218 if j[0] == uniqueFS[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
219 count[l, 2] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
220
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
221 if state == 4:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
222 for i, l in zip(uniqueFS, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
223 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
224 if j[0] == uniqueFS[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
225 count[l, 3] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
226
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
227 if state == 5:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
228 for i, l in zip(uniqueFS, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
229 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
230 if j[0] == uniqueFS[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
231 count[l, 4] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
232
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
233 if state == 6:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
234 for i, l in zip(uniqueFS, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
235 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
236 if j[0] == uniqueFS[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
237 count[l, 5] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
238
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
239 if state == 7:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
240 for i, l in zip(uniqueFS, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
241 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
242 if j[0] == uniqueFS[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
243 count[l, 6] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
244 state = state + 1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
245
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
246 sumRow = count.sum(axis=1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
247 sumCol = count.sum(axis=0)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
248
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
249 uniqueFS = uniqueFS.astype(str)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
250 if uniqueFS[len(uniqueFS) - 1] == "20":
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
251 uniqueFS[len(uniqueFS) - 1] = ">20"
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
252
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
253 first = ["FS={}".format(i) for i in uniqueFS]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
254 final = numpy.column_stack((first, count, sumRow))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
255
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
256 return (final, sumCol)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
257
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
258 def createFileFSD2(summary, sumCol, overallSum, output_file, name,sep, rel=False, diff=True):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
259 output_file.write(name)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
260 output_file.write("\n")
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
261 if diff is False:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
262 output_file.write("{}HD=1{}HD=2{}HD=3{}HD=4{}HD=5-8{}HD>8{}sum{}\n".format(sep,sep,sep,sep,sep,sep,sep,sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
263 else:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
264 if rel is False:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
265 output_file.write("{}diff=0{}diff=1{}diff=2{}diff=3{}diff=4{}diff=5-8{}diff>8{}sum{}\n".format(sep,sep,sep,sep,sep,sep,sep,sep,sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
266 else:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
267 output_file.write("{}diff=0{}diff=0.1{}diff=0.2{}diff=0.3{}diff=0.4{}diff=0.5-0.8{}diff>0.8{}sum{}\n".format(sep,sep,sep,sep,sep,sep,sep,sep,sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
268
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
269 for item in summary:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
270 for nr in item:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
271 if "FS" not in nr and "diff" not in nr:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
272 nr = nr.astype(float)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
273 nr = nr.astype(int)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
274 output_file.write("{}{}".format(nr,sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
275 output_file.write("\n")
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
276 output_file.write("sum{}".format(sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
277 sumCol = map(int, sumCol)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
278 for el in sumCol:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
279 output_file.write("{}{}".format(el,sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
280 output_file.write("{}{}".format(overallSum.astype(int),sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
281 output_file.write("\n\n")
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
282
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
283 def createTableHD(list1, row_label):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
284 selfAB = numpy.concatenate(list1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
285 uniqueHD = numpy.unique(selfAB)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
286 nr = numpy.arange(0, len(uniqueHD), 1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
287 count = numpy.zeros((len(uniqueHD), 6))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
288 state = 1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
289 for i in list1:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
290 counts = list(Counter(i).items())
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
291 hd = [item[0] for item in counts]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
292 c = [item[1] for item in counts]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
293 table = numpy.column_stack((hd, c))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
294 if len(table) == 0:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
295 state = state + 1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
296 continue
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
297 else:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
298 if state == 1:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
299 for i, l in zip(uniqueHD, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
300 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
301 if j[0] == uniqueHD[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
302 count[l, 0] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
303 if state == 2:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
304 for i, l in zip(uniqueHD, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
305 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
306 if j[0] == uniqueHD[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
307 count[l, 1] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
308
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
309 if state == 3:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
310 for i, l in zip(uniqueHD, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
311 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
312 if j[0] == uniqueHD[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
313 count[l, 2] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
314
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
315 if state == 4:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
316 for i, l in zip(uniqueHD, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
317 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
318 if j[0] == uniqueHD[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
319 count[l, 3] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
320
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
321 if state == 5:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
322 for i, l in zip(uniqueHD, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
323 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
324 if j[0] == uniqueHD[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
325 count[l, 4] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
326
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
327 if state == 6:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
328 for i, l in zip(uniqueHD, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
329 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
330 if j[0] == uniqueHD[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
331 count[l, 5] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
332 state = state + 1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
333
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
334 sumRow = count.sum(axis=1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
335 sumCol = count.sum(axis=0)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
336 first = ["{}{}".format(row_label,i) for i in uniqueHD]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
337 final = numpy.column_stack((first, count, sumRow))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
338
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
339 return (final, sumCol)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
340
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
341 def createTableHDwithTags(list1):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
342 selfAB = numpy.concatenate(list1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
343 uniqueHD = numpy.unique(selfAB)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
344 nr = numpy.arange(0, len(uniqueHD), 1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
345 count = numpy.zeros((len(uniqueHD), 3))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
