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Jupyter executed notebook on the publication data from ON-rep-seq data analysis pipeline, https://bitbucket.org/modelscat/on-rep-seq/src/a11419aecde4edfb9b8708496820a308522cd1b8/LCp_clustering_jupyter_notebook/?at=master
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"'R version 3.5.2 (2018-12-20)'" | |
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"text/latex": [ | |
"'R version 3.5.2 (2018-12-20)'" | |
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"text/markdown": [ | |
"'R version 3.5.2 (2018-12-20)'" | |
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"text/plain": [ | |
"[1] \"R version 3.5.2 (2018-12-20)\"" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[1] \"Finally, Bulk Typing of Bacterial Species down to Strain Level using ON-rep-seq\"\n", | |
"[1] \"Łukasz Krych, Josué L. Castro-Mejía, Daniel N. Moesby, Morten B. Mikkelsen, Morten A. Rasmussen, Maciej Sykulski, Dennis S. Nielsen\"\n", | |
"[1] \"-- \"\n", | |
"[1] \"https://bitbucket.org/modelscat/on-rep-seq/\"\n", | |
"[1] \"This notebook maintainer's email:\"\n", | |
"[1] \"Maciej Sykulski'<[email protected]>, 'Maciek Sykulski'<[email protected]>\"\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
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"[1] 0" | |
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}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"R.version.string\n", | |
"print(\"Finally, Bulk Typing of Bacterial Species down to Strain Level using ON-rep-seq\")\n", | |
"print(\"Łukasz Krych, Josué L. Castro-Mejía, Daniel N. Moesby, Morten B. Mikkelsen, Morten A. Rasmussen, Maciej Sykulski, Dennis S. Nielsen\")\n", | |
"print(\"-- \")\n", | |
"print(\"https://bitbucket.org/modelscat/on-rep-seq/\")\n", | |
"print(\"This notebook maintainer's email:\")\n", | |
"print(\"Maciej Sykulski'<[email protected]>, 'Maciek Sykulski'<[email protected]>\")\n", | |
"length(ls())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"'/home/macieksk/workspace/genXone/on-rep-seq/LCp_clustering_jupyter_notebook'" | |
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"text/latex": [ | |
"'/home/macieksk/workspace/genXone/on-rep-seq/LCp\\_clustering\\_jupyter\\_notebook'" | |
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"text/markdown": [ | |
"'/home/macieksk/workspace/genXone/on-rep-seq/LCp_clustering_jupyter_notebook'" | |
], | |
"text/plain": [ | |
"[1] \"/home/macieksk/workspace/genXone/on-rep-seq/LCp_clustering_jupyter_notebook\"" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<table>\n", | |
"<thead><tr><th></th><th scope=col>used</th><th scope=col>(Mb)</th><th scope=col>gc trigger</th><th scope=col>(Mb)</th><th scope=col>max used</th><th scope=col>(Mb)</th></tr></thead>\n", | |
"<tbody>\n", | |
"\t<tr><th scope=row>Ncells</th><td> 528965</td><td>28.3 </td><td>1132661</td><td>60.5 </td><td>1132661</td><td>60.5 </td></tr>\n", | |
"\t<tr><th scope=row>Vcells</th><td>1032782</td><td> 7.9 </td><td>8388608</td><td>64.0 </td><td>1753487</td><td>13.4 </td></tr>\n", | |
"</tbody>\n", | |
"</table>\n" | |
], | |
"text/latex": [ | |
"\\begin{tabular}{r|llllll}\n", | |
" & used & (Mb) & gc trigger & (Mb) & max used & (Mb)\\\\\n", | |
"\\hline\n", | |
"\tNcells & 528965 & 28.3 & 1132661 & 60.5 & 1132661 & 60.5 \\\\\n", | |
"\tVcells & 1032782 & 7.9 & 8388608 & 64.0 & 1753487 & 13.4 \\\\\n", | |
"\\end{tabular}\n" | |
], | |
"text/markdown": [ | |
"\n", | |
"| <!--/--> | used | (Mb) | gc trigger | (Mb) | max used | (Mb) | \n", | |
"|---|---|\n", | |
"| Ncells | 528965 | 28.3 | 1132661 | 60.5 | 1132661 | 60.5 | \n", | |
"| Vcells | 1032782 | 7.9 | 8388608 | 64.0 | 1753487 | 13.4 | \n", | |
"\n", | |
"\n" | |
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"text/plain": [ | |
" used (Mb) gc trigger (Mb) max used (Mb)\n", | |
"Ncells 528965 28.3 1132661 60.5 1132661 60.5\n", | |
"Vcells 1032782 7.9 8388608 64.0 1753487 13.4" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#workingDir<-\"./\"; getwd();\n", | |
"workingDir <- \"/home/macieksk/workspace/genXone/on-rep-seq/LCp_clustering_jupyter_notebook\" \n", | |
"setwd(workingDir); getwd()\n", | |
"\n", | |
"#projDir <- \"__PROJ_DIR\" \n", | |
"projDir <- workingDir \n", | |
"\n", | |
"projectPrefix <- \"runnable_jupyter_on-rep-seq_flowgrams_clustering_heatmaps.execution_result\"\n", | |
"#projectPrefix <- \"runnable_jupyter_on-rep-seq_flowgrams_clustering_heatmaps\"\n", | |
"if (projectPrefix == paste0(\"__\",\"PROJECT_PREFIX\")) {\n", | |
" projectPrefix <- \"runnable_jupyter_on-rep-seq_flowgrams_clustering_heatmaps\" }\n", | |
"\n", | |
"\n", | |
"## To obtain publication .Rdata contact with the authors\n", | |
