Mercurial > repos > fubar > bigwig_outlier_bed
annotate bigwig_outlier_bed.py @ 0:c71db540eb38 draft
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
author | fubar |
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date | Mon, 01 Jul 2024 02:48:46 +0000 |
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children | eb17eb8a3658 |
rev | line source |
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0
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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1 """ |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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2 Ross Lazarus June 2024 for VGP |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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3 |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
parents:
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4 Bigwigs are great, but hard to reliably "see" small low coverage or small very high coverage regions. |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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5 Colouring in JB2 tracks will need a new plugin, so this code will find bigwig regions above and below a chosen percentile point. |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
parents:
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6 0.99 and 0.01 work well in testing with a minimum span of 10 bp. |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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7 |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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8 Multiple bigwigs **with the same reference** can be combined - bed segments will be named appropriately |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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9 Combining multiple references works but is silly because only display will rely on one reference so others will not be shown... |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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10 |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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11 Tricksy numpy method from http://gregoryzynda.com/python/numpy/contiguous/interval/2019/11/29/contiguous-regions.html |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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12 takes about 95 seconds for a 17MB test wiggle |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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13 |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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14 JBrowse2 bed normally displays ignore the score, so could provide separate low/high bed file outputs as an option. |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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15 |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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16 Update june 30 2024: wrote a 'no-build' plugin for beds to display red/blue if >0/<0 so those are used for scores |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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17 Bed interval naming must be short for JB2 but needs input bigwig name and (lo or hi). |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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18 |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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19 """ |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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20 |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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21 |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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22 import argparse |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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23 import numpy as np |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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24 import pybigtools |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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25 import sys |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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26 |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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27 |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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28 from pathlib import Path |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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29 |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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30 class findOut(): |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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31 |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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32 def __init__(self, args): |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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33 self.bwnames=args.bigwig |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
parents:
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34 self.bwlabels=args.bigwiglabels |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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35 self.bedwin=args.minwin |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
parents:
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36 self.qlo=args.qlo |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
parents:
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37 self.qhi=args.qhi |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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38 self.bedouthilo=args.bedouthilo |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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39 self.bedouthi=args.bedouthi |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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40 self.bedoutlo=args.bedoutlo |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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41 self.tableout = args.tableout |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
parents:
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42 self.bedwin = args.minwin |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
parents:
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43 self.qhi = args.qhi |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
parents:
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44 self.qlo = args.qlo |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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45 self.makeBed() |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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46 |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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47 def processVals(self, bw, isTop): |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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48 # http://gregoryzynda.com/python/numpy/contiguous/interval/2019/11/29/contiguous-regions.html |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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49 if isTop: |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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50 bwex = np.r_[False, bw >= self.bwtop, False] # extend with 0s |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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51 else: |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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parents:
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52 bwex = np.r_[False, bw <= self.bwbot, False] |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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53 bwexd = np.diff(bwex) |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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54 bwexdnz = bwexd.nonzero()[0] |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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55 bwregions = np.reshape(bwexdnz, (-1,2)) |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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56 return bwregions |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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57 |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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58 def writeBed(self, bed, bedfname): |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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59 """ |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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60 potentially multiple |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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61 """ |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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62 bed.sort() |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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63 beds = ['%s\t%d\t%d\t%s\t%d' % x for x in bed] |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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64 with open(bedfname, "w") as bedf: |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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65 bedf.write('\n'.join(beds)) |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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66 bedf.write('\n') |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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67 print('Wrote %d bed regions to %s' % (len(bed), bedfname)) |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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68 |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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parents:
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69 def makeBed(self): |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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70 bedhi = [] |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
parents:
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71 bedlo = [] |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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72 bwlabels = self.bwlabels |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
parents:
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73 bwnames = self.bwnames |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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74 print('bwnames=', bwnames, "bwlabs=", bwlabels) |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
parents:
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75 for i, bwname in enumerate(bwnames): |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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76 bwlabel = bwlabels[i].replace(" ",'') |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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77 p = Path('in.bw') |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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78 p.symlink_to( bwname ) # required by pybigtools (!) |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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79 bwf = pybigtools.open('in.bw') |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
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80 chrlist = bwf.chroms() |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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81 chrs = list(chrlist.keys()) |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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82 chrs.sort() |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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83 restab = ["contig\tn\tmean\tstd\tmin\tmax\tqtop\tqbot"] |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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84 for chr in chrs: |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
parents:
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85 bw = bwf.values(chr) |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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parents:
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86 bw = bw[~np.isnan(bw)] # some have NaN if parts of a contig not covered |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
parents:
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87 if self.qhi is not None: |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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parents:
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88 self.bwtop = np.quantile(bw, self.qhi) |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
parents:
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89 bwhi = self.processVals(bw, isTop=True) |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
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90 for i, seg in enumerate(bwhi): |
c71db540eb38
planemo upload for repository https://github.com/jackh726/bigtools commit ce6b9f638ebcebcad5a5b10219f252962f30e5cc-dirty
fubar
parents:
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91 if seg[1] - seg[0] >= self.bedwin: |
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92 bedhi.append((chr, seg[0], seg[1], '%s_hi' % (bwlabel), 1)) |
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93 if self.qlo is not None: |
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94 self.bwbot = np.quantile(bw, self.qlo) |
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95 bwlo = self.processVals(bw, isTop=False) |
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96 for i, seg in enumerate(bwlo): |
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97 if seg[1] - seg[0] >= self.bedwin: |
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98 bedlo.append((chr, seg[0], seg[1], '%s_lo' % (bwlabel), -1)) |
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99 bwmean = np.mean(bw) |
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100 bwstd = np.std(bw) |
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101 bwmax = np.max(bw) |
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102 nrow = np.size(bw) |
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103 bwmin = np.min(bw) |
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104 restab.append('%s\t%d\t%f\t%f\t%f\t%f\t%f\t%f' % (chr,nrow,bwmean,bwstd,bwmin,bwmax,self.bwtop,self.bwbot)) |
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105 print('\n'.join(restab), '\n') |
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106 if self.tableout: |
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107 with open(self.tableout) as t: |
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108 t.write('\n'.join(restab)) |
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109 t.write('\n') |
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110 if self.bedoutlo: |
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111 if self.qlo: |
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112 self.writeBed(bedlo, self.bedoutlo) |
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113 if self.bedouthi: |
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114 if self.qhi: |
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115 self.writeBed(bedhi, self.bedouthi) |
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116 if self.bedouthilo: |
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117 allbed = bedlo + bedhi |
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118 self.writeBed(allbed, self.bedouthilo) |
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119 return restab |
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120 |
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121 |
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122 if __name__ == "__main__": |
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123 parser = argparse.ArgumentParser() |
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124 a = parser.add_argument |
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125 a('-m', '--minwin',default=10, type=int) |
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126 a('-l', '--qlo',default=None, type=float) |
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127 a('-i', '--qhi',default=None, type=float) |
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128 a('-w', '--bigwig', nargs='+') |
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129 a('-n', '--bigwiglabels', nargs='+') |
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130 a('-o', '--bedouthilo', default=None, help="optional high and low combined bed") |
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131 a('-u', '--bedouthi', default=None, help="optional high only bed") |
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132 a('-b', '--bedoutlo', default=None, help="optional low only bed") |
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133 a('-t', '--tableout', default=None) |
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134 args = parser.parse_args() |
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135 print('args=', args) |
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136 if not (args.bedouthilo or args.bedouthi or args.bedoutlo): |
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137 sys.stderr.write("bigwig_outlier_bed.py cannot usefully run - need a bed output choice - must be one of low only, high only or both combined") |
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138 sys.exit(2) |
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139 if not (args.qlo or args.qhi): |
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140 sys.stderr.write("bigwig_outlier_bed.py cannot usefully run - need one or both of quantile cutpoints qhi and qlo") |
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141 sys.exit(2) |
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142 restab = findOut(args) |
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143 if args.tableout: |
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144 with open(args.tableout, 'w') as tout: |
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145 tout.write('\n'.join(restab)) |
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146 tout.write('\n') |
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147 |
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148 |