346
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
347 state = 1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
348 for i in list1:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
349 counts = list(Counter(i).items())
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
350 hd = [item[0] for item in counts]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
351 c = [item[1] for item in counts]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
352 table = numpy.column_stack((hd, c))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
353 if len(table) == 0:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
354 state = state + 1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
355 continue
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
356 else:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
357 if state == 1:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
358 for i, l in zip(uniqueHD, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
359 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
360 if j[0] == uniqueHD[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
361 count[l, 0] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
362 if state == 2:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
363 for i, l in zip(uniqueHD, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
364 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
365 if j[0] == uniqueHD[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
366 count[l, 1] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
367
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
368 if state == 3:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
369 for i, l in zip(uniqueHD, nr):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
370 for j in table:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
371 if j[0] == uniqueHD[l]:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
372 count[l, 2] = j[1]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
373 state = state + 1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
374
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
375 sumRow = count.sum(axis=1)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
376 sumCol = count.sum(axis=0)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
377 first = ["HD={}".format(i) for i in uniqueHD]
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
378 final = numpy.column_stack((first, count, sumRow))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
379
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
380 return (final, sumCol)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
381
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
382 def createFileHD(summary, sumCol, overallSum, output_file, name,sep):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
383 output_file.write(name)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
384 output_file.write("\n")
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
385 output_file.write("{}FS=1{}FS=2{}FS=3{}FS=4{}FS=5-10{}FS>10{}sum{}\n".format(sep,sep,sep,sep,sep,sep,sep,sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
386 for item in summary:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
387 for nr in item:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
388 if "HD" not in nr and "diff" not in nr:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
389 nr = nr.astype(float)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
390 nr = nr.astype(int)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
391 output_file.write("{}{}".format(nr,sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
392 output_file.write("\n")
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
393 output_file.write("sum{}".format(sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
394 sumCol = map(int, sumCol)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
395 for el in sumCol:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
396 output_file.write("{}{}".format(el,sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
397 output_file.write("{}{}".format(overallSum.astype(int),sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
398 output_file.write("\n\n")
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
399
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
400 def createFileHDwithinTag(summary, sumCol, overallSum, output_file, name,sep):
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
401 output_file.write(name)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
402 output_file.write("\n")
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
403 output_file.write("{}HD a+b;HD a{}HD b{}sum{}\n".format(sep,sep,sep,sep))
1
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
404 for item in summary:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
405 for nr in item:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
406 if "HD" not in nr:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
407 nr = nr.astype(float)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
408 nr = nr.astype(int)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
409 output_file.write("{}{}".format(nr,sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
410 output_file.write("\n")
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
411 output_file.write("sum{}".format(sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
412 sumCol = map(int, sumCol)
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
413 for el in sumCol:
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
414 output_file.write("{}{}".format(el,sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
415 output_file.write("{}{}".format(overallSum.astype(int),sep))
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
416 output_file.write("\n\n")
7414792e1cb8 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 90ee23e393deb06fa5c15e3778fa23c39a25f7ce
mheinzl
parents: 0
diff changeset
417
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
418 def hamming(array1, array2):
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
419 res = 99 * numpy.ones(len(array1))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
420 i = 0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
421 array2 = numpy.unique(array2) # remove duplicate sequences to decrease running time
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
422 for a in array1:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
423 dist = numpy.array([sum(itertools.imap(operator.ne, a, b)) for b in array2]) # fastest
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
424 res[i] = numpy.amin(dist[dist > 0]) # pick min distance greater than zero
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
425 #print(i)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
426 i += 1
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
427 return res
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
428
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
429 def hamming_difference(array1, array2, mate_b):
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
430 array2 = numpy.unique(array2) # remove duplicate sequences to decrease running time
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
431 array1_half = numpy.array([i[0:(len(i)) / 2] for i in array1]) # mate1 part1
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
432 array1_half2 = numpy.array([i[len(i) / 2:len(i)] for i in array1]) # mate1 part 2
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
433
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
434 array2_half = numpy.array([i[0:(len(i)) / 2] for i in array2]) # mate2 part1
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
435 array2_half2 = numpy.array([i[len(i) / 2:len(i)] for i in array2]) # mate2 part2
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
436
8
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
437 #diff11 = 999 * numpy.ones(len(array2))
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
438 #relativeDiffList = 999 * numpy.ones(len(array2))
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
439 #ham1 = 999 * numpy.ones(len(array2))
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
440 #ham2 = 999 * numpy.ones(len(array2))
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
441 #min_valueList = 999 * numpy.ones(len(array2))
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
442 #min_tagsList = 999 * numpy.ones(len(array2))
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
443 #diff11_zeros = 999 * numpy.ones(len(array2))
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
444 #min_tagsList_zeros = 999 * numpy.ones(len(array2))
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
445
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
446
8
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
447 diff11 = []
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
448 relativeDiffList = []
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
449 ham1 = []
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
450 ham2 = []
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
451 min_valueList = []
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
452 min_tagsList = []
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
453 diff11_zeros = []
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
454 min_tagsList_zeros = []
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
455 i = 0 # counter, only used to see how many HDs of tags were already calculated
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
456 if mate_b is False: # HD calculation for all a's
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
457 half1_mate1 = array1_half
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
458 half2_mate1 = array1_half2
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
459 half1_mate2 = array2_half
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
460 half2_mate2 = array2_half2