"\n", | |
"####### !!!!!!!!\n", | |
"####### UNCOMMENT below line and execute this cell\n", | |
"####### to load the executed notebook .Rdata to continue to work with it\n", | |
"####### !!!!!!!!\n", | |
"\n", | |
"#LOAD_SAVED_IMAGE<-TRUE\n", | |
"\n", | |
"if (exists(\"LOAD_SAVED_IMAGE\") && LOAD_SAVED_IMAGE) {\n", | |
" system.time(load(paste(projDir,\"/r_saved_images/\",projectPrefix,\".Rdata\",sep=\"\")))\n", | |
" printS<-print\n", | |
" load.install.libraries()\n", | |
" lsos()\n", | |
"}\n", | |
" \n", | |
"gc()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[1] \"Using runnable_jupyter_on-rep-seq_flowgrams_clustering_heatmaps.execution_result.ipynb.stdout.fifo as the output sink.\"\n" | |
] | |
} | |
], | |
"source": [ | |
"printS<-print\n", | |
"fileStdOut<-\"runnable_jupyter_on-rep-seq_flowgrams_clustering_heatmaps.execution_result.ipynb.stdout.fifo\"\n", | |
"if(fileStdOut!=paste0(\"__\",\"STDOUT_FILE\")){\n", | |
" fileConn<-file(fileStdOut, \"w\")\n", | |
" #fileConn<-open(fileStdOut, open = \"w\", blocking = FALSE)\n", | |
" #writeLines(c(\"Hello\",\"World\"), fileConn)\n", | |
" printS<-function(obj,...){\n", | |
" text<-capture.output(print(obj))\n", | |
" writeLines(text, fileConn); flush(fileConn)\n", | |
" print(obj,...)\n", | |
" }\n", | |
" printS(paste0(\"Using \",fileStdOut,\" as the output sink.\"))\n", | |
"} else {printS<-print}\n", | |
"#close(fileConn)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"srcDir <- \"/home/macieksk/workspace/genXone/on-rep-seq/LCp_clustering_jupyter_notebook\"\n", | |
"#testvar <- \"10\"\n", | |
"\n", | |
"rep.sample.dir=\"/home/macieksk/workspace/genXone/fingerprinting/data/Lukas180425/peaks-profiles/\" #paste0(projDir,\"/../data/Lukas180425/peaks-profiles/\")\n", | |
"#rep.sample.dir=\"paste0(projDir,\"/../data/Lukas180425/peaks-profiles/\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"tags": [ | |
"raises-exception" | |
] | |
}, | |
"outputs": [ | |
{ | |
"ename": "ERROR", | |
"evalue": "Error in eval(expr, envir, enclos): 1\n", | |
"output_type": "error", | |
"traceback": [ | |
"Error in eval(expr, envir, enclos): 1\nTraceback:\n", | |
"1. stop(1)" | |
] | |
} | |
], | |
"source": [ | |
"##This cell is marked with 'raises-exception' tag (View/Cell Toolbar/Tags) so the notebook continues - in case if not allowing exceptions in the notebook, which currently is not a good idea since in case of error the execution resulting notebook is not saved. Parameter --save-on-error for jupyter nbconvert is not yet implemented.\n", | |
"stop(1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"stopNbEval<-function(...){\n", | |
" defname <- paste(projDir, \"/r_saved_images/\", projectPrefix, \".Rdata\", sep = \"\")\n", | |
" printS(p(\"Stopping Notebook evaluation effectively by deleting objects. Saving first R image .Rdata to: \", defname));\n", | |
" printS(head(lsos(),3)); printS(gc());\n", | |
" save_new_image();\n", | |
" #i<-1; while(TRUE){\n", | |
" for (i in c(1)) { \n", | |
" rm(pos=i,list = ls(pos=i))\n", | |
" #tryCatch(rm(pos=i,list = ls(pos=i,all.names = TRUE)),error=function(e){break})\n", | |
"};}#i<-i+1;}; stop(1)}\n", | |
"#stopNbEval()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"#srcDir" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"libraryI<-function(pkg){pkg<-as.character(substitute(pkg)); print(pkg);\n", | |
"if(!library(pkg,logical.return=TRUE,character.only=TRUE)){\n", | |
" install.packages(pkg);\n", | |
" if(!library(pkg,logical.return=TRUE,character.only=TRUE)){\n", | |
" printS(p(\"ERROR! could not load package \",pkg)); stop(1)\n", | |
"}}}\n", | |
"#libraryI(latticeee)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[1] \"heatmap3\"\n" | |
] | |
} | |
], | |
"source": [ | |
"libraryI(heatmap3)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"hash-2.2.6 provided by Decision Patterns\n", | |
"\n" | |
] | |
} | |
], | |
"source": [ | |
"#\n", | |
"load.sources<-function(){\n", | |
" for (f in c(\"utils.R\", #Contains inpar, save_new_image, etc\n", | |
" \"heatmap3_env.R\" #The version of heatmap3 used in the project is slightly different (older?) than the one from heatmap3 package\n", | |
" #... \n", | |
" ) \n", | |
" ){\n", | |
" source(paste(srcDir,\"/src/\",f,sep=\"\"))\n", | |
" }\n", | |
"}\n", | |
"load.sources()\n", | |
"\n", | |
"psz<-function(w,h=w,res=120,...)options(repr.plot.width=w, repr.plot.height=h,repr.plot.res=res,...)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"#gc()\n", | |
"#system.time(save_new_image())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[1] \"lattice\"\n", | |
