{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Installation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`conda create -n ATACseq_SnapATAC python r-essentials jupyter pip pysam pybedtools -y` \n", "`pip install snaptools` \n", "`conda install -c bioconda bioconductor-rhdf5 bioconductor-rhdf5lib -y` " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preprocess" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`SnapATAC_buenrostro2018_preprocess.ipynb`" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading required package: Matrix\n", "Loading required package: rhdf5\n", "Loading required package: stats4\n", "Loading required package: BiocGenerics\n", "Loading required package: parallel\n", "\n", "Attaching package: ‘BiocGenerics’\n", "\n", "The following objects are masked from ‘package:parallel’:\n", "\n", " clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,\n", " clusterExport, clusterMap, parApply, parCapply, parLapply,\n", " parLapplyLB, parRapply, parSapply, parSapplyLB\n", "\n", "The following objects are masked from ‘package:SnapATAC’:\n", "\n", " colMeans, colSums, rowMeans, rowSums\n", "\n", "The following objects are masked from ‘package:Matrix’:\n", "\n", " colMeans, colSums, rowMeans, rowSums, which\n", "\n", "The following objects are masked from ‘package:stats’:\n", "\n", " IQR, mad, sd, var, xtabs\n", "\n", "The following objects are masked from ‘package:base’:\n", "\n", " anyDuplicated, append, as.data.frame, basename, cbind, colMeans,\n", " colnames, colSums, dirname, do.call, duplicated, eval, evalq,\n", " Filter, Find, get, grep, grepl, intersect, is.unsorted, lapply,\n", " lengths, Map, mapply, match, mget, order, paste, pmax, pmax.int,\n", " pmin, pmin.int, Position, rank, rbind, Reduce, rowMeans, rownames,\n", " rowSums, sapply, setdiff, sort, table, tapply, union, unique,\n", " unsplit, which, which.max, which.min\n", "\n", "Loading required package: S4Vectors\n", "\n", "Attaching package: ‘S4Vectors’\n", "\n", "The following object is masked from ‘package:Matrix’:\n", "\n", " expand\n", "\n", "The following object is masked from ‘package:base’:\n", "\n", " expand.grid\n", "\n", "Loading required package: IRanges\n", "Loading required package: GenomeInfoDb\n" ] } ], "source": [ "library(SnapATAC);\n", "library(GenomicRanges);" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1] ‘1.0.0’" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "packageVersion(\"SnapATAC\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Obtain Feature Matrix" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`time ./run_snaptools.sh`\n", "\n", "output: 59mins 56seconds" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "start_time <- Sys.time()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "metadata <- read.table('../../input/metadata.tsv',\n", " header = TRUE,\n", " stringsAsFactors=FALSE,quote=\"\",row.names=1)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "SnapATAC_metadata <- read.table('./SnapATAC_metadata.tsv',\n", " header = TRUE,\n", " stringsAsFactors=FALSE,quote=\"\",row.names=1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "2034" ], "text/latex": [ "2034" ], "text/markdown": [ "2034" ], "text/plain": [ "[1] 2034" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sum(SnapATAC_metadata$ID == rownames(metadata))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Barcode selection (keep all the cells)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Epoch: reading the barcode session ...\n" ] } ], "source": [ "x.sp = createSnap(\n", "file=\"Buenrostro2018.snap\",\n", "sample=\"Buenrostro2018\",\n", "do.par = TRUE,\n", "num.cores=10)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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3lX8zTLzIY+wd/Gxm8qXDbuQ9KEHXe/DE8MlicCS/AsQfMlK1Ck/TnzGz/NKKCf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\nCQABQCQABACRABAARAJAAP8fG8dY9eBM+aQAAAAASUVORK5CYII=", "text/plain": [ "Plot with title “chrM Rate Ratio”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotBarcode(\n", "obj=x.sp, \n", "pdf.file.name=NULL, \n", "pdf.width=7, \n", "pdf.height=7, \n", "col=\"grey\",\n", "border=\"grey\",\n", "breaks=50\n", ");" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# # filter cells only using number of fragments and UMI with the following cutoffs\n", "# x.sp = filterCells(\n", "# obj=x.sp, \n", "# subset.names=c(\"fragment.num\", \"UMI\"),\n", "# low.thresholds=c(1000,1000),\n", "# high.thresholds=c(Inf, Inf)\n", "# );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bin size selection (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "5000" ], "text/latex": [ "5000" ], "text/markdown": [ "5000" ], "text/plain": [ "[1] 5000" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Epoch: reading cell-bin count matrix session ...\n" ] } ], "source": [ "# show what bin sizes exist in atac_v1_adult_brain_fresh_5k.snap file\n", "showBinSizes(\"Buenrostro2018.snap\");\n", "x.sp = addBmatToSnap(x.sp, bin.size=5000, num.cores=10);" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "number of barcodes: 2034\n", "number of bins: 627478\n", "number of genes: 0\n", "number of peaks: 0" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x.sp;" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Total number of barcodes: 2034\n", "Median number of sequencing fragments: 127155.5\n", "Median number of uniquely mapped fragments: 16430.5\n", "Median number of mappability ratio: 0.14\n", "Median number of properly paired ratio: 1\n", "Median number of duplicate ratio: 0\n", "Median number of chrM ratio: 0.41\n", "Median number of unique molecules (UMI): 16430.5\n" ] } ], "source": [ "summarySnap(x.sp);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Fragments-in-promoter