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
461 elif mate_b is True: # HD calculation for all b's
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
462 half1_mate1 = array1_half2
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
463 half2_mate1 = array1_half
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
464 half1_mate2 = array2_half2
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
465 half2_mate2 = array2_half
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
466
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
467 for a, b, tag in zip(half1_mate1, half2_mate1, array1):
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
468 ## exclude identical tag from array2, to prevent comparison to itself
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
469 sameTag = numpy.where(array2 == tag)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
470 indexArray2 = numpy.arange(0, len(array2), 1)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
471 index_withoutSame = numpy.delete(indexArray2, sameTag) # delete identical tag from the data
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
472
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
473 # all tags without identical tag
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
474 array2_half_withoutSame = half1_mate2[index_withoutSame]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
475 array2_half2_withoutSame = half2_mate2[index_withoutSame]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
476 #array2_withoutSame = array2[index_withoutSame] # whole tag (=not splitted into 2 halfs)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
477
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
478 dist = numpy.array([sum(itertools.imap(operator.ne, a, c)) for c in
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
479 array2_half_withoutSame]) # calculate HD of "a" in the tag to all "a's" or "b" in the tag to all "b's"
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
480 min_index = numpy.where(dist == dist.min()) # get index of min HD
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
481 min_value = dist[min_index] # get minimum HDs
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
482 min_tag_half2 = array2_half2_withoutSame[min_index] # get all "b's" of the tag or all "a's" of the tag with minimum HD
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
483 #min_tag = array2_withoutSame[min_index] # get whole tag with min HD
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
484
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
485 dist2 = numpy.array([sum(itertools.imap(operator.ne, b, e)) for e in
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
486 min_tag_half2]) # calculate HD of "b" to all "b's" or "a" to all "a's"
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
487 for d_1, d_2 in zip(min_value, dist2):
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
488 if mate_b is True: # half2, corrects the variable of the HD from both halfs if it is a or b
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
489 d = d_2
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
490 d2 = d_1
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
491 else: # half1, corrects the variable of the HD from both halfs if it is a or b
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
492 d = d_1
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
493 d2 = d_2
8
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
494 min_valueList.append(d + d2)
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
495 min_tagsList.append(tag)
9
c81bc96bea1c planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 772695137fbccb155da4cdd1e0492333b94d0b06
mheinzl
parents: 8
diff changeset
496 ham1.append(d)
c81bc96bea1c planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 772695137fbccb155da4cdd1e0492333b94d0b06
mheinzl
parents: 8
diff changeset
497 ham2.append(d2)
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
498 difference1 = abs(d - d2)
8
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
499 diff11.append(difference1)
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
500 rel_difference = round(float(difference1) / (d + d2), 1)
8
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
501 relativeDiffList.append(rel_difference)
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
502
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
503 #### tags which have identical parts:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
504 if d == 0 or d2 == 0:
8
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
505 min_tagsList_zeros.append(tag)
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
506 difference1_zeros = abs(d - d2)
8
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
507 diff11_zeros.append(difference1_zeros)
e2596a4e1c56 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 24e245e913368abc55281d3bf22b2e1b8d60d26a
mheinzl
parents: 7
diff changeset
508 i += 1
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
509
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
510 #print(i)
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
511 diff11 = [st for st in diff11 if st != 999]
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
512 ham1 = [st for st in ham1 if st != 999]
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
513 ham2 = [st for st in ham2 if st != 999]
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
514 min_valueList = [st for st in min_valueList if st != 999]
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
515 min_tagsList = [st for st in min_tagsList if st != 999]
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
516 relativeDiffList = [st for st in relativeDiffList if st != 999]
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
517 diff11_zeros = [st for st in diff11_zeros if st != 999]
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
518 min_tagsList_zeros = [st for st in min_tagsList_zeros if st != 999]
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
519
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
520 return ([diff11, ham1, ham2, min_valueList, min_tagsList, relativeDiffList, diff11_zeros, min_tagsList_zeros])
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
521
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
522 def readFileReferenceFree(file):
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
523 with open(file, 'r') as dest_f:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
524 data_array = numpy.genfromtxt(dest_f, skip_header=0, delimiter='\t', comments='#', dtype='string')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
525 integers = numpy.array(data_array[:, 0]).astype(int)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
526 return(integers, data_array)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
527
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
528 def hammingDistanceWithFS(quant, ham):
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
529 quant = numpy.asarray(quant)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
530 maximum = max(ham)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
531 minimum = min(ham)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
532 ham = numpy.asarray(ham)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
533
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
534 singletons = numpy.where(quant == 1)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
535 data = ham[singletons]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
536
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
537 hd2 = numpy.where(quant == 2)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
538 data2 = ham[hd2]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
539
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
540 hd3 = numpy.where(quant == 3)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
541 data3 = ham[hd3]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
542
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
543 hd4 = numpy.where(quant == 4)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
544 data4 = ham[hd4]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
545
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
546 hd5 = numpy.where((quant >= 5) & (quant <= 10))[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
547 data5 = ham[hd5]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
548
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
549 hd6 = numpy.where(quant > 10)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
550 data6 = ham[hd6]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
551
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
552 list1 = [data, data2, data3, data4, data5, data6]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
553 return(list1, maximum, minimum)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
554
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
555 def familySizeDistributionWithHD(fs, ham, diff=False, rel = True):
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
556 hammingDistances = numpy.unique(ham)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
557 fs = numpy.asarray(fs)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
558
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
559 ham = numpy.asarray(ham)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
560 bigFamilies2 = numpy.where(fs > 19)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
561 if len(bigFamilies2) != 0:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
562 fs[bigFamilies2] = 20
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
563 maximum = max(fs)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
564 minimum = min(fs)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
565 if diff is True:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
566 hd0 = numpy.where(ham == 0)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
567 data0 = fs[hd0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