"[1] \"latticeExtra\"\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Loading required package: RColorBrewer\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[1] \"ggplot2\"\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"\n", | |
"Attaching package: ‘ggplot2’\n", | |
"\n", | |
"The following object is masked from ‘package:latticeExtra’:\n", | |
"\n", | |
" layer\n", | |
"\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[1] \"gplots\"\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"\n", | |
"Attaching package: ‘gplots’\n", | |
"\n", | |
"The following object is masked from ‘package:stats’:\n", | |
"\n", | |
" lowess\n", | |
"\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[1] \"cluster\"\n", | |
"[1] \"MASS\"\n", | |
"[1] \"reshape\"\n", | |
"[1] \"heatmap3\"\n", | |
"[1] \"matrixStats\"\n", | |
"[1] \"gdata\"\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"gdata: read.xls support for 'XLS' (Excel 97-2004) files ENABLED.\n", | |
"\n", | |
"gdata: read.xls support for 'XLSX' (Excel 2007+) files ENABLED.\n", | |
"\n", | |
"Attaching package: ‘gdata’\n", | |
"\n", | |
"The following object is masked from ‘package:stats’:\n", | |
"\n", | |
" nobs\n", | |
"\n", | |
"The following object is masked from ‘package:utils’:\n", | |
"\n", | |
" object.size\n", | |
"\n", | |
"The following object is masked from ‘package:base’:\n", | |
"\n", | |
" startsWith\n", | |
"\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[1] \"IRdisplay\"\n", | |
"[1] \"scales\"\n", | |
"[1] \"spectral\"\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Loading required package: rasterImage\n", | |
"Loading required package: plotrix\n", | |
"\n", | |
"Attaching package: ‘plotrix’\n", | |
"\n", | |
"The following object is masked from ‘package:scales’:\n", | |
"\n", | |
" rescale\n", | |
"\n", | |
"The following object is masked from ‘package:gplots’:\n", | |
"\n", | |
" plotCI\n", | |
"\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"R version 3.5.2 (2018-12-20)\n", | |
"Platform: x86_64-pc-linux-gnu (64-bit)\n", | |
"Running under: Debian GNU/Linux buster/sid\n", | |
"\n", | |
"Matrix products: default\n", | |
"BLAS/LAPACK: /usr/lib/x86_64-linux-gnu/libopenblasp-r0.3.5.so\n", | |
"\n", | |
"locale:\n", | |
" [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C \n", | |
" [3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8 \n", | |
" [5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8 \n", | |
" [7] LC_PAPER=en_US.UTF-8 LC_NAME=C \n", | |
" [9] LC_ADDRESS=C LC_TELEPHONE=C \n", | |
"[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C \n", | |
"\n", | |
"attached base packages:\n", | |
"[1] parallel stats graphics grDevices utils datasets methods \n", | |
"[8] base \n", | |
"\n", | |
"other attached packages:\n", | |
" [1] spectral_1.0.1 rasterImage_0.3.0 plotrix_3.7-4 \n", | |
" [4] scales_0.5.0 IRdisplay_0.5.0 gdata_2.18.0 \n", | |
" [7] matrixStats_0.53.1 reshape_0.8.7 MASS_7.3-51.1 \n", | |
"[10] cluster_2.0.7-1 gplots_3.0.1 ggplot2_2.2.1 \n", | |
"[13] latticeExtra_0.6-28 RColorBrewer_1.1-2 lattice_0.20-38 \n", | |
"[16] fastmatch_1.1-0 hash_2.2.6 heatmap3_1.1.1 \n", | |
"\n", | |
"loaded via a namespace (and not attached):\n", | |
" [1] Rcpp_0.12.17 compiler_3.5.2 pillar_1.2.3 plyr_1.8.4 \n", | |
" [5] bitops_1.0-6 base64enc_0.1-3 tools_3.5.2 digest_0.6.15 \n", | |
" [9] uuid_0.1-2 jsonlite_1.5 evaluate_0.10.1 tibble_1.4.2 \n", | |
"[13] gtable_0.2.0 rlang_0.2.1 IRkernel_0.8.15 repr_0.15.0 \n", | |
"[17] stringr_1.3.1 caTools_1.17.1 gtools_3.8.1 grid_3.5.2 \n", | |
"[21] pbdZMQ_0.3-3 fastcluster_1.1.25 magrittr_1.5 htmltools_0.3.6 \n", | |
"[25] colorspace_1.3-2 KernSmooth_2.23-15 stringi_1.2.3 lazyeval_0.2.1 \n", | |
"[29] munsell_0.5.0 crayon_1.3.4 " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"load.install.libraries<-function(){\n", | |
"libraryI(lattice)\n", | |
"libraryI(latticeExtra)\n", | |
"libraryI(ggplot2)\n", | |
"libraryI(gplots)\n", | |
"#libraryI(png)\n", | |
"\n", | |
"#libraryI(Hmisc)\n", | |
"libraryI(cluster)\n", | |
"libraryI(MASS)\n", | |
"libraryI(reshape)\n", | |
"libraryI(heatmap3)\n", | |
"##libraryI(forecast) ## ma moving average, \n", | |
"## using ma defined few cells down\n", | |
"#ma<-function (x, n = 5) { filter(x, rep(1/n, n), sides = 2) }\n", | |
"\n", | |
"#libraryI(lumi)\n", | |
"#libraryI(lumiHumanIDMapping)\n", | |
"#libraryI(lumiHumanAll.db)\n", | |
"#libraryI(limma)\n", | |
"\n", | |
"#libraryI(annotate)\n", | |
"#libraryI(GOstats)\n", | |
"\n", | |
"#libraryI(multtest)\n", | |
"libraryI(matrixStats)\n", | |
"#libraryI(extrafont)\n", | |
"#libraryI(enrichvs)\n", | |
"#libraryI(statmod)\n", | |
"#libraryI(flexmix)\n", | |
"\n", | |
"libraryI(gdata) ## read.xls\n", | |
"\n", | |
"libraryI(IRdisplay)\n", | |
