[
  {
    "path": ".gitignore",
    "content": "*.png\n_test.cov\n*.bed\n*_linux64\n*_osx\n*_darwin\n*pprof*\n*.gz\nindexcov/*.bam\nindexcov/*.cram\nindexcov/*.bai\nindexcov/*.crai\nssshtest\ngoleft_test\n"
  },
  {
    "path": ".nojekyll",
    "content": "#\n"
  },
  {
    "path": ".travis.yml",
    "content": "language: go\n\nos:\n  - linux\n\ngo:\n  - 1.16.x\n\nbefore_install:\n  - cd indexcov && go get ./... ; cd ..\n  - cd depth && go get ./... ; cd ..\n  - sudo apt-get -qq update\n  - sudo apt-get install -y bedtools samtools\nscript:\n  - cd indexcov && travis_wait 30 bash functional-tests.sh ; cd ..\n  - cd depth && travis_wait 30 bash functional-test.sh ; cd ..\n  - cd indexsplit && travis_wait 30 bash functional-tests.sh; cd ..\n  - cd samplename && travis_wait 30 bash functional-tests.sh; cd ..\n"
  },
  {
    "path": "HISTORY.md",
    "content": "v0.2.6\n======\n+ covstats: fix denominator in unmapped\n\n\nv0.2.4\n======\n+ `indexcov`: protect against empty chroms\n\nv0.2.3\n======\n+ `indexcov`: fix bug in text output header.\n\nv0.2.2\n======\n+ `indexcov`: better message on empty crai\n+ `indexcov`: allow sending indexes as globs (to avoid argument length limit)\n+ `indexcov`: if expected sex chroms are X,Y also find chrX,chrY (and use sorted order for output)\n\nv0.2.1\n======\n+ `indexcov`:more defense for bad crai's\n+ `indexcov`: now works on just `*.bai` if a .fai is also given with -f.\n\nv0.2.0 \n======\n+ `indexcov`: better error message and handling of excluded chromosomes.\n+ `indexcov`: if given crais and no fai, indexcov will try to read the cram header using `samtools view`.\n+ `indexsplit`: fix rare panic in CRAI files due to an off-by-one error.\n\nv0.1.19\n=======\n+ `indexcov`: fix for long reads with cram. (#43)\n\nv0.1.18\n=======\n+ `indexsplit`: fix off-by-one that resulted in double-counting some regions.\n+ `indexcov`: cram edge-cases.\n+ `indexcov`: better normalization to 1 for all cases. Fixes bug for bams with\n              many (e.g. > 10K) chromosomes of which many have very low or normalization\n              coverage. (#36)\n\nv0.1.17\n=======\n+ `indexcov`: dont error when no sex chromosomes are found (#27).\n+ `indexcov`: dont error when some chromosomes have a single region and others have 0.\n+ `indexcov`: better checking on short sex chroms and other CRAI fixes.\n\nv0.1.16\n=======\n+ `indexcov`: report and plot number of mapped and unmapped reads as reported by the index.\n+ `covmed`: rename to `covstats`\n+ `covstats`: report samplename(s) from read groups as well as bam path.\n+ `covstats`: skip first 100K reads to give better estimates of depth.\n+ `covstats`: report percent of bad (QC-Fail|Duplicate) and of umapped reads.\n+ `indexcov`: automatically exclude chromosomes that match pattern: `^chrEBV$|^NC|_random$|Un_|^HLA\\-|_alt$|hap\\d$`.\n              this can be adjust from the command-line.\n\nv0.1.15\n=======\n+ `indexsplit`: more closely match request number of regions.\n+ `indexsplit`: allow specifying \"problematic\" regions which are split more finely.\n+ `samplename`: **new tool** report the sample name of a bam from the read-group in its header.\n\nv0.1.14\n=======\n+ `indexcov`: speed and memory improvements.\n+ `indexcov`: support crai.\n+ `indexcov`: prettier plot and labels for pngs.\n+ `indexcov`: bin plot shows proportions rather than total numbers.\n+ `indexcov`: better messages and docs for `--sex` argument.\n+ `indexsplit`: new tool to generate regions for parallelization (from bam/cram indexes)\n\nv0.1.13\n=======\n+ `covmed`: better coverage estimate by scaling by dup|qcfail|secondary.\n+ `covmed`: report 5th and 95th percentile of insert size.\n+ `indexcov`: make index.html even when no sex chromosomes are present.\n+ `depth:` quote reference and chromosome name.\n\nv0.1.12\n=======\n+ `indexcov`: --sex is now specified as a comma-delimited string\n+ `indexcov`: handle a single sample (see #16)\n+ `indexcov`: functional tests.\n+ `indexcov`: add \"slope\" output which indicates the slope of the coverage plot between ~0.85 and ~1.15.\n              this matches bins.out fairly well, but it is another metric to look at.\n\nv0.1.11\n=======\n+ `indexcov`: make plots a saner size.\n+ `indexcov`: output an index.html page that summarizes findings and links to other pages.\n              the index contains static pngs for coverage and depth that link to the interactive\n              HTML pages for each chromosome.\n+ `indexcov`: remove --prefix argument in favor of -d/--directory and write the overview page index\n              index.html\n\n\nv0.1.10\n=======\n\n+ report correct version # (v0.1.9 reported 0.1.8 from CLI)\n+ `indexcov`: bigger hit radius in plots == easier to mouse-over points\n+ `indexcov`: use vOffset for better resolution of (estimated) depth.\n+ `indexcov`: ~2X faster due to optimizations in biogo/hts and buffered IO.\n+ `indexcov`: PCA and dosage bias plots (values also reported in .ped file).\n\nv0.1.9\n======\n+ `indexcov`: fix for sparse bams and other edge-cases.\n+ `indexcov`: performance improvements.\n+ `indexcov`: output html with plot of coverage.\n+ `indexcov`: plot and report sex inferred from coverage on allosomes.\n\nv0.1.8\n======\n+ `indexcov`: output header with sample names.\n+ `indexcov`: limit reported CN.\n\nv0.1.7\n======\n\n+ fix bug in goleft depth where some lines were output multiple times.\n+ add covmed subprogram to calculate median coverage, mean and sd of insert size quickly.\n+ add depthwed to make a matrix file from multiple .depth files from `goleft depth`.\n+ goleft depth will always output windows of the exact size requested, previously\n  if 10MB was not a multiple of windowsize, we'd get smaller windows at the edge.\n\n+ new tool: **indexcov**: very fast calculation of relative coverage using the bam index.\n"
  },
  {
    "path": "LICENSE",
    "content": "MIT License\n\nCopyright (c) 2016 Brent Pedersen - Bioinformatics\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\nSOFTWARE.\n"
  },
  {
    "path": "README.md",
    "content": "<!--\n#CGO_ENABLED=0 GOARCH=amd64 go build -o goleft_linux64 --ldflags '-extldflags \"-static\"' cmd/goleft/goleft.go\n#GOOS=darwin GOARCH=amd64 CGO_ENABLED=0 go build -o goleft_osx --ldflags '-extldflags \"-static\"' cmd/goleft/goleft.go\n#GOOS=linux CGO_ENABLED=0 GOARCH=arm64 go build -o goleft_aarch64 --ldflags '-extldflags \"-static\"' cmd/goleft/goleft.go\n-->\n# goleft\n\n[![Build Status](https://travis-ci.org/brentp/goleft.svg)](https://travis-ci.org/brentp/goleft)\n\n\ngoleft is a collection of bioinformatics tools written in\n[go](https://github.com/golang/go) distributed together\nas a single binary under a liberal (MIT) license.\n\nRunning the binary `goleft` will give a list of subcommands\nwith a short description. Running any subcommand without\narguments will give a full help for that command.\n\n# Installation\n\nThe easiest way to install goleft is to download the latest binary from\nthe [releases](https://github.com/brentp/goleft/releases) and make sure to chmod +x the resulting binary.\n\nIf you are using [go](https://github.com/golang/go), you can build from source with:\n```\ngo get -u github.com/brentp/goleft/...\ngo install github.com/brentp/goleft/cmd/goleft\n```\n\n`goleft` is also available in [bioconda](https://bioconda.github.io)\n\n# Commands\n\n+ [covstats](https://github.com/brentp/goleft/tree/master/covstats#covstats)   : estimate coverage and insert-size statistics on bams by sampling\n+ [depth](https://github.com/brentp/goleft/tree/master/depth#depth)    : parallelize calls to samtools in user-defined windows\n+ depthwed : matricize output from depth to n-sites * n-samples\n+ [indexcov](https://github.com/brentp/goleft/tree/master/indexcov#indexcov) : quick coverage estimate using only the bam index\n+ [indexsplit](https://github.com/brentp/goleft/tree/master/indexsplit#indexsplit) : generate regions of even data across a cohort (for parallelization)\n+ [samplename](https://github.com/brentp/goleft/tree/master/samplename#samplename): report samplename(s) from a bam's SM tag\n"
  },
  {
    "path": "cmd/goleft/goleft.go",
    "content": "package main\n\nimport (\n\t\"fmt\"\n\t\"io\"\n\t\"os\"\n\t\"sort\"\n\t\"strconv\"\n\n\t\"github.com/brentp/goleft\"\n\t\"github.com/brentp/goleft/covstats\"\n\t\"github.com/brentp/goleft/depth\"\n\t\"github.com/brentp/goleft/depthwed\"\n\t\"github.com/brentp/goleft/indexcov\"\n\t\"github.com/brentp/goleft/indexsplit\"\n\t\"github.com/brentp/goleft/samplename\"\n)\n\ntype progPair struct {\n\thelp string\n\tmain func()\n}\n\nvar progs = map[string]progPair{\n\t\"depth\":      progPair{\"parallelize calls to samtools in user-defined windows\", depth.Main},\n\t\"depthwed\":   progPair{\"matricize output from depth to n-sites * n-samples\", depthwed.Main},\n\t\"covstats\":   progPair{\"coverage stats across bams by sampling\", covstats.Main},\n\t\"indexcov\":   progPair{\"quick coverage estimate using only the bam index\", indexcov.Main},\n\t\"indexsplit\": progPair{\"create regions of even coverage across bams/crams\", indexsplit.Main},\n\t\"samplename\": progPair{\"report samplename(s) from a bam's SM tag\", samplename.Main},\n}\n\nfunc printProgs(ret int) {\n\n\tvar wtr io.Writer = os.Stdout\n\n\tfmt.Fprintf(wtr, \"goleft Version: %s\\n\\n\", goleft.Version)\n\tvar keys []string\n\tl := 5\n\tfor k := range progs {\n\t\tkeys = append(keys, k)\n\t\tif len(k) > l {\n\t\t\tl = len(k)\n\t\t}\n\t}\n\tfmtr := \"%-\" + strconv.Itoa(l) + \"s : %s\\n\"\n\tsort.Strings(keys)\n\tfor _, k := range keys {\n\t\tfmt.Fprintf(wtr, fmtr, k, progs[k].help)\n\n\t}\n\tos.Exit(ret)\n\n}\n\nfunc main() {\n\n\tif len(os.Args) < 2 {\n\t\tprintProgs(0)\n\t}\n\tvar p progPair\n\tvar ok bool\n\tif p, ok = progs[os.Args[1]]; !ok {\n\t\tprintProgs(1)\n\t}\n\t// remove the prog name from the call\n\tos.Args = append(os.Args[:1], os.Args[2:]...)\n\tp.main()\n}\n"
  },
  {
    "path": "cnveval/cmd/cnveval/cnveval.go",
    "content": "package main\n\nimport (\n\t\"fmt\"\n\t\"io\"\n\t\"log\"\n\t\"os\"\n\t\"runtime/pprof\"\n\t\"strconv\"\n\t\"strings\"\n\n\targ \"github.com/alexflint/go-arg\"\n\t\"github.com/brentp/goleft/cnveval\"\n\t\"github.com/brentp/xopen\"\n)\n\ntype cliargs struct {\n\tMinOverlap   float64 `arg:\"-m,help:minimum overlap proportion for intervals to be considered as overlapping\"`\n\tLimitSamples bool    `arg:\"-s,help:only included sites in the truth-set that have matching samples in the test-set\"`\n\tTruth        string  `arg:\"positional,required,help:bed file of truth-set\"`\n\tTest         string  `arg:\"positional,required,help:bed file of test-set\"`\n}\n\nfunc main() {\n\n\tcli := cliargs{MinOverlap: 0.4}\n\tif p := arg.MustParse(&cli); cli.MinOverlap > 1 || cli.MinOverlap <= 0 {\n\t\tp.Fail(\"minoverlap must be between 0 and 1\")\n\t}\n\ttcnvs := parseTruth(cli.Test, false, nil)\n\tvar samples map[string]bool\n\tif cli.LimitSamples {\n\t\tsamples = make(map[string]bool)\n\t\tfor _, t := range tcnvs {\n\t\t\tsamples[t.Samples[0]] = true\n\t\t}\n\t}\n\n\ttruths := parseTruth(cli.Truth, true, samples)\n\tcnvs := asCNV(tcnvs)\n\tf, err := os.Create(\"x.cpu.pprof\")\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tpprof.StartCPUProfile(f)\n\tdefer pprof.StopCPUProfile()\n\n\tch := cnveval.Evaluate(cnvs, truths, cli.MinOverlap)\n\ttabs := ch.Tabulate()\n\tfor _, cl := range []cnveval.SC{cnveval.Small, cnveval.Medium, cnveval.Large, cnveval.Any} {\n\t\tt := tabs[cl.Order()]\n\t\tfmt.Printf(\"size-class: %-12s | %s\\n\", cl, t)\n\t}\n}\n\nfunc asCNV(ts []cnveval.Truth) []cnveval.CNV {\n\tcnvs := make([]cnveval.CNV, len(ts))\n\tfor i, t := range ts {\n\t\tcnvs[i] = cnveval.CNV{Chrom: t.Chrom, Start: t.Start, End: t.End,\n\t\t\tCN: t.CN, Sample: t.Samples[0]}\n\t}\n\treturn cnvs\n}\n\nfunc parseTruth(p string, cnt bool, samples map[string]bool) []cnveval.Truth {\n\ttruths := make([]cnveval.Truth, 0, 1000)\n\tfh, err := xopen.Ropen(p)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tn := 0\n\tfor {\n\t\tline, err := fh.ReadString('\\n')\n\t\tif err == io.EOF {\n\t\t\tbreak\n\t\t}\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t\tif line[0] == '#' {\n\t\t\tcontinue\n\t\t}\n\t\tt := parseLine(line)\n\t\tif samples != nil {\n\t\t\tfound := false\n\t\t\tfor _, s := range t.Samples {\n\t\t\t\tif _, ok := samples[s]; ok {\n\t\t\t\t\tfound = true\n\t\t\t\t\tbreak\n\t\t\t\t}\n\t\t\t}\n\t\t\tif !found {\n\t\t\t\tcontinue\n\t\t\t}\n\t\t}\n\t\ttruths = append(truths, parseLine(line))\n\t\tif cnt {\n\t\t\tn += len(truths[len(truths)-1].Samples)\n\t\t}\n\t}\n\tif cnt {\n\t\tlog.Printf(\"%d total cnvs in truth-set (%d)\", n, len(truths))\n\t} else {\n\t\tlog.Printf(\"cnvs in test-set (%d)\", len(truths))\n\t}\n\treturn truths\n}\n\nfunc mustAtoi(s string) int {\n\ti, err := strconv.Atoi(s)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\treturn i\n}\n\nfunc parseLine(l string) cnveval.Truth {\n\ttoks := strings.Split(strings.TrimRight(l, \"\\r\\n\"), \"\\t\")\n\tif len(toks) < 5 {\n\t\tpanic(\"expected five fields for CNVs\")\n\t}\n\treturn cnveval.Truth{Chrom: toks[0], Start: mustAtoi(toks[1]), End: mustAtoi(toks[2]),\n\t\tSamples: strings.Split(toks[4], \",\"), CN: mustAtoi(toks[3])}\n}\n"
  },
  {
    "path": "cnveval/cnveval.go",
    "content": "// Package cnveval provides a way to evalute CNVs based on a truth-set.\npackage cnveval\n\nimport (\n\t\"fmt\"\n\t\"math\"\n\t\"sort\"\n)\n\n// CNV indicates the region, sample and copy-number of a region.\ntype CNV struct {\n\tChrom   string\n\tStart   int\n\tEnd     int\n\tSample  string\n\tCN      int\n\tcounted bool\n}\n\n// Truth indicates the region, samples and copy-number for a truth-set.\ntype Truth struct {\n\tChrom   string\n\tStart   int\n\tEnd     int\n\tSamples []string\n\tCN      int\n\tused    map[string]bool\n}\n\nfunc (t Truth) String() string {\n\treturn fmt.Sprintf(\"%s:%d-%d[%d]\", t.Chrom, t.Start, t.End, t.CN)\n}\n\nfunc (c CNV) String() string {\n\treturn fmt.Sprintf(\"%s:%d-%d[%d] in %s\", c.Chrom, c.Start, c.End, c.CN, c.Sample)\n}\n\nfunc (t Truth) equals(o Truth) bool {\n\treturn t.Start == o.Start && t.End == o.End\n}\n\n// SC is a size-class\ntype SC int\n\nvar (\n\t// Any is used to avoid any size-class designation when reporting results.\n\tAny    SC\n\tSmall  SC = 20000\n\tMedium SC = 100000\n\tLarge  SC = math.MaxInt64\n)\n\nfunc (s SC) Order() int {\n\tswitch s {\n\tcase Small:\n\t\treturn 0\n\tcase Medium:\n\t\treturn 1\n\tcase Large:\n\t\treturn 2\n\tcase Any:\n\t\treturn 3\n\tdefault:\n\t\tpanic(fmt.Sprintf(\"unknown size class: %d\", s))\n\t}\n}\n\nfunc (s SC) String() string {\n\tswitch s {\n\tcase Any:\n\t\treturn \"all\"\n\tcase Small:\n\t\treturn fmt.Sprintf(\"0-%d\", Small)\n\tcase Medium:\n\t\treturn fmt.Sprintf(\"%d-%d\", Small, Medium)\n\tcase Large:\n\t\treturn fmt.Sprintf(\">=%d\", Medium)\n\tdefault:\n\t\tpanic(fmt.Sprintf(\"unknown size class: %d\", s))\n\t}\n}\n\n// TS indicates a sample and SizeClass\ntype TS struct {\n\tSizeClass SC\n\tSample    string\n}\n\ntype Stat struct {\n\tFP, FN, TP, TN int\n}\n\nfunc (s Stat) String() string {\n\treturn fmt.Sprintf(\"precision: %.4f (%-04d / (%-04d + %-04d)) recall: %.4f (%-04d / (%-04d + %-04d))\", s.Precision(), s.TP, s.TP, s.FP,\n\t\ts.Recall(), s.TP, s.TP, s.FN)\n}\n\nfunc (s Stat) Recall() float64 {\n\treturn float64(s.TP) / float64(s.TP+s.FN)\n}\nfunc (s Stat) Precision() float64 {\n\treturn float64(s.TP) / float64(s.TP+s.FP)\n}\n\ntype CohortStats map[TS]*Stat\n\nfunc (c CohortStats) TP(class SC) int {\n\tvar TP int\n\tfor cls, st := range c {\n\t\tif class != Any && cls.SizeClass != class {\n\t\t\tcontinue\n\t\t}\n\t\tTP += st.TP\n\t}\n\treturn TP\n}\n\nfunc (c CohortStats) Tabulate() [4]Stat {\n\tvar stats [4]Stat\n\tfor cls, st := range c {\n\t\tstats[cls.SizeClass.Order()].TP += st.TP\n\t\tstats[cls.SizeClass.Order()].FP += st.FP\n\t\tstats[cls.SizeClass.Order()].TN += st.TN\n\t\tstats[cls.SizeClass.Order()].FN += st.FN\n\t}\n\tfor _, cl := range []SC{Small, Medium, Large} {\n\t\tstats[Any.Order()].TP += stats[cl.Order()].TP\n\t\tstats[Any.Order()].FP += stats[cl.Order()].FP\n\t\tstats[Any.Order()].TN += stats[cl.Order()].TN\n\t\tstats[Any.Order()].FN += stats[cl.Order()].FN\n\t}\n\treturn stats\n}\n\nfunc (c CohortStats) Precision(class SC) float64 {\n\tvar TP, FP float64\n\tfor cls, st := range c {\n\t\tif class != Any && cls.SizeClass != class {\n\t\t\tcontinue\n\t\t}\n\t\tTP += float64(st.TP)\n\t\tFP += float64(st.FP)\n\t}\n\t//log.Println(\"TP, FP:\", TP, FP)\n\treturn TP / (TP + FP)\n}\n\nfunc (c CohortStats) Recall(class SC) float64 {\n\tvar TP, FN, FP, TN float64\n\tfor cls, st := range c {\n\t\tif class != Any && cls.SizeClass != class {\n\t\t\tcontinue\n\t\t}\n\t\tTP += float64(st.TP)\n\t\tFN += float64(st.FN)\n\t\tFP += float64(st.FP)\n\t\tTN += float64(st.TN)\n\t}\n\t//log.Println(\"TP, FN, FP, TN:\", TP, FN, FP, TN)\n\treturn TP / (TP + FN)\n}\n\nfunc Evaluate(cnvs []CNV, truths []Truth, po float64) CohortStats {\n\tstat := make(map[TS]*Stat, 200)\n\tallSamples := make(map[string]bool)\n\tfor _, t := range truths {\n\t\tfor _, s := range t.Samples {\n\t\t\tallSamples[s] = true\n\t\t}\n\t}\n\tfor _, c := range cnvs {\n\t\tallSamples[c.Sample] = true\n\t}\n\tsampleList := fromMap(allSamples)\n\ttruthBySample := make(map[string][]Truth)\n\ttruthWithoutSample := make(map[string][]Truth)\n\tfor _, t := range truths {\n\t\tfor _, s := range t.Samples {\n\t\t\ttruthBySample[s] = append(truthBySample[s], t)\n\t\t}\n\t\tfor _, s := range sampleList {\n\t\t\tif notin(s, t.Samples) {\n\t\t\t\ttruthWithoutSample[s] = append(truthWithoutSample[s], t)\n\t\t\t}\n\t\t}\n\t}\n\n\tcnvBySample := make(map[string][]CNV)\n\tfor _, c := range cnvs {\n\t\tcnvBySample[c.Sample] = append(cnvBySample[c.Sample], c)\n\t}\n\n\tfor _, sample := range sampleList {\n\t\ttruths, _ := truthBySample[sample]\n\t\tsort.Slice(truths, func(i, j int) bool {\n\t\t\treturn truths[i].Chrom < truths[j].Chrom || (truths[i].Chrom == truths[j].Chrom && truths[i].Start < truths[j].Start)\n\t\t})\n\t\tcnvs, _ := cnvBySample[sample]\n\t\tsort.Slice(cnvs, func(i, j int) bool {\n\t\t\treturn cnvs[i].Chrom < cnvs[j].Chrom || (cnvs[i].Chrom == cnvs[j].Chrom && cnvs[i].Start < cnvs[j].Start)\n\t\t})\n\n\t\tupdatePositive(stat, truths, cnvs, po)\n\t\tothers, _ := truthWithoutSample[sample]\n\t\tsort.Slice(others, func(i, j int) bool {\n\t\t\treturn others[i].Chrom < others[j].Chrom || (others[i].Chrom == others[j].Chrom && others[i].Start < others[j].Start)\n\t\t})\n\t\tupdateFP(stat, others, cnvs, truths, po)\n\t}\n\n\treturn stat\n}\n\nfunc notin(a string, bs []string) bool {\n\tfor _, b := range bs {\n\t\tif a == b {\n\t\t\treturn false\n\t\t}\n\t}\n\treturn true\n}\n\nfunc fromMap(samples map[string]bool) []string {\n\tm := make([]string, 0, len(samples))\n\tfor k := range samples {\n\t\tm = append(m, k)\n\t}\n\treturn m\n}\n\nfunc updateFP(stat map[TS]*Stat, others []Truth, cnvs []CNV, truths []Truth, po float64) {\n\tif len(cnvs) == 0 || len(others) == 0 {\n\t\treturn\n\t}\n\n\tvar i int\n\t// others should not include CNVs from this sample.\n\tfor _, o := range others {\n\t\tts := TS{Sample: cnvs[0].Sample, SizeClass: sizeClass(o)}\n\t\tval := stat[ts]\n\t\tif val == nil {\n\t\t\tval = &Stat{}\n\t\t\tstat[ts] = val\n\t\t}\n\t\t// don't need to reset i because others is sorted.\n\t\tfor ; i < len(cnvs) && (cnvs[i].Chrom < o.Chrom || (cnvs[i].Chrom == o.Chrom && cnvs[i].End < o.Start)); i++ {\n\t\t}\n\t\tif i > 0 {\n\t\t\ti--\n\t\t}\n\t\ttpfound := false\n\t\tfpfound := false\n\t\tfound := false\n\t\t// TODO: flip this cnvs loop with the others loop above because we need to have a value for every cnv.\n\t\tfor k, cnv := range cnvs[i:] {\n\t\t\tif cnv.Chrom > o.Chrom || (o.Chrom == cnv.Chrom && cnv.Start > o.End) {\n\t\t\t\tbreak\n\t\t\t}\n\t\t\tif poverlap(cnv, o) >= po && sameCN(cnv.CN, o.CN) {\n\t\t\t\tfpfound = true\n\t\t\t\t// we have a putative FP, but need to check if there's something else in the truth something\n\t\t\t\t// that also fits this criteria to avoid incorrectly calling an FP.\n\t\t\t\tfor _, t := range truths {\n\t\t\t\t\tif t.Chrom != cnv.Chrom {\n\t\t\t\t\t\tcontinue\n\t\t\t\t\t}\n\t\t\t\t\tif poverlap(cnv, t) >= po && sameCN(cnv.CN, t.CN) {\n\t\t\t\t\t\ttpfound = true\n\t\t\t\t\t\tbreak\n\t\t\t\t\t}\n\n\t\t\t\t}\n\t\t\t}\n\t\t\t// if here, then cnv didn't overlap something in the truth set.\n\t\t\tif fpfound && !tpfound {\n\t\t\t\tval.FP++\n\t\t\t\tfound = true\n\t\t\t\tcnvs[i+k].counted = true\n\t\t\t}\n\t\t}\n\t\tif !(found || tpfound) {\n\t\t\tval.TN++\n\t\t}\n\t}\n}\n\n// given a set of truths and cnvs from a sample, update the FPs.\n// truths and cnvs are sorted by chrom, then by start\nfunc updatePositive(stat map[TS]*Stat, truths []Truth, cnvs []CNV, po float64) {\n\tif len(cnvs) == 0 {\n\t\treturn\n\t}\n\tvar i int\n\tfor _, t := range truths {\n\t\tts := TS{Sample: cnvs[0].Sample, SizeClass: sizeClass(t)}\n\t\tfound := false\n\t\tval := stat[ts]\n\t\tif val == nil {\n\t\t\tval = &Stat{}\n\t\t\tstat[ts] = val\n\t\t}\n\t\t// since truths are sorted as well, we don't need to reset i.\n\t\tfor ; i < len(cnvs) && (cnvs[i].Chrom < t.Chrom || (cnvs[i].Chrom == t.Chrom && cnvs[i].End < t.Start)); i++ {\n\t\t}\n\t\tif i > 0 {\n\t\t\ti--\n\t\t}\n\t\tfor k, cnv := range cnvs[i:] {\n\t\t\tif cnv.Chrom > t.Chrom || (t.Chrom == cnv.Chrom && cnv.Start > t.End) {\n\t\t\t\tbreak\n\t\t\t}\n\t\t\tif poverlap(cnv, t) >= po && sameCN(cnv.CN, t.CN) {\n\t\t\t\t// used map make sure we don't double count cnvs from the sameCN\n\t\t\t\t// sample that are subsets of the full truth interval.\n\t\t\t\tif _, ok := t.used[cnv.Sample]; !ok {\n\t\t\t\t\tval.TP++\n\t\t\t\t\tcnvs[i+k].counted = true\n\t\t\t\t\tfound = true\n\t\t\t\t\tif t.used == nil {\n\t\t\t\t\t\tt.used = make(map[string]bool)\n\t\t\t\t\t}\n\t\t\t\t\tt.used[cnv.Sample] = true\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\t\tif !found {\n\t\t\tval.FN++\n\t\t}\n\t}\n\tfor _, cnv := range cnvs {\n\t\tif !cnv.counted {\n\t\t\tts := TS{Sample: cnv.Sample, SizeClass: sizeClass(Truth{Start: cnv.Start, End: cnv.End})}\n\t\t\tval := stat[ts]\n\t\t\tif val == nil {\n\t\t\t\tval = &Stat{}\n\t\t\t\tstat[ts] = val\n\t\t\t}\n\t\t\tval.FP++\n\t\t}\n\t}\n}\n\nfunc sizeClass(t Truth) SC {\n\tl := t.End - t.Start\n\tif l < int(Small) {\n\t\treturn Small\n\t}\n\tif l < int(Medium) {\n\t\treturn Medium\n\t}\n\treturn Large\n}\n\nfunc sameCN(a, b int) bool {\n\tif a > 2 {\n\t\ta = 3\n\t}\n\tif b > 2 {\n\t\tb = 3\n\t}\n\treturn a == b\n}\n\nfunc imin(a, b int) int {\n\tif a < b {\n\t\treturn a\n\t}\n\treturn b\n}\n\nfunc imax(a, b int) int {\n\tif a > b {\n\t\treturn a\n\t}\n\treturn b\n}\n\nfunc poverlap(a CNV, b Truth) float64 {\n\tif a.Chrom != b.Chrom {\n\t\treturn 0\n\t}\n\ttotal := math.Min(float64(a.End-a.Start), float64(b.End-b.Start))\n\t//total := float64(b.End - b.Start)\n\tovl := imin(a.End, b.End) - imax(a.Start, b.Start)\n\tif ovl < 0 {\n\t\treturn 0\n\t}\n\treturn float64(ovl) / total\n}\n"
  },
  {
    "path": "covstats/README.md",
    "content": "## covstats\n\nget estimates for coverage, instert size, duplicate, from a bam file by sampling read-length and looking at the index.\n"
  },
  {
    "path": "covstats/covstats.go",
    "content": "package covstats\n\nimport (\n\t\"fmt\"\n\t\"io\"\n\t\"log\"\n\t\"math\"\n\t\"os\"\n\t\"sort\"\n\t\"strconv\"\n\t\"strings\"\n\n\targ \"github.com/alexflint/go-arg\"\n\t\"github.com/biogo/hts/bam\"\n\t\"github.com/biogo/hts/sam\"\n\t\"github.com/brentp/goleft/samplename\"\n\t\"github.com/brentp/smoove/shared\"\n\t\"github.com/brentp/xopen\"\n)\n\nvar cli = struct {\n\tN       int      `arg:\"-n,help:number of reads to sample for length\"`\n\tRegions string   `arg:\"-r,help:optional bed file to specify target regions\"`\n\tFasta   string   `arg:\"-f,help:fasta file. required for cram format\"`\n\tBams    []string `arg:\"positional,required,help:bams/crams for which to estimate coverage\"`\n}{N: 1000000}\n\nfunc pcheck(e error) {\n\tif e != nil {\n\t\tpanic(e)\n\t}\n}\n\nconst N_MADS = 10\n\nfunc readCoverage(path string) int {\n\tfh, err := xopen.Ropen(path)\n\tpcheck(err)\n\tcov := 0\n\tfor {\n\t\tline, err := fh.ReadString('\\n')\n\n\t\tif err == io.EOF {\n\t\t\tbreak\n\t\t}\n\t\tline = strings.TrimSuffix(line, \"\\n\")\n\t\ttoks := strings.SplitN(line, \"\\t\", 5)\n\t\ts, err := strconv.Atoi(toks[1])\n\t\tpcheck(err)\n\t\te, err := strconv.Atoi(toks[2])\n\t\tpcheck(err)\n\t\tcov += e - s\n\t}\n\treturn cov\n}\n\nfunc madFilter(arr []int, nmads int) []int {\n\tif !sort.IntsAreSorted(arr) {\n\t\tsort.Ints(arr)\n\t}\n\tmed := arr[len(arr)/2]\n\tupper_mads := make([]int, 0, len(arr))\n\tfor _, a := range arr[len(arr)/2+1:] {\n\t\tupper_mads = append(upper_mads, a-med)\n\t}\n\tsort.Ints(upper_mads)\n\tumad := upper_mads[len(upper_mads)/2]\n\tupper := med + nmads*umad\n\tvar i, a int\n\tfor i, a = range arr {\n\t\tif a > upper {\n\t\t\tbreak\n\t\t}\n\t}\n\treturn arr[:i]\n}\n\nfunc meanStd(arr []int) (mean, std float64) {\n\t// first remove things that are more than 10 mads above the median.\n\n\tl := float64(len(arr))\n\tfor _, a := range arr {\n\t\tmean += float64(a) / l\n\t}\n\tfor _, a := range arr {\n\t\tstd += math.Pow(float64(a)-mean, 2) / l\n\t}\n\treturn mean, math.Sqrt(std)\n}\n\n// Stats hold info about a bam returned from `BamStats`\ntype Stats struct {\n\tInsertMean float64\n\tInsertSD   float64\n\t// 5th percentile of insert size\n\tInsertPct5 int\n\t// 95th percentile of insert size\n\tInsertPct95      int\n\tTemplateMean     float64\n\tTemplateSD       float64\n\tReadLengthMean   float64\n\tReadLengthMedian float64\n\t// ProportionBad is the proportion of reads that were Dup|QCFail\n\tProportionBad            float64\n\tProportionUnmapped       float64\n\tProportionProperlyPaired float64\n\tProportionDuplicate      float64\n\n\tMaxReadLength int\n\n\tH []float64\n}\n\nfunc (s Stats) String() string {\n\treturn fmt.Sprintf(\"%.2f\\t%.2f\\t%d\\t%d\\t%.2f\\t%.2f\", s.InsertMean, s.InsertSD, s.InsertPct5, s.InsertPct95, s.TemplateMean, s.TemplateSD)\n}\n\n// number of reads to skip to avoid crap at start of chrom\nconst skipReads = 100000\n\n// BamStats takes bam reader sample N well-behaved sites and return the coverage and insert-size info\nfunc BamStats(br *bam.Reader, n int, skipReads int) Stats {\n\tbr.Omit(bam.AllVariableLengthData)\n\tsizes := make([]int, 0, 2*n)\n\tinsertSizes := make([]int, 0, n)\n\ttemplateLengths := make([]int, 0, n)\n\tvar nBad, nUnmapped int\n\tfor i := 0; i < skipReads; i++ {\n\t\t_, err := br.Read()\n\t\tif err == io.EOF {\n\t\t\tlog.Println(\"covmed: not enough reads to sample for bam stats\")\n\t\t\tbreak\n\t\t}\n\t}\n\ts := Stats{}\n\tvar k int\n\n\tfor len(insertSizes) < n {\n\t\trec, err := br.Read()\n\t\tif err == io.EOF {\n\t\t\tbreak\n\t\t}\n\t\tpcheck(err)\n\t\tif rec.Flags&sam.Unmapped != 0 {\n\t\t\tnUnmapped++\n\t\t\tcontinue\n\t\t}\n\t\tk++\n\t\tif rec.Flags&(sam.Duplicate|sam.QCFail) != 0 {\n\t\t\tif rec.Flags&sam.Duplicate != 0 {\n\t\t\t\ts.ProportionDuplicate++\n\t\t\t}\n\t\t\tnBad++\n\t\t\tcontinue\n\t\t}\n\t\tif rec.Flags&sam.ProperPair != 0 {\n\t\t\ts.ProportionProperlyPaired++\n\t\t}\n\t\tif len(sizes) < 2*n {\n\t\t\t_, read := rec.Cigar.Lengths()\n\t\t\tsizes = append(sizes, read)\n\t\t} else {\n\t\t\t// single end reads have no pairs so we have to skip.\n\t\t\tif len(insertSizes) == 0 {\n\t\t\t\tbreak\n\t\t\t}\n\t\t}\n\n\t\tif rec.Pos < rec.MatePos && rec.Flags&sam.ProperPair == sam.ProperPair && len(rec.Cigar) == 1 && rec.Cigar[0].Type() == sam.CigarMatch {\n\t\t\tinsertSizes = append(insertSizes, rec.MatePos-rec.End())\n\t\t\ttemplateLengths = append(templateLengths, rec.TempLen)\n\t\t}\n\t}\n\n\tsort.Ints(sizes)\n\n\tif len(sizes) > 0 {\n\t\ts.ProportionBad = float64(nBad) / float64(k+nUnmapped)\n\t\ts.ProportionDuplicate = s.ProportionDuplicate / float64(k+nUnmapped)\n\t\ts.ProportionProperlyPaired = s.ProportionProperlyPaired / float64(k+nUnmapped)\n\t\ts.ProportionUnmapped = float64(nUnmapped) / float64(k+nUnmapped)\n\t\ts.ReadLengthMedian = float64(sizes[(len(sizes)-1)/2]) - 1\n\t\ts.ReadLengthMean, _ = meanStd(sizes)\n\t\tsort.Ints(sizes)\n\t\ts.MaxReadLength = sizes[len(sizes)-1]\n\t}\n\n\tif len(insertSizes) > 0 {\n\n\t\tsort.Ints(insertSizes)\n\t\tl := float64(len(insertSizes) - 1)\n\t\ts.InsertPct5 = insertSizes[int(0.05*l+0.5)]\n\t\ts.InsertPct95 = insertSizes[int(0.95*l+0.5)]\n\n\t\tinsertSizes = madFilter(insertSizes, N_MADS)\n\t\ts.InsertMean, s.InsertSD = meanStd(insertSizes)\n\n\t\ttemplateLengths = madFilter(templateLengths, N_MADS)\n\t\ts.TemplateMean, s.TemplateSD = meanStd(templateLengths)\n\n\t\t// taken from lumpy/scripts/pairend_distro.py\n\t\tstart := float64(s.MaxReadLength)\n\t\tstop := float64(s.TemplateMean + s.TemplateSD*4)\n\t\ts.H = make([]float64, int(stop-start+1))\n\t\tcnt := float64(0)\n\t\tfor _, t := range templateLengths {\n\t\t\tx := float64(t)\n\t\t\tif x < start || x > stop {\n\t\t\t\tcontinue\n\t\t\t}\n\t\t\tj := int(x - start)\n\t\t\ts.H[j] += 1\n\t\t\tcnt += 1\n\t\t}\n\t\tfor i := range s.H {\n\t\t\ts.H[i] /= cnt\n\t\t}\n\t}\n\treturn s\n}\n\n// Main is called from the dispatcher\nfunc Main() {\n\tfmt.Fprintln(os.Stdout, \"coverage\\tinsert_mean\\tinsert_sd\\tinsert_5th\\tinsert_95th\\ttemplate_mean\\ttemplate_sd\\tpct_unmapped\\tpct_bad_reads\\tpct_duplicate\\tpct_proper_pair\\tread_length\\tbam\\tsample\")\n\n\targ.MustParse(&cli)\n\tfor _, bamPath := range cli.Bams {\n\n\t\tbrdr, err := shared.NewReader(bamPath, 2, cli.Fasta)\n\t\tpcheck(err)\n\n\t\tnames := strings.Join(samplename.Names(brdr.Header()), \",\")\n\t\tif names == \"\" {\n\t\t\tnames = \"<no-read-groups>\"\n\t\t}\n\n\t\tvar idx *bam.Index\n\n\t\tif strings.HasSuffix(bamPath, \".bam\") {\n\n\t\t\tifh, ierr := os.Open(bamPath + \".bai\")\n\t\t\tif ierr != nil {\n\t\t\t\t// if .bam.bai didn't exist, check .bai\n\t\t\t\tifh, err = os.Open(bamPath[:len(bamPath)-4] + \".bai\")\n\t\t\t}\n\t\t\tpcheck(err)\n\n\t\t\tidx, err = bam.ReadIndex(ifh)\n\t\t\tpcheck(err)\n\t\t}\n\n\t\tgenomeBases := 0\n\t\tmapped := uint64(0)\n\t\tsizes := BamStats(brdr, cli.N, skipReads)\n\t\tvar notFound []string\n\t\tfor _, ref := range brdr.Header().Refs() {\n\t\t\tgenomeBases += ref.Len()\n\t\t\tif idx != nil {\n\t\t\t\tstats, ok := idx.ReferenceStats(ref.ID())\n\t\t\t\tif !ok {\n\t\t\t\t\tif !strings.Contains(ref.Name(), \"random\") && ref.Len() > 10000 {\n\t\t\t\t\t\tnotFound = append(notFound, ref.Name())\n\t\t\t\t\t}\n\t\t\t\t\tcontinue\n\t\t\t\t}\n\t\t\t\tmapped += stats.Mapped\n\t\t\t}\n\t\t}\n\t\tif len(notFound) > 0 {\n\t\t\tfmt.Fprintf(os.Stderr, \"chromosomes: %s not found in %s\\n\", strings.Join(notFound, \",\"), bamPath)\n\t\t}\n\t\tif cli.Regions != \"\" {\n\t\t\tgenomeBases = readCoverage(cli.Regions)\n\t\t}\n\n\t\t// TODO: check that reads are from coverage regions.\n\t\tcoverage := (1 - sizes.ProportionBad) * float64(mapped) * sizes.ReadLengthMean / float64(genomeBases)\n\n\t\tfmt.Fprintf(os.Stdout, \"%.2f\\t%s\\t%.2f\\t%.1f\\t%.1f\\t%.1f\\t%d\\t%s\\t%s\\n\", coverage, sizes.String(), 100*sizes.ProportionUnmapped,\n\t\t\t100*sizes.ProportionBad,\n\t\t\t100*sizes.ProportionDuplicate,\n\t\t\t100*sizes.ProportionProperlyPaired,\n\t\t\tsizes.MaxReadLength, bamPath, names)\n\t}\n}\n"
  },
  {
    "path": "dcnv/dcnv.go",
    "content": "package main\n\nimport (\n\t\"fmt\"\n\t\"html/template\"\n\t\"io\"\n\t\"math\"\n\t\"math/rand\"\n\t\"os\"\n\t\"strconv\"\n\t\"strings\"\n\n\t\"gonum.org/v1/gonum/floats\"\n\t\"gonum.org/v1/gonum/mat\"\n\n\t\"github.com/brentp/faidx\"\n\tchartjs \"github.com/brentp/go-chartjs\"\n\t\"github.com/brentp/go-chartjs/types\"\n\t\"github.com/brentp/goleft/dcnv/debiaser\"\n\t\"github.com/brentp/xopen\"\n\t\"go4.org/sort\"\n)\n\n// Intervals is the wrapper for a slice of intervals.\ntype Intervals struct {\n\tChrom string\n\t// 0-based starts\n\tStarts []uint32\n\t// 1-based ends\n\tGCs           []float64\n\tSeqComplexity []float64\n\tEnds          []uint32\n\n\t// shape is n-sites * n-samples\n\tDepths  *mat.Dense\n\t_depths []float64\n\n\tGCB *GcBounds\n\n\tsampleMedians []float64\n\tsampleScalars []float64\n\tSamples       []string\n}\n\nfunc (ivs Intervals) NSamples() int {\n\t_, c := ivs.Depths.Dims()\n\treturn c\n}\n\nfunc mustAtoi(a string) uint32 {\n\tv, err := strconv.Atoi(a)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\treturn uint32(v)\n}\n\nfunc mustAtof(a string) float64 {\n\tv, err := strconv.ParseFloat(a, 64)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\treturn v\n}\n\nfunc imin(a, b int) int {\n\tif a < b {\n\t\treturn a\n\t}\n\treturn b\n}\n\ntype GcBounds struct {\n\tMin float64\n\tMax float64\n}\n\nfunc (ivs *Intervals) addFromLine(l string, fa *faidx.Faidx, fp *faidx.FaPos) {\n\ttoks := strings.Split(l, \"\\t\")\n\ttoks[len(toks)-1] = strings.TrimSpace(toks[len(toks)-1])\n\t// subtract $n bases since GC before will afffect reads here.\n\ts, e := mustAtoi(toks[1]), mustAtoi(toks[2])\n\tif s < 250 {\n\t\ts = 250\n\t}\n\tst, err := fa.Stats(toks[0], int(s-250), int(e))\n\tif err != nil {\n\t\tfmt.Fprintln(os.Stderr, err)\n\t}\n\n\tif ivs.GCB != nil && (st.GC > ivs.GCB.Max || st.GC < ivs.GCB.Min) {\n\t\treturn\n\t}\n\n\tivs.Starts = append(ivs.Starts, s)\n\tivs.Ends = append(ivs.Ends, e)\n\n\tfor c := 3; c < len(toks); c++ {\n\t\td := mustAtof(toks[c])\n\t\t//d /= float64(iv.End - iv.Start)\n\t\tivs._depths = append(ivs._depths, d)\n\t}\n\n\tivs.GCs = append(ivs.GCs, st.GC)\n}\n\n// SampleMedians gets the Median log2 values for each sample.\nfunc (ivs *Intervals) SampleMedians() []float64 {\n\tr, _ := ivs.Depths.Dims()\n\tdepths := make([]float64, r)\n\n\tivs.sampleMedians = make([]float64, ivs.NSamples())\n\tfor sampleI := 0; sampleI < ivs.NSamples(); sampleI++ {\n\t\t// sorting the extracted array is much faster.\n\t\tmat.Col(depths, sampleI, ivs.Depths)\n\t\t// lop off the lower depths (for exome).\n\t\t// and then normalized on the median above that lower bound.\n\t\tsort.Slice(depths, func(i, j int) bool { return depths[i] < depths[j] })\n\t\tvar k int\n\t\tfor k = 0; k < len(depths) && depths[k] == 0; k++ {\n\t\t}\n\t\tivs.sampleMedians[sampleI] = depths[k:][int(0.65*float64(len(depths)-k))]\n\t}\n\treturn ivs.sampleMedians\n}\n\n// NormalizeBySampleMedian divides each depth by the sample median.\nfunc (ivs *Intervals) NormalizeBySampleMedian() {\n\tmeds := ivs.SampleMedians()\n\tr, _ := ivs.Depths.Dims()\n\tmat := ivs.Depths\n\tfor i := 0; i < r; i++ {\n\t\trow := mat.RawRowView(i)\n\t\tfloats.Div(row, meds)\n\t}\n}\n\nfunc median(b []float64) float64 {\n\ta := make([]float64, len(b))\n\tcopy(a, b)\n\n\tsort.Slice(a, func(i, j int) bool { return a[i] < a[j] })\n\tif len(a)%2 == 0 {\n\t\tam := a[len(a)/2]\n\t\tbm := a[len(a)/2+1]\n\t\treturn (am + bm) / 2\n\t}\n\treturn a[len(a)/2]\n}\n\ntype MatFn func(*mat.Dense)\n\nfunc (ivs *Intervals) ReadRegions(path string, fasta string) {\n\tfai, err := faidx.New(fasta)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tfp := &faidx.FaPos{}\n\n\trdr, err := xopen.Ropen(path)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\ti := 0\n\tfor {\n\t\tline, err := rdr.ReadString('\\n')\n\t\tif err == io.EOF {\n\t\t\tbreak\n\t\t}\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t\tif i == 0 && (line[0] == '#' || strings.HasPrefix(line, \"chrom\")) {\n\t\t\tivs.Samples = strings.Split(strings.TrimSpace(line), \"\\t\")[3:]\n\t\t\tcontinue\n\t\t}\n\t\tif i == 0 || i == 1 {\n\t\t\tivs.Chrom = string(line[:strings.Index(line, \"\\t\")])\n\t\t\tfp.Chrom = ivs.Chrom\n\t\t}\n\t\ti++\n\t\tivs.addFromLine(line, fai, fp)\n\t}\n\tns := len(ivs.Samples)\n\tivs.Depths = mat.NewDense(len(ivs._depths)/ns, ns, ivs._depths)\n}\n\nfunc (ivs *Intervals) Write(n int) {\n\tmeds := ivs.SampleMedians()\n\tr, c := ivs.Depths.Dims()\n\tlmeds := make([]float64, c)\n\tfor i, v := range meds {\n\t\tlmeds[i] = math.Log2(v)\n\t}\n\t_s := make([]string, ivs.NSamples())\n\tformatIV := func(depths []float64) string {\n\t\tfor k := 0; k < len(_s); k++ {\n\t\t\t_s[k] = fmt.Sprintf(\"%.1f\", depths[k])\n\t\t}\n\t\treturn strings.Join(_s, \"\\t\")\n\t}\n\tfor i := 0; i < r; i++ {\n\t\tif i == n {\n\t\t\tbreak\n\t\t}\n\t\tfmt.Printf(\"%s:%d-%d\\t%s\\n\", ivs.Chrom, ivs.Starts[i], ivs.Ends[i], formatIV(ivs.Depths.RawRowView(i)))\n\t}\n}\n\nfunc Pipeliner(mat *mat.Dense, fns ...MatFn) {\n\tfor _, fn := range fns {\n\t\tfn(mat)\n\t}\n}\n\n// truncate depth values above this to cnMax\nconst cnMax = 2.5\n\ntype vs struct {\n\txs []float64\n\tys []float64\n}\n\nfunc (v *vs) Xs() []float64 {\n\treturn v.xs\n}\n\nfunc (v *vs) Ys() []float64 {\n\treturn v.ys\n}\n\nfunc (v *vs) Rs() []float64 {\n\treturn nil\n}\n\nfunc (v *vs) Len() int {\n\treturn len(v.xs)\n}\n\n// make it meet gonum/plot plotter.XYer\n\nfunc (v *vs) XY(i int) (x, y float64) {\n\treturn v.xs[i], v.ys[i]\n}\n\nfunc asValues(vals []float64, multiplier float64) chartjs.Values {\n\n\t// skip until we find non-zero.\n\tv := vs{xs: make([]float64, 0, len(vals)), ys: make([]float64, 0, len(vals))}\n\tseenNonZero := false\n\tfor i, r := range vals {\n\t\tif r == 0 && !seenNonZero {\n\t\t\tcontinue\n\t\t}\n\t\tseenNonZero = true\n\t\tv.xs = append(v.xs, float64(i)*multiplier)\n\t\tif r > cnMax {\n\t\t\tr = cnMax\n\t\t}\n\t\tv.ys = append(v.ys, float64(r))\n\t}\n\treturn &v\n}\n\nfunc randomColor(s int) *types.RGBA {\n\trand.Seed(int64(s))\n\treturn &types.RGBA{\n\t\tR: uint8(26 + rand.Intn(230)),\n\t\tG: uint8(26 + rand.Intn(230)),\n\t\tB: uint8(26 + rand.Intn(230)),\n\t\tA: 240}\n}\n\nfunc plotDepths(depths *mat.Dense, samples []string, chrom string, base string) error {\n\tchart := chartjs.Chart{Label: chrom}\n\txa, err := chart.AddXAxis(chartjs.Axis{Type: chartjs.Linear, Position: chartjs.Bottom, ScaleLabel: &chartjs.ScaleLabel{FontSize: 16, LabelString: \"position on \" + chrom, Display: chartjs.True}})\n\tif err != nil {\n\t\treturn err\n\t}\n\tya, err := chart.AddYAxis(chartjs.Axis{Type: chartjs.Linear, Position: chartjs.Left,\n\t\tTick:       &chartjs.Tick{Min: 0, Max: 2.5},\n\t\tScaleLabel: &chartjs.ScaleLabel{FontSize: 16, LabelString: \"scaled coverage\", Display: chartjs.True}})\n\tif err != nil {\n\t\treturn err\n\t}\n\n\tw := 0.4\n\tr, nsamples := depths.Dims()\n\tif nsamples > 30 {\n\t\tw = 0.3\n\t}\n\tif nsamples > 50 {\n\t\tw = 0.2\n\t}\n\tdepth := make([]float64, r)\n\tfor i := 0; i < nsamples; i++ {\n\t\tmat.Col(depth, i, depths)\n\t\txys := asValues(depth, 16384)\n\t\t//log.Println(chrom, samples[i], len(xys.Xs()))\n\t\tc := randomColor(i)\n\t\tdataset := chartjs.Dataset{Data: xys, Label: samples[i], Fill: chartjs.False, PointRadius: 0, BorderWidth: w,\n\t\t\tBorderColor: c, BackgroundColor: c, SteppedLine: chartjs.True, PointHitRadius: 6}\n\t\tdataset.XAxisID = xa\n\t\tdataset.YAxisID = ya\n\t\tchart.AddDataset(dataset)\n\t}\n\tchart.Options.Responsive = chartjs.False\n\tchart.Options.Tooltip = &chartjs.Tooltip{Mode: \"nearest\"}\n\twtr, err := os.Create(fmt.Sprintf(\"%s-depth-%s.html\", base, chrom))\n\tif err != nil {\n\t\treturn err\n\t}\n\tlink := template.HTML(`<a href=\"index.html\">back to index</a>`)\n\tif err := chart.SaveHTML(wtr, map[string]interface{}{\"width\": 850, \"height\": 550, \"customHTML\": link}); err != nil {\n\t\treturn err\n\t}\n\tif err := wtr.Close(); err != nil {\n\t\treturn err\n\t}\n\treturn nil\n}\n\nfunc main() {\n\n\tbed := os.Args[1]\n\tfasta := os.Args[2]\n\tivs := &Intervals{}\n\n\tivs.ReadRegions(bed, fasta)\n\n\tdb := debiaser.GeneralDebiaser{}\n\tdb.Window = 9\n\tdb.Vals = make([]float64, len(ivs.GCs))\n\tcopy(db.Vals, ivs.GCs)\n\tPipeliner(ivs.Depths, db.Sort, db.Debias, db.Unsort)\n\n\tivs.NormalizeBySampleMedian()\n\n\tnsites, nsamples := ivs.Depths.Dims()\n\tdps := make([]string, nsamples)\n\tfdp, err := os.Create(\"depth.bed\")\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tplotDepths(ivs.Depths, ivs.Samples, ivs.Chrom, \"dd\")\n\tfmt.Fprintf(fdp, \"#chrom\\tstart\\tend\\t%s\\n\", strings.Join(ivs.Samples, \"\\t\"))\n\tfor i := 0; i < nsites; i++ {\n\t\tiv := ivs.Depths.RawRowView(i)\n\t\tfor si := range dps {\n\t\t\tdps[si] = fmt.Sprintf(\"%.2f\", iv[si])\n\t\t}\n\t\tfmt.Fprintf(fdp, \"%s\\t%d\\t%d\\t%s\\n\", ivs.Chrom, ivs.Starts[i], ivs.Ends[i], strings.Join(dps, \"\\t\"))\n\t}\n}\n"
  },
  {
    "path": "dcnv/debiaser/debiaser.go",
    "content": "package debiaser\n\nimport (\n\t\"fmt\"\n\t\"log\"\n\t\"math\"\n\t\"sort\"\n\n\t\"gonum.org/v1/gonum/floats\"\n\t\"gonum.org/v1/gonum/mat\"\n\n\t\"github.com/JaderDias/movingmedian\"\n)\n\n// Debiaser implements inplace removal of bias from a mat64 of (scaled) values.\ntype Debiaser interface {\n\tDebias(*mat.Dense)\n}\n\n// Sorter provides method to sort and then unsort a mat64\ntype Sorter interface {\n\tSort(*mat.Dense)\n\tUnsort(*mat.Dense)\n}\n\n// SortedDebiaser is useful when we need to: sort, then unbias based on that sort order, then unsort.\n// An example of this is for GC bias.\ntype SortedDebiaser interface {\n\tSorter\n\tDebiaser\n}\n\n// GeneralDebiaser is an implementation of a SortedDebiaser that can be used simply by setting attributes.int\n// Window is the size of the moving window for correction.\n// Usage is to Call GeneralDebiaser.Sort() then Debias(), then Unsort(). Presumbly, Those calls will be flanked\n// by a scaler call such as to scaler.ZScore.\ntype GeneralDebiaser struct {\n\tVals   []float64\n\tWindow int\n\tinds   []int\n\ttmp    *mat.Dense\n}\n\nfunc (g *GeneralDebiaser) setTmp(r, c int) {\n\tif g.tmp == nil {\n\t\tg.tmp = mat.NewDense(r, c, nil)\n\t} else {\n\t\tgr, gc := g.tmp.Dims()\n\t\tif gr != r || gc != c {\n\t\t\tg.tmp = mat.NewDense(r, c, nil)\n\t\t}\n\t}\n}\n\n// Sort sorts the rows in mat according the order in g.Vals.\nfunc (g *GeneralDebiaser) Sort(mat *mat.Dense) {\n\tif g.inds == nil {\n\t\tg.inds = make([]int, len(g.Vals))\n\t}\n\tfloats.Argsort(g.Vals, g.inds)\n\tr, c := mat.Dims()\n\tg.setTmp(r, c)\n\n\tchanged := false\n\tfor ai, bi := range g.inds {\n\t\tif ai != bi {\n\t\t\tchanged = true\n\t\t}\n\t\tg.tmp.SetRow(ai, mat.RawRowView(bi))\n\t}\n\tif !changed {\n\t\tlog.Println(\"WARNING: no change after sorting. This usually means .Vals is unset or same as previous run\")\n\t}\n\t// copy g.tmp into mat\n\tmat.Copy(g.tmp)\n}\n\n// Unsort reverts the values to be position sorted.\nfunc (g *GeneralDebiaser) Unsort(mat *mat.Dense) {\n\tif g.inds == nil {\n\t\tpanic(\"unsort: must call sort first\")\n\t}\n\tr, c := mat.Dims()\n\tg.setTmp(r, c)\n\t// copy mat into g.tmp\n\tg.tmp.Copy(mat)\n\ttmp := make([]float64, len(g.Vals))\n\tfor ai, bi := range g.inds {\n\t\tmat.SetRow(bi, g.tmp.RawRowView(ai))\n\t\ttmp[bi] = g.Vals[ai]\n\t}\n\tg.Vals = tmp\n}\n\n// Debias by subtracting moving median in each sample.\n// It's assumed that g.Sort() has been called before this and that g.Unsort() will be called after.\n// It's also assumed that the values in mat have been scaled, for example by a `scaler.ZScore`.\nfunc (g *GeneralDebiaser) Debias(imat *mat.Dense) {\n\tr, c := imat.Dims()\n\tcol := make([]float64, r)\n\tfor sampleI := 0; sampleI < c; sampleI++ {\n\t\tmat.Col(col, sampleI, imat)\n\n\t\tmm := movingmedian.NewMovingMedian(g.Window)\n\t\tmid := (g.Window-1)/2 + 1\n\t\tfor i := 0; i < mid; i++ {\n\t\t\tmm.Push(col[i])\n\t\t}\n\t\tfor i := 0; i < mid; i++ {\n\t\t\tcol[i] /= math.Max(mm.Median(), 1)\n\t\t}\n\n\t\tvar i int\n\t\tfor i = mid; i < len(col)-mid; i++ {\n\t\t\tmm.Push(col[i+mid])\n\t\t\tcol[i] /= math.Max(mm.Median(), 1)\n\t\t}\n\t\tfor ; i < len(col); i++ {\n\t\t\tcol[i] /= math.Max(mm.Median(), 1)\n\t\t}\n\t\timat.SetCol(sampleI, col)\n\t}\n}\n\ntype ChunkDebiaser struct {\n\tGeneralDebiaser\n\t// ScoreWindow defines the range of Vals used per window.\n\t// E.g. if this is 0.1 then all values from 0.25-0.35 will be normalized to the median of\n\t// Depths occuring in that range.\n\tScoreWindow float64\n}\n\nfunc (cd *ChunkDebiaser) Debias(imat *mat.Dense) {\n\tif cd.ScoreWindow == 0 {\n\t\tpanic(\"must set ChunkDebiaser.ScoreWindow\")\n\t}\n\tr, c := imat.Dims()\n\tcol := make([]float64, r)\n\n\tslices := make([]int, 1, 100)\n\tv0 := cd.Vals[0]\n\tfor i := 0; i < len(cd.Vals); i++ {\n\t\tif cd.Vals[i]-v0 > cd.ScoreWindow {\n\t\t\tv0 = cd.Vals[i]\n\t\t\tslices = append(slices, i)\n\t\t}\n\t}\n\tslices = append(slices, len(cd.Vals))\n\tdpSubset := make([]float64, 0, len(cd.Vals))\n\n\tfor sampleI := 0; sampleI < c; sampleI++ {\n\t\tmat.Col(col, sampleI, imat)\n\t\tfor i := 1; i < len(slices); i++ {\n\t\t\tsi, ei := slices[i-1], slices[i]\n\t\t\tdpSubset = dpSubset[:(ei - si)]\n\t\t\tcopy(dpSubset, col[si:ei])\n\t\t\tsort.Float64s(dpSubset)\n\t\t\tvar k int\n\t\t\tfor ; k < len(dpSubset) && dpSubset[k] == 0; k++ {\n\t\t\t}\n\t\t\tmedian := dpSubset[(ei-si-k)/2]\n\n\t\t\tif median > 0 {\n\t\t\t\tfor j := si; j < ei; j++ {\n\t\t\t\t\tcol[j] /= median\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\t\timat.SetCol(sampleI, col)\n\t}\n}\n\ntype SVD struct {\n\tMinVariancePct float64\n}\n\nfunc (isvd *SVD) Debias(imat *mat.Dense) {\n\tvar svd mat.SVD\n\tif ok := svd.Factorize(imat, mat.SVDThin); !ok {\n\t\tpanic(\"error with SVD\")\n\t}\n\n\t// get svd and zero out first n components.\n\ts, u, v := extractSVD(&svd)\n\tsum := floats.Sum(s)\n\tstr := \"variance:\"\n\n\tvar n int\n\tfor n = 0; n < 15 && 100*s[n]/sum > isvd.MinVariancePct; n++ {\n\t\tstr += fmt.Sprintf(\" %.2f\", 100*s[n]/sum)\n\t}\n\tlog.Println(str)\n\n\tsigma := mat.NewDense(len(s), len(s), nil)\n\t// leave the first n as 0 and set the rest.\n\tfor i := n; i < len(s); i++ {\n\t\tsigma.Set(i, i, s[i])\n\t}\n\timat.Product(u, sigma, v.T())\n}\n\nfunc extractSVD(svd *mat.SVD) (s []float64, u, v *mat.Dense) {\n\tvar um *mat.Dense\n\tvar vm *mat.Dense\n\tsvd.UTo(um)\n\tsvd.VTo(vm)\n\ts = svd.Values(nil)\n\treturn s, um, vm\n}\n"
  },
  {
    "path": "dcnv/debiaser/debiaser_test.go",
    "content": "package debiaser_test\n\nimport (\n\t\"fmt\"\n\t\"math/rand\"\n\t\"reflect\"\n\t\"testing\"\n\n\t\"gonum.org/v1/gonum/mat\"\n\n\t\"github.com/brentp/goleft/dcnv/debiaser\"\n\t\"github.com/brentp/goleft/dcnv/scalers\"\n)\n\nfunc fillMatrix(mat *mat.Dense) {\n\tr, c := imat.Dims()\n\tfor i := 0; i < r; i++ {\n\t\tfor j := 0; j < c; j++ {\n\t\t\timat.Set(i, j, 100+float64(i)*100+10*float64(j)+float64(j)/10+10*rand.Float64())\n\t\t}\n\t}\n}\n\nfunc printMatrix(imat *mat.Dense) {\n\tr, c := imat.Dims()\n\tfor i := 0; i < r; i++ {\n\t\tfmt.Printf(\"[\")\n\t\trow := imat.RawRowView(i)\n\t\tfor j := 0; j < c; j++ {\n\t\t\tif j < c-1 {\n\t\t\t\tfmt.Printf(\"%.2f, \", row[j])\n\t\t\t} else {\n\t\t\t\tfmt.Printf(\"%.2f\", row[j])\n\t\t\t}\n\t\t}\n\t\tfmt.Printf(\"]\\n\")\n\t}\n}\n\nfunc TestGeneralDebiasSort(t *testing.T) {\n\n\tg := debiaser.GeneralDebiaser{Vals: []float64{0, 1, 2, 3, 10, 9, 8, 6}}\n\n\timat := mat.NewDense(len(g.Vals), 4, nil)\n\tcpy := mat.NewDense(len(g.Vals), 4, nil)\n\tfillMatrix(imat)\n\tcpy.Copy(imat)\n\n\tg.Sort(imat)\n\t/*\n\t\tfor i := 0; i < r; i++ {\n\t\t\tfmt.Printf(\"%v\\n\", mat.RawRowView(i))\n\t\t}\n\t*/\n\n\t/*\n\t\tif !reflect.DeepEqual(g.Posns, []uint32{0, 1, 2, 3, 7, 6, 5, 4}) {\n\t\t\tt.Fatalf(\"got %s\", g.Posns)\n\t\t}\n\t*/\n\tif !reflect.DeepEqual(g.Vals, []float64{0, 1, 2, 3, 6, 8, 9, 10}) {\n\t\tt.Fatalf(\"got %s\", g.Vals)\n\t}\n\tif reflect.DeepEqual(cpy, mat) {\n\t\tt.Fatalf(\"expected different matrix after sort\")\n\t}\n\n\tg.Unsort(imat)\n\t/*\n\t\tif !reflect.DeepEqual(g.Posns, []uint32{0, 1, 2, 3, 4, 5, 6, 7}) {\n\t\t\tt.Fatalf(\"got %s\", g.Posns)\n\t\t}\n\t*/\n\tif !reflect.DeepEqual(g.Vals, []float64{0, 1, 2, 3, 10, 9, 8, 6}) {\n\t\tt.Fatalf(\"got %s\", g.Vals)\n\t}\n\t/*\n\t\tfmt.Println(\"\\nafter unsort\")\n\t\tfor i := 0; i < r; i++ {\n\t\t\tfmt.Printf(\"%v -- %v\\n\", mat.RawRowView(i), cpy.RawRowView(i))\n\t\t}\n\t*/\n\tif !reflect.DeepEqual(cpy, imat) {\n\t\tt.Fatalf(\"expected indentical matrix after unsort\")\n\t}\n\n}\n\nfunc TestGeneralDebias(t *testing.T) {\n\tg := debiaser.GeneralDebiaser{Vals: []float64{0, 1, 2, 3, 10, 9, 8, 6, 5, 4, 3, 2, 1, 0.5},\n\t\tWindow: 1,\n\t\t//Posns:  []uint32{0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14},\n\t}\n\timat := mat.NewDense(len(g.Vals), 7, nil)\n\tfillMatrix(imat)\n\tvar zscore scalers.ZScore\n\tzscore.Scale(imat)\n\tzscore.UnScale(imat)\n\t// check z-scaling\n\t//fmt.Println(\"after\")\n\t//printMatrix(mat)\n\tzscore.Scale(imat)\n\tg.Sort(imat)\n\tg.Debias(imat)\n\tzscore.UnScale(imat)\n\t//fmt.Println(\"after\")\n\t//printMatrix(mat)\n\t/*\n\t\tif reflect.DeepEqual(g.Posns, []uint32{0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14}) {\n\t\t\tt.Fatal(\"expected unsorted posns\")\n\t\t}\n\t*/\n\n\tg.Unsort(imat)\n\t/*\n\t\tif !reflect.DeepEqual(g.Posns, []uint32{0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14}) {\n\t\t\tt.Fatal(\"expected sorted posns\")\n\t\t}\n\t*/\n\n}\n"