ratio (Keep all cells and skip this step)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Matrix binarization (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "x.sp = makeBinary(x.sp, mat=\"bmat\");" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bin filtration (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# system(\"wget http://mitra.stanford.edu/kundaje/akundaje/release/blacklists/hg19-human/wgEncodeHg19ConsensusSignalArtifactRegions.bed.gz\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "black_list = read.table('wgEncodeHg19ConsensusSignalArtifactRegions.bed.gz')\n", "black_list.gr = GRanges(black_list[,1], IRanges(black_list[,2], black_list[,3]));\n", "idy1 = queryHits(findOverlaps(x.sp@feature, black_list.gr));\n", "idy2 = grep(\"chrM|random\", x.sp@feature);\n", "idy = unique(c(idy1, idy2));\n", "x.sp = x.sp[,-idy, mat=\"bmat\"];" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "number of barcodes: 2034\n", "number of bins: 624297\n", "number of genes: 0\n", "number of peaks: 0" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x.sp" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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QjWStTR88xXq9edtBm6tNtKO8UgWCt4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\nzBwIZg4EMweCmQPBzPl/7cQXM0bbSD0AAAAASUVORK5CYII=", "text/plain": [ "Plot with title “Histogram of cov”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "options(repr.plot.width=4, repr.plot.height=4)\n", "plotBinCoverage(\n", " x.sp,\n", " pdf.file.name=NULL,\n", " col=\"grey\",\n", " border=\"grey\",\n", " breaks=10,\n", " xlim=c(-6,6)\n", " );" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "number of barcodes: 2034\n", "number of bins: 527055\n", "number of genes: 0\n", "number of peaks: 0" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x.sp = filterBins(\n", "x.sp,\n", "low.threshold=-2,\n", "high.threshold=2,\n", "mat=\"bmat\"\n", ");\n", "x.sp" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Jaccard matrix " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "### the function failed when do.par=TRUE\n", "x.sp = runJaccard(\n", "obj = x.sp,\n", "tmp.folder=tempdir(),\n", "mat = \"bmat\",\n", "max.var=2000,\n", "ncell.chunk=1000,\n", "do.par=FALSE,\n", "num.cores=10,\n", "seed.use=10\n", ");" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Normalization" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "### the function failed when do.par=TRUE\n", "x.sp = runNormJaccard(\n", " obj = x.sp,\n", " tmp.folder=tempdir(),\n", " ncell.chunk=1000,\n", " method=\"normOVE\",\n", " row.center=TRUE,\n", " row.scale=TRUE,\n", " low.threshold=-5,\n", " high.threshold=5,\n", " do.par=FALSE,\n", " num.cores=10,\n", " seed.use=10\n", " );" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Linear Dimentionality Reduction" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "x.sp = runDimReduct(\n", " x.sp,\n", " pc.num=50,\n", " input.mat=\"jmat\",\n", " method=\"svd\",\n", " center=TRUE,\n", " scale=FALSE,\n", " seed.use=10\n", " );" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Determine statistically significant principal components (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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rp//dSpU9OnT2/atOkrr7xy9+5d5RNq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EhxDBxERESkOAaOp5ednb1w4cI6derY29vXqlVr3rx5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\niCcqAAAAAElFTkSuQmCC", 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KPDJRb9EGH86AhzDE0tX+WxdwF6AvKtVHME2Amn6ytXUPyawNev1YZMwZXCgrPa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mwfLWkpkjAF3LlV4m53h6QEOKNCpbwRFX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\nLIl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BMURmSnbUY4mIem2jqVu6//drO+\nr4Qm9jV4EebigCXISdqiMR2yYqNiLcmWZV3O1QxzJII2RH62MbWhbyXRl4A2Bp3P6yK07XhV\n8vh2b/2ZQPtJQ5UGJ2Ort3UGodzWM0AXMq6fq29No5GNEQm+saVp6HU26zTr+JwbdLZ2r9Dh\nd4He1KwDrKxYB9eOCIYlGib9akwmU0pXuvCewoagpj7i+Pu38hUd/BcX6y8EWv40x8RffxrQ\nm9nN9W7v2uMNeCSbt++PqH7G5GDBqQDd1ARuaC4riRTFr9aVEnrsLE05y5iQzaToT4P+LvW7\nQO/gHOldf4VMDr2e49bGVqAqFcmueFwO7HXTQn56Lxv4BUDXeMl9s6DJEdRyg/rDgN5zN5oi\nXP3WhsijDH/dO7501jNAD8Wza3sDi9r0WjrN6ftO3W580Kkei5s3LJOli7djTL8L9JaTzjd1\n0lwae4FheXHf7eluh8auLwg3u1ybLwFaUmCA2VgHZ/hCLwP68OQFPAb0jvPvgbQRpcuzysF+\nsWXwbNW3z+dcW5DGqA0fu7ZGWWDHLquub1hId3qC/XY7XTi41TS6tZU9zW3GS8BuEdDl3X2t\npbvZOS8AetuHd1Dh3FbGYb4LUJ2K9CqgJ3dLUf30mMmxGh+2U+9D7sCzk4hp8sod2+8xoFcc\n75OR0Sp3RoB/0N+jD4fGbwNty+7+LXNtV8eLlgx25nbqbHHbwT2f0Wuy7SxdzrOsgYzXKHIv\nvQrolgruG6ueevRQqAGx6fkfdrX6zmtwwrp7J2r5CNArka9yZdXpPnvxYTsqm27WHxqJbMIg\nkTj+ewCtKzCZwmi5/ULQoeF7wz30MqCXF1MIZYGCDheYu3j8kt9W8Sqgt80gEwu89DKgTVda\n3EN6BOieDNrWzouiLIbMuT9tkYylBAHcDEp+1pwDy78H0E72lVS76rWrAem+69PRy4C+1HbQ\n78KVQjq+bIeLHGi3XgC0sQxq33jqYbfdZuJhctiNJbbnHnSmPvIsovTQI0Cv5fphLdk9sPan\nkYn2dVXZJp93DWQKpu3u521o75w/W3O1c3WI3ozvBDrPegXQC48d1e76dB6HvPCt7XsB0GPe\nq7YrsF7ihx5xol2kcrz1hmVSe7/Eu8W10+PpOYWjxgW826WhDzi+7jtn1aXNhTX6w0APS2nf\n4DWaB4noWQVsa+LWK/zQdj7JhY59+ZZdZ+3UW6qPHfkCoEcXbZSgpr0HTkYvAbp51WO0A3oj\n3rMpt8Z/6hb4pUmy19ptPieqf9YMXBw5fhjoZjnDeqxBu2YXkqyq4GDujPHDe435EqANCXwy\nKTecEjRZ6BUmx/hqRdoA9XbD0Qu9BOht82KeugFqvLH0fIe1y44YUK8B+jQ/shlghR6KgruM\n/oeB3tX5rnO58955HXYmI2w7c3PAiT3pep0KoFeYHLrHOjQJnCz0HYEVa4N44IT4ONABTOOR\n7NVVB2k5vPYvvgTohSA/sC3pw9HvtjFwpKFBl46mnHD8FRo1bjW6m/38Wd90KHxA3xIpPDxy\nSnwUaF3ln7jTt/QSoDsyHajZqqd+bzSyCFybqWaYYwHt7et6gCZuHnoZ0NuxT1jj3mr2h4W+\nTeT/D+xFCqaXAL0WafXp6/o9t93hyk5WYeYdHKDjGcfo8zfCG7Ax7auANgRR8fq6XhPuzP/8\n84A2OupDTpX7QdMX2dBt5Wlnz9/DDw01QSv03udgK9Q43xUSRclfBjQveuYrLO+Wkvx5QD+o\nHcffC3W81MvxkPbOiezvA7SjccvzRD2S/ONWLYXbvs7k2E08TQ69Id1ZNd4e6BWQ72UB/BrQ\nG+D0svzbAf2E9v3Z2x4KH9I3A21OB98w6/umZv2A/o4Z76x47wA0Ugj09wN9Xy8GegsCRwFG\nTnVcCPTL9K5AL+uDwAnaLwZaA4+44ZFCoF+mdwXaaTVqTHr307RfbXJoD4eMQ6ADaBOod9G7\nAj2we4xbR8L77aN+z8tx1B8AtNFT7niAob4R6AUI1KP8XYF2SsJ2ANxsa4cUAh1AV7myPvpG\noCeCGCRC/LZAO9IC7FMh0AFk1MAxGr72r8r5RqCNkZ3+sr39RF9WsfJE8qytLwJ9eKDE3Uff\nC/QmQFHWHwD0OYti7NUg2tH3HwpX4PYcqhcBvbzZQO+mvga0LoAHUlW99a1Az0CA8oc/Auij\n+j6VE1DfD/SMv9XZ7mVAT4XrecWB9TWgNaAEMO1u61uBHl1mPnvrjwL6MPBNzf0BoI3R4Gab\nlRcBfe9jbuiLJsei92id9Sd9K9D6YHTfJvqjgL6l0A/9hpHCJ/S9QP+vf/4x/QdvoP/nz13B\nf/QG+p9+7gr+kzfQ/+XnruA/ewP9Dz93Bf/1O4H+3//t5/Q/cl5X8C8/eAX/FPO6gv/zg1fw\n3//N6wr+7w9ewT/+P68r+P//+IOX8K+B0HwO6FCh/qYKgQ71VgqBDvVWCoEO9VYKgQ71VgqB\nDvVWCoEO9VYKgQ71VgqBDvVWCoEO9VYKgQ71VgqBDvVWCoEO9VYKgQ71VgqBDvVWCoEO9VYK\ngQ71VgqBDvVWCoEO9VYKgQ71VgqBDvVWCoEO9VYKgQ71VgqBDvVWCoEO9VYKgQ71VgqBDvVW\nCoEO9VYKgQ71VgqBDvVWCoEO9VYKgQ71VgqBDvVWCoEO9VYKgQ71VgqBDvVWCoEO9VYKgQ71\nVgqBDvVWCoEO9VYKgQ71VgqBDvVWCoEO9VYKgQ71VgqBDvVWCoEO9VYKgQ71VgqBDvVWCoEO\n9VYKgQ71VgqBDvVWCoEO9VYKgQ71Vvp3eMt32Cg6emcAAAAASUVORK5CYII=", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "options(repr.plot.width=6, repr.plot.height=6)\n", "plotDimReductElbow(\n", " obj=x.sp, \n", " point.size=1.5,\n", " point.shape=19,\n", " point.color=\"red\",\n", " point.alpha=1,\n", " pdf.file.name=NULL,\n", " pdf.height=7,\n", " pdf.width=7,\n", " labs.title=\"PCA Elbow plot\",\n", " labs.subtitle=NULL\n", " );\n", "plotDimReductPW(\n", " obj=x.sp, \n", " pca.dims=1:50,\n", " point.size=0.3,\n", " point.color=\"grey\",\n", " point.shape=19,\n", " point.alpha=0.6,\n", " down.sample=5000,\n", " pdf.file.name=NULL, \n", " pdf.height=7, \n", " pdf.width=7\n", " );" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Formal class 'snap' [package \"SnapATAC\"] with 16 slots\n", " ..@ des : chr(0) \n", " ..@ barcode : chr [1:2034] \"AAAAATCT\" \"AAAACCTC\" \"AAAACGTA\" \"AAAAGACC\" ...\n", " ..@ file : chr [1:2034] \"/data/pinello/PROJECTS/2019_03_scATAC/Github/Real_Data/Buenrostro_2018/run_methods/SnapATAC/Buenrostro2018.snap\" \"/data/pinello/PROJECTS/2019_03_scATAC/Github/Real_Data/Buenrostro_2018/run_methods/SnapATAC/Buenrostro2018.snap\" \"/data/pinello/PROJECTS/2019_03_scATAC/Github/Real_Data/Buenrostro_2018/run_methods/SnapATAC/Buenrostro2018.snap\" \"/data/pinello/PROJECTS/2019_03_scATAC/Github/Real_Data/Buenrostro_2018/run_methods/SnapATAC/Buenrostro2018.snap\" ...\n", " ..@ sample : chr [1:2034] \"Buenrostro2018\" \"Buenrostro2018\" \"Buenrostro2018\" \"Buenrostro2018\" ...\n", " ..@ metaData:'data.frame':\t2034 obs. of 6 variables:\n", " .. ..$ barcode: Factor w/ 2034 levels \"AAAAATCT\",\"AAAACCTC\",..: 1 2 3 4 5 6 7 8 9 10 ...\n", " .. ..$ TN : num [1:2034] 135497 197491 154610 112464 69803 ...\n", " .. ..$ UM : num [1:2034] 15252 12022 7949 40605 24294 ...\n", " .. ..$ PP : num [1:2034] 15233 11995 7942 40551 24271 ...\n", " .. ..$ UQ : num [1:2034] 15233 11995 7942 40530 24265 ...\n", " .. ..$ CM : num [1:2034] 6191 6924 3147 15836 7504 ...\n", " ..@ feature :Formal class 'GRanges' [package \"GenomicRanges\"] with 7 slots\n", " .. .. ..@ seqnames :Formal class 'Rle' [package \"S4Vectors\"] with 4 slots\n", " .. .. .. .. ..@ values : Factor w/ 93 levels \"chr1\",\"chr2\",..: 1 2 3 4 5 6 7 8 9 10 ...\n", " .. .. .. .. ..@ lengths : int [1:60] 41045 44885 36961 36083 33475 31586 28823 27494 26865 21068 ...\n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ ranges :Formal class 'IRanges' [package \"IRanges\"] with 6 slots\n", " .. .. .. .. ..@ start : int [1:527055] 10001 15001 25001 35001 50001 55001 60001 65001 70001 75001 ...\n", " .. .. .. .. ..@ width : int [1:527055] 5000 5000 5000 5000 5000 5000 5000 5000 5000 5000 ...\n", " .. .. .. .. ..@ NAMES : NULL\n", " .. .. .. .. ..@ elementType : chr \"ANY\"\n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ strand :Formal class 'Rle' [package \"S4Vectors\"] with 4 slots\n", " .. .. .. .. ..@ values : Factor w/ 3 levels \"+\",\"-\",\"*\": 3\n", " .. .. .. .. ..@ lengths : int 527055\n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ seqinfo :Formal class 'Seqinfo' [package \"GenomeInfoDb\"] with 4 slots\n", " .. .. .. .. ..@ seqnames : chr [1:93] \"chr1\" \"chr2\" \"chr3\" \"chr4\" ...\n", " .. .. .. .. ..@ seqlengths : int [1:93] NA NA NA NA NA NA NA NA NA NA ...\n", " .. .. .. .. ..@ is_circular: logi [1:93] NA NA NA NA NA NA ...\n", " .. .. .. .. ..@ genome : chr [1:93] NA NA NA NA ...\n", " .. .. ..@ elementMetadata:Formal class 'DataFrame' [package \"S4Vectors\"] with 6 slots\n", " .. .. .. .. ..@ rownames : NULL\n", " .. .. .. .. ..@ nrows : int 527055\n", " .. .. .. .. ..@ listData :List of 1\n", " .. .. .. .. .. ..$ name: chr [1:527055] \"chr1:10001-15000\" \"chr1:15001-20000\" \"chr1:25001-30000\" \"chr1:35001-40000\" ...\n", " .. .. .. .. ..@ elementType : chr \"ANY\"\n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ elementType : chr \"ANY\"\n", " .. .. ..@ metadata : list()\n", " ..@ peak :Formal class 'GRanges' [package \"GenomicRanges\"] with 7 slots\n", " .. .. ..@ seqnames :Formal class 'Rle' [package \"S4Vectors\"] with 4 slots\n", " .. .. .. .. ..@ values : Factor w/ 0 levels: \n", " .. .. .. .. ..@ lengths : int(0) \n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ ranges :Formal class 'IRanges' [package \"IRanges\"] with 6 slots\n", " .. .. .. .. ..@ start : int(0) \n", " .. .. .. .. ..@ width : int(0) \n", " .. .. .. .. ..@ NAMES : NULL\n", " .. .. .. .. ..@ elementType : chr \"ANY\"\n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ strand :Formal class 'Rle' [package \"S4Vectors\"] with 4 slots\n", " .. .. .. .. ..@ values : Factor w/ 3 levels \"+\",\"-\",\"*\": \n", " .. .. .. .. ..@ lengths : int(0) \n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ seqinfo :Formal class 'Seqinfo' [package \"GenomeInfoDb\"] with 4 slots\n", " .. .. .. .. ..@ seqnames : chr(0) \n", " .. .. .. .. ..@ seqlengths : int(0) \n", " .. .. .. .. ..