568
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
569 if rel is True:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
570 hd1 = numpy.where(ham == 0.1)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
571 else:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
572 hd1 = numpy.where(ham == 1)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
573 data = fs[hd1]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
574
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
575 if rel is True:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
576 hd2 = numpy.where(ham == 0.2)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
577 else:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
578 hd2 = numpy.where(ham == 2)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
579 data2 = fs[hd2]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
580
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
581 if rel is True:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
582 hd3 = numpy.where(ham == 0.3)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
583 else:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
584 hd3 = numpy.where(ham == 3)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
585 data3 = fs[hd3]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
586
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
587 if rel is True:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
588 hd4 = numpy.where(ham == 0.4)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
589 else:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
590 hd4 = numpy.where(ham == 4)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
591 data4 = fs[hd4]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
592
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
593 if rel is True:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
594 hd5 = numpy.where((ham >= 0.5) & (ham <= 0.8))[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
595 else:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
596 hd5 = numpy.where((ham >= 5) & (ham <= 8))[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
597 data5 = fs[hd5]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
598
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
599 if rel is True:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
600 hd6 = numpy.where(ham > 0.8)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
601 else:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
602 hd6 = numpy.where(ham > 8)[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
603 data6 = fs[hd6]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
604
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
605 if diff is True:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
606 list1 = [data0,data, data2, data3, data4, data5, data6]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
607 else:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
608 list1 = [data, data2, data3, data4, data5, data6]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
609
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
610 return(list1, hammingDistances, maximum, minimum)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
611
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
612 def make_argparser():
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
613 parser = argparse.ArgumentParser(description='Hamming distance analysis of duplex sequencing data')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
614 parser.add_argument('--inputFile',
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
615 help='Tabular File with three columns: ab or ba, tag and family size.')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
616 parser.add_argument('--inputName1')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
617 parser.add_argument('--inputFile2',default=None,
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
618 help='Tabular File with three columns: ab or ba, tag and family size.')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
619 parser.add_argument('--inputName2')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
620 parser.add_argument('--sample_size', default=1000,type=int,
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
621 help='Sample size of Hamming distance analysis.')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
622 parser.add_argument('--sep', default=",",
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
623 help='Separator in the csv file.')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
624 parser.add_argument('--subset_tag', default=0,type=int,
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
625 help='The tag is shortened to the given number.')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
626 parser.add_argument('--nproc', default=4,type=int,
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
627 help='The tool runs with the given number of processors.')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
628 parser.add_argument('--only_DCS', action="store_false", # default=False, type=bool,
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
629 help='Only tags of the DCSs are included in the HD analysis')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
630
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
631 parser.add_argument('--minFS', default=1, type=int,
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
632 help='Only tags, which have a family size greater or equal than specified, are included in the HD analysis')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
633 parser.add_argument('--maxFS', default=0, type=int,
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
634 help='Only tags, which have a family size smaller or equal than specified, are included in the HD analysis')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
635
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
636 parser.add_argument('--output_csv', default="data.csv", type=str,
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
637 help='Name of the csv file.')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
638 parser.add_argument('--output_pdf', default="data.pdf", type=str,
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
639 help='Name of the pdf file.')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
640 parser.add_argument('--output_pdf2', default="data2.pdf", type=str,
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
641 help='Name of the pdf file.')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
642 parser.add_argument('--output_csv2', default="data2.csv", type=str,
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
643 help='Name of the csv file.')
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
644
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
645 return parser
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
646
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
647 def Hamming_Distance_Analysis(argv):
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
648 parser = make_argparser()
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
649 args = parser.parse_args(argv[1:])
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
650
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
651 file1 = args.inputFile
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
652 name1 = args.inputName1
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
653
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
654 file2 = args.inputFile2
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
655 name2 = args.inputName2
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
656
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
657 index_size = args.sample_size
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
658 title_savedFile_pdf = args.output_pdf
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
659 title_savedFile_pdf2 = args.output_pdf2
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
660
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
661 title_savedFile_csv = args.output_csv
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
662 title_savedFile_csv2 = args.output_csv2
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
663
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
664 sep = args.sep
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
665 onlyDuplicates = args.only_DCS
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
666 minFS = args.minFS
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
667 maxFS = args.maxFS
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
668
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
669 subset = args.subset_tag
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
670 nproc = args.nproc
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
671
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
672 ### input checks
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
673 if index_size < 0:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
674 print("index_size is a negative integer.")
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
675 exit(2)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
676
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
677 if nproc <= 0:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
678 print("nproc is smaller or equal zero")
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
679 exit(3)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
680
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
681 if type(sep) is not str or len(sep)>1:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
682 print("sep must be a single character.")
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
683 exit(4)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
684
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
685 if subset < 0:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
686 print("subset_tag is smaller or equal zero.")