  },
  {
    "path": "dcnv/scalers/scalers.go",
    "content": "// Package scalers holds the interface for scaling depths to standardized scores.\npackage scalers\n\nimport (\n\t\"math\"\n\t\"sort\"\n\n\t\"gonum.org/v1/gonum/mat\"\n\t\"gonum.org/v1/gonum/stat\"\n)\n\n// Scaler allows transformation and back of the depths.\n// As an example, see the `ZScore` struct. Usually, these\n// will be 0-centered\ntype Scaler interface {\n\t// Scale Converts from AdjustedDepth to a scaled value\n\tScale(*mat.Dense)\n\tUnScale(*mat.Dense)\n}\n\nvar _ Scaler = &ZScore{}\nvar _ Scaler = &Log2{}\n\n// ZScore implements the Scaler interface for StdScore (z-score)\ntype ZScore struct {\n\tmeans []float64\n\tsds   []float64\n}\n\n// UnScale converts back to depths.\nfunc (z *ZScore) UnScale(a *mat.Dense) {\n\tr, _ := a.Dims()\n\tfor i := 0; i < r; i++ {\n\t\trow := a.RawRowView(i)\n\t\tfor c, v := range row {\n\t\t\trow[c] = math.Max(0, v*z.sds[i]+z.means[i])\n\t\t}\n\t}\n}\n\n// Scale converts from depths to z-scores.\nfunc (z *ZScore) Scale(a *mat.Dense) {\n\tr, _ := a.Dims()\n\tz.means = make([]float64, r)\n\tz.sds = make([]float64, r)\n\t// convert to z-score\n\tfor i := 0; i < r; i++ {\n\t\trow := a.RawRowView(i)\n\t\tm, sd := stat.MeanStdDev(row, nil)\n\t\tfor c, d := range row {\n\t\t\trow[c] = (d - m) / sd\n\t\t}\n\t\tz.means[i] = m\n\t\tz.sds[i] = sd\n\t}\n}\n\ntype RowCentered struct {\n\tCenterer func([]float64) float64\n\tcenters  []float64\n}\n\ntype ColCentered struct {\n\tCenterer func([]float64) float64\n\tcenters  []float64\n}\n\nfunc (rc *RowCentered) Scale(a *mat.Dense) {\n\tr, _ := a.Dims()\n\tif rc.centers == nil {\n\t\trc.centers = make([]float64, 0, r)\n\t}\n\trc.centers = rc.centers[:0]\n\tfor i := 0; i < r; i++ {\n\t\trow := a.RawRowView(i)\n\t\trc.centers = append(rc.centers, rc.Centerer(row))\n\t\tfor c := range row {\n\t\t\trow[c] -= rc.centers[i]\n\t\t}\n\t}\n\n}\n\nfunc (cc *ColCentered) Scale(a *mat.Dense) {\n\tr, c := a.Dims()\n\tif cc.centers == nil {\n\t\tcc.centers = make([]float64, 0, c)\n\t}\n\tcc.centers = cc.centers[:0]\n\tcol := make([]float64, r)\n\tfor i := 0; i < c; i++ {\n\t\tmat.Col(col, i, a)\n\t\tcc.centers = append(cc.centers, cc.Centerer(col))\n\t\tfor c := range col {\n\t\t\tcol[c] -= cc.centers[i]\n\t\t}\n\t\ta.SetCol(i, col)\n\t}\n\n}\n\nfunc (rc *RowCentered) UnScale(a *mat.Dense) {\n\tr, _ := a.Dims()\n\tfor i := 0; i < r; i++ {\n\t\trow := a.RawRowView(i)\n\t\tcnt := rc.centers[i]\n\t\tfor j := range row {\n\t\t\trow[j] += cnt\n\t\t}\n\t}\n}\n\nfunc (cc *ColCentered) UnScale(a *mat.Dense) {\n\tr, c := a.Dims()\n\tcol := make([]float64, r)\n\tfor i := 0; i < c; i++ {\n\t\tmat.Col(col, i, a)\n\t\tcnt := cc.centers[i]\n\t\tfor j := range col {\n\t\t\tcol[j] += cnt\n\t\t}\n\t\ta.SetCol(i, col)\n\t}\n}\n\nfunc gmean(vs []float64) float64 {\n\tos := make([]float64, len(vs))\n\tcopy(os, vs)\n\tsort.Float64s(os)\n\treturn os[len(os)/2]\n\treturn stat.Mean(vs, nil)\n}\n\n// Log2 implements Scaler interface to perform log2 transformation on depths.\ntype Log2 struct {\n\tCC *ColCentered\n}\n\n// Scale converts from depths to log2s\nfunc (l *Log2) Scale(a *mat.Dense) {\n\tr, _ := a.Dims()\n\tif l.CC == nil {\n\t\tl.CC = &ColCentered{Centerer: gmean}\n\t}\n\tfor i := 0; i < r; i++ {\n\t\trow := a.RawRowView(i)\n\t\tfor c, d := range row {\n\t\t\trow[c] = math.Log2(1 + d)\n\t\t}\n\t}\n\tl.CC.Scale(a)\n}\n\n// UnScale converts from log2s to depths\nfunc (l *Log2) UnScale(a *mat.Dense) {\n\tr, _ := a.Dims()\n\tl.CC.UnScale(a)\n\tfor i := 0; i < r; i++ {\n\t\trow := a.RawRowView(i)\n\t\tfor c, d := range row {\n\t\t\trow[c] = math.Pow(2, d)\n\t\t}\n\t}\n}\n"
  },
  {
    "path": "dcnv/scalers/scalers_test.go",
    "content": "package scalers_test\n\nimport (\n\t\"log\"\n\t\"math\"\n\t\"testing\"\n\n\t\"gonum.org/v1/gonum/floats\"\n\t\"gonum.org/v1/gonum/mat\"\n\t\"gonum.org/v1/gonum/stat\"\n\n\t\"github.com/brentp/goleft/dcnv/scalers\"\n)\n\nconst eps = 0.001\n\nfunc TestZScoreRoundTrip(t *testing.T) {\n\n\tzsc := &scalers.ZScore{}\n\timat := mat.NewDense(10, 10, nil)\n\tr, c := imat.Dims()\n\tif r != 10 || c != 10 {\n\t\tt.Fatal(\"unexpected size\")\n\t}\n\tfor i := 0; i < r; i++ {\n\t\tfor j := 0; j < c; j++ {\n\t\t\timat.Set(i, j, float64((i+1)*(j+1)))\n\t\t}\n\t}\n\n\tzsc.Scale(imat)\n\tfor i := 0; i < r; i++ {\n\t\tif math.Abs(stat.Mean(mat.RawRowView(i), nil)) > eps {\n\t\t\tt.Fatalf(\"expected 0, got %f\", stat.Mean(mat.RawRowView(i), nil))\n\t\t}\n\t}\n\tzsc.UnScale(mat)\n\tfor i := 0; i < r; i++ {\n\t\trow := mat.RawRowView(i)\n\t\tfor j := 0; j < c; j++ {\n\t\t\tif math.Abs(row[j]-float64((i+1)*(j+1))) > eps {\n\t\t\t\tlog.Fatalf(\"expected: %f, got %f\", float64((i+1)*(j+1)), row[j])\n\t\t\t}\n\t\t}\n\t}\n\n}\n\nfunc TestLog2RoundTrip(t *testing.T) {\n\n\tzsc := &scalers.Log2{}\n\timat := mat.NewDense(10, 10, nil)\n\tr, c := imat.Dims()\n\tif r != 10 || c != 10 {\n\t\tt.Fatal(\"unexpected size\")\n\t}\n\tfor i := 0; i < r; i++ {\n\t\tfor j := 0; j < c; j++ {\n\t\t\timat.Set(i, j, float64((i+1)*(j+1)))\n\t\t}\n\t}\n\n\tzsc.Scale(imat)\n\tfor i := 0; i < r; i++ {\n\t\tif floats.Min(imat.RawRowView(i)) < 0 {\n\t\t\tt.Fatalf(\"log2:expected >0, got %f\", stat.Mean(imat.RawRowView(i), nil))\n\t\t}\n\t}\n\tzsc.UnScale(imat)\n\tfor i := 0; i < r; i++ {\n\t\trow := imat.RawRowView(i)\n\t\tfor j := 0; j < c; j++ {\n\t\t\tif math.Abs(row[j]-float64((i+1)*(j+1))) > eps {\n\t\t\t\tlog.Fatalf(\"expected: %f, got %f\", float64((i+1)*(j+1)), row[j])\n\t\t\t}\n\t\t}\n\t}\n\n}\n"
  },
  {
    "path": "depth/README.md",
    "content": "depth\n=====\n\ndepth parallelizes calls to [samtools](https://samtools.github.io) in user-defined windows.\nIt outputs a bed file of callable regions (determined by mincov) and of depth (only windows\nwith <= `maxmeandepth` are reported.\n\n```\nusage: goleft depth [--windowsize WINDOWSIZE] [--maxmeandepth MAXMEANDEPTH] [--q Q] [--chrom CHROM] [--mincov MINCOV] [--stats] --reference REFERENCE [--processes PROCESSES] [--bed BED] [--prefix PREFIX] BAM\n\npositional arguments:\n  bam                    bam for which to calculate depth\n\noptions:\n  --windowsize WINDOWSIZE, -w WINDOWSIZE\n                         window size in which to calculate high-depth regions [default: 250]\n  --maxmeandepth MAXMEANDEPTH, -m MAXMEANDEPTH\n                         windows with depth > than this are high-depth. The default reports the depth of all regions.\n  --q Q, -Q Q            mapping quality cutoff [default: 1]\n  --chrom CHROM, -c CHROM\n                         optional chromosome to limit analysis\n  --mincov MINCOV        minimum depth considered callable [default: 4]\n  --stats, -s            report sequence stats [GC CpG masked] for each window\n  --reference REFERENCE, -r REFERENCE\n                         path to reference fasta\n  --processes PROCESSES, -p PROCESSES\n                         number of processors to parallelize.\n  --bed BED, -b BED      file of positions or regions. (parallelization will be by region).\n  --prefix PREFIX\n  --help, -h             display this help and exit\n"
  },
  {
    "path": "depth/depth.go",
    "content": "// Package depth parallelizes calls to samtools depths and outputs:\n// 1) $prefix.callable.bed that contains collapsed per-base regions of NO/LOW/or CALLABLE coverage.\n// where low is < MinCov.\n// 2) $prefix.depth.bed that contains the average depth for each window interval specified by WindowSize.\n// TODO: output gc-content in depth windows.\npackage depth\n\nimport (\n\t\"bufio\"\n\t\"bytes\"\n\t\"fmt\"\n\t\"io\"\n\t\"log\"\n\t\"os\"\n\t\"regexp\"\n\t\"runtime\"\n\t\"strconv\"\n\t\"strings\"\n\n\targ \"github.com/alexflint/go-arg\"\n\t\"github.com/brentp/faidx\"\n\t\"github.com/brentp/gargs/process\"\n\t\"github.com/brentp/xopen\"\n\t\"github.com/fatih/color\"\n)\n\ntype dargs struct {\n\tWindowSize   int       `arg:\"-w,help:window size in which to calculate high-depth regions\"`\n\tMaxMeanDepth int       `arg:\"-m,help:windows with depth > than this are high-depth. The default reports the depth of all regions.\"`\n\tOrdered      bool      `arg:\"-o,help:force output to be in same order as input even with -p.\"`\n\tQ            int       `arg:\"-Q,help:mapping quality cutoff\"`\n\tChrom        string    `arg:\"-c,help:optional chromosome to limit analysis\"`\n\tMinCov       int       `arg:\"help:minimum depth considered callable\"`\n\tStats        bool      `arg:\"-s,help:report sequence stats [GC CpG masked] for each window\"`\n\tReference    string    `arg:\"-r,help:path to reference fasta\"`\n\tProcesses    int       `arg:\"-p,help:number of processors to parallelize.\"`\n\tBed          string    `arg:\"-b,help:optional file of positions or regions to restrict depth calculations.\"`\n\tPrefix       string    `arg:\"required,help:prefix for output files depth.bed and callable.bed\"`\n\tBam          string    `arg:\"positional,required,help:bam for which to calculate depth\"`\n\tstdout       io.Writer `arg:\"-\"`\n}\n\n// we echo the region first so the callback knows the full extents even if there is NOTE\n// coverage for part of it.\nconst command = \"echo '%s'; samtools depth -Q %d -d %d -r '%s' '%s'\"\n\n// this is the size in basepairs of the genomic chunks for parallelization.\nvar step = 10000000\n\nvar exitCode = 0\n\nfunc pcheck(e error) {\n\tif e != nil {\n\t\tlog.Fatal(e)\n\t}\n}\n\nfunc min(a, b int) int {\n\tif a < b {\n\t\treturn a\n\t}\n\treturn b\n}\n\nfunc max(a, b int) int {\n\tif a > b {\n\t\treturn a\n\t}\n\treturn b\n}\n\n// match chrom:start-end and chrom\\tstart\\tend\nvar re = regexp.MustCompile(\"(.+?)[:\\t](\\\\d+)([\\\\-\\t])(\\\\d+).*?\")\n\nfunc chromStartEndFromLine(line []byte) (string, int, int) {\n\tret := re.FindSubmatch(line)\n\tif len(ret) != 5 {\n\t\tlog.Fatal(\"couldn't get region from line\", string(line))\n\t}\n\tchrom, start, isep, end := ret[1], ret[2], ret[3], ret[4]\n\t// convert from bed to chrom:start-end region so add 1 to start\n\tistart, err := strconv.Atoi(string(start))\n\tif err != nil {\n\t\tlog.Fatal(err)\n\t}\n\tif bytes.Equal(isep, []byte{'-'}) {\n\t\tistart--\n\t}\n\tiend, err := strconv.Atoi(string(end))\n\tif err != nil {\n\t\tlog.Fatal(err)\n\t}\n\treturn string(chrom), max(istart, 0), iend\n}\n\nfunc regionFromLine(line []byte) string {\n\tchrom, start, end := chromStartEndFromLine(line)\n\t// convert from bed to chrom:start-end region so add 1 to start\n\treturn fmt.Sprintf(\"%s:%d-%d\", chrom, start+1, end)\n}\n\n// when the user specified a Bed file of regions for coverage, this is used.\nfunc genFromBed(ch chan string, args dargs) {\n\trdr, err := xopen.Ropen(args.Bed)\n\tpcheck(err)\n\tfor {\n\t\tline, err := rdr.ReadBytes('\\n')\n\t\tif err == io.EOF {\n\t\t\tbreak\n\t\t}\n\t\tpcheck(err)\n\t\tif len(line) == 0 {\n\t\t\tcontinue\n\t\t}\n\t\tregion := regionFromLine(line)\n\t\tch <- fmt.Sprintf(command, region, args.Q, args.MaxMeanDepth+2500,\n\t\t\tregion, args.Bam)\n\t}\n\tclose(ch)\n}\n\nfunc genCommands(args dargs) chan string {\n\tch := make(chan string)\n\tif args.Bed != \"\" {\n\t\tgo genFromBed(ch, args)\n\t\treturn ch\n\t}\n\n\tgo func() {\n\t\t// make sure step jives with windowsize otherwise we get WindowSize\n\t\t// where it doesn't have the right size\n\t\tstep = max(1, step/args.WindowSize) * args.WindowSize\n\n\t\trdr, err := xopen.Ropen(args.Reference + \".fai\")\n\t\tpcheck(err)\n\t\tfor {\n\t\t\tline, err := rdr.ReadString('\\n')\n\t\t\tif err == io.EOF {\n\t\t\t\tbreak\n\t\t\t}\n\t\t\tpcheck(err)\n\t\t\ttoks := strings.Split(line, \"\\t\")\n\n\t\t\tchrom := toks[0]\n\t\t\tif args.Chrom != \"\" && chrom != args.Chrom {\n\t\t\t\tcontinue\n\t\t\t}\n\t\t\tlength, err := strconv.Atoi(toks[1])\n\t\t\tpcheck(err)\n\t\t\tfor i := 0; i < length; i += step {\n\t\t\t\tregion := fmt.Sprintf(\"%s:%d-%d\", chrom, i+1, min(i+step, length))\n\t\t\t\tch <- fmt.Sprintf(command, region, args.Q, args.MaxMeanDepth+2500,\n\t\t\t\t\tregion, args.Bam)\n\t\t\t}\n\t\t}\n\t\tclose(ch)\n\t}()\n\treturn ch\n}\n\n// Main is run from the dispatcher\nfunc Main() {\n\n\targs := dargs{WindowSize: 250,\n\t\tMaxMeanDepth: 0,\n\t\tMinCov:       4,\n\t\tQ:            1}\n\tp := arg.MustParse(&args)\n\tif args.Prefix == \"\" {\n\t\tp.Fail(\"you must specify an output prefix\")\n\t}\n\truntime.GOMAXPROCS(args.Processes)\n\trun(args)\n\tos.Exit(exitCode)\n}\n\ntype ipos struct {\n\tstart int\n}\n\nfunc mean(sl []int, l int) (avg float64) {\n\tif len(sl) == 0 || l == 0 {\n\t\treturn 0\n\t}\n\tfor _, v := range sl {\n\t\tavg += float64(v)\n\t}\n\treturn avg / float64(l)\n}\n\nfunc getStats(fa *faidx.Faidx, chrom string, start, end int) string {\n\tif fa == nil {\n\t\treturn \"\"\n\t}\n\tst, err := fa.Stats(chrom, start, end)\n\tif err != nil {\n\t\tlog.Println(err)\n\t}\n\treturn fmt.Sprintf(\"\\t%.3g\\t%.3g\\t%.3g\", st.GC, st.CpG, st.Masked)\n}\n\nfunc getPosDepth(rline string) (int, int, error) {\n\t// toks starts after chrom. so [0] is pos and [1] is depth.\n\ttoks := strings.SplitN(rline, \"\\t\", 2)\n\tpos, err := strconv.Atoi(toks[0])\n\tif err != nil {\n\t\treturn 0, 0, err\n\t}\n\tpos--\n\n\tif len(toks[1]) > 1 && toks[1][len(toks[1])-1] == '\\n' {\n\t\ttoks[1] = toks[1][:len(toks[1])-1]\n\t}\n\n\tdepth, err := strconv.Atoi(toks[1])\n\tif err != nil {\n\t\treturn 0, 0, err\n\t}\n\n\treturn pos, depth, nil\n}\n\nfunc getCovClass(depth, minCov, maxMeanDepth int) string {\n\tif depth == 0 {\n\t\treturn \"NO_COVERAGE\"\n\t}\n\tif depth < minCov {\n\t\treturn \"LOW_COVERAGE\"\n\t}\n\tif maxMeanDepth > 0 && depth >= maxMeanDepth {\n\t\treturn \"EXCESSIVE_COVERAGE\"\n\t}\n\treturn \"CALLABLE\"\n}\n\nfunc run(args dargs) {\n\n\tcallback := func(r io.Reader, w io.WriteCloser) error {\n\t\trdr := bufio.NewReader(r)\n\t\twtr := bufio.NewWriter(w)\n\t\tdefer w.Close()\n\t\tdefer wtr.Flush()\n\n\t\tvar fa *faidx.Faidx\n\t\tvar err error\n\t\tif args.Stats {\n\t\t\tfa, err = faidx.New(args.Reference)\n\t\t\tdefer fa.Close()\n\t\t\tif err != nil {\n\t\t\t\treturn err\n\t\t\t}\n\t\t}\n\n\t\tdepthCache := make([]int, 0, args.WindowSize)\n\t\tvar depth, pos int\n\n\t\tregion, err := rdr.ReadBytes('\\n')\n\t\tif err != nil {\n\t\t\treturn err\n\t\t}\n\t\t// this is the bounds of the region echo'd before the samtools depth call.\n\t\tchrom, regionStart, regionEnd := chromStartEndFromLine(region)\n\t\tlastWindow := max(0, regionStart/args.WindowSize)\n\t\tvar cache [2]ipos\n\t\tcache[0].start = regionStart - 1\n\t\tcache[1].start = regionStart - 1\n\t\tvar lastCovClass string\n\n\t\thdPath := fmt.Sprintf(\"%s.%s-%d-%d.tmp.depth.bed\", args.Prefix, chrom, regionStart, regionEnd)\n\t\tfhHD, ferr := xopen.Wopen(hdPath)\n\t\tif ferr != nil {\n\t\t\treturn ferr\n\t\t}\n\t\tcaPath := fmt.Sprintf(\"%s.%s-%d-%d.tmp.callable.bed\", args.Prefix, chrom, regionStart, regionEnd)\n\t\tfhCA, ferr := xopen.Wopen(caPath)\n\t\tif ferr != nil {\n\t\t\treturn ferr\n\t\t}\n\t\tdefer fhCA.Close()\n\t\tdefer fhHD.Close()\n\n\t\tline, err := rdr.ReadString('\\n')\n\t\tfor err == nil {\n\n\t\t\tchrom = line[:strings.Index(line, \"\\t\")]\n\n\t\t\tpos, depth, err = getPosDepth(line[len(chrom)+1:])\n\t\t\tif err != nil {\n\t\t\t\tbreak\n\t\t\t}\n\n\t\t\t// if we have a full window...\n\t\t\tif pos/args.WindowSize != lastWindow {\n\t\t\t\tthisWindow := pos / args.WindowSize\n\t\t\t\t// print lastWindow along with any windows without any coverage.\n\t\t\t\tfor iwindow := lastWindow; iwindow < thisWindow; iwindow++ {\n\t\t\t\t\ts := max(regionStart, iwindow*args.WindowSize)\n\t\t\t\t\te := min(regionEnd, (iwindow+1)*args.WindowSize)\n\t\t\t\t\tstats := getStats(fa, chrom, s, e)\n\t\t\t\t\t// only the 1st loop of this will have values in depthCache. Others will have 0.\n\t\t\t\t\tfhHD.WriteString(fmt.Sprintf(\"%s\\t%d\\t%d\\t%.4g%s\\n\", chrom, s, e, mean(depthCache, e-s), stats))\n\t\t\t\t\tdepthCache = depthCache[:0]\n\t\t\t\t}\n\t\t\t\tlastWindow = thisWindow\n\t\t\t}\n\t\t\tdepthCache = append(depthCache, depth)\n\t\t\tcovClass := getCovClass(depth, args.MinCov, args.MaxMeanDepth)\n\n\t\t\t// check for a gap or a change in the coverage class.\n\t\t\tif covClass != lastCovClass || pos != cache[1].start+1 {\n\t\t\t\tif lastCovClass != \"\" {\n\t\t\t\t\tfhCA.WriteString(fmt.Sprintf(\"%s\\t%d\\t%d\\t%s\\n\", chrom, cache[0].start, cache[1].start+1, lastCovClass))\n\t\t\t\t}\n\t\t\t\t// also fill in block without any coverage.\n\t\t\t\tif pos != cache[1].start+1 {\n\t\t\t\t\tfhCA.WriteString(fmt.Sprintf(\"%s\\t%d\\t%d\\t%s\\n\", chrom, cache[1].start+1, pos, \"NO_COVERAGE\"))\n\t\t\t\t}\n\t\t\t\tlastCovClass = covClass\n\t\t\t\tcache[0] = ipos{pos}\n\t\t\t\tcache[1] = ipos{pos}\n\t\t\t} else {\n\t\t\t\tcache[1].start = pos\n\t\t\t}\n\t\t\tline, err = rdr.ReadString('\\n')\n\t\t}\n\t\tif cache[0].start != -1 && lastCovClass != \"\" {\n\t\t\tfhCA.WriteString(fmt.Sprintf(\"%s\\t%d\\t%d\\t%s\\n\", chrom, cache[0].start, cache[1].start+1, lastCovClass))\n\t\t}\n\t\tif len(depthCache) > 0 {\n\t\t\ts := pos / args.WindowSize * args.WindowSize\n\t\t\tif s < regionEnd {\n\t\t\t\ts := max(s, regionStart)\n\t\t\t\te := min(regionEnd, s+args.WindowSize)\n\t\t\t\tstats := getStats(fa, chrom, s, e)\n\t\t\t\tfhHD.WriteString(fmt.Sprintf(\"%s\\t%d\\t%d\\t%.4g%s\\n\", chrom, s, e, mean(depthCache, e-s), stats))\n\t\t\t\tdepthCache = depthCache[:0]\n\t\t\t\t// set position to end here so we don't output the same position below.\n\t\t\t\tpos = e\n\t\t\t}\n\n\t\t}\n\t\t// we didn't get data for the full region, so it must end in no-coverage.\n\t\tif cache[1].start+1 < regionEnd {\n\t\t\t// If we had regions within section\n\t\t\tif cache[1].start != -1 {\n\t\t\t\tfhCA.WriteString(fmt.Sprintf(\"%s\\t%d\\t%d\\tNO_COVERAGE\\n\", chrom, cache[1].start+1, regionEnd))\n\t\t\t\t// otherwise the whole region is NO_COVERAGE\n\t\t\t} else {\n\t\t\t\tfhCA.WriteString(fmt.Sprintf(\"%s\\t%d\\t%d\\tNO_COVERAGE\\n\", chrom, regionStart, regionEnd))\n\t\t\t}\n\t\t\tfor ds := max(regionStart, pos) / args.WindowSize * args.WindowSize; ds < regionEnd && pos < regionEnd; ds += args.WindowSize {\n\t\t\t\t// keep de calc first.\n\t\t\t\tde := min(regionEnd, ds+args.WindowSize)\n\t\t\t\ts := max(ds, regionStart)\n\t\t\t\tstats := getStats(fa, chrom, s, de)\n\t\t\t\tfhHD.WriteString(fmt.Sprintf(\"%s\\t%d\\t%d\\t%.4g%s\\n\", chrom, s, de, mean(depthCache, de-s), stats))\n\t\t\t\tdepthCache = depthCache[:0]\n\t\t\t}\n\t\t}\n\t\twtr.WriteString(caPath + \"\\n\")\n\t\twtr.WriteString(hdPath + \"\\n\")\n\t\twtr.Flush()\n\t\treturn w.Close()\n\t}\n\n\tcancel := make(chan bool)\n\tdefer close(cancel)\n\tvar stdout io.Writer\n\tif args.stdout == nil {\n\t\tstdout = bufio.NewWriter(os.Stdout)\n\t} else {\n\t\tstdout = args.stdout\n\t}\n\n\ttype flushable interface {\n\t\tFlush() error\n\t}\n\tif s, ok := stdout.(flushable); ok {\n\t\tdefer s.Flush()\n\t}\n\n\tchrom := \"\"\n\tif args.Chrom != \"\" {\n\t\tchrom = \".\" + args.Chrom\n\t}\n\tfhca, err := xopen.Wopen(fmt.Sprintf(\"%s%s.callable.bed\", args.Prefix, chrom))\n\tpcheck(err)\n\tfhhd, err := xopen.Wopen(fmt.Sprintf(\"%s%s.depth.bed\", args.Prefix, chrom))\n\tpcheck(err)\n\tdefer fhca.Flush()\n\tdefer fhhd.Flush()\n\topts := process.Options{Retries: 1, CallBack: callback, Ordered: args.Ordered}\n\n\tfor cmd := range process.Runner(genCommands(args), cancel, &opts) {\n\t\tif ex := cmd.ExitCode(); ex != 0 && cmd.Err != io.EOF {\n\t\t\tc := color.New(color.BgRed).Add(color.Bold)\n\t\t\tfmt.Fprintf(os.Stderr, \"%s\\n\", c.SprintFunc()(fmt.Sprintf(\"ERROR with command: %s\", cmd)))\n\t\t\texitCode = max(exitCode, ex)\n\t\t}\n\t\tif cmd.Err == io.EOF {\n\t\t\tcontinue\n\t\t}\n\t\tcaPath, err := cmd.ReadString('\\n')\n\t\tif err != nil {\n\t\t\tlog.Println(cmd.CmdStr, err, cmd.Err)\n\t\t}\n\t\tcaSrc, err := xopen.Ropen(strings.TrimSpace(caPath))\n\t\tpcheck(err)\n\t\tio.Copy(fhca, caSrc)\n\t\tos.Remove(strings.TrimSpace(caPath))\n\n\t\thdPath, err := cmd.ReadString('\\n')\n\t\tif err != nil {\n\t\t\tlog.Println(err)\n\t\t}\n\t\thdSrc, err := xopen.Ropen(strings.TrimSpace(hdPath))\n\t\tpcheck(err)\n\t\tio.Copy(fhhd, hdSrc)\n\t\tos.Remove(strings.TrimSpace(hdPath))\n\t\tcmd.Cleanup()\n\t}\n\tfhca.Flush()\n\tfhca.Close()\n\tfhhd.Flush()\n\tfhhd.Close()\n}\n"
  },
  {
    "path": "depth/functional-test.sh",
    "content": "#!/bin/bash\n\ntest -e ssshtest || wget -q https://raw.githubusercontent.com/ryanlayer/ssshtest/master/ssshtest\n\n. ssshtest\nset -uo pipefail\n\ngo build -o goleft ../cmd/goleft/goleft.go\n\ncheck_with_fai_bt() {\n    fai=$1\n    bed=$2\n    v=$(awk '{ print $1\"\\t\"0\"\\t\"$2 }' $fai | bedtools subtract -b - -a $bed && awk '{ print $1\"\\t\"0\"\\t\"$2 }' $fai | bedtools subtract -a - -b $bed)\n    echo -e \"$v\"\n}\n\ncheck_with_bed_bt() {\n    v=$(bedtools subtract -a $1 -b $2 && bedtools subtract -a $2 -b $1)\n    echo -e \"$v\"\n}\n\ncheck_uniq() {\n    a=$(cat $1 | wc -l)\n    b=$(uniq $1 | wc -l)\n    if [[ \"$a\" != \"$b\" ]]; then\n        echo \"DUPLICATE LINES in $1: $a $b\"\n        return\n    fi\n    if [[ \"$#\" == \"2\" ]]; then\n        echo \"OK\"\n        return\n    fi\n    c=$(cut -f 1-3 $1 | sort -u | wc -l)\n    if [[ \"$a\" != \"$c\" ]]; then\n        echo \"DUPLICATE regions in $1: $a $c\"\n        return\n    fi\n    echo \"OK\"\n}\n\nexport -f check_with_fai_bt\nexport -f check_with_bed_bt\n\n\nrun check_wgs ./goleft depth -Q 1 --ordered --windowsize 100 --stats --prefix x --reference test/hg19.fa test/t.bam\n\nassert_exit_code 0\nassert_equal \"$(check_with_fai_bt test/hg19.fa.fai x.depth.bed)\" \"\"\nassert_equal \"$(check_with_fai_bt test/hg19.fa.fai x.callable.bed)\" \"\"\nassert_equal \"$(check_uniq x.depth.bed)\" \"OK\"\nassert_equal \"$(check_uniq x.callable.bed)\" \"OK\"\n\nrun compare_to_samtools_100 python test/cmp.py x.depth.bed test/t.bam\nassert_exit_code 0\n\nrun check_wgs_big_window ./goleft depth -Q 1 --ordered --windowsize 1000000000 --stats --prefix x --reference test/hg19.fa test/t.bam\nassert_exit_code 0\nassert_equal \"$(check_with_fai_bt test/hg19.fa.fai x.depth.bed)\" \"\"\nassert_equal \"$(check_with_fai_bt test/hg19.fa.fai x.callable.bed)\" \"\"\nassert_equal \"$(check_uniq x.depth.bed)\" \"OK\"\nassert_equal \"$(check_uniq x.callable.bed)\" \"OK\"\n\nfor w in 55 60 71 13 2001; do\n    run check_wgs_big_window$w ./goleft depth -Q 1 --ordered --windowsize $w --stats --prefix x --reference test/hg19.fa test/t.bam\n    assert_exit_code 0\n    assert_equal \"$(check_with_fai_bt test/hg19.fa.fai x.depth.bed)\" \"\"\n    assert_equal \"$(check_with_fai_bt test/hg19.fa.fai x.callable.bed)\" \"\"\n    assert_equal \"$(check_uniq x.depth.bed)\" \"OK\"\n    assert_equal \"$(check_uniq x.callable.bed)\" \"OK\"\ndone\n\n\nrun check_bed ./goleft depth --bed test/windows.bed -Q 1 --ordered --windowsize 10 --stats --prefix x --reference test/hg19.fa test/t.bam\nassert_exit_code 0\nassert_equal \"$(check_with_bed_bt x.depth.bed test/windows.bed)\" \"\"\nassert_equal \"$(check_with_bed_bt x.callable.bed test/windows.bed)\" \"\"\nassert_equal \"$(check_uniq x.depth.bed bed)\" \"OK\"\nassert_equal \"$(check_uniq x.callable.bed bed)\" \"OK\"\n\n\nrun check_bed_big_window ./goleft depth --bed test/windows.bed -Q 1 --ordered --windowsize 1000000 --stats --prefix x --reference test/hg19.fa test/t.bam\nassert_exit_code 0\nassert_equal \"$(check_with_bed_bt x.depth.bed test/windows.bed)\" \"\"\nassert_equal \"$(check_with_bed_bt x.callable.bed test/windows.bed)\" \"\"\nassert_equal \"$(check_uniq x.depth.bed bed)\" \"OK\"\nassert_equal \"$(check_uniq x.callable.bed bed)\" \"OK\"\nrun compare_to_samtools_big_window python test/cmp.py x.depth.bed test/t.bam\n\nfor w in 50 55 60 71 13 2002; do\n    run check_bed_window$w ./goleft depth --bed test/windows.bed -Q 1 --ordered --windowsize $w --stats --prefix x --reference test/hg19.fa test/t.bam\n    assert_exit_code 0\n    assert_equal \"$(check_with_bed_bt x.depth.bed test/windows.bed)\" \"\"\n    assert_equal \"$(check_with_bed_bt x.callable.bed test/windows.bed)\" \"\"\n    assert_equal \"$(check_uniq x.depth.bed bed)\" \"OK\"\n    assert_equal \"$(check_uniq x.callable.bed bed)\" \"OK\"\n    run compare_to_samtools_directly$w python test/cmp.py x.depth.bed test/t.bam\ndone\n\nassert_exit_code 0\n\n\nrun check_empty ./goleft depth --windowsize 10 --q 1 --mincov 4 --reference test/hg19.fa --processes 1 --stats --prefix x test/t-empty.bam\nassert_exit_code 0\nassert_equal \"$(check_with_fai_bt test/hg19.fa.fai x.depth.bed)\" \"\"\nassert_equal \"$(check_with_fai_bt test/hg19.fa.fai x.callable.bed)\" \"\"\nassert_equal \"$(check_uniq x.depth.bed)\" \"OK\"\nassert_equal \"$(check_uniq x.callable.bed)\" \"OK\"\n\n\nrun check_empty_window ./goleft depth --bed test/windows.bed --windowsize 10 --q 1 --mincov 4 --reference test/hg19.fa --processes 1 --stats --prefix x test/t-empty.bam\nassert_exit_code 0\nassert_equal \"$(check_with_bed_bt x.depth.bed test/windows.bed)\" \"\"\nassert_equal \"$(check_with_bed_bt x.callable.bed test/windows.bed)\" \"\"\nassert_equal \"$(check_uniq x.depth.bed bed)\" \"OK\"\nassert_equal \"$(check_uniq x.callable.bed bed)\" \"OK\"\n\n\nrun check_hla ./goleft depth -r test/fake.fa --prefix /tmp/xx test/hla.bam\nassert_exit_code 0\n\necho -e \"\\nFINISHED OK\"\n\n"
  },
  {
    "path": "depth/intervals.go",
    "content": "package depth\n\nimport (\n\t\"bufio\"\n\t\"io\"\n\n\t\"github.com/biogo/store/interval\"\n\t\"github.com/brentp/xopen\"\n)\n\n// Integer-specific intervals\ntype irange struct {\n\tStart, End int\n\tUID        uintptr\n}\n\nfunc (i irange) Overlap(b interval.IntRange) bool {\n\t// Half-open interval indexing.\n\treturn i.End > b.Start && i.Start < b.End\n}\nfunc (i irange) ID() uintptr              { return i.UID }\nfunc (i irange) Range() interval.IntRange { return interval.IntRange{i.Start, i.End} }\n\n// Overlaps checks for overlaps without pulling intervals from the tree.\nfunc Overlaps(tree *interval.IntTree, start, end int) bool {\n\tif tree == nil {\n\t\treturn false\n\t}\n\n\tq := irange{Start: start, End: end, UID: uintptr(tree.Len())}\n\n\toverlaps := false\n\ttree.DoMatching(func(iv interval.IntInterface) bool {\n\t\toverlaps = true\n\t\treturn true\n\t}, q)\n\treturn overlaps\n\n}\n\n// ReadTree takes a bed file and returns map of trees.\nfunc ReadTree(ps ...string) map[string]*interval.IntTree {\n\ttree := make(map[string]*interval.IntTree, 10)\n\tk := 0\n\tfor _, p := range ps {\n\t\tif p == \"\" {\n\t\t\tcontinue\n\t\t}\n\t\tr, err := xopen.Ropen(p)\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t\tdefer r.Close()\n\t\tbr := bufio.NewReader(r)\n\n\t\tfor {\n\t\t\tline, err := br.ReadBytes('\\n')\n\t\t\tif err == io.EOF {\n\t\t\t\tbreak\n\t\t\t}\n\t\t\tif err != nil {\n\t\t\t\tpanic(err)\n\t\t\t}\n\n\t\t\tchrom, start, end := chromStartEndFromLine(line)\n\t\t\tif start >= end {\n\t\t\t\tcontinue\n\t\t\t}\n\t\t\tif _, ok := tree[chrom]; !ok {\n\t\t\t\ttree[chrom] = &interval.IntTree{}\n\t\t\t}\n\t\t\tif err := tree[chrom].Insert(irange{start, end, uintptr(k)}, false); err != nil {\n\t\t\t\tpanic(err)\n\t\t\t}\n\t\t\tk += 1\n\t\t}\n\t}\n\treturn tree\n}\n"
  },
  {
    "path": "depth/test/cmp.py",
    "content": "import subprocess as sp\nimport sys\n\ngoleft_bed = sys.argv[1]\nbam = sys.argv[2]\n\nfor toks in (l.rstrip().split(\"\\t\") for l in open(goleft_bed)):\n    cmd = \"samtools depth -a -Q 1 -r '%s:%d-%s' %s | awk '{s+=$3}END{if(NR==0){print 0}else{print s/%d}}'\" % (toks[0], int(toks[1]) + 1, toks[2], bam, int(toks[2]) - int(toks[1]))\n    out = sp.check_output(cmd, shell=True).strip()\n    expected = float(toks[3])\n\n    if abs(expected - float(out.strip())) > 0.5:\n        print(\"ERROR\")\n        print(float(out.strip()), expected)\n        print(cmd)\n        sys.exit(1)\n\n"
  },
  {
    "path": "depth/test/fake.fa",
    "content": ">HLA-A*01:01:01:01\nGATCACAGGTCTATCACCCTATTAACCACTCACGGGAGCTCTCCATGCATTTGGTATTTT\nCGTCTGGGGGGTGTGCACGCGATAGCATTGCGAGACGCTGGAGCCGGAGCACCCTATGTC\nGCAGTATCTGTCTTTGATTCCTGCCTCATTCTATTATTTATCGCACCTACGTTCAATATT\nACAGGCGAACATACCTACTAAAGTGTGTTAATTAATTAATGCTTGTAGGACATAATAATA\nACAATTGAATGTCTGCACAGCCGCTTTCCACACAGACATCATAACAAAAAATTTCCACCA\nAACCCCCCCCTCCCCCCGCTTCTGGCCACAGCACTTAAACACATCTCTGCCAAACCCCAA\nAAACAAAGAACCCTAACACCAGCCTAACCAGATTTCAAATTTTATCTTTAGGCGGTATGC\nACTTTTAACAGTCACCCCCCAACTAACACATTATTTTCCCCTCCCACTCCCATACTACTA\nATCTCATCAATACAACCCCCGCCCATCCTACCCAGCACACACACACCGCTGCTAACCCCA\nTACCCCGAACCAACCAAACCCCAAAGACACCCCCCACAGTTTATGTAGCTTACCTCCTCA\nAAGCAATACACTGAAAATGTTTAGACGGGCTCACATCACCCCATAAACAAATAGGTTTGG\nTCCTAGCCTTTCTATTAGCTCTTAGTAAGATTACACATGCAAGCATCCCCGTTCCAGTGA\nGTTCACCCTCTAAATCACCACGATCAAAAGGGACAAGCATCAAGCACGCAGCAATGCAGC\nTCAAAACGCTTAGCCTAGCCACACCCCCACGGGAAACAGCAGTGATTAACCTTTAGCAAT\nAAACGAAAGTTTAACTAAGCTATACTAACCCCAGGGTTGGTCAATTTCGTGCCAGCCACC\nGCGGTCACACGATTAACCCAAGTCAATAGAAGCCGGCGTAAAGAGTGTTTTAGATCACCC\nCCTCCCCAATAAAGCTAAAACTCACCTGAGTTGTAAAAAACTCCAGTTGACACAAAATAG\nACTACGAAAGTGGCTTTAACATATCTGAACACACAATAGCTAAGACCCAAACTGGGATTA\nGATACCCCACTATGCTTAGCCCTAAACCTCAACAGTTAAATCAACAAAACTGCTCGCCAG\nAACACTACGAGCCACAGCTTAAAACTCAAAGGACCTGGCGGTGCTTCATATCCCTCTAGA\nGGAGCCTGTTCTGTAATCGATAAACCCCGATCAACCTCACCACCTCTTGCTCAGCCTATA\nTACCGCCATCTTCAGCAAACCCTGATGAAGGCTACAAAGTAAGCGCAAGTACCCACGTAA\nAGACGTTAGGTCAAGGTGTAGCCCATGAGGTGGCAAGAAATGGGCTACATTTTCTACCCC\nAGAAAACTACGATAGCCCTTATGAAACTTAAGGGTCGAAGGTGGATTTAGCAGTAAACTG\nAGAGTAGAGTGCTTAGTTGAACAGGGCCCTGAAGCGCGTACACACCGCCCGTCACCCTCC\nTCAAGTATACTTCAAAGGACATTTAACTAAAACCCCTACGCATTTATATAGAGGAGACAA\nGTCGTAACATGGTAAGTGTACTGGAAAGTGCACTTGGACGAACCAGAGTGTAGCTTAACA\nCAAAGCACCCAACTTACACTTAGGAGATTTCAACTTAACTTGACCGCTCTGAGCTAAACC\nTAGCCCCAAACCCACTCCACCTTACTACCAGACAACCTTAGCCAAACCATTTACCCAAAT\nAAAGTATAGGCGATAGAAATTGAAACCTGGCGCAATAGATATAGTACCGCAAGGGAAAGA\nTGAAAAATTATAACCAAGCATAATATAGCAAGGACTAACCCCTATACCTTCTGCATAATG\nAATTAACTAGAAATAACTTTGCAAGGAGAGCCAAAGCTAAGACCCCCGAAACCAGACGAG\nCTACCTAAGAACAGCTAAAAGAGCACACCCGTCTATGTAGCAAAATAGTGGGAAGATTTA\nTAGGTAGAGGCGACAAACCTACCGAGCCTGGTGATAGCTGGTTGTCCAAGATAGAATCTT\nAGTTCAACTTTAAATTTGCCCACAGAACCCTCTAAATCCCCTTGTAAATTTAACTGTTAG\nTCCAAAGAGGAACAGCTCTTTGGACACTAGGAAAAAACCTTGTAGAGAGAGTAAAAAATT\nTAACACCCATAGTAGGCCTAAAAGCAGCCACCAATTAAGAAAGCGTTCAAGCTCAACACC\nCACTACCTAAAAAATCCCAAACATATAACTGAACTCCTCACACCCAATTGGACCAATCTA\nTCACCCTATAGAAGAACTAATGTTAGTATAAGTAACATGAAAACATTCTCCTCCGCATAA\nGCCTGCGTCAGATCAAAACACTGAACTGACAATTAACAGCCCAATATCTACAATCAACCA\nACAAGTCATTATTACCCTCACTGTCAACCCAACACAGGCATGCTCATAAGGAAAGGTTAA\nAAAAAGTAAAAGGAACTCGGCAAACCTTACCCCGCCTGTTTACCAAAAACATCACCTCTA\nGCATCACCAGTATTAGAGGCACCGCCTGCCCAGTGACACATGTTTAACGGCCGCGGTACC\nCTAACCGTGCAaaggtagcataatcacttgttccttaaatagggacctgtatgaatggct\nccacgagggttcagctgtctcttacttttaaccagtgaaattgacctgcccgtgaagagg\ncgggcatgacacagcaagacgagaagaccctatggagctttaatttaTTAATGCAAACAG\nTACCTAACAAACCCACAGGTCCTAAACTACCAAACCTGCATTAAAAATTTCGGTTGGGGC\nGACCTCGGAGCAGAACCCAACCTCCGAGCAGTACATGCTAAGACTTCACCAGTCAAAGCG\nAACTACTATACTCAATTGATCCAATAACTTGACCAACGGAACAAGTTACCCTAGGGATAA\nCAGCGCAATCCTATTCTAGAGTCCATATCAACAATAGGGTTTACGACCTCGATGTTGGAT\nCAGGACATCCCGATGGTGCAGCCGCTATTAAAGGTTCGTTTGTTCAACGATTAAAGTCCT\nACGTGATCTGAGTTCAGACCGGAGTAATCCAGGTCGGTTTCTATCTACTTCAAATTCCTC\nCCTGTACGAAAGGACAAGAGAAATAAGGCCTACTTCACAAAGCGCCTTCCCCCGTAAATG\nATATCATCTCAACTTAGTATTATACCCACACCCACCCAAGAACAGGGTTTgttaagatgg\ncagagcccggtaatcgcataaaacttaaaactttacagtcagaggttcaattcctcttct\ntaacaacaTACCCATGGCCAACCTCCTACTCCTCATTGTACCCATTCTAATCGCAATGGC\nATTCCTAATGCTTACCGAACGAAAAATTCTAGGCTATATACAACTACGCAAAGGCCCCAA\nCGTTGTAGGCCCCTACGGGCTACTACAACCCTTCGCTGACGCCATAAAACTCTTCACCAA\nAGAGCCCCTAAAACCCGCCACATCTACCATCACCCTCTACATCACCGCCCCGACCTTAGC\nTCTCACCATCGCTCTTCTACTATGAACCCCCCTCCCCATACCCAACCCCCTGGTCAACCT\nCAACCTAGGCCTCCTATTTATTCTAGCCACCTCTAGCCTAGCCGTTTACTCAATCCTCTG\nATCAGGGTGAGCATCAAACTCAAACTACGCCCTGATCGGCGCACTGCGAGCAGTAGCCCA\nAACAATCTCATATGAAGTCACCCTAGCCATCATTCTACTATCAACATTACTAATAAGTGG\nCTCCTTTAACCTCTCCACCCTTATCACAACACAAGAACACCTCTGATTACTCCTGCCATC\nATGACCCTTGGCCATAATATGATTTATCTCCACACTAGCAGAGACCAACCGAACCCCCTT\nCGACCTTGCCGAAGGGGAGTCCGAACTAGTCTCAGGCTTCAACATCGAATACGCCGCAGG\nCCCCTTCGCCCTATTCTTCATAGCCGAATACACAAACATTATTATAATAAACACCCTCAC\nCACTACAATCTTCCTAGGAACAACATATGACGCACTCTCCCCTGAACTCTACACAACATA\nTTTTGTCACCAAGACCCTACTTCTAACCTCCCTGTTCTTATGAATTCGAACAGCATACCC\nCCGATTCCGCTACGACCAACTCATACACCTCCTATGAAAAAACTTCCTACCACTCACCCT\nAGCATTACTTATATGATATGTCTCCATACCCATTACAATCTCCAGCATTCCCCCTCAAAC\nCTAAGAAATATGTCTGATAAAAGAGTTACTTTGATAGAGTAAATAATAGGAGCTTAAACC\nCCCTTATTTctaggactatgagaatcgaacccatccctgagaatccaaaattctccgtgc\ncacctatcacaccccatcctaAAGTAAGGTCAGCTAAATAAGCTATCGGGCCCATACCCC\nGAAAATGTTGGTTATACCCTTCCCGTACTAATTAATCCCCTGGCCCAACCCGTCATCTAC\nTCTACCATCTTTGCAGGCACACTCATCACAGCGCTAAGCTCGCACTGATTTTTTACCTGA\nGTAGGCCTAGAAATAAACATGCTAGCTTTTATTCCAGTTCTAACCAAAAAAATAAACCCT\nCGTTCCACAGAAGCTGCCATCAAGTATTTCCTCACGCAAGCAACCGCATCCATAATCCTT\nCTAATAGCTATCCTCTTCAACAATATACTCTCCGGACAATGAACCATAACCAATACTACC\nAATCAATACTCATCATTAATAATCATAATGGCTATAGCAATAAAACTAGGAATAGCCCCC\nTTTCACTTCTGAGTCCCAGAGGTTACCCAAGGCACCCCTCTGACATCCGGCCTGCTTCTT\nCTCACATGACAAAAACTAGCCCCCATCTCAATCATATACCAAATCTCTCCCTCACTAAAC\nGTAAGCCTTCTCCTCACTCTCTCAATCTTATCCATCATAGCAGGCAGTTGAGGTGGATTA\nAACCAAACCCAGCTACGCAAAATCTTAGCATACTCCTCAATTACCCACATAGGATGAATA\nATAGCAGTTCTACCGTACAACCCTAACATAACCATTCTTAATTTAACTATTTATATTATC\nCTAACTACTACCGCATTCCTACTACTCAACTTAAACTCCAGCACCACGACCCTACTACTA\nTCTCGCACCTGAAACAAGCTAACATGACTAACACCCTTAATTCCATCCACCCTCCTCTCC\nCTAGGAGGCCTGCCCCCGCTAACCGGCTTTTTGCCCAAATGGGCCATTATCGAAGAATTC\nACAAAAAACAATAGCCTCATCATCCCCACCATCATAGCCACCATCACCCTCCTTAACCTC\nTACTTCTACCTACGCCTAATCTACTCCACCTCAATCACACTACTCCCCATATCTAACAAC\nGTAAAAATAAAATGACAGTTTGAACATACAAAACCCACCCCATTCCTCCCCACACTCATC\nGCCCTTACCACGCTACTCCTACCTATCTCCCCTTTTATACTAATAATCTTATAGAAATTT\nAGGTTAAATACAGACCAAGAGCCTTCAAAGCCCTCAGTAAGTTGCAATACTTAATTTCTG\nCAACAGCTAAGGACTGCAAAACCCCACTCTGCATCAACTGAACGCAAATCAGCCACTTTA\nATTAAGCTAAGCCCTTACTAGACCAATGGGACTTAAACCCACAAACACTTAGTTAACAGC\nTAAGCACCCTAATCAACTGGCTTCAATCTACTTCTCCCGCCGCCGGGAAAAAAGGCGGGA\nGAAGCCCCGGCAGGTTTGAAGCTGCTTCTTCGAATTTGCAATTCAATATGAAAATCACCT\nCGGAGCTGGTAAAAAGAGGCCTAACCCCTGTCTTTAGATTTACAGTCCAATGCTTCACTC\nAGCCATTTTACCTCACCCCCACTGATGTTCGCCGACCGTTGACTATTCTCTACAAACCAC\nAAAGACATTGGAACACTATACCTATTATTCGGCGCATGAGCTGGAGTCCTAGGCACAGCT\nCTAAGCCTCCTTATTCGAGCCGAGCTGGGCCAGCCAGGCAACCTTCTAGGTAACGACCAC\nATCTACAACGTTATCGTCACAGCCCATGCATTTGTAATAATCTTCTTCATAGTAATACCC\nATCATAATCGGAGGCTTTGGCAACTGACTAGTTCCCCTAATAATCGGTGCCCCCGATATG\nGCGTTTCCCCGCATAAACAACATAAGCTTCTGACTCTTACCTCCCTCTCTCCTACTCCTG\nCTCGCATCTGCTATAGTGGAGGCCGGAGCAGGAACAGGTTGAACAGTCTACCCTCCCTTA\nGCAGGGAACTACTCCCACCCTGGAGCCTCCGTAGACCTAACCATCTTCTCCTTACACCTA\nGCAGGTGTCTCCTCTATCTTAGGGGCCATCAATTTCATCACAACAATTATCAATATAAAA\nCCCCCTGCCATAACCCAATACCAAACGCCCCTCTTCGTCTGATCCGTCCTAATCACAGCA\nGTCCTACTTCTCCTATCTCTCCCAGTCCTAGCTGCTGGCATCACTATACTACTAACAGAC\nCGCAACCTCAACACCACCTTCTTCGACCCCGCCGGAGGAGGAGACCCCATTCTATACCAA\nCACCTATTCTGATTTTTCGGTCACCCTGAAGTTTATATTCTTATCCTACCAGGCTTCGGA\nATAATCTCCCATATTGTAACTTACTACTCCGGAAAAAAAGAACCATTTGGATACATAGGT\nATGGTCTGAGCTATGATATCAATTGGCTTCCTAGGGTTTATCGTGTGAGCACACCATATA\nTTTACAGTAGGAATAGACGTAGACACACGAGCATATTTCACCTCCGCTACCATAATCATC\nGCTATCCCCACCGGCGTCAAAGTATTTAGCTGACTCGCCACACTCCACGGAAGCAATATG\nAAATGATCTGCTGCAGTGCTCTGAGCCCTAGGATTCATCTTTCTTTTCACCGTAGGTGGC\nCTGACTGGCATTGTATTAGCAAACTCATCACTAGACATCGTACTACACGACACGTACTAC\nGTTGTAGCTCACTTCCACTATGTCCTATCAATAGGAGCTGTATTTGCCATCATAGGAGGC\nTTCATTCACTGATTTCCCCTATTCTCAGGCTACACCCTAGACCAAACCTACGCCAAAATC\nCATTTCACTATCATATTCATCGGCGTAAATCTAACTTTCTTCCCACAACACTTTCTCGGC\nCTATCCGGAATGCCCCGACGTTACTCGGACTACCCCGATGCATACACCACATGAAACATC\nCTATCATCTGTAGGCTCATTCATTTCTCTAACAGCAGTAATATTAATAATTTTCATGATT\nTGAGAAGCCTTCGCTTCGAAGCGAAAAGTCCTAATAGTAGAAGAACCCTCCATAAACCTG\nGAGTGACTATATGGATGCCCCCCACCCTACCACACATTCGAAGAACCCGTATACATAAAA\nTCTAGACAaaaaaggaaggaatcgaaccccccaaagctggtttcaagccaaccccatggc\nctccatgactttttcAAAAAGGTATTAGAAAAACCATTTCATAACTTTGTCAAAGTTAAA\nTTATAGGCTAAATCCTATATATCTTAATGGCACATGCAGCGCAAGTAGGTCTACAAGACG\nCTACTTCCCCTATCATAGAAGAGCTTATCACCTTTCATGATCACGCCCTCATAATCATTT\nTCCTTATCTGCTTCCTAGTCCTGTATGCCCTTTTCCTAACACTCACAACAAAACTAACTA\nATACTAACATCTCAGACGCTCAGGAAATAGAAACCGTCTGAACTATCCTGCCCGCCATCA\nTCCTAGTCCTCATCGCCCTCCCATCCCTACGCATCCTTTACATAACAGACGAGGTCAACG\nATCCCTCCCTTACCATCAAATCAATTGGCCACCAATGGTACTGAACCTACGAGTACACCG\nACTACGGCGGACTAATCTTCAACTCCTACATACTTCCCCCATTATTCCTAGAACCAGGCG\nACCTGCGACTCCTTGACGTTGACAATCGAGTAGTACTCCCGATTGAAGCCCCCATTCGTA\nTAATAATTACATCACAAGACGTCTTGCACTCATGAGCTGTCCCCACATTAGGCTTAAAAA\nCAGATGCAATTCCCGGACGTCTAAACCAAACCACTTTCACCGCTACACGACCGGGGGTAT\nACTACGGTCAATGCTCTGAAATCTGTGGAGCAAACCACAGTTTCATGCCCATCGTCCTAG\nAATTAATTCCCCTAAAAATCTTTGAAATAGGGCCCGTATTTACCCTATAGCACCCCCTCT\nACCCCCTCTAGAGCCCACTGTAAAGCTAACTTAGCATTAACCTTTTAAGTTAAAGATTAA\nGAGAACCAACACCTCTTTACAGTGAAATGCCCCAACTAAATACTACCGTATGGCCCACCA\nTAATTACCCCCATACTCCTTACACTATTCCTCATCACCCAACTAAAAATATTAAACACAA\nACTACCACCTACCTCCCTCACCAAAGCCCATAAAAATAAAAAATTATAACAAACCCTGAG\nAACCAAAATGAACGAAAATCTGTTCGCTTCATTCATTGCCCCCACAATCCTAGGCCTACC\nCGCCGCAGTACTGATCATTCTATTTCCCCCTCTATTGATCCCCACCTCCAAATATCTCAT\nCAACAACCGACTAATCACCACCCAACAATGACTAATCAAACTAACCTCAAAACAAATGAT\nAGCCATACACAACACTAAAGGACGAACCTGATCTCTTATACTAGTATCCTTAATCATTTT\nTATTGCCACAACTAACCTCCTCGGACTCCTGCCTCACTCATTTACACCAACCACCCAACT\nATCTATAAACCTAGCCATGGCCATCCCCTTATGAGCGGGCGCAGTGATTATAGGCTTTCG\nCTCTAAGATTAAAAATGCCCTAGCCCACTTCTTACCACAAGGCACACCTACACCCCTTAT\nCCCCATACTAGTTATTATCGAAACCATCAGCCTACTCATTCAACCAATAGCCCTGGCCGT\nACGCCTAACCGCTAACATTACTGCAGGCCACCTACTCATGCACCTAATTGGAAGCGCCAC\nCCTAGCAATATCAACCATTAACCTTCCCTCTACACTTATCATCTTCACAATTCTAATTCT\nACTGACTATCCTAGAAATCGCTGTCGCCTTAATCCAAGCCTACGTTTTCACACTTCTAGT\nAAGCCTCTACCTGCACGACAACACATAATGACCCACCAATCACATGCCTATCATATAGTA\nAAACCCAGCCCATGACCCCTAACAGGGGCCCTCTCAGCCCTCCTAATGACCTCCGGCCTA\nGCCATGTGATTTCACTTCCACTCCATAACGCTCCTCATACTAGGCCTACTAACCAACACA\nCTAACCATATACCAATGGTGGCGCGATGTAACACGAGAAAGCACATACCAAGGCCACCAC\nACACCACCTGTCCAAAAAGGCCTTCGATACGGGATAATCCTATTTATTACCTCAGAAGTT\nTTTTTCTTCGCAGGATTTTTCTGAGCCTTTTACCACTCCAGCCTAGCCCCTACCCCCCAA\nCTAGGAGGGCACTGGCCCCCAACAGGCATCACCCCGCTAAATCCCCTAGAAGTCCCACTC\nCTAAACACATCCGTATTACTCGCATCAGGAGTATCAATCACCTGAGCTCACCATAGTCTA\nATAGAAAACAACCGAAACCAAATAATTCAAGCACTGCTTATTACAATTTTACTGGGTCTC\nTATTTTACCCTCCTACAAGCCTCAGAGTACTTCGAGTCTCCCTTCACCATTTCCGACGGC\nATCTACGGCTCAACATTTTTTGTAGCCACAGGCTTCCACGGACTTCACGTCATTATTGGC\nTCAACTTTCCTCACTATCTGCTTCATCCGCCAACTAATATTTCACTTTACATCCAAACAT\nCACTTTGGCTTCGAAGCCGCCGCCTGATACTGGCATTTTGTAGATGTGGTTTGACTATTT\nCTGTATGTCTCCATCTATTGATGAGGGTCTTACTCTTTTAGTATAAATAGTACCGTTAAC\nTTCCAATTAACTAGTTTTGACAACATTCAAAAAAGAGTAATAAACTTCGCCTTAATTTTA\nATAATCAACACCCTCCTAGCCTTACTACTAATAATTATTACATTTTGACTACCACAACTC\nAACGGCTACATAGAAAAATCCACCCCTTACGAGTGCGGCTTCGACCCTATATCCCCCGCC\nCGCGTCCCTTTCTCCATAAAATTCTTCTTAGTAGCTATTACCTTCTTATTATTTGATCTA\nGAAATTGCCCTCCTTTTACCCCTACCATGAGCCCTACAAACAACTAACCTGCCACTAATA\nGTTATGTCATCCCTCTTATTAATCATCATCCTAGCCCTAAGTCTGGCCTATGAGTGACTA\nCAAAAAGGATTAGACTGAGCCGAATTGGTATATAGTTTAAACAAAACGAATGATTTCGAC\nTCATTAAATTATGATAATCATATTTACCAAATGCCCCTCATTTACATAAATATTATACTA\nGCATTTACCATCTCACTTCTAGGAATACTAGTATATCGCTCACACCTCATATCCTCCCTA\nCTATGCCTAGAAGGAATAATACTATCGCTGTTCATTATAGCTACTCTCATAACCCTCAAC\nACCCACTCCCTCTTAGCCAATATTGTGCCTATTGCCATACTAGTCTTTGCCGCCTGCGAA\nGCAGCGGTGGGCCTAGCCCTACTAGTCTCAATCTCCAACACATATGGCCTAGACTACGTA\nCATAACCTAAACCTACTCCAATGCTAAAACTAATCGTCCCAACAATTATATTACTACCAC\nTGACATGACTTTCCAAAAAGCACATAATTTGAATCAACACAACCACCCACAGCCTAATTA\nTTAGCATCATCCCCCTACTATTTTTTAACCAAATCAACAACAACCTATTTAGCTGTTCCC\nCAACCTTTTCCTCCGACCCCCTAACAACCCCCCTCCTAATACTAACTACCTGACTCCTAC\nCCCTCACAATCATGGCAAGCCAACGCCACTTATCCAGCGAACCACTATCACGAAAAAAAC\nTCTACCTCTCTATACTAATCTCCCTACAAATCTCCTTAATTATAACATTCACAGCCACAG\nAACTAATCATATTTTATATCTTCTTCGAAACCACACTTATCCCCACCTTGGCTATCATCA\nCCCGATGAGGCAACCAGCCAGAACGCCTGAACGCAGGCACATACTTCCTATTCTACACCC\nTAGTAGGCTCCCTTCCCCTACTCATCGCACTAATTTACACTCACAACACCCTAGGCTCAC\nTAAACATTCTACTACTCACTCTCACTGCCCAAGAACTATCAAACTCCTGAGCCAACAACT\nTAATATGACTAGCTTACACAATAGCTTTTATAGTAAAGATACCTCTTTACGGACTCCACT\nTATGACTCCCTAAAGCCCATGTCGAAGCCCCCATCGCTGGGTCAATAGTACTTGCCGCAG\nTACTCTTAAAACTAGGCGGCTATGGTATAATACGCCTCACACTCATTCTCAACCCCCTGA\nCAAAACACATAGCCTACCCCTTCCTTGTACTATCCCTATGAGGCATAATTATAACAAGCT\nCCATCTGCCTACGACAAACAGACCTAAAATCGCTCATTGCATACTCTTCAATCAGCCACA\nTAGCCCTCGTAGTAACAGCCATTCTCATCCAAACCCCCTGAAGCTTCACCGGCGCAGTCA\nTTCTCATAATCGCCCACGGACTCACATCCTCATTACTATTCTGCCTAGCAAACTCAAACT\nACGAACGCACTCACAGTCGCATCATAATCCTCTCTCAAGGACTTCAAACTCTACTCCCAC\nTAATAGCTTTTTGATGACTTCTAGCAAGCCTCGCTAACCTCGCCTTACCCCCCACTATTA\nACCTACTGGGAGAACTCTCTGTGCTAGTAACCACGTTCTCCTGATCAAATATCACTCTCC\nTACTTACAGGACTCAACATACTAGTCACAGCCCTATACTCCCTCTACATATTTACCACAA\nCACAATGGGGCTCACTCACCCACCACATTAACAACATAAAACCCTCATTCACACGAGAAA\nACACCCTCATGTTCATACACCTATCCCCCATTCTCCTCCTATCCCTCAACCCCGACATCA\nTTACCGGGTTTTCCTCTTGTAAATATAGTTTAACCAAAACATCAGATTGTGAATCTGACA\nACAGAGGCTTACGACCCCTTATTTACCGAGAAAGCTCACAAGAACTGCTAACTCATGCCC\nCCATGTCTAACAACATGGCTTTCTCAACTTTTAAAGGATAACAGCTATCCATTGGTCTTA\nGGCCCCAAAAATTTTGGTGCAACTCCAAATAAAAGTAATAACCATGCACACTACTATAAC\nCACCCTAACCCTGACTTCCCTAATTCCCCCCATCCTTACCACCCTCGTTAACCCTAACAA\nAAAAAACTCATACCCCCATTATGTAAAATCCATTGTCGCATCCACCTTTATTATCAGTCT\nCTTCCCCACAACAATATTCATGTGCCTAGACCAAGAAGTTATTATCTCGAACTGACACTG\nAGCCACAACCCAAACAACCCAGCTCTCCCTAAGCTTCAAACTAGACTACTTCTCCATAAT\nATTCATCCCTGTAGCATTGTTCGTTACATGGTCCATCATAGAATTCTCACTGTGATATAT\nAAACTCAGACCCAAACATTAATCAGTTCTTCAAATATCTACTCATTTTCCTAATTACCAT\nACTAATCTTAGTTACCGCTAACAACCTATTCCAACTGTTCATCGGCTGAGAGGGCGTAGG\nAATTATATCCTTCTTGCTCATCAGTTGATGATACGCCCGAGCAGATGCCAACACAGCAGC\nCATTCAAGCAGTCCTATACAACCGTATCGGCGATATCGGTTTCATCCTCGCCTTAGCATG\nATTTATCCTACACTCCAACTCATGAGACCCACAACAAATAGCCCTTCTAAACGCTAATCC\nAAGCCTCACCCCACTACTAGGCCTCCTCCTAGCAGCAGCAGGCAAATCAGCCCAATTAGG\nTCTCCACCCCTGACTCCCCTCAGCCATAGAAGGCCCCACCCCAGTCTCAGCCCTACTCCA\nCTCAAGCACTATAGTTGTAGCAGGAATCTTCTTACTCATCCGCTTCCACCCCCTAGCAGA\nAAATAGCCCACTAATCCAAACTCTAACACTATGCTTAGGCGCTATCACCACTCTGTTCGC\nAGCAGTCTGCGCCCTTACACAAAATGACATCAAAAAAATCGTAGCCTTCTCCACTTCAAG\nTCAACTAGGACTCATAATAGTTACAATCGGCATCAACCAACCACACCTAGCATTCCTGCA\nCATCTGTACCCACGCCTTCTTCAAAGCCATACTATTTATGTGCTCCGGGTCCATCATCCA\nCAACCTTAACAATGAACAAGATATTCGAAAAATAGGAGGACTACTCAAAACCATACCTCT\nCACTTCAACCTCCCTCACCATTGGCAGCCTAGCATTAGCAGGAATACCTTTCCTCACAGG\nTTTCTACTCCAAAGACCACATCATCGAAACCGCAAACATATCATACACAAACGCCTGAGC\nCCTATCTATTACTCTCATCGCTACCTCCCTGACAAGCGCCTATAGCACTCGAATAATTCT\nTCTCACCCTAACAGGTCAACCTCGCTTCCCCACCCTTACTAACATTAACGAAAATAACCC\nCACCCTACTAAACCCCATTAAACGCCTGGCAGCCGGAAGCCTATTCGCAGGATTTCTCAT\nTACTAACAACATTTCCCCCGCATCCCCCTTCCAAACAACAATCCCCCTCTACCTAAAACT\nCACAGCCCTCGCTGTCACTTTCCTAGGACTTCTAACAGCCCTAGACCTCAACTACCTAAC\nCAACAAACTTAAAATAAAATCCCCACTATGCACATTTTATTTCTCCAACATACTCGGATT\nCTACCCTAGCATCACACACCGCACAATCCCCTATCTAGGCCTTCTTACGAGCCAAAACCT\nGCCCCTACTCCTCCTAGACCTAACCTGACTAGAAAAGCTATTACCTAAAACAATTTCACA\nGCACCAAATCTCCACCTCCATCATCACCTCAACCCAAAAAGGCATAATTAAACTTTACTT\nCCTCTCTTTCTTCTTCCCACTCATCCTAACCCTACTCCTAATCACATAACCTATTCCCCC\nGAGCAATCTCAATTACAATATATACACCAACAAACAATGTTCAACCAGTAACCACTACTA\nATCAACGCCCATAATCATACAAAGCCCCCGCACCAATAGGATCCTCCCGAATCAACCCTG\nACCCCTCTCCTTCATAAATTATTCAGCTTCCTACACTATTAAAGTTTACCACAACCACCA\nCCCCATCATACTCTTTCACCCACAGCACCAATCCTACCTCCATCGCTAACCCCACTAAAA\nCACTCACCAAGACCTCAACCCCTGACCCCCATGCCTCAGGATACTCCTCAATAGCCATCG\nCTGTAGTATATCCAAAGACAACCATCATTCCCCCTAAATAAATTAAAAAAACTATTAAAC\nCCATATAACCTCCCCCAAAATTCAGAATAATAACACACCCGACCACACCGCTAACAATCA\nGTACTAAACCCCCATAAATAGGAGAAGGCTTAGAAGAAAACCCCACAAACCCCATTACTA\nAACCCACACTCAACAGAAACAAAGCATACATCATTATTCTCGCACGGACTACAACCACGA\nCCAATGATATGAAAAACCATCGTTGTATTTCAACTACAAGAACACCAATGACCCCAATAC\nGCAAAATTAACCCCCTAATAAAATTAATTAACCACTCATTCATCGACCTCCCCACCCCAT\nCCAACATCTCCGCATGATGAAACTTCGGCTCACTCCTTGGCGCCTGCCTGATCCTCCAAA\nTCACCACAGGACTATTCCTAGCCATACACTACTCACCAGACGCCTCAACCGCCTTTTCAT\nCAATCGCCCACATCACTCGAGACGTAAATTATGGCTGAATCATCCGCTACCTTCACGCCA\nATGGCGCCTCAATATTCTTTATCTGCCTCTTCCTACACATCGGGCGAGGCCTATATTACG\nGATCATTTCTCTACTCAGAAACCTGAAACATCGGCATTATCCTCCTGCTTGCAACTATAG\nCAACAGCCTTCATAGGCTATGTCCTCCCGTGAGGCCAAATATCATTCTGAGGGGCCACAG\nTAATTACAAACTTACTATCCGCCATCCCATACATTGGGACAGACCTAGTTCAATGAATCT\nGAGGAGGCTACTCAGTAGACAGTCCCACCCTCACACGATTCTTTACCTTTCACTTCATCT\nTACCCTTCATTATTGCAGCCCTAGCAGCACTCCACCTCCTATTCTTGCACGAAACGGGAT\nCAAACAACCCCCTAGGAATCACCTCCCATTCCGATAAAATCACCTTCCACCCTTACTACA\nCAATCAAAGACGCCCTCGGCTTACTTCTCTTCCTTCTCTCCTTAATGACATTAACACTAT\nTCTCACCAGACCTCCTAGGCGACCCAGACAATTATACCCTAGCCAACCCCTTAAACACCC\nCTCCCCACATCAAGCCCGAATGATATTTCCTATTCGCCTACACAATTCTCCGATCCGTCC\nCTAACAAACTAGGAGGCGTCCTTGCCCTATTACTATCCATCCTCATCCTAGCAATAATCC\nCCATCCTCCATATATCCAAACAACAAAGCATAATATTTCGCCCACTAAGCCAATCACTTT\nATTGACTCCTAGCCGCAGACCTCCTCATTCTAACCTGAATCGGAGGACAACCAGTAAGCT\nACCCTTTTACCATCATTGGACAAGTAGCATCCGTACTATACTTCACAACAATCCTAATCC\nTAATACCAACTATCTCCCTAATTGAAAACAAAATACTCAAATGGGCCTGTCCTTGTAGTA\nTAAACTAATACACCAGTCTTGTAAACCGGAGACGAAAACCTTTTTCCAAGGACAAATCAG\nAGAAAAAGTCTTTAACTCCACCATTAGCACCCAAAGCTAAGATTCTAATTTAAACTATTC\nTCTGTTCTTTCATGGGGAAGCAGATTTGGGTACCACCCAAGTATTGACTCACCCATCAAC\nAACCGCTATGTATTTCGTACATTACTGCCAGCCACCATGAATATTGTACGGTACCATAAA\nTACTTGACCACCTGTAGTACATAAAAACCCAACCCACATCAAACCCCCCCCCCCCATGCT\nTACAAGCAAGTACAGCAATCAACCTTCAACTATCACACATCAACTGCAACTCCAAAGCCA\nCCCCTCACCCACTAGGATACCAACAAACCTACCCACCCTTAACAGTACATAGTACATAAA\nGTCATTTACCGTACATAGCACATTACAGTCAAATCCCTTCTCGTCCCCATGGATGACCCC\nCCTCAGATAGGGGTCCCTTGACCACCATCCTCCGTGAAATCAATATCCCGCACAAGAGTG\nCTACTCTCCTCGCTCCGGGCCCATAACACTTGGGGGTAGCTAAAGTGAACTGTATCCGAC\nATCTGGTTCCTACTTCAGGGCCATAAAGCCTAAATAGCCCACACGTTCCCCTTAAATAAG\nACATCACGATG\n"
  },
  {
    "path": "depth/test/fake.fa.fai",
    "content": "HLA-A*01:01:01:01\t16571\t19\t60\t61\n"
  },
  {
    "path": "depth/test/hg19.fa",