@ is_circular: logi(0) \n", " .. .. .. .. ..@ genome : chr(0) \n", " .. .. ..@ elementMetadata:Formal class 'DataFrame' [package \"S4Vectors\"] with 6 slots\n", " .. .. .. .. ..@ rownames : NULL\n", " .. .. .. .. ..@ nrows : int 0\n", " .. .. .. .. ..@ listData : Named list()\n", " .. .. .. .. ..@ elementType : chr \"ANY\"\n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ elementType : chr \"ANY\"\n", " .. .. ..@ metadata : list()\n", " ..@ bmat :Formal class 'dgCMatrix' [package \"Matrix\"] with 6 slots\n", " .. .. ..@ i : int [1:8845694] 140 423 603 754 790 797 816 893 1024 1134 ...\n", " .. .. ..@ p : int [1:527056] 0 20 32 38 39 40 45 50 52 53 ...\n", " .. .. ..@ Dim : int [1:2] 2034 527055\n", " .. .. ..@ Dimnames:List of 2\n", " .. .. .. ..$ : NULL\n", " .. .. .. ..$ : NULL\n", " .. .. ..@ x : num [1:8845694] 1 1 1 1 1 1 1 1 1 1 ...\n", " .. .. ..@ factors : list()\n", " ..@ pmat :Formal class 'lsCMatrix' [package \"Matrix\"] with 7 slots\n", " .. .. ..@ i : int(0) \n", " .. .. ..@ p : int 0\n", " .. .. ..@ Dim : int [1:2] 0 0\n", " .. .. ..@ Dimnames:List of 2\n", " .. .. .. ..$ : NULL\n", " .. .. .. ..$ : NULL\n", " .. .. ..@ x : logi(0) \n", " .. .. ..@ uplo : chr \"U\"\n", " .. .. ..@ factors : list()\n", " ..@ gmat :Formal class 'lsCMatrix' [package \"Matrix\"] with 7 slots\n", " .. .. ..@ i : int(0) \n", " .. .. ..@ p : int 0\n", " .. .. ..@ Dim : int [1:2] 0 0\n", " .. .. ..@ Dimnames:List of 2\n", " .. .. .. ..$ : NULL\n", " .. .. .. ..$ : NULL\n", " .. .. ..@ x : logi(0) \n", " .. .. ..@ uplo : chr \"U\"\n", " .. .. ..@ factors : list()\n", " ..@ jmat :Formal class 'jaccard' [package \"SnapATAC\"] with 5 slots\n", " .. .. ..@ jmat : num [1:2034, 1:2000] 0.368 0.565 -0.462 -1.002 -0.605 ...\n", " .. .. .. ..- attr(*, \"scaled:center\")= num [1:2034] -0.001078 -0.001479 0.000499 0.003922 0.001086 ...\n", " .. .. .. ..- attr(*, \"scaled:scale\")= num [1:2034] 0.00169 0.00147 0.0018 0.00412 0.0052 ...\n", " .. .. ..@ p1 : num [1:2034] 0.0068 0.00418 0.00372 0.01058 0.01066 ...\n", " .. .. ..@ p2 : num [1:2000] 0.0068 0.00418 0.00372 0.01058 0.01066 ...\n", " .. .. ..@ norm : logi TRUE\n", " .. .. ..@ method: chr \"normOVE\"\n", " ..@ smat :Formal class 'dim.reduct' [package \"SnapATAC\"] with 5 slots\n", " .. .. ..@ imat : chr \"jmat\"\n", " .. .. ..@ dmat : num [1:2034, 1:50] 0.02064 0.01184 0.02701 0.03521 0.00685 ...\n", " .. .. ..@ sdev : num [1:50] 1060 731 436 401 300 ...\n", " .. .. ..@ iter : num 1000\n", " .. .. ..@ method: chr \"svd\"\n", " ..@ graph :Formal class 'kgraph' [package \"SnapATAC\"] with 5 slots\n", " .. .. ..@ mat :Formal class 'dsCMatrix' [package \"Matrix\"] with 7 slots\n", " .. .. .. .. ..@ i : int(0) \n", " .. .. .. .. ..@ p : int 0\n", " .. .. .. .. ..@ Dim : int [1:2] 0 0\n", " .. .. .. .. ..@ Dimnames:List of 2\n", " .. .. .. .. .. ..$ : NULL\n", " .. .. .. .. .. ..$ : NULL\n", " .. .. .. .. ..@ x : num(0) \n", " .. .. .. .. ..@ uplo : chr \"U\"\n", " .. .. .. .. ..@ factors : list()\n", " .. .. ..@ file : chr(0) \n", " .. .. ..@ k : num(0) \n", " .. .. ..@ snn : logi FALSE\n", " .. .. ..@ snn.prune: num(0) \n", " ..@ tsne : logi[0 , 0 ] \n", " ..@ umap : logi[0 , 0 ] \n", " ..@ cluster : Factor w/ 0 levels: \n" ] } ], "source": [ "str(x.sp)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Time difference of 26.8676 secs" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "end_time <- Sys.time()\n", "end_time - start_time" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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A data.frame: 5 × 5
singles-BM1214-GMP-160421-66singles-BM0828-GMP-151027-33BM1077-CMP-Frozen-160106-36singles-BM0828-CMP-frozen-151118-87singles-160818-BM1137-pDC-LS-78
<dbl><dbl><dbl><dbl><dbl>
PC_1 0.020643987 0.01184386 0.0270098240.035205241 0.006850604
PC_2-0.025593622-0.01493672-0.0066083720.011777608-0.039564712
PC_3-0.008941719-0.02134873 0.0098800460.003967227 0.011335911
PC_4 0.024685366 0.05269438-0.0125040680.004067868 0.048309956
PC_5-0.031439949-0.05372980 0.0030058430.042520841 0.028402383
\n" ], "text/latex": [ "A data.frame: 5 × 5\n", "\\begin{tabular}{r|lllll}\n", " & singles-BM1214-GMP-160421-66 & singles-BM0828-GMP-151027-33 & BM1077-CMP-Frozen-160106-36 & singles-BM0828-CMP-frozen-151118-87 & singles-160818-BM1137-pDC-LS-78\\\\\n", " & & & & & \\\\\n", "\\hline\n", "\tPC\\_1 & 0.020643987 & 0.01184386 & 0.027009824 & 0.035205241 & 0.006850604\\\\\n", "\tPC\\_2 & -0.025593622 & -0.01493672 & -0.006608372 & 0.011777608 & -0.039564712\\\\\n", "\tPC\\_3 & -0.008941719 & -0.02134873 & 0.009880046 & 0.003967227 & 0.011335911\\\\\n", "\tPC\\_4 & 0.024685366 & 0.05269438 & -0.012504068 & 0.004067868 & 0.048309956\\\\\n", "\tPC\\_5 & -0.031439949 & -0.05372980 & 0.003005843 & 0.042520841 & 0.028402383\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 5 × 5\n", "\n", "| | singles-BM1214-GMP-160421-66 <dbl> | singles-BM0828-GMP-151027-33 <dbl> | BM1077-CMP-Frozen-160106-36 <dbl> | singles-BM0828-CMP-frozen-151118-87 <dbl> | singles-160818-BM1137-pDC-LS-78 <dbl> |\n", "|---|---|---|---|---|---|\n", "| PC_1 | 0.020643987 | 0.01184386 | 0.027009824 | 0.035205241 | 0.006850604 |\n", "| PC_2 | -0.025593622 | -0.01493672 | -0.006608372 | 0.011777608 | -0.039564712 |\n", "| PC_3 | -0.008941719 | -0.02134873 | 0.009880046 | 0.003967227 | 0.011335911 |\n", "| PC_4 | 0.024685366 | 0.05269438 | -0.012504068 | 0.004067868 | 0.048309956 |\n", "| PC_5 | -0.031439949 | -0.05372980 | 0.003005843 | 0.042520841 | 0.028402383 |\n", "\n" ], "text/plain": [ " singles-BM1214-GMP-160421-66 singles-BM0828-GMP-151027-33\n", "PC_1 0.020643987 0.01184386 \n", "PC_2 -0.025593622 -0.01493672 \n", "PC_3 -0.008941719 -0.02134873 \n", "PC_4 0.024685366 0.05269438 \n", "PC_5 -0.031439949 -0.05372980 \n", " BM1077-CMP-Frozen-160106-36 singles-BM0828-CMP-frozen-151118-87\n", "PC_1 0.027009824 0.035205241 \n", "PC_2 -0.006608372 0.011777608 \n", "PC_3 0.009880046 0.003967227 \n", "PC_4 -0.012504068 0.004067868 \n", "PC_5 0.003005843 0.042520841 \n", " singles-160818-BM1137-pDC-LS-78\n", "PC_1 0.006850604 \n", "PC_2 -0.039564712 \n", "PC_3 0.011335911 \n", "PC_4 0.048309956 \n", "PC_5 0.028402383 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dim(df_out)\n", "df_out[1:5,1:5]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "0" ], "text/latex": [ "0" ], "text/markdown": [ "0" ], "text/plain": [ "[1] 0" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sum(colnames(df_out) == rownames(metadata))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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A data.frame: 5 × 5