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
687 exit(5)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
688
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
689 ### PLOT ###
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
690 plt.rcParams['axes.facecolor'] = "E0E0E0" # grey background color
10
69aa17354a6e planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f01678e9bfead9f9e1b54dd9ecf7141f057dd9de
mheinzl
parents: 9
diff changeset
691 plt.rcParams['xtick.labelsize'] = 14
69aa17354a6e planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f01678e9bfead9f9e1b54dd9ecf7141f057dd9de
mheinzl
parents: 9
diff changeset
692 plt.rcParams['ytick.labelsize'] = 14
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
693 plt.rcParams['patch.edgecolor'] = "#000000"
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
694 plt.rc('figure', figsize=(11.69, 8.27)) # A4 format
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
695
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
696 if file2 != str(None):
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
697 files = [file1, file2]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
698 name1 = name1.split(".tabular")[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
699 name2 = name2.split(".tabular")[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
700 names = [name1, name2]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
701 pdf_files = [title_savedFile_pdf, title_savedFile_pdf2]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
702 csv_files = [title_savedFile_csv, title_savedFile_csv2]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
703 else:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
704 files = [file1]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
705 name1 = name1.split(".tabular")[0]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
706 names = [name1]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
707 pdf_files = [title_savedFile_pdf]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
708 csv_files = [title_savedFile_csv]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
709
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
710 for f, name_file, pdf_f, csv_f in zip(files, names, pdf_files, csv_files):
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
711 with open(csv_f, "w") as output_file, PdfPages(pdf_f) as pdf:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
712 print("dataset: ", name_file)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
713 integers, data_array = readFileReferenceFree(f)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
714 data_array = numpy.array(data_array)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
715 int_f = numpy.array(data_array[:, 0]).astype(int)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
716 data_array = data_array[numpy.where(int_f >= minFS)]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
717 integers = integers[integers >= minFS]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
718
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
719 # select family size for tags
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
720 if maxFS > 0:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
721 int_f2 = numpy.array(data_array[:, 0]).astype(int)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
722 data_array = data_array[numpy.where(int_f2 <= maxFS)]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
723 integers = integers[integers <= maxFS]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
724
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
725 print("min FS", min(integers))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
726 print("max FS", max(integers))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
727
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
728 tags = data_array[:, 2]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
729 seq = data_array[:, 1]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
730
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
731 if onlyDuplicates is True:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
732 # find all unique tags and get the indices for ALL tags, but only once
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
733 u, index_unique, c = numpy.unique(numpy.array(seq), return_counts=True, return_index=True)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
734 d = u[c > 1]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
735
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
736 # get family sizes, tag for duplicates
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
737 duplTags_double = integers[numpy.in1d(seq, d)]
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
738 duplTags = duplTags_double[0::2] # ab of DCS
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
739 duplTagsBA = duplTags_double[1::2] # ba of DCS
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
740
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
741 duplTags_tag = tags[numpy.in1d(seq, d)][0::2] # ab
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
742 duplTags_seq = seq[numpy.in1d(seq, d)][0::2] # ab - tags
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
743
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
744 data_array = numpy.column_stack((duplTags, duplTags_seq))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
745 data_array = numpy.column_stack((data_array, duplTags_tag))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
746 integers = numpy.array(data_array[:, 0]).astype(int)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
747 print("DCS in whole dataset", len(data_array))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
748
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
749 ## HD analysis for a subset of the tag
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
750 if subset > 0:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
751 tag1 = numpy.array([i[0:(len(i)) / 2] for i in data_array[:, 1]])
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
752 tag2 = numpy.array([i[len(i) / 2:len(i)] for i in data_array[:, 1]])
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
753
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
754 flanking_region_float = float((len(tag1[0]) - subset)) / 2
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
755 flanking_region = int(flanking_region_float)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
756 if flanking_region_float % 2 == 0:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
757 tag1_shorten = numpy.array([i[flanking_region:len(i) - flanking_region] for i in tag1])
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
758 tag2_shorten = numpy.array([i[flanking_region:len(i) - flanking_region] for i in tag2])
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
759 else:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
760 flanking_region_rounded = int(round(flanking_region, 1))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
761 flanking_region_rounded_end = len(tag1[0]) - subset - flanking_region_rounded
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
762 tag1_shorten = numpy.array(
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
763 [i[flanking_region:len(i) - flanking_region_rounded_end] for i in tag1])
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
764 tag2_shorten = numpy.array(
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
765 [i[flanking_region:len(i) - flanking_region_rounded_end] for i in tag2])
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
766
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
767 data_array_tag = numpy.array([i + j for i, j in zip(tag1_shorten, tag2_shorten)])
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
768 data_array = numpy.column_stack((data_array[:, 0], data_array_tag, data_array[:, 2]))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
769
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
770 print("length of tag= ", len(data_array[0, 1]))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
771 # select sample: if no size given --> all vs. all comparison
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
772 if index_size == 0:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
773 result = numpy.arange(0, len(data_array), 1)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
774 else:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
775 result = numpy.random.choice(len(integers), size=index_size,
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
776 replace=False) # array of random sequences of size=index.size
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
777
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