    "content": ">chrM\nGATCACAGGTCTATCACCCTATTAACCACTCACGGGAGCTCTCCATGCATTTGGTATTTT\nCGTCTGGGGGGTGTGCACGCGATAGCATTGCGAGACGCTGGAGCCGGAGCACCCTATGTC\nGCAGTATCTGTCTTTGATTCCTGCCTCATTCTATTATTTATCGCACCTACGTTCAATATT\nACAGGCGAACATACCTACTAAAGTGTGTTAATTAATTAATGCTTGTAGGACATAATAATA\nACAATTGAATGTCTGCACAGCCGCTTTCCACACAGACATCATAACAAAAAATTTCCACCA\nAACCCCCCCCTCCCCCCGCTTCTGGCCACAGCACTTAAACACATCTCTGCCAAACCCCAA\nAAACAAAGAACCCTAACACCAGCCTAACCAGATTTCAAATTTTATCTTTAGGCGGTATGC\nACTTTTAACAGTCACCCCCCAACTAACACATTATTTTCCCCTCCCACTCCCATACTACTA\nATCTCATCAATACAACCCCCGCCCATCCTACCCAGCACACACACACCGCTGCTAACCCCA\nTACCCCGAACCAACCAAACCCCAAAGACACCCCCCACAGTTTATGTAGCTTACCTCCTCA\nAAGCAATACACTGAAAATGTTTAGACGGGCTCACATCACCCCATAAACAAATAGGTTTGG\nTCCTAGCCTTTCTATTAGCTCTTAGTAAGATTACACATGCAAGCATCCCCGTTCCAGTGA\nGTTCACCCTCTAAATCACCACGATCAAAAGGGACAAGCATCAAGCACGCAGCAATGCAGC\nTCAAAACGCTTAGCCTAGCCACACCCCCACGGGAAACAGCAGTGATTAACCTTTAGCAAT\nAAACGAAAGTTTAACTAAGCTATACTAACCCCAGGGTTGGTCAATTTCGTGCCAGCCACC\nGCGGTCACACGATTAACCCAAGTCAATAGAAGCCGGCGTAAAGAGTGTTTTAGATCACCC\nCCTCCCCAATAAAGCTAAAACTCACCTGAGTTGTAAAAAACTCCAGTTGACACAAAATAG\nACTACGAAAGTGGCTTTAACATATCTGAACACACAATAGCTAAGACCCAAACTGGGATTA\nGATACCCCACTATGCTTAGCCCTAAACCTCAACAGTTAAATCAACAAAACTGCTCGCCAG\nAACACTACGAGCCACAGCTTAAAACTCAAAGGACCTGGCGGTGCTTCATATCCCTCTAGA\nGGAGCCTGTTCTGTAATCGATAAACCCCGATCAACCTCACCACCTCTTGCTCAGCCTATA\nTACCGCCATCTTCAGCAAACCCTGATGAAGGCTACAAAGTAAGCGCAAGTACCCACGTAA\nAGACGTTAGGTCAAGGTGTAGCCCATGAGGTGGCAAGAAATGGGCTACATTTTCTACCCC\nAGAAAACTACGATAGCCCTTATGAAACTTAAGGGTCGAAGGTGGATTTAGCAGTAAACTG\nAGAGTAGAGTGCTTAGTTGAACAGGGCCCTGAAGCGCGTACACACCGCCCGTCACCCTCC\nTCAAGTATACTTCAAAGGACATTTAACTAAAACCCCTACGCATTTATATAGAGGAGACAA\nGTCGTAACATGGTAAGTGTACTGGAAAGTGCACTTGGACGAACCAGAGTGTAGCTTAACA\nCAAAGCACCCAACTTACACTTAGGAGATTTCAACTTAACTTGACCGCTCTGAGCTAAACC\nTAGCCCCAAACCCACTCCACCTTACTACCAGACAACCTTAGCCAAACCATTTACCCAAAT\nAAAGTATAGGCGATAGAAATTGAAACCTGGCGCAATAGATATAGTACCGCAAGGGAAAGA\nTGAAAAATTATAACCAAGCATAATATAGCAAGGACTAACCCCTATACCTTCTGCATAATG\nAATTAACTAGAAATAACTTTGCAAGGAGAGCCAAAGCTAAGACCCCCGAAACCAGACGAG\nCTACCTAAGAACAGCTAAAAGAGCACACCCGTCTATGTAGCAAAATAGTGGGAAGATTTA\nTAGGTAGAGGCGACAAACCTACCGAGCCTGGTGATAGCTGGTTGTCCAAGATAGAATCTT\nAGTTCAACTTTAAATTTGCCCACAGAACCCTCTAAATCCCCTTGTAAATTTAACTGTTAG\nTCCAAAGAGGAACAGCTCTTTGGACACTAGGAAAAAACCTTGTAGAGAGAGTAAAAAATT\nTAACACCCATAGTAGGCCTAAAAGCAGCCACCAATTAAGAAAGCGTTCAAGCTCAACACC\nCACTACCTAAAAAATCCCAAACATATAACTGAACTCCTCACACCCAATTGGACCAATCTA\nTCACCCTATAGAAGAACTAATGTTAGTATAAGTAACATGAAAACATTCTCCTCCGCATAA\nGCCTGCGTCAGATCAAAACACTGAACTGACAATTAACAGCCCAATATCTACAATCAACCA\nACAAGTCATTATTACCCTCACTGTCAACCCAACACAGGCATGCTCATAAGGAAAGGTTAA\nAAAAAGTAAAAGGAACTCGGCAAACCTTACCCCGCCTGTTTACCAAAAACATCACCTCTA\nGCATCACCAGTATTAGAGGCACCGCCTGCCCAGTGACACATGTTTAACGGCCGCGGTACC\nCTAACCGTGCAaaggtagcataatcacttgttccttaaatagggacctgtatgaatggct\nccacgagggttcagctgtctcttacttttaaccagtgaaattgacctgcccgtgaagagg\ncgggcatgacacagcaagacgagaagaccctatggagctttaatttaTTAATGCAAACAG\nTACCTAACAAACCCACAGGTCCTAAACTACCAAACCTGCATTAAAAATTTCGGTTGGGGC\nGACCTCGGAGCAGAACCCAACCTCCGAGCAGTACATGCTAAGACTTCACCAGTCAAAGCG\nAACTACTATACTCAATTGATCCAATAACTTGACCAACGGAACAAGTTACCCTAGGGATAA\nCAGCGCAATCCTATTCTAGAGTCCATATCAACAATAGGGTTTACGACCTCGATGTTGGAT\nCAGGACATCCCGATGGTGCAGCCGCTATTAAAGGTTCGTTTGTTCAACGATTAAAGTCCT\nACGTGATCTGAGTTCAGACCGGAGTAATCCAGGTCGGTTTCTATCTACTTCAAATTCCTC\nCCTGTACGAAAGGACAAGAGAAATAAGGCCTACTTCACAAAGCGCCTTCCCCCGTAAATG\nATATCATCTCAACTTAGTATTATACCCACACCCACCCAAGAACAGGGTTTgttaagatgg\ncagagcccggtaatcgcataaaacttaaaactttacagtcagaggttcaattcctcttct\ntaacaacaTACCCATGGCCAACCTCCTACTCCTCATTGTACCCATTCTAATCGCAATGGC\nATTCCTAATGCTTACCGAACGAAAAATTCTAGGCTATATACAACTACGCAAAGGCCCCAA\nCGTTGTAGGCCCCTACGGGCTACTACAACCCTTCGCTGACGCCATAAAACTCTTCACCAA\nAGAGCCCCTAAAACCCGCCACATCTACCATCACCCTCTACATCACCGCCCCGACCTTAGC\nTCTCACCATCGCTCTTCTACTATGAACCCCCCTCCCCATACCCAACCCCCTGGTCAACCT\nCAACCTAGGCCTCCTATTTATTCTAGCCACCTCTAGCCTAGCCGTTTACTCAATCCTCTG\nATCAGGGTGAGCATCAAACTCAAACTACGCCCTGATCGGCGCACTGCGAGCAGTAGCCCA\nAACAATCTCATATGAAGTCACCCTAGCCATCATTCTACTATCAACATTACTAATAAGTGG\nCTCCTTTAACCTCTCCACCCTTATCACAACACAAGAACACCTCTGATTACTCCTGCCATC\nATGACCCTTGGCCATAATATGATTTATCTCCACACTAGCAGAGACCAACCGAACCCCCTT\nCGACCTTGCCGAAGGGGAGTCCGAACTAGTCTCAGGCTTCAACATCGAATACGCCGCAGG\nCCCCTTCGCCCTATTCTTCATAGCCGAATACACAAACATTATTATAATAAACACCCTCAC\nCACTACAATCTTCCTAGGAACAACATATGACGCACTCTCCCCTGAACTCTACACAACATA\nTTTTGTCACCAAGACCCTACTTCTAACCTCCCTGTTCTTATGAATTCGAACAGCATACCC\nCCGATTCCGCTACGACCAACTCATACACCTCCTATGAAAAAACTTCCTACCACTCACCCT\nAGCATTACTTATATGATATGTCTCCATACCCATTACAATCTCCAGCATTCCCCCTCAAAC\nCTAAGAAATATGTCTGATAAAAGAGTTACTTTGATAGAGTAAATAATAGGAGCTTAAACC\nCCCTTATTTctaggactatgagaatcgaacccatccctgagaatccaaaattctccgtgc\ncacctatcacaccccatcctaAAGTAAGGTCAGCTAAATAAGCTATCGGGCCCATACCCC\nGAAAATGTTGGTTATACCCTTCCCGTACTAATTAATCCCCTGGCCCAACCCGTCATCTAC\nTCTACCATCTTTGCAGGCACACTCATCACAGCGCTAAGCTCGCACTGATTTTTTACCTGA\nGTAGGCCTAGAAATAAACATGCTAGCTTTTATTCCAGTTCTAACCAAAAAAATAAACCCT\nCGTTCCACAGAAGCTGCCATCAAGTATTTCCTCACGCAAGCAACCGCATCCATAATCCTT\nCTAATAGCTATCCTCTTCAACAATATACTCTCCGGACAATGAACCATAACCAATACTACC\nAATCAATACTCATCATTAATAATCATAATGGCTATAGCAATAAAACTAGGAATAGCCCCC\nTTTCACTTCTGAGTCCCAGAGGTTACCCAAGGCACCCCTCTGACATCCGGCCTGCTTCTT\nCTCACATGACAAAAACTAGCCCCCATCTCAATCATATACCAAATCTCTCCCTCACTAAAC\nGTAAGCCTTCTCCTCACTCTCTCAATCTTATCCATCATAGCAGGCAGTTGAGGTGGATTA\nAACCAAACCCAGCTACGCAAAATCTTAGCATACTCCTCAATTACCCACATAGGATGAATA\nATAGCAGTTCTACCGTACAACCCTAACATAACCATTCTTAATTTAACTATTTATATTATC\nCTAACTACTACCGCATTCCTACTACTCAACTTAAACTCCAGCACCACGACCCTACTACTA\nTCTCGCACCTGAAACAAGCTAACATGACTAACACCCTTAATTCCATCCACCCTCCTCTCC\nCTAGGAGGCCTGCCCCCGCTAACCGGCTTTTTGCCCAAATGGGCCATTATCGAAGAATTC\nACAAAAAACAATAGCCTCATCATCCCCACCATCATAGCCACCATCACCCTCCTTAACCTC\nTACTTCTACCTACGCCTAATCTACTCCACCTCAATCACACTACTCCCCATATCTAACAAC\nGTAAAAATAAAATGACAGTTTGAACATACAAAACCCACCCCATTCCTCCCCACACTCATC\nGCCCTTACCACGCTACTCCTACCTATCTCCCCTTTTATACTAATAATCTTATAGAAATTT\nAGGTTAAATACAGACCAAGAGCCTTCAAAGCCCTCAGTAAGTTGCAATACTTAATTTCTG\nCAACAGCTAAGGACTGCAAAACCCCACTCTGCATCAACTGAACGCAAATCAGCCACTTTA\nATTAAGCTAAGCCCTTACTAGACCAATGGGACTTAAACCCACAAACACTTAGTTAACAGC\nTAAGCACCCTAATCAACTGGCTTCAATCTACTTCTCCCGCCGCCGGGAAAAAAGGCGGGA\nGAAGCCCCGGCAGGTTTGAAGCTGCTTCTTCGAATTTGCAATTCAATATGAAAATCACCT\nCGGAGCTGGTAAAAAGAGGCCTAACCCCTGTCTTTAGATTTACAGTCCAATGCTTCACTC\nAGCCATTTTACCTCACCCCCACTGATGTTCGCCGACCGTTGACTATTCTCTACAAACCAC\nAAAGACATTGGAACACTATACCTATTATTCGGCGCATGAGCTGGAGTCCTAGGCACAGCT\nCTAAGCCTCCTTATTCGAGCCGAGCTGGGCCAGCCAGGCAACCTTCTAGGTAACGACCAC\nATCTACAACGTTATCGTCACAGCCCATGCATTTGTAATAATCTTCTTCATAGTAATACCC\nATCATAATCGGAGGCTTTGGCAACTGACTAGTTCCCCTAATAATCGGTGCCCCCGATATG\nGCGTTTCCCCGCATAAACAACATAAGCTTCTGACTCTTACCTCCCTCTCTCCTACTCCTG\nCTCGCATCTGCTATAGTGGAGGCCGGAGCAGGAACAGGTTGAACAGTCTACCCTCCCTTA\nGCAGGGAACTACTCCCACCCTGGAGCCTCCGTAGACCTAACCATCTTCTCCTTACACCTA\nGCAGGTGTCTCCTCTATCTTAGGGGCCATCAATTTCATCACAACAATTATCAATATAAAA\nCCCCCTGCCATAACCCAATACCAAACGCCCCTCTTCGTCTGATCCGTCCTAATCACAGCA\nGTCCTACTTCTCCTATCTCTCCCAGTCCTAGCTGCTGGCATCACTATACTACTAACAGAC\nCGCAACCTCAACACCACCTTCTTCGACCCCGCCGGAGGAGGAGACCCCATTCTATACCAA\nCACCTATTCTGATTTTTCGGTCACCCTGAAGTTTATATTCTTATCCTACCAGGCTTCGGA\nATAATCTCCCATATTGTAACTTACTACTCCGGAAAAAAAGAACCATTTGGATACATAGGT\nATGGTCTGAGCTATGATATCAATTGGCTTCCTAGGGTTTATCGTGTGAGCACACCATATA\nTTTACAGTAGGAATAGACGTAGACACACGAGCATATTTCACCTCCGCTACCATAATCATC\nGCTATCCCCACCGGCGTCAAAGTATTTAGCTGACTCGCCACACTCCACGGAAGCAATATG\nAAATGATCTGCTGCAGTGCTCTGAGCCCTAGGATTCATCTTTCTTTTCACCGTAGGTGGC\nCTGACTGGCATTGTATTAGCAAACTCATCACTAGACATCGTACTACACGACACGTACTAC\nGTTGTAGCTCACTTCCACTATGTCCTATCAATAGGAGCTGTATTTGCCATCATAGGAGGC\nTTCATTCACTGATTTCCCCTATTCTCAGGCTACACCCTAGACCAAACCTACGCCAAAATC\nCATTTCACTATCATATTCATCGGCGTAAATCTAACTTTCTTCCCACAACACTTTCTCGGC\nCTATCCGGAATGCCCCGACGTTACTCGGACTACCCCGATGCATACACCACATGAAACATC\nCTATCATCTGTAGGCTCATTCATTTCTCTAACAGCAGTAATATTAATAATTTTCATGATT\nTGAGAAGCCTTCGCTTCGAAGCGAAAAGTCCTAATAGTAGAAGAACCCTCCATAAACCTG\nGAGTGACTATATGGATGCCCCCCACCCTACCACACATTCGAAGAACCCGTATACATAAAA\nTCTAGACAaaaaaggaaggaatcgaaccccccaaagctggtttcaagccaaccccatggc\nctccatgactttttcAAAAAGGTATTAGAAAAACCATTTCATAACTTTGTCAAAGTTAAA\nTTATAGGCTAAATCCTATATATCTTAATGGCACATGCAGCGCAAGTAGGTCTACAAGACG\nCTACTTCCCCTATCATAGAAGAGCTTATCACCTTTCATGATCACGCCCTCATAATCATTT\nTCCTTATCTGCTTCCTAGTCCTGTATGCCCTTTTCCTAACACTCACAACAAAACTAACTA\nATACTAACATCTCAGACGCTCAGGAAATAGAAACCGTCTGAACTATCCTGCCCGCCATCA\nTCCTAGTCCTCATCGCCCTCCCATCCCTACGCATCCTTTACATAACAGACGAGGTCAACG\nATCCCTCCCTTACCATCAAATCAATTGGCCACCAATGGTACTGAACCTACGAGTACACCG\nACTACGGCGGACTAATCTTCAACTCCTACATACTTCCCCCATTATTCCTAGAACCAGGCG\nACCTGCGACTCCTTGACGTTGACAATCGAGTAGTACTCCCGATTGAAGCCCCCATTCGTA\nTAATAATTACATCACAAGACGTCTTGCACTCATGAGCTGTCCCCACATTAGGCTTAAAAA\nCAGATGCAATTCCCGGACGTCTAAACCAAACCACTTTCACCGCTACACGACCGGGGGTAT\nACTACGGTCAATGCTCTGAAATCTGTGGAGCAAACCACAGTTTCATGCCCATCGTCCTAG\nAATTAATTCCCCTAAAAATCTTTGAAATAGGGCCCGTATTTACCCTATAGCACCCCCTCT\nACCCCCTCTAGAGCCCACTGTAAAGCTAACTTAGCATTAACCTTTTAAGTTAAAGATTAA\nGAGAACCAACACCTCTTTACAGTGAAATGCCCCAACTAAATACTACCGTATGGCCCACCA\nTAATTACCCCCATACTCCTTACACTATTCCTCATCACCCAACTAAAAATATTAAACACAA\nACTACCACCTACCTCCCTCACCAAAGCCCATAAAAATAAAAAATTATAACAAACCCTGAG\nAACCAAAATGAACGAAAATCTGTTCGCTTCATTCATTGCCCCCACAATCCTAGGCCTACC\nCGCCGCAGTACTGATCATTCTATTTCCCCCTCTATTGATCCCCACCTCCAAATATCTCAT\nCAACAACCGACTAATCACCACCCAACAATGACTAATCAAACTAACCTCAAAACAAATGAT\nAGCCATACACAACACTAAAGGACGAACCTGATCTCTTATACTAGTATCCTTAATCATTTT\nTATTGCCACAACTAACCTCCTCGGACTCCTGCCTCACTCATTTACACCAACCACCCAACT\nATCTATAAACCTAGCCATGGCCATCCCCTTATGAGCGGGCGCAGTGATTATAGGCTTTCG\nCTCTAAGATTAAAAATGCCCTAGCCCACTTCTTACCACAAGGCACACCTACACCCCTTAT\nCCCCATACTAGTTATTATCGAAACCATCAGCCTACTCATTCAACCAATAGCCCTGGCCGT\nACGCCTAACCGCTAACATTACTGCAGGCCACCTACTCATGCACCTAATTGGAAGCGCCAC\nCCTAGCAATATCAACCATTAACCTTCCCTCTACACTTATCATCTTCACAATTCTAATTCT\nACTGACTATCCTAGAAATCGCTGTCGCCTTAATCCAAGCCTACGTTTTCACACTTCTAGT\nAAGCCTCTACCTGCACGACAACACATAATGACCCACCAATCACATGCCTATCATATAGTA\nAAACCCAGCCCATGACCCCTAACAGGGGCCCTCTCAGCCCTCCTAATGACCTCCGGCCTA\nGCCATGTGATTTCACTTCCACTCCATAACGCTCCTCATACTAGGCCTACTAACCAACACA\nCTAACCATATACCAATGGTGGCGCGATGTAACACGAGAAAGCACATACCAAGGCCACCAC\nACACCACCTGTCCAAAAAGGCCTTCGATACGGGATAATCCTATTTATTACCTCAGAAGTT\nTTTTTCTTCGCAGGATTTTTCTGAGCCTTTTACCACTCCAGCCTAGCCCCTACCCCCCAA\nCTAGGAGGGCACTGGCCCCCAACAGGCATCACCCCGCTAAATCCCCTAGAAGTCCCACTC\nCTAAACACATCCGTATTACTCGCATCAGGAGTATCAATCACCTGAGCTCACCATAGTCTA\nATAGAAAACAACCGAAACCAAATAATTCAAGCACTGCTTATTACAATTTTACTGGGTCTC\nTATTTTACCCTCCTACAAGCCTCAGAGTACTTCGAGTCTCCCTTCACCATTTCCGACGGC\nATCTACGGCTCAACATTTTTTGTAGCCACAGGCTTCCACGGACTTCACGTCATTATTGGC\nTCAACTTTCCTCACTATCTGCTTCATCCGCCAACTAATATTTCACTTTACATCCAAACAT\nCACTTTGGCTTCGAAGCCGCCGCCTGATACTGGCATTTTGTAGATGTGGTTTGACTATTT\nCTGTATGTCTCCATCTATTGATGAGGGTCTTACTCTTTTAGTATAAATAGTACCGTTAAC\nTTCCAATTAACTAGTTTTGACAACATTCAAAAAAGAGTAATAAACTTCGCCTTAATTTTA\nATAATCAACACCCTCCTAGCCTTACTACTAATAATTATTACATTTTGACTACCACAACTC\nAACGGCTACATAGAAAAATCCACCCCTTACGAGTGCGGCTTCGACCCTATATCCCCCGCC\nCGCGTCCCTTTCTCCATAAAATTCTTCTTAGTAGCTATTACCTTCTTATTATTTGATCTA\nGAAATTGCCCTCCTTTTACCCCTACCATGAGCCCTACAAACAACTAACCTGCCACTAATA\nGTTATGTCATCCCTCTTATTAATCATCATCCTAGCCCTAAGTCTGGCCTATGAGTGACTA\nCAAAAAGGATTAGACTGAGCCGAATTGGTATATAGTTTAAACAAAACGAATGATTTCGAC\nTCATTAAATTATGATAATCATATTTACCAAATGCCCCTCATTTACATAAATATTATACTA\nGCATTTACCATCTCACTTCTAGGAATACTAGTATATCGCTCACACCTCATATCCTCCCTA\nCTATGCCTAGAAGGAATAATACTATCGCTGTTCATTATAGCTACTCTCATAACCCTCAAC\nACCCACTCCCTCTTAGCCAATATTGTGCCTATTGCCATACTAGTCTTTGCCGCCTGCGAA\nGCAGCGGTGGGCCTAGCCCTACTAGTCTCAATCTCCAACACATATGGCCTAGACTACGTA\nCATAACCTAAACCTACTCCAATGCTAAAACTAATCGTCCCAACAATTATATTACTACCAC\nTGACATGACTTTCCAAAAAGCACATAATTTGAATCAACACAACCACCCACAGCCTAATTA\nTTAGCATCATCCCCCTACTATTTTTTAACCAAATCAACAACAACCTATTTAGCTGTTCCC\nCAACCTTTTCCTCCGACCCCCTAACAACCCCCCTCCTAATACTAACTACCTGACTCCTAC\nCCCTCACAATCATGGCAAGCCAACGCCACTTATCCAGCGAACCACTATCACGAAAAAAAC\nTCTACCTCTCTATACTAATCTCCCTACAAATCTCCTTAATTATAACATTCACAGCCACAG\nAACTAATCATATTTTATATCTTCTTCGAAACCACACTTATCCCCACCTTGGCTATCATCA\nCCCGATGAGGCAACCAGCCAGAACGCCTGAACGCAGGCACATACTTCCTATTCTACACCC\nTAGTAGGCTCCCTTCCCCTACTCATCGCACTAATTTACACTCACAACACCCTAGGCTCAC\nTAAACATTCTACTACTCACTCTCACTGCCCAAGAACTATCAAACTCCTGAGCCAACAACT\nTAATATGACTAGCTTACACAATAGCTTTTATAGTAAAGATACCTCTTTACGGACTCCACT\nTATGACTCCCTAAAGCCCATGTCGAAGCCCCCATCGCTGGGTCAATAGTACTTGCCGCAG\nTACTCTTAAAACTAGGCGGCTATGGTATAATACGCCTCACACTCATTCTCAACCCCCTGA\nCAAAACACATAGCCTACCCCTTCCTTGTACTATCCCTATGAGGCATAATTATAACAAGCT\nCCATCTGCCTACGACAAACAGACCTAAAATCGCTCATTGCATACTCTTCAATCAGCCACA\nTAGCCCTCGTAGTAACAGCCATTCTCATCCAAACCCCCTGAAGCTTCACCGGCGCAGTCA\nTTCTCATAATCGCCCACGGACTCACATCCTCATTACTATTCTGCCTAGCAAACTCAAACT\nACGAACGCACTCACAGTCGCATCATAATCCTCTCTCAAGGACTTCAAACTCTACTCCCAC\nTAATAGCTTTTTGATGACTTCTAGCAAGCCTCGCTAACCTCGCCTTACCCCCCACTATTA\nACCTACTGGGAGAACTCTCTGTGCTAGTAACCACGTTCTCCTGATCAAATATCACTCTCC\nTACTTACAGGACTCAACATACTAGTCACAGCCCTATACTCCCTCTACATATTTACCACAA\nCACAATGGGGCTCACTCACCCACCACATTAACAACATAAAACCCTCATTCACACGAGAAA\nACACCCTCATGTTCATACACCTATCCCCCATTCTCCTCCTATCCCTCAACCCCGACATCA\nTTACCGGGTTTTCCTCTTGTAAATATAGTTTAACCAAAACATCAGATTGTGAATCTGACA\nACAGAGGCTTACGACCCCTTATTTACCGAGAAAGCTCACAAGAACTGCTAACTCATGCCC\nCCATGTCTAACAACATGGCTTTCTCAACTTTTAAAGGATAACAGCTATCCATTGGTCTTA\nGGCCCCAAAAATTTTGGTGCAACTCCAAATAAAAGTAATAACCATGCACACTACTATAAC\nCACCCTAACCCTGACTTCCCTAATTCCCCCCATCCTTACCACCCTCGTTAACCCTAACAA\nAAAAAACTCATACCCCCATTATGTAAAATCCATTGTCGCATCCACCTTTATTATCAGTCT\nCTTCCCCACAACAATATTCATGTGCCTAGACCAAGAAGTTATTATCTCGAACTGACACTG\nAGCCACAACCCAAACAACCCAGCTCTCCCTAAGCTTCAAACTAGACTACTTCTCCATAAT\nATTCATCCCTGTAGCATTGTTCGTTACATGGTCCATCATAGAATTCTCACTGTGATATAT\nAAACTCAGACCCAAACATTAATCAGTTCTTCAAATATCTACTCATTTTCCTAATTACCAT\nACTAATCTTAGTTACCGCTAACAACCTATTCCAACTGTTCATCGGCTGAGAGGGCGTAGG\nAATTATATCCTTCTTGCTCATCAGTTGATGATACGCCCGAGCAGATGCCAACACAGCAGC\nCATTCAAGCAGTCCTATACAACCGTATCGGCGATATCGGTTTCATCCTCGCCTTAGCATG\nATTTATCCTACACTCCAACTCATGAGACCCACAACAAATAGCCCTTCTAAACGCTAATCC\nAAGCCTCACCCCACTACTAGGCCTCCTCCTAGCAGCAGCAGGCAAATCAGCCCAATTAGG\nTCTCCACCCCTGACTCCCCTCAGCCATAGAAGGCCCCACCCCAGTCTCAGCCCTACTCCA\nCTCAAGCACTATAGTTGTAGCAGGAATCTTCTTACTCATCCGCTTCCACCCCCTAGCAGA\nAAATAGCCCACTAATCCAAACTCTAACACTATGCTTAGGCGCTATCACCACTCTGTTCGC\nAGCAGTCTGCGCCCTTACACAAAATGACATCAAAAAAATCGTAGCCTTCTCCACTTCAAG\nTCAACTAGGACTCATAATAGTTACAATCGGCATCAACCAACCACACCTAGCATTCCTGCA\nCATCTGTACCCACGCCTTCTTCAAAGCCATACTATTTATGTGCTCCGGGTCCATCATCCA\nCAACCTTAACAATGAACAAGATATTCGAAAAATAGGAGGACTACTCAAAACCATACCTCT\nCACTTCAACCTCCCTCACCATTGGCAGCCTAGCATTAGCAGGAATACCTTTCCTCACAGG\nTTTCTACTCCAAAGACCACATCATCGAAACCGCAAACATATCATACACAAACGCCTGAGC\nCCTATCTATTACTCTCATCGCTACCTCCCTGACAAGCGCCTATAGCACTCGAATAATTCT\nTCTCACCCTAACAGGTCAACCTCGCTTCCCCACCCTTACTAACATTAACGAAAATAACCC\nCACCCTACTAAACCCCATTAAACGCCTGGCAGCCGGAAGCCTATTCGCAGGATTTCTCAT\nTACTAACAACATTTCCCCCGCATCCCCCTTCCAAACAACAATCCCCCTCTACCTAAAACT\nCACAGCCCTCGCTGTCACTTTCCTAGGACTTCTAACAGCCCTAGACCTCAACTACCTAAC\nCAACAAACTTAAAATAAAATCCCCACTATGCACATTTTATTTCTCCAACATACTCGGATT\nCTACCCTAGCATCACACACCGCACAATCCCCTATCTAGGCCTTCTTACGAGCCAAAACCT\nGCCCCTACTCCTCCTAGACCTAACCTGACTAGAAAAGCTATTACCTAAAACAATTTCACA\nGCACCAAATCTCCACCTCCATCATCACCTCAACCCAAAAAGGCATAATTAAACTTTACTT\nCCTCTCTTTCTTCTTCCCACTCATCCTAACCCTACTCCTAATCACATAACCTATTCCCCC\nGAGCAATCTCAATTACAATATATACACCAACAAACAATGTTCAACCAGTAACCACTACTA\nATCAACGCCCATAATCATACAAAGCCCCCGCACCAATAGGATCCTCCCGAATCAACCCTG\nACCCCTCTCCTTCATAAATTATTCAGCTTCCTACACTATTAAAGTTTACCACAACCACCA\nCCCCATCATACTCTTTCACCCACAGCACCAATCCTACCTCCATCGCTAACCCCACTAAAA\nCACTCACCAAGACCTCAACCCCTGACCCCCATGCCTCAGGATACTCCTCAATAGCCATCG\nCTGTAGTATATCCAAAGACAACCATCATTCCCCCTAAATAAATTAAAAAAACTATTAAAC\nCCATATAACCTCCCCCAAAATTCAGAATAATAACACACCCGACCACACCGCTAACAATCA\nGTACTAAACCCCCATAAATAGGAGAAGGCTTAGAAGAAAACCCCACAAACCCCATTACTA\nAACCCACACTCAACAGAAACAAAGCATACATCATTATTCTCGCACGGACTACAACCACGA\nCCAATGATATGAAAAACCATCGTTGTATTTCAACTACAAGAACACCAATGACCCCAATAC\nGCAAAATTAACCCCCTAATAAAATTAATTAACCACTCATTCATCGACCTCCCCACCCCAT\nCCAACATCTCCGCATGATGAAACTTCGGCTCACTCCTTGGCGCCTGCCTGATCCTCCAAA\nTCACCACAGGACTATTCCTAGCCATACACTACTCACCAGACGCCTCAACCGCCTTTTCAT\nCAATCGCCCACATCACTCGAGACGTAAATTATGGCTGAATCATCCGCTACCTTCACGCCA\nATGGCGCCTCAATATTCTTTATCTGCCTCTTCCTACACATCGGGCGAGGCCTATATTACG\nGATCATTTCTCTACTCAGAAACCTGAAACATCGGCATTATCCTCCTGCTTGCAACTATAG\nCAACAGCCTTCATAGGCTATGTCCTCCCGTGAGGCCAAATATCATTCTGAGGGGCCACAG\nTAATTACAAACTTACTATCCGCCATCCCATACATTGGGACAGACCTAGTTCAATGAATCT\nGAGGAGGCTACTCAGTAGACAGTCCCACCCTCACACGATTCTTTACCTTTCACTTCATCT\nTACCCTTCATTATTGCAGCCCTAGCAGCACTCCACCTCCTATTCTTGCACGAAACGGGAT\nCAAACAACCCCCTAGGAATCACCTCCCATTCCGATAAAATCACCTTCCACCCTTACTACA\nCAATCAAAGACGCCCTCGGCTTACTTCTCTTCCTTCTCTCCTTAATGACATTAACACTAT\nTCTCACCAGACCTCCTAGGCGACCCAGACAATTATACCCTAGCCAACCCCTTAAACACCC\nCTCCCCACATCAAGCCCGAATGATATTTCCTATTCGCCTACACAATTCTCCGATCCGTCC\nCTAACAAACTAGGAGGCGTCCTTGCCCTATTACTATCCATCCTCATCCTAGCAATAATCC\nCCATCCTCCATATATCCAAACAACAAAGCATAATATTTCGCCCACTAAGCCAATCACTTT\nATTGACTCCTAGCCGCAGACCTCCTCATTCTAACCTGAATCGGAGGACAACCAGTAAGCT\nACCCTTTTACCATCATTGGACAAGTAGCATCCGTACTATACTTCACAACAATCCTAATCC\nTAATACCAACTATCTCCCTAATTGAAAACAAAATACTCAAATGGGCCTGTCCTTGTAGTA\nTAAACTAATACACCAGTCTTGTAAACCGGAGACGAAAACCTTTTTCCAAGGACAAATCAG\nAGAAAAAGTCTTTAACTCCACCATTAGCACCCAAAGCTAAGATTCTAATTTAAACTATTC\nTCTGTTCTTTCATGGGGAAGCAGATTTGGGTACCACCCAAGTATTGACTCACCCATCAAC\nAACCGCTATGTATTTCGTACATTACTGCCAGCCACCATGAATATTGTACGGTACCATAAA\nTACTTGACCACCTGTAGTACATAAAAACCCAACCCACATCAAACCCCCCCCCCCCATGCT\nTACAAGCAAGTACAGCAATCAACCTTCAACTATCACACATCAACTGCAACTCCAAAGCCA\nCCCCTCACCCACTAGGATACCAACAAACCTACCCACCCTTAACAGTACATAGTACATAAA\nGTCATTTACCGTACATAGCACATTACAGTCAAATCCCTTCTCGTCCCCATGGATGACCCC\nCCTCAGATAGGGGTCCCTTGACCACCATCCTCCGTGAAATCAATATCCCGCACAAGAGTG\nCTACTCTCCTCGCTCCGGGCCCATAACACTTGGGGGTAGCTAAAGTGAACTGTATCCGAC\nATCTGGTTCCTACTTCAGGGCCATAAAGCCTAAATAGCCCACACGTTCCCCTTAAATAAG\nACATCACGATG\n>chr22\ngTATTTTCTccctggataatgaaataatctttaaatggcctgttaaattatgcttcaaaa\ntgacattgcgagaaatagtgccctccttttgccgtatttccaagttctagggtaattttt\ncctAACTCTTGTTTCAGGGAAGTCATTTGTTCTGCTGGCTCCACAGACTGACTCCCATGG\nGCACCCCCACGCTGCCCTTTTGACTTGAAGCATTCTGTATTGCTTAGCGATTCTTTCCTG\nTCTGCTCATATTTATAAATAAAGACGATGAGGCTCTAAGCTGAGCAGGGTGAAGAGCTGC\nCTAGCTTCAGCATTGTGGTGAGCTCTCAGTTTGACATTTTCTCTTGGTCCTCGAGATGGG\nGGCTGGATGAGGCGAGGTCTGCAGGCCAGCATCCTTGGGAGATCAGGGagggctgggcat\nggggctgacatgcgatgtgtgcggtcacacagggccccacgcttgggtccatactctgct\ngtcactattttgaaattcttaatcatttatgaacaaggggccctgcatcttcagtttgca\nccaagtcccacaatgatgtaggtggtcctgGCTGAGGGATAGATGCAAAGGAGACttttt\ntttgaggcagtttcattctgtcacccaggctggagtgcagtggtgcgatcacagcttact\ngcagcctcgccctccctggactcaggtgatcctcccacttcagcctcccaagtagctggg\nactacaggcacatgccccatgcccggctaattttttttttttttactttttaattttttt\ngtagagacaagctctcactatgtgacctcctgggttcaagtgatcctcccaccttggcct\ncttgaagcgctgggatacaggtgtgagccaccacgctcagcTGACTTTTTTGCTGGAGTC\nAtgagcactctcactgcccagctatgtgctggatttgggaactcaggtgaacaggaccac\ncccgTGCTCAAGGTCGTTCCCATCCTTTGTGCCCAGGGGTGGCGTGGGTGGAGAGGACAG\nGATGGGGAGTCACAACCCTGGCTCCAGAGCCCAGCCCTCCGGTCCCCCTCCCACCCAAGA\nCCCATCCCCAGAGCTGCCCACCCACCCCCCAAATCCCACCCAGGCCTGGTGCTATAAATG\nTTCTGTTCCCCGAGTAACCGGCCTATTTGCTCCCTTCCTCTACCTCCCCTTCCCCAAATT\nAATTACTAGCTCTTTCTTCAAGCTGTGGAGGCAGAcatagcacctccgagttagaaggtt\nccttagaggtcacggccttcatctccacatctggtgtaaccctcatggcaggtgtgtctg\nagactggggcctgcctctgttcccaggctgcccctgcagggagcacagtgcctcaccagg\ncggctggtctcaaactaggacatccaaatgcactagaaagctctttctttcacggagctg\naaactgatcttcctgtggctcccaccGGATGGTACcattcattcattcattcattcattc\naCTAaatcgacctttattgagcatctactacatgccaggccttgtgcagagcagtggggg\ncatgaagatgaacaagacaggccctttgtgatttcacgtaactttcagtttggaaaacag\naaataaaacacatcaccacaactaaagtctaaattgggatccatgctgttgtcaggaagc\natagagagccatcaggtcatggaatggggtcctgcttttgattggggggtgtcactgtat\ngtcacactgagggacagacctggggtaggtaagagctggccaggcagagagctgggggaa\nagggagtttcaggcagcggggaagcatgcaggaggcctgagggggtgcatgaggaaggga\naaggtgagtgacaggggatgctggagcccagggtttctggggggtgggtgctaagacatg\naggccagagaagggcaagggcttcattgcacAGGCAAGGTCCAGAGGCTGCAGGGATGGT\nATCACTGACAAACTcatagccgtccttcagaagttggggggtggttcctgtcctcctcaa\ngtctccccttccagatgaaatgtccccagccttcccaccatttgtcaaaggacagcgttc\natcccttatctgctggactcgcttcaggctgtctctgtccctggcaggagaacgggatcc\ncaccctcccaatgatggcttatggggtagagagaatgggctgccctcgcctcagtgaagt\ngtgggattgcggtggcctggggagtggccatgctcccttttgccgtcaggtcatgttcac\ntctccaaaccaggtctctcccaccctggaactaaaagttggtgatttttaaaacccacgt\ngaaaaactttgcacttactgctgttgagttcatctCACCGTGGCCTCTTGGAGTCCTGAG\nGCAGCCGCTCATTCCATGCACTTCCTGCACTCGcacagctcaggatagtgagtcctgtgg\ncaccgcactagactcttccagtgtgtgacaaagaccccgtcatcatctctatttgtgttt\nggttgaacccaactcttttatttattattcttttttgagacagggtctctttctgttgcc\ncaggctggagtgcagtggcgccatctcggctcactacaacctcagcttcctaggttcaag\ncaattctcatgcctcagcctcccgagtagctgggattacaggcatgcgccgccatgccgg\nctaagttttgtatttttagtagagacggggtttcaccatgttggccagattggtcttgaa\nctcctgacctcaagtgatccaccctcctcggcctcccgaagtgctgggattacaggcatg\nagtcactatgtctggccaatcccaactctttgtcttatcatttaagctacacttttctgc\nctctgtccattaggaggtcatgaactattcaatcacattcttgctgaacttgagacgttc\ntttatctgtgtatctcccttggtgcatcatgctggtaattctatcTCCTCCCCCAACCAG\nAAACAAAATGGCCATTGCCACCTGtggggaggggcctgggcacttctgttaaaagttccc\ncaagaattctgatgtCTGGTCTCTGGGGGTGAGCCAGGGGTGGAGGGTGAGGCTACTGGG\nATCTCTCCAGAATGAGGTTTGCCAAGGACATGGCTGATGTGGGCCCTGTCTTGGATGAGT\nACAGAGAACAGGAGGCGCCTTACATCTGAAAGACTTCGCAAGCTTCTGACTGTGTGGAGA\nATGGAACAGCTGAGGGCAGGGTGTGCATAGATCAGGAATGCGAACTGCCCCACTCCCCAA\nACACATGCACATCCTTTCACCCCTTCTcaatgttcctccaacgtcagggagcagcaggat\ncactggggcatgtgtttaaaagcagatttctggccttagctcagggatccactgccagca\nggcaggcagagcttagaaatctgcattgtaaccaaacgcccaggtggccctgatgtggtc\ntgtgggccactggtggagaaATTACAGCTCATTCGACTGTCACAGCAGCCTCTAATCAGG\nAGGACTGAAAGGTACAGGTCATGATTCCCAGTCTGGGAACCGCAGGAAGGGGAAGAGAGA\nTAGGGAGGGCTCCATCTCTGCATCTGTGTCCAGGATTTGAATAATTTTCATGACAGGTAG\nAAGTACTTTGTGAACAGAACAGTGGGAACTCTATGTAAGAAGTTCTGTGATTggccaggc\nactgtggctcatgcctataatcccagcactttgggaggctgaggcaggcagatcacctga\nggtcaggagtttgagaccagcctggcaaacatgatgaaaccccatgtctactaaaaatac\naaaaattagtccgggtgcggtggctcacacctgtaatcccagcactttggggtgccaagg\ncgggggggggtcacctgaggtcaggagttcgagaccaacatggtgaaaccctgtctctac\ntaaaaatacaaaaaaattagctgggcgtggtggcagacacctgtaatcccagcgggaggc\ntgaggcaggagaactgcttgaacccaggaggcggaggttgccatgagcccagatcgtgcc\nactgcactccagcctgggcaatgagagtgaaactccatctccaaaaaaaaaaaaaaaaaa\naaaatacaaatacaaattcaaaaattagccaggcgcagtggcgcacacctgtagtcccag\nctgtttgggcggcaggagaatagcttgaaccgggtggtagagaggttgcagtgagccaag\nattgcactcctacactccagcctgggagacagagtctcagtctctaaaaaagaaCTTCTG\nTGATCACCCAGTCCAGTGGTGTGTGTCAATTGttccagctactcaggaggctgaggtggg\naggatatcttgagcccaggagttagagatcggtctgggcaacatagcgagagcccatttc\ntttaaaacattttttaaaaaagaaTTTCTATGATCATTAATAGTATTAATAAAGTAATAT\nTAGTAACTTAGCACCTTGGCtagagggtgagaaggagaggctgggttaggacttgtatcc\ntgggctgagtgcagtggctcttgcctgtaatcccagcactttggcaggccgaggtggatg\ngatcgcttgagctcagaaggttgagaccagcctgggcaacatggtgaaaccacagctaaa\naaaaaaaaaaatgtgtgtgtctgtagtcccagctactcaggaggctgaggtgggaggatt\ngcttgaggctgggaggcggaggttgcagtgagccaagattgcgccactacactgcagcct\ngggtgacagagtgagatcctgtctcaaaaaaaaagaaaagagaaaaaaaaaatttattgt\naccctggaaacatggtctctggaatgctgggaacagcttctccaccctgactcttacagA\nCTCTTGGGAAACAAAAAGCCACTAAGAATTGTTCCTCAGCTCTGGGCTAGGGCTTTCTAG\nAAAGATCAGGCAGGTATGTCCCTGCTGAGGTTGCTGGCTGAGAGTTCCTTTTTTCCAAAG\nTGCCCCATCAGTGGGACTTCAAAAGGCAAAGGTAATTTAATTCTCTGATGCCTCCAGGAG\nTGTGATAAGAATAAGgacgctgactgctgagtgctcacaccgtgcatcatcctgttgaat\nggtcagacaagccctgtgagggctgtggtcagttccacctcacagatgaggcagtgacag\ngagtaacttgcctgaggtcacaggctggtaaggggcagagtcaggagttgaacccaggga\ngcttagctccaCCAGCTCCACCAGGATTGGGTCCTGGTTCAGTGTGACTGCTGGGtgtat\nttgtcagggatgcatttggctgcaagtaatagaaaacccaaccaactgtggctcaggcaa\natcctgaatccgtgtttttctgacataacacaaagttcTGGTTACTGGTGATAGTTCTGC\nAGTGTGGGGGCTGACATCCTTGTGATTTTCCAGGCCTTTCTTTCATGGTCACAAGGCAGC\nCGGTGAAGCCGTGGGTGTCATGTCTGAATTAAAGACAGGAAAGAAGGGTGAAGAGTGACA\nGGGCATGTCCACTTGGATCAGGAAAATGAGATTTTCTTTCCGGGATCCTTCCCTTCCCTA\nGTGCATTTGGCCAGAACTGGGTCTGATGGACACCTGAGTGGCAGCAAGGCTAGGAAAGCA\nGAAAGCATCATTGAACTTGGCTAAATCAAACAAGAGTTGTTCCTTGGGTTCAGGCAAGAT\nCACAAGAGAGAGAACGCCCATCATGGGGGCACTCCGAGTCAGCCACATTCCTCTCCTTGA\nGCCTCAGTTTCTTCACCCACCCTCTGCCAAAGCCGTGGCTCTACCATGTCTCCAAGCCCT\nGGTTAGAGCTTCTGGAGCTCTGCCTGTGCTGACTGGGCAGGGGCAGGGCTCTGTTGAGAT\nCTCTAACGTCAATACCAACCTAGGCAAGCTCCACAGAGCCCAGTGCCTGTCAGCAGATCC\nTGCTGTGGTCATGGGAATCAGAAGGCAATCACTTGGATGCCCAGAAGCCTTTGGAGCTGG\nCCTTCCTGCACAACTCTGTGTGCACTATTGGTGGGTAAGGGAAGCCCTCCGAATGTCTTG\nAAGCCCAGGGGACCCTTCTGGTTTTGTCATTGACTTTACACTCTGATCTATCCTGGACTT\nACAGGTCTGTCTGCCCTGCGGCTGTGGATGCTCAGATGCactgggtgctctgagggcagg\naccaaggctagtcatcatcctgaagtccccagagccgtggaggcatcattacatgtttgt\ntTCCTGTCTGTTGCACCCAGGCACGAAAGAGCTGGGGAGAGGATATCTGGAGCCATTTTC\nTTTAAGCTGAGCTGCCGTTGGGTGGGCGTGGACTGGGGAAGGTTCCAATAGGAACCTTAG\nTGTGTTTTTCTCATTTGCATATGGGATGGGATGGGAGAGAGGGTGATGGTCACTGTGGAG\nGCTCGTTTCCATGGAAACAGGATGGTAGCTGCCATGTGTGATGTTGGGGGAAGTCACCAG\nAGATTCTCTGGCCACAGGCTGAGGTGCCTGACACGGGTCAATCATGAATCGGGAaggact\natctctgttacgtgggacagaaaccctgaatctggtttaagggagtcaactgtttcctct\nactgaaaagccaagaggtctccagcttcagggcccgcttgctctagaatcctgaaagatg\ntctctagatggtgtgtgctcctatcccacagctctgctagtctgtgctgacttccctccc\ntggagctttcacggtggcagggtggtggcaggcagctcggggctcagtgccgactccctc\ncagttcagacacacctttcctttcctagcagttccaatcagtcctgggaactgagcctct\nttggcctggattggctggtgtggggcatgtgctcatccctaagccaatcactgagggtag\nggtgggcagagctcctataggccagacggaggtgaaggctcacccctggcaggatgtgtc\nagctgtgcccctatcacgtggctgagggtggggAGGCTGGTCAGGGAGGCTGGAAAGGGA\nTGCTGGACAGGGAGGATCCCAGGCCAGGCCTTGTTACTCCTGGAGTTCACAAGGGCGCCC\nTGGCTGGTGGAAACCAAGCCGTTTAGGTGGCCTACCATGAACTATCATTAACTGactgag\nttgggcttttttacacccatgatggtgttacatcctgacaatccccagaaattagtattg\nttaacaccattttgcagatgagaaaatggagtgtcagagagattggtagcctgcctcagg\nacacactcagcctttatggatcagatctgggattgctcaggtctggctgcccccagggct\ncgtgctcACCCATGACATGAAGGGGTTGTACATTTCCAGAGGCTGAAATATAAGCCGTTG\nATTTGCCTCACTAGCCCTCAGAAAGCAGTGAGGTGAGTCCCCTGAGAGGAACATTTCCCC\nCAGGCTCTGGTTAGAGCCAAAAGCATCTCTGCACCACACAGAGCCCACTCTCTGGTTCCC\nAGCAGCCATTCTCACCTGCCGTGCTGCCAAGACTACTCTGGAGTAATGGAGCTAAGTTTC\nACGGGAGGCAGACATcatgaggcatacactaaaattattcattgtttatctgaagctcag\natttaactgggaagcttctatttatctggcaactctaCCCAGAAATAAACCACTGGAGTA\nAAGTAACCCAAATGGAGGCTTGGAGAGAGAAGGTCCAGGTCTTCTGCCACTGAGGTTCCC\nAGAGCTGCCCTGGTTCCCACCTGCCTGGGTTCTGTCTTTGCAGCCCATCCCTCAGCTTTG\nTGGCCAACCCAGCATTCTTCCCCCAAATCCCCCCTGTACTCTGAGCTTGGCctgagttgg\ntttcagagcgtcagtcaactgggcttaataacctctgttctttggcctcataggtttgtg\ntgaggaactgcgagtgttgctgttgtttgaatgtgtctcccatagttcatgtgttggcaa\ncctaatgccaagtgcaacagagttgagaggtgggacctttaagaagtgaccaggtcatga\nggactcagccctcgtggatggattaatgccattattgtgggagtgggatggttatcgtgg\ngagtgggttcctgatgagagggatgagtttggccccttccctgtctcacacacactttct\ntgcccttctgccacgtgatgacacagcaagaaagtcctcgccagatgcagctccttgatg\nttggacttcccagcctccagaatcgtaaaccaaattaatttcttttttaaaaataaatca\ntccagtctttctgcttctgttatagcagcagaaaatggactaagacaGGtatcttagtct\ngtttggggtgctctaacaaaataccataaaccgggtgcctcataaacaacagaaatctag\nttctcacagttctggaggttgggaagtccaagatcaaggtgctggcagattcaatgtctg\ngtgggggccacttcctcatagatgagtcttctcattgagtcctcacttgagtcctcacgt\ngaaggggcagatgagtttccctttgcctgttttaaaaaggtgctaatctcattcttgagg\ngccctgccttcatgatctaatcacctccccaaaggccctaataccatcaccttgggggat\nagaatttcaatgtatgaattttaagtggatataaatattcagaccatagcaatgggtgaa\natgacccataaatcatgaggtgctggccacagtcaagggttaatgtcattACTCCCAAAT\nCCTCTCTATTATTTccttcctccttctctccctccttccctccatccctccACAGAACAC\nCTACTGTGTGCTAGGTCCCCGGATATTGGCAATGGCTGGTGGTCTAGTTACCAACCAACA\nCAAGCCTGAGTCATCACAGAGCTGCCTCCTGACAGATGATCTGTGATTTCCAGCATCTCA\nGCTTCCCTTCCATTAGCTACATCTTAAATCACATTTTAAGAAAGCCCCCGTGGGCCCCTT\nGTGAAGATTGAGGAAACACCCTATTTTTATCAGCCACACACAGAAATCATCTCCTGGGCG\nGGGTATTTCCTGGAAAGATGTTAAATCTCAGTCATTTCTTGTGGCTTCTTGTCAGCTCCA\nAGCTTTTTTTTTCTTTCTTCTTTTTTTCTGATCTTGTCCCTCAAAttatttgtttgacaa\nactcacacagggaatccacctctaagtcagaacctgggctgggcactggggacccagcag\ngggctctgagccaacccctgctctgaggaacAGGGACAGGTGCCCAGAGGTGCCCTCATA\nGAGGATCAGTGGGACACCAGGCAGAAGAGCTCATCTCTGCCTGGGGGTGGGGTCTGGAGA\nGGGCCTCATGTGATTCGTGGGCGCGTGTGAGCTGAGGTAACAGTTGAGGCTGCGATACaa\ntaatagctcacatttcttggctgttccttgtgtgaggccctgttctgagtactggatctg\ntatATGAACATGTTTCaggtcagtgacttgcccaaagtcacatgggacacaagcagcgag\nctgggattggaacccagctctgtactctgacCATCGGGTAGCACTGCCTTGGAGGATGCT\nGGCCCTGGTCCTAGTGCTGTGGTGGGCGCTGTGCCTTCCACCTACCTGGTCAGCAGAGGG\nTAACGCTCCCGAGCCGGAGGCGCTGGCCTGCTCCGGCCTTGCCGGTGACTGATGCAGTGG\nGAGAGGGGGCAGGTCACACAGAGCTCCTGGGTCCCTTGGTACCTGTCTGTGGGACATGGA\nTCCCttctttttttttttttgagacagagttttgttcttgtcacccaggctggagtgcag\ntggcgcaatctcagctcactgcaacctccgcctcctgggttcaagcgattctcttccctc\nagcctcttgagtagctgggattacaggcgtgcgccaccatgcccagctaattttttttta\ntttttgtatttttagtagagacagggttttgccatgttagccaggctggtcttgaactcg\ntgacttcaggtgatccacctgccttggcctcccaaagtactgggcttacaggcatgagcc\naccatgctgggccTGACATGGGCCCCTTCTGTCTCAGTTTCTTCATCTGCAGTGGGTGCT\nGTAATCCAGCTGAGAGAGGAGTACTTGAGGGAAGGGGTATGAAGCTTGCGGCAGGTAGCG\nAGTGCTCAGATAACCTTTCTAAACCAACCGGGACCCTGAgttccagttgacagaaacaca\ngtacaagcaggacctagaacccaaaaggaaggcactggctcaagtaaccggggagagcag\nagggtaggtcagggatctgggctcagctggagggaggtcctccaagcatgtggtcaggag\ncccgcctctctccagctcttgcttcagccttcctttgtgttggcaaaattctcaggccac\ncacagagccaaggtggcctccgggtttgcaggctgctgcttagccagggagaagggctct\ntccctgcagtcctggcttaagggctgggctgcctttgtggctcacctgggatcacgtgcc\ntatcctgaaccaaccatggtggcccagctgggggcatgggatcctctggtggaccaggcc\ntgggtcTCTGGACCTCTGCTAGGAGCCAGGAGCCAGGGAGGGAGGCTCTTCAAGGAATAA\nGGTCGGAGTAGAGGGTGCTGGGAAGAAATGGTGTCCACCCTCCCTGCCCTCCTTTGCATG\nGCCCCTCTACCAGTCTGACCACACGGGAGCCCCTCTCCCCAGAAGACAGCCACCTCCTCC\nTGGGGCGACTTCAGGATGGAAGTGCTCTCTTTAAAGCAACATTACTTACCTAATTAAGCG\nCTTAGGAGCTGGCAGGAGGTAGTGGGGAGGTTTTGTTGATTTCTTTTTTAGACTTTTAGC\nACTGAAGTTGCGTGAGAAAGTAACTGTGTAATTAGGAATTAATTTCTCACTCCTGTAAGC\nGATGTCTTATTTGGGGCCTGAGGGGAGTCAGCCCACAAGGCGGCCCTTCCTTACCTTCTC\nTTTTTGGAATGTGGGCAGGAAGTCCCAGCTGTCTTGGCTGTCACTGGGGTGGAAAGAGGA\nGAAGGGGAGGGAGATAGCTTCCTCCATCCCAGGTGGCCCTCAGCAAAAATTGAGACGTGG\nTGCTTATGCCTGACATGGCACCTAGGGTGAGCAGACACTCGGgggagatggacggaggcc\nacattatggagacccttgaaggtctctttgttctgaaggcaatggggagtcactgagggt\ntttaagtgggagtgacacagctaggtctgagtttaggagatttctgctgactgaggaagg\ngctgtaggggaggaagcaaggggcaggagggcaattgggaggcttgtgccactgtcggga\ncagagggagggtgatccgggctaggacagggagagtggaactgTCAGCAAGCTATCCCAG\nGTTGGGCCAATTGGTGCATTGAGTCATTGTCAAGACAGTGAGGTTCCCAGGACACAGACT\nTAAACCCACAATTCCTCCCTCCCAACTAAGTGCTCTTCCCTCTTCCCTCCTCTCTCCCCA\nTCCTTGTCCTGTGTCCTCCTTTCTATCCTCTTCTGCTCAGAGAAGAATGAGAACTACACG\nATTCTTCACTGTGCAGCTACTATGTTTCTTCTTCACTGAATGCATTTATATGCTCTTATT\nCCCCCAGGCAGGAGATGCGGCCACCGCAGAATACCCGCAAATGGTTCATGAAGTGGAGAA\nGTGAGAGTTAGGACCCAGGAGAAACATTTAAGCAAATGGATTCCCTGGAAGGATCTACAG\nTGTCAAGATCTTTCATGCTGCtaagaactcagtaatatcacatttccttttttgacttgg\nttgccaggaagctcagagctaagatcttgacaccagattctaCAGGAACGTTTTCTTGGG\nGGAGCTTTTCACCGGGGTCTGAGGGCTGCACCTGGTGGATTCTCAGGGGAATTTGGGGAA\nTGTTTGCCGCAGACATAGACTGCAGGTGTGTTCCCGTGCTGAAGACCCAGAGGGTCATGT\nATGGCGTGAAGGAAAGGGGCTGGGCCAATGTGTTGCTCCAGGCCTGCCCTATTTGGACCA\nGCTCAGAGTGTTTGGGAGCTTCAAATGCACTGCCAGGCAGCGGCTGTTTCTGTTCCCCTC\nCAAGAtgggggcggatggcggggaggttgcccaagtctgtagccgagagcacacgtgtct\ngatcagcctcctgtggcaaggctggggtctgggaggtgttcagatcctaaagttactaac\ntgggtcatcgtgggccccccctttgacatccagtcacaacttgtatctcattgaggaccc\ntgggatcagtctcttcctgccaccccttgttgtagagaaacacaaagtgtaagaaaacaC\nTCTTTGTCggctgggcacggtggctcacgcctgtaatcccagcactttgggaggccaaag\ntgggtggatcatctgaggttgggagttcgagaccagcctgaccaacatggagaaactcca\ntctctactaaaaatacaaaattagctgggcatggtggtgcatgcctgtaatcccagctac\ntcaggaggctgaggcaggagaatcgcttgaacccgggaggcgtaggttgtggtgagctaa\ngatagtgccattgcactccagcctgggcaacaagagtgaaactctgtctcaaaaaaaaaa\naaaaaaaaaaaaagaaaagaaaaagaaaaCACTCTTTGTCATCAAGGGGCTGAGTTGTGC\nACGAGGGCAGTCTTGTCCCCCAGCCTATCCTGGGGCAGGGGCCATGGTTGGTGTCCTCAC\nTTAACTGAGAGCCAATAGTCCTAGACTGGGTGGGGAAGGTGGAGCCTGGTGGCCGTGTAG\nGGGAGGGGAGTTAGGGACCAGCAGGGGGTTGTCCCAAGGGCTCCCTCAATGAGCCAGTCA\nTGGATGTGGCTTGCTCTGGTCCGGGGTGGAATGGAGGGAGGCTGTGGCAggagagaataa\ntgggcccgcgctcaaatgagtggagattgaaatgggttcccacaggtaaagagaacagtg\ncccggcacccagtagggtctcaaACAGCCTTGCTTTTCTGTCTACCCATCCATCTTTCAG\nGCATCTGTTTATTTTCATGGCGAGGCTTCATGGGGACGGGAACAAGTCCTTGATGAGCGC\nCTGCCAGAGCTGGGCAGGTGTGCCCTCTGGGCTCTGGGAAGGCAGCACGTGGGTGGGTTC\nAGTCTGGTGTGGGCTGGGAGCCCCCATCTCCAGCTCACCCAGCAAAGCATGAACTGAGCC\nTGAGGGGGTTCCCAGCTCTCCCTAGGGACTGACTCCCCCCACCCCGCCCCCCACAGGATC\nTGGAGAACCAAGGCAGGAGAAAGAGAGGCTGCGTCTGTGGGGGTGGGGCATGGTGGGGAG\nGGCTGGCTGGAGCTGGGCCTGGCTGCCTGCGATGGGACTCGGCAGTCCTGGGCCCCGCGG\nGTGCCAGCGCCTGTTTGTGTGCCTGTGTGTGCCACCCCCGCAGCCCCTCCATCACACGTG\nTCTCCCGGCTGCCTGGAGAGCTCTTTCTACAAAATGTGAAAATGACAGTTGGGCTCACCC\nACGCGCAGAATCCTCATGCAGTCCCGCTCCCTCGCTGCCCCTTCCAGGTCACCATCGGCC\nCTCACCCTCTCTGCCTAGCTGCTGccccccgcccaccgcacccctcctttcccggcccct\ncccccaaccccctcttccctcctcctgctccttcccttggccccctcctccctccctgct\nctctgccagctcccccctccctctttcctccctccccctcAGGTCCCCAAGGTCTCTGTC\nTCTAGCTCTAGGTCTCTGTCACTTTTTTGGGTCACTCCCCCTCATCTGAATTTATGCTTG\nAGTAGGAGTGTGCATGTATGAGGATGTCCAAGAAGGGAGTGAGTGTGTGTGTGCAGGTGT\nGCAGTtgtgtgtgtatttgtgcttgtgtatgcgggtgtgtggttgtttgcatgtgtgtga\nctctgtgtgcaggtgtgtgactgggtgtgtgggtatgtggttgtgtgtatgtgtgacttt\nttttggaggtgtgtgactgtgtgtgtgggtatgtggttgtgtacgtgtgtgtgACTGTGA\nTGGTGTGTGACTGTGTGCAGgtgtgtggttgtgtgcctgtgtgtgtgtgtgcaagtgtgt\ngactgtgtgtgtgactgtgtgtgcaggtgtgtgattatgtgcgtgtgtgtgattgtgcag\ngtgtgtgtttgtgggtgtgtggttgtgtgcgtgtgtgactgtgtgcatgggtgtgactgt\ngggtgtgtggttgtgtgCATGTACGTGACTCTGTGTATGCAGGTGTGTGACTGTGCGTGT\nGTGCACACAGGTATGGAAGTGTGTGTGCATGCGCTCCAGCGGGTGGGGGATGGATGGTGG\nTGGCATTTCAGGGAACGAATGGAGCTTTCACTCAATGACTCTTCAAGCAGCGGGAGGGGG\nTGGCAGCTTCACAACAGTCGGACAGGTTTGTGCAGCATGTAGGAAAAGCCTTCATTTCCT\nACTGACAGTGGTGACATGGGTGGTGACAGGTGGAGCTGGCAGCAGTGCTGAAGTCCTGGG\nGTGGGAGGTGCCAGGGGAAGGGTCTGGTGATGGGGGGCAGGGGGGGTCATCCTGGAAATG\nCAGGCCGGGCCCATCTCCCAGTCGCCCTCAAATGAGGTTTGCTGTGCTTCCACCGTGAAG\nGGACCTCAGAGGTCTGCCTCTTGAGGGAGATCTGGGAAGACTTCCTGAAGGAGGCAAACT\nGCCTCCAAAGAGCTGCAGGGCTAGTTGAGCATGGAAGGGATGTGGGGTGTGGAGCCGTTT\nGGTGCAGGAGATGTTCCTCCCACTTTCAGAGGCTGCTGTGGAAGCTGGGGCTGACATGGG\nCCACGGGCCAGGAGGATGCGCTGGGGCAGGAGCCACCTGGCACAGCGCTGGGCACACAGT\nGGGAGCCCAACATCTGTGCTCCCTTCATGCTCTAAGCCCTTGCCCACATCTGTCACCGGC\nGCCATTTACAGAGGAGGAGACAAGGGCCACCAACCCCAGGCCACATGTTGGCCAGGTGTA\nGCTGGAGATCCGACTGCTGTCTTTACTTGCCCTGTCCAGGCAGTAGTGCGCAGGTGGCTG\nGAGAATGCTGTGGCCCGGGCCCTGGCCCCAGCTGGCCTCCAGCACCATCCCTCACTCTCT\nCTCCTTTCTCTGCAGGATGGTCGAGTACTCCCTGGACCTTCAGAACATCAACCTGTCAGC\nCATCCGCACCGTGCGCGTCCTGAGGCCCCTCAAAGCCATCAACCGCGTGCCCAGTGAGTC\nAGCCCCGCCCTGTCCACACATTCCTGGCTGATCCATCCCTGGCCAACCCATCCCTGGCCT\nACCTAGCCAATGCCCACCCCCCCACCCTGCTTCGTTCACTTGGAGAAGACTGATTAGGGC\nCCGGGTGTGCTCAGGGATCCTGCGGTGTCTATCTAGACAGATGTGCCCTGCTCCCATAGA\nGCTCATGGGCCTGAAGACACTGGCAGGTGGTCCCAATGCTTCTGAGTCCCAGGAGAGTCT\nGGAGAGCATGCTGGGGAGTCTGGCTTTTCAGGGACGAAGAGTTTATGGGAGAGTGGTCTT\nCATAGGATGTCAAGGCAAGCACCCATAGGAAAAGAAGTTGCTTAGTTTGAAGGAGGACGT\nCGTAGAGCATTTCACTGGGGCAATGAAACCTGACTCCCTCACTTGTGCTGACTGACTTAG\nAAGTCGAGCTCTGTCATTCACCCACCACAGATCGATGTACCTACTCACCCATATGCCTAG\nCCACCGGTTcatccatccacccgtccacctatccacctgtccatccatccatccatccgt\nccgtccgtccatccatccatccatccatccatctacctgtccacccatccacctgtctat\nccatccatccatccatccatccatccatccatccatccacccacccacccatccacccac\nccacctgtccacccacccacctgtccatccatctacctgtccacccatccacctgtccat\nccatccacccacccatccatccacccacccatccatccatccatccactcatccatccat\ntcacccacccgtccatccatctacctgtccacccatccacctgtccatccatccatccat\nccatccatccatccatccatccatACGTACATACATACATCTGCTCATCTTTCTAGCCAT\nCTTTCCATTTGTCCATTCATTCATCTGTATAGTCAGCCAGAcatccacctgtccatccac\ntcatccacccatccacctgtccatccatccatctgtccacccacacatccatccacctgc\nccacccaCCTAGTATTAAGAGAGGTTATCTTGCAACCATAAGCCCTGTagagttttcatg\ntccatgacctgttttgagccttacagtcattctgagggaggtgagctgttgccattttac\nagatgaaaaaactaagacttggagacacgaggttacctgcccagggacgcactgccagtg\nagtagcaaaggctggagtcagttaggtcttctgactcctcactgctctcttcTAGGAATG\nGGGTGAAGACTGGGGAAAGAGAGGATGAGGGCCCTGCCTGCCTTCCTGGtttttttttgt\ntgttgttgtttgtttgtttgtttgtttgttttttttgagacacagcccgtagctctgttg\ncccagactggagtccagtggtgtgaacttggctcactgcaacttctgcctcccaggttca\nagcaattctcctcctgtctcaccctcatgagtagctgggactacaggcatgtgccaccat\ngcctggctaatttttgtatttttagtagggatgaggtttcaccatattggtcaggctggt\nctcgaactcctgacctcaggtgatccacccaccttggcttcccaaagtgctaggattaca\nggcatgagccactgcacctggcTGCCTGGGGCTTTTATACGCATTTACCCACTTCCTATG\nGTCCAGGAACTTGACATCTGATGGCTCAACAACCTGTGGgaggctcagagaagttaagtg\nactcacacaaagtcacacagcaattcagcggcagagctggaatctgaacagagttctgtc\ntgtcctcagcccagtttatttccTGGCTGTGTCTGACCCCTTGCTTCTCTTCCCTGCCTG\nAGCTTCTGTTTCCCCATCTGCCAAAGAGTACAGGTCTCCTGGCACCTGCTCCCCCTCCAC\nAGGTAGTGCTGTCCCCATTCCTTTATTCCTAGCCCTGGGGCCTTGGGGCTCTGTCACCCA\nCCCCACCCAGCCAACCTCTGTGGTCCATCCATCCTGAGCGCCCTGTGGGGCTGGCCTGAC\nCCCGGGCTTGCAGAATGCATCAGTCAGTCTGGGCAGGCCTGGCGGGGCAGGAGAGGCCAT\nGCTTCAGAATATCTGTGGAGCAAGGTGACCAGGAGGGTGGCAGAGCTTTCTGAGCCTGGA\nGGGTGGCCCAATCCTGCTTTGTTCTGAGAGGGACTGGCTTGGCTTGGGTAGGGCACAGAG\nGGGGCCTGGGGGCTGGGGTCTCAAGGTCACAATACGATAGAAAACGCTGGGGGTCCTCAG\nTGCTACTGTGAGGGTCTTGGGGAAGGGTTTGGGAGGCGAGGTAGGGCAAGTGAGTAGTGG\nGAACCAAAGCTGTGCGGGAGGGGGAGGGGGAGTTCAGCTCTACCAGCCTGGCCCCTTCCC\nACTGCCCTAGGGAGACCCCCTTGGGCACAGGGAGGGGACATGCGGAGAGGCCATTTTAGG\nGCCAGCTTCTCTCTGTCCTCATCCCCTCCAATCccagagggctccttgaagatcacctag\nttcaaaaccatctttcccacatttaacaaatgaggaaactaaggtccagagagggtcgtg\ngctagtccagggtcacacagcaattcagtgTGACCAAACAGCAGTTCAGGAAGGACCAAG\nCCAAACCAGCACACCTTCCCCAACAGTGTGTGATTTTCTCCCATGTGCCCCACCTGACTT\nTACTGGGAAATGAGCCAAAAGGTGGCCTccgtacactcagcacccagaactctgcctggc\nggacagaaggcgcgccaaagacacgtgtgaaatggaCACAGCAGGTGTACTGAGCTGTGT\nACTGTGCCAGGACCACAGAGCTATACATGCTCCTGTGCCGGGCATGAGGAGGCAGGGAGA\nATGGGGCTgggggtcgggaggcctccgggagaaggggatgtctgagttgagacccagggg\naggatggggattgagtaggtggagggggagggctgggcggcagtagcgggggttcaggga\ngtgtaaagggcttggggagggagcTGCAGGAGCTGGGGGTTACAGGCTGGGTGGACCAAG\nGGGTGGGGCATGAGGCTGGAGAGGACAGGGCCTGGGCATGGACCATGTGCCTGAGGGCAG\nTGGGAGCATAGGAAGAGGTTAGCAAGTGGTTGCTTTAGAAACACCCCTGGCCAGAGTGCG\nGTgtggggggggcggtggggggggcagtgggggTGAGCTGGACATGGGACTGCTCCTGGA\nACAGGTGTGAGCGAATGGCCGGTACTGGGCAGGGGTGGGGGTGGGATGCAGAGCAGCAAG\nTGGGTGGGAGAGGGACTGCTGGGCCCAGTCCAGGTCCTCCTTGAGTGTCTGGTGTGGGCA\nCCTGGGTGGGCGGGAGGGACCTCAGCTCTCAGGGGCCAGCACAGAGGGCCACGTCGCTCC\nTGGCTCCCACCCACAGTGCTGCTTGTTTCTGTCCTGGGGGACGGCGGGGGCTGCCCTCAG\nCAGGCAGCTGCCATGGGACCATGGTCACACTCCAGGCCACGGAGCCCACAGGCACCGCCA\nCCTTCCAGAGGTGTGTGCACGTTGCAGAGGGTCGCACACAAGGGATGTTTGTACGTGATC\nTTGATCTGAACCTCTTGTCCGGTCTAGGGTCTGCCCAGCAGGGGGCAGCACTGTGATGGG\nACCGCTGAGGCTGCAGGCGGGCTTAGGGGCATGGGACGGGACACGGGCGGAGGCCTCGCT\nCTTGCCAGGCGGGCTTCTCTACATCtgtgtgagggtgtgtgtgggtgtgagggtgtgtgt\ngggtgtgagggtgtgtgtCCACCAGAGAACACGTGTGAGGACGTGTGTGCACGAGTGTGT\nGTGCAATGAAGGGTGTGCACAGGTGAGTATGTGCCTGTGAGGTGCGTGTGCACATGTAAG\nTACATGGGAGAGtgtgtgtgcatgtgacaatgtgtgcatctgaggatgtgtgtgcacaag\ntgagcaaatgtgaaagcctgcacacgtgaatgggcacatgtaagggtgtgtacatgtgag\nagtgcgtgcctatgaaagtgtgtgtgttgtgagggtgtgtgctgtgtctgcctgggaggg\ntgtctgtgtatgCCTATGAATATGTTCATGCCTGAGCATAtgtgtgcttgtgtgtgtgtg\ncctgtgagggtgtgtgtgcctgtgagagtgtttgctgtgatgtgtgtgtgcctgtgaggg\ntgtgtgtgcctgtgtgtgtgtgtgcctgtgtgtgtatgtgtgCTGCGAGGGGGTATGCCT\nGTGAGGGgtgtgtggctgtgagggtgtgtgtgctgtgaggaggtgtgttatgaaagtatg\ncgtgcctgtgaacatgcgtgtgtctatgagcctatgtgtgcctgtgggggtgtgtatgtc\ntgtgaaagggtgtgtacgtgtcaagagtgtgtgtgtgcctctgagcgtgtgtgcgtccat\naaaggggtgtgcctgtgagggtgtgtgtgtgtgaagtgtgtgtgtgcgcctgtgagggtg\ntatgtgtgacgtgtttgtgtgtgtgcctgtgagggtgtgtgtgaaagggtgtgtatgtgt\nCAAGGGTGTGTGTGCGCCTCT\n"
  },
  {
    "path": "depth/test/hg19.fa.fai",
    "content": "chrM\t16571\t6\t60\t61\nchr22\t20001\t16861\t60\t61\n"
  },
  {
    "path": "depth/test/run.sh",
    "content": "#!/bin/bash\n\ngoleft depth --windowsize 10 --q 1 --mincov 4 --reference hg19.fa --processes 1 --stats --bed Test1-coverage.depth-tocalculate-windows.bed --prefix out Test1-sort.bam\n"
  },
  {
    "path": "depthwed/depthwed.go",
    "content": "// Package depthwed combines files from goleft depth into matrices.\npackage depthwed\n\nimport (\n\t\"bufio\"\n\t\"bytes\"\n\t\"fmt\"\n\t\"io\"\n\t\"log\"\n\t\"os\"\n\t\"strconv\"\n\t\"strings\"\n\n\targ \"github.com/alexflint/go-arg\"\n\t\"github.com/brentp/xopen\"\n)\n\ntype cliargs struct {\n\tSize int      `arg:\"-s,required,help:sizes of windows to aggregate to must be >= window in input files.\"`\n\tBeds []string `arg:\"positional,required,help:depth.bed files from goleft depth\"`\n}\n\nfunc pcheck(e error) {\n\tif e != nil {\n\t\tlog.Fatal(e)\n\t}\n}\n\n// Main is run from the dispatcher\nfunc Main() {\n\n\tcli := cliargs{}\n\targ.MustParse(&cli)\n\trun(cli)\n}\n\nfunc getNameFromFile(f string) string {\n\ttmp := strings.Split(f, \"/\")\n\ttmpn := tmp[len(tmp)-1]\n\tfor _, suff := range []string{\".gz\", \".bed\", \".depth\"} {\n\t\tif strings.HasSuffix(tmpn, suff) {\n\t\t\ttmpn = tmpn[:len(tmpn)-len(suff)]\n\t\t}\n\t}\n\treturn strings.TrimSuffix(tmpn, \"\\n\")\n}\n\nfunc run(args cliargs) {\n\n\tstdout := bufio.NewWriter(os.Stdout)\n\tdefer stdout.Flush()\n\n\tbeds := make([]*xopen.Reader, len(args.Beds))\n\tnames := make([]string, 3+len(args.Beds))\n\tnames[0], names[1], names[2] = \"#chrom\", \"start\", \"end\"\n\tvar err error\n\tfor i, f := range args.Beds {\n\t\tbeds[i], err = xopen.Ropen(f)\n\t\tpcheck(err)\n\t\tnames[i+3] = getNameFromFile(f)\n\t}\n\tstdout.WriteString(strings.Join(names, \"\\t\") + \"\\n\")\n\n\tdepths, eof := next(beds, args.Size)\n\tfor ; !eof; depths, eof = next(beds, args.Size) {\n\t\tfmt.Fprintf(stdout, \"%s\\t%d\\t%d\", depths[0].chrom, depths[0].start, depths[0].end)\n\t\tfor _, d := range depths {\n\t\t\tfmt.Fprintf(stdout, \"\\t%d\", d.depth)\n\t\t}\n\t\tstdout.Write([]byte{'\\n'})\n\t}\n\n}\n\ntype depth struct {\n\tchrom string\n\tstart int\n\tend   int\n\tdepth int\n}\n\nfunc mustAtoi(s string) int {\n\tv, err := strconv.Atoi(s)\n\tpcheck(err)\n\treturn v\n}\nfunc mustAtof(s string) float64 {\n\tv, err := strconv.ParseFloat(s, 64)\n\tpcheck(err)\n\treturn v\n}\n\nfunc sFromLine(l string) depth {\n\n\ttoks := strings.Split(strings.TrimSuffix(l, \"\\n\"), \"\\t\")\n\tdep := mustAtof(toks[3])\n\td := depth{\n\t\tchrom: toks[0],\n\t\tstart: mustAtoi(toks[1]),\n\t\tend:   mustAtoi(toks[2]),\n\t}\n\n\td.depth = int(0.5 + dep) //*float64(d.end-d.start))\n\treturn d\n\n}\n\nfunc getNextChrom(r *bufio.Reader) string {\n\tchromLine, _ := r.Peek(100)\n\tvar chrom string\n\tif len(chromLine) > 0 {\n\t\tchrom = string(chromLine[:bytes.Index(chromLine, []byte(\"\\t\"))])\n\t}\n\treturn chrom\n}\n\nfunc next(beds []*xopen.Reader, size int) (depths []depth, eof bool) {\n\tdepths = make([]depth, len(beds))\n\teof = false\n\tk := 0\n\t// endSeen makes sure we only print the indivisible message once per chrom\n\tendSeen := false\n\n\tchrom := getNextChrom(beds[0].Reader)\n\n\tfor !eof && depths[0].end-depths[0].start < size && chrom == getNextChrom(beds[0].Reader) {\n\n\t\tfor i, bed := range beds {\n\t\t\tline, err := bed.ReadString('\\n')\n\t\t\tif err == io.EOF {\n\t\t\t\tif i > 0 && !eof {\n\t\t\t\t\tpanic(\"not all files have same number of records\")\n\t\t\t\t}\n\t\t\t\teof = true\n\t\t\t\tcontinue\n\t\t\t} else if err != nil {\n\t\t\t\tpanic(err)\n\t\t\t}\n\t\t\tif k == 0 {\n\t\t\t\tdepths[i] = sFromLine(line)\n\t\t\t\tif depths[i].chrom != chrom {\n\t\t\t\t\tlog.Fatalf(\"got unexpected chromosome from %s: %s\", bed, depths[i].chrom)\n\t\t\t\t}\n\t\t\t\tif size%(depths[i].end-depths[i].start) != 0 && !endSeen {\n\t\t\t\t\tendSeen = true\n\t\t\t\t\tlog.Printf(\"size %d indivisible by interval in line: %s likely chromosome change.\", size, line)\n\t\t\t\t}\n\t\t\t} else {\n\t\t\t\ttmp := sFromLine(line)\n\t\t\t\tdepths[i].end = tmp.end\n\t\t\t\tdepths[i].depth += tmp.depth\n\t\t\t}\n\t\t}\n\t\tk++\n\t}\n\treturn depths, eof\n}\n"
  },
  {
    "path": "docs/index.html",
    "content": "<html>\n    <body>\n        <h1><a href=\"indexcov/index.html\">IndexCov</a></h1>\n    </body>\n</html>\n"
  },
  {
    "path": "docs/indexcov/ex-indexcov-depth-15.html",