BM1077-CLP-Frozen-160106-13BM1077-CLP-Frozen-160106-14BM1077-CLP-Frozen-160106-2BM1077-CLP-Frozen-160106-21BM1077-CLP-Frozen-160106-27
<dbl><dbl><dbl><dbl><dbl>
PC_1 0.007044647 0.00003982818 0.0003291854 0.005399350 0.015577712
PC_2-0.012394908-0.01210933592-0.0110375832-0.009926376-0.007061154
PC_3-0.019031289-0.01511729781-0.0202136273-0.019532144-0.011437661
PC_4 0.036394483 0.03491502928 0.0443325083 0.035654907 0.027807567
PC_5-0.044011702-0.05368559223-0.0465244794-0.055047584-0.014651750
\n" ], "text/latex": [ "A data.frame: 5 × 5\n", "\\begin{tabular}{r|lllll}\n", " & BM1077-CLP-Frozen-160106-13 & BM1077-CLP-Frozen-160106-14 & BM1077-CLP-Frozen-160106-2 & BM1077-CLP-Frozen-160106-21 & BM1077-CLP-Frozen-160106-27\\\\\n", " & & & & & \\\\\n", "\\hline\n", "\tPC\\_1 & 0.007044647 & 0.00003982818 & 0.0003291854 & 0.005399350 & 0.015577712\\\\\n", "\tPC\\_2 & -0.012394908 & -0.01210933592 & -0.0110375832 & -0.009926376 & -0.007061154\\\\\n", "\tPC\\_3 & -0.019031289 & -0.01511729781 & -0.0202136273 & -0.019532144 & -0.011437661\\\\\n", "\tPC\\_4 & 0.036394483 & 0.03491502928 & 0.0443325083 & 0.035654907 & 0.027807567\\\\\n", "\tPC\\_5 & -0.044011702 & -0.05368559223 & -0.0465244794 & -0.055047584 & -0.014651750\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 5 × 5\n", "\n", "| | BM1077-CLP-Frozen-160106-13 <dbl> | BM1077-CLP-Frozen-160106-14 <dbl> | BM1077-CLP-Frozen-160106-2 <dbl> | BM1077-CLP-Frozen-160106-21 <dbl> | BM1077-CLP-Frozen-160106-27 <dbl> |\n", "|---|---|---|---|---|---|\n", "| PC_1 | 0.007044647 | 0.00003982818 | 0.0003291854 | 0.005399350 | 0.015577712 |\n", "| PC_2 | -0.012394908 | -0.01210933592 | -0.0110375832 | -0.009926376 | -0.007061154 |\n", "| PC_3 | -0.019031289 | -0.01511729781 | -0.0202136273 | -0.019532144 | -0.011437661 |\n", "| PC_4 | 0.036394483 | 0.03491502928 | 0.0443325083 | 0.035654907 | 0.027807567 |\n", "| PC_5 | -0.044011702 | -0.05368559223 | -0.0465244794 | -0.055047584 | -0.014651750 |\n", "\n" ], "text/plain": [ " BM1077-CLP-Frozen-160106-13 BM1077-CLP-Frozen-160106-14\n", "PC_1 0.007044647 0.00003982818 \n", "PC_2 -0.012394908 -0.01210933592 \n", "PC_3 -0.019031289 -0.01511729781 \n", "PC_4 0.036394483 0.03491502928 \n", "PC_5 -0.044011702 -0.05368559223 \n", " BM1077-CLP-Frozen-160106-2 BM1077-CLP-Frozen-160106-21\n", "PC_1 0.0003291854 0.005399350 \n", "PC_2 -0.0110375832 -0.009926376 \n", "PC_3 -0.0202136273 -0.019532144 \n", "PC_4 0.0443325083 0.035654907 \n", "PC_5 -0.0465244794 -0.055047584 \n", " BM1077-CLP-Frozen-160106-27\n", "PC_1 0.015577712 \n", "PC_2 -0.007061154 \n", "PC_3 -0.011437661 \n", "PC_4 0.027807567 \n", "PC_5 -0.014651750 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_out = df_out[rownames(metadata)]\n", "dim(df_out)\n", "df_out[1:5,1:5]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "2034" ], "text/latex": [ "2034" ], "text/markdown": [ "2034" ], "text/plain": [ "[1] 2034" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sum(colnames(df_out) == rownames(metadata))" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "saveRDS(df_out, file = '../../output/feature_matrices/FM_SnapATAC_buenrostro2018.rds')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Downstream Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### KNN Graph Construction (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "x.sp = runKNN(\n", " obj=x.sp,\n", " pca.dims=1:30,\n", " weight.by.sd=FALSE,\n", " k=15\n", " );" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Clustering (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "x.sp = runCluster(\n", " obj=x.sp,\n", " tmp.folder=tempdir(),\n", " louvain.lib=\"R-igraph\",\n", " path.to.snaptools=NULL,\n", " seed.use=10\n", " );" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Non-linear dimentionality reduction (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "x.sp = runViz(\n", " obj=x.sp, \n", " tmp.folder=tempdir(),\n", " dims=2,\n", " pca.dims=1:30, \n", " weight.by.sd=FALSE,\n", " method=\"Rtsne\",\n", " fast_tsne_path=NULL,\n", " Y.init=NULL,\n", " seed.use=10,\n", " num.cores=5\n", " );\n", "\n", "x.sp = runViz(\n", " obj=x.sp, \n", " tmp.folder=tempdir(),\n", " dims=2,\n", " pca.dims=1:30, \n", " weight.by.sd=FALSE,\n", " method=\"umap\",\n", " fast_tsne_path=NULL,\n", " Y.init=NULL,\n", " seed.use=10,\n", " num.cores=5\n", " );" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "x.sp@sample = SnapATAC_metadata[as.character(x.sp@metaData$barcode),]$label" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visulization (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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QAAflkIHAAtzOzZs60XRUVFzz777Ala3nnnnVZ6+BldAAB+WbilAtCS1NXVFRYW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\nzwFACD3vvAlNTZurqopV1W23pyQSQZvNSwjt1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CvvY5bpSc9OugfsP5xX/DDXluIT7TYAwS0V1fOXFJy7XzcGnBsbN/J4QurZgxw9d4DK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\n0TxlUXG/sRkXONQrmWjAEQUo0NKu0qruKgo03Zw+MmEkR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34dkUu/+uqrS0pKAKCsrCwtLU2n+vrm9ZmWzPm588s95aquZlgycqznnK4f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\nwdip59QJyzOj5x4fI4Y87Q07P9FUNrFwRmJeT7kp0Un55gZ3iy8pNy5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Yr186JTY98tNnN+34+LApSu/3iD63GJxo65sVu3Z9cSQi2uhr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\n/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JopBA51SOWnb95QyOXlf+punPP77rtv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\nKXOLiIi4kjbq5h1RpNE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thkcwGAtn8/NluQyQQAyOXUampoJIJtNgDgS0vtd9/Z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8bYkaFwBBbs9KCL4K2d9LyI8EGmr3bzNZ\nbIlouNpC9rq0HiEBMQAOY6s19s47Gxo2blj2DlCGEW6qPbjgH7/OLu6e36W/31vpyMy12N2B\n+vDq97eveGUDJYyXeAQgx9QlL643DA6D9kVHMzieeOKJ9OtwOLx169YzM67Z5rxz9oJ3n7qr\nctd36YMWu/vK+57uM6ptRMYSicSUKVPWr1//4IMPzp4929hJMTjHcRQXCjZLwh8ASN62BZPJ\n5HbEGnyTJ0+Y836VhQfgUVyhPYpQycXjPP17r3vy7/bCfMao0hxRItGNf3vJ3b1z/ztvyuzd\nnVFavnRl7doNTNMKx40smTQWAES7LV3sXoslIpUVm5573lla1O2qS00ZrmNNLHtQv+xB/byb\nt4sZJsnSA2EOGAUsAFWTLg1K9TOTJXcRA4oAGCOEUMqJQjR+dQZ9gReJJSPWXOsI1roc+c0F\n59V5ujYC0COGM1mdOcU9fdUHABBD8HWuss9FulLXAEsxCIK6bdsh6QBVVYQwZRQAUaq8/psb\nsou71x3YkVvae+CFN26YZ6va6ZXjKmOMqJQXMUIoEVY1hfDiuSj4ZmDQKh3N4DiLZOQW3/P3\nJTX7t9SW7ZBj4eziHiV9holma1v1P3PmzDVr1tx5553PPPNMW/VpYHD6QBgxTbcGknVtNVXF\noogF4drLi8pV10cf7e7VK+uykZ2e+stEs1mI1HkZZVRVtLisRmMIIWtudrS+YeNzLzqKCxP+\nUNPufZQyYLT+u63NFdX9f3pjyUVjfTt2h6vrgAFVVUoJ1Ujj1l1Vq9blDR1UMHJw9sB+R0+M\nl6Shj9xbu/rbRFOwdnezihzAKCBMNRnS8mSpeQMAMIQFyigCCggQZ5I2/J+P/M9dJee9FPOb\n/VXukhGHCvvV8CYNQADrpCOGEyTTgAnTFr80C2FcFMbdwwKnkphDZYIA8XigW0FD9ABCmOmW\nCmIMIB4N1h7Ynt2pWzwcWPzizFjDnVkFXTWFxKMKJYSoiFKa3cVtWBsG7YuOZnA89thjZ3cC\nBd0GFHQb0Obd1tfXv/DCCwCwbdu2cePGHdH66aefGsEcBucajVt3KeFoUnWDAUOM4zAQylQt\nt0v+669PePLJC3ke5+Ymf3RteTk9r5+6990FjFHGmMnt5CQxHggl/LVqXE40NVGVJGuvIDj0\n2YpuUy+NN/nNWRlE0QBYpKqGaVrM28go1Wrry5d9Vf75ihGzHsodklTHinkbE8FmR6d83mLm\nTVLRhRcAgGfPgW8ef5GCSKKNJBoAlDSOoKUoKgKqIV4QCCVmT5bktGkJ+cBKKd50zZ5PYpxA\nCOEa9uQOuWETzrwBrBOPXoqRU++u27utafEnl1SiBAcA2BImxH+QATRMH0V3HgDEgAJCwBjo\ncyCKjBCWLHbE8VjwIdQ1o8DRUBHUZI1SWtg7+ye/b2UgA4NzmY5mcPzpT38621M4Laxbt05R\nFABYv3790a2app3xGRkY/AD1G7YKFrMajTGWrp+CI3Xe0skTMvv0RBgVFh5Zdb33TdNyBvU7\ntOTLqhWrJbcLKCWxGG8SJYct7msCBICQXoFFC0fX/ulZ/869ujMCcxwjBFLqHgwAVE2022rX\nfJc75DxgbNebH+15bwEg5O5a2vfWaz3nJYNCpAynGqxFGBFZ1sVPk9EmCDADxAMAQwgo8CBK\nQBOCxQQAnMCFDlUTJduccZAXNWBQs7WweFhDTvG1R69Dwh/cMucVtCaUw/XfXcykRCCzuZ4D\nGnZL8n13aDQqlK2SLNaw38uS9g5LCrFSwigFRjPzCsLemGDhzVahaGTRtb8Zn9XJeaw4FQOD\nc5aOZnB0DKZOnXpEtZejjxgYnPtwJpPodinNYapq9sK8nj+5ypzpzuzV7TglUTJ7d3d3KwXK\nKr9cjRBwoqjrfiKMGSHA9O0Oxhhr2rk3rVpKCQFIKqbreyKaomBZ1uIJAGjctmvv+wtteR7M\ni7GGxp3/+XBsv156wovFk+nqUty0pyx5ecraSA5EMW8xMcpESczo2a1h41a5OYwFnibUrL49\nfDv3OfJcQOoAUcRhWT0frK2ooO77aFHdhq3AKHCiCjTuKhQBhKYaX8T3xQd/pZrGiZISDqVE\nWFlyfMYC3iqiqcMuv8WTP/irt19NREPF3fpdO+NaT7G7Db8jA4MzRrs3ONIP93oG7Ak+6xta\n4AYGp5u8oQMOLPwcYSSYTIoWKZ54gaNTvuR2Ugbfrq8OBhMDB+bl5FgBYMWKQ2++uS0SUUaO\n7HTXXYN5LaHEE5jjiKIgROO+JpJIAGO6YmkyxoLDQFlKtfT7pI4p4WjNN+vrRg+LB4KcKGJB\nBADRZvXvKYv7/JbsLAAAhDL69Gjasx8OV3cBOPyGUVXL6NHFM6CvFo+HDlXEG5oAgSkzo8+t\n129/5e1ITb1k66zFY4yorsF/BNRKBYNwZbVeu04DKhFCEUnwFrMGlVZNSWgAoGkKMEAYMaAp\nEwphji/oPvDCGx+2OjM/fOY+AtUml9hYt3vzl66Lbj29G8eaIod8tfaMnIaKfcvfeCrYUG1x\nZlpdHjURzS7qPvjiG3OKe5zWCRh0VNr9fVdIqQJXVVUVFhYKJyYSbHgLDAxOE6GQ/Le/rVu7\ntsrplG669Cc5sUqqquaszNrV321/9V0xv9P9i5yH6hIAzG6XXnzx8m7dMq+44u2MDIsg4KVL\nDzQ1RQfi8qovtuSZ4ggxYAAYxYPNnCBggWeEmLMyiKwwVVNjcX1EhICm8lmBMsBJNwggUOPy\n2iefzxnUX1MURghvogX912ZOazDLd0LzDcw2vXrVWt/23Xo/9HCUaPLy8+651VnSaf9Hi8o+\nXkRUjSqKKTNDctljDU1NO/f2/+kNO15/37djj6tzcZ/bLnaUdGl1QcxZGZRSAGC8KQIxDiCB\n1K9zlT0uLSn3rjtmUuEbCGNgYHd75GhzUe8h6z55ran2kCu7EAB4QSzbtPLCG3/FCaIqJ8L+\neltGjiiZ2/DrK9u8csVbsyt2fiuIZjkeppQhxIAhAAYY9qxfsnrei92HjJ/yv09l5pe24bgG\n/w20e4PDwMDgnOLxx7967bUtmZlmVSWLFsW++uo2j9v03F3PRwPRIV0K316GD9bG9SIqzc3K\nT3+6sGvXjESCNDREnU5TZqb5X//aEG2OM1o8xBO+s2edVSD6jdiam81JYtTbWHzhBY1bd8Xq\nG9R4IvnswIATBXOGSw6FiaYxVUuLZyAERJZ9u3fzkhSpqet1yc7OI/cAl4WULVC/zFtfveHZ\nzVgU9Rv+97Z5ECBAotvVsGl749ad1oK8SE095nklEpWcDt5kitZ5u0+fcsETMxL+oOiwc9Ix\nRXG6XHFx7bpN8cYmBAg4KwFW7cblqsYQwwxaPPvoQmPMZLFbHBkIAS9KGPPpGjQAwCgJ1Fe+\n9KsrGaNyNOyvryjsdt6Ya+/rNWJym3x3ciy8bO5TjdUHqEZkLcwY1QN+Qbf8KAAA0ZS9335B\n2aO3PP4WxkaajMFJYBgcBgYGbYaikNWrq3JzbRaLAACJBHn//Z0rVxzYs51izvL29qTzIX1z\nj0aVrVu9AIwQ2tAQDQQwAJRkYDUW39pkXVrtnlrSlNpEAS0hU1Vt2LLT1bk4VF4lWExqQuYw\nzurVfejM+xL+YNVXa8OV1bXrNx2uSMsAEJCEyrS4JScro4uZM+UjUY+BUEjTZ5Kzu2izMI2o\n0RgkH+QBWDKtZtNf/8kAqKpq0Rgn8KqiMEUhmqolEtb8XABAHGf2ZB5/TZylReOe/f3q3/w5\nUuPFPAeM2jt3Qnt3AmMM6XrvkFoVZHfnUEoUOS5Hm0dffQ/CuMugsVu+/KjZV8sJQrChFoCp\niZiixBHC7tyioK9uxdvPFnQf6MjMJZpSvmO9psiFPQZanT8wq1ZprC6rPbBDlMyY5yjR0p6e\nw/8CMAaUkv0bVjRU7sst6XWc3ijRNn/xQdmGFfu3rFLleE5xr2kPPpdTYoiV/ffS7g2Ozz77\nTH+hl21LvzUwMDjzcBzmOERTwlmUsu3bGyqqIzlOBJQ2xFBzAiC9i3A4ZEJ/zVSV2myS2W0i\n8ZiZpzVREYDpySlaLBZv8jNA0Zq6cHlVl8svxjzmLZZO40ZYc7MBwJyV6e7epWze53XrNzN0\neFcFMaCqygiN1Hq/mVPQZazY/5oowgwYJRoGQICwLc8TqWtUIzGGWHo6jAFvMYl2e3NlTazJ\nb/FkqfEEMIg3+HKHDiq9ZPyJL4stL+fCOU/Wrt0gN0dsJfkfvHgf5niiqcAYSi8GIMRz7tyi\nroPHAWPFvYd2H3IhAOSW9Lrs7j9uXPqOv7Y81FjHGJMTMcYIAAo21GTkFTdU7m2o3CuIpg+f\nuW//pq8wwnmd+0y558lTyM+3ubOBMV1lVY/rpQAtVxKSfhjGKFk+96mfzHyZE1p37cTDwf97\n5Kq6/dsAqK4MX7n727//bOzDr32XkVdyshMz6Bi0e4PjkksuOc7bdorP5+vZs+eMGTMefvjh\nlse9Xu+sWbOWLl1aX1/fuXPn22677f777zcCYA3OHTgOTZnS/c9//sbl0hSFdu2akZ1tEUVO\nMjniDT5KEAZMvmdnQIvXDAAQooLVYivMbzrgyzQTLAiAEFXVuD8EmLNkuiWnQ26OxBp9wx+7\n/+gJhCqqKCTDSwF0RwUAoXr3iKMHv87I69eU3b0J+CLsnKqE1uo5L5Ro1hxPtKEhPRuEEdUI\nJ4lWT2bU5+dEMXdw/4KxIx2Fee5upYg7id0ENRaXg6HCMcPjsdA7T/y09sAOhLEgmgAhTYnr\ncxTMVmdmfmNV2fDLbx806fqWl5f0HV7Sd/iKt589tH0twoiyZCFcqimhxhpKiM2d/c3H/yrb\nvDIjpxgLQlNdxdcf/vP6R1868RnquDwF43/yyxVvP0OIBixqe/gAACAASURBVJDyvqDU15Oy\nORiAYLbu2/hl5e4Npf1H6teG/Q1rFrzUWLXf5SkYfvnt3372n/oD21kqPkW3UwjR5j//q9uf\n+uBkJ2bQMeiY96p4PB4MBjVNc7lcdrv9zE+AEg1zp7i2iURi+vTpTU1NRxz3+XzDhw+vqKi4\n8sorp02btnLlyocffvjrr7+eP3/+j56vgUGb8fDDIwsKHOvWVTudphtu6Lt1q3f+/D0Wi13w\n5JCaCI+Y0yoGAonvKXoC6EGfjEGnTq6yMj9jrGs2vnKIKBCzEo5ghABhSjROFAEAc5jI8tFD\na/GEf89+jDEjNCXZBak0U0AItATHm/hoeCg4MsFxbUGngYratWHTduBwwaih5gzX2j8+lwgE\nEYexyUxiMYQwADAEOQP7Dn/sAdFxKvJ65Z9/eWDR8tChysxe3dROqLZsm2iyUEIo1QTJTFQe\n88BxgiMjVzRbcJhT4tFW+0EAgijJiVhKqYMBICUeHTbltl2rF3/59nOUav76cps7W7JYgw1V\nR1y+fdWCbSvna6rcdcCYYZffxgutJNQAwIQbHy7tP2rX2sWbl72ryQmVEE2JAxw2NfQFMZlt\nihxLREP6VZRoC//x630bvwRGVEXdvnKB2eYilECL+BP9ta9q/ymsoUHHoOMYHLFY7M0331yw\nYMH69etb3q2dTufw4cOvueaaG2+80WRqve5zW1G9fdX+NfNDdQc1JWHPKsjvNaLnhBsEyXLi\nPdTV1U2bNm3t2rVHN82aNau8vPzll1++4447AIAxNm3aNL007qRJR6opGxicMSoqgi+88F19\nfXjSpK7XXddHFLmbbz7v5puT+p69e2dXVoYWLNhDqfQ/F3atrm5etaqC57Gq0u97OIDjUJcu\nWZ99dsPWrV6Ow/YdXwbWf6slEghjRqjktMrBkBJqBkblULOnfyuhAIlAKFxdJzqdSiAAqUhH\n3cmRzKcFoAq1934YsnsBAALofNnEzpcdluyc8Pc/fvvXfwf3lSFCLPk5sUZ/c2VNRs+uvW++\n5tSsjdChyk0vvGbJctsL88I19XJ1RJLsZhPnb6xECMnRMCeaeE6QE9FQY7XV6VET8aLe57fa\nVddBY1e884xktiqJCCBkstg5XrC6sgZOmP7KjOlWd2Yk0EiIGvF7RbOtqPfQltfu27Dig7/e\na3VmIIwPbV1NiXbBNfcea86l/UaU9huBAG9c8qbJbg00VAFLh7cAMIQQi0eCVkcm0bSgt0o/\nYdfazyjR9ATAUFNdKFCP9G2Y71mVUNhzyCkso0HHoIMYHAsXLrzzzjsbUu7QloRCoSVLlixZ\nsuSxxx577bXXJk9um3Duo9nyyT/3r56XftvcUNncUFmza824u58x2U5IqOfFF1+cMWNGKBSa\nOHHi8uXLj2j1+/39+vW7/fbb9bcIoenTp8+bN2/Dhg2GwWFwtli0aN/VV7+vKAQA3nxz27vv\nbl+48AaOO2xJcByaOfOCX/1qpKpSi0VIJLQVKw4FAoktW7zPPLM6JaoJAKxHD88//zmlqMhV\nVOQCgMTwrG2I1KxaC4xJmW6Ty6nFE5LbKbldJReP73rlxUdPxuLJzOzZNVLnNWdnxRqbWFIo\nPKXWgQAYuLp3yerb81gfx5qXM+apRwP7DwJC7m6d5UBQaY7YCnJ5yymmntZv38YYSSQiImKS\n05YoD4g8dlIPh2ichcMQcmUXRgMNCCFVlimwax/5d37X/q121ann4Jt+O3fDkrcObV+TiDRj\njlfk+OTpPw80VPOiZHNnE1WJR4JEVfO79h933ff2m8o2rzRZHRZHBgBgjMs2rzrC4Aj7vesX\nzQ02VHkKu54/+X8sjoyx1/0iHgke3LZadz2x1C5VcpNKUxOx8NtP3A4I8xzvzi2mREvmJgMw\nxnhO0Iicik5JjsIAXXX/7FNbSYMOQEcwOF599VX9of/4eL3eyy677JVXXrntttvafA51u9e1\ntDbShBurNs+fM+Km351IJ3PmzPF4PB9++GE4HD7a4HjnnXeOOLJ582YAKCkpOZUZGxj8aN54\nY+ttt81PRYgCY7B4cdmsWV/+6U8TjjhTEDhB4ADAZOIvvbQbAEye3HX+/N11dWEAcDhMsqzd\nfff5Y8YUpy8xZbiH/up/95UU7nzjA2As1uhzdS0ZNuM+S47nWPPBAt/ntut3vPqOb+dewAgB\nRhrRt1T07FOM8fmP3HscnVMA4CQxbZFYcjzHGe4HCdRXrv7kRasixQPNtIk4MwqcpUXR5niF\nd7PM4rp6eVNtOSUqQggQiwa8lKjH6bDH0Ik9hk5U5fjudUti4UBht/MKewyq2PmtpspU09zZ\nnQTJLIrmG3/7uj0zJ31VY9X+5iYvo0lRRE3TQo01n738h5ziHv3HXsWLkirHP37ugYpd34km\ny67Vi2rLtl/7yL+szsxpD/492Fj7yiNXN1btTYquJxeac2TkRkNNRNMQQpzJqqgxQJhRkt7F\n4gUJgGmqcnj1EZp85x/M9mNW8TXo8LR7g6OsrOxnP/tZ+m1ubu7o0aO7du1qs9kQQpFI5ODB\n/2fvPgOjqtI+gP/PvdNL6kxIB0LvXXpHREEBw9o7igo2XNdlLWtbdX1FLOi6rKy7uq4FlRUV\nUIqgovROgNAJpGfSps8t5/0wSQihBXInCfL8PiDcM3PuMyNknjnlOYfWrVt39OhRAJzz6dOn\nX3755ampqdqGcXD9t2dqys1aE/SUG23n/mc2Z86ckSNH6vX6sy/LcLvdBw4c+PTTT+fMmdO/\nf//MzMwLiZiQhikq8k6fvlg96TB2BvDZs38dN67tkCHpZ396XJy5X7/klSsPORzWQECqrAwM\nGpR26sPaZU6wpSaV7tmvs5jTRgw658e/o0sHW0pSafZBzrkaklhVbYvwChFYkpxRKYnn+0ov\n2I4fv8or25tu72R0mzjUUFlF5+sm5SzZLQshsy6KMeYNliuqBMY4wJigyPK+TT90HzEZQNDn\nyTu4U28wJrfrUafchd5o7j58Us0f0zv3Gzz53l8WzlNVWRBFj1z8zbt/umra8zEJqZyrS/7x\nzPpv3udcleWQqip6g8ntKvTqjVtXLAj6vTt/+soanVDpyju045cWLdsDgtkes2ftd0U5+2IT\n0yuK82ITUq+f9fd5v58g+X1AVarGOK8oyWeMgTHGhICn0myLZowzUacqcnhERFXkQZPv37t2\nqSv/CFeV6ITUiTNe6dB/bKO9+aQZuugTjrfeekuSJAA6ne7111+/7777Tt21wTn/+uuv77jj\njvLy8kAg8O6777744ovahlGRf+hMTZzzisIjCbZzb1EbO7Ze/xqfeOKJt99+G0BycvK///1v\ng+GMFYcIiYRjxypeeOGn77474PWGv46fKNfAGGw2w4YNuedMOAD89a9jnntu9c6dRYmJ1pdf\nHtOnT9Kpj2ECSx7YN3lgfSf+/SVluWs2qKFQ+LORh1MNAeFKXm2vueLswxva8rnLBJ2hMtZt\nsAV5QNbFWNpdO37N6n8yLjAwcIhMVFVZEarWVuqq64AVHtn7zd9m5ezdDM47DRh37cw3jJYz\nriBhjF1x19Nme8zyD16OikvUGc2Htq9Z+dGrmY++mb1h5fpv/63TGyUpKDBRCvqZylSumoxm\nS1SsoNPvWbcsOi5RURUlFPRWllmj4hljYFjz5btHdq2tKM5L7dBz8LX3xzpSyktyFVlSZJkJ\n4JyDc3DGwJnAwFkw4NWJhs5Drj6ya20o4ItJSOl35W0Drr7zqnuebaw3m1wELvqEY+XKleHf\nPPHEEw88cPplUIyxiRMnzp49++677wawfPlyzRMOztWztaqKhvcaP378iBEjdu3a9eqrr/bp\n02fx4sWnHlhPSCTk5bkff3zFwoW7/X7pdB/c3Go1qiqPja3X6myjUXfTTd2joox9+yYxjfKA\n/I3bQm5PuFYEEwTOVUsLp7+k1BQf1+bqy9tPmaDJXeoptX3PdV//M2i2hvQBj6eoV88btiz/\ntDJQHEJAVbhBMMpM5YwJNbXGGCsrK/S5y376fG7R0WxHahuo6r5NP2xe/smgifec/V4Bb6XZ\nFmO0RgEwR8UWHN6tqvKetUsVOSiH/IJOD7BQILzvhvm95YocAhPAYLRFi3p90Ov2lBaLoiHo\nqzSabVuWf6KqnDEcy97y3fznoKimqPhgpUtVZQZmtEYFvW4OrjdY5FCAcx70Vk6Y/vKACXc2\nZINeM6cEPUw0CDr6gnfhLvq/GceOVe3+qllNeSbXXnttOOE4ePCg5mHYE9L9lXU3slZhzJ5w\n7m979ReuNZKZmTlq1Kjhw4ffe++9e/bsEQQ6q5pEiqLwOXPW/v3vm44dq5BlhXMArOYQ9Zpp\ne4tFbzAIffokX3PNGVdl1li27OCzz67OyipWFPWuu3q9/vq42ktNL1jeLxvCu0YZGFcVJrC+\nv7/PkuA0x8eepfp4hHQdcnVp/pFdP3+jqkrXIdckZXT+au4frFHxZluU3+O2xsaZ4zPWled3\nLSwQOOeAKrAj235c/cmbrrzDBoudgUEQDWZLad7hc97LGu2QpWD4f4ccDJoT45b845ktyz+R\nJQmMQZGhAmA6vVlVVTkYCPjcnEMQBFEnCoJojolTggGfu5QBAW8l51xgjIPLUqgk9zCrdUge\nBzNb7IwJosEQ9FTq9IYuQ64Zc9vjjpQ2AH6T2YbsKy/e8LnkKRFE0ZreK6bzGK3y40vNRf+X\nw+PxABAEIT39HB/qsbGxer1ekqTKykrNw2jVe2zRga2nbUpo09MSfeHrzs5i6NChffv23bhx\n47Fjx1q2bHnuJxBy/jjn7dq9efhwuOJC7QqhVT9zBQGiKPbvn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hOBhh49uO+Lb/0lpQgXaapOAFpePkK7bEOB+0v414LZheib0oYPPPuj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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotViz(\n", " obj=x.sp, \n", " method=\"tsne\", \n", " point.size=0.5, \n", " point.shape=19, \n", " point.alpha=0.8, \n", " point.color=\"cluster\", \n", " text.add=TRUE,\n", " text.size=1.5,\n", " text.color=\"black\",\n", " text.halo.add=TRUE,\n", " text.halo.color=\"white\",\n", " text.halo.width=0.2,\n", " down.sample=10000,\n", " pdf.file.name=NULL,\n", " pdf.width=7, \n", " pdf.height=7\n", " );\n", "plotViz(\n", " obj=x.sp, \n", " method=\"umap\", \n", " point.size=0.5, \n", " point.shape=19, \n", " point.alpha=0.8, \n", " point.color=\"cluster\", \n", " text.add=FALSE,\n", " text.size=1.5,\n", " text.color=\"black