"libraryI(scales)\n", | |
"\n", | |
"libraryI(spectral)\n", | |
"\n", | |
"load.sources()\n", | |
"}\n", | |
"\n", | |
"load.install.libraries()\n", | |
"\n", | |
"sessionInfo()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"#install.packages(\"heatmap3\")\n", | |
"#for (i in 1:1000){dev.off()}" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"#library(scales)\n", | |
"#grey_pal\n", | |
"\n", | |
"ma<-function (x, n = 5) { filter(x, rep(1/n, n), sides = 2) }\n", | |
"\n", | |
"plot.matrix<-function(z,low=0,high=1){ \n", | |
" image(1:ncol(z), 1:nrow(z), round(t((z-low)/(high-low))*100), \n", | |
" #col = grey_pal(1,0)(100),\n", | |
" col = c(grey_pal(1,0.5)(20),grey_pal(0.5,0)(80)), \n", | |
" axes = FALSE)\n", | |
"}\n", | |
"\n", | |
"plot.matrix.fp<-function(z,low=min(z,na.rm=TRUE),high=max(z,na.rm=TRUE), center=F){\n", | |
" z<-as.matrix(z)\n", | |
" if(center) z <- z-mean(z)\n", | |
" image(1:ncol(z), 1:nrow(z), t(z), #round(t((z-low)/(high-low))*100), \n", | |
" #col = colors()[1:100],\n", | |
" #col = grey_pal(0,1)(100),\n", | |
" col = greenred(100),\n", | |
" #col = c(grey_pal(1,0.5)(20),grey_pal(0.5,0)(80)), \n", | |
" axes = FALSE)\n", | |
"}" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"<hr>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"<hr>\n", | |
"\n", | |
"# <font size=\"10px\"><center> Developing pipeline for Oxford Nanopore based rep-PCR amplicon sequencing </center></font>\n", | |
"\n", | |
"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[1] \"Found 288 rep*.txt files in the sample dir=/home/macieksk/workspace/genXone/fingerprinting/data/Lukas180425/peaks-profiles/\"\n", | |
"[1] \"head(fnames)=repBC01A.txt, repBC01B.txt, repBC01C.txt, repBC02A.txt, repBC02B.txt, repBC02C.txt\"\n", | |
"[1] \"table(table(fnames))=288\"\n" | |
] | |
} | |
], | |
"source": [ | |
"#fnames<-sort(dir(p(projDir,\"/../porechop_out.ONTsmth_GTGrem_lenstats/\"),\"*txt\"))\n", | |
"\n", | |
"#rep.sample.dir<-p(projDir,\"/../data/Lukas180425/peaks-profiles/\")\n", | |
"fnames<-grep(\"^rep\",sort(dir(rep.sample.dir,\"*txt\")),value=TRUE)\n", | |
"\n", | |
"printS(p(\"Found \",length(fnames),\" rep*.txt files in the sample dir=\",rep.sample.dir))\n", | |
"\n", | |
"printS(p(\"head(fnames)=\",p(head(fnames),collapse=\", \")))\n", | |
"printS(p(\"table(table(fnames))=\",table(table(fnames))))\n", | |
"#substr(fnames,1,13)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"\n", | |
"## Possible TODO support sample description in .xls\n", | |
"if (exists(\"SAMPLES_NAMES_XLS\") && !is.null(SAMPLES_NAMES_XLS)) {\n", | |
" libraryI(gdata)\n", | |
" rep.assign.wide<-read.xls(\n", | |
" #p(projDir,\"/../data/Lukas180425/peaks-profiles/Table01.xls\"),\n", | |
" #p(rep.sample.dir,\"/Table01.xls\"),\n", | |
" p(SAMPLES_NAMES_XLS), \n", | |
" method=\"tsv\")\n", | |
" \n", | |
" head(rep.assign.wide)\n", | |
" table(rep.assign.wide$id)\n", | |
"}" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"! [EM_peaks_all](EM_peaks_all.png)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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LeQ70N3486aAc3Gn201N6zVvPDrHkEAajXvrT9QnrnsxL0VvaG7AvFYfvjn9wM+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\nL8L+HrT3783RMbrUKwu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1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\nHj20tbW/+OKLyMjIsLAwxc2oLVu2lMvlycnJV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| |
"text/plain": [ | |
"Plot with title “Read counts within barcoded samples of one 4hr MinION run”" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#samp.len.cnts<-data.frame()\n", | |
"maxL<-8000\n", | |
"samp.len.cnts<-matrix(0,maxL,length(fnames))\n", | |
"#dim(samp.len.cnts)\n", | |
"for (i in seq_along(fnames)){\n", | |
" f<-fnames[i]\n", | |
" cnts<-read.table(paste(rep.sample.dir,f,sep=\"/\"),header=FALSE)\n", | |
" cnts[,1]<-as.integer(cnts[,1])\n", | |
" cnts[,2]<-as.integer(cnts[,2])\n", | |
" #print(class(cnts[,1]))\n", | |
" cnts<-cnts[cnts[,2]<=maxL,] #Subset only these lengths\n", | |
" samp.len.cnts[cnts[,2],i]<-cnts[,1] \n", | |
"}\n", | |
"colnames(samp.len.cnts)<-sub(\".txt$\",\"\",fnames)\n", | |
"colnames(samp.len.cnts)<-sub(\".fastq$\",\"\",colnames(samp.len.cnts))\n", | |
"options(repr.plot.width=10, repr.plot.height=4,res=120)\n", | |
"plot(sort(colSums(samp.len.cnts)),main=\"Read counts within barcoded samples of one 4hr MinION run\",\n", | |
" xlab=\"Barcoded subsample\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<strong>repBC60A:</strong> 178" | |
], | |
"text/latex": [ | |
"\\textbf{repBC60A:} 178" | |
], | |
"text/markdown": [ | |
"**repBC60A:** 178" | |
], | |
"text/plain": [ | |
"repBC60A \n", | |