    "content": "<!DOCTYPE html>\n<html>\n    <head>\n\t\t<script src=\"https://code.jquery.com/jquery-2.2.4.min.js\"></script>\n\t\t<script src=\"https://cdnjs.cloudflare.com/ajax/libs/Chart.js/2.3.0/Chart.bundle.js\"></script>\n\t\t<script>\n\t\t\n/*!\n * chartjs-plugin-annotation.js\n * http://chartjs.org/\n * Version: 0.4.3\n *\n * Copyright 2016 Evert Timberg\n * Released under the MIT license\n * https://github.com/chartjs/Chart.Annotation.js/blob/master/LICENSE.md\n */\n(function e(t,n,r){function s(o,u){if(!n[o]){if(!t[o]){var a=typeof require==\"function\"&&require;if(!u&&a)return a(o,!0);if(i)return i(o,!0);var f=new Error(\"Cannot find module '\"+o+\"'\");throw f.code=\"MODULE_NOT_FOUND\",f}var l=n[o]={exports:{}};t[o][0].call(l.exports,function(e){var n=t[o][1][e];return s(n?n:e)},l,l.exports,e,t,n,r)}return n[o].exports}var i=typeof require==\"function\"&&require;for(var o=0;o<r.length;o++)s(r[o]);return s})({1:[function(require,module,exports){\n\n},{}],2:[function(require,module,exports){\nfunction isValid(num) {\n\treturn !isNaN(num) && isFinite(num);\n}\n\nfunction decorate(obj, prop, func) {\n\tvar prefix = '$';\n\tif (!obj[prefix + prop]) {\n\t\tobj[prefix + prop] = obj[prop].bind(obj);\n\t\tobj[prop] = function() {\n\t\t\treturn func(obj[prefix + prop]);\n\t\t};\n\t}\n}\n\nmodule.exports = {\n\tisValid: isValid,\n\tdecorate: decorate\n};\n\n},{}],3:[function(require,module,exports){\n// Get the chart variable\nvar Chart = require('chart.js');\nChart = typeof(Chart) === 'function' ? Chart : window.Chart;\nvar chartHelpers = Chart.helpers;\nvar helpers = require('./helpers.js');\n\n// Configure plugin namespace\nChart.Annotation = Chart.Annotation || {};\n\nvar DRAW_AFTER = 'afterDraw';\nvar DRAW_AFTER_DATASETS = 'afterDatasetsDraw';\nvar DRAW_BEFORE_DATASETS = 'beforeDatasetsDraw';\n\nChart.Annotation.drawTimeOptions = {\n\tafterDraw: DRAW_AFTER,\n\tafterDatasetsDraw: DRAW_AFTER_DATASETS,\n\tbeforeDatasetsDraw: DRAW_BEFORE_DATASETS\n};\n\nvar annotationTypes =\nChart.Annotation.types = {\n\tline: require('./types/line.js')(Chart),\n\tbox: require('./types/box.js')(Chart)\n};\n\n// Default plugin options\nvar annotationDefaults =\nChart.Annotation.defaults = {\n\tdrawTime: DRAW_AFTER,\n\tannotations: []\n};\n\n// Default annotation label options\nvar labelDefaults =\nChart.Annotation.labelDefaults = {\n\tbackgroundColor: 'rgba(0,0,0,0.8)',\n\tfontFamily: Chart.defaults.global.defaultFontFamily,\n\tfontSize: Chart.defaults.global.defaultFontSize,\n\tfontStyle: 'bold',\n\tfontColor: '#fff',\n\txPadding: 6,\n\tyPadding: 6,\n\tcornerRadius: 6,\n\tposition: 'center',\n\txAdjust: 0,\n\tyAdjust: 0,\n\tenabled: false,\n\tcontent: null\n};\n\nfunction draw(chartInstance, easingDecimal) {\n\tif (chartHelpers.isArray(chartInstance.annotations)) {\n\t\tchartInstance.annotations.forEach(function(annotation) {\n\t\t\tannotation.transition(easingDecimal)\n\t\t\t\t.draw(chartInstance.chart.ctx);\n\t\t});\n\t}\n}\n\nfunction initConfig(config) {\n\tconfig = chartHelpers.configMerge(annotationDefaults, config);\n\tif (chartHelpers.isArray(config.annotations)) {\n\t\tconfig.annotations.forEach(function(annotation) {\n\t\t\tannotation.label = chartHelpers.configMerge(labelDefaults, annotation.label);\n\t\t});\n\t}\n\treturn config;\n}\n\nfunction build(configs, chartInstance) {\n\treturn configs\n\t\t.filter(function(config) {\n\t\t\treturn !!annotationTypes[config.type];\n\t\t})\n\t\t.map(function(config, i) {\n\t\t\tvar annotation = annotationTypes[config.type];\n\t\t\tvar annotationObject = new annotation({\n\t\t\t\t_index: i,\n\t\t\t\tconfig: config\n\t\t\t});\n\n\t\t\t// Set the data range for this annotation\n\t\t\tannotationObject.setRanges(config, chartInstance);\n\n\t\t\treturn annotationObject;\n\t\t});\n}\n\nfunction getScaleLimits(scaleId, annotations, scaleMin, scaleMax) {\n\tvar ranges = annotations.filter(function(annotation) {\n\t\treturn !!annotation._model.ranges[scaleId];\n\t}).map(function(annotation) {\n\t\treturn annotation._model.ranges[scaleId];\n\t});\n\n\tvar min = ranges.map(function(range) {\n\t\treturn Number(range.min);\n\t}).reduce(function(a, b) {\n\t\treturn isFinite(b) && !isNaN(b) && b < a ? b : a;\n\t}, scaleMin);\n\n\tvar max = ranges.map(function(range) {\n\t\treturn Number(range.max);\n\t}).reduce(function(a, b) {\n\t\treturn isFinite(b) && !isNaN(b) && b > a ? b : a;\n\t}, scaleMax);\n\n\treturn {\n\t\tmin: min,\n\t\tmax: max\n\t};\n}\n\nvar annotationPlugin = {\n\tbeforeInit: function(chartInstance) {\n\t\t// Decorate Chart.Controller.buildScales() so we can decorate each scale\n\t\t// instance's determineDataLimits() method\n\t\thelpers.decorate(chartInstance, 'buildScales', function(previous) {\n\t\t\tprevious();\n\n\t\t\t// Decorate Chart.Scale.determineDataLimits() so we can\n\t\t\t// check the annotation values and adjust the scale range\n\t\t\tObject.keys(chartInstance.scales).forEach(function(scaleId) {\n\t\t\t\tvar scale = chartInstance.scales[scaleId];\n\n\t\t\t\thelpers.decorate(scale, 'determineDataLimits', function(previous) {\n\t\t\t\t\tprevious();\n\n\t\t\t\t\tif (chartInstance.annotations) {\n\t\t\t\t\t\tvar range = getScaleLimits(scaleId, chartInstance.annotations, scale.min, scale.max);\n\t\t\t\t\t\tif (typeof scale.options.ticks.min === 'undefined' && typeof scale.options.ticks.suggestedMin === 'undefined') {\n\t\t\t\t\t\t\tscale.min = range.min;\n\t\t\t\t\t\t}\n\t\t\t\t\t\tif (typeof scale.options.ticks.max === 'undefined' && typeof scale.options.ticks.suggestedMax === 'undefined') {\n\t\t\t\t\t\t\tscale.max = range.max;\n\t\t\t\t\t\t}\n\t\t\t\t\t}\n\t\t\t\t});\n\t\t\t});\n\t\t});\n\t},\n\tbeforeUpdate: function(chartInstance) {\n\t\t// Build the configuration with all the defaults set\n\t\tvar config = chartInstance.options.annotation;\n\t\tconfig = initConfig(config || {});\n\n\t\tif (chartHelpers.isArray(config.annotations)) {\n\t\t\tchartInstance.annotations = build(config.annotations, chartInstance);\n\t\t\tchartInstance.annotations._config = config;\n\t\t}\n\t},\n\tafterScaleUpdate: function(chartInstance) {\n\t\tif (chartHelpers.isArray(chartInstance.annotations)) {\n\t\t\tchartInstance.annotations.forEach(function(annotation) {\n\t\t\t\tannotation.configure(annotation.config, chartInstance);\n\t\t\t});\n\t\t}\n\t},\n\tafterDraw: function(chartInstance, easingDecimal) {\n\t\tvar config = chartInstance.annotations._config;\n\t\tif (config.drawTime == DRAW_AFTER) {\n\t\t\tdraw(chartInstance, easingDecimal);\n\t\t}\n\t},\n\tafterDatasetsDraw: function(chartInstance, easingDecimal) {\n\t\tvar config = chartInstance.annotations._config;\n\t\tif (config.drawTime == DRAW_AFTER_DATASETS) {\n\t\t\tdraw(chartInstance, easingDecimal);\n\t\t}\n\t},\n\tbeforeDatasetsDraw: function(chartInstance, easingDecimal) {\n\t\tvar config = chartInstance.annotations._config;\n\t\tif (config.drawTime == DRAW_BEFORE_DATASETS) {\n\t\t\tdraw(chartInstance, easingDecimal);\n\t\t}\n\t}\n};\n\nmodule.exports = annotationPlugin;\nChart.pluginService.register(annotationPlugin);\n\n},{\"./helpers.js\":2,\"./types/box.js\":4,\"./types/line.js\":5,\"chart.js\":1}],4:[function(require,module,exports){\nvar helpers = require('../helpers.js');\n\n// Box Annotation implementation\nmodule.exports = function(Chart) {\n\tvar BoxAnnotation = Chart.Element.extend({\n\t\tsetRanges: function(options, chartInstance) {\n\t\t\tvar model = this._model = this._model || {};\n\n\t\t\tvar xScale = chartInstance.scales[options.xScaleID];\n\t\t\tvar yScale = chartInstance.scales[options.yScaleID];\n\t\t\tvar chartArea = chartInstance.chartArea;\n\n\t\t\tmodel.ranges = {};\n\n\t\t\tif (xScale) {\n\t\t\t\tmin = helpers.isValid(options.xMin) ? options.xMin : xScale.getPixelForValue(chartArea.left);\n\t\t\t\tmax = helpers.isValid(options.xMax) ? options.xMax : xScale.getPixelForValue(chartArea.right);\n\n\t\t\t\tmodel.ranges[options.xScaleID] = {\n\t\t\t\t\tmin: Math.min(min, max),\n\t\t\t\t\tmax: Math.max(min, max)\n\t\t\t\t};\n\t\t\t}\n\n\t\t\tif (yScale) {\n\t\t\t\tmin = helpers.isValid(options.yMin) ? options.yMin : yScale.getPixelForValue(chartArea.bottom);\n\t\t\t\tmax = helpers.isValid(options.yMax) ? options.yMax : yScale.getPixelForValue(chartArea.top);\n\n\t\t\t\tmodel.ranges[options.yScaleID] = {\n\t\t\t\t\tmin: Math.min(min, max),\n\t\t\t\t\tmax: Math.max(min, max)\n\t\t\t\t};\n\t\t\t}\n\t\t},\n\t\tconfigure: function(options, chartInstance) {\n\t\t\tvar model = this._model = this._model || {};\n\n\t\t\tvar xScale = chartInstance.scales[options.xScaleID];\n\t\t\tvar yScale = chartInstance.scales[options.yScaleID];\n\t\t\tvar chartArea = chartInstance.chartArea;\n\n\t\t\t// clip annotations to the chart area\n\t\t\tmodel.clip = {\n\t\t\t\tx1: chartArea.left,\n\t\t\t\tx2: chartArea.right,\n\t\t\t\ty1: chartArea.top,\n\t\t\t\ty2: chartArea.bottom\n\t\t\t};\n\n\t\t\tvar left = chartArea.left, \n\t\t\t\ttop = chartArea.top, \n\t\t\t\tright = chartArea.right, \n\t\t\t\tbottom = chartArea.bottom;\n\n\t\t\tvar min, max;\n\n\t\t\tif (xScale) {\n\t\t\t\tmin = helpers.isValid(options.xMin) ? xScale.getPixelForValue(options.xMin) : chartArea.left;\n\t\t\t\tmax = helpers.isValid(options.xMax) ? xScale.getPixelForValue(options.xMax) : chartArea.right;\n\t\t\t\tleft = Math.min(min, max);\n\t\t\t\tright = Math.max(min, max);\n\t\t\t}\n\n\t\t\tif (yScale) {\n\t\t\t\tmin = helpers.isValid(options.yMin) ? yScale.getPixelForValue(options.yMin) : chartArea.bottom;\n\t\t\t\tmax = helpers.isValid(options.yMax) ? yScale.getPixelForValue(options.yMax) : chartArea.top;\n\t\t\t\ttop = Math.min(min, max);\n\t\t\t\tbottom = Math.max(min, max);\n\t\t\t}\n\n\t\t\t// Ensure model has rect coordinates\n\t\t\tmodel.left = left;\n\t\t\tmodel.top = top;\n\t\t\tmodel.right = right;\n\t\t\tmodel.bottom = bottom;\n\n\t\t\t// Stylistic options\n\t\t\tmodel.borderColor = options.borderColor;\n\t\t\tmodel.borderWidth = options.borderWidth;\n\t\t\tmodel.backgroundColor = options.backgroundColor;\n\t\t},\n\t\tdraw: function(ctx) {\n\t\t\tvar view = this._view;\n\n\t\t\t// Canvas setup\n\t\t\tctx.save();\n\t\t\tctx.beginPath();\n\t\t\tctx.rect(view.clip.x1, view.clip.y1, view.clip.x2 - view.clip.x1, view.clip.y2 - view.clip.y1);\n\t\t\tctx.clip();\n\n\t\t\tctx.lineWidth = view.borderWidth;\n\t\t\tctx.strokeStyle = view.borderColor;\n\t\t\tctx.fillStyle = view.backgroundColor;\n\n\t\t\t// Draw\n\t\t\tvar width = view.right - view.left,\n\t\t\t\theight = view.bottom - view.top;\n\t\t\tctx.fillRect(view.left, view.top, width, height);\n\t\t\tctx.strokeRect(view.left, view.top, width, height);\n\t\t}\n\t});\n\n\treturn BoxAnnotation;\n};\n\n},{\"../helpers.js\":2}],5:[function(require,module,exports){\n// Get the chart variable\nvar Chart = require('chart.js');\nChart = typeof(Chart) === 'function' ? Chart : window.Chart;\nvar chartHelpers = Chart.helpers;\nvar helpers = require('../helpers.js');\n\n// Line Annotation implementation\nmodule.exports = function(Chart) {\n\tvar horizontalKeyword = 'horizontal';\n\tvar verticalKeyword = 'vertical';\n\n\tvar LineAnnotation = Chart.Element.extend({\n\t\tsetRanges: function(options) {\n\t\t\tvar model = this._model = chartHelpers.clone(this._model) || {};\n\n\t\t\tmodel.ranges = {};\n\t\t\tmodel.ranges[options.scaleID] = {\n\t\t\t\tmin: options.value,\n\t\t\t\tmax: options.endValue || options.value\n\t\t\t};\n\t\t},\n\t\tconfigure: function(options, chartInstance) {\n\t\t\tvar model = this._model = chartHelpers.clone(this._model) || {};\n\n\t\t\tvar scale = chartInstance.scales[options.scaleID];\n\t\t\tvar pixel, endPixel;\n\t\t\tif (scale) {\n\t\t\t\tpixel = helpers.isValid(options.value) ? scale.getPixelForValue(options.value) : NaN;\n\t\t\t\tendPixel = helpers.isValid(options.endValue) ? scale.getPixelForValue(options.endValue) : pixel;\n\t\t\t}\n\n\t\t\tvar chartArea = chartInstance.chartArea;\n\t\t\tvar ctx = chartInstance.chart.ctx;\n\n\t\t\t// clip annotations to the chart area\n\t\t\tmodel.clip = {\n\t\t\t\tx1: chartArea.left,\n\t\t\t\tx2: chartArea.right,\n\t\t\t\ty1: chartArea.top,\n\t\t\t\ty2: chartArea.bottom\n\t\t\t};\n\n\t\t\tif (!isNaN(pixel)) {\n\t\t\t\tif (options.mode == horizontalKeyword) {\n\t\t\t\t\tmodel.x1 = chartArea.left;\n\t\t\t\t\tmodel.x2 = chartArea.right;\n\t\t\t\t\tmodel.y1 = pixel;\n\t\t\t\t\tmodel.y2 = endPixel;\n\t\t\t\t} else {\n\t\t\t\t\tmodel.y1 = chartArea.top;\n\t\t\t\t\tmodel.y2 = chartArea.bottom;\n\t\t\t\t\tmodel.x1 = pixel;\n\t\t\t\t\tmodel.x2 = endPixel;\n\t\t\t\t}\n\t\t\t}\n\n\t\t\tmodel.mode = options.mode;\n\n\t\t\t// Figure out the label:\n\t\t\tmodel.labelBackgroundColor = options.label.backgroundColor;\n\t\t\tmodel.labelFontFamily = options.label.fontFamily;\n\t\t\tmodel.labelFontSize = options.label.fontSize;\n\t\t\tmodel.labelFontStyle = options.label.fontStyle;\n\t\t\tmodel.labelFontColor = options.label.fontColor;\n\t\t\tmodel.labelXPadding = options.label.xPadding;\n\t\t\tmodel.labelYPadding = options.label.yPadding;\n\t\t\tmodel.labelCornerRadius = options.label.cornerRadius;\n\t\t\tmodel.labelPosition = options.label.position;\n\t\t\tmodel.labelXAdjust = options.label.xAdjust;\n\t\t\tmodel.labelYAdjust = options.label.yAdjust;\n\t\t\tmodel.labelEnabled = options.label.enabled;\n\t\t\tmodel.labelContent = options.label.content;\n\n\t\t\tctx.font = chartHelpers.fontString(model.labelFontSize, model.labelFontStyle, model.labelFontFamily);\n\t\t\tvar textWidth = ctx.measureText(model.labelContent).width;\n\t\t\tvar textHeight = ctx.measureText('M').width;\n\t\t\tvar labelPosition = calculateLabelPosition(model, textWidth, textHeight, model.labelXPadding, model.labelYPadding);\n\t\t\tmodel.labelX = labelPosition.x - model.labelXPadding;\n\t\t\tmodel.labelY = labelPosition.y - model.labelYPadding;\n\t\t\tmodel.labelWidth = textWidth + (2 * model.labelXPadding);\n\t\t\tmodel.labelHeight = textHeight + (2 * model.labelYPadding);\n\n\t\t\tmodel.borderColor = options.borderColor;\n\t\t\tmodel.borderWidth = options.borderWidth;\n\t\t\tmodel.borderDash = options.borderDash || [];\n\t\t\tmodel.borderDashOffset = options.borderDashOffset || 0;\n\t\t},\n\t\tdraw: function(ctx) {\n\t\t\tvar view = this._view;\n\n\t\t\t// Canvas setup\n\t\t\tctx.save();\n\t\t\tctx.beginPath();\n\t\t\tctx.rect(view.clip.x1, view.clip.y1, view.clip.x2 - view.clip.x1, view.clip.y2 - view.clip.y1);\n\t\t\tctx.clip();\n\n\t\t\tctx.lineWidth = view.borderWidth;\n\t\t\tctx.strokeStyle = view.borderColor;\n\n\t\t\tif (ctx.setLineDash) {\n\t\t\t\tctx.setLineDash(view.borderDash);\n\t\t\t}\n\t\t\tctx.lineDashOffset = view.borderDashOffset;\n\n\t\t\t// Draw\n\t\t\tctx.beginPath();\n\t\t\tctx.moveTo(view.x1, view.y1);\n\t\t\tctx.lineTo(view.x2, view.y2);\n\t\t\tctx.stroke();\n\t\t\tctx.restore();\n\n\t\t\tif (view.labelEnabled && view.labelContent) {\n\t\t\t\tctx.beginPath();\n\t\t\t\tctx.rect(view.clip.x1, view.clip.y1, view.clip.x2 - view.clip.x1, view.clip.y2 - view.clip.y1);\n\t\t\t\tctx.clip();\n\n\t\t\t\tctx.fillStyle = view.labelBackgroundColor;\n\t\t\t\t// Draw the tooltip\n\t\t\t\tchartHelpers.drawRoundedRectangle(\n\t\t\t\t\tctx,\n\t\t\t\t\tview.labelX, // x\n\t\t\t\t\tview.labelY, // y\n\t\t\t\t\tview.labelWidth, // width\n\t\t\t\t\tview.labelHeight, // height\n\t\t\t\t\tview.labelCornerRadius // radius\n\t\t\t\t);\n\t\t\t\tctx.fill();\n\n\t\t\t\t// Draw the text\n\t\t\t\tctx.font = chartHelpers.fontString(\n\t\t\t\t\tview.labelFontSize,\n\t\t\t\t\tview.labelFontStyle,\n\t\t\t\t\tview.labelFontFamily\n\t\t\t\t);\n\t\t\t\tctx.fillStyle = view.labelFontColor;\n\t\t\t\tctx.textAlign = 'center';\n\t\t\t\tctx.textBaseline = 'middle';\n\t\t\t\tctx.fillText(\n\t\t\t\t\tview.labelContent,\n\t\t\t\t\tview.labelX + (view.labelWidth / 2),\n\t\t\t\t\tview.labelY + (view.labelHeight / 2)\n\t\t\t\t);\n\t\t\t}\n\t\t}\n\t});\n\n\tfunction calculateLabelPosition(view, width, height, padWidth, padHeight) {\n\t\t// Describe the line in slope-intercept form (y = mx + b).\n\t\t// Note that the axes are rotated 90° CCW, which causes the\n\t\t// x- and y-axes to be swapped.\n\t\tvar m = (view.x2 - view.x1) / (view.y2 - view.y1);\n\t\tvar b = view.x1 || 0;\n\n\t\tvar fy = function(y) {\n\t\t\t// Coordinates are relative to the origin of the canvas\n\t\t\treturn m * (y - view.y1) + b;\n\t\t};\n\t\tvar fx = function(x) {\n\t\t\treturn ((x - b) / m) + view.y1;\n\t\t};\n\n\t\tvar ret = {}, xa = 0, ya = 0;\n\n\t\tswitch (true) {\n\t\t\t// top align\n\t\t\tcase view.mode == verticalKeyword && view.labelPosition == \"top\":\n\t\t\t\tya = padHeight + view.labelYAdjust;\n\t\t\t\txa = (width / 2) + view.labelXAdjust;\n\t\t\t\tret.y = view.y1 + ya;\n\t\t\t\tret.x = (isFinite(m) ? fy(ret.y) : view.x1) - xa;\n\t\t\tbreak;\n\t\t\t\n\t\t\t// bottom align\n\t\t\tcase view.mode == verticalKeyword && view.labelPosition == \"bottom\":\n\t\t\t\tya = height + padHeight + view.labelYAdjust;\n\t\t\t\txa = (width / 2) + view.labelXAdjust;\n\t\t\t\tret.y = view.y2 - ya;\n\t\t\t\tret.x = (isFinite(m) ? fy(ret.y) : view.x1) - xa;\n\t\t\tbreak;\n\t\t\t\n\t\t\t// left align\n\t\t\tcase view.mode == horizontalKeyword && view.labelPosition == \"left\":\n\t\t\t\txa = padWidth + view.labelXAdjust;\n\t\t\t\tya = -(height / 2) + view.labelYAdjust;\n\t\t\t\tret.x = view.x1 + xa;\n\t\t\t\tret.y = fx(ret.x) + ya;\n\t\t\tbreak;\n\t\t\t\n\t\t\t// right align\n\t\t\tcase view.mode == horizontalKeyword && view.labelPosition == \"right\":\n\t\t\t\txa = width + padWidth + view.labelXAdjust;\n\t\t\t\tya = -(height / 2) + view.labelYAdjust;\n\t\t\t\tret.x = view.x2 - xa;\n\t\t\t\tret.y = fx(ret.x) + ya;\n\t\t\tbreak;\n\n\t\t\t// center align\n\t\t\tdefault:\n\t\t\t\tret.x = ((view.x1 + view.x2 - width) / 2) + view.labelXAdjust;\n\t\t\t\tret.y = ((view.y1 + view.y2 - height) / 2) + view.labelYAdjust;\n\t\t}\n\n\t\treturn ret;\n\t}\n\n\treturn LineAnnotation;\n};\n\n},{\"../helpers.js\":2,\"chart.js\":1}]},{},[3]);\n\n\t\t</script>\n    </head>\n    <body>\n\t\n\t\n        <h4>Here we see a single sample with a very large deletion. 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    "content": "<!DOCTYPE html>\n<html>\n    <head>\n\t\t<script src=\"https://code.jquery.com/jquery-2.2.4.min.js\"></script>\n\t\t<script src=\"https://cdnjs.cloudflare.com/ajax/libs/Chart.js/2.3.0/Chart.bundle.js\"></script>\n\t\t<script>\n\t\t\n/*!\n * chartjs-plugin-annotation.js\n * http://chartjs.org/\n * Version: 0.4.3\n *\n * Copyright 2016 Evert Timberg\n * Released under the MIT license\n * https://github.com/chartjs/Chart.Annotation.js/blob/master/LICENSE.md\n */\n(function e(t,n,r){function s(o,u){if(!n[o]){if(!t[o]){var a=typeof require==\"function\"&&require;if(!u&&a)return a(o,!0);if(i)return i(o,!0);var f=new Error(\"Cannot find module '\"+o+\"'\");throw f.code=\"MODULE_NOT_FOUND\",f}var l=n[o]={exports:{}};t[o][0].call(l.exports,function(e){var n=t[o][1][e];return s(n?n:e)},l,l.exports,e,t,n,r)}return n[o].exports}var i=typeof require==\"function\"&&require;for(var o=0;o<r.length;o++)s(r[o]);return s})({1:[function(require,module,exports){\n\n},{}],2:[function(require,module,exports){\nfunction isValid(num) {\n\treturn !isNaN(num) && isFinite(num);\n}\n\nfunction decorate(obj, prop, func) {\n\tvar prefix = '$';\n\tif (!obj[prefix + prop]) {\n\t\tobj[prefix + prop] = obj[prop].bind(obj);\n\t\tobj[prop] = function() {\n\t\t\treturn func(obj[prefix + prop]);\n\t\t};\n\t}\n}\n\nmodule.exports = {\n\tisValid: isValid,\n\tdecorate: decorate\n};\n\n},{}],3:[function(require,module,exports){\n// Get the chart variable\nvar Chart = require('chart.js');\nChart = typeof(Chart) === 'function' ? Chart : window.Chart;\nvar chartHelpers = Chart.helpers;\nvar helpers = require('./helpers.js');\n\n// Configure plugin namespace\nChart.Annotation = Chart.Annotation || {};\n\nvar DRAW_AFTER = 'afterDraw';\nvar DRAW_AFTER_DATASETS = 'afterDatasetsDraw';\nvar DRAW_BEFORE_DATASETS = 'beforeDatasetsDraw';\n\nChart.Annotation.drawTimeOptions = {\n\tafterDraw: DRAW_AFTER,\n\tafterDatasetsDraw: DRAW_AFTER_DATASETS,\n\tbeforeDatasetsDraw: DRAW_BEFORE_DATASETS\n};\n\nvar annotationTypes =\nChart.Annotation.types = {\n\tline: require('./types/line.js')(Chart),\n\tbox: require('./types/box.js')(Chart)\n};\n\n// Default plugin options\nvar annotationDefaults =\nChart.Annotation.defaults = {\n\tdrawTime: DRAW_AFTER,\n\tannotations: []\n};\n\n// Default annotation label options\nvar labelDefaults =\nChart.Annotation.labelDefaults = {\n\tbackgroundColor: 'rgba(0,0,0,0.8)',\n\tfontFamily: Chart.defaults.global.defaultFontFamily,\n\tfontSize: Chart.defaults.global.defaultFontSize,\n\tfontStyle: 'bold',\n\tfontColor: '#fff',\n\txPadding: 6,\n\tyPadding: 6,\n\tcornerRadius: 6,\n\tposition: 'center',\n\txAdjust: 0,\n\tyAdjust: 0,\n\tenabled: false,\n\tcontent: null\n};\n\nfunction draw(chartInstance, easingDecimal) {\n\tif (chartHelpers.isArray(chartInstance.annotations)) {\n\t\tchartInstance.annotations.forEach(function(annotation) {\n\t\t\tannotation.transition(easingDecimal)\n\t\t\t\t.draw(chartInstance.chart.ctx);\n\t\t});\n\t}\n}\n\nfunction initConfig(config) {\n\tconfig = chartHelpers.configMerge(annotationDefaults, config);\n\tif (chartHelpers.isArray(config.annotations)) {\n\t\tconfig.annotations.forEach(function(annotation) {\n\t\t\tannotation.label = chartHelpers.configMerge(labelDefaults, annotation.label);\n\t\t});\n\t}\n\treturn config;\n}\n\nfunction build(configs, chartInstance) {\n\treturn configs\n\t\t.filter(function(config) {\n\t\t\treturn !!annotationTypes[config.type];\n\t\t})\n\t\t.map(function(config, i) {\n\t\t\tvar annotation = annotationTypes[config.type];\n\t\t\tvar annotationObject = new annotation({\n\t\t\t\t_index: i,\n\t\t\t\tconfig: config\n\t\t\t});\n\n\t\t\t// Set the data range for this annotation\n\t\t\tannotationObject.setRanges(config, chartInstance);\n\n\t\t\treturn annotationObject;\n\t\t});\n}\n\nfunction getScaleLimits(scaleId, annotations, scaleMin, scaleMax) {\n\tvar ranges = annotations.filter(function(annotation) {\n\t\treturn !!annotation._model.ranges[scaleId];\n\t}).map(function(annotation) {\n\t\treturn annotation._model.ranges[scaleId];\n\t});\n\n\tvar min = ranges.map(function(range) {\n\t\treturn Number(range.min);\n\t}).reduce(function(a, b) {\n\t\treturn isFinite(b) && !isNaN(b) && b < a ? b : a;\n\t}, scaleMin);\n\n\tvar max = ranges.map(function(range) {\n\t\treturn Number(range.max);\n\t}).reduce(function(a, b) {\n\t\treturn isFinite(b) && !isNaN(b) && b > a ? b : a;\n\t}, scaleMax);\n\n\treturn {\n\t\tmin: min,\n\t\tmax: max\n\t};\n}\n\nvar annotationPlugin = {\n\tbeforeInit: function(chartInstance) {\n\t\t// Decorate Chart.Controller.buildScales() so we can decorate each scale\n\t\t// instance's determineDataLimits() method\n\t\thelpers.decorate(chartInstance, 'buildScales', function(previous) {\n\t\t\tprevious();\n\n\t\t\t// Decorate Chart.Scale.determineDataLimits() so we can\n\t\t\t// check the annotation values and adjust the scale range\n\t\t\tObject.keys(chartInstance.scales).forEach(function(scaleId) {\n\t\t\t\tvar scale = chartInstance.scales[scaleId];\n\n\t\t\t\thelpers.decorate(scale, 'determineDataLimits', function(previous) {\n\t\t\t\t\tprevious();\n\n\t\t\t\t\tif (chartInstance.annotations) {\n\t\t\t\t\t\tvar range = getScaleLimits(scaleId, chartInstance.annotations, scale.min, scale.max);\n\t\t\t\t\t\tif (typeof scale.options.ticks.min === 'undefined' && typeof scale.options.ticks.suggestedMin === 'undefined') {\n\t\t\t\t\t\t\tscale.min = range.min;\n\t\t\t\t\t\t}\n\t\t\t\t\t\tif (typeof scale.options.ticks.max === 'undefined' && typeof scale.options.ticks.suggestedMax === 'undefined') {\n\t\t\t\t\t\t\tscale.max = range.max;\n\t\t\t\t\t\t}\n\t\t\t\t\t}\n\t\t\t\t});\n\t\t\t});\n\t\t});\n\t},\n\tbeforeUpdate: function(chartInstance) {\n\t\t// Build the configuration with all the defaults set\n\t\tvar config = chartInstance.options.annotation;\n\t\tconfig = initConfig(config || {});\n\n\t\tif (chartHelpers.isArray(config.annotations)) {\n\t\t\tchartInstance.annotations = build(config.annotations, chartInstance);\n\t\t\tchartInstance.annotations._config = config;\n\t\t}\n\t},\n\tafterScaleUpdate: function(chartInstance) {\n\t\tif (chartHelpers.isArray(chartInstance.annotations)) {\n\t\t\tchartInstance.annotations.forEach(function(annotation) {\n\t\t\t\tannotation.configure(annotation.config, chartInstance);\n\t\t\t});\n\t\t}\n\t},\n\tafterDraw: function(chartInstance, easingDecimal) {\n\t\tvar config = chartInstance.annotations._config;\n\t\tif (config.drawTime == DRAW_AFTER) {\n\t\t\tdraw(chartInstance, easingDecimal);\n\t\t}\n\t},\n\tafterDatasetsDraw: function(chartInstance, easingDecimal) {\n\t\tvar config = chartInstance.annotations._config;\n\t\tif (config.drawTime == DRAW_AFTER_DATASETS) {\n\t\t\tdraw(chartInstance, easingDecimal);\n\t\t}\n\t},\n\tbeforeDatasetsDraw: function(chartInstance, easingDecimal) {\n\t\tvar config = chartInstance.annotations._config;\n\t\tif (config.drawTime == DRAW_BEFORE_DATASETS) {\n\t\t\tdraw(chartInstance, easingDecimal);\n\t\t}\n\t}\n};\n\nmodule.exports = annotationPlugin;\nChart.pluginService.register(annotationPlugin);\n\n},{\"./helpers.js\":2,\"./types/box.js\":4,\"./types/line.js\":5,\"chart.js\":1}],4:[function(require,module,exports){\nvar helpers = require('../helpers.js');\n\n// Box Annotation implementation\nmodule.exports = function(Chart) {\n\tvar BoxAnnotation = Chart.Element.extend({\n\t\tsetRanges: function(options, chartInstance) {\n\t\t\tvar model = this._model = this._model || {};\n\n\t\t\tvar xScale = chartInstance.scales[options.xScaleID];\n\t\t\tvar yScale = chartInstance.scales[options.yScaleID];\n\t\t\tvar chartArea = chartInstance.chartArea;\n\n\t\t\tmodel.ranges = {};\n\n\t\t\tif (xScale) {\n\t\t\t\tmin = helpers.isValid(options.xMin) ? options.xMin : xScale.getPixelForValue(chartArea.left);\n\t\t\t\tmax = helpers.isValid(options.xMax) ? options.xMax : xScale.getPixelForValue(chartArea.right);\n\n\t\t\t\tmodel.ranges[options.xScaleID] = {\n\t\t\t\t\tmin: Math.min(min, max),\n\t\t\t\t\tmax: Math.max(min, max)\n\t\t\t\t};\n\t\t\t}\n\n\t\t\tif (yScale) {\n\t\t\t\tmin = helpers.isValid(options.yMin) ? options.yMin : yScale.getPixelForValue(chartArea.bottom);\n\t\t\t\tmax = helpers.isValid(options.yMax) ? options.yMax : yScale.getPixelForValue(chartArea.top);\n\n\t\t\t\tmodel.ranges[options.yScaleID] = {\n\t\t\t\t\tmin: Math.min(min, max),\n\t\t\t\t\tmax: Math.max(min, max)\n\t\t\t\t};\n\t\t\t}\n\t\t},\n\t\tconfigure: function(options, chartInstance) {\n\t\t\tvar model = this._model = this._model || {};\n\n\t\t\tvar xScale = chartInstance.scales[options.xScaleID];\n\t\t\tvar yScale = chartInstance.scales[options.yScaleID];\n\t\t\tvar chartArea = chartInstance.chartArea;\n\n\t\t\t// clip annotations to the chart area\n\t\t\tmodel.clip = {\n\t\t\t\tx1: chartArea.left,\n\t\t\t\tx2: chartArea.right,\n\t\t\t\ty1: chartArea.top,\n\t\t\t\ty2: chartArea.bottom\n\t\t\t};\n\n\t\t\tvar left = chartArea.left, \n\t\t\t\ttop = chartArea.top, \n\t\t\t\tright = chartArea.right, \n\t\t\t\tbottom = chartArea.bottom;\n\n\t\t\tvar min, max;\n\n\t\t\tif (xScale) {\n\t\t\t\tmin = helpers.isValid(options.xMin) ? xScale.getPixelForValue(options.xMin) : chartArea.left;\n\t\t\t\tmax = helpers.isValid(options.xMax) ? xScale.getPixelForValue(options.xMax) : chartArea.right;\n\t\t\t\tleft = Math.min(min, max);\n\t\t\t\tright = Math.max(min, max);\n\t\t\t}\n\n\t\t\tif (yScale) {\n\t\t\t\tmin = helpers.isValid(options.yMin) ? yScale.getPixelForValue(options.yMin) : chartArea.bottom;\n\t\t\t\tmax = helpers.isValid(options.yMax) ? yScale.getPixelForValue(options.yMax) : chartArea.top;\n\t\t\t\ttop = Math.min(min, max);\n\t\t\t\tbottom = Math.max(min, max);\n\t\t\t}\n\n\t\t\t// Ensure model has rect coordinates\n\t\t\tmodel.left = left;\n\t\t\tmodel.top = top;\n\t\t\tmodel.right = right;\n\t\t\tmodel.bottom = bottom;\n\n\t\t\t// Stylistic options\n\t\t\tmodel.borderColor = options.borderColor;\n\t\t\tmodel.borderWidth = options.borderWidth;\n\t\t\tmodel.backgroundColor = options.backgroundColor;\n\t\t},\n\t\tdraw: function(ctx) {\n\t\t\tvar view = this._view;\n\n\t\t\t// Canvas setup\n\t\t\tctx.save();\n\t\t\tctx.beginPath();\n\t\t\tctx.rect(view.clip.x1, view.clip.y1, view.clip.x2 - view.clip.x1, view.clip.y2 - view.clip.y1);\n\t\t\tctx.clip();\n\n\t\t\tctx.lineWidth = view.borderWidth;\n\t\t\tctx.strokeStyle = view.borderColor;\n\t\t\tctx.fillStyle = view.backgroundColor;\n\n\t\t\t// Draw\n\t\t\tvar width = view.right - view.left,\n\t\t\t\theight = view.bottom - view.top;\n\t\t\tctx.fillRect(view.left, view.top, width, height);\n\t\t\tctx.strokeRect(view.left, view.top, width, height);\n\t\t}\n\t});\n\n\treturn BoxAnnotation;\n};\n\n},{\"../helpers.js\":2}],5:[function(require,module,exports){\n// Get the chart variable\nvar Chart = require('chart.js');\nChart = typeof(Chart) === 'function' ? Chart : window.Chart;\nvar chartHelpers = Chart.helpers;\nvar helpers = require('../helpers.js');\n\n// Line Annotation implementation\nmodule.exports = function(Chart) {\n\tvar horizontalKeyword = 'horizontal';\n\tvar verticalKeyword = 'vertical';\n\n\tvar LineAnnotation = Chart.Element.extend({\n\t\tsetRanges: function(options) {\n\t\t\tvar model = this._model = chartHelpers.clone(this._model) || {};\n\n\t\t\tmodel.ranges = {};\n\t\t\tmodel.ranges[options.scaleID] = {\n\t\t\t\tmin: options.value,\n\t\t\t\tmax: options.endValue || options.value\n\t\t\t};\n\t\t},\n\t\tconfigure: function(options, chartInstance) {\n\t\t\tvar model = this._model = chartHelpers.clone(this._model) || {};\n\n\t\t\tvar scale = chartInstance.scales[options.scaleID];\n\t\t\tvar pixel, endPixel;\n\t\t\tif (scale) {\n\t\t\t\tpixel = helpers.isValid(options.value) ? scale.getPixelForValue(options.value) : NaN;\n\t\t\t\tendPixel = helpers.isValid(options.endValue) ? scale.getPixelForValue(options.endValue) : pixel;\n\t\t\t}\n\n\t\t\tvar chartArea = chartInstance.chartArea;\n\t\t\tvar ctx = chartInstance.chart.ctx;\n\n\t\t\t// clip annotations to the chart area\n\t\t\tmodel.clip = {\n\t\t\t\tx1: chartArea.left,\n\t\t\t\tx2: chartArea.right,\n\t\t\t\ty1: chartArea.top,\n\t\t\t\ty2: chartArea.bottom\n\t\t\t};\n\n\t\t\tif (!isNaN(pixel)) {\n\t\t\t\tif (options.mode == horizontalKeyword) {\n\t\t\t\t\tmodel.x1 = chartArea.left;\n\t\t\t\t\tmodel.x2 = chartArea.right;\n\t\t\t\t\tmodel.y1 = pixel;\n\t\t\t\t\tmodel.y2 = endPixel;\n\t\t\t\t} else {\n\t\t\t\t\tmodel.y1 = chartArea.top;\n\t\t\t\t\tmodel.y2 = chartArea.bottom;\n\t\t\t\t\tmodel.x1 = pixel;\n\t\t\t\t\tmodel.x2 = endPixel;\n\t\t\t\t}\n\t\t\t}\n\n\t\t\tmodel.mode = options.mode;\n\n\t\t\t// Figure out the label:\n\t\t\tmodel.labelBackgroundColor = options.label.backgroundColor;\n\t\t\tmodel.labelFontFamily = options.label.fontFamily;\n\t\t\tmodel.labelFontSize = options.label.fontSize;\n\t\t\tmodel.labelFontStyle = options.label.fontStyle;\n\t\t\tmodel.labelFontColor = options.label.fontColor;\n\t\t\tmodel.labelXPadding = options.label.xPadding;\n\t\t\tmodel.labelYPadding = options.label.yPadding;\n\t\t\tmodel.labelCornerRadius = options.label.cornerRadius;\n\t\t\tmodel.labelPosition = options.label.position;\n\t\t\tmodel.labelXAdjust = options.label.xAdjust;\n\t\t\tmodel.labelYAdjust = options.label.yAdjust;\n\t\t\tmodel.labelEnabled = options.label.enabled;\n\t\t\tmodel.labelContent = options.label.content;\n\n\t\t\tctx.font = chartHelpers.fontString(model.labelFontSize, model.labelFontStyle, model.labelFontFamily);\n\t\t\tvar textWidth = ctx.measureText(model.labelContent).width;\n\t\t\tvar textHeight = ctx.measureText('M').width;\n\t\t\tvar labelPosition = calculateLabelPosition(model, textWidth, textHeight, model.labelXPadding, model.labelYPadding);\n\t\t\tmodel.labelX = labelPosition.x - model.labelXPadding;\n\t\t\tmodel.labelY = labelPosition.y - model.labelYPadding;\n\t\t\tmodel.labelWidth = textWidth + (2 * model.labelXPadding);\n\t\t\tmodel.labelHeight = textHeight + (2 * model.labelYPadding);\n\n\t\t\tmodel.borderColor = options.borderColor;\n\t\t\tmodel.borderWidth = options.borderWidth;\n\t\t\tmodel.borderDash = options.borderDash || [];\n\t\t\tmodel.borderDashOffset = options.borderDashOffset || 0;\n\t\t},\n\t\tdraw: function(ctx) {\n\t\t\tvar view = this._view;\n\n\t\t\t// Canvas setup\n\t\t\tctx.save();\n\t\t\tctx.beginPath();\n\t\t\tctx.rect(view.clip.x1, view.clip.y1, view.clip.x2 - view.clip.x1, view.clip.y2 - view.clip.y1);\n\t\t\tctx.clip();\n\n\t\t\tctx.lineWidth = view.borderWidth;\n\t\t\tctx.strokeStyle = view.borderColor;\n\n\t\t\tif (ctx.setLineDash) {\n\t\t\t\tctx.setLineDash(view.borderDash);\n\t\t\t}\n\t\t\tctx.lineDashOffset = view.borderDashOffset;\n\n\t\t\t// Draw\n\t\t\tctx.beginPath();\n\t\t\tctx.moveTo(view.x1, view.y1);\n\t\t\tctx.lineTo(view.x2, view.y2);\n\t\t\tctx.stroke();\n\t\t\tctx.restore();\n\n\t\t\tif (view.labelEnabled && view.labelContent) {\n\t\t\t\tctx.beginPath();\n\t\t\t\tctx.rect(view.clip.x1, view.clip.y1, view.clip.x2 - view.clip.x1, view.clip.y2 - view.clip.y1);\n\t\t\t\tctx.clip();\n\n\t\t\t\tctx.fillStyle = view.labelBackgroundColor;\n\t\t\t\t// Draw the tooltip\n\t\t\t\tchartHelpers.drawRoundedRectangle(\n\t\t\t\t\tctx,\n\t\t\t\t\tview.labelX, // x\n\t\t\t\t\tview.labelY, // y\n\t\t\t\t\tview.labelWidth, // width\n\t\t\t\t\tview.labelHeight, // height\n\t\t\t\t\tview.labelCornerRadius // radius\n\t\t\t\t);\n\t\t\t\tctx.fill();\n\n\t\t\t\t// Draw the text\n\t\t\t\tctx.font = chartHelpers.fontString(\n\t\t\t\t\tview.labelFontSize,\n\t\t\t\t\tview.labelFontStyle,\n\t\t\t\t\tview.labelFontFamily\n\t\t\t\t);\n\t\t\t\tctx.fillStyle = view.labelFontColor;\n\t\t\t\tctx.textAlign = 'center';\n\t\t\t\tctx.textBaseline = 'middle';\n\t\t\t\tctx.fillText(\n\t\t\t\t\tview.labelContent,\n\t\t\t\t\tview.labelX + (view.labelWidth / 2),\n\t\t\t\t\tview.labelY + (view.labelHeight / 2)\n\t\t\t\t);\n\t\t\t}\n\t\t}\n\t});\n\n\tfunction calculateLabelPosition(view, width, height, padWidth, padHeight) {\n\t\t// Describe the line in slope-intercept form (y = mx + b).\n\t\t// Note that the axes are rotated 90° CCW, which causes the\n\t\t// x- and y-axes to be swapped.\n\t\tvar m = (view.x2 - view.x1) / (view.y2 - view.y1);\n\t\tvar b = view.x1 || 0;\n\n\t\tvar fy = function(y) {\n\t\t\t// Coordinates are relative to the origin of the canvas\n\t\t\treturn m * (y - view.y1) + b;\n\t\t};\n\t\tvar fx = function(x) {\n\t\t\treturn ((x - b) / m) + view.y1;\n\t\t};\n\n\t\tvar ret = {}, xa = 0, ya = 0;\n\n\t\tswitch (true) {\n\t\t\t// top align\n\t\t\tcase view.mode == verticalKeyword && view.labelPosition == \"top\":\n\t\t\t\tya = padHeight + view.labelYAdjust;\n\t\t\t\txa = (width / 2) + view.labelXAdjust;\n\t\t\t\tret.y = view.y1 + ya;\n\t\t\t\tret.x = (isFinite(m) ? fy(ret.y) : view.x1) - xa;\n\t\t\tbreak;\n\t\t\t\n\t\t\t// bottom align\n\t\t\tcase view.mode == verticalKeyword && view.labelPosition == \"bottom\":\n\t\t\t\tya = height + padHeight + view.labelYAdjust;\n\t\t\t\txa = (width / 2) + view.labelXAdjust;\n\t\t\t\tret.y = view.y2 - ya;\n\t\t\t\tret.x = (isFinite(m) ? fy(ret.y) : view.x1) - xa;\n\t\t\tbreak;\n\t\t\t\n\t\t\t// left align\n\t\t\tcase view.mode == horizontalKeyword && view.labelPosition == \"left\":\n\t\t\t\txa = padWidth + view.labelXAdjust;\n\t\t\t\tya = -(height / 2) + view.labelYAdjust;\n\t\t\t\tret.x = view.x1 + xa;\n\t\t\t\tret.y = fx(ret.x) + ya;\n\t\t\tbreak;\n\t\t\t\n\t\t\t// right align\n\t\t\tcase view.mode == horizontalKeyword && view.labelPosition == \"right\":\n\t\t\t\txa = width + padWidth + view.labelXAdjust;\n\t\t\t\tya = -(height / 2) + view.labelYAdjust;\n\t\t\t\tret.x = view.x2 - xa;\n\t\t\t\tret.y = fx(ret.x) + ya;\n\t\t\tbreak;\n\n\t\t\t// center align\n\t\t\tdefault:\n\t\t\t\tret.x = ((view.x1 + view.x2 - width) / 2) + view.labelXAdjust;\n\t\t\t\tret.y = ((view.y1 + view.y2 - height) / 2) + view.labelYAdjust;\n\t\t}\n\n\t\treturn ret;\n\t}\n\n\treturn LineAnnotation;\n};\n\n},{\"../helpers.js\":2,\"chart.js\":1}]},{},[3]);\n\n\t\t</script>\n    </head>\n    <body>\n\t\n        <h4>We can see a clear separation between males (with a single X) and females (with 2).</h4>\t\n        <h5>Each line is a sample.</h5>\n        <h5>The legend at the top of the plot shows the sample id from the bam read-group.</h5>\n\t\n        <canvas id=\"canvas0\" height=\"800\" width=\"800\"></canvas>\n\t\t<hr>\n\t\n    </body>\n    <script>\n\tChart.defaults.line.cubicInterpolationMode = 'monotone';\n\tChart.defaults.global.animation.duration = 0;\n\tvar charts = []\n\t\n\t\tvar ctx = document.getElementById(\"canvas0\").getContext(\"2d\");\n\t\tvar chart = new Chart(ctx, {\"type\":\"line\",\"label\":\"X\",\"data\":{\"datasets\":[{\"backgroundColor\":\"rgba(250, 18, 249, 0.941)\",\"borderColor\":\"rgba(250, 18, 249, 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    "content": "<!DOCTYPE html>\n<html>\n    <head>\n\t\t<script src=\"https://code.jquery.com/jquery-2.2.4.min.js\"></script>\n\t\t<script src=\"https://cdnjs.cloudflare.com/ajax/libs/Chart.js/2.3.0/Chart.bundle.js\"></script>\n\t\t<script>\n\t\t\n/*!\n * chartjs-plugin-annotation.js\n * http://chartjs.org/\n * Version: 0.4.3\n *\n * Copyright 2016 Evert Timberg\n * Released under the MIT license\n * https://github.com/chartjs/Chart.Annotation.js/blob/master/LICENSE.md\n */\n(function e(t,n,r){function s(o,u){if(!n[o]){if(!t[o]){var a=typeof require==\"function\"&&require;if(!u&&a)return a(o,!0);if(i)return i(o,!0);var f=new Error(\"Cannot find module '\"+o+\"'\");throw f.code=\"MODULE_NOT_FOUND\",f}var l=n[o]={exports:{}};t[o][0].call(l.exports,function(e){var n=t[o][1][e];return s(n?n:e)},l,l.exports,e,t,n,r)}return n[o].exports}var i=typeof require==\"function\"&&require;for(var o=0;o<r.length;o++)s(r[o]);return s})({1:[function(require,module,exports){\n\n},{}],2:[function(require,module,exports){\nfunction isValid(num) {\n\treturn !isNaN(num) && isFinite(num);\n}\n\nfunction decorate(obj, prop, func) {\n\tvar prefix = '$';\n\tif (!obj[prefix + prop]) {\n\t\tobj[prefix + prop] = obj[prop].bind(obj);\n\t\tobj[prop] = function() {\n\t\t\treturn func(obj[prefix + prop]);\n\t\t};\n\t}\n}\n\nmodule.exports = {\n\tisValid: isValid,\n\tdecorate: decorate\n};\n\n},{}],3:[function(require,module,exports){\n// Get the chart variable\nvar Chart = require('chart.js');\nChart = typeof(Chart) === 'function' ? Chart : window.Chart;\nvar chartHelpers = Chart.helpers;\nvar helpers = require('./helpers.js');\n\n// Configure plugin namespace\nChart.Annotation = Chart.Annotation || {};\n\nvar DRAW_AFTER = 'afterDraw';\nvar DRAW_AFTER_DATASETS = 'afterDatasetsDraw';\nvar DRAW_BEFORE_DATASETS = 'beforeDatasetsDraw';\n\nChart.Annotation.drawTimeOptions = {\n\tafterDraw: DRAW_AFTER,\n\tafterDatasetsDraw: DRAW_AFTER_DATASETS,\n\tbeforeDatasetsDraw: DRAW_BEFORE_DATASETS\n};\n\nvar annotationTypes =\nChart.Annotation.types = {\n\tline: require('./types/line.js')(Chart),\n\tbox: require('./types/box.js')(Chart)\n};\n\n// Default plugin options\nvar annotationDefaults =\nChart.Annotation.defaults = {\n\tdrawTime: DRAW_AFTER,\n\tannotations: []\n};\n\n// Default annotation label options\nvar labelDefaults =\nChart.Annotation.labelDefaults = {\n\tbackgroundColor: 'rgba(0,0,0,0.8)',\n\tfontFamily: Chart.defaults.global.defaultFontFamily,\n\tfontSize: Chart.defaults.global.defaultFontSize,\n\tfontStyle: 'bold',\n\tfontColor: '#fff',\n\txPadding: 6,\n\tyPadding: 6,\n\tcornerRadius: 6,\n\tposition: 'center',\n\txAdjust: 0,\n\tyAdjust: 0,\n\tenabled: false,\n\tcontent: null\n};\n\nfunction draw(chartInstance, easingDecimal) {\n\tif (chartHelpers.isArray(chartInstance.annotations)) {\n\t\tchartInstance.annotations.forEach(function(annotation) {\n\t\t\tannotation.transition(easingDecimal)\n\t\t\t\t.draw(chartInstance.chart.ctx);\n\t\t});\n\t}\n}\n\nfunction initConfig(config) {\n\tconfig = chartHelpers.configMerge(annotationDefaults, config);\n\tif (chartHelpers.isArray(config.annotations)) {\n\t\tconfig.annotations.forEach(function(annotation) {\n\t\t\tannotation.label = chartHelpers.configMerge(labelDefaults, annotation.label);\n\t\t});\n\t}\n\treturn config;\n}\n\nfunction build(configs, chartInstance) {\n\treturn configs\n\t\t.filter(function(config) {\n\t\t\treturn !!annotationTypes[config.type];\n\t\t})\n\t\t.map(function(config, i) {\n\t\t\tvar annotation = annotationTypes[config.type];\n\t\t\tvar annotationObject = new annotation({\n\t\t\t\t_index: i,\n\t\t\t\tconfig: config\n\t\t\t});\n\n\t\t\t// Set the data range for this annotation\n\t\t\tannotationObject.setRanges(config, chartInstance);\n\n\t\t\treturn annotationObject;\n\t\t});\n}\n\nfunction getScaleLimits(scaleId, annotations, scaleMin, scaleMax) {\n\tvar ranges = annotations.filter(function(annotation) {\n\t\treturn !!annotation._model.ranges[scaleId];\n\t}).map(function(annotation) {\n\t\treturn annotation._model.ranges[scaleId];\n\t});\n\n\tvar min = ranges.map(function(range) {\n\t\treturn Number(range.min);\n\t}).reduce(function(a, b) {\n\t\treturn isFinite(b) && !isNaN(b) && b < a ? b : a;\n\t}, scaleMin);\n\n\tvar max = ranges.map(function(range) {\n\t\treturn Number(range.max);\n\t}).reduce(function(a, b) {\n\t\treturn isFinite(b) && !isNaN(b) && b > a ? b : a;\n\t}, scaleMax);\n\n\treturn {\n\t\tmin: min,\n\t\tmax: max\n\t};\n}\n\nvar annotationPlugin = {\n\tbeforeInit: function(chartInstance) {\n\t\t// Decorate Chart.Controller.buildScales() so we can decorate each scale\n\t\t// instance's determineDataLimits() method\n\t\thelpers.decorate(chartInstance, 'buildScales', function(previous) {\n\t\t\tprevious();\n\n\t\t\t// Decorate Chart.Scale.determineDataLimits() so we can\n\t\t\t// check the annotation values and adjust the scale range\n\t\t\tObject.keys(chartInstance.scales).forEach(function(scaleId) {\n\t\t\t\tvar scale = chartInstance.scales[scaleId];\n\n\t\t\t\thelpers.decorate(scale, 'determineDataLimits', function(previous) {\n\t\t\t\t\tprevious();\n\n\t\t\t\t\tif (chartInstance.annotations) {\n\t\t\t\t\t\tvar range = getScaleLimits(scaleId, chartInstance.annotations, scale.min, scale.max);\n\t\t\t\t\t\tif (typeof scale.options.ticks.min === 'undefined' && typeof scale.options.ticks.suggestedMin === 'undefined') {\n\t\t\t\t\t\t\tscale.min = range.min;\n\t\t\t\t\t\t}\n\t\t\t\t\t\tif (typeof scale.options.ticks.max === 'undefined' && typeof scale.options.ticks.suggestedMax === 'undefined') {\n\t\t\t\t\t\t\tscale.max = range.max;\n\t\t\t\t\t\t}\n\t\t\t\t\t}\n\t\t\t\t});\n\t\t\t});\n\t\t});\n\t},\n\tbeforeUpdate: function(chartInstance) {\n\t\t// Build the configuration with all the defaults set\n\t\tvar config = chartInstance.options.annotation;\n\t\tconfig = initConfig(config || {});\n\n\t\tif (chartHelpers.isArray(config.annotations)) {\n\t\t\tchartInstance.annotations = build(config.annotations, chartInstance);\n\t\t\tchartInstance.annotations._config = config;\n\t\t}\n\t},\n\tafterScaleUpdate: function(chartInstance) {\n\t\tif (chartHelpers.isArray(chartInstance.annotations)) {\n\t\t\tchartInstance.annotations.forEach(function(annotation) {\n\t\t\t\tannotation.configure(annotation.config, chartInstance);\n\t\t\t});\n\t\t}\n\t},\n\tafterDraw: function(chartInstance, easingDecimal) {\n\t\tvar config = chartInstance.annotations._config;\n\t\tif (config.drawTime == DRAW_AFTER) {\n\t\t\tdraw(chartInstance, easingDecimal);\n\t\t}\n\t},\n\tafterDatasetsDraw: function(chartInstance, easingDecimal) {\n\t\tvar config = chartInstance.annotations._config;\n\t\tif (config.drawTime == DRAW_AFTER_DATASETS) {\n\t\t\tdraw(chartInstance, easingDecimal);\n\t\t}\n\t},\n\tbeforeDatasetsDraw: function(chartInstance, easingDecimal) {\n\t\tvar config = chartInstance.annotations._config;\n\t\tif (config.drawTime == DRAW_BEFORE_DATASETS) {\n\t\t\tdraw(chartInstance, easingDecimal);\n\t\t}\n\t}\n};\n\nmodule.exports = annotationPlugin;\nChart.pluginService.register(annotationPlugin);\n\n},{\"./helpers.js\":2,\"./types/box.js\":4,\"./types/line.js\":5,\"chart.js\":1}],4:[function(require,module,exports){\nvar helpers = require('../helpers.js');\n\n// Box Annotation implementation\nmodule.exports = function(Chart) {\n\tvar BoxAnnotation = Chart.Element.extend({\n\t\tsetRanges: function(options, chartInstance) {\n\t\t\tvar model = this._model = this._model || {};\n\n\t\t\tvar xScale = chartInstance.scales[options.xScaleID];\n\t\t\tvar yScale = chartInstance.scales[options.yScaleID];\n\t\t\tvar chartArea = chartInstance.chartArea;\n\n\t\t\tmodel.ranges = {};\n\n\t\t\tif (xScale) {\n\t\t\t\tmin = helpers.isValid(options.xMin) ? options.xMin : xScale.getPixelForValue(chartArea.left);\n\t\t\t\tmax = helpers.isValid(options.xMax) ? options.xMax : xScale.getPixelForValue(chartArea.right);\n\n\t\t\t\tmodel.ranges[options.xScaleID] = {\n\t\t\t\t\tmin: Math.min(min, max),\n\t\t\t\t\tmax: Math.max(min, max)\n\t\t\t\t};\n\t\t\t}\n\n\t\t\tif (yScale) {\n\t\t\t\tmin = helpers.isValid(options.yMin) ? options.yMin : yScale.getPixelForValue(chartArea.bottom);\n\t\t\t\tmax = helpers.isValid(options.yMax) ? options.yMax : yScale.getPixelForValue(chartArea.top);\n\n\t\t\t\tmodel.ranges[options.yScaleID] = {\n\t\t\t\t\tmin: Math.min(min, max),\n\t\t\t\t\tmax: Math.max(min, max)\n\t\t\t\t};\n\t\t\t}\n\t\t},\n\t\tconfigure: function(options, chartInstance) {\n\t\t\tvar model = this._model = this._model || {};\n\n\t\t\tvar xScale = chartInstance.scales[options.xScaleID];\n\t\t\tvar yScale = chartInstance.scales[options.yScaleID];\n\t\t\tvar chartArea = chartInstance.chartArea;\n\n\t\t\t// clip annotations to the chart area\n\t\t\tmodel.clip = {\n\t\t\t\tx1: chartArea.left,\n\t\t\t\tx2: chartArea.right,\n\t\t\t\ty1: chartArea.top,\n\t\t\t\ty2: chartArea.bottom\n\t\t\t};\n\n\t\t\tvar left = chartArea.left, \n\t\t\t\ttop = chartArea.top, \n\t\t\t\tright = chartArea.right, \n\t\t\t\tbottom = chartArea.bottom;\n\n\t\t\tvar min, max;\n\n\t\t\tif (xScale) {\n\t\t\t\tmin = helpers.isValid(options.xMin) ? xScale.getPixelForValue(options.xMin) : chartArea.left;\n\t\t\t\tmax = helpers.isValid(options.xMax) ? xScale.getPixelForValue(options.xMax) : chartArea.right;\n\t\t\t\tleft = Math.min(min, max);\n\t\t\t\tright = Math.max(min, max);\n\t\t\t}\n\n\t\t\tif (yScale) {\n\t\t\t\tmin = helpers.isValid(options.yMin) ? yScale.getPixelForValue(options.yMin) : chartArea.bottom;\n\t\t\t\tmax = helpers.isValid(options.yMax) ? yScale.getPixelForValue(options.yMax) : chartArea.top;\n\t\t\t\ttop = Math.min(min, max);\n\t\t\t\tbottom = Math.max(min, max);\n\t\t\t}\n\n\t\t\t// Ensure model has rect coordinates\n\t\t\tmodel.left = left;\n\t\t\tmodel.top = top;\n\t\t\tmodel.right = right;\n\t\t\tmodel.bottom = bottom;\n\n\t\t\t// Stylistic options\n\t\t\tmodel.borderColor = options.borderColor;\n\t\t\tmodel.borderWidth = options.borderWidth;\n\t\t\tmodel.backgroundColor = options.backgroundColor;\n\t\t},\n\t\tdraw: function(ctx) {\n\t\t\tvar view = this._view;\n\n\t\t\t// Canvas setup\n\t\t\tctx.save();\n\t\t\tctx.beginPath();\n\t\t\tctx.rect(view.clip.x1, view.clip.y1, view.clip.x2 - view.clip.x1, view.clip.y2 - view.clip.y1);\n\t\t\tctx.clip();\n\n\t\t\tctx.lineWidth = view.borderWidth;\n\t\t\tctx.strokeStyle = view.borderColor;\n\t\t\tctx.fillStyle = view.backgroundColor;\n\n\t\t\t// Draw\n\t\t\tvar width = view.right - view.left,\n\t\t\t\theight = view.bottom - view.top;\n\t\t\tctx.fillRect(view.left, view.top, width, height);\n\t\t\tctx.strokeRect(view.left, view.top, width, height);\n\t\t}\n\t});\n\n\treturn BoxAnnotation;\n};\n\n},{\"../helpers.js\":2}],5:[function(require,module,exports){\n// Get the chart variable\nvar Chart = require('chart.js');\nChart = typeof(Chart) === 'function' ? Chart : window.Chart;\nvar chartHelpers = Chart.helpers;\nvar helpers = require('../helpers.js');\n\n// Line Annotation implementation\nmodule.exports = function(Chart) {\n\tvar horizontalKeyword = 'horizontal';\n\tvar verticalKeyword = 'vertical';\n\n\tvar LineAnnotation = Chart.Element.extend({\n\t\tsetRanges: function(options) {\n\t\t\tvar model = this._model = chartHelpers.clone(this._model) || {};\n\n\t\t\tmodel.ranges = {};\n\t\t\tmodel.ranges[options.scaleID] = {\n\t\t\t\tmin: options.value,\n\t\t\t\tmax: options.endValue || options.value\n\t\t\t};\n\t\t},\n\t\tconfigure: function(options, chartInstance) {\n\t\t\tvar model = this._model = chartHelpers.clone(this._model) || {};\n\n\t\t\tvar scale = chartInstance.scales[options.scaleID];\n\t\t\tvar pixel, endPixel;\n\t\t\tif (scale) {\n\t\t\t\tpixel = helpers.isValid(options.value) ? scale.getPixelForValue(options.value) : NaN;\n\t\t\t\tendPixel = helpers.isValid(options.endValue) ? scale.getPixelForValue(options.endValue) : pixel;\n\t\t\t}\n\n\t\t\tvar chartArea = chartInstance.chartArea;\n\t\t\tvar ctx = chartInstance.chart.ctx;\n\n\t\t\t// clip annotations to the chart area\n\t\t\tmodel.clip = {\n\t\t\t\tx1: chartArea.left,\n\t\t\t\tx2: chartArea.right,\n\t\t\t\ty1: chartArea.top,\n\t\t\t\ty2: chartArea.bottom\n\t\t\t};\n\n\t\t\tif (!isNaN(pixel)) {\n\t\t\t\tif (options.mode == horizontalKeyword) {\n\t\t\t\t\tmodel.x1 = chartArea.left;\n\t\t\t\t\tmodel.x2 = chartArea.right;\n\t\t\t\t\tmodel.y1 = pixel;\n\t\t\t\t\tmodel.y2 = endPixel;\n\t\t\t\t} else {\n\t\t\t\t\tmodel.y1 = chartArea.top;\n\t\t\t\t\tmodel.y2 = chartArea.bottom;\n\t\t\t\t\tmodel.x1 = pixel;\n\t\t\t\t\tmodel.x2 = endPixel;\n\t\t\t\t}\n\t\t\t}\n\n\t\t\tmodel.mode = options.mode;\n\n\t\t\t// Figure out the label:\n\t\t\tmodel.labelBackgroundColor = options.label.backgroundColor;\n\t\t\tmodel.labelFontFamily = options.label.fontFamily;\n\t\t\tmodel.labelFontSize = options.label.fontSize;\n\t\t\tmodel.labelFontStyle = options.label.fontStyle;\n\t\t\tmodel.labelFontColor = options.label.fontColor;\n\t\t\tmodel.labelXPadding = options.label.xPadding;\n\t\t\tmodel.labelYPadding = options.label.yPadding;\n\t\t\tmodel.labelCornerRadius = options.label.cornerRadius;\n\t\t\tmodel.labelPosition = options.label.position;\n\t\t\tmodel.labelXAdjust = options.label.xAdjust;\n\t\t\tmodel.labelYAdjust = options.label.yAdjust;\n\t\t\tmodel.labelEnabled = options.label.enabled;\n\t\t\tmodel.labelContent = options.label.content;\n\n\t\t\tctx.font = chartHelpers.fontString(model.labelFontSize, model.labelFontStyle, model.labelFontFamily);\n\t\t\tvar textWidth = ctx.measureText(model.labelContent).width;\n\t\t\tvar textHeight = ctx.measureText('M').width;\n\t\t\tvar labelPosition = calculateLabelPosition(model, textWidth, textHeight, model.labelXPadding, model.labelYPadding);\n\t\t\tmodel.labelX = labelPosition.x - model.labelXPadding;\n\t\t\tmodel.labelY = labelPosition.y - model.labelYPadding;\n\t\t\tmodel.labelWidth = textWidth + (2 * model.labelXPadding);\n\t\t\tmodel.labelHeight = textHeight + (2 * model.labelYPadding);\n\n\t\t\tmodel.borderColor = options.borderColor;\n\t\t\tmodel.borderWidth = options.borderWidth;\n\t\t\tmodel.borderDash = options.borderDash || [];\n\t\t\tmodel.borderDashOffset = options.borderDashOffset || 0;\n\t\t},\n\t\tdraw: function(ctx) {\n\t\t\tvar view = this._view;\n\n\t\t\t// Canvas setup\n\t\t\tctx.save();\n\t\t\tctx.beginPath();\n\t\t\tctx.rect(view.clip.x1, view.clip.y1, view.clip.x2 - view.clip.x1, view.clip.y2 - view.clip.y1);\n\t\t\tctx.clip();\n\n\t\t\tctx.lineWidth = view.borderWidth;\n\t\t\tctx.strokeStyle = view.borderColor;\n\n\t\t\tif (ctx.setLineDash) {\n\t\t\t\tctx.setLineDash(view.borderDash);\n\t\t\t}\n\t\t\tctx.lineDashOffset = view.borderDashOffset;\n\n\t\t\t// Draw\n\t\t\tctx.beginPath();\n\t\t\tctx.moveTo(view.x1, view.y1);\n\t\t\tctx.lineTo(view.x2, view.y2);\n\t\t\tctx.stroke();\n\t\t\tctx.restore();\n\n\t\t\tif (view.labelEnabled && view.labelContent) {\n\t\t\t\tctx.beginPath();\n\t\t\t\tctx.rect(view.clip.x1, view.clip.y1, view.clip.x2 - view.clip.x1, view.clip.y2 - view.clip.y1);\n\t\t\t\tctx.clip();\n\n\t\t\t\tctx.fillStyle = view.labelBackgroundColor;\n\t\t\t\t// Draw the tooltip\n\t\t\t\tchartHelpers.drawRoundedRectangle(\n\t\t\t\t\tctx,\n\t\t\t\t\tview.labelX, // x\n\t\t\t\t\tview.labelY, // y\n\t\t\t\t\tview.labelWidth, // width\n\t\t\t\t\tview.labelHeight, // height\n\t\t\t\t\tview.labelCornerRadius // radius\n\t\t\t\t);\n\t\t\t\tctx.fill();\n\n\t\t\t\t// Draw the text\n\t\t\t\tctx.font = chartHelpers.fontString(\n\t\t\t\t\tview.labelFontSize,\n\t\t\t\t\tview.labelFontStyle,\n\t\t\t\t\tview.labelFontFamily\n\t\t\t\t);\n\t\t\t\tctx.fillStyle = view.labelFontColor;\n\t\t\t\tctx.textAlign = 'center';\n\t\t\t\tctx.textBaseline = 'middle';\n\t\t\t\tctx.fillText(\n\t\t\t\t\tview.labelContent,\n\t\t\t\t\tview.labelX + (view.labelWidth / 2),\n\t\t\t\t\tview.labelY + (view.labelHeight / 2)\n\t\t\t\t);\n\t\t\t}\n\t\t}\n\t});\n\n\tfunction calculateLabelPosition(view, width, height, padWidth, padHeight) {\n\t\t// Describe the line in slope-intercept form (y = mx + b).\n\t\t// Note that the axes are rotated 90° CCW, which causes the\n\t\t// x- and y-axes to be swapped.\n\t\tvar m = (view.x2 - view.x1) / (view.y2 - view.y1);\n\t\tvar b = view.x1 || 0;\n\n\t\tvar fy = function(y) {\n\t\t\t// Coordinates are relative to the origin of the canvas\n\t\t\treturn m * (y - view.y1) + b;\n\t\t};\n\t\tvar fx = function(x) {\n\t\t\treturn ((x - b) / m) + view.y1;\n\t\t};\n\n\t\tvar ret = {}, xa = 0, ya = 0;\n\n\t\tswitch (true) {\n\t\t\t// top align\n\t\t\tcase view.mode == verticalKeyword && view.labelPosition == \"top\":\n\t\t\t\tya = padHeight + view.labelYAdjust;\n\t\t\t\txa = (width / 2) + view.labelXAdjust;\n\t\t\t\tret.y = view.y1 + ya;\n\t\t\t\tret.x = (isFinite(m) ? fy(ret.y) : view.x1) - xa;\n\t\t\tbreak;\n\t\t\t\n\t\t\t// bottom align\n\t\t\tcase view.mode == verticalKeyword && view.labelPosition == \"bottom\":\n\t\t\t\tya = height + padHeight + view.labelYAdjust;\n\t\t\t\txa = (width / 2) + view.labelXAdjust;\n\t\t\t\tret.y = view.y2 - ya;\n\t\t\t\tret.x = (isFinite(m) ? fy(ret.y) : view.x1) - xa;\n\t\t\tbreak;\n\t\t\t\n\t\t\t// left align\n\t\t\tcase view.mode == horizontalKeyword && view.labelPosition == \"left\":\n\t\t\t\txa = padWidth + view.labelXAdjust;\n\t\t\t\tya = -(height / 2) + view.labelYAdjust;\n\t\t\t\tret.x = view.x1 + xa;\n\t\t\t\tret.y = fx(ret.x) + ya;\n\t\t\tbreak;\n\t\t\t\n\t\t\t// right align\n\t\t\tcase view.mode == horizontalKeyword && view.labelPosition == \"right\":\n\t\t\t\txa = width + padWidth + view.labelXAdjust;\n\t\t\t\tya = -(height / 2) + view.labelYAdjust;\n\t\t\t\tret.x = view.x2 - xa;\n\t\t\t\tret.y = fx(ret.x) + ya;\n\t\t\tbreak;\n\n\t\t\t// center align\n\t\t\tdefault:\n\t\t\t\tret.x = ((view.x1 + view.x2 - width) / 2) + view.labelXAdjust;\n\t\t\t\tret.y = ((view.y1 + view.y2 - height) / 2) + view.labelYAdjust;\n\t\t}\n\n\t\treturn ret;\n\t}\n\n\treturn LineAnnotation;\n};\n\n},{\"../helpers.js\":2,\"chart.js\":1}]},{},[3]);\n\n\t\t</script>\n    </head>\n    <body>\n\t\n\t\n        <h4>We can see a clear separation between males (with a single Y) and females (with 0).