778 # with open("index_result1_{}.pkl".format(app_f), "wb") as o:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
779 # pickle.dump(result, o, pickle.HIGHEST_PROTOCOL)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
780
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
781 # comparison random tags to whole dataset
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
782 result1 = data_array[result, 1] # random tags
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
783 result2 = data_array[:, 1] # all tags
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
784 print("size of the whole dataset= ", len(result2))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
785 print("sample size= ", len(result1))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
786
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
787 # HD analysis of whole tag
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
788 proc_pool = Pool(nproc)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
789 chunks_sample = numpy.array_split(result1, nproc)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
790 ham = proc_pool.map(partial(hamming, array2=result2), chunks_sample)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
791 proc_pool.close()
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
792 proc_pool.join()
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
793 ham = numpy.concatenate(ham).astype(int)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
794 # with open("HD_whole dataset_{}.txt".format(app_f), "w") as output_file1:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
795 # for h, tag in zip(ham, result1):
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
796 # output_file1.write("{}\t{}\n".format(tag, h))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
797
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
798 # HD analysis for chimeric reads
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
799 proc_pool_b = Pool(nproc)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
800 diff_list_a = proc_pool_b.map(partial(hamming_difference, array2=result2, mate_b=False), chunks_sample)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
801 diff_list_b = proc_pool_b.map(partial(hamming_difference, array2=result2, mate_b=True), chunks_sample)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
802 proc_pool_b.close()
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
803 proc_pool_b.join()
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
804 diff = numpy.concatenate((numpy.concatenate([item[0] for item in diff_list_a]),
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
805 numpy.concatenate([item_b[0] for item_b in diff_list_b]))).astype(int)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
806 HDhalf1 = numpy.concatenate((numpy.concatenate([item[1] for item in diff_list_a]),
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
807 numpy.concatenate([item_b[1] for item_b in diff_list_b]))).astype(int)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
808 HDhalf2 = numpy.concatenate((numpy.concatenate([item[2] for item in diff_list_a]),
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
809 numpy.concatenate([item_b[2] for item_b in diff_list_b]))).astype(int)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
810 minHDs = numpy.concatenate((numpy.concatenate([item[3] for item in diff_list_a]),
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
811 numpy.concatenate([item_b[3] for item_b in diff_list_b]))).astype(int)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
812 minHD_tags = numpy.concatenate((numpy.concatenate([item[4] for item in diff_list_a]),
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
813 numpy.concatenate([item_b[4] for item_b in diff_list_b])))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
814 rel_Diff = numpy.concatenate((numpy.concatenate([item[5] for item in diff_list_a]),
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
815 numpy.concatenate([item_b[5] for item_b in diff_list_b])))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
816 diff_zeros = numpy.concatenate((numpy.concatenate([item[6] for item in diff_list_a]),
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
817 numpy.concatenate([item_b[6] for item_b in diff_list_b]))).astype(int)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
818 minHD_tags_zeros = numpy.concatenate((numpy.concatenate([item[7] for item in diff_list_a]),
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
819 numpy.concatenate([item_b[7] for item_b in diff_list_b])))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
820
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
821 # with open("HD_within tag_{}.txt".format(app_f), "w") as output_file2:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
822 # for d, s1, s2, hd, rel_d, tag in zip(diff, HDhalf1, HDhalf2, minHDs, rel_Diff, minHD_tags):
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
823 # output_file2.write(
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
824 # "{}\t{}\t{}\t{}\t{}\t{}\n".format(tag, hd, s1, s2, d, rel_d))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
825
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
826 lenTags = len(data_array)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
827
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
828 quant = numpy.array(data_array[result, 0]).astype(int) # family size for sample of tags
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
829 seq = numpy.array(data_array[result, 1]) # tags of sample
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
830 ham = numpy.asarray(ham) # HD for sample of tags
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
831
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
832 if onlyDuplicates is True: # ab and ba strands of DCSs
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
833 quant = numpy.concatenate((quant, duplTagsBA[result]))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
834 seq = numpy.tile(seq, 2)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
835 ham = numpy.tile(ham, 2)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
836
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
837 # prepare data for different kinds of plots
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
838 # distribution of FSs separated after HD
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
839 familySizeList1, hammingDistances, maximumXFS, minimumXFS = familySizeDistributionWithHD(quant, ham,rel=False)
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
840 list1, maximumX, minimumX = hammingDistanceWithFS(quant, ham) # histogram of HDs separated after FS
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
841
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
842 ## get FS for all tags with min HD of analysis of chimeric reads
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
843 # there are more tags than sample size in the plot, because one tag can have multiple minimas
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
844 seqDic = dict(zip(seq, quant))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
845 lst_minHD_tags = []
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
846 for i in minHD_tags:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
847 lst_minHD_tags.append(seqDic.get(i))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
848
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
849 # histogram with absolute and relative difference between HDs of both parts of the tag
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
850 listDifference1, maximumXDifference, minimumXDifference = hammingDistanceWithFS(lst_minHD_tags, diff)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
851 listRelDifference1, maximumXRelDifference, minimumXRelDifference = hammingDistanceWithFS(lst_minHD_tags,
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
852 rel_Diff)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
853
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
854 # family size distribution separated after the difference between HDs of both parts of the tag
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
855 familySizeList1_diff, hammingDistances_diff, maximumXFS_diff, minimumXFS_diff = familySizeDistributionWithHD(
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
856 lst_minHD_tags, diff, diff=True, rel=False)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
857 familySizeList1_reldiff, hammingDistances_reldiff, maximumXFS_reldiff, minimumXFS_reldiff = familySizeDistributionWithHD(
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
858 lst_minHD_tags, rel_Diff, diff=True, rel=True)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
859
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