" 178 " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"which.max(colSums(samp.len.cnts))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"\n", | |
" 1 \n", | |
"288 " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"\n", | |
" 1 \n", | |
"288 " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"## Possible TODO support sample description in .xls\n", | |
"if (exists(\"SAMPLES_NAMES_XLS\") && !is.null(SAMPLES_NAMES_XLS)) {\n", | |
"rep.assign<-reshape(rep.assign.wide,direction = \"long\", varying = c('run08A','run08B','run08C'), times=c(\"A\",\"B\",\"C\"),\n", | |
" v.names = \"rep.name.pref\",new.row.names=1:99999)\n", | |
"rep.assign<-transform(rep.assign,rep.name=paste(rep.name.pref,time,sep=\"\"),\n", | |
" strain=gsub(\" \",\"_\",trimws(strain)))\n", | |
"rep.assign<-transform(rep.assign,\n", | |
" full.strain=gsub(\" \",\"_\",paste(strain,type.strain, sep=\"_\")))\n", | |
"table(table(rep.assign$rep.name))\n", | |
"head(rep.assign)\n", | |
"} else {\n", | |
" ## This works now: sample names and strains from filenames, \n", | |
" ## no a priori clustering\n", | |
" vnms<-colnames(samp.len.cnts) ## Has to be exact! is matched later\n", | |
" rep.assign<-data.frame(id=vnms,\n", | |
" plate.format=vnms,\n", | |
" strain=vnms,\n", | |
" type.strain=vnms,\n", | |
" profile.ID=vnms,\n", | |
" ID=vnms,\n", | |
" time=vnms,\n", | |
" rep.name.pref=vnms,\n", | |
" rep.name=vnms,\n", | |
" full.strain=vnms\n", | |
" ) \n", | |
"} \n", | |
"\n", | |
"table(table(with(rep.assign,strain)))\n", | |
"table(table(with(rep.assign,full.strain)))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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EEzLUrnvPyH9YgxAIC/hAgnABg8ePCcOXMAREREbNmyJRE4lIUUgYpqhGlyvxyF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| |
"text/plain": [ | |
"Plot with title “A single bacterial colony sample profile”" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#s.num<-1\n", | |
"s.num<-NCOL(samp.len.cnts)\n", | |
"options(repr.plot.width=10, repr.plot.height=3,res=120)\n", | |
"plot(samp.len.cnts[1:5000,s.num],type=\"l\",pch=\".\",xlab=\"read.length\",main=\"A single bacterial colony sample profile\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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R7Dk4B5QxoJYcxiI+fmJMrW2rM4bq3f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\nAAAAgIciEAIAAACAh/o/nuanGrzkH5sAAAAASUVORK5CYII=", | |
"text/plain": [ | |
"Plot with title “A single bacterial colony sample profile (log2 xscale)”" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#s.num<-1\n", | |
"s.num<-NCOL(samp.len.cnts)\n", | |
"options(repr.plot.width=10, repr.plot.height=3,res=120)\n", | |
"plot(x=log2(30:5000),y=samp.len.cnts[30:5000,s.num],type=\"l\",pch=\".\",xlab=\"log2(read.length)\",main=\"A single bacterial colony sample profile (log2 xscale)\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"#save_new_image()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[1] \"Measuring jitteriness of profiles\"\n" | |
] | |
} | |
], | |
"source": [ | |
"printS(\"Measuring jitteriness of profiles\")\n", | |
"cnt.range<-150:3000\n", | |
"\n", | |
"jitter.res<-mclapply(10:80,function(ma.window){\n", | |
"samp.len.cnts.ma<-apply(samp.len.cnts,2,function(r)as.integer(ma(r,ma.window)))\n", | |
"samp.prob<-samp.len.cnts.ma[cnt.range,]\n", | |
"samp.prob<-t(t(samp.prob)/colSums(samp.prob))\n", | |
"mean(sapply(1:NCOL(samp.prob),function(i)sum(abs(diff(sign(diff(samp.prob[,i])))))/2))\n", | |
"}) \n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[1] \"Jitteriness plots\"\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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nJyKMIRyKxmBWrJvo2Tv+2TfCaCqFXC6jUahYet/sw/KG+w5hZX1LDBzOnC9KfM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3Xr161d/fn2e0q1evSkpKovuF+e/F5XI5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\nYII=", | |
"text/plain": [ | |
"Plot with title “Choice of ma window size based on profiles jitter”" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#jitter.res\n", | |
"printS(\"Jitteriness plots\")\n", | |
"psz(h=6,w=7)\n", | |
"par(mfcol=c(2,1), mai = c(0.8, 0.8, 0.5, 0.1),oma=c(0,0,0,0))\n", | |
"layout(matrix(c(1,2),2, 1, byrow = TRUE), \n", | |
" \twidths=c(1,1), heights=c(1.07,0.93))\n", | |
"plot(10:80,jitter.res,type=\"b\",ylab=\"mean.jitter of profiles\",xlab=\"ma.window\")\n", | |
"title(main=\"Choice of ma window size based on profiles jitter\")\n", | |
"grid()\n", | |
"abline(v=20,lty=2,col=\"darkgrey\")\n", | |
"par(mai=c(0.8, 0.8, 0.1, 0.1))\n", | |
"plot(11:80,diff(as.numeric(jitter.res)),type=\"b\",ylab=\"diff.mean.jitter of profiles\",xlab=\"ma.window\")\n", | |
"grid()\n", | |