</h4>\t\n        <h5>Each line is a sample</h5>\n        <h5>The legend at the top of the plot shows the sample id from the bam read-group.</h5>\n\t\n        <canvas id=\"canvas0\" height=\"800\" width=\"800\"></canvas>\n\t\t<hr>\n\t\n    </body>\n    <script>\n\tChart.defaults.line.cubicInterpolationMode = 'monotone';\n\tChart.defaults.global.animation.duration = 0;\n\tvar charts = []\n\t\n\t\tvar ctx = document.getElementById(\"canvas0\").getContext(\"2d\");\n\t\tvar chart = new Chart(ctx, {\"type\":\"line\",\"label\":\"Y\",\"data\":{\"datasets\":[{\"backgroundColor\":\"rgba(250, 18, 249, 0.941)\",\"borderColor\":\"rgba(250, 18, 249, 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    "content": "<!DOCTYPE html>\n<html>\n    <head>\n\t\t<script src=\"https://code.jquery.com/jquery-2.2.4.min.js\"></script>\n\t\t<script src=\"https://cdnjs.cloudflare.com/ajax/libs/Chart.js/2.3.0/Chart.bundle.js\"></script>\n\t\t<script>\n\t\t\n/*!\n * chartjs-plugin-annotation.js\n * http://chartjs.org/\n * Version: 0.4.3\n *\n * Copyright 2016 Evert Timberg\n * Released under the MIT license\n * https://github.com/chartjs/Chart.Annotation.js/blob/master/LICENSE.md\n */\n(function e(t,n,r){function s(o,u){if(!n[o]){if(!t[o]){var a=typeof require==\"function\"&&require;if(!u&&a)return a(o,!0);if(i)return i(o,!0);var f=new Error(\"Cannot find module '\"+o+\"'\");throw f.code=\"MODULE_NOT_FOUND\",f}var l=n[o]={exports:{}};t[o][0].call(l.exports,function(e){var n=t[o][1][e];return s(n?n:e)},l,l.exports,e,t,n,r)}return n[o].exports}var i=typeof require==\"function\"&&require;for(var o=0;o<r.length;o++)s(r[o]);return s})({1:[function(require,module,exports){\n\n},{}],2:[function(require,module,exports){\nfunction isValid(num) {\n\treturn !isNaN(num) && isFinite(num);\n}\n\nfunction decorate(obj, prop, func) {\n\tvar prefix = '$';\n\tif (!obj[prefix + prop]) {\n\t\tobj[prefix + prop] = obj[prop].bind(obj);\n\t\tobj[prop] = function() {\n\t\t\treturn func(obj[prefix + prop]);\n\t\t};\n\t}\n}\n\nmodule.exports = {\n\tisValid: isValid,\n\tdecorate: decorate\n};\n\n},{}],3:[function(require,module,exports){\n// Get the chart variable\nvar Chart = require('chart.js');\nChart = typeof(Chart) === 'function' ? Chart : window.Chart;\nvar chartHelpers = Chart.helpers;\nvar helpers = require('./helpers.js');\n\n// Configure plugin namespace\nChart.Annotation = Chart.Annotation || {};\n\nvar DRAW_AFTER = 'afterDraw';\nvar DRAW_AFTER_DATASETS = 'afterDatasetsDraw';\nvar DRAW_BEFORE_DATASETS = 'beforeDatasetsDraw';\n\nChart.Annotation.drawTimeOptions = {\n\tafterDraw: DRAW_AFTER,\n\tafterDatasetsDraw: DRAW_AFTER_DATASETS,\n\tbeforeDatasetsDraw: DRAW_BEFORE_DATASETS\n};\n\nvar annotationTypes =\nChart.Annotation.types = {\n\tline: require('./types/line.js')(Chart),\n\tbox: require('./types/box.js')(Chart)\n};\n\n// Default plugin options\nvar annotationDefaults =\nChart.Annotation.defaults = {\n\tdrawTime: DRAW_AFTER,\n\tannotations: []\n};\n\n// Default annotation label options\nvar labelDefaults =\nChart.Annotation.labelDefaults = {\n\tbackgroundColor: 'rgba(0,0,0,0.8)',\n\tfontFamily: Chart.defaults.global.defaultFontFamily,\n\tfontSize: Chart.defaults.global.defaultFontSize,\n\tfontStyle: 'bold',\n\tfontColor: '#fff',\n\txPadding: 6,\n\tyPadding: 6,\n\tcornerRadius: 6,\n\tposition: 'center',\n\txAdjust: 0,\n\tyAdjust: 0,\n\tenabled: false,\n\tcontent: null\n};\n\nfunction draw(chartInstance, easingDecimal) {\n\tif (chartHelpers.isArray(chartInstance.annotations)) {\n\t\tchartInstance.annotations.forEach(function(annotation) {\n\t\t\tannotation.transition(easingDecimal)\n\t\t\t\t.draw(chartInstance.chart.ctx);\n\t\t});\n\t}\n}\n\nfunction initConfig(config) {\n\tconfig = chartHelpers.configMerge(annotationDefaults, config);\n\tif (chartHelpers.isArray(config.annotations)) {\n\t\tconfig.annotations.forEach(function(annotation) {\n\t\t\tannotation.label = chartHelpers.configMerge(labelDefaults, annotation.label);\n\t\t});\n\t}\n\treturn config;\n}\n\nfunction build(configs, chartInstance) {\n\treturn configs\n\t\t.filter(function(config) {\n\t\t\treturn !!annotationTypes[config.type];\n\t\t})\n\t\t.map(function(config, i) {\n\t\t\tvar annotation = annotationTypes[config.type];\n\t\t\tvar annotationObject = new annotation({\n\t\t\t\t_index: i,\n\t\t\t\tconfig: config\n\t\t\t});\n\n\t\t\t// Set the data range for this annotation\n\t\t\tannotationObject.setRanges(config, chartInstance);\n\n\t\t\treturn annotationObject;\n\t\t});\n}\n\nfunction getScaleLimits(scaleId, annotations, scaleMin, scaleMax) {\n\tvar ranges = annotations.filter(function(annotation) {\n\t\treturn !!annotation._model.ranges[scaleId];\n\t}).map(function(annotation) {\n\t\treturn annotation._model.ranges[scaleId];\n\t});\n\n\tvar min = ranges.map(function(range) {\n\t\treturn Number(range.min);\n\t}).reduce(function(a, b) {\n\t\treturn isFinite(b) && !isNaN(b) && b < a ? b : a;\n\t}, scaleMin);\n\n\tvar max = ranges.map(function(range) {\n\t\treturn Number(range.max);\n\t}).reduce(function(a, b) {\n\t\treturn isFinite(b) && !isNaN(b) && b > a ? b : a;\n\t}, scaleMax);\n\n\treturn {\n\t\tmin: min,\n\t\tmax: max\n\t};\n}\n\nvar annotationPlugin = {\n\tbeforeInit: function(chartInstance) {\n\t\t// Decorate Chart.Controller.buildScales() so we can decorate each scale\n\t\t// instance's determineDataLimits() method\n\t\thelpers.decorate(chartInstance, 'buildScales', function(previous) {\n\t\t\tprevious();\n\n\t\t\t// Decorate Chart.Scale.determineDataLimits() so we can\n\t\t\t// check the annotation values and adjust the scale range\n\t\t\tObject.keys(chartInstance.scales).forEach(function(scaleId) {\n\t\t\t\tvar scale = chartInstance.scales[scaleId];\n\n\t\t\t\thelpers.decorate(scale, 'determineDataLimits', function(previous) {\n\t\t\t\t\tprevious();\n\n\t\t\t\t\tif (chartInstance.annotations) {\n\t\t\t\t\t\tvar range = getScaleLimits(scaleId, chartInstance.annotations, scale.min, scale.max);\n\t\t\t\t\t\tif (typeof scale.options.ticks.min === 'undefined' && typeof scale.options.ticks.suggestedMin === 'undefined') {\n\t\t\t\t\t\t\tscale.min = range.min;\n\t\t\t\t\t\t}\n\t\t\t\t\t\tif (typeof scale.options.ticks.max === 'undefined' && typeof scale.options.ticks.suggestedMax === 'undefined') {\n\t\t\t\t\t\t\tscale.max = range.max;\n\t\t\t\t\t\t}\n\t\t\t\t\t}\n\t\t\t\t});\n\t\t\t});\n\t\t});\n\t},\n\tbeforeUpdate: function(chartInstance) {\n\t\t// Build the configuration with all the defaults set\n\t\tvar config = chartInstance.options.annotation;\n\t\tconfig = initConfig(config || {});\n\n\t\tif (chartHelpers.isArray(config.annotations)) {\n\t\t\tchartInstance.annotations = build(config.annotations, chartInstance);\n\t\t\tchartInstance.annotations._config = config;\n\t\t}\n\t},\n\tafterScaleUpdate: function(chartInstance) {\n\t\tif (chartHelpers.isArray(chartInstance.annotations)) {\n\t\t\tchartInstance.annotations.forEach(function(annotation) {\n\t\t\t\tannotation.configure(annotation.config, chartInstance);\n\t\t\t});\n\t\t}\n\t},\n\tafterDraw: function(chartInstance, easingDecimal) {\n\t\tvar config = chartInstance.annotations._config;\n\t\tif (config.drawTime == DRAW_AFTER) {\n\t\t\tdraw(chartInstance, easingDecimal);\n\t\t}\n\t},\n\tafterDatasetsDraw: function(chartInstance, easingDecimal) {\n\t\tvar config = chartInstance.annotations._config;\n\t\tif (config.drawTime == DRAW_AFTER_DATASETS) {\n\t\t\tdraw(chartInstance, easingDecimal);\n\t\t}\n\t},\n\tbeforeDatasetsDraw: function(chartInstance, easingDecimal) {\n\t\tvar config = chartInstance.annotations._config;\n\t\tif (config.drawTime == DRAW_BEFORE_DATASETS) {\n\t\t\tdraw(chartInstance, easingDecimal);\n\t\t}\n\t}\n};\n\nmodule.exports = annotationPlugin;\nChart.pluginService.register(annotationPlugin);\n\n},{\"./helpers.js\":2,\"./types/box.js\":4,\"./types/line.js\":5,\"chart.js\":1}],4:[function(require,module,exports){\nvar helpers = require('../helpers.js');\n\n// Box Annotation implementation\nmodule.exports = function(Chart) {\n\tvar BoxAnnotation = Chart.Element.extend({\n\t\tsetRanges: function(options, chartInstance) {\n\t\t\tvar model = this._model = this._model || {};\n\n\t\t\tvar xScale = chartInstance.scales[options.xScaleID];\n\t\t\tvar yScale = chartInstance.scales[options.yScaleID];\n\t\t\tvar chartArea = chartInstance.chartArea;\n\n\t\t\tmodel.ranges = {};\n\n\t\t\tif (xScale) {\n\t\t\t\tmin = helpers.isValid(options.xMin) ? options.xMin : xScale.getPixelForValue(chartArea.left);\n\t\t\t\tmax = helpers.isValid(options.xMax) ? options.xMax : xScale.getPixelForValue(chartArea.right);\n\n\t\t\t\tmodel.ranges[options.xScaleID] = {\n\t\t\t\t\tmin: Math.min(min, max),\n\t\t\t\t\tmax: Math.max(min, max)\n\t\t\t\t};\n\t\t\t}\n\n\t\t\tif (yScale) {\n\t\t\t\tmin = helpers.isValid(options.yMin) ? options.yMin : yScale.getPixelForValue(chartArea.bottom);\n\t\t\t\tmax = helpers.isValid(options.yMax) ? options.yMax : yScale.getPixelForValue(chartArea.top);\n\n\t\t\t\tmodel.ranges[options.yScaleID] = {\n\t\t\t\t\tmin: Math.min(min, max),\n\t\t\t\t\tmax: Math.max(min, max)\n\t\t\t\t};\n\t\t\t}\n\t\t},\n\t\tconfigure: function(options, chartInstance) {\n\t\t\tvar model = this._model = this._model || {};\n\n\t\t\tvar xScale = chartInstance.scales[options.xScaleID];\n\t\t\tvar yScale = chartInstance.scales[options.yScaleID];\n\t\t\tvar chartArea = chartInstance.chartArea;\n\n\t\t\t// clip annotations to the chart area\n\t\t\tmodel.clip = {\n\t\t\t\tx1: chartArea.left,\n\t\t\t\tx2: chartArea.right,\n\t\t\t\ty1: chartArea.top,\n\t\t\t\ty2: chartArea.bottom\n\t\t\t};\n\n\t\t\tvar left = chartArea.left, \n\t\t\t\ttop = chartArea.top, \n\t\t\t\tright = chartArea.right, \n\t\t\t\tbottom = chartArea.bottom;\n\n\t\t\tvar min, max;\n\n\t\t\tif (xScale) {\n\t\t\t\tmin = helpers.isValid(options.xMin) ? xScale.getPixelForValue(options.xMin) : chartArea.left;\n\t\t\t\tmax = helpers.isValid(options.xMax) ? xScale.getPixelForValue(options.xMax) : chartArea.right;\n\t\t\t\tleft = Math.min(min, max);\n\t\t\t\tright = Math.max(min, max);\n\t\t\t}\n\n\t\t\tif (yScale) {\n\t\t\t\tmin = helpers.isValid(options.yMin) ? yScale.getPixelForValue(options.yMin) : chartArea.bottom;\n\t\t\t\tmax = helpers.isValid(options.yMax) ? yScale.getPixelForValue(options.yMax) : chartArea.top;\n\t\t\t\ttop = Math.min(min, max);\n\t\t\t\tbottom = Math.max(min, max);\n\t\t\t}\n\n\t\t\t// Ensure model has rect coordinates\n\t\t\tmodel.left = left;\n\t\t\tmodel.top = top;\n\t\t\tmodel.right = right;\n\t\t\tmodel.bottom = bottom;\n\n\t\t\t// Stylistic options\n\t\t\tmodel.borderColor = options.borderColor;\n\t\t\tmodel.borderWidth = options.borderWidth;\n\t\t\tmodel.backgroundColor = options.backgroundColor;\n\t\t},\n\t\tdraw: function(ctx) {\n\t\t\tvar view = this._view;\n\n\t\t\t// Canvas setup\n\t\t\tctx.save();\n\t\t\tctx.beginPath();\n\t\t\tctx.rect(view.clip.x1, view.clip.y1, view.clip.x2 - view.clip.x1, view.clip.y2 - view.clip.y1);\n\t\t\tctx.clip();\n\n\t\t\tctx.lineWidth = view.borderWidth;\n\t\t\tctx.strokeStyle = view.borderColor;\n\t\t\tctx.fillStyle = view.backgroundColor;\n\n\t\t\t// Draw\n\t\t\tvar width = view.right - view.left,\n\t\t\t\theight = view.bottom - view.top;\n\t\t\tctx.fillRect(view.left, view.top, width, height);\n\t\t\tctx.strokeRect(view.left, view.top, width, height);\n\t\t}\n\t});\n\n\treturn BoxAnnotation;\n};\n\n},{\"../helpers.js\":2}],5:[function(require,module,exports){\n// Get the chart variable\nvar Chart = require('chart.js');\nChart = typeof(Chart) === 'function' ? Chart : window.Chart;\nvar chartHelpers = Chart.helpers;\nvar helpers = require('../helpers.js');\n\n// Line Annotation implementation\nmodule.exports = function(Chart) {\n\tvar horizontalKeyword = 'horizontal';\n\tvar verticalKeyword = 'vertical';\n\n\tvar LineAnnotation = Chart.Element.extend({\n\t\tsetRanges: function(options) {\n\t\t\tvar model = this._model = chartHelpers.clone(this._model) || {};\n\n\t\t\tmodel.ranges = {};\n\t\t\tmodel.ranges[options.scaleID] = {\n\t\t\t\tmin: options.value,\n\t\t\t\tmax: options.endValue || options.value\n\t\t\t};\n\t\t},\n\t\tconfigure: function(options, chartInstance) {\n\t\t\tvar model = this._model = chartHelpers.clone(this._model) || {};\n\n\t\t\tvar scale = chartInstance.scales[options.scaleID];\n\t\t\tvar pixel, endPixel;\n\t\t\tif (scale) {\n\t\t\t\tpixel = helpers.isValid(options.value) ? scale.getPixelForValue(options.value) : NaN;\n\t\t\t\tendPixel = helpers.isValid(options.endValue) ? scale.getPixelForValue(options.endValue) : pixel;\n\t\t\t}\n\n\t\t\tvar chartArea = chartInstance.chartArea;\n\t\t\tvar ctx = chartInstance.chart.ctx;\n\n\t\t\t// clip annotations to the chart area\n\t\t\tmodel.clip = {\n\t\t\t\tx1: chartArea.left,\n\t\t\t\tx2: chartArea.right,\n\t\t\t\ty1: chartArea.top,\n\t\t\t\ty2: chartArea.bottom\n\t\t\t};\n\n\t\t\tif (!isNaN(pixel)) {\n\t\t\t\tif (options.mode == horizontalKeyword) {\n\t\t\t\t\tmodel.x1 = chartArea.left;\n\t\t\t\t\tmodel.x2 = chartArea.right;\n\t\t\t\t\tmodel.y1 = pixel;\n\t\t\t\t\tmodel.y2 = endPixel;\n\t\t\t\t} else {\n\t\t\t\t\tmodel.y1 = chartArea.top;\n\t\t\t\t\tmodel.y2 = chartArea.bottom;\n\t\t\t\t\tmodel.x1 = pixel;\n\t\t\t\t\tmodel.x2 = endPixel;\n\t\t\t\t}\n\t\t\t}\n\n\t\t\tmodel.mode = options.mode;\n\n\t\t\t// Figure out the label:\n\t\t\tmodel.labelBackgroundColor = options.label.backgroundColor;\n\t\t\tmodel.labelFontFamily = options.label.fontFamily;\n\t\t\tmodel.labelFontSize = options.label.fontSize;\n\t\t\tmodel.labelFontStyle = options.label.fontStyle;\n\t\t\tmodel.labelFontColor = options.label.fontColor;\n\t\t\tmodel.labelXPadding = options.label.xPadding;\n\t\t\tmodel.labelYPadding = options.label.yPadding;\n\t\t\tmodel.labelCornerRadius = options.label.cornerRadius;\n\t\t\tmodel.labelPosition = options.label.position;\n\t\t\tmodel.labelXAdjust = options.label.xAdjust;\n\t\t\tmodel.labelYAdjust = options.label.yAdjust;\n\t\t\tmodel.labelEnabled = options.label.enabled;\n\t\t\tmodel.labelContent = options.label.content;\n\n\t\t\tctx.font = chartHelpers.fontString(model.labelFontSize, model.labelFontStyle, model.labelFontFamily);\n\t\t\tvar textWidth = ctx.measureText(model.labelContent).width;\n\t\t\tvar textHeight = ctx.measureText('M').width;\n\t\t\tvar labelPosition = calculateLabelPosition(model, textWidth, textHeight, model.labelXPadding, model.labelYPadding);\n\t\t\tmodel.labelX = labelPosition.x - model.labelXPadding;\n\t\t\tmodel.labelY = labelPosition.y - model.labelYPadding;\n\t\t\tmodel.labelWidth = textWidth + (2 * model.labelXPadding);\n\t\t\tmodel.labelHeight = textHeight + (2 * model.labelYPadding);\n\n\t\t\tmodel.borderColor = options.borderColor;\n\t\t\tmodel.borderWidth = options.borderWidth;\n\t\t\tmodel.borderDash = options.borderDash || [];\n\t\t\tmodel.borderDashOffset = options.borderDashOffset || 0;\n\t\t},\n\t\tdraw: function(ctx) {\n\t\t\tvar view = this._view;\n\n\t\t\t// Canvas setup\n\t\t\tctx.save();\n\t\t\tctx.beginPath();\n\t\t\tctx.rect(view.clip.x1, view.clip.y1, view.clip.x2 - view.clip.x1, view.clip.y2 - view.clip.y1);\n\t\t\tctx.clip();\n\n\t\t\tctx.lineWidth = view.borderWidth;\n\t\t\tctx.strokeStyle = view.borderColor;\n\n\t\t\tif (ctx.setLineDash) {\n\t\t\t\tctx.setLineDash(view.borderDash);\n\t\t\t}\n\t\t\tctx.lineDashOffset = view.borderDashOffset;\n\n\t\t\t// Draw\n\t\t\tctx.beginPath();\n\t\t\tctx.moveTo(view.x1, view.y1);\n\t\t\tctx.lineTo(view.x2, view.y2);\n\t\t\tctx.stroke();\n\t\t\tctx.restore();\n\n\t\t\tif (view.labelEnabled && view.labelContent) {\n\t\t\t\tctx.beginPath();\n\t\t\t\tctx.rect(view.clip.x1, view.clip.y1, view.clip.x2 - view.clip.x1, view.clip.y2 - view.clip.y1);\n\t\t\t\tctx.clip();\n\n\t\t\t\tctx.fillStyle = view.labelBackgroundColor;\n\t\t\t\t// Draw the tooltip\n\t\t\t\tchartHelpers.drawRoundedRectangle(\n\t\t\t\t\tctx,\n\t\t\t\t\tview.labelX, // x\n\t\t\t\t\tview.labelY, // y\n\t\t\t\t\tview.labelWidth, // width\n\t\t\t\t\tview.labelHeight, // height\n\t\t\t\t\tview.labelCornerRadius // radius\n\t\t\t\t);\n\t\t\t\tctx.fill();\n\n\t\t\t\t// Draw the text\n\t\t\t\tctx.font = chartHelpers.fontString(\n\t\t\t\t\tview.labelFontSize,\n\t\t\t\t\tview.labelFontStyle,\n\t\t\t\t\tview.labelFontFamily\n\t\t\t\t);\n\t\t\t\tctx.fillStyle = view.labelFontColor;\n\t\t\t\tctx.textAlign = 'center';\n\t\t\t\tctx.textBaseline = 'middle';\n\t\t\t\tctx.fillText(\n\t\t\t\t\tview.labelContent,\n\t\t\t\t\tview.labelX + (view.labelWidth / 2),\n\t\t\t\t\tview.labelY + (view.labelHeight / 2)\n\t\t\t\t);\n\t\t\t}\n\t\t}\n\t});\n\n\tfunction calculateLabelPosition(view, width, height, padWidth, padHeight) {\n\t\t// Describe the line in slope-intercept form (y = mx + b).\n\t\t// Note that the axes are rotated 90° CCW, which causes the\n\t\t// x- and y-axes to be swapped.\n\t\tvar m = (view.x2 - view.x1) / (view.y2 - view.y1);\n\t\tvar b = view.x1 || 0;\n\n\t\tvar fy = function(y) {\n\t\t\t// Coordinates are relative to the origin of the canvas\n\t\t\treturn m * (y - view.y1) + b;\n\t\t};\n\t\tvar fx = function(x) {\n\t\t\treturn ((x - b) / m) + view.y1;\n\t\t};\n\n\t\tvar ret = {}, xa = 0, ya = 0;\n\n\t\tswitch (true) {\n\t\t\t// top align\n\t\t\tcase view.mode == verticalKeyword && view.labelPosition == \"top\":\n\t\t\t\tya = padHeight + view.labelYAdjust;\n\t\t\t\txa = (width / 2) + view.labelXAdjust;\n\t\t\t\tret.y = view.y1 + ya;\n\t\t\t\tret.x = (isFinite(m) ? fy(ret.y) : view.x1) - xa;\n\t\t\tbreak;\n\t\t\t\n\t\t\t// bottom align\n\t\t\tcase view.mode == verticalKeyword && view.labelPosition == \"bottom\":\n\t\t\t\tya = height + padHeight + view.labelYAdjust;\n\t\t\t\txa = (width / 2) + view.labelXAdjust;\n\t\t\t\tret.y = view.y2 - ya;\n\t\t\t\tret.x = (isFinite(m) ? fy(ret.y) : view.x1) - xa;\n\t\t\tbreak;\n\t\t\t\n\t\t\t// left align\n\t\t\tcase view.mode == horizontalKeyword && view.labelPosition == \"left\":\n\t\t\t\txa = padWidth + view.labelXAdjust;\n\t\t\t\tya = -(height / 2) + view.labelYAdjust;\n\t\t\t\tret.x = view.x1 + xa;\n\t\t\t\tret.y = fx(ret.x) + ya;\n\t\t\tbreak;\n\t\t\t\n\t\t\t// right align\n\t\t\tcase view.mode == horizontalKeyword && view.labelPosition == \"right\":\n\t\t\t\txa = width + padWidth + view.labelXAdjust;\n\t\t\t\tya = -(height / 2) + view.labelYAdjust;\n\t\t\t\tret.x = view.x2 - xa;\n\t\t\t\tret.y = fx(ret.x) + ya;\n\t\t\tbreak;\n\n\t\t\t// center align\n\t\t\tdefault:\n\t\t\t\tret.x = ((view.x1 + view.x2 - width) / 2) + view.labelXAdjust;\n\t\t\t\tret.y = ((view.y1 + view.y2 - height) / 2) + view.labelYAdjust;\n\t\t}\n\n\t\treturn ret;\n\t}\n\n\treturn LineAnnotation;\n};\n\n},{\"../helpers.js\":2,\"chart.js\":1}]},{},[3]);\n\n\t\t</script>\n    </head>\n    <body>\n\t\n        <h5>This is an interactive ROC-like coverage plot for each chromosome where each line is a sample.</h5>\t\n        <h6>The legend at the top of the plot shows the sample id from the bam read-group.</h6>\n        <h4>Here we see a large deletion in a single sample on chromosome 15</h4>\n        <b>This deletion is also visible in <a href=\"ex-indexcov-depth-15.html\">the depth plot for that chromosome</a></b>\n\t\n        <div style=\"width:500px;height:500px\">\n        <canvas id=\"canvas14\" height=\"500\" width=\"500\"></canvas>\n        </div>\n\t\t<hr>\n\t\n        <h4>We see separation of the Sexes on the X</h4>\n        <b>This is also visible in <a href=\"ex-indexcov-depth-X.html\">the depth plot for chromosome X</a>\n            <br>\n            <b>and in <a href=\"ex-indexcov-sex.html\">the sex plot</a></b>\n\n        <div style=\"width:500px;height:500px\">\n        <canvas id=\"canvas22\" height=\"500\" width=\"500\"></canvas>\n        </div>\n\t\t<hr>\n\t\n        <h4>and separation on the Y</h4>\n        <b>This is also visible in <a href=\"ex-indexcov-depth-Y.html\">the depth plot for chromosome Y</a>\n            <br>\n            <b>and in <a href=\"ex-indexcov-sex.html\">the sex plot</a></b>\n        <div style=\"width:500px;height:500px\">\n        <canvas id=\"canvas23\" height=\"500\" width=\"500\"></canvas>\n        </div>\n\t\t<hr>\n\t\n    </body>\n    <script>\n\tChart.defaults.line.cubicInterpolationMode = 'monotone';\n\tChart.defaults.global.animation.duration = 0;\n\tvar charts = []\n\t\n\t\n\t\tvar ctx = document.getElementById(\"canvas14\").getContext(\"2d\");\n\t\tvar chart = new Chart(ctx, 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    "content": "<!DOCTYPE html>\n<html>\n    <head>\n\t\t<script src=\"https://code.jquery.com/jquery-2.2.4.min.js\"></script>\n\t\t<script src=\"https://cdnjs.cloudflare.com/ajax/libs/Chart.js/2.3.0/Chart.bundle.js\"></script>\n\t\t<script>\n\t\t\n/*!\n * chartjs-plugin-annotation.js\n * http://chartjs.org/\n * Version: 0.4.3\n *\n * Copyright 2016 Evert Timberg\n * Released under the MIT license\n * https://github.com/chartjs/Chart.Annotation.js/blob/master/LICENSE.md\n */\n(function e(t,n,r){function s(o,u){if(!n[o]){if(!t[o]){var a=typeof require==\"function\"&&require;if(!u&&a)return a(o,!0);if(i)return i(o,!0);var f=new Error(\"Cannot find module '\"+o+\"'\");throw f.code=\"MODULE_NOT_FOUND\",f}var l=n[o]={exports:{}};t[o][0].call(l.exports,function(e){var n=t[o][1][e];return s(n?n:e)},l,l.exports,e,t,n,r)}return n[o].exports}var i=typeof require==\"function\"&&require;for(var o=0;o<r.length;o++)s(r[o]);return s})({1:[function(require,module,exports){\n\n},{}],2:[function(require,module,exports){\nfunction isValid(num) {\n\treturn !isNaN(num) && isFinite(num);\n}\n\nfunction decorate(obj, prop, func) {\n\tvar prefix = '$';\n\tif (!obj[prefix + prop]) {\n\t\tobj[prefix + prop] = obj[prop].bind(obj);\n\t\tobj[prop] = function() {\n\t\t\treturn func(obj[prefix + prop]);\n\t\t};\n\t}\n}\n\nmodule.exports = {\n\tisValid: isValid,\n\tdecorate: decorate\n};\n\n},{}],3:[function(require,module,exports){\n// Get the chart variable\nvar Chart = require('chart.js');\nChart = typeof(Chart) === 'function' ? Chart : window.Chart;\nvar chartHelpers = Chart.helpers;\nvar helpers = require('./helpers.js');\n\n// Configure plugin namespace\nChart.Annotation = Chart.Annotation || {};\n\nvar DRAW_AFTER = 'afterDraw';\nvar DRAW_AFTER_DATASETS = 'afterDatasetsDraw';\nvar DRAW_BEFORE_DATASETS = 'beforeDatasetsDraw';\n\nChart.Annotation.drawTimeOptions = {\n\tafterDraw: DRAW_AFTER,\n\tafterDatasetsDraw: DRAW_AFTER_DATASETS,\n\tbeforeDatasetsDraw: DRAW_BEFORE_DATASETS\n};\n\nvar annotationTypes =\nChart.Annotation.types = {\n\tline: require('./types/line.js')(Chart),\n\tbox: require('./types/box.js')(Chart)\n};\n\n// Default plugin options\nvar annotationDefaults =\nChart.Annotation.defaults = {\n\tdrawTime: DRAW_AFTER,\n\tannotations: []\n};\n\n// Default annotation label options\nvar labelDefaults =\nChart.Annotation.labelDefaults = {\n\tbackgroundColor: 'rgba(0,0,0,0.8)',\n\tfontFamily: Chart.defaults.global.defaultFontFamily,\n\tfontSize: Chart.defaults.global.defaultFontSize,\n\tfontStyle: 'bold',\n\tfontColor: '#fff',\n\txPadding: 6,\n\tyPadding: 6,\n\tcornerRadius: 6,\n\tposition: 'center',\n\txAdjust: 0,\n\tyAdjust: 0,\n\tenabled: false,\n\tcontent: null\n};\n\nfunction draw(chartInstance, easingDecimal) {\n\tif (chartHelpers.isArray(chartInstance.annotations)) {\n\t\tchartInstance.annotations.forEach(function(annotation) {\n\t\t\tannotation.transition(easingDecimal)\n\t\t\t\t.draw(chartInstance.chart.ctx);\n\t\t});\n\t}\n}\n\nfunction initConfig(config) {\n\tconfig = chartHelpers.configMerge(annotationDefaults, config);\n\tif (chartHelpers.isArray(config.annotations)) {\n\t\tconfig.annotations.forEach(function(annotation) {\n\t\t\tannotation.label = chartHelpers.configMerge(labelDefaults, annotation.label);\n\t\t});\n\t}\n\treturn config;\n}\n\nfunction build(configs, chartInstance) {\n\treturn configs\n\t\t.filter(function(config) {\n\t\t\treturn !!annotationTypes[config.type];\n\t\t})\n\t\t.map(function(config, i) {\n\t\t\tvar annotation = annotationTypes[config.type];\n\t\t\tvar annotationObject = new annotation({\n\t\t\t\t_index: i,\n\t\t\t\tconfig: config\n\t\t\t});\n\n\t\t\t// Set the data range for this annotation\n\t\t\tannotationObject.setRanges(config, chartInstance);\n\n\t\t\treturn annotationObject;\n\t\t});\n}\n\nfunction getScaleLimits(scaleId, annotations, scaleMin, scaleMax) {\n\tvar ranges = annotations.filter(function(annotation) {\n\t\treturn !!annotation._model.ranges[scaleId];\n\t}).map(function(annotation) {\n\t\treturn annotation._model.ranges[scaleId];\n\t});\n\n\tvar min = ranges.map(function(range) {\n\t\treturn Number(range.min);\n\t}).reduce(function(a, b) {\n\t\treturn isFinite(b) && !isNaN(b) && b < a ? b : a;\n\t}, scaleMin);\n\n\tvar max = ranges.map(function(range) {\n\t\treturn Number(range.max);\n\t}).reduce(function(a, b) {\n\t\treturn isFinite(b) && !isNaN(b) && b > a ? b : a;\n\t}, scaleMax);\n\n\treturn {\n\t\tmin: min,\n\t\tmax: max\n\t};\n}\n\nvar annotationPlugin = {\n\tbeforeInit: function(chartInstance) {\n\t\t// Decorate Chart.Controller.buildScales() so we can decorate each scale\n\t\t// instance's determineDataLimits() method\n\t\thelpers.decorate(chartInstance, 'buildScales', function(previous) {\n\t\t\tprevious();\n\n\t\t\t// Decorate Chart.Scale.determineDataLimits() so we can\n\t\t\t// check the annotation values and adjust the scale range\n\t\t\tObject.keys(chartInstance.scales).forEach(function(scaleId) {\n\t\t\t\tvar scale = chartInstance.scales[scaleId];\n\n\t\t\t\thelpers.decorate(scale, 'determineDataLimits', function(previous) {\n\t\t\t\t\tprevious();\n\n\t\t\t\t\tif (chartInstance.annotations) {\n\t\t\t\t\t\tvar range = getScaleLimits(scaleId, chartInstance.annotations, scale.min, scale.max);\n\t\t\t\t\t\tif (typeof scale.options.ticks.min === 'undefined' && typeof scale.options.ticks.suggestedMin === 'undefined') {\n\t\t\t\t\t\t\tscale.min = range.min;\n\t\t\t\t\t\t}\n\t\t\t\t\t\tif (typeof scale.options.ticks.max === 'undefined' && typeof scale.options.ticks.suggestedMax === 'undefined') {\n\t\t\t\t\t\t\tscale.max = range.max;\n\t\t\t\t\t\t}\n\t\t\t\t\t}\n\t\t\t\t});\n\t\t\t});\n\t\t});\n\t},\n\tbeforeUpdate: function(chartInstance) {\n\t\t// Build the configuration with all the defaults set\n\t\tvar config = chartInstance.options.annotation;\n\t\tconfig = initConfig(config || {});\n\n\t\tif (chartHelpers.isArray(config.annotations)) {\n\t\t\tchartInstance.annotations = build(config.annotations, chartInstance);\n\t\t\tchartInstance.annotations._config = config;\n\t\t}\n\t},\n\tafterScaleUpdate: function(chartInstance) {\n\t\tif (chartHelpers.isArray(chartInstance.annotations)) {\n\t\t\tchartInstance.annotations.forEach(function(annotation) {\n\t\t\t\tannotation.configure(annotation.config, chartInstance);\n\t\t\t});\n\t\t}\n\t},\n\tafterDraw: function(chartInstance, easingDecimal) {\n\t\tvar config = chartInstance.annotations._config;\n\t\tif (config.drawTime == DRAW_AFTER) {\n\t\t\tdraw(chartInstance, easingDecimal);\n\t\t}\n\t},\n\tafterDatasetsDraw: function(chartInstance, easingDecimal) {\n\t\tvar config = chartInstance.annotations._config;\n\t\tif (config.drawTime == DRAW_AFTER_DATASETS) {\n\t\t\tdraw(chartInstance, easingDecimal);\n\t\t}\n\t},\n\tbeforeDatasetsDraw: function(chartInstance, easingDecimal) {\n\t\tvar config = chartInstance.annotations._config;\n\t\tif (config.drawTime == DRAW_BEFORE_DATASETS) {\n\t\t\tdraw(chartInstance, easingDecimal);\n\t\t}\n\t}\n};\n\nmodule.exports = annotationPlugin;\nChart.pluginService.register(annotationPlugin);\n\n},{\"./helpers.js\":2,\"./types/box.js\":4,\"./types/line.js\":5,\"chart.js\":1}],4:[function(require,module,exports){\nvar helpers = require('../helpers.js');\n\n// Box Annotation implementation\nmodule.exports = function(Chart) {\n\tvar BoxAnnotation = Chart.Element.extend({\n\t\tsetRanges: function(options, chartInstance) {\n\t\t\tvar model = this._model = this._model || {};\n\n\t\t\tvar xScale = chartInstance.scales[options.xScaleID];\n\t\t\tvar yScale = chartInstance.scales[options.yScaleID];\n\t\t\tvar chartArea = chartInstance.chartArea;\n\n\t\t\tmodel.ranges = {};\n\n\t\t\tif (xScale) {\n\t\t\t\tmin = helpers.isValid(options.xMin) ? options.xMin : xScale.getPixelForValue(chartArea.left);\n\t\t\t\tmax = helpers.isValid(options.xMax) ? options.xMax : xScale.getPixelForValue(chartArea.right);\n\n\t\t\t\tmodel.ranges[options.xScaleID] = {\n\t\t\t\t\tmin: Math.min(min, max),\n\t\t\t\t\tmax: Math.max(min, max)\n\t\t\t\t};\n\t\t\t}\n\n\t\t\tif (yScale) {\n\t\t\t\tmin = helpers.isValid(options.yMin) ? options.yMin : yScale.getPixelForValue(chartArea.bottom);\n\t\t\t\tmax = helpers.isValid(options.yMax) ? options.yMax : yScale.getPixelForValue(chartArea.top);\n\n\t\t\t\tmodel.ranges[options.yScaleID] = {\n\t\t\t\t\tmin: Math.min(min, max),\n\t\t\t\t\tmax: Math.max(min, max)\n\t\t\t\t};\n\t\t\t}\n\t\t},\n\t\tconfigure: function(options, chartInstance) {\n\t\t\tvar model = this._model = this._model || {};\n\n\t\t\tvar xScale = chartInstance.scales[options.xScaleID];\n\t\t\tvar yScale = chartInstance.scales[options.yScaleID];\n\t\t\tvar chartArea = chartInstance.chartArea;\n\n\t\t\t// clip annotations to the chart area\n\t\t\tmodel.clip = {\n\t\t\t\tx1: chartArea.left,\n\t\t\t\tx2: chartArea.right,\n\t\t\t\ty1: chartArea.top,\n\t\t\t\ty2: chartArea.bottom\n\t\t\t};\n\n\t\t\tvar left = chartArea.left, \n\t\t\t\ttop = chartArea.top, \n\t\t\t\tright = chartArea.right, \n\t\t\t\tbottom = chartArea.bottom;\n\n\t\t\tvar min, max;\n\n\t\t\tif (xScale) {\n\t\t\t\tmin = helpers.isValid(options.xMin) ? xScale.getPixelForValue(options.xMin) : chartArea.left;\n\t\t\t\tmax = helpers.isValid(options.xMax) ? xScale.getPixelForValue(options.xMax) : chartArea.right;\n\t\t\t\tleft = Math.min(min, max);\n\t\t\t\tright = Math.max(min, max);\n\t\t\t}\n\n\t\t\tif (yScale) {\n\t\t\t\tmin = helpers.isValid(options.yMin) ? yScale.getPixelForValue(options.yMin) : chartArea.bottom;\n\t\t\t\tmax = helpers.isValid(options.yMax) ? yScale.getPixelForValue(options.yMax) : chartArea.top;\n\t\t\t\ttop = Math.min(min, max);\n\t\t\t\tbottom = Math.max(min, max);\n\t\t\t}\n\n\t\t\t// Ensure model has rect coordinates\n\t\t\tmodel.left = left;\n\t\t\tmodel.top = top;\n\t\t\tmodel.right = right;\n\t\t\tmodel.bottom = bottom;\n\n\t\t\t// Stylistic options\n\t\t\tmodel.borderColor = options.borderColor;\n\t\t\tmodel.borderWidth = options.borderWidth;\n\t\t\tmodel.backgroundColor = options.backgroundColor;\n\t\t},\n\t\tdraw: function(ctx) {\n\t\t\tvar view = this._view;\n\n\t\t\t// Canvas setup\n\t\t\tctx.save();\n\t\t\tctx.beginPath();\n\t\t\tctx.rect(view.clip.x1, view.clip.y1, view.clip.x2 - view.clip.x1, view.clip.y2 - view.clip.y1);\n\t\t\tctx.clip();\n\n\t\t\tctx.lineWidth = view.borderWidth;\n\t\t\tctx.strokeStyle = view.borderColor;\n\t\t\tctx.fillStyle = view.backgroundColor;\n\n\t\t\t// Draw\n\t\t\tvar width = view.right - view.left,\n\t\t\t\theight = view.bottom - view.top;\n\t\t\tctx.fillRect(view.left, view.top, width, height);\n\t\t\tctx.strokeRect(view.left, view.top, width, height);\n\t\t}\n\t});\n\n\treturn BoxAnnotation;\n};\n\n},{\"../helpers.js\":2}],5:[function(require,module,exports){\n// Get the chart variable\nvar Chart = require('chart.js');\nChart = typeof(Chart) === 'function' ? Chart : window.Chart;\nvar chartHelpers = Chart.helpers;\nvar helpers = require('../helpers.js');\n\n// Line Annotation implementation\nmodule.exports = function(Chart) {\n\tvar horizontalKeyword = 'horizontal';\n\tvar verticalKeyword = 'vertical';\n\n\tvar LineAnnotation = Chart.Element.extend({\n\t\tsetRanges: function(options) {\n\t\t\tvar model = this._model = chartHelpers.clone(this._model) || {};\n\n\t\t\tmodel.ranges = {};\n\t\t\tmodel.ranges[options.scaleID] = {\n\t\t\t\tmin: options.value,\n\t\t\t\tmax: options.endValue || options.value\n\t\t\t};\n\t\t},\n\t\tconfigure: function(options, chartInstance) {\n\t\t\tvar model = this._model = chartHelpers.clone(this._model) || {};\n\n\t\t\tvar scale = chartInstance.scales[options.scaleID];\n\t\t\tvar pixel, endPixel;\n\t\t\tif (scale) {\n\t\t\t\tpixel = helpers.isValid(options.value) ? scale.getPixelForValue(options.value) : NaN;\n\t\t\t\tendPixel = helpers.isValid(options.endValue) ? scale.getPixelForValue(options.endValue) : pixel;\n\t\t\t}\n\n\t\t\tvar chartArea = chartInstance.chartArea;\n\t\t\tvar ctx = chartInstance.chart.ctx;\n\n\t\t\t// clip annotations to the chart area\n\t\t\tmodel.clip = {\n\t\t\t\tx1: chartArea.left,\n\t\t\t\tx2: chartArea.right,\n\t\t\t\ty1: chartArea.top,\n\t\t\t\ty2: chartArea.bottom\n\t\t\t};\n\n\t\t\tif (!isNaN(pixel)) {\n\t\t\t\tif (options.mode == horizontalKeyword) {\n\t\t\t\t\tmodel.x1 = chartArea.left;\n\t\t\t\t\tmodel.x2 = chartArea.right;\n\t\t\t\t\tmodel.y1 = pixel;\n\t\t\t\t\tmodel.y2 = endPixel;\n\t\t\t\t} else {\n\t\t\t\t\tmodel.y1 = chartArea.top;\n\t\t\t\t\tmodel.y2 = chartArea.bottom;\n\t\t\t\t\tmodel.x1 = pixel;\n\t\t\t\t\tmodel.x2 = endPixel;\n\t\t\t\t}\n\t\t\t}\n\n\t\t\tmodel.mode = options.mode;\n\n\t\t\t// Figure out the label:\n\t\t\tmodel.labelBackgroundColor = options.label.backgroundColor;\n\t\t\tmodel.labelFontFamily = options.label.fontFamily;\n\t\t\tmodel.labelFontSize = options.label.fontSize;\n\t\t\tmodel.labelFontStyle = options.label.fontStyle;\n\t\t\tmodel.labelFontColor = options.label.fontColor;\n\t\t\tmodel.labelXPadding = options.label.xPadding;\n\t\t\tmodel.labelYPadding = options.label.yPadding;\n\t\t\tmodel.labelCornerRadius = options.label.cornerRadius;\n\t\t\tmodel.labelPosition = options.label.position;\n\t\t\tmodel.labelXAdjust = options.label.xAdjust;\n\t\t\tmodel.labelYAdjust = options.label.yAdjust;\n\t\t\tmodel.labelEnabled = options.label.enabled;\n\t\t\tmodel.labelContent = options.label.content;\n\n\t\t\tctx.font = chartHelpers.fontString(model.labelFontSize, model.labelFontStyle, model.labelFontFamily);\n\t\t\tvar textWidth = ctx.measureText(model.labelContent).width;\n\t\t\tvar textHeight = ctx.measureText('M').width;\n\t\t\tvar labelPosition = calculateLabelPosition(model, textWidth, textHeight, model.labelXPadding, model.labelYPadding);\n\t\t\tmodel.labelX = labelPosition.x - model.labelXPadding;\n\t\t\tmodel.labelY = labelPosition.y - model.labelYPadding;\n\t\t\tmodel.labelWidth = textWidth + (2 * model.labelXPadding);\n\t\t\tmodel.labelHeight = textHeight + (2 * model.labelYPadding);\n\n\t\t\tmodel.borderColor = options.borderColor;\n\t\t\tmodel.borderWidth = options.borderWidth;\n\t\t\tmodel.borderDash = options.borderDash || [];\n\t\t\tmodel.borderDashOffset = options.borderDashOffset || 0;\n\t\t},\n\t\tdraw: function(ctx) {\n\t\t\tvar view = this._view;\n\n\t\t\t// Canvas setup\n\t\t\tctx.save();\n\t\t\tctx.beginPath();\n\t\t\tctx.rect(view.clip.x1, view.clip.y1, view.clip.x2 - view.clip.x1, view.clip.y2 - view.clip.y1);\n\t\t\tctx.clip();\n\n\t\t\tctx.lineWidth = view.borderWidth;\n\t\t\tctx.strokeStyle = view.borderColor;\n\n\t\t\tif (ctx.setLineDash) {\n\t\t\t\tctx.setLineDash(view.borderDash);\n\t\t\t}\n\t\t\tctx.lineDashOffset = view.borderDashOffset;\n\n\t\t\t// Draw\n\t\t\tctx.beginPath();\n\t\t\tctx.moveTo(view.x1, view.y1);\n\t\t\tctx.lineTo(view.x2, view.y2);\n\t\t\tctx.stroke();\n\t\t\tctx.restore();\n\n\t\t\tif (view.labelEnabled && view.labelContent) {\n\t\t\t\tctx.beginPath();\n\t\t\t\tctx.rect(view.clip.x1, view.clip.y1, view.clip.x2 - view.clip.x1, view.clip.y2 - view.clip.y1);\n\t\t\t\tctx.clip();\n\n\t\t\t\tctx.fillStyle = view.labelBackgroundColor;\n\t\t\t\t// Draw the tooltip\n\t\t\t\tchartHelpers.drawRoundedRectangle(\n\t\t\t\t\tctx,\n\t\t\t\t\tview.labelX, // x\n\t\t\t\t\tview.labelY, // y\n\t\t\t\t\tview.labelWidth, // width\n\t\t\t\t\tview.labelHeight, // height\n\t\t\t\t\tview.labelCornerRadius // radius\n\t\t\t\t);\n\t\t\t\tctx.fill();\n\n\t\t\t\t// Draw the text\n\t\t\t\tctx.font = chartHelpers.fontString(\n\t\t\t\t\tview.labelFontSize,\n\t\t\t\t\tview.labelFontStyle,\n\t\t\t\t\tview.labelFontFamily\n\t\t\t\t);\n\t\t\t\tctx.fillStyle = view.labelFontColor;\n\t\t\t\tctx.textAlign = 'center';\n\t\t\t\tctx.textBaseline = 'middle';\n\t\t\t\tctx.fillText(\n\t\t\t\t\tview.labelContent,\n\t\t\t\t\tview.labelX + (view.labelWidth / 2),\n\t\t\t\t\tview.labelY + (view.labelHeight / 2)\n\t\t\t\t);\n\t\t\t}\n\t\t}\n\t});\n\n\tfunction calculateLabelPosition(view, width, height, padWidth, padHeight) {\n\t\t// Describe the line in slope-intercept form (y = mx + b).\n\t\t// Note that the axes are rotated 90° CCW, which causes the\n\t\t// x- and y-axes to be swapped.\n\t\tvar m = (view.x2 - view.x1) / (view.y2 - view.y1);\n\t\tvar b = view.x1 || 0;\n\n\t\tvar fy = function(y) {\n\t\t\t// Coordinates are relative to the origin of the canvas\n\t\t\treturn m * (y - view.y1) + b;\n\t\t};\n\t\tvar fx = function(x) {\n\t\t\treturn ((x - b) / m) + view.y1;\n\t\t};\n\n\t\tvar ret = {}, xa = 0, ya = 0;\n\n\t\tswitch (true) {\n\t\t\t// top align\n\t\t\tcase view.mode == verticalKeyword && view.labelPosition == \"top\":\n\t\t\t\tya = padHeight + view.labelYAdjust;\n\t\t\t\txa = (width / 2) + view.labelXAdjust;\n\t\t\t\tret.y = view.y1 + ya;\n\t\t\t\tret.x = (isFinite(m) ? fy(ret.y) : view.x1) - xa;\n\t\t\tbreak;\n\t\t\t\n\t\t\t// bottom align\n\t\t\tcase view.mode == verticalKeyword && view.labelPosition == \"bottom\":\n\t\t\t\tya = height + padHeight + view.labelYAdjust;\n\t\t\t\txa = (width / 2) + view.labelXAdjust;\n\t\t\t\tret.y = view.y2 - ya;\n\t\t\t\tret.x = (isFinite(m) ? fy(ret.y) : view.x1) - xa;\n\t\t\tbreak;\n\t\t\t\n\t\t\t// left align\n\t\t\tcase view.mode == horizontalKeyword && view.labelPosition == \"left\":\n\t\t\t\txa = padWidth + view.labelXAdjust;\n\t\t\t\tya = -(height / 2) + view.labelYAdjust;\n\t\t\t\tret.x = view.x1 + xa;\n\t\t\t\tret.y = fx(ret.x) + ya;\n\t\t\tbreak;\n\t\t\t\n\t\t\t// right align\n\t\t\tcase view.mode == horizontalKeyword && view.labelPosition == \"right\":\n\t\t\t\txa = width + padWidth + view.labelXAdjust;\n\t\t\t\tya = -(height / 2) + view.labelYAdjust;\n\t\t\t\tret.x = view.x2 - xa;\n\t\t\t\tret.y = fx(ret.x) + ya;\n\t\t\tbreak;\n\n\t\t\t// center align\n\t\t\tdefault:\n\t\t\t\tret.x = ((view.x1 + view.x2 - width) / 2) + view.labelXAdjust;\n\t\t\t\tret.y = ((view.y1 + view.y2 - height) / 2) + view.labelYAdjust;\n\t\t}\n\n\t\treturn ret;\n\t}\n\n\treturn LineAnnotation;\n};\n\n},{\"../helpers.js\":2,\"chart.js\":1}]},{},[3]);\n\n\t\t</script>\n    </head>\n    <body>\n\t\n        <h5>Each point is a sample. We can see the sample ID by hovering on the point</h5>\n\t\n        <div style=\"width:400px;height:400px\">\n        <canvas id=\"canvas0\" height=\"400\" width=\"400\"></canvas>\n        </div>\n\t\t<hr>\n\t\n    </body>\n    <script>\n\tChart.defaults.line.cubicInterpolationMode = 'monotone';\n\tChart.defaults.global.animation.duration = 0;\n\tvar charts = []\n\t\n\t\tvar ctx = document.getElementById(\"canvas0\").getContext(\"2d\");\n\t\tvar chart = new Chart(ctx, {\"type\":\"line\",\"label\":\"sex\",\"data\":{\"datasets\":[{\"backgroundColor\":\"rgba(33, 15, 199, 0.941)\",\"borderColor\":\"rgba(150, 150, 150, 0.588)\",\"borderWidth\":0,\"label\":\"Inferred CN for X: 1\",\"fill\":false,\"lineTension\":0,\"pointBackgroundColor\":\"rgba(33, 15, 199, 0.941)\",\"pointBorderWidth\":0,\"pointHitRadius\": 6,\"pointRadius\":6,\"showLine\":false,\"xAxisID\":\"xaxis0\",\"yAxisID\":\"yaxis0\",\"data\":[{\"x\":1.04,\"y\":1.09},{\"x\":1.01,\"y\":1.04},{\"x\":1.03,\"y\":1.09},{\"x\":1.01,\"y\":1.05},{\"x\":1.02,\"y\":1.07}]},{\"backgroundColor\":\"rgba(126, 170, 220, 0.941)\",\"borderColor\":\"rgba(150, 150, 150, 0.588)\",\"borderWidth\":0,\"label\":\"Inferred CN for X: 2\",\"fill\":false,\"lineTension\":0,\"pointBackgroundColor\":\"rgba(126, 170, 220, 0.941)\",\"pointBorderWidth\":0,\"pointHitRadius\": 6,\"pointRadius\":6,\"showLine\":false,\"xAxisID\":\"xaxis0\",\"yAxisID\":\"yaxis0\",\"data\":[{\"x\":2.03,\"y\":0.08},{\"x\":1.94,\"y\":0.08},{\"x\":2.08,\"y\":0.09},{\"x\":2.02,\"y\":0.09},{\"x\":2.02,\"y\":0.08}]}],\"labels\":null},\"options\":{\"scales\":{\"xAxes\":[{\"type\":\"linear\",\"position\":\"bottom\",\"id\":\"xaxis0\",\"scaleLabel\":{\"display\":true,\"labelString\":\"X Copy Number\",\"fontSize\":16},\"ticks\":{}}],\"yAxes\":[{\"type\":\"linear\",\"position\":\"left\",\"id\":\"yaxis0\",\"scaleLabel\":{\"display\":true,\"labelString\":\"Y Copy Number\",\"fontSize\":16},\"ticks\":{}}]},\"annotation\":{}}});\n\t\tcharts.push(chart)\n\t\n\t\n\tchart.options.tooltips.callbacks.footer = function(tts, data) {\n\t\tvar names = [[\"sample60\",\"sample63\",\"sample66\",\"sample67\",\"sample69\"],[\"sample61\",\"sample62\",\"sample64\",\"sample65\",\"sample68\"]]\n\t\tvar out = []\n\t\ttts.forEach(function(ti) {\n\t\t\tout.push(names[ti.datasetIndex][ti.index])\n\t\t})\n\t\treturn out.join(\",\")\n\t}\n    </script>\n</html>\n"
  },
  {
    "path": "docs/indexcov/help-bin.md",
    "content": "Bins\n====\n\nA \"*bin*\" in `indexcov` terms is a 16,384 base window for which coverage was estimated.\nFor a *good* sample, we expect most of the bins to be around 1.\n\nThis plot shows:\n+ x-axis: number of bins with scaled coverage < 0.15\n+ y-axis: number of bins with scaled coverage outside of 0.85 - 1.15\n\nThese relatively simple metrics are quite effective in finding problematic samples.\n\nsamples that fall:\n+ to the right of the plot have many regions with low or missing coverage.\n+ high on the plot have many regions outside of the expected coverage interval.\n\nThe former of those may be due to truncated bam files or other missing data.\nThe latter is a good indicator of dosage bias (basically uneven coverage across the genome).\n\nSamples that have large values on the y-axis will be problematic for CNV and SV calling.\n\nFor example:\n![bin Help](https://cloud.githubusercontent.com/assets/1739/22121227/6ccb2ffa-de40-11e6-8916-eb7f3a584c35.png \"bin help\")\n\nIn these plots **each point represents a sample**.\n\nIn this plot, we see 2 samples that have very extreme values for both the x and y axis. These are samples\nthat were missing coverage for entire sections of the genome due to processing glitches.\n\nThere are also several samples with values above 25000 on the y-axis that warrant further investigation.\n\nWe can not use hard cutoffs like 25000 because the number of regions covered will vary according to many factors\nsuch as the reference genome used, the mapper, the PCR artefacts, etc. It is best to evaluate based on the\ncohort.\n"
  },
  {
    "path": "docs/indexcov/help-counts.md",
    "content": "Mapped Counts\n=============\n\nThe bam index reports the number of mapped and unmapped reads (without regard for quality or flag).\n\nThis plot shows the log of the total number of mapped and unmapped reads for each sample.\n"
  },
  {
    "path": "docs/indexcov/help-depth.md",
    "content": "Depth\n=====\n\nDepth plots are very intuitive. The x-value indicates the position on the chromosome and\nthe y-value indicates the relative coverage.\n\nFor example:\n\n![depth Help](https://cloud.githubusercontent.com/assets/1739/22121191/4505f720-de40-11e6-8f92-8e386298c2cd.png \"depth help\")\n\nIn this plot **each line represents a sample**.\n\nHere, we can see that, as expected, most samples are centered around 1. We can see the centromere. Notably, we also see\na single sample with extremely low coverage. We can tell this is not due to a deletion because it is non-zero and it's \nnot 0.5 (which would indicate a heterozygous deletion). For this case, we know that this occured due to a processing\n'glitch' that resulted in a loss of most of the data for this region in that sample.\n\nWe can see a corresponding drop in the coverage plot below.\n\nThe depth plot in the `index.html` file is a static image. But **clicking the image will take the user to an interactive\nHTML version of that plot** for more in-depth (so to speak) exploration.\n\nCoverage\n========\n\nCoverage plots indicate the proportion of bins (on the y) covered to at least a relative depth (on the x).\nWe expect the large drop around 1 since much of each chromosome will have an estimated, scaled coverage of 1.\n\nFor example:\n\n![coverage Help](https://cloud.githubusercontent.com/assets/1739/22121534/bf3e7cdc-de41-11e6-9486-1e81f8fbb2d8.png \"coverage help\")\n\nIn this plot **each line represents a sample**.\n\nWhere we can see that most samples drop around a coverage value (x-axis) of 1. There is a single\nsample that drops much sooner. This sample is also seen in the depth plot above.\n\nIn general, changes as severe as this indicate a problem with the data rather than a biological effect such as a\ndeletion. Though a very large (20MB+) deletion would show up in this type of plot.\n\nThe coverage plot in the `index.html` file is a static image. But **clicking the image will take the user to an interactive\nHTML version of that plot** for more in-depth exploration.\n"
  },
  {
    "path": "docs/indexcov/help-pca.md",
    "content": "Principal Components Analysis\n=============================\n\nIn `indexcov` we use PCA as a means of dimensionality reduction. That is, we send a matrix of $n samples by $m bins in\nthe genome and (with PCA), we project that to $n samples by 5 components.\n\nThis enables discovery of major batch effects among samples.\n**NOTE** that `indexcov` excludes the sex chromosomes from the PCA, otherwise the 1st or 2nd principal Components\nwould separate the sexes because of coverage difference on the sex chromosomes. Because `indexcov` already examines\nsex in the [sex plot](https://github.com/brentp/goleft/blob/master/docs/indexcov/help-sex.md) it is excluded from the\nPCA so that we can more easily discover other batch effects.\n\nWe plot the *1st vs 2nd* principal components:\n\n![pca1](https://cloud.githubusercontent.com/assets/1739/22120760/54e89e38-de3e-11e6-8bc0-c0ee22f23f99.png \"pca1\")\n\n\nand the *1st vs 3rd* principal components:\n\n![pca2](https://cloud.githubusercontent.com/assets/1739/22120759/54d8aa5a-de3e-11e6-8b46-f0e6c1d94080.png \"pca2\")\n\n\nIn these plots **each point represents a sample**.\n\nIn this case, we don't see any major clusterings or outliers, but we may want to hover over the samples at the\nedges and check their sample Ids in the other `indexcov` plots.\n"
  },
  {
    "path": "docs/indexcov/help-sex.md",