860 # chimeric read analysis: tags which have HD=0 in one of the halfs
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
861 if len(minHD_tags_zeros) != 0:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
862 lst_minHD_tags_zeros = []
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
863 for i in minHD_tags_zeros:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
864 lst_minHD_tags_zeros.append(seqDic.get(i)) # get family size for tags of chimeric reads
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
865
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
866 # histogram with HD of non-identical half
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
867 listDifference1_zeros, maximumXDifference_zeros, minimumXDifference_zeros = hammingDistanceWithFS(
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
868 lst_minHD_tags_zeros, diff_zeros)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
869 # family size distribution of non-identical half
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
870 familySizeList1_diff_zeros, hammingDistances_diff_zeros, maximumXFS_diff_zeros, minimumXFS_diff_zeros = familySizeDistributionWithHD(
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
871 lst_minHD_tags_zeros, diff_zeros, diff=False, rel=False)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
872
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
873 ########################## Plot HD within tags ########################################################
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
874 ######################################################################################################################
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
875 plotHDwithinSeq_Sum2(HDhalf1, HDhalf2, minHDs, pdf=pdf, lenTags=lenTags, title_file1=name_file)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
876
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
877 #####################################################################################################################
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
878 ################## plot Hamming Distance with Family size distribution ##############################
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
879 #####################################################################################################################
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
880 plotHDwithFSD(list1=list1, maximumX=maximumX, minimumX=minimumX, pdf=pdf,
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
881 subtitle="Hamming distance separated by family size", title_file1=name_file,
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
882 lenTags=lenTags,xlabel="Hamming distance")
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
883
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
884 ########################## Plot FSD with separation after HD ###############################################
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
885 ########################################################################################################################
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
886 plotFSDwithHD2(familySizeList1, maximumXFS, minimumXFS,
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
887 quant=quant, subtitle="Family size distribution separated by Hamming distance",
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
888 pdf=pdf,relative=False, title_file1=name_file, diff=False)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
889
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
890 ########################## Plot difference between HD's separated after FSD ##########################################
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
891 ########################################################################################################################
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
892 plotHDwithFSD(listDifference1, maximumXDifference, minimumXDifference, pdf=pdf,
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
893 subtitle="Delta Hamming distance within tags",
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
894 title_file1=name_file, lenTags=lenTags,
10
69aa17354a6e planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f01678e9bfead9f9e1b54dd9ecf7141f057dd9de
mheinzl
parents: 9
diff changeset
895 xlabel="absolute delta Hamming distance", relative=False)
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
896
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
897 plotHDwithFSD(listRelDifference1, maximumXRelDifference, minimumXRelDifference, pdf=pdf,
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
898 subtitle="Relative delta Hamming distances within tags",
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
899 title_file1=name_file, lenTags=lenTags,
10
69aa17354a6e planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f01678e9bfead9f9e1b54dd9ecf7141f057dd9de
mheinzl
parents: 9
diff changeset
900 xlabel="relative delta Hamming distance", relative=True)
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
901
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
902 #################### Plot FSD separated after difference between HD's #####################################
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
903 ########################################################################################################################
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
904 plotFSDwithHD2(familySizeList1_diff, maximumXFS_diff, minimumXFS_diff,
10
69aa17354a6e planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f01678e9bfead9f9e1b54dd9ecf7141f057dd9de
mheinzl
parents: 9
diff changeset
905 subtitle="Family size distribution separated by delta Hamming distances within the tags",
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
906 pdf=pdf,relative=False, diff=True, title_file1=name_file, quant=quant)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
907
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
908 plotFSDwithHD2(familySizeList1_reldiff, maximumXFS_reldiff, minimumXFS_reldiff, quant=quant, pdf=pdf,
10
69aa17354a6e planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f01678e9bfead9f9e1b54dd9ecf7141f057dd9de
mheinzl
parents: 9
diff changeset
909 subtitle="Family size distribution separated by delta Hamming distances within the tags",
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
910 relative=True, diff=True, title_file1=name_file)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
911
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
912
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
913 # plots for chimeric reads
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
914 if len(minHD_tags_zeros) != 0:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
915 ## HD
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
916 plotHDwithFSD(listDifference1_zeros, maximumXDifference_zeros, minimumXDifference_zeros, pdf=pdf,
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
917 subtitle="Hamming distance of the non-identical half of chimeras",
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
918 title_file1=name_file, lenTags=lenTags,xlabel="Hamming distance", relative=False)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
919
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
920 ## FSD
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
921 plotFSDwithHD2(familySizeList1_diff_zeros, maximumXFS_diff_zeros, minimumXFS_diff_zeros,
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
922 quant=quant, pdf=pdf,
10
69aa17354a6e planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f01678e9bfead9f9e1b54dd9ecf7141f057dd9de
mheinzl
parents: 9
diff changeset
923 subtitle="Family size distribution separated by Hamming distance of the non-identical half of chimeras",
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
924 relative=False, diff=False, title_file1=name_file)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
925
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
926 ### print all data to a CSV file
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
927 #### HD ####
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
928 summary, sumCol = createTableHD(list1, "HD=")
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
929 overallSum = sum(sumCol) # sum of columns in table
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
930
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
931 #### FSD ####
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
932 summary5, sumCol5 = createTableFSD2(familySizeList1, diff=False)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