"\n", | |
"##Proposed ma.window.size TODO make variable\n", | |
"ma.window.size<-20\n", | |
"\n", | |
"abline(v=ma.window.size,lty=2,col=\"darkgrey\")\n", | |
"#title(\"\",line=-1)\n", | |
"#psz(h=4,w=10)\n", | |
"#plot(12:80,diff(diff(as.numeric(jitter.res),lag=1)),type=\"b\",ylab=\"diff.diff.mean.jitter of profiles\",xlab=\"ma.window\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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4qpiioOJCU4UD4/P1/qQMhkMsX52qFDh86ZM+fp06fdunWT7kHNE4fDEbrFKCHE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\n/wfO7vQ/4LJEwAAAAABJRU5ErkJggg==", | |
"text/plain": [ | |
"plot without title" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"psz(h=4,w=10)\n", | |
"#plot(11:80,diff(as.numeric(jitter.res)),type=\"b\",ylab=\"diff.mean.jitter of profiles\",xlab=\"ma.window\")\n", | |
"plot(12:80,diff(diff(as.numeric(jitter.res),lag=1)),type=\"b\",ylab=\"diff.diff.mean.jitter of profiles\",xlab=\"ma.window\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"#jitter.res\n", | |
"#diff(as.numeric(jitter.res))\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"samp.len.cnts.org<-samp.len.cnts\n", | |
"\n", | |
"if (exists(\"SUBSAMPLE_FRAC\") && !is.null(SUBSAMPLE_FRAC)) {\n", | |
" ##Subsample \n", | |
" l<-1:NROW(samp.len.cnts.org)\n", | |
" frac<-SUBSAMPLE_FRAC #0.1\n", | |
" samp.len.cnts<-sapply(1:NCOL(samp.len.cnts.org),function(i){\n", | |
" src<-rep(l,samp.len.cnts.org[,i])\n", | |
" tabulate(sample(src,length(src)*frac),NROW(samp.len.cnts.org))\n", | |
" })\n", | |
" dim(samp.len.cnts)\n", | |
"}\n", | |
"##Use a whole sample \n", | |
"#samp.len.cnts<-samp.len.cnts.org" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
" Min. 1st Qu. Median Mean 3rd Qu. Max. \n", | |
" 1 1 1 1 1 1 " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
" Min. 1st Qu. Median Mean 3rd Qu. Max. \n", | |
" 2933 6132 8312 8652 10354 27493 " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"summary(colSums(samp.len.cnts)/colSums(samp.len.cnts.org))\n", | |
"summary(colSums(samp.len.cnts))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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BWqdSKismT/ltHBt/8Xlpc0uofXmA4fdInY3e2DN2p/tqo0IiMiunfNyhrwZ9QW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| |
"text/plain": [ | |
"Plot with title “A single bacterial colony sample profile\n", | |
"(MA 20bp smoothed)”" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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Pxf/n7MkaAAgD1DaQGJwCk9EhWUEREk5TGZmB44ZUCUDE8BdTSwAwxA1qpycBXg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GRpqYmPzwww8fP3784osveMN0dHSOHj3q\n6ur64sWLhoYGPz8//oKTERERCgoKxcXF586do1AoNjY2UnpRWlpaAPDTTz9xudyIiAg7OzvR\na0K2xs7OjkQiRURECBgTHBw8fPjwQYMG+fj4kMn/vpGYPn16SEiIqqrqmzdvhD5l37599+/f\nt7S0JGY2CIsWLVq7du327dsDAwOJ+jSmpqa3bt26ePFiu15SW5SVldnZ2fHyahsbm7Kysg0b\nNuTn53/8+BEAysvLQ0ND+f8yiIiXEObm5sbFxZHJZBaLdejQId6AV69elZWVxcR0YP2+f0VG\nRorR3Jz4u9eTU5Ha2lolJaXt27fTaLScnJzU1FTZPLe6uppIBYmcHGS7YBV1D8ITwvefi/2H\nWzooQ5MVNiZy4D/Y6F1yvpQiQwgh1OVwudzg4GA2u81dYaXtxo0burq6Q4cOFTzMzs5u3rx5\nwcHBgYGBR48eZTAYZ86c0dPTCwgIsLOz4x85Z86cP//8c/78+RkZGTNmzHj06BHvVV+9enXo\n0KE0Gk1HRyc/P79v375SelFUKnXWrFkZGRnp6enXrl3j7z8hNh0dHXt7+8jISAFjUlJS3N3d\nw8LCLl26xH+cTCbr6+sXFBQIfQqxm87Q0JD/oJ2d3Z49ewICAtavX0/suhw1apShoeG2bdtk\nNtlSUFDQpBW7vLx8r169evXq9eHDh5ycnD///BMARO/TyGNlZbV9+/by8vLHjx8DwMCBA+3t\n7bdt28YbQPyeJCUltfc1tFtiYqKLi0tbr8KEMD09nUajrV+/3s3NjUQiFRYWyua5KSkpxHpd\neXl5IifEJaOorYQnhGQje1LOG4Dmq0fYjemvOXq20ggLIYRQV3T37t2xY8dOnDiRV+mkk7h+\n/fqkSZN401kCHD9+nOg6AADa2to+Pj4PHz7kf+POY2xsfPr0aT09vSFDhlRUVEyaNGndunWj\nR4++ePHimjVriDHS6DbB79y5c1Qq9c6dOx8+fJg6dapE7mlqapqdnd3iqaKiotevX4eHh7u6\nuiorK/PP7xH09PSSk5MF37+qqqqystLPz09omwonJ6eAgIDU1FQiiZKB0NDQJpk/wdDQMCEh\nYfjw4atWrbK2tm5elEiojRs3pqenz5o168OHDz///POZM2dGjx7NZDJ5nyMQtXxSU1OfPn3a\nvhfRXllZWW3aPUggEsKeXFRmz549xErjAQMGqKurE1tGZaCqqsrKyor4+saNG/D/y9sgJArh\n/zW6eE19FBqTc+db4JYAcAAAgAPcwvzgFQ8ffRzgMVHaISKEEOoSGhsbd+/e7evr+/jx46lT\np3aGxW8EDofz9u1bHx8fUQbLyckR1U1EZ2RkZGBg8M8//+zatevFixdEWihWpG1GJpMdHBxO\nnDhBp9Pbv4GQYGJikpXVclNfX19fDw+Pvn37+vv7tzjA0tLy8OHDX3/9tYDu9sS2wHPnzvHS\nZgGWLVvm5eV14MAB0WJvLwaDMWjQoObHNTU1Q0JCiEWAQueZW0TUoQkKCgIAd3d3U1PTmTNn\ncrlcYs8kADx+/FhRUbGurm7GjBniv4B2O3DgQGJiohgfZCgpKdFoNFkWU+lU6urqcnNzLS0t\niW+tra1lVl+nvr6et1Z8xIgRcnJyrX2gg1BrhCeE67evLDf80nfy6b8mWaTt8yr/c3z2Qe+/\nJvUZMfFYMd17zbbvZBAlQgihzm/27NnJyckHDx48deoUg8FwcXFxdHS8du1adXX15MmTdXR0\njhw50iGBpaamVlVVtTXNa5NNmzatWbOGmPvavn279B7U3Lhx4xISEmxtJbZgx9jYuMU3lCkp\nKdHR0du2bXv16lVrc61ENnj58uUNGza0dv/ExEQdHR1iA6Qoxo4dK3aa8erVK8EFcviVlpbW\n1dXp6+s3P6WjoxMTE0MszHN2dhYjEmNjY2LuceTIkcQdLC0tVVRU3r9/Tzw6KCjI09OTRCLl\n5+cT9XU6REBAQFFRkbq6uhjX6ujoiNizpPspKSnhcDgnTpwgvtXV1RVl7bRE1NTU8Kas5eTk\naDRaZWWlbB6Nug3hCeEQHfKRkMt53sdm3Xew/S7OYE6o5aqo2UHm6S67Au/fHWkkL4MoEUII\ndXJhYWF///13cHCwjY3N9OnTnz179vjxYysrq7lz5/bt2/f27dtLly5dsWJFVFSU7GP7+PEj\nnU43MTGR3iOWLVu2d+9eKpUqJycnvae0aMmSJXZ2diNHjpTUDY2MjHjTVjxsNnvr1q2DBw/e\ntGkThUJp7VoymTx16lRzc/OnT5+uXr26+YAHDx7s3LmzT58+osfDK8ciuo0bNyYnJz979szL\ny+vJkyciXpWQkEAmk3mTPPw8PDzgv1SwxTWlQlEolN9++w0Adu/eTcy/UalULS0t4r07UbHG\ny8srLCxMS0srNjb28+fPYjylnRITE4kyodbW1mJcrqqq2mMXKzIYDABQUVEhvjUyMiKOyACv\n7QRBTU2NaCOJkOha/ZnOb761/Mh7C29kLXgX01hWXkulKjrYKXxlLWct6//1EEIIdVJ//PHH\n1KlTBwwYQHxLIpE8PT09PT2Li4sPHDjQp0+fGTNmfPr0ad68eaGhoUTzOrE1NDQ8e/bs3bt3\n+/fvf/bsmdAyno8fPx48eHCL7Qe7AS0tLcnuVjI2NmYwGB8+fOD9aXK5XC8vr/Dw8CZVZFrk\n7+/v4eGhq6t74MCBefPm9e/fn3cqPz//iy++YLPZ8+fPFz2etiaEnz9/DgwM1NHRefr0KYfD\nycjIEPHCd+/e9e7du/nGSAAgluO6uLiMGTNGvBlCABg1alRgYCD/XC6x0ywjI+Ps2bOWlpbT\npk2ztrYODg52dXWdMGGCk5MTUcNGNths9h9//KGjo/Pdd9+JsYcQenYqkpKSQiKRiDlkAFBW\nVpZZQshiseTl/zc9Y2ZmJvrfeYQIIiWEAGBMhlW9ydBbEUBRqgEhhBDqcvLy8u7fvx8S0kIj\nIm1t7V9//bdj7alTp8aMGePl5RURESFGXXsA2LZtW0pKCpPJvHXrFoVCsbOzW7Vq1YMHDwRf\ndf/+fQErGFETtra2BgYGM2fOjIyMXLt27Z49e1JTU8PDw52cnEaMGCHKHbS1tR0dHT98+LBz\n507+HPLly5eKioqJiYm8iRRRtDUhvH37NgAcO3aMSE5ycnJEvPDmzZtDhgxp8RSRxVlaWi5e\nvFj0SJpQVFRcv349/xFDQ8Ndu3Y9efIkMjJy0aJFxLyci4uLhYXFp0+fSktLCwsLdXV1xX6i\nAOfPn29oaFi4cOGmTZvmzJlDIpHWrVt3+/btUaNGNQlSdJaWlh0ysdkZNDY2Ghsb836sKSoq\nyqz3Q2NjI/+kvZ6eXo9duIvEJnzJaOvYwE4AdoLEYkEIIdQ1/fLLL/b29sOHDxc8jE6nh4aG\nNjY27t27t0333717N4VCIZFIgYGBHz9+fPbs2dGjR2/evHn27NmHDx+ePHmyurq6tWuzsrKy\ns7OFxoZ4DAwMbt++nZCQsHTp0uPHj1+9evXFixcWFhbv3r3T0dER8SZ//PHH9OnTnz9/TlTR\nPHXqlLKy8syZM8eNG6evr6+mpiZ6PPr6+g0NDcR6S1H8888//v7+lZWVxcXFGhoaolf/Lyoq\ncnNza/EUnU7ft28fUXtWgjZt2qSurk40+eBvdk9MNOXn5wv9sENsly5dWrx48e7du/fs2TNo\n0KBTp04RifTAgQPFvqeBgYHMNs51No2NjfzTdLJMCFksFn9CqKSk1JObfyDxiDpD2FxdRcW+\nEf0BYGOkjLoDIYQQ6oSSkpLOnDkTFBQkyppMGo22YcOGgICAn376qclWtBs3bujp6Xl6evIf\nPHDgQGNj48aNGw8cOGBjY9O7d289Pb2ysjLehsAtW7YsW7assrLyu+9aLnIWFRWlqqoqve7w\n3ZKTk9OoUaOIyb0FCxaYmpoKbRHRhKenp42Njb6+/ps3bwYPHhwZGUm8Sd20aVNbg+nduzcA\nXL16dePGjaKMj4uLO3bsmJGREZVKrampSUgQ6ZPrmpqavLw8AdU1W9wS2U5eXl6enp5E6VH+\nmUAdHR09PT0jI6Nz586NHz++SWtEiSgrK+NyuT/88AMA1NfX//7770QMYk8PAoCenl6PTQjr\n6+s7SUKoqKjYk5t/IPGInxBWs0kB77UAQKQfzwghhLqj8+fP//jjj15eXqNGjRLxksmTJy9f\nvvzRo0djxowBABaLtWjRIuJWSkpKvr6+Fy5cIGZImEwm8S78yJEjS5cu5d2Bt1EHALZs2ZKc\nnCxgE11oaKizs7MoHQgRvwEDBjx48MDS0pLL5X7+/JmoqtImOjo6NjY233///fjx49PS0iws\nLDIzM1ss2SKYurr65MmTHz58KMrgZ8+elZWV9e3bd8qUKQBw//79I0eO/Pbbb0KTyZiYmPLy\n8vbMj4nH0NAQAKZPn87fzWLp0qXV1dX37t27fPnyqVOniLRNsvgLt8rLyxOtzHv16tXiFkoR\nmZiYpKenSyC4LigrK4u/Pq0sp+kaGxuJ/ocEBQWFthZhQkj8hFBJlb74QaYEQ0EIIdS1VFdX\nr1u3bsKECQEBAaJfRafTfXx8xo4du2fPnjVr1ixcuPD27duVlZW7d+82NDT88ccft2zZQqwp\nJfYjET3lBdzQ1tY2KCiotrY2PT29SQXI2NjY48ePE2vhUJv4+/sHBgYuXrw4JyfnwIEDTWZu\nRWRra3vz5s2SkhIWi7VkyRJbW1v+d66iW79+/d9//33v3j0lJSV3d3cqldrayKioqD59+vAK\nt4wdO9bGxubAgQNubm4eHh68dm1NREdHFxUVKSsrE7ORsmRoaKilpXXhwgX++rQTJ04EgIiI\nCCI2yT6RyWTm5OQwGAwdHR1FRcX9+/erqKgUFRWx2Wxef2DDlV0AACAASURBVHPx6OjoVFZW\nNpmw6gmys7N3795N/KkRtLS0ZLaRr6SkhH9yUkFBoaEB1+6hthH/XyxVHo75ivNjHSGEUPdw\n8+ZNNpt94MABXhcsEV25cuX8+fPfffedjo7OpUuXXr16ZWhoSEyVpKam3rp1ixiWmpqqqakp\nOBsEADs7u99//33ixIlv3rzJy8vjZQv5+fnr1q1zd3cfP358219cT+fu7p6UlGRqanr79u34\n+Hjxei2YmZnBf53oLS0txf6DIMrS+vn5AcCmTZuGDh1qZGRkZWV17ty5BQsW8E//FhcX9+rV\ni3/18pkzZwYPHuzj43P27Nm5c+c2vzmHw3F1dXVzc9PU1BQvvPZYv379N99802K3EgMDAwBo\na0+5q1ev9uvXT8Cf17FjxzZs2MDhcEJCQiwtLYl/dxJB5Nt1dXXtmWbsij5//sxisfgX/aqr\nq8usGWBFRQV/jS5MCJEYRFxCwwGoAG5BS79KpRsgQgihzur58+deXl5tzQYBQF1d/dtvv1VV\nVV2+fPmUKVNcXFx470pdXV1jYmLq6upiY2MDAwNFWWE4ePBgoqM3iUQitr3t37//hx9+8Pb2\nTkpKatPsJeJnZWWloKAwZcoUEZdrNjdu3LjvvvuOSM9abPguIqKYjZWVlaOj4/Xr1zdu3Dh1\n6tSVK1cuWrRo5cqVW7du5Y0sLi5usg/Q2dnZ3NwcAE6ePElUuNm0aROxzHjBggX19fXFxcUN\nDQ0vXrwQr9dCOykpKRkZGbV4yt/f38rKqq15xbfffnv69GkBA/Ly8jgcjr6+vrOzswSzQfgv\nIeRfjNpD5OXlAQB/qSQqlSqg0pVk1dfXa2lp8b7FhBCJQYQZQm5Z/tUlT64GVdewm5/U7GU2\n6RQWGkUIoZ7oxYsXS5YsEe9aCoUycuTIBw8ebN68mf/4wIEDWSxWaGjoypUrMzIyvv76a6G3\n0tPTu3//PgBs37591apVgYGB6enpXC53+vTpu3btau3dNpKB4cOHDx8+3MTEpLS01NHRUez7\nKCoqamhoBAQEeHh42NjYyMnJsdnsuLg4ADh8+LCcnNyKFSvOnDlTVFR09+7dOXPmNLn29OnT\nISEhgYGBnz9/njZt2sePHy9cuNC3b9/g4OApU6YQE3FKSkptLZwjbfb29ps2bWpTx5TMzMyy\nsjLBHfDKy8sBwMXFRcDKW/EQ3UQSEhKImeGeo6KiQltbe+rUqbwjSkpKjY2NbDa7xblfCWKz\n2Q0NDfyfysmyng3qNoQnhO/ObPZbdL2A4kHStAe5pjOK+lkKQpbydG5paWk2NjYsFqujA0EI\noS6muLg4OTlZvK1lhMDAwICAAKL3Go+Ghka/fv2+/vrr3r17v337Vl1dXfQbbty40czMrKqq\nytTUtLGxcdy4cd21GX3XsnLlyvbf5MaNG66urjQazdbWllc41NDQMC8vj81mh4SEbNmyhZiT\n4e/8Thg2bJiLi0tgYODEiRMTEhJsbGySkpKys7NJJFJAQMCnT5+oVGpwcLC9vX3745QsJycn\nBoPBYDBEnF999eoVl8u9dOnSyJEjmyTGPNXV1ePGjduxY4dEIwUAMDMzMzQ07FEzhBs2bHj4\n8OHMmTNNTEz4P/LgrZ6VeNbdRE1NDfyXivMejW0nUFsJTwgD9t9pdFu+5699fY3IzT/l6Or/\n05qZmT179oz459SaoKCgAwcOyCwkhBDqEmJjY+Xk5Pr16yf2HVor4OHt7b1///5ff/3VxcWl\nTTckk8mizCiirsjb25v4YsCAAenp6Y8ePVJWVo6JiVm0aJGSktLSpUuJN8EnT56cMWNG88tp\nNJqurm5CQgKJRDp16pSXl9fQoUO1tbWvX78OAA4ODq21pO9YxOxlkwqWdXV1qamp6urqCgoK\nxO5Knvj4eAqFwmKxMjNbLfv35s2badOmtedfbmtIJJK9vf3z589by0Uli8lkVlRU8PdvlL3M\nzMyYmJiMjAz+lAxknhDyzxAqKysLfluLUHPCE8K3n4t33Zr6jVn3LNhNIpGEltImytwhhBDi\nFxcXZ2lpqaioKPE7jx8/PigoaOzYsRK/M+oG3N3d6+rqiKlpJyenCRMmjB07NiIiYseOHQcO\nHPD39+evuMgvKCho8ODB5ubmnp6eFRUVCgoK33//PQAoKCj89NNPMn0NItPQ0CCRSJs2bVq9\nerW3tzfxvv/kyZNr1qyxtrbu37//5cuXeYNjYmLevn07depUBoORlpbW/G4sFis4ODg7O9vU\n1FRKAdvb2x86dGjv3r1tmttvTX5+fllZWVpamre3d0NDQ0JCwqBBg4hT8fHxgYGBGRkZ165d\n+/jx46hRozpkOUBGRgabzT506FCTgknED8b09HT+3X3SQGxf5E8IVVRUsA8haisR0jwde3tK\ntvQjQQgh1JXExcVJaYmdt7d3SkpKa2/rUQ+3YsWKGzduEF+TSCRNTU09PT0NDY0FCxYwGAz+\nSo9NDBw4sKGhITExEQBUVVWJfYkAcPHiRaJ+aSdEoVDs7OxCQ0P9/Pzu3LlDHIyMjGSz2QkJ\nCVlZWfyDFyxY8OjRIyMjIw0NjfPnz798+bLJ3R4+fOjv708mk+fNmyelgAcMGEAika5cuSKR\nuwUGBrq5uY0fP37t2rUrV6709fXlnVq6dOmFCxeSk5O3bNkyZsyY5ORkiTyxTerq6ojWIFwu\nt0lhVV1dXUVFRSJbkx42m03sweb/YA6XjCIxCE8Ifeb//PzUduBI9+80QgihriI7O/vEiRMv\nXrzo27dvR8eCEAwbNiwgIEBAKtgaosZmO5vvSdumTZuIL4hiMEVFRbdv37awsOjdu3dERAR/\nEYTy8nJjY+MRI0a4u7tramo23yX4zz//AIC+vn6T9Y0SNHv2bC8vr+xsyUwkJCYmVlVVAcDx\n48cvXLhQXV3Na+5XXl6upKTEZDLPnj0L//VslDEmk8nlcokatvwlRgFAQ0PD0tIyNTVVqgGE\nhobeu3cPAJo0pscqo6ithC8Z3fud/JjFngaTHKasmq5o0xearQ4iac6VSmgIIYQ6n6qqqjFj\nxjCZTB0dnVGjRnV0OAjBmjVrxLtw1KhRY8aMkcZuOglycHAAAHl5+YqKCgC4du0amUx++fJl\nWVmZnZ1dSkoKUUSnpqamuLj42LFjvr6+vr6+9fX1wcHBTW5FHCF6eEgPnU7Pyclp/33y8vJC\nQ0ObHCwoKCDailRWVk6aNCk7O/v58+cAcPLkydmzZ7f/oW3CZDIBYO3atcuXLzcxMWlyVktL\ni8hmpefChQvEF8SWRYK8vHxjY6NUn4u6H+EJ4TbLsRYcmFfM/enuESsKNN8sElQ3VwqBIYQQ\n6owWLFjQ0NAQHR3N3woZoa7I3NycaFjSmZmamvr6+lZUVJSXlz969CgyMtLJyUlfX19VVVVf\nX//atWtbtmwBgKCgoLq6Ot6kvaqqKpGu8LBYrJycnC+++KJPnz5SDdjR0VEipfguXLjA4XCa\nHOS9qMrKyokTJ547dw4AdHV1m7xY2SDqqRLliJrvmVRVVS0tlW6z7vr6ejKZPHr0aP4Fq3Q6\nvbKysq6ujj9LREgw4QnhP+PvAYA2QC1AjPQDQggh1GkdOHAgKCjozZs3mA0iJBs0Gu3hw4cz\nZsxgMBhfffVVZWXlihUrAIBKpXp4eBQUFBDDQkNDPT09edt6tbS0GAzG/fv3lZSUiAKtJSUl\nXC5369at0l7p7ePj8+OPP5aWlmpqarbnPhEREcOGDauoqKDT6RoaGi9fviwsLExOTnZ3d2cw\nGKWlpaamps7Ozvfu3fPz83v69KmEwm+DoqIiJSUlU1NTMpncvLyWjY1NeHi4VANobGwcMGAA\nsWqUh1i8WltbiwkhEp3whDD7JK4IQgghBJGRkevWrTtx4kQnX2KHUPdjZ2e3c+dOYh5s4sSJ\nxEFbW9srV66UlJRoaWkVFxfzT/1ZWVkVFhYSrTgLCwtzcnLi4+OVlZV79eol7VBtbGxoNNqt\nW7cWLFgg9k1qa2vfvn27bt06XhPL5cuX37hxY9++fbNnzyaKtVhbWy9fvvzOnTuDBg26e/eu\nZKJvJi8vj0qltlg0NSwsjDjl7u5uaWnZ5Kyjo+Off/7J5XIlXv60vr4+ISHB0dGxrq6Ov9AO\ngUhNsa4MahPhRWUUiF/cIoWKq+SPW0iv1ioAKLDTFbj5xCmEEELdHpPJ/Prrr6dOnSqbDmMI\nIX7jx4+vq6uj0Wh6enq8loleXl6fP38mmmeUlpbydzjo06cPkRhwudx169YNGDBg3rx57u7u\nEukGIRidTreysiK29ont7Nmzubm5/D0GDx06dPLkybi4uIaGhtevX2tra6urq+vo6Hz48MHe\n3r6oqIioHytx33zzzfbt21sLkmim+urVq6FDhzY5S2Tpr1+/lnhIV65ccXJyKi0tzc7ObtKI\nEv7bT1hfXy/x56JuTKTuguyMS9em95tsMt1p4DabofsA4OGpu+f8bVnpF6QcHkIIoU6B+Jz+\n8OHDHR0IQj2Rg4NDQ0MDk8lkMBi8jix2dnZkMplIhJos0VRTUyPKnFhZWRF1OBsaGpr0ypMe\nfX39mzdvNt8BKDqipGqTbMfW1pbFYn348GHVqlX9+/fnHXdzc6NQKLm5uWI/ToBXr16dOnWq\n+fHCwsKKiopjx461diGRnzcv7dN+sbGxXC43JSUlKSnJzMysyVmcIURiEJ4QsvJfzPKeN/06\n5b7rkQLfzelsAIBknWELwiyne82vz3km9RgRQgh1qCdPnly8ePHChQuqqqodHQtC6F/Gxsan\nTp2Kjo4uLy8vKSlpsmdPW1t76tSps2bN4j8im8AmTZpUVVXVn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| |
"text/plain": [ | |
"Plot with title “A single bacterial colony sample profile\n", | |
"(MA 20bp smoothed, log2 xscale)”" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#s.num<-1\n", | |
"s.num<-NCOL(samp.len.cnts)\n", | |
"\n", | |
"##ma defined previously\n", | |
"#ma <- function(x,n=5){filter(x,rep(1/n,n), sides=2)}\n", | |
"#s<-sample(10,10,replace=TRUE)\n", | |
"#rbind(s,as.integer(ma(s)),ma(s))\n", | |
"\n", | |
"#samp.len.cnts.ma<-apply(samp.len.cnts,2,function(r)as.integer(ma(r,20)))\n", | |
"samp.len.cnts.ma<-apply(samp.len.cnts,2, function(r)ma(r,ma.window.size))\n", | |
"options(repr.plot.width=10, repr.plot.height=3,res=120) \n", | |
"plot(samp.len.cnts.ma[1:5000,s.num],type=\"l\",pch=\".\",xlab=\"read.length\",main=p(\"A single bacterial colony sample profile\\n(MA \",ma.window.size,\"bp smoothed)\")) \n", | |
"plot(x=log2(30:5000),y=log2(1+samp.len.cnts.ma[30:5000,s.num]),type=\"l\",pch=\".\",xlab=\"log2(read.length)\",main=p(\"A single bacterial colony sample profile\\n(MA \",ma.window.size,\"bp smoothed, log2 xscale)\"))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"#s<-samp.len.cnts[400:500]\n", | |
"#rbind(s,ma(s))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"#install.packages(\"forecast\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[1] \"LCprofiles for the first 20 samples\"\n" | |
] | |
}, | |
{ | |
"data": { |
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