    "content": "Inferred Sex\n============\n\nSince we have scaled coverage to have a median of 1, chromosomes with a value of ~0.5 have a single\ncopy of that chromosome while those with a value of 1 have 2 copies (assuming diploid organism).\n\nUsing that information, we can infer the copy-number state of the sex chromosomes and report.\n\nFor example:\n![Sex Help](https://cloud.githubusercontent.com/assets/1739/22120288/6b304990-de3c-11e6-811e-fb01b0a83a67.png \"sex help\")\n\nIn these plots **each point represents a sample**.\n\nHere, we can see inferred males in blue and inferred females in pink. (Color choices aside...)\n\nWe can also see a single outlier sample that has only a single X chromosome and no Y chromosomes. In this case\nwe know that there is a problem with this sample where much of the data from the Y chromosome was lost.\n\n*When viewed in context, this plot is interactive*; the name of the sample will appear in a tool-tip when the \nuser hovers over a point.\n\nAtypical Ploidy\n---------------\n\nThis plot will also enable discover of samples with unusual sex chromosome copy-numbers. For example, an **XXY**\nsample would appear at *2* along the X-axis and *1* along the Y-axis (there are no points there in this cohort).\nAn **XYY** sample would appear above the males in this plot at position *2* on the Y-axis. The occurence of This\nin the population is as high as 1 in 400 so it should not be too unexpected to find such samples in large cohorts.\n\n"
  },
  {
    "path": "docs/indexcov/index.html",
    "content": "<html>\n    <body>\n<a href=\"ex-indexcov-depth-15.html\">depth plot: autosomal chromosome with large deletion in one sample</a>\n<br/>\n\n<a href=\"ex-indexcov-depth-X.html\">depth plot: X chromosome showing separation of males and females</a>\n<br/>\n\n<a href=\"ex-indexcov-depth-Y.html\">depth plot: Y chromosome showing separation of males and females</a>\n<br/>\n\n<a href=\"ex-indexcov-roc.html\">ROC-like coverage plots for entire genome.</a>\n<br/>\n\n<a href=\"ex-indexcov-sex.html\">Scatter plot of X and Y ploidies used to infer sex.</a>\n<br/>\n\n    </body>\n<br/>\n\n</html>\n"
  },
  {
    "path": "emdepth/README.md",
    "content": "[![GoDoc] (https://godoc.org/github.com/brentp/goleft/emdepth?status.png)](https://godoc.org/github.com/brentp/goleft/emdepth)\n\n# emdepth\n--\n    import \"github.com/brentp/goleft/emdepth\"\n\nemdepth uses a simplified EM algorithm to assign copy-number given a set of depths.\nit is based off the implementation in cn.mops.\nLike cn.mops, it works best with more samples and it assumes that most samples will\nhave copy-number 2.\nemdepth consists of a single function EMDepth that iteratively assigns depths to copy-numbers, adjusts\nthe center of each copy-number bin. and re-assigns...\nThis package does no normalization and therefore expects incoming data to be normalized.\n"
  },
  {
    "path": "emdepth/emdepth.go",
    "content": "// Package emdepth uses a simplified EM algorithm to assign copy-number given a set of depths.\n// it is based off the implementation in cn.mops.\n// Like cn.mops, it works best with more samples and it assumes that most samples will\n// have copy-number 2.\n// emdepth consists of a single function EMDepth that iteratively assigns depths to copy-numbers, adjusts\n// the center of each copy-number bin. and re-assigns...\n// This package does no normalization and therefore expects incoming data to be normalized.\npackage emdepth\n\nimport (\n\t\"fmt\"\n\t\"math\"\n\t\"sort\"\n\t\"sync\"\n)\n\n// mean of all except highest and lowest values.\nfunc median32(a []float32) float64 {\n\t// make a copy so we dont modify original order\n\tb := make([]float64, len(a))\n\tfor i, v := range a {\n\t\tb[i] = float64(v)\n\t}\n\tsort.Float64s(b)\n\tif len(b)%2 == 1 {\n\t\treturn b[len(b)/2]\n\t}\n\treturn (b[len(b)/2] + b[len(b)/2+1]) / 2\n}\n\n// mean of all except highest and lowest values.\nfunc mean32(a []float32) float32 {\n\tvar sum float32\n\tfor _, v := range a {\n\t\tsum += v\n\t}\n\treturn sum / float32(len(a))\n}\n\nfunc mean64(a []float64) float64 {\n\tif len(a) == 0 {\n\t\treturn 0\n\t}\n\tvar sum float64\n\tfor _, v := range a {\n\t\tsum += v\n\t}\n\treturn sum / float64(len(a))\n}\n\nfunc abs(a float64) float64 {\n\tif a < 0 {\n\t\treturn -a\n\t}\n\treturn a\n}\n\nfunc abs32(a float32) float32 {\n\tif a < 0 {\n\t\treturn -a\n\t}\n\treturn a\n}\n\nconst maxCN = 8\nconst maxiter = 10\nconst eps = 0.01\n\n// used to test for convergence return the sum of abs differences\n// and the largest absolute difference.\nfunc summaxdiff(a, b []float64) (float64, float64) {\n\tvar m, sum float64\n\tfor i, av := range a {\n\t\td := abs(av - b[i])\n\t\tsum += d\n\t\tif d > m {\n\t\t\tm = d\n\t\t}\n\t}\n\treturn sum, m\n}\n\nfunc getBins(nSamples int) [][]float64 {\n\tbinned := make([][]float64, maxCN+1)\n\tfor i := 0; i < maxCN; i++ {\n\t\tif i == 2 {\n\t\t\tbinned[i] = make([]float64, 0, nSamples)\n\t\t} else {\n\t\t\tbinned[i] = make([]float64, 0)\n\t\t}\n\t}\n\treturn binned\n}\n\nvar binPool *sync.Pool\n\nfunc init() {\n\tbinPool = &sync.Pool{New: func() interface{} {\n\t\treturn getBins(32)\n\t}}\n}\n\ntype Position struct {\n\tStart uint32\n\tEnd   uint32\n}\n\nfunc (p *Position) String() string {\n\treturn fmt.Sprintf(\"%d:%d\", p.Start, p.End)\n}\n\n// EMDepth returns a slice of integer copy-numbers (CNs) corresponding to the given normalized\n// depths. It uses a simple EM to assign depths to copy-numbers bins with a preference for CN 2.\n// And to adjust the mean depth of each bin after each iteration.\n// I is a unique identifier for the depths that can be use to assiciate the returned struct with\n// position info.\nfunc EMDepth(depths []float32, p Position) *EMD {\n\n\tm := median32(depths)\n\t// lambda are the centers of each CN\n\tlambda := make([]float64, maxCN+1)\n\t// put each sample into the bin they belong to.\n\t// we re-use these since they can take a lot of mem.\n\tbinned := binPool.Get().([][]float64)\n\n\t// keep lastCenters to check for convergence.\n\tlastCenters := make([]float64, len(lambda))\n\n\tlambda[0], lambda[2] = eps*m, m\n\tlastCenters[0] = lambda[0]\n\n\t// EXPECTATION:\n\t// initialize centers of each bin relative to copy-number 2.\n\tfor i := 1; i < len(lambda); i++ {\n\t\tif i != 2 {\n\t\t\tlambda[i] = lambda[2] * math.Pow(float64(i)/2, 1.1)\n\t\t}\n\t}\n\n\t// iterate at most maxiter times. stop early if the largest depth change\n\t// from 1 iter to the next is < 0.5 or if the total of all changes is < delta.\n\tsumd, maxd := float64(100), float64(100)\n\tfor iter := 0; iter < maxiter && sumd > eps && maxd > 0.5; iter++ {\n\t\tfor i := 1; i < len(lambda); i++ {\n\t\t\tlastCenters[i] = lambda[i]\n\t\t\tbinned[i] = binned[i][:0]\n\t\t}\n\t\tbinned[0] = binned[0][:0]\n\t\t//fmt.Println(getCNs(depths, centers), centers)\n\t\t// MAXIMIZATION\n\t\t// put samples in the bin they are closest 2.\n\t\tfor _, df := range depths {\n\t\t\td := float64(df)\n\t\t\t// most common case of copy-number 2.\n\t\t\tif d > lambda[1] && d < lambda[3] {\n\t\t\t\tif abs(d-lambda[2]) < abs(d-lambda[1]) && abs(d-lambda[2]) < abs(d-lambda[3]) {\n\t\t\t\t\tbinned[2] = append(binned[2], d)\n\t\t\t\t\tcontinue\n\t\t\t\t}\n\t\t\t}\n\t\t\tidx := sort.SearchFloat64s(lambda, d)\n\t\t\tif idx == 0 {\n\t\t\t\tbinned[0] = append(binned[0], d)\n\t\t\t\tcontinue\n\t\t\t}\n\t\t\tif idx == len(lambda) {\n\t\t\t\tbinned[idx-1] = append(binned[idx-1], d)\n\t\t\t\tcontinue\n\t\t\t}\n\t\t\t// idx will always be the index of the value >= d so we check if idx or idx-1 is better.\n\t\t\tif abs(d-lambda[idx]) < abs(d-lambda[idx-1]) {\n\t\t\t\tbinned[idx] = append(binned[idx], d)\n\t\t\t} else {\n\t\t\t\tbinned[idx-1] = append(binned[idx-1], d)\n\t\t\t}\n\t\t}\n\n\t\t// EXPECTATION:\n\t\t// adjust copy-number 2 depth.\n\t\tlambda[2] = mean64(binned[2])\n\t\tif lambda[2] == 0 {\n\t\t\tn := float64(len(depths))\n\t\t\t// we exclude the top bin to avoid over-adjusting lambda[2] for extreme outliers.\n\t\t\tfor i := 1; i < len(lambda)-1; i++ {\n\t\t\t\tbin := binned[i]\n\t\t\t\tpdepth := float64(len(bin)) / n\n\t\t\t\tif lambda[i] < eps {\n\t\t\t\t\tlambda[i] = eps\n\t\t\t\t}\n\t\t\t\tlambda[2] += mean64(bin) * (2 / float64(i)) * pdepth\n\t\t\t}\n\t\t}\n\n\t\tfor i := 1; i < len(lambda); i++ {\n\t\t\t// adjust the expected depths of other copy-numbers based on that from CN2.\n\t\t\tlambda[i] = lambda[2] * (float64(i) / 2)\n\t\t}\n\t\t// make CN 2 more likely by expanding the range between CN1 and CN3.\n\t\tspan := lambda[2] - lambda[1]\n\t\tlambda[1] -= (span / 1.5)\n\t\tlambda[3] += (span / 1.5)\n\t\tsumd, maxd = summaxdiff(lambda, lastCenters)\n\t}\n\tbinPool.Put(binned)\n\treturn &EMD{Lambda: lambda, Depths: depths, Position: p}\n}\n\n// EMD holds the posterior maximum depth for each copy-number\ntype EMD struct {\n\tLambda   []float64\n\tDepths   []float32\n\tPosition Position\n\t_l2      []float64\n}\n\n// Same returns\n// 1) slice of indexes for samples that have the same (non 2 CN),\n// 2) a slice indicating the sample-set that has changed state in o in a way that\n// ends a CNV, either by going back to state2 or by switching from a state > 2\n// less <2.\n// 3)a float indicating the proportion of samples that in the same copy-number\n// state in both.\n\nconst lower = -0.80\nconst upper = 0.40\n\nfunc (e *EMD) Same(o *EMD) (non2 []int, changed []int, pct float64) {\n\tofc := o.Log2FC()\n\tvar nSame float64\n\tnon2 = make([]int, 0, 2)\n\tchanged = make([]int, 0, 1)\n\tfor i, ee := range e.Log2FC() {\n\t\too := ofc[i]\n\t\tif ee > lower && ee < upper && oo > lower && oo < upper {\n\t\t\tnSame++\n\t\t\tcontinue\n\t\t}\n\t\t// same direction.\n\t\tif (oo >= upper && ee >= upper) || (oo <= lower && ee <= lower) {\n\t\t\tnon2 = append(non2, i)\n\t\t\tnSame++\n\t\t} else {\n\t\t\tchanged = append(changed, i)\n\t\t}\n\t}\n\treturn non2, changed, nSame / float64(len(e.Depths))\n}\n\n// Log2FC is the fold-change relative to copy-number 2.\nfunc (e *EMD) Log2FC() []float64 {\n\tif e._l2 != nil {\n\t\treturn e._l2\n\t}\n\tm := make([]float64, 0, len(e.Depths))\n\tfor _, d := range e.Depths {\n\t\tm = append(m, math.Log2(float64(d)/e.Lambda[2]))\n\t}\n\te._l2 = m\n\treturn m\n}\n\n// CN finds the posterior maximum CN for each sample.\nfunc (e *EMD) CN() []int {\n\tcns := make([]int, len(e.Depths))\n\tfor i, df := range e.Depths {\n\t\tcns[i] = e.Type(df)\n\t}\n\treturn cns\n}\n\n// Type returns the copy-number for the given depth\nfunc (e *EMD) Type(d float32) int {\n\tdf := float64(d)\n\tidx := sort.SearchFloat64s(e.Lambda, df)\n\tvar cn int\n\tif idx == 0 {\n\t\tcn = 0\n\t} else if idx == len(e.Lambda) {\n\t\tcn = len(e.Lambda)\n\t} else {\n\t\t// idx will always be the index of the value >= d so we check if idx or idx-1 is better.\n\t\tif abs(df-e.Lambda[idx]) < abs(df-e.Lambda[idx-1]) {\n\t\t\tcn = idx\n\t\t} else {\n\t\t\tcn = idx - 1\n\t\t}\n\t}\n\treturn e.adjustCN(cn, df)\n}\n\n// adjustCN for copy-number 1 and 3. Use poisson PMF to make sure they\n// are better than CN2. If not, set to CN2.\nfunc (e *EMD) adjustCN(cn int, depth float64) int {\n\n\t// TODO: do this for all cn +/- 1.\n\tif cn != 2 && cn < len(e.Lambda) {\n\t\tdk := int(0.5 + depth)\n\t\to, o2 := pmf(dk, e.Lambda[cn]), pmf(dk, e.Lambda[2])\n\t\tif o*0.9 < o2 {\n\t\t\tcn = 2\n\t\t}\n\t}\n\treturn cn\n}\n\n// Cache is a way to track depth states.eps\n// As new items are added to the cache, the value from EMD.Same\n// is compared.\n// Each time an EMD is added, a slice of Regions that have ended is returned.\ntype Cache struct {\n\tlast *EMD\n\t// for each sample (key by sample index), where is it non-CN2?\n\tcnvs map[int][]*EMD\n}\n\n// CNV holds the information for a CNV for a single sample.\ntype CNV struct {\n\tSampleI  int\n\tDepth    []float32\n\tPosition []Position\n\tLog2FC   []float32\n\tCN       []int\n\tPSize    int\n}\n\nfunc (c *CNV) String() string {\n\treturn fmt.Sprintf(\"%v  %v\", c.Position, c.CN)\n}\n\nfunc (c *Cache) Add(e *EMD) []*CNV {\n\t// TODO: here we check e.Position and eject anything that doesnt have and End with 3 * len(position).\n\tif c.last == nil {\n\t\tif c.cnvs == nil {\n\t\t\tc.cnvs = make(map[int][]*EMD, 200)\n\t\t}\n\t\tc.last = e\n\t}\n\tret := c.Clear(&e.Position)\n\tnoncn2, _, _ := c.last.Same(e)\n\tfor _, si := range noncn2 {\n\t\tc.cnvs[si] = append(c.cnvs[si], e)\n\t}\n\tc.last = e\n\treturn ret\n\n}\n\nfunc (c *Cache) Clear(p *Position) []*CNV {\n\tif p == nil {\n\t\tif c.last == nil {\n\t\t\treturn nil\n\t\t}\n\t\tp = &Position{End: c.last.Position.End + 100000, Start: c.last.Position.Start + 100000}\n\t}\n\tcnvs := make([]*CNV, 0, 5)\n\tkeys := make([]int, len(c.cnvs))\n\t//L := p.End - p.Start\n\tfor si, emd := range c.cnvs {\n\t\t// not a big enough gap yet.\n\t\tif p.Start-emd[len(emd)-1].Position.End < 30000 {\n\t\t\tcontinue\n\t\t}\n\t\tif putative := makecnvs(emd, si); putative != nil {\n\t\t\tcnvs = append(cnvs, putative)\n\t\t\tcnvs[len(cnvs)-1].PSize = len(c.cnvs)\n\t\t\tkeys = append(keys, si)\n\t\t}\n\t}\n\tfor _, key := range keys {\n\t\tdelete(c.cnvs, key)\n\t}\n\treturn cnvs\n}\n\n// merge individal aberrant depth calls into CNVs.\nfunc makecnvs(es []*EMD, sampleI int) *CNV {\n\tvar cnv *CNV\n\t// in here, we know we have adjacent calls from  same sample.\n\tvar k int\n\tfor _, es := range es {\n\t\tfc := es.Log2FC()[sampleI]\n\t\tif fc > -0.5 && fc < 0.3 {\n\t\t\tcontinue\n\t\t}\n\t\tcn := es.Type(es.Depths[sampleI])\n\t\tif k == 0 {\n\t\t\tcnv = &CNV{SampleI: sampleI, CN: []int{cn}, Depth: []float32{es.Depths[sampleI]},\n\t\t\t\tPosition: []Position{es.Position}, Log2FC: []float32{float32(fc)}}\n\t\t\tk++\n\t\t\tcontinue\n\t\t}\n\t\tcnv.CN = append(cnv.CN, cn)\n\t\tcnv.Depth = append(cnv.Depth, es.Depths[sampleI])\n\t\tcnv.Position = append(cnv.Position, es.Position)\n\t\tcnv.Log2FC = append(cnv.Log2FC, float32(fc))\n\t}\n\treturn cnv\n}\n"
  },
  {
    "path": "emdepth/emdepth_test.go",
    "content": "package emdepth\n\nimport (\n\t\"fmt\"\n\t\"reflect\"\n\t\"testing\"\n)\n\nvar p = Position{123, 456}\n\nfunc TestDepth(t *testing.T) {\n\tv := []float32{1, 8, 33, 34, 35, 37, 31, 22, 66}\n\tcns := EMDepth(v, p).CN()\n\texp := []int{0, 1, 2, 2, 2, 2, 2, 2, 4}\n\tif !reflect.DeepEqual(cns, exp) {\n\t\tt.Errorf(\"expected: %v, got: %v\", exp, cns)\n\t}\n\n\texp = []int{2, 2, 2, 2, 2, 2, 2, 2, 2}\n\tv = []float32{30, 28, 33, 34, 35, 37, 31, 22, 38}\n\tcns = EMDepth(v, p).CN()\n\tif !reflect.DeepEqual(cns, exp) {\n\t\tt.Errorf(\"expected: %v, got: %v\", exp, cns)\n\t}\n\n}\n\nfunc TestBig(t *testing.T) {\n\tv := []float32{296.6, 16.7, 17.0, 3019.2, 14.4, 16.5, 14.2, 26, 7}\n\tcns := EMDepth(v, p)\n\texp := []int{8, 2, 2, 8, 2, 2, 2, 3, 1}\n\t_ = exp\n\n\tif !reflect.DeepEqual(cns.CN(), exp) {\n\t\tt.Errorf(\"expected: %v, got: %v\", exp, cns.CN())\n\t}\n\n\tv2 := []float32{96.6, 16.7, 17.0, 319.2, 14.4, 16.5, 14.2, 7, 16}\n\tem2 := EMDepth(v2, p)\n\tidx, changed, pct := em2.Same(cns)\n\tif pct != 7./9. {\n\t\tt.Errorf(\"percent of sample with same state... expected: %v, got: %v\", 7./9., pct)\n\t}\n\tif !reflect.DeepEqual(idx, []int{0, 3}) {\n\t\tt.Errorf(\"sample with non CN2 state... expected: 0, 3, got: %v\", idx)\n\t}\n\tif !reflect.DeepEqual(changed, []int{7, 8}) {\n\t\tt.Errorf(\"expected change in 7,8, got: %v\", changed)\n\t}\n\n\tfmt.Println(changed)\n\tfmt.Println(cns.Log2FC())\n\tfmt.Println(em2.Log2FC())\n}\n\nfunc BenchmarkEMDepth(b *testing.B) {\n\tv := []float32{296.6, 16.7, 17.0, 319.2, 14.4, 16.5, 14.2, 22, 33, 44, 66, 22, 33, 11, 15, 18, 22, 22, 44, 31, 22, 66, 22, 21, 23, 16, 17, 19}\n\tv = append(v, v...)\n\n\ts := 0\n\tfor i := 0; i < b.N; i++ {\n\t\tcns := EMDepth(v, p).CN()\n\t\ts += len(cns)\n\t}\n\n}\n"
  },
  {
    "path": "emdepth/mops/mops.go",
    "content": "// Package mops implements the EM algorithm described in the cn.mops paper.\npackage mops\n\nimport \"math\"\n\n// mean of all except highest and lowest values.\nfunc mean32(a []float32) float32 {\n\tvar sum float32\n\tfor _, v := range a {\n\t\tsum += v\n\t}\n\treturn sum / float32(len(a))\n}\n\nfunc abs(a float64) float64 {\n\tif a < 0 {\n\t\treturn -a\n\t}\n\treturn a\n}\n\nfunc abs32(a float32) float32 {\n\tif a < 0 {\n\t\treturn -a\n\t}\n\treturn a\n}\n\nconst maxCN = 8\nconst delta = 0.001\nconst maxiter = 10\n\nconst eps = 0.001\n\nfunc pmf(k int, pmean float64) float64 {\n\t// TODO: pre-calc exp(-pmean) if math.Exp show up in bench.\n\treturn math.Pow(pmean, float64(k)) * math.Exp(-pmean) / math.Gamma(float64(k+1))\n}\n\n// top right of eqn 5.\nfunc pdepth(depths []float32, cn int, lambda float32, out []float32) {\n\t// i indexes copy-number, k indexes sample\n\tbeta := float64(cn) / 2 * float64(lambda)\n\tif cn == 0 {\n\t\tbeta = 0.001 / 2 * float64(lambda)\n\t}\n\t//em := math.Exp(-beta)\n\tfor k, d := range depths {\n\t\tout[k] = float32(pmf(int(d+0.5), beta))\n\t}\n}\n\n// returns a square alpha ik.\nfunc estep(alpha []float32, depths []float32, lambda float32, aik [][]float32) [][]float32 {\n\t// i index copy-numbers\n\t//\tk indexes sample\n\t// N is number of samples.\n\tN := len(depths)\n\tif len(aik) == 0 {\n\t\t// best-to-reuse as this can take a lot of memory.\n\t\taik = make([][]float32, len(alpha))\n\t\tfor i := range aik {\n\t\t\taik[i] = make([]float32, N)\n\t\t}\n\t}\n\t//expm := math.Exp(float64(-lambda))\n\n\tdenom := make([]float32, len(depths))\n\tn := len(alpha)\n\t// calculte prob for cn 2.\n\t// eqn(1), eqn(5) denom.\n\tfor k, d := range depths {\n\t\tfor i := 0; i < n; i++ {\n\t\t\tdenom[k] += alpha[i] * float32(pmf(int(d+0.5), float64(float32(i)/2*lambda)))\n\t\t}\n\t}\n\n\t// calculate prob for other cns.\n\tfor cn := range alpha {\n\t\t// aik[cn] is set by this call to avoid allocation by re-use\n\t\tpdepth(depths, cn, lambda, aik[cn])\n\t\t// eqn 5 from cn.mops.\n\t\tfor k, ad := range aik[cn] {\n\t\t\taik[cn][k] = alpha[cn] * ad / denom[k]\n\t\t}\n\t}\n\treturn aik\n}\n\nfunc mstep(depths []float32, adepths [][]float32) (alpha []float32, lambda float32) {\n\tn := len(adepths)\n\talpha = make([]float32, n)\n\tN := float32(len(depths))\n\t// eqn 6, 7\n\tG := float32(11)\n\tvar lambdaDenom float32\n\tys := float32(len(alpha)) + G\n\n\talphaDenom := 1 + 1/N*float32(ys-float32(n))\n\n\tfor cn, ai := range adepths {\n\t\tamean := mean32(ai)\n\t\tyi := float32(1)\n\t\tif cn == 2 {\n\t\t\tyi = 1 + G\n\t\t}\n\t\ttop := amean + 1/N*(yi-1)\n\t\talpha[cn] = top / alphaDenom\n\n\t\t// eqn 7\n\t\tif cn == 0 {\n\t\t\tlambdaDenom += amean * eps / 2\n\t\t} else {\n\t\t\tlambdaDenom += amean * float32(cn) / 2\n\t\t}\n\n\t}\n\treturn alpha, mean32(depths) / lambdaDenom\n}\n\ntype Mopped struct {\n\taik   [][]float32\n\talpha []float32\n}\n\nfunc (m *Mopped) Gain() float32 {\n\t// cn.mops eqn(8)\n\tvar ig float32\n\tfor i, ai := range m.aik {\n\t\tv := float64(i)\n\t\tif i == 0 {\n\t\t\tv = float64(eps)\n\t\t}\n\t\tig += mean32(ai) * float32(abs(math.Log(float64(v/2))))\n\t}\n\treturn ig\n}\n\nfunc Mops(depths []float32) *Mopped {\n\t// alpha[i] is percentage of samples with CNi\n\t// lambda is mean read-count for CN2\n\t// x is depth\n\t// p(x|i) is likely that read-count x is from CNi == 1/x! * e^-(i/2 * lambda) * i/2*lambda\n\talpha := make([]float32, maxCN)\n\tfor i := 0; i < len(alpha); i++ {\n\t\talpha[i] = eps\n\t}\n\talpha[2] = 1.0 - 5*eps*float32(len(alpha)-1)\n\n\tnlambda := mean32(depths)\n\tlambda := float32(math.MaxFloat32) / 10.0\n\tvar aik [][]float32\n\n\t// em iterations.\n\tfor n := 0; abs32(lambda-nlambda) > 0.01 && n < 10; n++ {\n\t\tlambda = nlambda\n\t\taik = estep(alpha, depths, lambda, aik)\n\t\talpha, nlambda = mstep(depths, aik)\n\t}\n\treturn &Mopped{aik: aik, alpha: alpha}\n}\n\nfunc CNINI(cns []int, depths []float32, centers []float64) float32 {\n\tvar in float32\n\tfor i, cni := range cns {\n\t\tif cni == 0 {\n\t\t\tcontinue\n\t\t}\n\t\tv := float32(i)\n\t\tif v == 0 {\n\t\t\tv = eps\n\t\t}\n\t\tin += float32(cni) / float32(abs(math.Log(float64(v/2))))\n\t}\n\treturn in\n}\n"
  },
  {
    "path": "emdepth/mops/mops_test.go",
    "content": "package mops_test\n\nimport (\n\t\"reflect\"\n\t\"testing\"\n\n\t\"github.com/brentp/goleft/emdepth/mops\"\n)\n\nfunc TestDepth(t *testing.T) {\n\tv := []float32{1, 8, 33, 34, 35, 37, 31, 22, 66}\n\tcns := mops.Mops(v)\n\texp := []int{0, 1, 2, 2, 2, 2, 2, 2, 4}\n\tif !reflect.DeepEqual(cns, exp) {\n\t\tt.Errorf(\"expected: %v, got: %v\", exp, cns)\n\t}\n\n\texp = []int{2, 2, 2, 2, 2, 2, 2, 2, 2}\n\tv = []float32{30, 28, 33, 34, 35, 37, 31, 22, 38}\n\tcns = mops.Mops(v)\n\tif !reflect.DeepEqual(cns, exp) {\n\t\tt.Errorf(\"expected: %v, got: %v\", exp, cns)\n\t}\n\n}\n\nfunc TestBig(t *testing.T) {\n\tv := []float32{296.6, 16.7, 17.0, 319.2, 14.4, 16.5, 14.2}\n\tcns := mops.Mops(v)\n\texp := []int{8, 2, 2, 8, 2, 2, 2}\n\n\tif !reflect.DeepEqual(cns, exp) {\n\t\tt.Errorf(\"expected: %v, got: %v\", exp, cns)\n\t}\n}\n\nfunc TestMops(t *testing.T) {\n\tv := []float32{93, 34, 33, 34, 35, 37, 33, 36, 32}\n\t_ = mops.Mops(v)\n}\n"
  },
  {
    "path": "emdepth/stats.go",
    "content": "package emdepth\n\nimport \"math\"\n\nvar gammas []float64\n\nfunc init() {\n\tgammas = make([]float64, 1000)\n\tfor i := 0; i < 1000; i++ {\n\t\tgammas[i], _ = math.Lgamma(float64(i + 1))\n\t}\n}\n\nfunc pmf(k int, mu float64) float64 {\n\tsign := 1\n\tvar lg float64\n\tif k < len(gammas) {\n\t\tlg = gammas[k]\n\t} else {\n\t\tlg, sign = math.Lgamma(float64(k + 1))\n\t}\n\treturn math.Exp(float64(k)*math.Log(mu) - float64(sign)*lg - mu)\n}\n\nfunc cdf(mu float64, k int) float64 {\n\tvar tot float64\n\tfor ; k >= 0; k-- {\n\t\ttot += pmf(k, mu)\n\t}\n\treturn tot\n}\n"
  },
  {
    "path": "go.mod",
    "content": "module github.com/brentp/goleft\n\ngo 1.21.5\n\nrequire (\n\tgithub.com/JaderDias/movingmedian v0.0.0-20220813210630-d8c6b6de8835\n\tgithub.com/alexflint/go-arg v1.4.3\n\tgithub.com/biogo/biogo v1.0.4\n\tgithub.com/biogo/hts v1.4.4\n\tgithub.com/biogo/store v0.0.0-20201120204734-aad293a2328f\n\tgithub.com/brentp/faidx v0.0.0-20200301150453-c39eb85760d8\n\tgithub.com/brentp/gargs v0.3.9\n\tgithub.com/brentp/go-chartjs v0.0.0-20170901194241-a37b166b7875\n\tgithub.com/brentp/smoove v0.2.8\n\tgithub.com/brentp/xopen v0.0.0-20220602092336-8ece9a01569d\n\tgithub.com/fatih/color v1.16.0\n\tgo4.org v0.0.0-20230225012048-214862532bf5\n\tgonum.org/v1/gonum v0.14.0\n\tgonum.org/v1/plot v0.14.0\n)\n\nrequire (\n\tgit.sr.ht/~sbinet/gg v0.5.0 // indirect\n\tgithub.com/ajstarks/svgo v0.0.0-20211024235047-1546f124cd8b // indirect\n\tgithub.com/alexflint/go-scalar v1.1.0 // indirect\n\tgithub.com/campoy/embedmd v1.0.0 // indirect\n\tgithub.com/edsrzf/mmap-go v1.0.0 // indirect\n\tgithub.com/go-fonts/liberation v0.3.1 // indirect\n\tgithub.com/go-latex/latex v0.0.0-20230307184459-12ec69307ad9 // indirect\n\tgithub.com/go-pdf/fpdf v0.8.0 // indirect\n\tgithub.com/golang/freetype v0.0.0-20170609003504-e2365dfdc4a0 // indirect\n\tgithub.com/mattn/go-colorable v0.1.13 // indirect\n\tgithub.com/mattn/go-isatty v0.0.20 // indirect\n\tgithub.com/pkg/errors v0.9.1 // indirect\n\tgithub.com/pmezard/go-difflib v1.0.0 // indirect\n\tgolang.org/x/image v0.11.0 // indirect\n\tgolang.org/x/sys v0.14.0 // indirect\n\tgolang.org/x/text v0.12.0 // indirect\n)\n"
  },
  {
    "path": "go.sum",
    "content": "cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=\ncloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=\ncloud.google.com/go v0.38.0/go.mod h1:990N+gfupTy94rShfmMCWGDn0LpTmnzTp2qbd1dvSRU=\ncloud.google.com/go v0.44.1/go.mod h1:iSa0KzasP4Uvy3f1mN/7PiObzGgflwredwwASm/v6AU=\ncloud.google.com/go v0.44.2/go.mod h1:60680Gw3Yr4ikxnPRS/oxxkBccT6SA1yMk63TGekxKY=\ncloud.google.com/go v0.45.1/go.mod h1:RpBamKRgapWJb87xiFSdk4g1CME7QZg3uwTez+TSTjc=\ncloud.google.com/go v0.46.3/go.mod h1:a6bKKbmY7er1mI7TEI4lsAkts/mkhTSZK8w33B4RAg0=\ncloud.google.com/go v0.50.0/go.mod h1:r9sluTvynVuxRIOHXQEHMFffphuXHOMZMycpNR5e6To=\ncloud.google.com/go v0.53.0/go.mod h1:fp/UouUEsRkN6ryDKNW/Upv/JBKnv6WDthjR6+vze6M=\ncloud.google.com/go/bigquery v1.0.1/go.mod h1:i/xbL2UlR5RvWAURpBYZTtm/cXjCha9lbfbpx4poX+o=\ncloud.google.com/go/bigquery v1.3.0/go.mod h1:PjpwJnslEMmckchkHFfq+HTD2DmtT67aNFKH1/VBDHE=\ncloud.google.com/go/datastore v1.0.0/go.mod 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  },
  {
    "path": "goleft.go",
    "content": "package goleft\n\nconst Version = \"0.2.6\"\n"
  },
  {
    "path": "indexcov/README.md",
    "content": "indexcov\n========\n\n<img src=\"https://user-images.githubusercontent.com/1739/29233991-66509a72-7eb1-11e7-903e-6c1ac57f45a0.png\" style=\"width:359px;height:115\">\n\nQuickly estimate coverage from a *whole-genome* bam or [**cram**](#CRAM) index. \nA bam index has 16KB resolution so that's what this gives, but it provides what appears to be a high-quality \ncoverage estimate in seconds per genome.\n\nThe output is scaled to around 1. So a long stretch with values of 1.5 would be a heterozygous duplication.\nThis is useful as a quick QC to get coverage values across the genome.\n\nIn our tests, we can **estimate depth across 60X genomes for 30 samples in 30 seconds**.\n\nInteractive HTML plots of depth are output for each chromosome. **Live examples of the interactive output are available [here](http://indexcov.s3-website-us-east-1.amazonaws.com/)**\n\nUsage\n=====\n\n```\ngoleft indexcov --directory my-project-dir/ *.bam\n```\n\nThis will create a number of text files described in the [Files](#Files) section below.\n\nIn addition, it will write a few `.html` files containing interactive plots.\n\nFor example, if we view the $prefix-indexcov-depth-X.html file for **X chromosome** we can see a\nnice separation of samples by sex except at the PAR at the left:\n\n![X Example](https://cloud.githubusercontent.com/assets/1739/21597648/074f06ca-d10b-11e6-8732-e9a2e8d1ecb5.png \"x example\")\n\nThat plot is taken directly from the HTML output by `indexcov`.\n\nUsing that separation, `indexcov` infers the copy-number of the sex chromosomes, outputs a stub .ped/.fam file with that\ninformation, and makes a plot like this one:\n\n![Sex Example](https://cloud.githubusercontent.com/assets/1739/21627994/2973d464-d1d9-11e6-9962-5d3ac0f80329.png \"sex example\")\nWhere here the males and females separate by the X and Y chromosomes perfectly.\n\nIn some cases, we have found *XXY* and *XYY* samples this way.\n\n\n`indexcov` will output a coverage (ROC) plot that shows how much of the genome is coverage at at given (scaled) depth.\nThis is output to a $prefix-depth-roc.html file and looks like:\n![ROC Example](https://cloud.githubusercontent.com/assets/1739/21599983/b27fa4d8-d132-11e6-95b9-e9fa8ae64412.png \"ROC example\")\n\nHere we can see that one sample has much lower coverage than the rest, and we can hover and determine the exact sample.\n\n\nFinally, `indexcov` will output a `$prefix-indexcov-bins.html` file with a point per sample. Samples with high\nvalues on the y-axis have very uneven coverage (this will affect SV calling). Samples with high values on There\nx-axis have many missing bins (likely truncated bam files).\n\n<a name=\"CRAM\"></a> CRAM\n========================\n\nCRAM indexes are supported. Since there is not a full CRAM parser available in go yet, `indexcov` uses only\nthe .crai files and requires a `.fasta.fai` to be sent via `--fai` so that it knows the chromosome names and\nlengths. The sample names are inferred from the file names. crai resolution is often much less than 100KB (compared to)\n16KB for the bam index, but it is sufficient to find large-scale differences in coverage.\n\nExample usage with cram looks like:\n\n```\ngoleft indexcov --extranormalize -d output/ --fai h human_g1k_v37.fasta.fai /path/to/*.crai\n```\n\n**note** that the .fai (not the fasta) is required and that the files are .crai (not cram).\n\nThe `--extranormalize` flag greatly improves the results on CRAM (crai) files.\n\n# <a name=\"BAI only\"></a> BAI only\n\nIf the BAM file itself is not available, you can pass the BAI only. \n\nSimilar to CRAI, the BAI only mode requires a `.fasta.fai` to be\nsent via `--fai` so that it knows the chromosome names and lengths. \n\nThe sample names are inferred from the file names.\n\nExample usage with BAI files looks like:\n\n```\ngoleft indexcov --extranormalize -d output/ --fai human_g1k_v37.fasta.fai /path/to/*.bai\n```\n\n**note** that the .fai (not the fasta) is required when passing the BAI\n\n\nHow It Works\n============\n\nThe bam index stores a linear index for each chromosome indicating the file (and virtual) offset for every 16,384 bases in\nthat chromosome. Since we know the total number of 16,384 base intervals in the index and the size of the bam file (from the\nlast file offset stored in the index), we know the average size (in bytes) of taken by each 16,384 base chunk. So, we iterate\nover each (16KB) element in the linear index, subtract the previous file offset, and scale by the expected (average) size. This\ngives the scaled value for each 16,384-base chunk. There are many ways that this value can be off, but, in practice, it works\nwell as a rough estimate.\n\nBecause of this `indexcov` is of less-use on exome or targetted capture, but those will\nbe very fast to run with `goleft depth` anyway.\n\n<a name=\"Files\"></a> Files\n==========================\n\nIn addition to the  interactive HTML files, `indexcov` outputs a number of text files:\n\n+ `$prefix-indexcov.ped`: a .ped/.fam file with the inferred sex in the appropriate column if the sex chromosomes were found.\n                          the CNX and CNY columns indicating the floating-point estimate of copy-number for those chromosomes.\n                          `bins.out`: how many bins had a coverage value outside of (0.85, 1.15). high values can indicate high-bias samples.\n                          `bins.lo`: number of bins with value < 0.15. high values indicate missing data.\n                          `bins.hi`: number of bins with value > 1.15. \n                          `bins.in`: number of bins with value inside of (0.85, 1.15)\n                          `p.out`: `bins.out/bins.in`\n                          `PC1...PC5`: PCA projections calculated with depth of autosomes.\n\n+ `$prefix-indexcov.roc`: tab-delimited columns of chrom, scaled coverage cutoff, and $n_samples columns where each indicates the\n                          proportion of 16KB blocks at or above that scaled coverage value.\n+ `$prefix-indexcov.bed.gz`: a bed file with columns of chrom, start, end, and a column per sample where the values indicate there\n                             scaled coverage for that sample in that 16KB chunk.\n"
  },
  {
    "path": "indexcov/anonymize/README.md",
    "content": "this is a small tool to create a new stub bam file with **all real readgroups and data removed** \nso users can share the full bam index but a (small) bam file containing only a spartan header.\n\nThe index is left unchanged and just copied to a new file with an unformative name.\n\nusage is like:\n\n```\nanonymize-for-indexcov test1 *.bam\n```\n\nthis will create sample\\_test1\\_0001.bam, sample\\_test1\\_0001.bam.bai ... sample\\_test1\\_$n.bam, sample\\_test1\\_$n.bam.bai \nwhich can be shared.\n"
  },
  {
    "path": "indexcov/anonymize/main.go",
    "content": "package main\n\nimport (\n\t\"fmt\"\n\t\"log\"\n\t\"os\"\n\t\"os/exec\"\n\t\"strconv\"\n\t\"time\"\n\n\t\"github.com/biogo/hts/bam\"\n\t\"github.com/biogo/hts/sam\"\n\t\"github.com/brentp/xopen\"\n)\n\nfunc main() {\n\tif len(os.Args) < 3 {\n\t\tfmt.Println(\"\\nUsage: anonymize-for-indexcov name *.bam.\\n\\nThis will create files like sample_0001.bam through sample_$name_$n.bam with read-groups and file names changed as well.\\n\")\n\t\tos.Exit(1)\n\t}\n\tif xopen.Exists(os.Args[1]) {\n\t\tlog.Fatal(\"send (arbitrary) name as 1st argument. must not be an exisiting file.\")\n\t}\n\tfor i := 2; i < len(os.Args); i++ {\n\t\tf, err := os.Open(os.Args[i])\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t\tname := fmt.Sprintf(\"sample_%s_%04d\", os.Args[1], i-1)\n\n\t\tbr, err := bam.NewReader(f, 1)\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t\tdefer f.Close()\n\t\tdefer br.Close()\n\n\t\trgs := br.Header().RGs()\n\t\thdr := br.Header().Clone()\n\t\tif len(rgs) == 0 {\n\t\t\tfmt.Fprintf(os.Stderr, \"no readgroups in %s\\n\", os.Args[i])\n\t\t}\n\t\trg, err := sam.NewReadGroup(name, \"\", strconv.Itoa(i-1), \"XX\", \"indexcov-anon\", \"illumina\", \"\", name, \"\", \"\", time.Now(), 1000)\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t\tif err := hdr.AddReadGroup(rg); err != nil {\n\t\t\tpanic(err)\n\t\t}\n\n\t\tfo, err := os.Create(fmt.Sprintf(\"%s.bam\", name))\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t\tdefer fo.Close()\n\n\t\to, err := bam.NewWriter(fo, hdr, 1)\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\n\t\tif err := o.Close(); err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t\tbai := \"\"\n\t\tif _, err := os.Stat(f.Name() + \".bai\"); err == nil {\n\t\t\tbai = f.Name() + \".bai\"\n\t\t} else if _, err := os.Stat(f.Name()[:len(f.Name())-4] + \".bai\"); err == nil {\n\t\t\tbai = f.Name()[:len(f.Name())-4] + \".bai\"\n\t\t}\n\t\tif bai == \"\" {\n\t\t\tpanic(fmt.Sprintf(\"unable to find bam index for %s\", f.Name()))\n\t\t}\n\t\tif err := exec.Command(\"cp\", \"-f\", bai, fmt.Sprintf(\"%s.bam.bai\", name)).Run(); err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t\tfmt.Printf(\"wrote: %s.bam\\n\", name)\n\t}\n}\n"
  },
  {
    "path": "indexcov/crai/README.md",
    "content": "\nread a crai and output sizes.\n\nthe python scripts in this directory simplify comparing the output of samtools depth\n\nwith the output of crai.\n\ne.g.\n\n```\nsamtools depth xx/phase3/data/NA21144/alignment/NA21144.mapped.ILLUMINA.bwa.GIH.low_coverage.20130415.bam.cram > t.out\ncat t.out | python agg.py > real.bed\npython plot-vs-with-st-depth.py real.bed o.bed\n```\nwhere o.bed is from the crai.Sizes() (and the output of running go test in this directory).\n"
  },
  {
    "path": "indexcov/crai/crai.go",
    "content": "package crai\n\nimport (\n\t\"bufio\"\n\t\"fmt\"\n\t\"io\"\n\t\"log\"\n\t\"strconv\"\n\t\"strings\"\n)\n\n// note: for index cov, just need alnStart, alnSpan and sliceLen\n// will need to scale sliceLen by 16384/alnSpan and then artifically partition\n// into 16KB chunks?\n\n// Slice holds the index information for a particular cram slice\ntype Slice struct {\n\talnStart int64\n\talnSpan  int64\n\t// Container start byte offset in the file\n\tcontainerStart int64\n\t// Slice start byte offset in the container data (‘blocks’)\n\tsliceStart int64\n\tsliceLen   int32\n}\n\nfunc (s Slice) Start() int64 {\n\treturn s.alnStart\n}\n\nfunc (s Slice) SliceBytes() int32 {\n\treturn s.sliceLen\n}\n\nfunc (s Slice) Span() int64 {\n\treturn s.alnSpan\n}\n\ntype Index struct {\n\tSlices [][]Slice\n}\n\nconst TileWidth = 16384\n\nfunc (idx *Index) Sizes() [][]int64 {\n\trefs := make([][]int64, len(idx.Slices))\n\tfor i, s := range idx.Slices {\n\t\trefs[i] = idx.makeSizes(s)\n\t}\n\treturn refs\n}\n\n// estimate the sizes (in arbitrary units of 16KB blocks from the cram index.\n// the index has arbitrary slice sizes so this function interpolates the 16KB\n// blocks.\nfunc (idx *Index) makeSizes(slices []Slice) []int64 {\n\t// each slice may be hundreds of KB. This function splits those into 16KB chunks to match the\n\t// bam index. If we have e.g. start, end, size: 10000, 30000, 100\n\t// then we have to back fill from 0-10000\n\tif len(slices) == 0 {\n\t\treturn nil\n\t}\n\tlast := slices[len(slices)-1]\n\tif last.alnSpan < 0 {\n\t\tlast.alnSpan = 0\n\t}\n\tif last.alnSpan > 1000000 {\n\t\tlast.alnSpan = 0\n\t}\n\n\tsizes := make([]int64, 0, (last.Start()+last.Span()+TileWidth)/TileWidth)\n\tlastStart := int64(0)\n\tlastVal := int64(0)\n\t//unusedBytes := int32(0)\n\n\tfor _, sl := range slices {\n\t\t// back fill gaps\n\t\tfor k := 0; lastStart < sl.Start()-TileWidth; lastStart += TileWidth {\n\t\t\tif k == 0 {\n\t\t\t\tsizes = append(sizes, lastVal)\n\t\t\t\tlastVal = 0\n\t\t\t} else {\n\t\t\t\tsizes = append(sizes, 0)\n\t\t\t}\n\t\t\tk++\n\t\t}\n\t\toverhang := (sl.Start() - lastStart)\n\t\tif overhang > TileWidth {\n\t\t\tpanic(\"tilewidth logic error\")\n\t\t}\n\t\tfor overhang < -TileWidth {\n\t\t\t// can get here with long reads if a read from the previous slice\n\t\t\t// extended > tileWidth into the next slice.\n\t\t\t// could get slightly better by taking average, but should be pretty close\n\t\t\t// as long as the cram slices are largish.\n\t\t\tsl.alnStart += TileWidth\n\t\t\tsl.alnSpan -= TileWidth\n\t\t\toverhang = (sl.Start() - lastStart)\n\t\t}\n\t\tif sl.alnSpan <= 0 {\n\t\t\t// if we did so much correction for overlapping bins above that alnSpan\n\t\t\t// becomes negative, then just skip this bin.\n\t\t\tcontinue\n\t\t}\n\t\t// 100000 is an arbitrary scalar to make sure we have enough resolution.\n\t\tperBase := int64(100000 * float64(sl.SliceBytes()) / float64(int64(sl.Span())))\n\n\t\tnTiles := int64(float64(sl.Span()) / float64(TileWidth))\n\t\tif nTiles == 0 && sl.Start()-lastStart < TileWidth {\n\t\t\tlastVal = perBase\n\t\t\tcontinue\n\t\t}\n\n\t\tfor i := 0; i < int(nTiles); i++ {\n\t\t\tsizes = append(sizes, perBase)\n\t\t}\n\t\tcmp := int(sl.Start()+sl.Span()) / TileWidth\n\t\tif len(sizes) > cmp+1 || cmp < len(sizes)-1 {\n\t\t\tlog.Println(len(sizes), cmp, overhang, sl.alnSpan)\n\t\t\tpanic(\"logic error\")\n\t\t}\n\n\t\tlastStart += TileWidth * nTiles\n\t\tlastVal = perBase\n\t}\n\treturn sizes\n}\n\nfunc ReadIndex(r io.Reader) (*Index, error) {\n\tb := bufio.NewReader(r)\n\n\tidx := &Index{Slices: make([][]Slice, 0, 2)}\n\tiline := 1\n\n\tfor line, err := b.ReadString('\\n'); err == nil; line, err = b.ReadString('\\n') {\n\t\tparts := strings.Split(strings.TrimSpace(line), \"\\t\")\n\t\tif len(parts) != 6 {\n\t\t\treturn nil, fmt.Errorf(\"crai: expected 6 fields in index, got %d at line %d\", len(parts), iline)\n\t\t}\n\n\t\tsi, err := strconv.Atoi(parts[0])\n\t\tif err != nil {\n\t\t\treturn nil, fmt.Errorf(\"crai: unable to parse seqID (%s) at line %d\", parts[0], iline)\n\t\t}\n\t\tif si == -1 {\n\t\t\t// TODO: handle unmapped.\n\t\t\tcontinue\n\t\t}\n\t\tfor i := len(idx.Slices); i <= si; i++ {\n\t\t\tidx.Slices = append(idx.Slices, make([]Slice, 0, 16))\n\t\t}\n\n\t\tsl := Slice{}\n\t\tif alnStart, err := strconv.Atoi(parts[1]); err != nil {\n\t\t\treturn nil, fmt.Errorf(\"crai: unable to parse alignment start (%s) at line %d\", parts[1], iline)\n\t\t} else {\n\t\t\tsl.alnStart = int64(alnStart)\n\t\t}\n\n\t\tif alnSpan, err := strconv.Atoi(parts[2]); err != nil {\n\t\t\treturn nil, fmt.Errorf(\"crai: unable to parse alignment span (%s) at line %d\", parts[2], iline)\n\t\t} else {\n\t\t\tif alnSpan < 0 {\n\t\t\t\tlog.Printf(\"crai: negative alnSpan in line %d: %s. breaking early.\", iline, line)\n\t\t\t\tbreak\n\t\t\t}\n\t\t\tsl.alnSpan = int64(alnSpan)\n\t\t}\n\n\t\tif containerStart, err := strconv.Atoi(parts[3]); err != nil {\n\t\t\treturn nil, fmt.Errorf(\"crai: unable to parse alignment container start (%s) at line %d\", parts[3], iline)\n\t\t} else {\n\t\t\tsl.containerStart = int64(containerStart)\n\t\t}\n\n\t\tif sliceStart, err := strconv.Atoi(parts[4]); err != nil {\n\t\t\treturn nil, fmt.Errorf(\"crai: unable to parse alignment slice start (%s) at line %d\", parts[4], iline)\n\t\t} else {\n\t\t\tsl.sliceStart = int64(sliceStart)\n\t\t}\n\n\t\tif sliceLen, err := strconv.Atoi(parts[5]); err != nil {\n\t\t\treturn nil, fmt.Errorf(\"crai: unable to parse alignment slice length (%s) at line %d\", parts[5], iline)\n\t\t} else {\n\t\t\tsl.sliceLen = int32(sliceLen)\n\t\t}\n\t\tidx.Slices[si] = append(idx.Slices[si], sl)\n\n\t\tiline++\n\t}\n\treturn idx, nil\n}\n"
  },
  {
    "path": "indexcov/crai/crai_test.go",
    "content": "package crai_test\n\nimport (\n\t\"fmt\"\n\t\"strings\"\n\t\"testing\"\n\n\t\"github.com/brentp/goleft/indexcov/crai\"\n)\n\nfunc TestCrai(t *testing.T) {\n\n\ts := strings.NewReader(`0\t1\t2\t3\t4\t5\n0\t10\t20\t30\t40\t50\n`)\n\tcr, err := crai.ReadIndex(s)\n\tif err != nil {\n\t\tt.Fatal(err)\n\t}\n\n\tif len(cr.Slices) != 1 {\n\t\tt.Fatalf(\"expected 1 chromosome, got %d\", len(cr.Slices))\n\t}\n\n\tsl := cr.Slices[0]\n\n\tif len(sl) != 2 {\n\t\tt.Fatalf(\"expected 2 slices, got %d\", len(sl))\n\t}\n\n\tfor _, t := range sl {\n\t\t_, _, _ = t.Start(), t.Span(), t.SliceBytes()\n\t}\n\n}\n\n// 1146880\nvar idx = 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53930\t1601\t378021\n0\t147743106\t156244\t313233577\t1465\t340355\n0\t147899250\t111732\t313575422\t1590\t353053\n0\t148010883\t232545\t313930090\t1575\t345794\n0\t148243334\t99818\t314277484\t1273\t339652\n0\t148343054\t244805\t314618434\t1943\t380274\n0\t148587763\t164657\t315000676\t1514\t352438\n0\t148752321\t112950\t315354653\t1657\t360987\n0\t148865171\t44917\t315717322\t1389\t374261\n0\t148909991\t97923\t316092997\t1426\t361551\n0\t149007815\t208526\t316455999\t1848\t332068\n0\t149216249\t89328\t316789940\t1719\t363928\n0\t149305491\t151578\t317155612\t1770\t380166\n0\t149457042\t224984\t317537573\t1611\t365659\n0\t149681950\t93349\t317904868\t1688\t359431\n0\t149775203\t134825\t318266012\t1499\t357798\n0\t149909940\t135166\t318625334\t1702\t313541\n`\n\nfunc TestSizes(t *testing.T) {\n\ts := strings.NewReader(idx)\n\n\tcr, err := crai.ReadIndex(s)\n\tif err != nil {\n\t\tt.Fatal(err)\n\t}\n\tfor i, c := range cr.Sizes()[0] {\n\t\tfmt.Printf(\"1\\t%d\\t%d\\t%d\\n\", i*16384, (i+1)*16384, c)\n\t}\n}\n"
  },
  {
    "path": "indexcov/crai/plot-vs-with-st-depth.py",
    "content": "import sys\n\nfreal = sys.argv[1]\nfcram = sys.argv[2]\n\ndef read(path):\n    xs, ys = [], []\n    for toks in (l.rstrip().split(\"\\t\") for l in open(path)):\n        try:\n\n            ys.append(float(toks[3]))\n            xs.append(int(toks[1]))\n        except IndexError:\n            break\n    return xs, ys \n\nrealx, realy = read(freal)\ncramx, cramy = read(fcram)\n\nn = min(len(realx), len(cramx))\n\nimport numpy as np\n\nrealx, realy = realx[:n], np.array(realy[:n])\ncramx, cramy = cramx[:n], np.array(cramy[:n])\n\n\ncramy = cramy.astype(float) / np.median(np.array(cramy))\nrealy = realy.astype(float) / np.median(realy)\n\nassert all(c == r for c, r in zip(cramx, realx))\n\nfrom matplotlib import pyplot as plt\n\nimport seaborn as sns\nsns.set_palette('Set1')\nsns.set_style('whitegrid')\n\nplt.plot(realx, realy, marker=None, lw=1, ls='-', label='samtools-depth')\nplt.plot(realx, cramy, marker=None, lw=1, ls='-', label='cram-index')\nplt.ylim(0, 5)\nplt.xlabel(\"genomic position\")\nplt.ylabel(\"scaled depth\")\nplt.legend()\nplt.show()\n"
  },
  {
    "path": "indexcov/crai/st-depth-to-bins.py",
    "content": "import sys\nfrom itertools import groupby\nimport numpy as np\n\n\ndef gen():\n    for l in sys.stdin:\n        chrom, p, d = l.rstrip().split()\n        if chrom != '1': break\n        p, d = int(p), float(d)\n        yield p, d\n\nlast = 0\ninterval = 16384\nfor i, g in groupby(gen(), lambda (p, d) : p / interval):\n    if i * interval > 150028288:\n        break\n\n    g = list(g)\n    n = len(g)\n    vals = [x[1] for x in g]\n    while last < i * interval:\n        print \"1\\t%d\\t%d\\t0\" % (last, last+16384)\n        last += 16384\n\n    for k in range(interval/16384):\n        print \"1\\t%d\\t%d\\t%.2f\" % ((i+k) * 16384, (i+k+1)*16384, sum(vals) / 16384)\n    last = (i+1) * interval\n"
  },
  {
    "path": "indexcov/functional-tests.sh",
    "content": "#!/bin/bash\n\ntest -e ssshtest || wget -q https://raw.githubusercontent.com/ryanlayer/ssshtest/master/ssshtest\n\n. ssshtest\nset -uo pipefail\n\ngo build -o ./goleft_test ../cmd/goleft/goleft.go\n\ncheck_nobams() {\n    echo \"XXX\"\n}\n\nget() {\n    set -e\n    bam=$1\n    if [[ ! -e $bam ]]; then\n        curl -sS https://s3.amazonaws.com/b4-test-data/$bam > $bam\n    fi\n    if [[ ! -e $bam.bai ]]; then\n        curl -sS https://s3.amazonaws.com/b4-test-data/$bam.bai > $bam.bai\n    fi\n    set +e\n}\n\nnum_colcounts() {\n    set -e\n    f=$1\n    awk 'BEGIN{FS=OFS=\"\\t\"} NR > 1 { print NF }' $f | uniq -c | wc -l\n}\nexport -f num_colcounts\n\n\nrun check_empty ./goleft_test indexcov -d /tmp/tt test-data/sample_issue_27_0001.bam\nassert_exit_code 0\nrm -rf /tmp/tt\n\n\nexport -f check_nobams\nrun check_no_bams ./goleft_test indexcov -d /tmp/tt\nassert_exit_code 255\nassert_in_stderr \"error: bam is required\"\n\n\nget sample_name_0001.bam\nrm -rf /tmp/tt\nrun check_single_sample ./goleft_test indexcov -d /tmp/tt sample_name_0001.bam\nassert_exit_code 0\nassert_in_stderr \"not plotting\"\nassert_equal $(num_colcounts /tmp/tt/tt-indexcov.ped) 1\nassert_equal $(zgrep -wc ^1 /tmp/tt/tt-indexcov.bed.gz ) 14748\n\n\n\nrun check_sex ./goleft_test indexcov -d /tmp/tt --sex \"X,Y\" sample_name_0001.bam\nassert_exit_code 0\nassert_equal $(num_colcounts /tmp/tt/tt-indexcov.ped) 1\n\nget sample_biogo_e_0001.bam\nrun check_issue17 ./goleft_test indexcov -d /tmp/tt sample_biogo_e_0001.bam\nassert_exit_code 1\nassert_in_stderr \"no usable chromsomes in bam\"\n\nrun check_sex_warning ./goleft_test indexcov --sex chrX,chrY -d /tmp/tt sample_name_0001.bam\nassert_equal $(num_colcounts /tmp/tt/tt-indexcov.ped) 1\n\nmkdir -p samples/ && cd samples/\nif [[ ! -e sample_paper.tar.xz ]]; then\n    curl -Ss https://s3.amazonaws.com/b4-test-data/sample_paper.tar.xz > sample_paper.tar.xz\nfi\nif [[ ! -e sample_paper_0030.bam.bai ]]; then\n    tar xJf sample_paper.tar.xz\nfi\nif [[ ! -e sample_paper_0030.bam ]]; then\n    tar xJf sample_paper.tar.xz\nfi\ncd ../\n\n\nrm -r /tmp/tt\nrun check_no_sex ./goleft_test indexcov --sex \"\" -d /tmp/tt samples/*.bam\nassert_in_stderr \"index.html for overview\"\nassert_equal $(num_colcounts /tmp/tt/tt-indexcov.ped) 1\n\n\nif [[ ! -e NA21144.mapped.ILLUMINA.bwa.GIH.low_coverage.20130415.bam.cram.crai ]]; then\n    wget -q ftp://ftp.1000genomes.ebi.ac.uk/vol1/ftp/phase3/data/NA21144/alignment/NA21144.mapped.ILLUMINA.bwa.GIH.low_coverage.20130415.bam.cram.crai\nfi\nif [[ ! -e human_g1k_v37.fasta.fai ]]; then\n    wget -q ftp://ftp.1000genomes.ebi.ac.uk/vol1/ftp/technical/reference/human_g1k_v37.fasta.fai\nfi\n\n#export INDEXCOV_FMT=svg\nrun check_cohort ./goleft_test indexcov -d /tmp/tt samples/*.bam\nassert_exit_code 0\nassert_equal $(num_colcounts /tmp/tt/tt-indexcov.ped) 1\n\n\nrm -f /tmp/tt/tt-indexcov.bed.gz\nrun check_exclude ./goleft_test indexcov --excludepatt '^1$' -d /tmp/tt samples/sample_paper_0001.bam\nassert_equal $(zgrep -wc ^1 /tmp/tt/tt-indexcov.bed.gz ) 0\nassert_exit_code 0\ncat $STDERR_FILE\n\nrun check_crai ./goleft_test indexcov --fai human_g1k_v37.fasta.fai -d /tmp/1kg NA21144.mapped.ILLUMINA.bwa.GIH.low_coverage.20130415.bam.cram.crai\nassert_exit_code 0\nassert_in_stderr \"index.html for overview\"\nassert_equal $(num_colcounts /tmp/1kg/1kg-indexcov.ped) 1\n\nrun check_crai_long_reads ./goleft_test indexcov -fai test-data/viral.fa.fai -d /tmp/clr test-data/viral.crai\nassert_exit_code 0\nassert_in_stderr \"index.html for overview\"\n\n"
  },
  {
    "path": "indexcov/indexcov.go",