933 overallSum5 = sum(sumCol5)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
934
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
935 ### HD of both parts of the tag ####
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
936 summary9, sumCol9 = createTableHDwithTags([numpy.array(minHDs), HDhalf1, HDhalf2])
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
937 overallSum9 = sum(sumCol9)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
938
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
939 ## HD
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
940 # absolute difference
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
941 summary11, sumCol11 = createTableHD(listDifference1, "diff=")
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
942 overallSum11 = sum(sumCol11)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
943 # relative difference and all tags
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
944 summary13, sumCol13 = createTableHD(listRelDifference1, "diff=")
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
945 overallSum13 = sum(sumCol13)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
946
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
947 ## FSD
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
948 # absolute difference
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
949 summary19, sumCol19 = createTableFSD2(familySizeList1_diff)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
950 overallSum19 = sum(sumCol19)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
951 # relative difference
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
952 summary21, sumCol21 = createTableFSD2(familySizeList1_reldiff)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
953 overallSum21 = sum(sumCol21)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
954
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
955 # chimeric reads
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
956 if len(minHD_tags_zeros) != 0:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
957 # absolute difference and tags where at least one half has HD=0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
958 summary15, sumCol15 = createTableHD(listDifference1_zeros, "diff=")
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
959 overallSum15 = sum(sumCol15)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
960 # absolute difference and tags where at least one half has HD=0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
961 summary23, sumCol23 = createTableFSD2(familySizeList1_diff_zeros, diff=False)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
962 overallSum23 = sum(sumCol23)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
963
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
964 output_file.write("{}\n".format(name_file))
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
965 output_file.write("number of tags per file{}{:,} (from {:,}) against {:,}\n\n".format(sep, len(
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
966 numpy.concatenate(list1)), lenTags, lenTags))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
967
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
968 ### HD ###
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
969 createFileHD(summary, sumCol, overallSum, output_file,
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
970 "Hamming distance separated by family size", sep)
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
971 ### FSD ###
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
972 createFileFSD2(summary5, sumCol5, overallSum5, output_file,
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
973 "Family size distribution separated by Hamming distance", sep,
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
974 diff=False)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
975
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
976 count = numpy.bincount(quant)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
977 output_file.write("{}{}\n".format(sep, f))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
978 output_file.write("max. family size:{}{}\n".format(sep, max(quant)))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
979 output_file.write("absolute frequency:{}{}\n".format(sep, count[len(count) - 1]))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
980 output_file.write(
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
981 "relative frequency:{}{}\n\n".format(sep, float(count[len(count) - 1]) / sum(count)))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
982
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
983 ### HD within tags ###
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
984 output_file.write(
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
985 "The hamming distances were calculated by comparing each half of all tags against the tag(s) with the minimum Hamming distance per half.\n"
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
986 "It is possible that one tag can have the minimum HD from multiple tags, so the sample size in this calculation differs from the sample size entered by the user.\n")
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
987 output_file.write(
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
988 "actual number of tags with min HD = {:,} (sample size by user = {:,})\n".format(
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
989 len(numpy.concatenate(listDifference1)), len(numpy.concatenate(list1))))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
990 output_file.write("length of one part of the tag = {}\n\n".format(len(data_array[0, 1]) / 2))
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
991
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
992 createFileHDwithinTag(summary9, sumCol9, overallSum9, output_file,
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
993 "Hamming distance of each half in the tag", sep)
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
994 createFileHD(summary11, sumCol11, overallSum11, output_file,
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
995 "Absolute delta Hamming distances within the tag", sep)
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
996 createFileHD(summary13, sumCol13, overallSum13, output_file,
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
997 "Relative delta Hamming distances within the tag", sep)
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
998
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
999 createFileFSD2(summary19, sumCol19, overallSum19, output_file,
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
1000 "Family size distribution separated by absolute delta Hamming distance",
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1001 sep)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1002 createFileFSD2(summary21, sumCol21, overallSum21, output_file,
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
1003 "Family size distribution separated by relative delta Hamming distance",
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1004 sep, rel=True)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1005
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1006 if len(minHD_tags_zeros) != 0:
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1007 output_file.write(
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
1008 "Identifiaction of chimeric reads:\nAll tags were filtered: only those tags where at least one half is identical with the half of the min. tag are kept.\nSo the hamming distance of the non-identical half is compared.\n")
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1009 createFileHD(summary15, sumCol15, overallSum15, output_file,
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
1010 "Hamming distances of non-zero half", sep)
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1011 createFileFSD2(summary23, sumCol23, overallSum23, output_file,
2
316fbf91dd12 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit f9d5547849dabb59a33a5e998bda4730323d62a9
mheinzl
parents: 1
diff changeset
1012 "Family size distribution separated by Hamming distance of non-zero half",
0
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1013 sep, diff=False)
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1014 output_file.write("\n")
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1015
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1016
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1017
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1018 if __name__ == '__main__':
239c4448a163 planemo upload for repository https://github.com/monikaheinzl/galaxyProject/tree/master/tools/hd commit 6055f8c5c052f528ff85fb5e0d43b4500830637a
mheinzl
parents:
diff changeset
1019 sys.exit(Hamming_Distance_Analysis(sys.argv))