    "content": "package indexcov\n\nimport (\n\t\"bufio\"\n\t\"compress/gzip\"\n\t\"fmt\"\n\t\"html/template\"\n\t\"io\"\n\t\"log\"\n\t\"os\"\n\t\"os/exec\"\n\t\"path/filepath\"\n\t\"reflect\"\n\t\"regexp\"\n\t\"sort\"\n\t\"strconv\"\n\t\"strings\"\n\t\"sync\"\n\t\"time\"\n\n\t\"gonum.org/v1/gonum/floats\"\n\t\"gonum.org/v1/gonum/mat\"\n\t\"gonum.org/v1/gonum/stat\"\n\n\targ \"github.com/alexflint/go-arg\"\n\t\"github.com/biogo/biogo/io/seqio/fai\"\n\t\"github.com/biogo/hts/bam\"\n\t\"github.com/biogo/hts/bgzf\"\n\t\"github.com/biogo/hts/sam\"\n\tchartjs \"github.com/brentp/go-chartjs\"\n\t\"github.com/brentp/go-chartjs/types\"\n\t\"github.com/brentp/goleft\"\n\t\"github.com/brentp/goleft/indexcov/crai\"\n\t\"github.com/brentp/xopen\"\n)\n\n// Ploidy indicates the expected ploidy of the samples.\nvar Ploidy = 2\n\nvar cli = &struct {\n\tDirectory      string         `arg:\"-d,required,help:directory for output files\"`\n\tIncludeGL      bool           `arg:\"-e,help:plot GL chromosomes like: GL000201.1 which are not plotted by default\"`\n\tExcludePatt    string         `arg:-p,help:regular expression of chromosome names to exclude\"`\n\tSex            string         `arg:\"-X,help:comma delimited names of the sex chromosome(s) used to infer sex. Set to '' if no sex chromosomes are present.\"`\n\tChrom          string         `arg:\"-c,help:optional chromosome to extract depth. default is entire genome.\"`\n\tFai            string         `arg:\"-f,help:fasta index file. Required when crais are used.\"`\n\tExtraNormalize bool           `arg:\"-n,help:normalize across samples and do local smoothign within sample. this is recommended for CRAI\"`\n\tBam            []string       `arg:\"positional,required,help:bam(s) or crais for which to estimate coverage\"`\n\tsex            []string       `arg:\"-\"`\n\texclude        *regexp.Regexp `arg:\"-\"`\n}{Sex: \"X,Y\", ExcludePatt: `^chrEBV$|^NC|_random$|Un_|^HLA\\-|_alt$|hap\\d$`}\n\n// MaxCN is the maximum normalized value.\nvar MaxCN = float32(8)\n\n// Index wraps a bam.Index to cache calculated values.\ntype Index struct {\n\t*bam.Index\n\tcrai *crai.Index\n\tpath string\n\n\t//mu                *sync.RWMutex\n\tmedianSizePerTile float64\n\tsizes             [][]int64\n\tmapped            uint64\n\tunmapped          uint64\n}\n\nfunc (i *Index) Path() string {\n\treturn i.path\n}\n\n// Sizes returns the size of each block in slices of chromosomes.\nfunc (i *Index) Sizes() [][]int64 {\n\treturn i.sizes\n}\n\nfunc vOffset(o bgzf.Offset) int64 {\n\treturn o.File<<16 | int64(o.Block)\n}\n\n// init sets the medianSizePerTile\nfunc (x *Index) init() {\n\tif x.Index != nil {\n\t\tx.sizes, x.mapped, x.unmapped = getSizes(x.Index)\n\t\tx.Index = nil\n\t} else if x.crai != nil {\n\t\tx.sizes = x.crai.Sizes()\n\t\tif x.sizes == nil {\n\t\t\tlog.Fatal(\"bad index:\", x.path)\n\t\t}\n\t\tx.crai = nil\n\t}\n\n\t// sizes is used to get the median.\n\tsizes := make([]int64, 0, 16384)\n\tfor k := 0; k < len(x.sizes); k++ {\n\t\tsizes = append(sizes, x.sizes[k]...)\n\t}\n\tif len(sizes) < 1 {\n\t\tlog.Fatalf(\"indexcov: no usable chromsomes in bam: %s\", x.path)\n\t}\n\n\tsort.Slice(sizes, func(i, j int) bool { return sizes[i] < sizes[j] })\n\ttotal := int64(0)\n\tcumsum := make([]int64, len(sizes))\n\n\t// some bins with very high coverage can screw the normalization.\n\t// so we cap at the 98th percentile and then take the bin that passed then\n\t// median.\n\tn98 := sizes[int(0.98*float64(len(sizes)))]\n\tfor i, s := range sizes {\n\t\tif s > n98 {\n\t\t\ts = n98\n\t\t}\n\t\ttotal += s\n\t\tcumsum[i] = total\n\t}\n\tvar idx = sort.Search(len(cumsum), func(i int) bool { return (cumsum[i]) > (total / 2) })\n\tfor idx >= len(sizes) {\n\t\tidx--\n\t}\n\n\tx.medianSizePerTile = float64(sizes[idx])\n}\n\n// NormalizedDepth returns a list of numbers for the normalized depth of the given region.\n// Values are scaled to have a mean of 1. If end is 0, the full chromosome is returned.\nfunc (x *Index) NormalizedDepth(refID int) []float32 {\n\n\tif x.medianSizePerTile == 0.0 {\n\t\tx.init()\n\t}\n\tif refID >= len(x.sizes) {\n\t\treturn make([]float32, 0)\n\t}\n\tref := x.sizes[refID]\n\n\tdepths := make([]float32, 0, len(ref))\n\tif x.medianSizePerTile == 0 {\n\t\treturn depths\n\t}\n\n\tfor i, o := range ref {\n\t\tdepths = append(depths, float32(float64(o)/x.medianSizePerTile))\n\t\tif depths[i] > 50000 {\n\t\t\tdepths[i] = 50000\n\t\t}\n\t}\n\treturn depths\n}\n\nconst slots = 70\n\n// with 0.5, we'll get centered at 1 and max of 2.\n// so the max is 1/slotsMid\nconst slotsMid = float64(2) / float64(3)\n\nfunc tint(f float32) int {\n\tif v := int(f); v < slots {\n\t\tif v < 0 {\n\t\t\treturn 0\n\t\t}\n\t\treturn v\n\t}\n\treturn slots - 1\n}\n\n// CountsAtDepth calculates the count of items in depths that are at 100 * d\nfunc CountsAtDepth(depths []float32, counts []int) {\n\tif len(counts) != slots {\n\t\tpanic(fmt.Sprintf(\"indexcov: expecting counts to be length %d, was: %d\", slots, len(counts)))\n\t}\n\tfor _, d := range depths {\n\t\tcounts[tint(d*(slots*float32(slotsMid))+0.5)]++\n\t}\n}\n\n// CountsROC returns a slice that indicates the cumulative proportion of\n// 16KB chunks that were at least (normalized) depth given by their index.\nfunc CountsROC(counts []int) []float32 {\n\ttotals := make([]int, len(counts))\n\ttotals[len(totals)-1] = counts[len(totals)-1]\n\tfor i := len(totals) - 2; i >= 0; i-- {\n\t\ttotals[i] = totals[i+1] + counts[i]\n\t}\n\tmax := float32(totals[0])\n\troc := make([]float32, len(counts))\n\tfor i := 0; i < len(roc); i++ {\n\t\troc[i] = float32(totals[i]) / max\n\t}\n\treturn roc\n}\n\nfunc getRef(b *bam.Reader, chrom string) *sam.Reference {\n\trefs := b.Header().Refs()\n\tif strings.HasPrefix(chrom, \"chr\") {\n\t\tchrom = chrom[3:]\n\t}\n\tfor _, ref := range refs {\n\t\tif chrom == ref.Name() {\n\t\t\treturn ref\n\t\t}\n\t\tif strings.HasPrefix(ref.Name(), \"chr\") {\n\t\t\tif chrom == ref.Name()[3:] {\n\t\t\t\treturn ref\n\t\t\t}\n\t\t}\n\t}\n\treturn nil\n}\n\nfunc GetShortName(b string, isCrai bool) (string, error) {\n\t// TODO: replace this with samplename.Names()\n\n\tif !isCrai {\n\t\tfh, err := os.Open(b)\n\t\tif err != nil {\n\t\t\treturn \"\", err\n\t\t}\n\t\tdefer fh.Close()\n\t\tbr, err := bam.NewReader(fh, 1)\n\t\tif err != nil {\n\t\t\treturn \"\", err\n\t\t}\n\t\tdefer br.Close()\n\t\tm := make(map[string]bool)\n\t\tfor _, rg := range br.Header().RGs() {\n\t\t\tm[rg.Get(sam.Tag([2]byte{'S', 'M'}))] = true\n\t\t}\n\t\tif len(m) > 1 {\n\t\t\treturn \"\", fmt.Errorf(\"bam reagroup: more than one RG for %s\", b)\n\t\t}\n\t\tfor sm := range m {\n\t\t\treturn sm, nil\n\t\t}\n\t}\n\tvs := strings.Split(b, \"/\")\n\tv := vs[len(vs)-1]\n\tvs = strings.Split(v, \".\")\n\tif len(vs) <= 2 {\n\t\treturn vs[0], nil\n\t}\n\tv = strings.Join(vs[0:len(vs)-1], \"-\")\n\treturn v, nil\n}\n\nfunc getWriter(base string) (*bgzf.Writer, error) {\n\tfh, err := os.Create(fmt.Sprintf(\"%s.bed.gz\", base))\n\tif err != nil {\n\t\treturn nil, err\n\t}\n\tw := bgzf.NewWriter(fh, 1)\n\tw.ModTime = time.Unix(0, 0)\n\tw.OS = 0xff\n\treturn w, nil\n}\n\nfunc zero(ints []int) {\n\tfor i := range ints {\n\t\tints[i] = 0\n\t}\n}\n\nfunc getDirectory(path string) (bool, error) {\n\tfi, err := os.Stat(path)\n\tif err != nil {\n\t\tif err := os.MkdirAll(path, 0755); err != nil {\n\t\t\treturn false, err\n\t\t}\n\t\treturn true, nil\n\t}\n\treturn fi.IsDir(), nil\n}\n\n// ReadFai returns a slit of references from the fai path.\n// If chrom is \"\" all chromosomes are returned.\nfunc ReadFai(path string, chrom string) []*sam.Reference {\n\tf, err := os.Open(path)\n\tif err != nil {\n\t\tfmt.Fprintf(os.Stderr, \"error opening fai: %s. Is is present?\\n\", path)\n\t\tpanic(err)\n\t}\n\tidx, err := fai.ReadFrom(f)\n\tif err != nil {\n\t\tfmt.Fprintf(os.Stderr, \"error opening fai: %s. are you sure this i  s a valid fasta index?\\n\", path)\n\t\tpanic(err)\n\t}\n\trecs := make([]fai.Record, 0, len(idx))\n\tfor _, rec := range idx {\n\t\trecs = append(recs, rec)\n\t}\n\tsort.Slice(recs, func(i, j int) bool { return recs[i].Start < recs[j].Start })\n\trefs := make([]*sam.Reference, 0, len(idx))\n\tfor _, rec := range recs {\n\t\tif chrom != \"\" && rec.Name != chrom {\n\t\t\tcontinue\n\t\t}\n\t\tref, err := sam.NewReference(rec.Name, \"\", \"\", rec.Length, nil, nil)\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t\t// add to the header so the id gets set.\n\t\trefs = append(refs, ref)\n\t}\n\n\tif len(refs) == 0 {\n\t\tif chrom != \"\" {\n\t\t\tlog.Printf(\"ERROR: didn't find %s in %s\", chrom, path)\n\t\t}\n\t\tpanic(fmt.Sprintf(\"ERROR: didn't find any usable chromosomes in %s\", path))\n\t}\n\th, err := sam.NewHeader(nil, refs)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\treturn h.Refs()\n}\n\nfunc RefsFromBam(path string, chrom string) []*sam.Reference {\n\trdr, err := os.Open(path)\n\tif err != nil {\n\t\tlog.Println(\"ERROR: since no .fai was specified, expected input to be a list of bams\")\n\t\tlog.Printf(\"ERROR: got, e.g. %s\", path)\n\t\tpanic(err)\n\t}\n\tbrdr, err := bam.NewReader(rdr, 2)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\n\trefs := brdr.Header().Refs()\n\tif chrom != \"\" {\n\t\trefs = append(refs, getRef(brdr, chrom))\n\t}\n\trdr.Close()\n\tbrdr.Close()\n\tif refs == nil {\n\t\tpanic(fmt.Sprintf(\"indexcov: chromosome: %s not found\", chrom))\n\t}\n\treturn refs\n}\n\nfunc getReferences() []*sam.Reference {\n\tif strings.HasSuffix(cli.Bam[0], \".bam\") {\n\t\treturn RefsFromBam(cli.Bam[0], cli.Chrom)\n\t}\n\n\tif cli.Fai != \"\" {\n\t\treturn ReadFai(cli.Fai, cli.Chrom)\n\t}\n\n\tif strings.HasSuffix(cli.Bam[0], \".crai\") {\n\t\tpath := cli.Bam[0][:len(cli.Bam[0])-5]\n\t\tif xopen.Exists(cli.Bam[0][:len(cli.Bam[0])-5] + \".cram\") {\n\t\t\tpath = cli.Bam[0][:len(cli.Bam[0])-5] + \".cram\"\n\t\t}\n\n\t\tif p, err := exec.LookPath(\"samtools\"); err == nil {\n\t\t\tlog.Println(p, \"view\", \"-H\", path)\n\t\t\tif out, e := exec.Command(p, \"view\", \"-H\", path).Output(); e == nil {\n\t\t\t\tif h, e := sam.NewHeader(out, nil); e == nil {\n\t\t\t\t\treturn h.Refs()\n\t\t\t\t}\n\t\t\t} else {\n\t\t\t\tlog.Println(e)\n\t\t\t}\n\t\t} else {\n\t\t\tlog.Println(err)\n\t\t\tlog.Fatal(\"indexcov: samtools is required to be on the path if indexcov is given cram indexes without an fai\")\n\t\t}\n\t}\n\treturn RefsFromBam(cli.Bam[0], cli.Chrom)\n}\n\nfunc expandGlobs(paths []string) []string {\n\tresult := make([]string, 0, len(paths))\n\tfor _, p := range paths {\n\t\tmatches, err := filepath.Glob(p)\n\t\tif err != nil {\n\t\t\tlog.Fatal(\"indexcov: error with file path:\" + p + \"\\n\" + err.Error())\n\t\t}\n\t\tfor _, m := range matches {\n\t\t\tresult = append(result, m)\n\t\t}\n\t}\n\treturn result\n\n}\n\n// Main is called from the goleft dispatcher\nfunc Main() {\n\n\tchartjs.XFloatFormat = \"%.0f\"\n\tp := arg.MustParse(cli)\n\tif len(cli.Bam) == 0 {\n\t\tp.Fail(fmt.Sprintf(\"indexcov: expected at least 1 bam/bai/crai: %s\", os.Args))\n\t}\n\tif len(cli.Sex) > 0 {\n\t\tcli.sex = strings.Split(strings.TrimSpace(cli.Sex), \",\")\n\t}\n\tif cli.ExcludePatt != \"\" {\n\t\tcli.exclude = regexp.MustCompile(cli.ExcludePatt)\n\t}\n\n\tif exists, err := getDirectory(cli.Directory); err != nil || !exists {\n\t\tlog.Fatalf(\"indexcov: error creating specified directory: %s, %s\", cli.Directory, err)\n\t}\n\n\t// the lengths and names of references from bams or fasta\n\trefs := getReferences()\n\n\tcli.Bam = expandGlobs(cli.Bam)\n\n\tnames := make([]string, len(cli.Bam))\n\tidxs := make([]*Index, len(cli.Bam))\n\tch := make(chan rdi, 8)\n\twg := &sync.WaitGroup{}\n\twg.Add(8)\n\tfor k := 0; k < 8; k++ {\n\t\tgo func() {\n\t\t\tfor r := range ch {\n\t\t\t\tidx, name, i := readIndex(r)\n\t\t\t\tnames[i] = name\n\t\t\t\tidxs[i] = idx\n\t\t\t}\n\t\t\twg.Done()\n\t\t}()\n\t}\n\tfor i, b := range cli.Bam {\n\t\tch <- rdi{bamPath: b, i: i}\n\t}\n\tclose(ch)\n\twg.Wait()\n\n\tsexes, counts, pca8, chromNames, slopes := run(refs, idxs, names, getBase(cli.Directory), cli.ExtraNormalize)\n\tmapped := make([]uint64, len(names))\n\tunmapped := make([]uint64, len(names))\n\tanygt := false\n\tfor i, ix := range idxs {\n\t\tmapped[i] = ix.mapped\n\t\tunmapped[i] = ix.unmapped\n\t\tif ix.mapped > 0 || ix.unmapped > 0 {\n\t\t\tanygt = true\n\t\t}\n\t}\n\tif !anygt {\n\t\tmapped = nil\n\t\tunmapped = nil\n\t}\n\n\tchartjs.XFloatFormat = \"%.2f\"\n\tif indexPath := writeIndex(sexes, counts, names, cli.Directory, pca8, slopes, chromNames, mapped, unmapped); indexPath != \"\" {\n\t\tfmt.Fprintf(os.Stderr, \"indexcov finished: see %s for overview of output\\n\", indexPath)\n\t}\n}\n\ntype rdi struct {\n\tbamPath string\n\ti       int\n}\n\n// ReadIndex returns an Index pointer from the specified bam or crai path.\nfunc ReadIndex(path string) *Index {\n\ti, _, _ := readIndex(rdi{path, 0})\n\treturn i\n}\n\n// get an initialized index from a bamPath.\n// `i` is used in the return when parallelized to keep same order.\nfunc readIndex(r rdi) (*Index, string, int) {\n\tb := r.bamPath\n\n\tif strings.HasSuffix(b, \".crai\") {\n\t\tf, err := os.Open(b)\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t\tgz, err := gzip.NewReader(f)\n\t\tif err != nil {\n\t\t\tlog.Printf(\"error from index: %s\", b)\n\t\t\tpanic(err)\n\t\t}\n\t\tcr, err := crai.ReadIndex(gz)\n\t\tif err != nil {\n\t\t\tlog.Printf(\"error from index: %s\", b)\n\t\t\tpanic(err)\n\t\t}\n\t\tidx := &Index{crai: cr, path: b}\n\t\tidx.init()\n\t\tnm, err := GetShortName(b, true)\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t\treturn idx, nm, r.i\n\t}\n\n\tsuf := \".bai\"\n\tif strings.HasSuffix(b, \".bai\") {\n\t\tsuf = \"\"\n\t}\n  if strings.HasSuffix(b, \".cram\") {\n    log.Printf(\"WARNING: when using CRAM files, send the crai indexes to indexcov, not the alignment files\")\n  }\n\trdr, err := os.Open(b + suf)\n\tif err != nil {\n\t\tvar terr error\n\t\trdr, terr = os.Open(b[:(len(b)-4)] + suf)\n\t\tif terr != nil {\n\t\t\tpanic(err)\n\t\t}\n\t}\n\n\tdx, err := bam.ReadIndex(bufio.NewReader(rdr))\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tidx := &Index{Index: dx, path: b}\n\tidx.init()\n\tnm, err := GetShortName(b, strings.HasSuffix(b, \".bai\"))\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\treturn idx, nm, r.i\n}\n\n// if there are more samples than this then the depth plots won't be drawn.\nconst maxSamples = 100\n\nfunc sameChrom(as []string, b string) bool {\n\tfor _, a := range as {\n\t\tif a == b {\n\t\t\treturn true\n\t\t}\n\t\tna := a\n\t\tif strings.HasPrefix(a, \"chr\") {\n\t\t\tna = a[3:]\n\t\t} else if strings.HasPrefix(b, \"chr\") {\n\t\t\tna = \"chr\" + a\n\t\t}\n\t\tif na == b {\n\t\t\treturn true\n\t\t\t//log.Printf(`indexcov: found chromosome \"%s\", wanted \"%s\" please use exact chromosome names for --sex.`, b, a)\n\t\t}\n\t}\n\treturn false\n}\n\nfunc normalizeAcrossSamples(depths [][]float32) {\n\t// depths is n_samples, n-sites\n\tif len(depths) < 5 {\n\t\treturn\n\t}\n\tvar maxLen = 0\n\tfor _, d := range depths {\n\t\tif len(d) > maxLen {\n\t\t\tmaxLen = len(d)\n\t\t}\n\t}\n\tfor j := 0; j < maxLen; j++ {\n\t\tvar m float64 = 0\n\t\tvar n float64 = 0\n\t\tfor i := range depths {\n\t\t\tif len(depths[i]) > j {\n\t\t\t\t// take mean of j-1:j+1 for a bit of smoothing\n\t\t\t\tm += float64(depths[i][j])\n\t\t\t\tn++\n\t\t\t\tif j > 0 {\n\t\t\t\t\tm += float64(depths[i][j-1])\n\t\t\t\t\tn++\n\t\t\t\t}\n\t\t\t\tif j < len(depths[i])-1 {\n\t\t\t\t\tm += float64(depths[i][j+1])\n\t\t\t\t\tn++\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\t\tif int(n) < 3*len(depths)-4 {\n\t\t\tcontinue\n\t\t}\n\t\tm /= n\n\t\tif m < 0.1 {\n\t\t\tcontinue\n\t\t}\n\t\tfor i := range depths {\n\t\t\tif len(depths[i]) > j {\n\t\t\t\tdepths[i][j] /= float32(m)\n\t\t\t\tif j > 2 && j < len(depths[i])-3 {\n\t\t\t\t\t// i + 1 is not scaled yet, so scale it here.\n\t\t\t\t\t// moving average of window-size 5\n\t\t\t\t\tdepths[i][j] = 1.0 / 7.0 * (depths[i][j-3] + depths[i][j-2] + depths[i][j-1] + depths[i][j] + depths[i][j+1]/float32(m) + depths[i][j+2]/float32(m) + depths[i][j+3]/float32(m))\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\t}\n\n}\n\nfunc run(refs []*sam.Reference, idxs []*Index, names []string, base string, interSampleNormalize bool) (map[string][]float64, []*counter, [][]uint8, []string, []float32) {\n\t// keep a slice of charts since we plot all of the coverage roc charts in a single html file.\n\tsexes := make(map[string][]float64)\n\tcounts := make([][]int, len(idxs))\n\tdepths := make([][]float32, len(idxs))\n\t// slope of coverage line between 1-delta and 1+delta.\n\tslopes, nSlopes := make([]float32, len(idxs)), 0\n\n\toffs := make([]*counter, len(idxs))\n\t// uint8 to use less memory.\n\tpca8 := make([][]uint8, len(idxs))\n\tlog.Printf(\"indexcov: running on %d indexes\", len(idxs))\n\tif len(idxs) > maxSamples {\n\t\tlog.Printf(\"indexcov: creating only static (no interactive) plots for depth because # of samples %d is > %d\\n\", len(idxs), maxSamples)\n\t}\n\n\ttmp, err := getWriter(base)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tdefer tmp.Close()\n\tbgz := bufio.NewWriter(tmp)\n\tdefer bgz.Flush()\n\n\trtmp, err := os.Create(fmt.Sprintf(\"%s.roc\", base))\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tdefer rtmp.Close()\n\trfh := bufio.NewWriter(rtmp)\n\tdefer rfh.Flush()\n\tchromNames := make([]string, 0, len(refs))\n\n\tfmt.Fprintf(bgz, \"#chrom\\tstart\\tend\\t%s\\n\", strings.Join(names, \"\\t\"))\n\tir := -1\n\tvar nreported = 0\n\tfor _, ref := range refs {\n\t\tchrom := ref.Name()\n\t\tif cli.exclude != nil && cli.exclude.Match([]byte(chrom)) {\n\t\t\tif nreported < 10 {\n\t\t\t\tlog.Printf(\"indexcv: excluding chromosome: %s because of exclude-pattern: %s\", chrom, cli.ExcludePatt)\n\t\t\t\tnreported += 1\n\t\t\t\tif nreported == 10 {\n\t\t\t\t\tlog.Println(\"not reporting further skipped chromosomes\")\n\t\t\t\t}\n\t\t\t}\n\t\t\tcontinue\n\t\t}\n\t\tir++\n\t\t// Some samples may not have all the data, so we always take the longest sample for printing.\n\t\tlongest, longesti := 0, 0\n\n\t\tfor k, idx := range idxs {\n\t\t\tif ir == 0 {\n\t\t\t\tpca8[k] = make([]uint8, 0, 2e5)\n\t\t\t\toffs[k] = &counter{}\n\t\t\t}\n\t\t\tdepths[k] = idx.NormalizedDepth(ref.ID())\n\t\t\tif len(depths[k]) > longest {\n\t\t\t\tlongesti = k\n\t\t\t\tlongest = len(depths[k])\n\t\t\t}\n\t\t\tif ir == 0 {\n\t\t\t\tcounts[k] = make([]int, slots)\n\t\t\t} else {\n\t\t\t\tzero(counts[k])\n\t\t\t}\n\n\t\t}\n\t\tisSex := sameChrom(cli.sex, chrom)\n\n\t\tif interSampleNormalize && !isSex {\n\t\t\tnormalizeAcrossSamples(depths)\n\t\t}\n\n\t\tfor k := range idxs {\n\t\t\tCountsAtDepth(depths[k], counts[k])\n\t\t}\n\n\t\tfor i := 0; i < len(depths[longesti]); i++ {\n\t\t\tfmt.Fprintf(bgz, \"%s\\t%d\\t%d\\t%s\\n\", chrom, i*16384, (i+1)*16384, depthsFor(depths, i))\n\t\t}\n\n\t\tif isSex {\n\t\t\tif len(depths[longesti]) > 0 {\n\t\t\t\tsexes[chrom] = GetCN(depths)\n\t\t\t}\n\t\t} else {\n\t\t\t// now add non-sex chromosomes to the pca data since we know the longest.\n\t\t\tvar dp float32\n\t\t\tfor k := range idxs {\n\t\t\t\ti := -1 // initalize to -1 to differentiate from never entering loop.\n\t\t\t\tdps := depths[k]\n\t\t\t\tfor i, dp = range dps {\n\t\t\t\t\t// := depths[k][i]\n\t\t\t\t\tif dp > MaxCN {\n\t\t\t\t\t\tdp = MaxCN\n\t\t\t\t\t\tdepths[k][i] = dp\n\t\t\t\t\t}\n\t\t\t\t\tpca8[k] = append(pca8[k], uint8(65535/MaxCN*dp+0.5))\n\t\t\t\t}\n\t\t\t\tfor ; i < longest; i++ {\n\t\t\t\t\tpca8[k] = append(pca8[k], 0)\n\t\t\t\t}\n\t\t\t\toffs[k].count(dps, longest)\n\t\t\t}\n\t\t}\n\n\t\tif len(depths[longesti]) > 0 {\n\t\t\tc, rocs := writeROCs(counts, names, chrom, rfh)\n\t\t\t// only plot those with at least 3 regions.\n\t\t\tif (cli.IncludeGL || !strings.HasPrefix(chrom, \"GL\")) && len(depths[longesti]) > 2 {\n\t\t\t\tif !isSex && longest > 100 {\n\t\t\t\t\tupdateSlopes(rocs, float32(ref.Len())/1e6, slopes)\n\t\t\t\t\tnSlopes++\n\t\t\t\t}\n\t\t\t\tchromNames = append(chromNames, chrom)\n\t\t\t\tif err := plotDepths(depths, names, chrom, base, len(names) <= maxSamples); err != nil {\n\t\t\t\t\tpanic(err)\n\t\t\t\t}\n\t\t\t\ttmp := chartjs.XFloatFormat\n\t\t\t\tchartjs.XFloatFormat = \"%.2f\"\n\t\t\t\tc.Options.Legend = &chartjs.Legend{Display: types.False}\n\t\t\t\tlink := `<a href=\"index.html\">back to index</a>`\n\t\t\t\tsaveCharts(fmt.Sprintf(\"%s-roc-%s.html\", base, chrom), \"\", link, c)\n\t\t\t\tchartjs.XFloatFormat = tmp\n\t\t\t\tasPng(fmt.Sprintf(\"%s-roc-%s.png\", base, chrom), c, 4, 3)\n\t\t\t}\n\t\t}\n\t}\n\tfor i, s := range slopes {\n\t\tslopes[i] = s / float32(nSlopes)\n\t}\n\tcheckSexes(sexes, cli.sex)\n\treturn sexes, offs, pca8, chromNames, slopes\n}\n\n// updateSlopes adjusts the slopes slice for each sample.\n// The value is the slope between 1+/-delta scaled by scalar\n// where scalar is likely chromosome length to weight chromosomes.\nfunc updateSlopes(rocs [][]float32, scalar float32, slopes []float32) {\n\t//mid := slotsMid * slots\n\tn := 0.1\n\tilo := int(0.5 + (slotsMid-n)*slots)\n\tihi := int(0.5 + (slotsMid+n)*slots)\n\t// value around 1 is: (0.6666+/-0.15)/0.6666\n\tfor i := range slopes {\n\t\tvals := rocs[i]\n\t\tlo, hi := vals[ilo], vals[ihi]\n\t\tslopes[i] += float32(lo-hi) * scalar\n\t}\n}\n\nfunc keys(o map[string][]float64) []string {\n\tskeys := make([]string, 0, len(o))\n\tfor k := range o {\n\t\tskeys = append(skeys, k)\n\t}\n\treturn skeys\n}\n\nfunc checkSexes(obs map[string][]float64, exp []string) {\n\tif len(obs) != len(exp) {\n\t\tmsg := fmt.Sprintf(\"indexcov: expected %d sex chromosomes, found: %d.\", len(exp), len(obs))\n\t\tmsg += fmt.Sprintf(\"\\nyou can set the expected with --sex '%s'\", strings.Join(keys(obs), \",\"))\n\t\t// if it found no sex chromosomes *and* it was not the default, then error.\n\t\t// but it it was the default, it's just a warning.\n\t\tif len(obs) == 0 && !reflect.DeepEqual(exp, []string{\"X\", \"Y\"}) {\n\t\t\tlog.Fatal(\"(FATAL) \" + msg)\n\t\t}\n\t\tfmt.Fprintln(os.Stderr, \"(WARNING) \"+msg)\n\t}\n}\n\nfunc pca(pca8 [][]uint8, samples []string) (*mat.Dense, []chartjs.Chart, string) {\n\timat := mat.NewDense(len(pca8), len(pca8[0]), nil)\n\trow := make([]float64, len(pca8[0]))\n\tfor i := 0; i < len(pca8); i++ {\n\t\tfor j, v := range pca8[i] {\n\t\t\trow[j] = float64(v)\n\t\t}\n\t\timat.SetRow(i, row)\n\t}\n\tvar pc stat.PC\n\tif ok := pc.PrincipalComponents(imat, nil); !ok {\n\t\tpanic(\"indexcov: error with principal components\")\n\t}\n\n\tk := 5\n\tvars := pc.VarsTo(nil)\n\tfloats.Scale(1/floats.Sum(vars), vars)\n\tif len(vars) < k {\n\t\tk = len(vars)\n\t\tlog.Printf(\"got: %d principal components\", len(vars))\n\t\tif k < 3 {\n\t\t\tlog.Printf(\"indexcov: %d principal components, not plotting\", k)\n\t\t\treturn nil, nil, \"\"\n\t\t}\n\t}\n\tvars = vars[:k]\n\n\tvar proj mat.Dense\n\tvar dst mat.Dense\n\tpc.VectorsTo(&dst)\n\tproj.Mul(imat, dst.Slice(0, len(pca8[0]), 0, k))\n\tpcaPlots, customjs := plotPCA(&proj, samples, vars)\n\n\treturn &proj, pcaPlots, customjs\n}\n\nfunc getBase(directory string) string {\n\tprefix := filepath.Base(directory)\n\treturn directory + string(os.PathSeparator) + prefix + \"-indexcov\"\n}\n\n// write an index.html and a ped file. includes the PC projections and inferred sexes.\nfunc writeIndex(sexes map[string][]float64, counts []*counter, samples []string, directory string, pca8 [][]uint8, slopes []float32,\n\tchromNames []string, mapped []uint64, unmapped []uint64) string {\n\tif len(sexes) == 0 {\n\t\tlog.Println(\"sex chromosomes not found.\")\n\t}\n\tpcs, pcaPlots, pcajs := pca(pca8, samples)\n\tbinChart, binjs := plotBins(counts, samples)\n\n\tsexes[\"_inferred\"] = make([]float64, len(samples))\n\tf, err := os.Create(fmt.Sprintf(\"%s.ped\", getBase(directory)))\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tdefer f.Close()\n\thdr := make([]string, len(sexes)-1, len(sexes)+7)\n\tkeys := make([]string, 0, len(sexes))\n\tfor k := range sexes {\n\t\tif k == \"_inferred\" {\n\t\t\tcontinue\n\t\t}\n\t\tkeys = append(keys, k)\n\t}\n\tsort.Strings(keys)\n\tfor i, k := range keys {\n\t\thdr[i] = \"CN\" + k\n\t}\n\thdr = append(hdr, []string{\"bins.out\", \"bins.lo\", \"bins.hi\", \"bins.in\", \"slope\", \"p.out\"}...)\n\tvar c int\n\tif pcs != nil {\n\t\t_, c = pcs.Dims()\n\t\tfor i := 0; i < 5 && i < c; i++ {\n\t\t\thdr = append(hdr, fmt.Sprintf(\"PC%d\", i+1))\n\t\t}\n\t}\n\tif mapped != nil {\n\t\thdr = append(hdr, \"mapped\")\n\t\thdr = append(hdr, \"unmapped\")\n\t}\n\n\tfmt.Fprintf(f, \"#family_id\\tsample_id\\tpaternal_id\\tmaternal_id\\tsex\\tphenotype\\t%s\\n\", strings.Join(hdr, \"\\t\"))\n\ttmpl := \"unknown\\t%s\\t-9\\t-9\\t%d\\t-9\\t\"\n\tvar inferred int\n\tfor i, s := range samples {\n\t\tif counts[i] == nil {\n\t\t\tcontinue\n\t\t}\n\t\tif len(sexes) > 1 { // 1 key for _inferred\n\t\t\tinferred = int(0.5 + sexes[keys[0]][i])\n\t\t} else {\n\t\t\tinferred = -9\n\t\t}\n\t\tfmt.Fprintf(f, tmpl, s, inferred)\n\t\tsexes[\"_inferred\"][i] = float64(inferred)\n\t\ts := make([]string, 0, len(keys)+4)\n\t\tfor _, k := range keys {\n\t\t\tif _, ok := sexes[k]; ok {\n\t\t\t\ts = append(s, fmt.Sprintf(\"%.2f\", sexes[k][i]))\n\t\t\t} else {\n\t\t\t\ts = append(s, \"-9\")\n\t\t\t}\n\t\t}\n\t\tcnt := counts[i]\n\t\ts = append(s, []string{\n\t\t\tfmt.Sprintf(\"%d\", cnt.out),\n\t\t\tfmt.Sprintf(\"%d\", cnt.low),\n\t\t\tfmt.Sprintf(\"%d\", cnt.hi),\n\t\t\tfmt.Sprintf(\"%d\", cnt.in),\n\t\t\tfmt.Sprintf(\"%.3f\", slopes[i]),\n\t\t\tfmt.Sprintf(\"%.2f\", float64(cnt.out)/float64(cnt.in)),\n\t\t}...)\n\t\tfor j := 0; j < c && j < 5; j++ {\n\t\t\ts = append(s, fmt.Sprintf(\"%.2f\", pcs.At(i, j)))\n\t\t}\n\t\tif mapped != nil {\n\t\t\ts = append(s, strconv.Itoa(int(mapped[i])))\n\t\t\ts = append(s, strconv.Itoa(int(unmapped[i])))\n\t\t}\n\n\t\tfmt.Fprintln(f, strings.Join(s, \"\\t\"))\n\t}\n\tvar sexChart *chartjs.Chart\n\tvar sexjs string\n\n\tif len(keys) > 1 && len(sexes) > 1 {\n\t\tsexChart, sexjs, err = plotSex(sexes, keys[:2], samples)\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t}\n\n\tvar mapChart *chartjs.Chart\n\tvar mapjs string\n\tif mapped != nil {\n\t\tmapChart, mapjs, err = plotMapped(mapped, unmapped, samples)\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t}\n\n\tindexPath := fmt.Sprintf(\"%s%cindex.html\", directory, os.PathSeparator)\n\twtr, err := os.Create(indexPath)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tif sexChart != nil {\n\t\tasPng(fmt.Sprintf(\"%s-sex.png\", getBase(directory)), *sexChart, 6, 6)\n\t}\n\n\tchartMap := map[string]interface{}{\"pcajs\": template.JS(pcajs), \"pcbjs\": template.JS(pcajs),\n\t\t\"template\": chartTemplate,\n\n\t\t\"sex\":    sexChart,\n\t\t\"hasSex\": sexChart != nil,\n\t\t\"sexjs\":  template.JS(sexjs),\n\n\t\t\"mapChart\": mapChart,\n\t\t\"hasMap\":   mapped != nil,\n\t\t\"mapjs\":    template.JS(mapjs),\n\n\t\t\"bin\":     binChart,\n\t\t\"binjs\":   template.JS(binjs),\n\t\t\"version\": goleft.Version,\n\t\t\"prefix\":  getBase(directory),\n\t\t\"name\":    filepath.Base(directory),\n\t\t\"chroms\":  chromNames}\n\tif len(pcaPlots) > 1 {\n\t\tchartMap[\"pca\"] = pcaPlots[0]\n\t\tchartMap[\"pcb\"] = pcaPlots[1]\n\t\tchartMap[\"hasPCA\"] = true\n\t} else {\n\t\tchartMap[\"hasPCA\"] = false\n\t}\n\tchartMap[\"notmany\"] = len(samples) <= maxSamples\n\tif err := chartjs.SaveCharts(wtr, chartMap, chartjs.Chart{}); err != nil {\n\t\tpanic(err)\n\t}\n\twtr.Close()\n\treturn indexPath\n}\n\n// GetCN returns an float per sample estimating the number of copies of that chromosome.\n// It is a very crude estimate, but that's what indexcov is and it tends to work well.\nfunc GetCN(depths [][]float32) []float64 {\n\tif depths == nil {\n\t\treturn nil\n\t}\n\tmeds := make([]float64, 0, len(depths))\n\tfor _, d := range depths {\n\t\ttmp := make([]float32, 0, len(d))\n\t\tlows := 0\n\t\tfor _, dp := range d {\n\t\t\t// exclude sites that are exactly 0 as these are the centromere.\n\t\t\tif dp != 0 {\n\t\t\t\ttmp = append(tmp, dp)\n\t\t\t\tif dp < 0.02 {\n\t\t\t\t\tlows++\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\t\tif len(tmp) > 0 {\n\t\t\tsort.Slice(tmp, func(i, j int) bool { return tmp[i] < tmp[j] })\n\t\t\t// e.g. on Y, there are so many very low values in males and females that we have to filter...\n\t\t\tpLo := float64(lows) / float64(len(d))\n\t\t\tif pLo > 0.3 {\n\t\t\t\ttmp = tmp[lows:]\n\t\t\t}\n\t\t\tvar med float64 = 0\n\t\t\tif len(tmp) > 0 {\n\t\t\t\tmed = float64(float32(Ploidy) * tmp[int(float64(len(tmp))*0.4)])\n\t\t\t}\n\t\t\tmeds = append(meds, med)\n\t\t} else {\n\t\t\tmeds = append(meds, -0.1)\n\t\t}\n\t}\n\treturn meds\n}\n\nfunc saveCharts(path string, customjs string, customHTML string, charts ...chartjs.Chart) {\n\tif len(charts) == 0 {\n\t\treturn\n\t}\n\twtr, err := os.Create(path)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tdefer wtr.Close()\n\tif err := chartjs.SaveCharts(wtr, map[string]interface{}{\"height\": 550, \"width\": 650, \"custom\": template.JS(customjs),\n\t\t\"customHTML\": template.HTML(customHTML)}, charts...); err != nil {\n\t\tpanic(err)\n\t}\n}\n\nfunc getROCs(counts [][]int) [][]float32 {\n\trocs := make([][]float32, len(counts))\n\n\tfor i, scount := range counts {\n\t\trocs[i] = CountsROC(scount)\n\t}\n\treturn rocs\n\n}\n\nfunc writeROCs(counts [][]int, names []string, chrom string, fh io.Writer) (chartjs.Chart, [][]float32) {\n\trocs := getROCs(counts)\n\tchart, err := plotROCs(rocs, names, chrom)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tfmt.Fprintf(fh, \"#chrom\\tcov\\t%s\\n\", strings.Join(names, \"\\t\"))\n\tnSamples := len(names)\n\n\tvals := make([]string, nSamples)\n\n\tfor i := 0; i < slots; i++ {\n\t\tfor k := 0; k < nSamples; k++ {\n\t\t\tvals[k] = fmt.Sprintf(\"%.2f\", rocs[k][i])\n\t\t}\n\t\tfmt.Fprintf(fh, \"%s\\t%.2f\\t%s\\n\", chrom, float64(i)/(slots*slotsMid), strings.Join(vals, \"\\t\"))\n\t}\n\treturn chart, rocs\n}\n\nfunc depthsFor(depths [][]float32, i int) string {\n\ts := make([]string, len(depths))\n\tfor j := 0; j < len(depths); j++ {\n\t\tif i >= len(depths[j]) {\n\t\t\ts[j] = \"0\"\n\t\t} else {\n\t\t\ts[j] = fmt.Sprintf(\"%.3g\", depths[j][i])\n\t\t}\n\t}\n\treturn strings.Join(s, \"\\t\")\n}\n\ntype counter struct {\n\t// count of sites outside of (0.85, 1.15)\n\tout int\n\t// count of sites below 0.15\n\tlow int\n\t// count of sites above 1.15\n\thi int\n\t// count of sites inside of (0.85, 1.15)\n\tin int\n}\n\n// count values in or out of expected range of ~1.\nfunc (c *counter) count(depths []float32, n int) {\n\tvar i int\n\tfor ; i < len(depths); i++ {\n\t\tif depths[i] < 0.85 || depths[i] > 1.15 {\n\t\t\tc.out++\n\t\t\tif depths[i] > 1.15 {\n\t\t\t\tc.hi++\n\t\t\t} else if depths[i] < 0.15 {\n\t\t\t\tc.low++\n\t\t\t}\n\t\t} else {\n\t\t\tc.in++\n\t\t}\n\t}\n\tc.out += n - i\n\tc.low += n - i\n}\n"
  },
  {
    "path": "indexcov/indexcov_test.go",
    "content": "package indexcov\n\nimport (\n\t\"testing\"\n)\n\nfunc TestShortName(t *testing.T) {\n\n\tr, err := GetShortName(\"asdf.cram\", true)\n\tif r != \"asdf\" || err != nil {\n\t\tt.Errorf(\"expected: 'asdf', got: %s\", r)\n\t}\n\n\tr, err = GetShortName(\"/path/to/v1/asdf.123.cram\", true)\n\tif r != \"asdf-123\" || err != nil {\n\t\tt.Errorf(\"expected: 'asdf-123', got: %s\", r)\n\t}\n\n}\n"
  },
  {
    "path": "indexcov/paper/cmp.py",
    "content": "import sys\nimport gzip\nimport itertools as it\nimport numpy as np\nimport scipy.stats as ss\nfrom matplotlib import pyplot as plt\nimport seaborn as sns\nsns.set_style('whitegrid')\n\nfha = (gzip.open if sys.argv[1].endswith(\".gz\") else open)(sys.argv[1])\nfhb = (gzip.open if sys.argv[2].endswith(\".gz\") else open)(sys.argv[2])\n\nLCR = len(sys.argv) > 3 and sys.argv[3] == \"LCR\"\n\ndef gen(fh):\n    for line in fh:\n        toks = line.rstrip().split(\"\\t\")\n        toks[1], toks[2] = int(toks[1]), int(toks[2])\n        toks[3] = float(toks[3])\n        yield toks\n\nxs, ys = [], []\nlcr = []\nras = []\nrbs = []\n\n\nfor i, (a, b) in enumerate(it.izip(gen(fha), gen(fhb))):\n\n    if a[1] != b[1]:\n        raise Exception(\"expected same positions for both files\")\n\n    xs.append(a[3])\n    ys.append(b[3])\n    if LCR:\n        assert b[4] == a[4]\n        lcr.append(b[4] != '0')\n    ras.append(a)\n    rbs.append(b)\n    #if not lcr[-1]:\n    #  print(abs(xs[-1] - ys[-1]), lcr[-1])\n\nplt.rc('ytick', labelsize=16)\nplt.rc('xtick', labelsize=16)\nfig, axes = plt.subplots(1, figsize=(18, 14))\naxes = (axes,)\n\nras, rbs = np.array(ras), np.array(rbs)\n\nlcr = np.array(lcr)\n\nys = np.array(ys)\nys /= np.median(ys)\nxs = np.array(xs)\n\nif LCR:\n    xs = xs[~lcr]\n    ys = ys[~lcr]\n    ras = ras[~lcr]\n    rbs = rbs[~lcr]\n\n\ndiff = xs - ys\nprint diff[np.abs(diff) > 0.5]\nfor a, b, d, sc in zip(ras[np.abs(diff)>0.5].tolist(),\n        rbs[np.abs(diff)>0.5].tolist(), diff[np.abs(diff) > 0.5],\n        ys[np.abs(diff) > 0.5]):\n    print a, b, d, sc\nout = sum(abs(d) > 0.5 for d in diff)\nprint \"out:\", out, \"total:\", len(diff),  (\"%.2f\" % (100.0*out/len(diff)))\nprint \"max diff:\", np.abs(diff).max()\nprint \"corr:\", np.corrcoef(xs, ys)[0, 1]\nfrom scipy.stats import spearmanr\nprint \"spearman corr:\", spearmanr(xs, ys)[0]\n\nprint sum(abs(d) < 0.25 for d in diff) / float(len(diff))\nprint sum(abs(d) < 0.1 for d in diff) / float(len(diff))\nsdiff = diff[np.abs(diff) < 0.5]\n\naxes[0].hist(sdiff, 40)\naxes[0].set_xlim(-0.5, 0.5)\naxes[0].set_xlabel(\"Difference in depth estimate (indexcov - samtools)\",\n        fontsize=20)\naxes[0].set_ylabel(\"Number of Tiles\", fontsize=20)\nout = (np.abs(diff) > 0.5).sum()\n\n\n#ax = axes[0]\n#for label in (ax.get_xticklabels() + ax.get_yticklabels()):\n#    label.set_fontsize(15)\n\nd = \"/uufs/chpc.utah.edu/common/home/u6000771/public_html/\"\nplt.savefig(d + \"figure-1.eps\")\nplt.show()\n"
  },
  {
    "path": "indexcov/paper/cmp.sh",
    "content": "ref=Homo_sapiens.GRCh38.dna.toplevel.fa\nbam=NA12878_S1.bam\nset -eu\nchrom=chr1\nif [[ ! -e st.depth.$chrom.depth.bed ]]; then\ntime ~/bin/goleft depth --chrom $chrom -p 20 -o -w 16384 --reference $ref $bam --prefix st.depth\n#time samtools depth $bam > /dev/null\nfi\ntime ~/bin/goleft indexcov -d ix.depth --sex \"chrX,chrY\" $bam\nzgrep -w $chrom ix.depth/ix.depth-indexcov.bed.gz > ix.depth/$chrom.bed\npython cmp.py ix.depth/$chrom.bed st.depth.$chrom.depth.bed\n\n\nbedtools intersect -sorted -a st.depth.$chrom.depth.bed -b <(zgrep -w \"^chr1\" LCR-hs38.bed.gz) -c > noLCR.st.bed\nbedtools intersect -sorted -a ix.depth/$chrom.bed -b <(zgrep -w \"^chr1\" LCR-hs38.bed.gz) -c > noLCR.ix.bed\npython cmp.py noLCR.ix.bed noLCR.st.bed LCR\n"
  },
  {
    "path": "indexcov/paper/plot-bins.py",
    "content": "from matplotlib import pyplot as plt\nplt.rcParams['pdf.fonttype'] = 42\n\nimport pandas as pd\nimport seaborn as sns\nsns.set_style('whitegrid')\nsns.set_palette('Set1')\n\npcr_plus = set(x.strip() for x in open('pcr-plus.samples'))\n\ndf = pd.read_table('simons-indexcov.ped', index_col='sample_id')\nsize = 9\n\npp = df.loc[pcr_plus]\n\ntot = pp['bins.in'] + pp['bins.out']\n\nplt.scatter(pp['bins.lo'] / tot, pp['bins.out'] / tot, alpha=0.55, label='PCR +', s=size, zorder=2)\n\npf = df.loc[[x for x in df.index if not x in pcr_plus]]\ntot = pf['bins.in'] + pf['bins.out']\nplt.scatter(pf['bins.lo'] / tot, pf['bins.out'] / tot, alpha=0.55, label='PCR free', s=size)\n\nplt.xlabel('Proportion of bins with scaled coverage < 0.15')\nplt.ylabel('Proportion of bins with scaled coverage outside of (0.85, 1.15)')\nplt.xlim(xmin=0.067, xmax=0.0695)\n\nplt.legend()\nplt.savefig('figure4.eps', dpi=1000)\n"
  },
  {
    "path": "indexcov/paper/plot-eiee-15.py",
    "content": "from matplotlib import pyplot as plt\nimport pandas as pd\nimport seaborn as sns\nsns.set_style('white')\n\ndf = pd.read_table('eiee.15.bed.gz', compression='gzip')\nprint(df.head())\ncols = list(df.columns)\ncols[0] = \"chrom\"\ncols = [c for c in cols[3:] if c != '15-0022964' and c != '15-0022989']\n\n\nfig, ax = plt.subplots(1)\n\nfor c in cols:\n    ax.plot(df['start'], df[c], color='#cdcdcd', lw=0.3)\n\nax.plot(df['start'], df['15-0022989'], color='#a01b1b', lw=0.2, alpha=0.4)\nax.plot(df['start'], df['15-0022964'], color='#487535', lw=0.2, alpha=0.8)\n\nax.set_ylabel(\"Scaled Coverage\")\nax.set_xlabel(\"Position On Chromosome 15\")\nax.set_xlim(xmin=0, xmax=df.start.max())\nprint(df.start.max())\nax.axhline(y=1, color='#111111', ls=\"-\", lw=0.6)\nax.set_ylim(0, 3)\nplt.draw()\nticks = ax.get_xticks()\n\nlabels = [\"%dM\" % (t / 1000000) for t in ticks if t < df.start.max()]\nax.set_xticks(ticks, labels)\nax.set_xticklabels(labels)\nax.set_xlim(xmin=0, xmax=df.start.max())\nsns.despine()\n\nplt.show()\n\nplt.close()\n\n\nfig, ax = plt.subplots(1)\n\ndf = pd.read_table('eiee.15.roc')\nfor c in cols:\n    ax.plot(df['cov'], df[c], color='#dddddd', lw=2)\n\nax.plot(df['cov'], df['15-0022989'], color='#a01b1b', lw=1.6, alpha=0.4)\nax.plot(df['cov'], df['15-0022964'], color='#487535', lw=1.6, alpha=0.8)\nax.set_xlabel(\"Scaled Coverage\")\nax.set_ylabel(\"Proportion of Regions Covered\")\nsns.despine()\nplt.show()\n"
  },
  {
    "path": "indexcov/paper/plot-simons-sex.py",
    "content": "from matplotlib import pyplot as plt\nimport pandas as pd\nimport seaborn as sns\nsns.set_style('whitegrid')\n\ndf = pd.read_table('simons-indexcov.with-pca-free.ped')\n\nfig, ax = plt.subplots(1)\n\"\"\"\nfamily_id\tsample_id\tpaternal_id\tmaternal_id\tsex\tphenotype\tCNX\tCNY\tbins.out\tbins.lo\tbins.hi\tbins.in\tslope\tp.out\tPC1\tPC2\tPC3\tPC4\tPC5\tpcr\nunknown\tSS0012978\t-9\t-9\t2\t-9\t1.99\t0.00\t16893\t11865\t3515\t159270\t118.575\t0.11\t-206.56\t404.37\t1830.56\t-864.83\t2393.05\t0\nunknown\tSS0012979\t-9\t-9\t1\t-9\t1.02\t1.03\t16803\t11830\t3344\t159360\t118.681\t0.11\t1673.99\t-705.83\t2592.70\t-2354.44\t-624.61\t0\nunknown\tSS0013012\t-9\t-9\t2\t-9\t1.99\t0.00\t17248\t11848\t3716\t158915\t118.316\t0.11\t-965.45\t-867.86\t1960.27\t-1007.85\t1912.20\t0\nunknown\tSS0013018\t-9\t-9\t1\t-9\t1.03\t1.03\t16884\t11840\t3393\t159279\t118.592\t0.11\t1132.93\t-1922.86\t1063.57\t-2462.44\t590.51\t0\nunknown\tSSC00003\t-9\t-9\t1\t-9\t1.03\t1.03\t16945\t11840\t3495\t159218\t118.544\t0.11\t-139.27\t135.12\t1718.49\t-1230.76\t1844.47\t0\nunknown\tSSC00004\t-9\t-9\t1\t-9\t1.02\t1.02\t19159\t11841\t5762\t157004\t116.745\t0.12\t-160.11\t-1011.12\t2903.40\t-320.78\t3020.00\t0\nunknown\tSSC00005\t-9\t-9\t2\t-9\t1.99\t0.00\t17241\t11827\t3969\t158922\t118.284\t0.11\t1159.92\t164.66\t1301.97\t-948.43\t2678.17\t0\nunknown\tSSC00006\t-9\t-9\t1\t-9\t1.03\t1.03\t16743\t11836\t3273\t159420\t118.710\t0.11\t465.95\t-1278.65\t629.43\t-1894.03\t1565.34\t0\nunknown\tSSC00011\t-9\t-9\t1\t-9\t1.02\t1.01\t16761\t11841\t3292\t159402\t118.689\t0.11\t-647.15\t1066.58\t2230.69\t-614.67\t2766.30\t0\n\"\"\"\n\ncolors = sns.color_palette('Set2', 4)\n\nfor i, y in enumerate(sorted(df.sex.unique())):\n    sub = df.sex == y\n    ax.scatter(df['CNX'][sub], df['CNY'][sub], facecolors=colors[i],\n            edgecolors=(0.8, 0.8, 0.8),\n            label='inferred CN for chrX: %d' % y)\n\n\nax.set_xlabel(\"X copy number\")\nax.set_ylabel(\"Y copy number\")\nax.set_xticks([0, 1, 2])\nax.set_yticks([0, 1, 2])\nlegend = ax.legend(frameon=True, loc=\"upper left\")\nlegend.get_frame().set_facecolor('#fafafa')\n\nsns.despine()\n\nplt.show()\n"
  },
  {
    "path": "indexcov/paper/scripts/cmp.py",
    "content": "import sys\nimport gzip\nimport itertools as it\nimport numpy as np\nimport scipy.stats as ss\nfrom matplotlib import pyplot as plt\nimport seaborn as sns\nsns.set_style('whitegrid')\n\nfha = (gzip.open if sys.argv[1].endswith(\".gz\") else open)(sys.argv[1])\nfhb = (gzip.open if sys.argv[2].endswith(\".gz\") else open)(sys.argv[2])\n\ndef gen(fh):\n    for line in fh:\n        toks = line.rstrip().split(\"\\t\")\n        toks[1], toks[2] = int(toks[1]), int(toks[2])\n        toks[3] = float(toks[3])\n        yield toks\n\nxs, ys = [], []\n\nfor i, (a, b) in enumerate(it.izip(gen(fha), gen(fhb))):\n\n    if a[1] != b[1]:\n        raise Exception(\"expected same positions for both files\")\n\n    xs.append(a[3])\n    ys.append(b[3])\n    if xs[-1] < 0.05 and ys[-1] > 20:\n        print(a, b)\n\nplt.rc('ytick', labelsize=16)\nplt.rc('xtick', labelsize=16)\nfig, axes = plt.subplots(1, figsize=(18, 14))\naxes = (axes,)\n\nys = np.array(ys)\nys /= np.median(ys)\nxs = np.array(xs)\n\ndiff = xs - ys\nout = sum(abs(d) > 0.5 for d in diff)\nprint \"out:\", out, \"total:\", len(diff),  (\"%.2f\" % (100.0*out/len(diff)))\n\nprint sum(abs(d) < 0.25 for d in diff) / float(len(diff))\nprint sum(abs(d) < 0.1 for d in diff) / float(len(diff))\ndiff = diff[np.abs(diff) < 0.5]\n\naxes[0].hist(diff, 40)\naxes[0].set_xlim(-0.5, 0.5)\naxes[0].set_xlabel(\"Difference in depth estimate (indexcov - samtools)\",\n        fontsize=20)\naxes[0].set_ylabel(\"Number of Tiles\", fontsize=20)\n\n\n#ax = axes[0]\n#for label in (ax.get_xticklabels() + ax.get_yticklabels()):\n#    label.set_fontsize(15)\n\nd = \"/uufs/chpc.utah.edu/common/home/u6000771/public_html/\"\nplt.savefig(d + \"figure-1.eps\")\nplt.show()\n"
  },
  {
    "path": "indexcov/paper/scripts/cmp.sh",
    "content": "ref=Homo_sapiens.GRCh38.dna.toplevel.fa\nbam=NA12878_S1.bam\nset -eu\nchrom=chr1\nif [[ ! -e st.depth.$chrom.depth.bed ]]; then\ntime ~/bin/goleft depth -p 20 --chrom $chrom -o -w 16384 --reference $ref $bam --prefix st.depth\nfi\ntime ~/bin/goleft indexcov -d ix.depth --sex \"chrX,chrY\" $bam\nzgrep -w $chrom ix.depth/ix.depth-indexcov.bed.gz > ix.depth/$chrom.bed\npython cmp.py ix.depth/$chrom.bed st.depth.$chrom.depth.bed\n"
  },
  {
    "path": "indexcov/plot.go",
    "content": "package indexcov\n\nimport (\n\t\"encoding/json\"\n\t\"fmt\"\n\t\"html/template\"\n\t\"image/color\"\n\t\"log\"\n\t\"math\"\n\t\"math/rand\"\n\t\"os\"\n\t\"strconv\"\n\t\"strings\"\n\n\t\"gonum.org/v1/gonum/mat\"\n\t\"gonum.org/v1/plot\"\n\t\"gonum.org/v1/plot/plotter\"\n\t\"gonum.org/v1/plot/vg\"\n\n\tchartjs \"github.com/brentp/go-chartjs\"\n\t\"github.com/brentp/go-chartjs/types\"\n)\n\ntype vs struct {\n\txs []float64\n\tys []float64\n}\n\nfunc (v *vs) Xs() []float64 {\n\treturn v.xs\n}\n\nfunc (v *vs) Ys() []float64 {\n\treturn v.ys\n}\n\nfunc (v *vs) Rs() []float64 {\n\treturn nil\n}\n\nfunc (v *vs) Len() int {\n\treturn len(v.xs)\n}\n\n// make it meet gonum/plot plotter.XYer\n\nfunc (v *vs) XY(i int) (x, y float64) {\n\treturn v.xs[i], v.ys[i]\n}\n\nfunc (v *vs) Sample(nth int) *vs {\n\to := &vs{xs: make([]float64, 0, 10+len(v.xs)/nth),\n\t\tys: make([]float64, 0, 10+len(v.xs)/nth)}\n\tfor i, x := range v.xs {\n\t\tif i%nth == 0 {\n\t\t\to.xs = append(o.xs, x)\n\t\t\to.ys = append(o.ys, v.ys[i])\n\t\t}\n\t}\n\treturn o\n}\n\n// truncate depth values above this to cnMax\nconst cnMax = 2.5\n\nfunc asValues(vals []float32, multiplier float64) chartjs.Values {\n\n\t// skip until we find non-zero.\n\tv := vs{xs: make([]float64, 0, len(vals)), ys: make([]float64, 0, len(vals))}\n\tseenNonZero := false\n\tfor i, r := range vals {\n\t\tif r == 0 && !seenNonZero {\n\t\t\tcontinue\n\t\t}\n\t\tseenNonZero = true\n\t\tv.xs = append(v.xs, float64(i)*multiplier)\n\t\tif r > cnMax {\n\t\t\tr = cnMax\n\t\t}\n\t\tv.ys = append(v.ys, float64(r))\n\t}\n\treturn &v\n}\n\n// user can set environment variable INDEXCOV_N_BACKGROUNDS to a\n// number `n` so that the first `n` samples are given a gray color.\nvar backgroundN int\n\nfunc init() {\n\tif v := os.Getenv(\"INDEXCOV_N_BACKGROUNDS\"); v != \"\" {\n\t\tif i, err := strconv.Atoi(v); err == nil {\n\t\t\tlog.Printf(\"[indexcov] setting first %d samples as background\", i)\n\t\t\tbackgroundN = i\n\t\t}\n\t}\n}\n\nfunc randomColor(s int, check bool) *types.RGBA {\n\tif check && s < backgroundN {\n\t\treturn &types.RGBA{R: 180, G: 180, B: 180, A: 240}\n\t}\n\trand.Seed(int64(s))\n\treturn &types.RGBA{\n\t\tR: uint8(rand.Intn(256)),\n\t\tG: uint8(rand.Intn(256)),\n\t\tB: uint8(rand.Intn(256)),\n\t\tA: 240}\n}\n\nfunc plotDepths(depths [][]float32, samples []string, chrom string, base string, writeHTML bool) error {\n\tchart := chartjs.Chart{Label: chrom}\n\txa, err := chart.AddXAxis(chartjs.Axis{Type: chartjs.Linear, Position: chartjs.Bottom, ScaleLabel: &chartjs.ScaleLabel{FontSize: 16, LabelString: \"position on \" + chrom, Display: chartjs.True}})\n\tif err != nil {\n\t\treturn err\n\t}\n\tya, err := chart.AddYAxis(chartjs.Axis{Type: chartjs.Linear, Position: chartjs.Left,\n\t\tTick:       &chartjs.Tick{Min: 0, Max: 2.5},\n\t\tScaleLabel: &chartjs.ScaleLabel{FontSize: 16, LabelString: \"scaled coverage\", Display: chartjs.True}})\n\tif err != nil {\n\t\treturn err\n\t}\n\n\tw := 0.4\n\tif len(depths) > 30 {\n\t\tw = 0.3\n\t}\n\tif len(depths) > 50 {\n\t\tw = 0.2\n\t}\n\tdatasets := make([]chartjs.Dataset, 0, len(depths))\n\n\tfor i, depth := range depths {\n\t\txys := asValues(depth, 16384)\n\t\t//log.Println(chrom, samples[i], len(xys.Xs()))\n\t\tc := randomColor(i, true)\n\t\tdataset := chartjs.Dataset{Data: xys, Label: samples[i], Fill: chartjs.False, PointRadius: 0, BorderWidth: w,\n\t\t\tBorderColor: c, BackgroundColor: c, SteppedLine: chartjs.True, PointHitRadius: 6}\n\t\tdataset.XAxisID = xa\n\t\tdataset.YAxisID = ya\n\t\tdatasets = append(datasets, dataset)\n\t}\n\tfor i := len(datasets) - 1; i >= 0; i-- {\n\t\tchart.AddDataset(datasets[i])\n\t}\n\n\tchart.Options.Responsive = chartjs.False\n\tchart.Options.Tooltip = &chartjs.Tooltip{Mode: \"nearest\"}\n\tif writeHTML {\n\t\twtr, err := os.Create(fmt.Sprintf(\"%s-depth-%s.html\", base, chrom))\n\t\tif err != nil {\n\t\t\treturn err\n\t\t}\n\t\tlink := template.HTML(`<a href=\"index.html\">back to index</a>`)\n\t\tif err := chart.SaveHTML(wtr, map[string]interface{}{\"width\": 850, \"height\": 550, \"customHTML\": link}); err != nil {\n\t\t\treturn err\n\t\t}\n\t\tif err := wtr.Close(); err != nil {\n\t\t\treturn err\n\t\t}\n\t}\n\tasPng(fmt.Sprintf(\"%s-depth-%s.png\", base, chrom), chart, 4, 3)\n\n\treturn nil\n}\n\nfunc plotBins(counts []*counter, samples []string) (chartjs.Chart, string) {\n\tc := &types.RGBA{R: 110, G: 250, B: 59, A: 240}\n\tchart := chartjs.Chart{}\n\txa, err := chart.AddXAxis(chartjs.Axis{Type: chartjs.Linear, Position: chartjs.Bottom, ScaleLabel: &chartjs.ScaleLabel{FontSize: 16,\n\t\tLabelString: \"proportion of bins with depth < 0.15\",\n\t\tDisplay:     chartjs.True},\n\t\tTick: &chartjs.Tick{Min: 0.0001}})\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\n\tya, err := chart.AddYAxis(chartjs.Axis{Type: chartjs.Linear, Position: chartjs.Left, ScaleLabel: &chartjs.ScaleLabel{FontSize: 16,\n\t\tLabelString: \"proportion of bins with depth outside of (0.85, 1.15)\",\n\t\tDisplay:     chartjs.True},\n\t\tTick: &chartjs.Tick{Min: 0.000001}})\n\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tcxys := &vs{xs: make([]float64, 0, len(counts)), ys: make([]float64, 0, len(counts))}\n\tbxys := &vs{xs: make([]float64, 0, len(counts)), ys: make([]float64, 0, len(counts))}\n\tmin, max := float64(1000000), float64(0)\n\n\tfor i, c := range counts {\n\t\txys := cxys\n\t\tif i < backgroundN {\n\t\t\txys = bxys\n\t\t}\n\t\tif c == nil {\n\t\t\tcontinue\n\t\t}\n\t\ttot := float64(c.in + c.out)\n\t\tval := float64(c.low) / math.Max(tot, 1)\n\t\txys.xs = append(xys.xs, val)\n\t\tif val > max {\n\t\t\tmax = val\n\t\t}\n\t\tif val < min {\n\t\t\tmin = val\n\t\t}\n\t\txys.ys = append(xys.ys, float64(c.out)/tot)\n\t}\n\trng := max - min\n\tchart.Options.Scales.XAxes[0].Tick.Min = min - 0.1*rng\n\tchart.Options.Scales.XAxes[0].Tick.Max = max + 0.1*rng\n\tif backgroundN > 0 {\n\t\tplotBinsSet(&chart, bxys, &types.RGBA{R: 180, G: 180, B: 180, A: 240}, xa, ya)\n\t}\n\tplotBinsSet(&chart, cxys, c, xa, ya)\n\n\tchart.Options.Responsive = chartjs.False\n\tchart.Options.Tooltip = &chartjs.Tooltip{Mode: \"nearest\"}\n\tchart.Options.Legend = &chartjs.Legend{Display: chartjs.False}\n\tsjson, err := json.Marshal(samples[backgroundN:])\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tjsfunc := fmt.Sprintf(`\n    bin_chart.options.tooltips.callbacks.title = function(tts, data) {\n        var names = %s\n\t\tvar has_backgrounds = %v\n        var out = []\n        tts.forEach(function(ti) {\n\t\t\tif(has_backgrounds == (ti.datasetIndex == 1)) {\n                out.push(names[ti.index])\n\t \t    } else {\n\t\t\t\tout.push(\"background\")\n\t\t\t}\n        })\n        return out.join(\",\")\n    }`, sjson, backgroundN > 0)\n\treturn chart, jsfunc\n}\n\nfunc plotBinsSet(chart *chartjs.Chart, xys *vs, c *types.RGBA, xa string, ya string) {\n\tdataset := chartjs.Dataset{Data: xys, Label: \"samples\", Fill: chartjs.False, PointHoverRadius: 6,\n\t\tPointRadius: 4, BorderWidth: 0, BorderColor: &types.RGBA{R: 150, G: 150, B: 150, A: 150},\n\t\tPointBackgroundColor: c, BackgroundColor: c, ShowLine: chartjs.False, PointHitRadius: 6}\n\tdataset.XFloatFormat = \"%.5f\"\n\tdataset.YFloatFormat = \"%.3f\"\n\tdataset.XAxisID = xa\n\tdataset.YAxisID = ya\n\tchart.AddDataset(dataset)\n}\n\nfunc plotPCA(imat *mat.Dense, samples []string, vars []float64) ([]chartjs.Chart, string) {\n\n\tvar charts []chartjs.Chart\n\tc := &types.RGBA{R: 110, G: 250, B: 59, A: 240}\n\n\tfor _, pc := range []int{2, 3} {\n\n\t\tc1 := chartjs.Chart{}\n\t\txa, err := c1.AddXAxis(chartjs.Axis{Type: chartjs.Linear, Position: chartjs.Bottom, ScaleLabel: &chartjs.ScaleLabel{FontSize: 16,\n\t\t\tLabelString: fmt.Sprintf(\"PC1 (variance explained: %.2f%%)\", 100*vars[0]),\n\t\t\tDisplay:     chartjs.True}})\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\n\t\tya, err := c1.AddYAxis(chartjs.Axis{Type: chartjs.Linear, Position: chartjs.Left, ScaleLabel: &chartjs.ScaleLabel{FontSize: 16,\n\t\t\tLabelString: fmt.Sprintf(\"PC%d (variance explained: %.2f%%)\", pc, 100*vars[pc-1]),\n\t\t\tDisplay:     chartjs.True}})\n\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t\tif backgroundN > 0 {\n\t\t\tc := &types.RGBA{R: 180, G: 180, B: 180, A: 240}\n\t\t\txys := &vs{xs: mat.Col(nil, 0, imat)[:backgroundN], ys: mat.Col(nil, pc-1, imat)[:backgroundN]}\n\t\t\tdataset := chartjs.Dataset{Data: xys, Label: \"samples\", Fill: chartjs.False, PointHoverRadius: 6,\n\t\t\t\tPointRadius: 4,\n\t\t\t\tBorderWidth: 0, BorderColor: &types.RGBA{R: 150, G: 150, B: 150, A: 150}, PointBackgroundColor: c, BackgroundColor: c, ShowLine: chartjs.False, PointHitRadius: 6}\n\t\t\tdataset.XAxisID = xa\n\t\t\tdataset.YAxisID = ya\n\t\t\tc1.AddDataset(dataset)\n\t\t}\n\t\txys := &vs{xs: mat.Col(nil, 0, imat)[backgroundN:], ys: mat.Col(nil, pc-1, imat)[backgroundN:]}\n\t\tdataset := chartjs.Dataset{Data: xys, Label: \"samples\", Fill: chartjs.False, PointHoverRadius: 6,\n\t\t\tPointRadius: 4,\n\t\t\tBorderWidth: 0, BorderColor: &types.RGBA{R: 150, G: 150, B: 150, A: 150}, PointBackgroundColor: c, BackgroundColor: c, ShowLine: chartjs.False, PointHitRadius: 6}\n\t\tdataset.XAxisID = xa\n\t\tdataset.YAxisID = ya\n\t\tc1.AddDataset(dataset)\n\t\tc1.Options.Responsive = chartjs.False\n\t\tc1.Options.Legend = &chartjs.Legend{Display: chartjs.False}\n\t\tc1.Options.Tooltip = &chartjs.Tooltip{Mode: \"nearest\"}\n\t\tcharts = append(charts, c1)\n\t}\n\tsjson, err := json.Marshal(samples[backgroundN:])\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tjsfunc := fmt.Sprintf(`\n\tchart.options.hover.mode = 'index';\n\tchart.options.tooltips.callbacks.title = function(tts, data) {\n        var names = %s\n        var has_backgrounds = %v\n        var out = []\n        tts.forEach(function(ti) {\n            if(has_backgrounds == (ti.datasetIndex == 1)) {\n                out.push(names[ti.index])\n            } else {\n                out.push(\"background\")\n            }\n        })\n        return out.join(\",\")\n    }`, sjson, backgroundN > 0)\n\n\treturn charts, jsfunc\n}\n\nfunc plotROCs(rocs [][]float32, samples []string, chrom string) (chartjs.Chart, error) {\n\n\tchart := chartjs.Chart{}\n\txa, err := chart.AddXAxis(chartjs.Axis{Type: chartjs.Linear, Position: chartjs.Bottom, ScaleLabel: &chartjs.ScaleLabel{FontSize: 16, LabelString: \"scaled coverage for \" + chrom, Display: chartjs.True}, Tick: &chartjs.Tick{Max: 1 / slotsMid}})\n\tif err != nil {\n\t\treturn chart, err\n\t}\n\tyax := chartjs.Axis{Type: chartjs.Linear, Position: chartjs.Left,\n\t\tScaleLabel: &chartjs.ScaleLabel{FontSize: 16, LabelString: \"proportion of regions covered\", Display: chartjs.True}}\n\n\tya, err := chart.AddYAxis(yax)\n\tif err != nil {\n\t\treturn chart, err\n\t}\n\n\tdatasets := make([]chartjs.Dataset, 0, len(rocs))\n\n\tfor i, roc := range rocs {\n\t\txys := asValues(roc, 1/float64(slots)*1/slotsMid)\n\t\tc := randomColor(i, true)\n\t\tlabel := samples[i]\n\t\tif i < backgroundN {\n\t\t\tlabel = \"background\"\n\t\t}\n\t\tdataset := chartjs.Dataset{Data: xys, Label: label, Fill: chartjs.False, PointRadius: 0.0, BorderWidth: 2, BorderColor: c, PointBackgroundColor: c, BackgroundColor: c, PointHitRadius: 8, PointHoverRadius: 3}\n\t\tdataset.XAxisID = xa\n\t\tdataset.YAxisID = ya\n\t\tdatasets = append(datasets, dataset)\n\t}\n\tfor i := len(datasets) - 1; i >= 0; i-- {\n\t\tchart.AddDataset(datasets[i])\n\t}\n\tchart.Options.Responsive = chartjs.False\n\tchart.Options.Tooltip = &chartjs.Tooltip{Mode: \"nearest\"}\n\treturn chart, nil\n}\n\nfunc plotMapped(mapped []uint64, unmapped []uint64, samples []string) (*chartjs.Chart, string, error) {\n\tif len(mapped) != len(samples) {\n\t\treturn nil, \"\", fmt.Errorf(\"plottMapped: unequal numbers in samples and mapped: %d vs %d\", len(mapped), len(samples))\n\t}\n\tchart := chartjs.Chart{}\n\txa, err := chart.AddXAxis(chartjs.Axis{Type: chartjs.Linear, Position: chartjs.Bottom,\n\t\tScaleLabel: &chartjs.ScaleLabel{FontSize: 16, LabelString: \"log(mapped reads)\",\n\t\t\tDisplay: chartjs.True}, Tick: &chartjs.Tick{Min: 0}})\n\tif err != nil {\n\t\treturn nil, \"\", err\n\t}\n\tya, err := chart.AddYAxis(chartjs.Axis{Type: chartjs.Linear, Position: chartjs.Left,\n\t\tScaleLabel: &chartjs.ScaleLabel{FontSize: 16, LabelString: \"log(unmapped reads)\",\n\t\t\tDisplay: chartjs.True}, Tick: &chartjs.Tick{Min: 0}})\n\tif err != nil {\n\t\treturn nil, \"\", err\n\t}\n\n\tvals := &vs{xs: make([]float64, 0, len(mapped)),\n\t\tys: make([]float64, 0, len(mapped))}\n\tfor i, m := range mapped {\n\t\tif i >= backgroundN {\n\t\t\tvals.xs = append(vals.xs, math.Log1p(float64(m)))\n\t\t\tvals.ys = append(vals.ys, math.Log1p(float64(unmapped[i])))\n\t\t}\n\t}\n\tc := &types.RGBA{R: 110, G: 250, B: 59, A: 240}\n\n\tdataset := chartjs.Dataset{Data: vals, Label: \"samples\", Fill: chartjs.False, PointHoverRadius: 6,\n\t\tPointRadius: 4, BorderWidth: 0, BorderColor: &types.RGBA{R: 150, G: 150, B: 150, A: 150},\n\t\tPointBackgroundColor: c, BackgroundColor: c, ShowLine: chartjs.False, PointHitRadius: 6}\n\tchart.Options.Legend = &chartjs.Legend{Display: chartjs.False}\n\n\tdataset.XAxisID = xa\n\tdataset.YAxisID = ya\n\tchart.AddDataset(dataset)\n\n\tsjson, err := json.Marshal(samples[backgroundN:])\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\n\tjsfunc := fmt.Sprintf(`\n\tchart.options.hover.mode = 'index'\n\tchart.options.tooltips.callbacks.title = function(tts, data) {\n\t\tvar names = [%s]\n\t\tvar out = []\n\t\ttts.forEach(function(ti) {\n\t\t\tout.push(names[ti.datasetIndex][ti.index])\n\t\t})\n\t\treturn out.join(\",\")\n\t}`, sjson)\n\tchart.Options.Responsive = chartjs.False\n\tchart.Options.Tooltip = &chartjs.Tooltip{Mode: \"nearest\"}\n\treturn &chart, jsfunc, nil\n}\n\nfunc plotSex(sexes map[string][]float64, chroms []string, samples []string) (*chartjs.Chart, string, error) {\n\tchart := chartjs.Chart{Label: \"sex\"}\n\ttmp := sexes[\"_inferred\"]\n\tinferred := make([]int, len(tmp))\n\tcns := make(map[int]bool)\n\tfor i, inf := range tmp {\n\t\tinferred[i] = int(inf)\n\t\tcns[int(inf)] = true\n\t}\n\txa, err := chart.AddXAxis(chartjs.Axis{Type: chartjs.Linear, Position: chartjs.Bottom,\n\t\tScaleLabel: &chartjs.ScaleLabel{FontSize: 16, LabelString: chroms[0] + \" Copy Number\",\n\t\t\tDisplay: chartjs.True}, Tick: &chartjs.Tick{Min: 0}})\n\tif err != nil {\n\t\treturn nil, \"\", err\n\t}\n\tya, err := chart.AddYAxis(chartjs.Axis{Type: chartjs.Linear, Position: chartjs.Left,\n\t\tScaleLabel: &chartjs.ScaleLabel{FontSize: 16, LabelString: chroms[1] + \" Copy Number\",\n\t\t\tDisplay: chartjs.True}, Tick: &chartjs.Tick{Min: 0}})\n\tif err != nil {\n\t\treturn nil, \"\", err\n\t}\n\t// chartjs separates into datasets so we need to track which samples in which datasets.\n\tjssamples := make([][]string, 0, 2)\n\tfor cn := range cns {\n\t\tjssamples = append(jssamples, make([]string, 0))\n\t\tvals := &vs{xs: make([]float64, 0, len(inferred)),\n\t\t\tys: make([]float64, 0, len(inferred))}\n\t\tfor i, inf := range inferred {\n\t\t\tif inf != cn {\n\t\t\t\tcontinue\n\t\t\t}\n\t\t\tif i < backgroundN {\n\t\t\t\tcontinue\n\t\t\t}\n\t\t\tjssamples[len(jssamples)-1] = append(jssamples[len(jssamples)-1], samples[i])\n\t\t\tvals.xs = append(vals.xs, sexes[chroms[0]][i])\n\t\t\tvals.ys = append(vals.ys, sexes[chroms[1]][i])\n\t\t}\n\t\tc := randomColor(cn, false)\n\t\tdataset := chartjs.Dataset{Data: vals, Label: fmt.Sprintf(\"Inferred CN for %s: %d\", chroms[0], cn), Fill: chartjs.False, PointRadius: 6, BorderWidth: 0,\n\t\t\tBorderColor: &types.RGBA{R: 90, G: 90, B: 90, A: 150}, PointBackgroundColor: c, BackgroundColor: c, ShowLine: chartjs.False, PointHitRadius: 6}\n\t\tdataset.XAxisID = xa\n\t\tdataset.YAxisID = ya\n\t\tchart.AddDataset(dataset)\n\t}\n\tsjson, err := json.Marshal(jssamples)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tjsfunc := fmt.Sprintf(`\n\tchart.options.hover.mode = 'index'\n\tchart.options.tooltips.callbacks.title = function(tts, data) {\n\t\tvar names = %s\n\t\tvar out = []\n\t\ttts.forEach(function(ti) {\n\t\t\tout.push(names[ti.datasetIndex][ti.index])\n\t\t})\n\t\treturn out.join(\",\")\n\t}`, sjson)\n\tchart.Options.Responsive = chartjs.False\n\tchart.Options.Tooltip = &chartjs.Tooltip{Mode: \"nearest\"}\n\treturn &chart, jsfunc, nil\n}\n\nfunc asPng(path string, chart chartjs.Chart, wInches float64, hInches float64) {\n\tp := plot.New()\n\tp.X.Label.Text = chart.Options.Scales.XAxes[0].ScaleLabel.LabelString\n\tp.Y.Label.Text = chart.Options.Scales.YAxes[0].ScaleLabel.LabelString\n\tfor i := range chart.Data.Datasets {\n\t\tds := chart.Data.Datasets[len(chart.Data.Datasets)-i-1]\n\t\tdata := ds.Data\n\t\t// gonum plotting is a significant portion of the runtime so we sample datasets.\n\t\tif data.(*vs).Len() > 2000 {\n\t\t\tdata = data.(*vs).Sample(10)\n\t\t} else if data.(*vs).Len() > 1000 {\n\t\t\tdata = data.(*vs).Sample(5)\n\t\t} else {\n\t\t\t// no data for some chromosome.\n\t\t\tbad := false\n\t\t\tfor _, d := range data.Ys() {\n\t\t\t\tif math.IsNaN(d) {\n\t\t\t\t\tbad = true\n\t\t\t\t\tbreak\n\t\t\t\t}\n\t\t\t}\n\t\t\tif bad {\n\t\t\t\tcontinue\n\t\t\t}\n\t\t}\n\n\t\tl, err := plotter.NewLine(data.(*vs))\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t\tc := color.RGBA(*ds.BorderColor)\n\t\tc.A = 255\n\t\tl.LineStyle.Width = vg.Points(0.8)\n\t\tif len(chart.Data.Datasets) > 30 {\n\t\t\tl.LineStyle.Width = vg.Points(0.65)\n\t\t}\n\n\t\tl.Color = c\n\t\tp.Add(l)\n\t}\n\tdata := chart.Data.Datasets[0].Data.(*vs)\n\txs := data.Xs()\n\t// check if we are in a depth plot\n\tif len(xs) > 0 && xs[len(xs)-1] > 3 {\n\t\tp.Y.Tick.Marker = ydticks{}\n\t\tp.X.Tick.Marker = xdticks{}\n\t}\n\n\tif err := p.Save(vg.Length(wInches)*vg.Inch, vg.Length(hInches)*vg.Inch, path); err != nil {\n\t\tpanic(err)\n\t}\n\t// Set INDEXCOV_FMT env variable to also get .eps and .svg\n\tif fmt := os.Getenv(\"INDEXCOV_FMT\"); fmt != \"\" {\n\t\tif fmt != \"svg\" {\n\t\t\tfmt = \"eps\"\n\t\t}\n\t\tl := len(path) - 3\n\t\tif err := p.Save(vg.Length(wInches)*vg.Inch, vg.Length(hInches)*vg.Inch, path[:l]+fmt); err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t}\n}\n\ntype ydticks struct{}\ntype xdticks struct{}\n\nfunc (ydticks) Ticks(min, max float64) []plot.Tick {\n\ttks := make([]plot.Tick, 5)\n\tfor i := 0; i < 5; i++ {\n\t\tv := float64(i) * 0.5\n\t\ttks[i] = plot.Tick{Value: v, Label: fmt.Sprintf(\"%.1f\", v)}\n\t}\n\treturn tks\n}\n\nfunc (xdticks) Ticks(min, max float64) []plot.Tick {\n\totks := plot.DefaultTicks{}.Ticks(min, max)\n\ttks := make([]plot.Tick, 0, 5)\n\tfor i, t := range otks {\n\t\tif t.Label == \"\" {\n\t\t\tcontinue\n\t\t}\n\t\ttks = append(tks, t)\n\t\ttks[i].Label = makeMillions(t.Value)\n\t}\n\treturn tks\n}\n\nfunc makeMillions(v float64) string {\n\tvar lbl string\n\tif v > 2000000 {\n\t\tlbl = fmt.Sprintf(\"%.1fMB\", v/1000000)\n\t} else if v > 10000 {\n\t\tlbl = fmt.Sprintf(\"%.1fKB\", v/1000)\n\t} else {\n\t\tlbl = fmt.Sprintf(\"%.1f\", v)\n\t}\n\tif strings.HasSuffix(lbl, \".0MB\") {\n\t\tlbl = lbl[:len(lbl)-4] + \"MB\"\n\t}\n\treturn lbl\n}\n"
  },
  {
    "path": "indexcov/template.go",
    "content": "package indexcov\n\nconst chartTemplate = `<!DOCTYPE html>\n<html>\n    <head>\n{{ $name := index . \"name\" }}\n{{ $has_sex := index . \"hasSex\" }}\n\t<title>{{ $name }}:indexcov</title>\n\t\t<script src=\"{{ index . \"JQuery\" }}\"></script>\n\t\t<script src=\"{{ index . \"ChartJS\" }}\"></script>\n\t\t<style type=\"text/css\">\nsection {\n    width: 96%;\n    height: 425px;\n    margin: auto;\n    padding: 8px;\n}\n\n.help {\n\tfont-family: Lucida Console;\n\tfont-face: bold;\n\tfont-size: +2em;\n    padding: 2px;\n\tborder: 1px solid #aaa\n}\n\n\n.tt {\n\tfont-family: Lucida Console;\n    border: 2px solid #aaa;\n    padding: 2px;\n\theight: auto;\n}\n\n.a3 {\n    width: 32%;\n    height: 380px;\n    float: left;\n    padding: 2px;\n}\n.b3 {\n    width: 32%;\n    margin-left: 32%;\n    height: 380px;\n    padding: 2px;\n}\n.c3 {\n    width: 32%;\n    margin-left: 32%;\n    height: 380px;\n    padding: 2px;\n}\n\n.one {\n    width: 48%;\n    height: 380px;\n    float: left;\n    padding: 2px;\n}\n.two {\n    width: 48%;\n    margin-left: 48%;\n    height: 380px;\n    padding: 2px;\n}\n\t\t</style>\n\n    </head>\n    <body>\n<span class=\"top-help\">\nThis is the <a href=\"https://github.com/brentp/goleft/tree/master/indexcov\">indexcov</a> summary page created with version {{ index . \"version\" }}.<br/>\nClick the <span class=\"help\">?</span> above each plot for help describing that type of plot.\n</span>\n\n\n\t<section>\n\t<table style=\"width:100%\">\n\t<tr>\n\t<td>\n\t<span class=\"tt\">Inferred sex</span> <a class=\"help\" href=\"https://github.com/brentp/goleft/blob/master/docs/indexcov/help-sex.md\" target=\"_blank\">?</a>\n\t{{ if $has_sex }}\n\t<canvas id=\"canvas-sex\" style=\"height:380px;width:380px\"></canvas>\n\t{{ else }}\n\t<p> Fewer than 2 sex chromosomes found; sex plot not shown.</p>\n\t{{ end }}\n\t</td>\n\n\t<td>\n\t{{ if index . \"hasMap\" }}\n\t<span class=\"tt\">Mapped Counts</span> <a class=\"help\" href=\"https://github.com/brentp/goleft/blob/master/docs/indexcov/help-counts.md\" target=\"_blank\">?</a>\n\t<canvas id=\"canvas-map\" style=\"height:380px;width:380px\"></canvas>\n\t{{ end }}\n\t</td>\n\n\t<td>\n\t<span class=\"tt\">Bin Counts</span> <a class=\"help\" href=\"https://github.com/brentp/goleft/blob/master/docs/indexcov/help-bin.md\" target=\"_blank\">?</a>\n\t<canvas id=\"canvas-bin\" style=\"height:380px;width:380px\"></canvas>\n\t</td>\n\t</tr>\n\t</table>\n\n\n\t</section>\n\t<hr>\n\n<!-- links to download files; need to override height -->\n<section style=\"height:auto\">\n\t<div class=\"one\" style=\"height:auto\">\n\t<span class=\"tt\">Pedigree File</span>\n\t<p>contains inferred sex, bins counts, and PCA values used to make the above plots</p>\n\t<a href=\"{{ $name }}-indexcov.ped\">{{ $name }}-indexcov.ped</a>\n\t</div>\n\n\t<div class=\"two\" style=\"height:auto\">\n\t<span class=\"tt\">Coverage BED File</span>\n\t<p>contains scaled coverage for every sample (each column) for each 16,384 interval in the index</p>\n\t<a href=\"{{ $name }}-indexcov.bed.gz\">{{ $name }}-indexcov.bed.gz</a>\n\t</div>\n\n</section><hr/>\n\n\n{{ if index . \"hasPCA\" }}\n\n<section style=\"height:auto\">\n\t<div class=\"one\">\n\t<span class=\"tt\">PCA: 1 vs 2</span>\n\t<a class=\"help\" href=\"https://github.com/brentp/goleft/blob/master/docs/indexcov/help-pca.md\" target=\"_blank\">?</a>\n\t<canvas id=\"canvas-pca\" style=\"height:380px;width:380px\"></canvas>\n\t</div>\n\n\t<div class=\"two\">\n\t<span class=\"tt\">PCA: 1 vs 3</span>\n\t<a class=\"help\" href=\"https://github.com/brentp/goleft/blob/master/docs/indexcov/help-pca.md\" target=\"_blank\">?</a>\n\t<canvas id=\"canvas-pcb\" style=\"height:380px;width:380px\"></canvas>\n\t</div>\n\n</section><hr/>\n\n{{ end }}\n\n<section style=\"height:auto\">\n{{ $notmany := index . \"notmany\" }}\n\n\t<div class=\"one\">\n\t<span class=\"tt\">Coverage Plots</span> <a class=\"help\" href=\"https://github.com/brentp/goleft/blob/master/docs/indexcov/help-depth.md#coverage\" target=\"_blank\">?</a>\n\t<p>Click each plot for an interactive view.</p>\n\n\t{{ $chroms := index . \"chroms\" }}\n\t{{ range $idx, $chrom := $chroms }}\n\t\t<p>\n\t\t<a href=\"{{ $name }}-indexcov-roc-{{ $chrom }}.html\"><img src=\"{{ $name }}-indexcov-roc-{{ $chrom }}.png\" /></a>\n\t\t</p>\n\t{{ end }}\n\n<hr/>\n<h5>Acknowledgements</h5>\n<ul>\n\t<li>created with <a href=\"https://github.com/brentp/goleft\">goleft indexcov (version {{ index . \"version\" }})</a> in <a href=\"https://golang.org\">the go programming language</a></li>\n\t<li>bam index parsing with <a href=\"https://github.com/biogo/hts\">biogo/hts</a></li>\n\t<li>interactive plots use <a href=\"http://www.chartjs.org/\">chartjs(2)</a> via <a href=\"https://github.com/brentp/go-chartjs\">go-chartjs</a></li>\n\t<li>static plots and PCA by <a href=\"https://github.com/gonum/plot\">gonum/plot</a>and <a href=\"https://github.com/gonum/matrix\">gonum/matrix</a></li>\n</ul>\n\n\t</div>\n\t<div class=\"two\">\n\t<span class=\"tt\">Depth Plots</span> <a class=\"help\" href=\"https://github.com/brentp/goleft/blob/master/docs/indexcov/help-depth.md\" target=\"_blank\">?</a>\n\t<p>\n\t{{ if $notmany }} Click each plot for an interactive view. {{ else }} . {{ end }}\n\t</p>\n\n\t{{ range $idx, $chrom := $chroms }}\n\t\t<p>\n{{ if $notmany }}\n\t\t<a href=\"{{ $name }}-indexcov-depth-{{ $chrom }}.html\"><img src=\"{{ $name }}-indexcov-depth-{{ $chrom }}.png\" /></a>\n{{ else }}\n\t\t<img src=\"{{ $name }}-indexcov-depth-{{ $chrom }}.png\" />\n{{ end }}\n\n\t\t</p>\n\t{{ end }}\n\t</div>\n\n\n    </body>\n    <script>\n\tChart.defaults.line.cubicInterpolationMode = 'monotone';\n\tChart.defaults.global.animation.duration = 0;\n\n    {{ $has_sex := index . \"hasSex\" }}\n    {{ $has_map := index . \"hasMap\" }}\n\n{{ if $has_sex }}\n    {{ $sex_json := index . \"sex\" }}\n\tvar sex_ctx = document.getElementById(\"canvas-sex\").getContext(\"2d\");\n\tvar sex_chart = new Chart(sex_ctx, {{ $sex_json }});\n\tvar chart = sex_chart\n\t{{ index . \"sexjs\" }}\n{{ end }}\n\n{{ if $has_map }}\n    {{ $map_json := index . \"mapChart\" }}\n\tvar map_ctx = document.getElementById(\"canvas-map\").getContext(\"2d\");\n\tvar map_chart = new Chart(map_ctx, {{ $map_json }});\n\tvar chart = map_chart;\n\t{{ index . \"mapjs\" }}\n{{ end }}\n\n    {{ $bin_json := index . \"bin\" }}\n\tvar bin_ctx = document.getElementById(\"canvas-bin\").getContext(\"2d\");\n\tvar bin_chart = new Chart(bin_ctx, {{ $bin_json }});\n\tvar chart = bin_chart\n\t{{ index . \"binjs\" }}\n\n    {{ $pca_json := index . \"pca\" }}\n\tvar pca_ctx = document.getElementById(\"canvas-pca\").getContext(\"2d\");\n\tvar pca_chart = new Chart(pca_ctx, {{ $pca_json }});\n\tvar chart = pca_chart\n\t{{ index . \"pcajs\" }}\n\n    {{ $pcb_json := index . \"pcb\" }}\n\tvar pcb_ctx = document.getElementById(\"canvas-pcb\").getContext(\"2d\");\n\tvar pcb_chart = new Chart(pcb_ctx, {{ $pcb_json }});\n\tvar chart = pcb_chart\n\t{{ index . \"pcbjs\" }}\n\n    </script>\n</html>\n`\n"
  },
  {
    "path": "indexcov/test-data/viral.fa.fai",
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t80\t81\ngi|372217834|ref|NC_016659.1|\t47536\t3279478146\t80\t81\ngi|372293674|ref|NC_016572.1|\t2661\t3279526357\t80\t81\ngi|372449733|ref|NC_016650.1|\t48072\t3279529123\t80\t81\ngi|372449800|ref|NC_016651.1|\t14270\t3279577867\t80\t81\ngi|372449821|ref|NC_016652.1|\t49330\t3279592387\t80\t81\ngi|372449904|ref|NC_016653.1|\t46586\t3279642405\t80\t81\ngi|372449971|ref|NC_016654.1|\t39474\t3279689645\t80\t81\ngi|372450032|ref|NC_016655.1|\t51342\t3279729684\t80\t81\ngi|372199597|ref|NC_016578.1|\t2725\t3279781748\t80\t81\ngi|370702946|ref|NC_004156.2|\t231621\t3279784584\t80\t81\ngi|373231359|ref|NC_006940.2|\t40793\t3280019171\t80\t81\ngi|11528013|ref|NC_001563.2|\t10962\t3280060537\t80\t81\ngi|158516887|ref|NC_009942.1|\t11029\t3280071701\t80\t81\ngi|269838879|ref|NC_010811.2|\t231255\t3280082937\t80\t81\ngi|327198122|ref|NC_015272.1|\t88322\t3280317155\t80\t81\ngi|356491217|ref|NC_016152.1|\t3377\t3280406651\t80\t81\ngi|356491220|ref|NC_016153.1|\t7230\t3280410140\t80\t81\ngi|269838911|ref|NC_012091.2|\t6501\t3280417545\t80\t81\ngi|9629456|ref|NC_001809.1|\t10871\t3280424192\t80\t81\ngi|374504754|ref|NC_016757.1|\t4942\t3280435291\t80\t81\ngi|374504757|ref|NC_016758.1|\t3685\t3280440387\t80\t81\ngi|374504762|ref|NC_016759.1|\t4352\t3280444211\t80\t81\ngi|374504766|ref|NC_016760.1|\t4099\t3280448710\t80\t81\ngi|374531191|ref|NC_016761.1|\t38684\t3280452932\t80\t81\ngi|374531244|ref|NC_016762.1|\t49135\t3280492173\t80\t81\ngi|374531598|ref|NC_016764.1|\t40058\t3280541993\t80\t81\ngi|374531645|ref|NC_016765.1|\t54024\t3280582631\t80\t81\ngi|374531848|ref|NC_016767.1|\t60714\t3280637399\t80\t81\ngi|90592575|ref|NC_007924.1|\t38239\t3280698944\t80\t81\ngi|345462093|ref|NC_015932.1|\t31616\t3280737726\t80\t81\ngi|371671369|ref|NC_016571.1|\t284757\t3280769808\t80\t81\ngi|318065792|ref|NC_014901.1|\t59230\t3281058197\t80\t81\ngi|338827012|ref|NC_015584.1|\t75960\t3281118243\t80\t81\ngi|374671600|ref|NC_016770.1|\t47159\t3281195227\t80\t81\ngi|374674409|ref|NC_016752.1|\t4595\t3281243058\t80\t81\ngi|334285101|ref|NC_015524.1|\t6519\t3281247789\t80\t81\ngi|331027904|ref|NC_015463.1|\t72332\t3281254465\t80\t81\ngi|331028007|ref|NC_015465.1|\t33004\t3281327777\t80\t81\ngi|356870794|ref|NC_016164.1|\t30332\t3281361269\t80\t81\ngi|374531742|ref|NC_016766.1|\t69420\t3281392056\t80\t81\ngi|375267221|ref|NC_016763.1|\t43221\t3281462413\t80\t81\ngi|10313991|ref|NC_002549.1|\t18959\t3281506255\t80\t81\ngi|375294199|ref|NC_016874.1|\t3780\t3281525540\t80\t81\ngi|375298197|ref|NC_016875.1|\t3325\t3281529457\t80\t81\ngi|375298199|ref|NC_016876.1|\t2031\t3281532913\t80\t81\ngi|375298260|ref|NC_016877.1|\t1761\t3281535059\t80\t81\ngi|375298262|ref|NC_016878.1|\t1121\t3281536933\t80\t81\ngi|375298264|ref|NC_016879.1|\t4012\t3281538158\t80\t81\ngi|375298266|ref|NC_016880.1|\t3729\t3281542310\t80\t81\ngi|375298268|ref|NC_016881.1|\t2238\t3281546175\t80\t81\ngi|375298270|ref|NC_016882.1|\t1937\t3281548530\t80\t81\ngi|375298272|ref|NC_016883.1|\t1205\t3281550581\t80\t81\ngi|347762083|ref|NC_016033.1|\t4152\t3281551885\t80\t81\ngi|365824248|ref|NC_016416.1|\t13830\t3281556175\t80\t81\ngi|365824255|ref|NC_016417.1|\t13807\t3281570264\t80\t81\ngi|339906182|ref|NC_015782.1|\t7275\t3281584319\t80\t81\ngi|352749709|ref|NC_016081.1|\t13384\t3281591771\t80\t81\ngi|313501306|ref|NC_014744.1|\t1383\t3281605414\t80\t81\ngi|313493553|ref|NC_014747.1|\t1392\t3281606904\t80\t81\ngi|311788801|ref|NC_014645.1|\t2792\t3281608396\t80\t81\ngi|313493551|ref|NC_014746.1|\t1259\t3281611309\t80\t81\ngi|238801880|ref|NC_012753.1|\t37184\t3281612657\t80\t81\ngi|9632550|ref|NC_000855.1|\t11158\t3281650392\t80\t81\ngi|358025590|ref|NC_016403.1|\t8159\t3281661771\t80\t81\ngi|357579586|ref|NC_016404.1|\t7488\t3281670098\t80\t81\ngi|372220275|ref|NC_016561.1|\t3048\t3281677753\t80\t81\ngi|375267283|ref|NC_016769.1|\t8210\t3281680926\t80\t81\ngi|310722194|ref|NC_014635.1|\t163875\t3281689310\t80\t81\ngi|360040865|ref|NC_016440.1|\t8638\t3281855309\t80\t81\ngi|360040884|ref|NC_016442.1|\t6506\t3281864144\t80\t81\ngi|360040889|ref|NC_016443.1|\t6139\t3281870808\t80\t81\ngi|360040896|ref|NC_016444.1|\t4735\t3281877100\t80\t81\ngi|353212475|ref|NC_016082.1|\t2621\t3281881974\t80\t81\ngi|353212481|ref|NC_016083.1|\t2601\t3281884707\t80\t81\ngi|365824246|ref|NC_014564.2|\t45413\t3281887409\t80\t81\ngi|313139310|ref|NC_014741.1|\t1388\t3281933486\t80\t81\ngi|377829940|ref|NC_016924.1|\t185139\t3281934960\t80\t81\ngi|294795277|ref|NC_014037.1|\t9782\t3282122492\t80\t81\ngi|288860181|ref|NC_013801.1|\t1347\t3282132486\t80\t81\ngi|288860179|ref|NC_013803.1|\t1366\t3282133939\t80\t81\ngi|288966115|ref|NC_013802.1|\t1354\t3282135411\t80\t81\ngi|154814487|ref|NC_009087.2|\t8855\t3282136852\t80\t81\ngi|378554407|ref|NC_016744.1|\t5065\t3282145894\t80\t81\ngi|378554412|ref|NC_016895.1|\t31681\t3282151090\t80\t81\ngi|378554443|ref|NC_016899.1|\t21592\t3282183246\t80\t81\ngi|378554472|ref|NC_016896.1|\t6707\t3282205195\t80\t81\ngi|56699498|ref|NC_006572.1|\t7271\t3282212071\t80\t81\ngi|56699501|ref|NC_006573.1|\t3402\t3282219518\t80\t81\ngi|379048300|ref|NC_016963.1|\t689\t3282223072\t80\t81\ngi|379059601|ref|NC_016898.1|\t7855\t3282223866\t80\t81\n"
  },
  {
    "path": "indexcov/types.go",
    "content": "package indexcov\n\nimport (\n\t\"log\"\n\t\"reflect\"\n\t\"unsafe\"\n\n\t\"github.com/biogo/hts/bam\"\n\t\"github.com/biogo/hts/bgzf\"\n)\n\nconst (\n\t// TileWidth is the length of the interval tiling used\n\t// in BAI and tabix indexes.\n\tTileWidth = 0x4000\n\n\t// StatsDummyBin is the bin number of the reference\n\t// statistics bin used in BAI and tabix indexes.\n\tStatsDummyBin = 0x924a\n)\n\ntype oRefIndex struct {\n\tBins      []bin\n\tStats     *referenceStats\n\tIntervals []bgzf.Offset\n}\n\ntype bin struct {\n\tBin    uint32\n\tChunks []bgzf.Chunk\n}\n\ntype referenceStats struct {\n\t// Chunk is the span of the indexed BGZF\n\t// holding alignments to the reference.\n\tChunk bgzf.Chunk\n\n\t// Mapped is the count of mapped reads.\n\tMapped uint64\n\n\t// Unmapped is the count of unmapped reads.\n\tUnmapped uint64\n}\n\nfunc getSizes(idx *bam.Index) ([][]int64, uint64, uint64) {\n\tvar mapped, unmapped uint64\n\trefs := reflect.ValueOf(*idx).FieldByName(\"idx\").FieldByName(\"Refs\")\n\tptr := unsafe.Pointer(refs.Pointer())\n\n\tret := (*(*[1 << 28]oRefIndex)(ptr))[:refs.Len()]\n\t// save some memory.\n\tm := make([][]int64, len(ret))\n\tn_messages := 0\n\tfor i, r := range ret {\n\t\tst, ok := idx.ReferenceStats(i)\n\t\tif ok {\n\t\t\tmapped += st.Mapped\n\t\t\tunmapped += st.Unmapped\n\t\t} else {\n\t\t\tif n_messages <= 10 {\n\t\t\t\tlog.Printf(\"no reference stats found for %dth reference chromosome\", i)\n\t\t\t}\n\t\t\tif n_messages == 10 {\n\t\t\t\tlog.Printf(\"not reporting further chromosomes without stats. %d\", i)\n\t\t\t}\n\t\t\tn_messages += 1\n\t\t}\n\t\tif len(r.Intervals) < 2 {\n\t\t\tm[i] = make([]int64, 0)\n\t\t\tcontinue\n\t\t}\n\t\tm[i] = make([]int64, len(r.Intervals)-1)\n\t\tfor k, iv := range r.Intervals[1:] {\n\t\t\tm[i][k] = vOffset(iv) - vOffset(r.Intervals[k])\n\t\t\tif m[i][k] < 0 {\n\t\t\t\tpanic(\"expected positive change in vOffset\")\n\t\t\t}\n\t\t}\n\t\tr.Bins, r.Intervals = nil, nil\n\t}\n\treturn m, mapped, unmapped\n}\n"
  },
  {
    "path": "indexsplit/README.md",
    "content": "indexsplit\n----------\n\n`indexsplit` quickly generates evenly sized (by amount of data) regions across\na cohort. It does this by reading the bam (or cram) index and using the file offsets as proxies\nfor the amount of data. It sums the values in these bins across all samples. This gives a good\nestimate for actual reads in the region but without having to parse the bam file.\n\nThe result is a bed file with an additional column indicating the (scaled) size of data in these\nregion across all samples. The numbers in that column will be fairly even except at the ends offsets\nchromosomes or for small chromosomes.\n\nA common use of this will be to **generate regions to be used to parallelize variant-calling** fairly\nby splitting in to `N` regions with approximately equal amounts of data **across the cohort**.\n\nOn a modest laptop with an SSD, `indexsplit` can **generate even-coverage regions in ~4 seconds for 45 bams**.\nThe time is independent of the number of regions.\n\nWhen a single 16KB chunk will has more data than the determined chunk size, `indexsplit` will output\nsub-regions of that chunk even though it doesn't know the exact placement of the data within it.\n\nUsage\n-----\n\n```\ngoleft indexsplit -N 5000 /path/to/*.bam > regions.bed\n```\n\nIf you want to do this from CRAM files send the .crai files and a fasta index via\nthe `--fai`:\n\n```\ngoleft indexsplit -N 8000 --fai reference.fa.fai /path/to/*.crai > regions.bed\n```\n\nThe user is responsible for ensuring that the crai chromosome order matches the .fai order \n(this will be the case if the fasta was the same as used in alignment).\n"
  },
  {
    "path": "indexsplit/functional-tests.sh",
    "content": "#!/bin/bash\n\ntest -e ssshtest || wget -q https://raw.githubusercontent.com/ryanlayer/ssshtest/master/ssshtest\n\n. ssshtest\nset -uo pipefail\n\ngo build -o ./goleft_test ../cmd/goleft/goleft.go\n\nmkdir -p ../indexcov/samples/ && cd ../indexcov/samples/\nif [[ ! -e sample_paper.tar.xz ]]; then\n    curl -Ss https://s3.amazonaws.com/b4-test-data/sample_paper.tar.xz > sample_paper.tar.xz\nfi\nif [[ ! -e sample_paper_0030.bam.bai ]]; then\n    tar xJf sample_paper.tar.xz\nfi\nif [[ ! -e sample_paper_0030.bam ]]; then\n    tar xJf sample_paper.tar.xz\nfi\ncd -\n\nif [[ ! -e human_g1k_v37.fasta.fai ]]; then\n    wget -q ftp://ftp.1000genomes.ebi.ac.uk/vol1/ftp/technical/reference/human_g1k_v37.fasta.fai\nfi\n\nsplitter() {\n    ./goleft_test indexsplit -n 1000 --fai human_g1k_v37.fasta.fai ../indexcov/samples/*.bam > _test.cov\n}\nsamtools view -H ../indexcov/samples/sample_paper_0001.bam | grep \"^@SQ\" | perl -pe 's/.+SN://' | awk 'BEGIN{FS=\"\\tLN:\"; OFS=\"\\t\"} { print $1,0,$2 }' > genome.bed\n\nrun check_it splitter\nassert_exit_code 0\ncat $STDERR_FILE\nassert_equal 0 $(bedtools subtract -a genome.bed -b _test.cov | wc -l)\nassert_equal 0 $(bedtools subtract -b genome.bed -a _test.cov | wc -l)\nassert_equal 0 $(bedtools intersect -a _test.cov -b _test.cov -c | awk '$NF != 1' | wc -l)\nrm -f genome.bed _test.cov\n"
  },
  {
    "path": "indexsplit/indexsplit.go",
    "content": "// Package indexsplit is used to quickly generate evenly sized (by amount of data) regions across\n// a cohort. It does this by reading the bam (or cram) index and using the file offsets as proxies\n// for the amount of data. It sums the values in these bins across all samples. This gives a good\n// estimate for actual reads in the region but without having to parse the bam file.\n//\n// A common use of this will be to generate regions to be use to parallelize variant calling fairly\n// by splitting in to `N` regions with approximately equal amounts of data **across the cohort**.\npackage indexsplit\n\nimport (\n\t\"fmt\"\n\t\"strings\"\n\n\t\"gonum.org/v1/gonum/floats\"\n\t\"gonum.org/v1/gonum/stat\"\n\n\targ \"github.com/alexflint/go-arg\"\n\t\"github.com/biogo/hts/sam\"\n\t\"github.com/biogo/store/interval\"\n\t\"github.com/brentp/goleft/depth\"\n\t\"github.com/brentp/goleft/indexcov\"\n)\n\ntype cliargs struct {\n\tN           int      `arg:\"-n,required,help:number of regions to split to.\"`\n\tFai         string   `arg:\"--fai,help:fasta index file.\"`\n\tProblematic string   `arg:\"-p,help:pipe-delimited list of regions to split small.\"`\n\tIndexes     []string `arg:\"positional,required,help:bai's/crais to use for splitting genome.\"`\n}\n\nfunc imin(a, b int) int {\n\tif a < b {\n\t\treturn a\n\t}\n\treturn b\n}\n\nfunc chop(sizes [][]float64) {\n\tfor k, size := range sizes {\n\t\tm, std := stat.MeanStdDev(size, nil)\n\t\tmax := m + 3*std\n\t\tfor i, s := range size {\n\t\t\tif s > max {\n\t\t\t\tsize[i] = 8 * m\n\t\t\t}\n\t\t}\n\t\tsizes[k] = size\n\t}\n}\n\n// return the proportion of data in each chromosome.\nfunc getPercents(sizes [][]float64) ([]float64, []float64) {\n\tchop(sizes)\n\tvar tot float64\n\tpcts := make([]float64, len(sizes))\n\tsums := make([]float64, len(sizes))\n\tfor i, s := range sizes {\n\t\tsums[i] = floats.Sum(s)\n\t\ttot += sums[i]\n\t}\n\tfor i := range pcts {\n\t\tpcts[i] = sums[i] / tot\n\t}\n\n\treturn pcts, sums\n}\n\n// Chunk is a region of the genome create by `Split`.\ntype Chunk struct {\n\tChrom  string\n\tStart  int\n\tEnd    int\n\tSum    float64 // amount of data in this Chunk\n\tSplits int     // number of splits\n}\n\nfunc (c Chunk) String() string {\n\treturn fmt.Sprintf(\"%s\\t%d\\t%d\\t%.2f\\t%d\", c.Chrom, c.Start, c.End, c.Sum, c.Splits)\n}\n\n// Split takes paths of bams or crais and generates `N` `Chunks`\nfunc Split(paths []string, refs []*sam.Reference, N int, probs map[string]*interval.IntTree) chan Chunk {\n\n\tch := make(chan Chunk)\n\tgo func() {\n\n\t\t// sizes will be the sum of values for all samples\n\t\t// use a float since we divide by a large number to avoid overflow\n\t\tvar sizes [][]float64\n\t\tscalar := float64(1000000000)\n\n\t\tfor _, path := range paths {\n\t\t\tosz := indexcov.ReadIndex(path).Sizes()\n\t\t\tfor _, ref := range refs {\n\t\t\t\ti := ref.ID()\n\t\t\t\tfor i >= len(sizes) {\n\t\t\t\t\tsizes = append(sizes, make([]float64, 0))\n\t\t\t\t}\n\t\t\t\tif i >= len(osz) {\n\t\t\t\t\tbreak\n\t\t\t\t}\n\t\t\t\ts, o := sizes[i], osz[i]\n\t\t\t\tm := imin(len(s), len(o))\n\t\t\t\tvar j int\n\t\t\t\t// we add for as long as we have data from both...\n\t\t\t\tfor j = 0; j < m; j++ {\n\t\t\t\t\ts[j] += float64(o[j]) / scalar\n\t\t\t\t}\n\t\t\t\tfor ; j < len(o); j++ {\n\t\t\t\t\ts = append(s, float64(o[j])/scalar)\n\t\t\t\t}\n\t\t\t\tsizes[i] = s\n\t\t\t}\n\t\t}\n\n\t\tpercents, sums := getPercents(sizes)\n\n\t\tfor _, ref := range refs {\n\t\t\tri := ref.ID()\n\t\t\tif ri >= len(sizes) || len(sizes[ri]) == 0 {\n\t\t\t\t// output the empty chrom with a sum of 0 the user isn't.\n\t\t\t\tch <- Chunk{Chrom: ref.Name(), Start: 0, End: ref.Len(), Sum: 0, Splits: 0}\n\t\t\t\tcontinue\n\t\t\t}\n\t\t\tn := int(percents[ri] * float64(N))\n\t\t\tif n == 0 && percents[ri] > 0 {\n\t\t\t\tn = 1\n\t\t\t} else if n == 0 {\n\t\t\t\tch <- Chunk{Chrom: ref.Name(), Start: 0, End: ref.Len(), Sum: 0, Splits: 0}\n\t\t\t\tcontinue\n\t\t\t}\n\t\t\t// we get `chunk` as a sum and then we know we have enough data.\n\t\t\tchunk := sums[ri] / float64(n)\n\t\t\tsize := sizes[ri]\n\n\t\t\tvar sum float64\n\t\t\tvar lasti int\n\t\t\tvar tree *interval.IntTree\n\t\t\tif probs != nil {\n\t\t\t\tif t, ok := probs[ref.Name()]; ok {\n\t\t\t\t\ttree = t\n\t\t\t\t}\n\t\t\t}\n\t\t\t// loop over the tiles and yield regions as soon as each is > chunk.\n\t\t\tfor i := 0; i < len(size); i++ {\n\t\t\t\t// for single Tiles > chunk, we split into smaller regions.\n\t\t\t\t// 120 heuristic is arbitrary, may need to be tuned.\n\t\t\t\tovl := depth.Overlaps(tree, i*indexcov.TileWidth, (i+1)*indexcov.TileWidth)\n\t\t\t\tif size[i] > chunk || (size[i] >= 0.05*chunk && ovl) {\n\t\t\t\t\t//if sum >= 0 && i > lasti {\n\t\t\t\t\tif i > lasti {\n\t\t\t\t\t\tch <- Chunk{Chrom: ref.Name(), Start: lasti * indexcov.TileWidth, End: i * indexcov.TileWidth, Sum: sum, Splits: 1}\n\t\t\t\t\t}\n\t\t\t\t\tsum = size[i]\n\t\t\t\t\tnsplits := int(0.5 + (sum / (chunk / 2)))\n\t\t\t\t\tif nsplits > 8 {\n\t\t\t\t\t\tnsplits = 8\n\t\t\t\t\t} else if nsplits < 1 {\n\t\t\t\t\t\tnsplits = 1\n\t\t\t\t\t\tif ovl {\n\t\t\t\t\t\t\tnsplits = 3\n\t\t\t\t\t\t}\n\t\t\t\t\t}\n\t\t\t\t\tstart := i * indexcov.TileWidth\n\t\t\t\t\tl := int(float64(indexcov.TileWidth)/float64(nsplits) + 1)\n\t\t\t\t\tfor k := 0; k < nsplits; k++ {\n\t\t\t\t\t\tif i+k == len(size)+1 {\n\t\t\t\t\t\t\tch <- Chunk{Chrom: ref.Name(), Start: start, End: ref.Len(), Sum: sum / float64(nsplits), Splits: nsplits}\n\t\t\t\t\t\t} else {\n\t\t\t\t\t\t\tch <- Chunk{Chrom: ref.Name(), Start: start, End: imin(start+l, (i+1)*indexcov.TileWidth), Sum: sum / float64(nsplits), Splits: nsplits}\n\t\t\t\t\t\t}\n\t\t\t\t\t\tstart += l\n\t\t\t\t\t}\n\n\t\t\t\t\tlasti, sum = i+1, 0\n\t\t\t\t\tcontinue\n\t\t\t\t}\n\t\t\t\tsum += size[i]\n\t\t\t\tif sum >= chunk || i == len(size)-1 || (sum >= 0.2*chunk && ovl) {\n\t\t\t\t\tif i == len(size)-1 {\n\t\t\t\t\t\tch <- Chunk{Chrom: ref.Name(), Start: lasti * indexcov.TileWidth, End: ref.Len(), Sum: sum, Splits: 1}\n\t\t\t\t\t} else {\n\t\t\t\t\t\tch <- Chunk{Chrom: ref.Name(), Start: lasti * indexcov.TileWidth, End: (i + 1) * indexcov.TileWidth, Sum: sum, Splits: 1}\n\t\t\t\t\t}\n\t\t\t\t\tlasti = i + 1\n\t\t\t\t\tsum = 0\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\t\tclose(ch)\n\n\t}()\n\treturn ch\n}\n\n// Main is called from the goleft dispatcher.\nfunc Main() {\n\n\tcli := &cliargs{}\n\targ.MustParse(cli)\n\n\tvar probs map[string]*interval.IntTree\n\tif cli.Problematic != \"\" {\n\t\tprobs = depth.ReadTree(cli.Problematic)\n\t}\n\n\tvar refs []*sam.Reference\n\tif strings.HasSuffix(cli.Indexes[0], \".bam\") {\n\t\trefs = indexcov.RefsFromBam(cli.Indexes[0], \"\")\n\t} else {\n\t\trefs = indexcov.ReadFai(cli.Fai, \"\")\n\t}\n\tfor chunk := range Split(cli.Indexes, refs, cli.N, probs) {\n\t\tfmt.Println(chunk)\n\t}\n}\n"
  },
  {
    "path": "multidepth/multidepth.go",
    "content": "package main\n\nimport (\n\t\"bufio\"\n\t\"fmt\"\n\t\"os\"\n\t\"os/exec\"\n\t\"runtime\"\n\t\"strconv\"\n\t\"strings\"\n\t\"sync\"\n\n\targ \"github.com/alexflint/go-arg\"\n\t\"github.com/biogo/hts/bam\"\n\t\"github.com/brentp/goleft/indexcov\"\n)\n\ntype dargs struct {\n\tQ          int      `arg:\"-Q,help:mapping quality cutoff\"`\n\tChrom      string   `arg:\"required,-c,help:optional chromosome to limit analysis\"`\n\tMinCov     int      `arg:\"help:minimum depth considered callable\"`\n\tMaxCov     int      `arg:\"help:maximum depth considered callable\"`\n\tMaxSkip    int      `arg:\"-k,help:skip this many uncovered bases before forcing a new block\"`\n\tMinSize    int      `arg:\"-m,help:only report blocks of at least this length\"`\n\tWindow     int      `arg:\"-w,help:discretize into windows of this size\"`\n\tProcesses  int      `arg:\"-p,help:number of processors to use\"`\n\tMinSamples float64  `arg:\"help:proportion of samples with mincov coverage for a region to be reported\"`\n\tBams       []string `arg:\"positional,required,help:bams for which to calculate depth\"`\n\tminSamples int      `arg:\"-\"`\n}\n\nfunc chromSize(path string, chrom string) int {\n\tf, err := os.Open(path)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tb, err := bam.NewReader(f, 1)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tfor _, ref := range b.Header().Refs() {\n\t\tif ref.Name() == chrom {\n\t\t\treturn ref.Len()\n\t\t}\n\t}\n\tpanic(fmt.Sprintf(\"multidepth: chromosome %s not found in %s\", chrom, path))\n}\n\nfunc main() {\n\targs := dargs{Q: 10, MinCov: 7, MaxCov: 1000, MinSamples: 0.5, MinSize: 15, MaxSkip: 10, Window: 1e7}\n\tif p := arg.MustParse(&args); len(args.Bams) == 0 {\n\t\tp.Fail(\"specify > 1 bam\")\n\t}\n\tif args.Processes <= 0 {\n\t\targs.Processes = runtime.NumCPU()\n\t}\n\truntime.GOMAXPROCS(args.Processes)\n\thdr := make([]string, 1, len(args.Bams)+1)\n\thdr[0] = \"#chrom\\tstart\\tend\"\n\n\tif len(args.Bams) > 50 {\n\t\tchunkSize /= 5\n\t}\n\n\targs.minSamples = int(0.5 + args.MinSamples*float64(len(args.Bams)))\n\tfor _, b := range args.Bams {\n\t\tnm, err := indexcov.GetShortName(b, false)\n\t\tif err != nil {\n\t\t\tpanic(fmt.Sprintf(\"%s: %s\", b, err))\n\t\t}\n\t\thdr = append(hdr, nm)\n\t}\n\tch := genRegions(chromSize(args.Bams[0], args.Chrom), args.Chrom)\n\tout := make(chan []block, 1)\n\n\twg := &sync.WaitGroup{}\n\twg.Add(args.Processes)\n\tfor i := 0; i < args.Processes; i++ {\n\t\tgo func() {\n\t\t\tfor reg := range ch {\n\t\t\t\taggregate(&args, reg, out)\n\t\t\t}\n\t\t\twg.Done()\n\t\t}()\n\t}\n\n\tfmt.Println(strings.Join(hdr, \"\\t\"))\n\tpwg := writeOut(out)\n\n\twg.Wait()\n\tclose(out)\n\tpwg.Wait()\n}\n\nfunc writeOut(ch chan []block) *sync.WaitGroup {\n\tvar wg sync.WaitGroup\n\twg.Add(1)\n\tgo func() {\n\t\tstdout := bufio.NewWriter(os.Stdout)\n\t\tfor blocks := range ch {\n\t\t\tfor _, bl := range blocks {\n\t\t\t\tstdout.WriteString(bl.String())\n\t\t\t\tstdout.WriteByte('\\n')\n\t\t\t}\n\t\t\tstdout.Flush()\n\t\t}\n\t\tstdout.Flush()\n\t\twg.Done()\n\t}()\n\treturn &wg\n\n}\n\nvar chunkSize = 5000000\n\ntype region struct {\n\tchrom string\n\tstart int // 1-based start\n\ti     int\n}\n\nfunc (r region) String() string {\n\treturn r.chrom + \":\" + strconv.Itoa(r.start)\n}\n\nfunc genRegions(l int, chrom string) chan region {\n\tch := make(chan region, 2)\n\tgo func() {\n\t\tvar k int\n\t\tfor i := 0; i < l; i += chunkSize {\n\t\t\tch <- region{chrom: chrom, start: i + 1, i: k}\n\t\t\tk++\n\t\t}\n\t\tclose(ch)\n\t}()\n\treturn ch\n}\n\ntype site struct {\n\tpos0   int\n\tdepths []int\n}\n\nfunc parseLine(line string) site {\n\ttoks := strings.Split(line, \"\\t\")\n\ttoks[len(toks)-1] = strings.TrimSpace(toks[len(toks)-1])\n\n\tpos, err := strconv.Atoi(toks[1])\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\ts := site{pos0: pos - 1, depths: make([]int, len(toks)-2)}\n\tfor i, str := range toks[2:] {\n\t\ts.depths[i], err = strconv.Atoi(str)\n\t\tif err != nil {\n\t\t\tpanic(err)\n\t\t}\n\t}\n\n\treturn s\n}\n\nfunc sufficientDepth(s site, a *dargs) bool {\n\tvar n int\n\tfor _, d := range s.depths {\n\t\tif d >= a.MinCov {\n\t\t\tn++\n\t\t}\n\t}\n\treturn n > a.minSamples\n}\n\ntype block struct {\n\tchrom  string\n\tstart  int // 0-based\n\tend    int // 1-based\n\tdepths []string\n}\n\nfunc (b block) String() string {\n\treturn fmt.Sprintf(\"%s\\t%d\\t%d\\t%s\", b.chrom, b.start, b.end, strings.Join(b.depths, \"\\t\"))\n}\n\nfunc splitBlocks(chrom string, cache []site, a *dargs) []block {\n\tblocks := make([]block, 0, 2)\n\n\tvar i, lasti int\n\tfor i < len(cache) {\n\t\tblk := block{chrom: chrom, start: cache[i].pos0}\n\t\ti++\n\t\tfor ; i < len(cache) && cache[i].pos0-blk.start < a.Window; i++ {\n\t\t}\n\t\tblk.end = cache[i-1].pos0 + 1\n\t\tblk.depths = means(cache[lasti:i])\n\t\tblocks = append(blocks, blk)\n\t\tlasti = i\n\t}\n\treturn blocks\n}\n\nfunc aggregate(a *dargs, r region, out chan []block) {\n\tcache := make([]site, 0, 2000)\n\tblocks := make([]block, 0, 256)\n\n\tcargs := append([]string{\"depth\", \"-q\", \"0\", \"-Q\", strconv.Itoa(a.Q), \"-d\", strconv.Itoa(a.MaxCov), \"-r\", r.String()}, a.Bams...)\n\tcmd := exec.Command(\"samtools\", cargs...)\n\tcmd.Stderr = os.Stderr\n\tpipeout, err := cmd.StdoutPipe()\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\n\tif err := cmd.Start(); err != nil {\n\t\tpanic(err)\n\t}\n\trdr := bufio.NewReader(pipeout)\n\t// since we are running multiple adjacent blocks in parallel:\n\t// only start after we've seen empty\n\t// only end after we've seen empty\n\tseen0 := false\n\tfor line, err := rdr.ReadString('\\n'); err == nil; line, err = rdr.ReadString('\\n') {\n\t\ts := parseLine(line)\n\t\tsuf := sufficientDepth(s, a)\n\t\t// check that we've encountered ...\n\t\tif !suf {\n\t\t\tseen0 = true\n\t\t\t// once we complete a block, we bail if we're outside of the chunk.\n\t\t\tif s.pos0 > r.start+chunkSize {\n\t\t\t\tif len(cache) == 0 || s.pos0-cache[len(cache)-1].pos0 >= a.MaxSkip {\n\t\t\t\t\tif err := cmd.Process.Kill(); err != nil {\n\t\t\t\t\t\tpanic(err)\n\t\t\t\t\t}\n\t\t\t\t\tbreak\n\t\t\t\t}\n\t\t\t}\n\n\t\t}\n\t\t// and are past a 0 region.\n\t\tif !seen0 {\n\t\t\tcontinue\n\t\t}\n\t\tif (len(cache) == 0 || s.pos0-(cache[len(cache)-1].pos0+1) <= a.MaxSkip) && suf {\n\t\t\tcache = append(cache, s)\n\t\t} else if len(cache) > 0 && s.pos0-(cache[len(cache)-1].pos0+1) > a.MaxSkip {\n\t\t\tif len(cache) >= a.MinSize {\n\t\t\t\tblocks = append(blocks, splitBlocks(a.Chrom, cache, a)...)\n\t\t\t\t//dps := means(cache)\n\t\t\t\t//blocks = append(blocks, block{chrom: a.Chrom, start: cache[0].pos0, end: cache[len(cache)-1].pos0 + 1, depths: dps})\n\t\t\t}\n\t\t\tcache = cache[:0]\n\t\t\tif suf {\n\t\t\t\tcache = append(cache, s)\n\t\t\t}\n\t\t}\n\t}\n\tif len(cache) > 0 {\n\t\t//dps := means(cache)\n\t\t//blocks = append(blocks, block{chrom: a.Chrom, start: cache[0].pos0, end: cache[len(cache)-1].pos0 + 1, depths: dps})\n\t\tblocks = append(blocks, splitBlocks(a.Chrom, cache, a)...)\n\t\tcache = cache[:0]\n\t}\n\tif err := cmd.Wait(); err != nil {\n\t\tif _, ok := err.(*exec.ExitError); !ok {\n\t\t\tpanic(err)\n\t\t}\n\t}\n\tout <- blocks\n}\n\nfunc means(sites []site) []string {\n\tdps := make([]float64, len(sites[0].depths))\n\tfor _, s := range sites {\n\t\tfor i, d := range s.depths {\n\t\t\tdps[i] += float64(d) / 1000.\n\t\t}\n\t}\n\tl := sites[len(sites)-1].pos0 - sites[0].pos0 + 1\n\tsdps := make([]string, len(dps))\n\tfor i, d := range dps {\n\t\tsdps[i] = fmt.Sprintf(\"%.2f\", d/float64(l)*1000)\n\t}\n\treturn sdps\n}\n"
  },
  {
    "path": "samplename/README.md",
    "content": "samplename\n==========\n\nreport the samplename(s) from a bam using the read-group info.\n\n```\nUsage: goleft samplename [--errormulti] BAM\n\nPositional arguments:\n  BAM                    bam for to get sample name(s)\n\nOptions:\n  --errormulti, -e       return an error if there is not exactly 1 sample in the bam.\n  --help, -h             display this help and exit\n  --version              display version and exit\n```\n"
  },
  {
    "path": "samplename/functional-tests.sh",
    "content": "#!/bin/bash\n\ntest -e ssshtest || wget -q https://raw.githubusercontent.com/ryanlayer/ssshtest/master/ssshtest\n\n. ssshtest\nset -uo pipefail\n\ngo build -o ./goleft_test ../cmd/goleft/goleft.go\n\nrun check_sample_name ./goleft_test samplename ../indexcov/samples/sample_paper_0021.bam\nassert_exit_code 0\nassert_in_stdout sample_paper_0021\n\nrun check_sample_name_e ./goleft_test samplename -e ../indexcov/samples/sample_paper_0021.bam\nassert_exit_code 0\nassert_in_stdout sample_paper_0021\n\n"
  },
  {
    "path": "samplename/samplename.go",
    "content": "package samplename\n\nimport (\n\t\"fmt\"\n\t\"os\"\n\t\"strings\"\n\n\targ \"github.com/alexflint/go-arg\"\n\t\"github.com/biogo/hts/bam\"\n\t\"github.com/biogo/hts/sam\"\n\t\"github.com/brentp/goleft\"\n)\n\nfunc Names(h *sam.Header) []string {\n\trgs := h.RGs()\n\tif len(rgs) == 1 {\n\t\tv := rgs[0].Get(sam.Tag([2]byte{'S', 'M'}))\n\t\tif v == \"\" {\n\t\t\treturn nil\n\t\t}\n\t\treturn []string{v}\n\t}\n\tm := make(map[string]bool)\n\ttag := sam.Tag([2]byte{'S', 'M'})\n\tfor _, rg := range rgs {\n\t\tv := rg.Get(tag)\n\t\tif v == \"\" {\n\t\t\tcontinue\n\t\t}\n\t\tm[v] = true\n\t}\n\tnames := make([]string, 0, len(m))\n\tfor sm := range m {\n\t\tnames = append(names, sm)\n\t}\n\treturn names\n}\n\ntype cliargs struct {\n\tBam        string `arg:\"positional,required,help:bam for to get sample name(s)\"`\n\tErrorMulti bool   `arg:\"-e,help:return an error if there is not exactly 1 sample in the bam.\"`\n}\n\nfunc (c cliargs) Version() string {\n\treturn fmt.Sprintf(\"samplename %s\", goleft.Version)\n}\n\nfunc Main() {\n\tcli := &cliargs{}\n\targ.MustParse(cli)\n\n\tf, err := os.Open(cli.Bam)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tdefer f.Close()\n\tb, err := bam.NewReader(f, 1)\n\tif err != nil {\n\t\tpanic(err)\n\t}\n\tdefer b.Close()\n\n\tnames := Names(b.Header())\n\tif cli.ErrorMulti && len(names) != 1 {\n\t\tpanic(fmt.Sprintf(\"goleft/samplename: found multiple samples in %s\", cli.Bam))\n\t}\n\tfmt.Println(strings.Join(names, \"\\n\"))\n}\n"
  }
]