\",\n", " text.halo.add=TRUE,\n", " text.halo.color=\"white\",\n", " text.halo.width=0.2,\n", " down.sample=10000,\n", " legend.add=TRUE,\n", " pdf.file.name=NULL,\n", " pdf.width=7, \n", " pdf.height=7\n", " );" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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tHVLy6a9IOqly85rGdRTknIF/AY25whANEcS326rnnb6yyvi97w2uK3v6xfuLH1\nrneW3fPOir18I9Q+MXAQtRf5+fnpB83NzTs/sqlp88j/goKCnRz2/ORH0w+OOuqo9AiMpqam\nSy65ZHeKmT59ejptpN19993dunUDsGDBgvTkF+roUqnwihUvLlr00Jo1b7huCsCG5liOx0g4\nbnqfNkMIpfXzn2w848HZ89Y210WSZbneohyv+GoMqfaa0jJkQ1ty2yu/v6JhXVO8JNeT77e6\n5Po+XNlgu995khR1PgwcRO1F+hMdwKpVq3Z+ZHpHeCFEZWXlTg5bO/vz1XM294DcdtttXbt2\nBfD8889PnTp1l8V8I8rk5eU99thj6WaSu+6664033tjlFag9c5zExx/f/sUXj69b986CBVMW\nLXoA0L2Lc8MJx3E1AKVU3HFTrgawoq7t8dlrlVItMdvV2ueR2PzhIXK8Zu/inAFloW9cf/OK\npUhvyUIEMHAQtR/Dhg1LP0hvx7ojK1euTCeSvn375ubm7uyKWv/jxzellzYPhUL3339/+ulL\nL710axvJ7hs9evSll14KQGt97rnn1tXVfdcrUPvR2PhFff3CnJwyn68gEChdvfqNWKx+0hG9\nh1Tm1YYTAjBN6bhaQwuB1ri9pCasoNc3x2paEomUW5Dj6dUl12vK3sU5P/tBr+6FgW0vPqpP\nUY+CQH0k2RpL1UdSh1cVWwYnxxIDB1G7ceihh+bl5QF49dVX33333R0ddvPNN6cfnHDCCbu4\nohDJSOK5i/++9fizzz4bQG1t7cMPP7wHFd5yyy39+/dPX+G8887bg8XEqJ1wnHh6BAYAKY30\nM90LAw+ec+Bzkw699fQhgyvyAKSnwxpSAEg5GgIaujBguUpd9IOqd6744VMTDz5x/28uXt63\nS/D3Jw4aM7B0WPeCyUf3vfSoPVnlljofBg6i9sLj8Vx88cUAtNYnnnjiM88847pfG97f3Nw8\nefLkdFbw+XyXXXYZgNbqxh1dUEoBrT+bNrfmi7XpZ+666670yAzbtvegQr/f//jjjxuGAeD1\n11+/++679+Ai1B4UFvYPhbonEi2Ok4jHG7t0GZabWwHAY8ohlXmnH9Bt6qTDThlemZ4Q5WzZ\n+S89GzaScg1DNsWTXQv8PsvY7vWHd8+/cfzge34y/ILDe/l3cAztaxg4iNqR66+//oADDgAQ\niUTOOuusbt26jR8/ftKkSeeee+4RRxxRUVGR3olNCDFlypT0Jmr/9/N7dnQ1pZQZhAkAACAA\nSURBVJQGnKT98Pgb0q0RRUVF99yzw+N3x8iRI6+++ur046uuumrRokX/zdUoW/z+kv33/1lh\nYX/LyikvHzls2EVSWtseIAVuOXX/AWXBXK9lGXKbcaJIubo5mvr3oppFG1r3fuXUcTFwELUj\nfr//7bffPvXUU9Nf1tTUTJs27cEHH3z88cffe++9RCIBoKio6Lnnnjv//PMBbFiwcsMnO55z\nqDd/TPiC/vrlG9PPnXHGGSeffPJ/U+T111+f3oo2mUyeeeaZ8Xj8v7kaZUtx8ZDDDvv96NH3\njBjx69zcrt8+wDLEtccP7F2SI8SWzhUBAAIoDXrrIslb31zqKHar0e5i4CBqX/Lz859//vm5\nc+defvnlI0aMKCgoMAzD6/VWVlYee+yxd99996pVq0477TQAbQ3hf5xxs9jxvvOJaEJIAQFf\nQW6Xfl99okyZMmXn82l3zrKsJ554wuv1Ali8ePEVV1yxx5eidu7QqqL7zjrgppOHVJXkWoYw\npRQCXQv8XUK+ghzPvDVN1S2Mm7S7uD09UXs0cuTIkSNH7vyYeEvbIRcc07KxYe3Hy3oc1A/A\n9OnTtz0gEY5ppSFlegOt1e8v7nHoftKQ5eXlO5qlMm/evN0pb9CgQenmFur0yvN8px3Y9djB\nZe8srZ+3tulf8zYEfSaAlK36luYWBna29BzRthg4iDqq4j7lR/92AgA35STCMV/oa1MTr+92\nrpNMAYBW+d1K6pZtfO7y+6SQ//vebRY/JOg7yvGaJ+1fPnZgaXNb6p2ldR5TxlPur4/pn+vj\nhwjtLv6sEHV4hsc0PCaAeGvbYxNuWjdvObSGwOY9PjWW/Hvepi/WtW5o1NDXd/9pbkketD5k\n4tjRV56W7dqpI/GY8vbTh85YWlcXSQ4oD43osecdc7QP4hgOos7Dn5dzwdTfBfJzga9tsyVM\nNK+v9+T4AGFYRqK1LRlLlvbfzjhBop3zmHLsoLL/OaQH0wZ9VwwcRJ2KLxT44eSTsc26jkII\nIU0pRbAs3+O33JTjJO2Dzjlq4AkHZa9MItrnMHAQdTYjzzu61yED0vNTIODJ9RZ0Ly7o0SUZ\nTQSKQ96gf/gZR5z0l3Pljqe3EBF97ziGg6iz8QX9F7xwzfJ3Fq5874t4S1uwLH/IuEPizdG5\n/3wr1Zbsdtqowy/e1ZroRETfNwYOok7I8nkGHn/QwOM3d5p8+tx7cx5500na+ZVF+596WKBg\np1u+ERFlANtUiTq56s/WvDD5oUh9q5ty1s9f8e/fP6m5OiQR7XVs4SDq5KoXrvb4LH8oACCn\nOLTq/cWt1Y35XYu3HtCwouaTf72baGnrekDV0FMPT8+wJSL6fvFfFqJOzl+Q69qu1rqtvjVS\nFwb0/02658f3X1bQrRjApi/WPn7WbeG6ZtNjzX9mZtPauqOvmpDtkomoE2KXClEn1++o/auO\nGNywvLq1plk5jnLcNbOXPDT+TwC00i9OfrB5fb1WOhVLaqWXTJ/vJPdk53oiop1j4KBORiP2\nDhpvResjcJuzXUy7YPm9P77/0uK+5ekdP4UUgGhZV1e/fGPTmtr1C1cLKaRpGB7TTqaSkbhr\nO9kumYg6IXapUAeXWITEXMh85B4PmYOme9BwDUQudBLhqah4GgbXQ4Qnx+fPC0JDbPkVQynV\nsLK2pE+5lEKYlnJdAaEVCnuXenP9WS2WiDontnBQB9T2Dhr+hKa/onkK1h6G+t+h9meo/gnc\nekSegVUJqxKeXkjMQdu/s11re3HAGaMAaA2tAWghRX7XosKeXQYcO0Ia0jBNrXVBt+Jxfz4v\ny4XSXjdq1CixxY9//ONdHj99+vStxx977LHbvnTeeeeJ3VZWVrbtuSeffPJ2D5NS+ny+4uLi\n4cOHX3bZZR999NH3fP+0t7CFgzoItwnRV6Ba4DSj+XYIP1QUwoXMgdkVQiL2ASLPQttAeitU\nAXjgbn8T9n3QAWf+cOFLs5fPWCQEAHnAmUeUDewupBh383kfPjh905L1+ZVFh144trhvRbYr\npWx67bXX4vG437+zVq5//etfe60eAFrrZDKZTCYbGxsXLFhw7733/uIXv7jnnnuk5C/MHQwD\nB3UEbj2qz0Z8HuBARSEMIAloKBdoBTbCKoP0wI3C6o34uzCKoZPQbfBxu5DNhBTnPn3Vkunz\nmtbUpRs2hBQAgqUFY687M9vVdTDatuMvvpT65BOZl+c/8cTUp5+mPl0g8/J8hx6ioe2aTYZp\nen4wyuzRI9uVfmdtbW3Tp08/5ZRTdnSAbdsvvfTSLq9z1llnlZeX7/yYUCi03efPP//8wsLC\nbZ9xHCccDs+ePfvLL78EMGXKlIKCghtvvHGXZVC7wsBBHUHkBSTmwyiEsxoAtPPVVqhaw2mA\n2wAALf9A2V0QJlLLYBSg6Fr4D8lWye2QYRmDTzo421V0BtG/T4ncd78MhXTKbntuqo60idwc\n3dwUfehhaAXDhHIhpeewwwLHH+cZeZA1YEC2S941y7Jyc3Obm5unTp26k8Dx1ltvNTc3e73e\nZDK5k6tddtllhxyyh3/7fvOb3+y3337ffl5rfccdd1x55ZUAbr311osvvriysnLP3oKygk1S\n1BG4jRBe6Ci08bXnNSAAoQENaNhLUXsputyObu+g+0zknZulctsrrRB9GbVXoP4aJBdmu5qO\nSttO4u13ZGkXWVRklHZxGxqlz0IirpUGNITUrgsIKJV8//2WP91Yd9L42HNTs131rkkpx48f\nD+DVV1/dSZhI96d8Y+jG3iGE+PWvfz1u3DgAtm0/99xze78G+m8wcFBH4B0OFYF2NweLrcS2\njyQA2GsQexdGCDC+dZV9XusjqD4HkefQ+ig2TUJiUbYL6piUq11XSAMAHFe4rtvUrCIRaKW1\n1loJANDQEEJKv88oLY0+/oTuCJONTz/9dADhcPitt97a7gGpVOrll18GsDtjSzPkzDM39wB+\n9tln2aqB9gwDB3UEucei+E+QxRA72QREA4B2UP8bNPzxa7mE0qIvwiyFWQqzEqm1iL6c7YI6\nmNT8T5p//ZumX1wK03Q3Vrs1m5x1a7VWEEJoaFcJQECk00b6xxGmKXw+Z/ES3dKS7fJ3bcyY\nMfn5+QCmTt1+k8ybb77Z0tKSk5NzwglZ23C4omLzuOaWjvAtpW0xcFCHIJB3PjxdAQkhtvf6\nNi0f9no0/AFrRkLtrI95X6TiXzX8CAM6ntVqOhhn9erWP/whMWOGvXiJvegznYir5mYVTwhp\nQGmtFQAIoQU0hBYQgDAMGcpTDQ3WoQfL4qJs38GueTyedIfFtGnTbHs7C86m+1NOOumkQCCw\nt4vbYuPGjekHxcXFOz+S2hsGDuog4h8i8TGMQmhzc1fK1uAhvt2cIZCYh7pf79UK27/AkXDr\noMJQzVCtCPww2wW1a87q1cnZc9y6+vSXyQ8+tFevMUpKhGXCseHxmP37CUNqpSAEpICAFkJY\nlswJCJ9PFhbILl2cVatUUxMam5Lvvpfd29lNEyZMANDc3Pz2229/46VUKjVt2jQAZ5xxRhYq\n2+LJJ59MPzjssMOyWAbtAc5SoY7CgQbMEqg2aAXtQglIDS2g9dcyhwC0hhCITEXp7RDebFbd\nrhReCUjEZkLmovgG5ByT7YLar8jf7orc83cY0uzXL/SLi33HHycMQ2gNQMXjWkOkUu7qNVBa\nbOk+EQCEMIqL3aYmKOU58EC3rhZay7w8t6mp9fY7iocMll+f7dkOHXPMMaFQKBwOP//8898Y\nGTp9+vTW1tZgMHjcccft8jpTpkzZ5ezZa6+9Njc3d/drSyQS119//b///W8AhYWFp5122u6f\nS+0BAwd1EP5D4BuK1AoYJXAbAQUpoSKbX922hUNtyRyqHs33ovBX2Si3XZI5KL4euD7bdbR3\n9qcLwvf+3ezeTXi9qqkpct/93iOP8I463OzTx1mxQkXboBVc6Hhca410J58QWmuhtFNfbxQW\nGkVFyfc/ALTZty8AWVDgfPmlvXyF9+CR2b65XUj3qjz55JMvvfTS/fffbxhfDb5O96eMHz/e\n5/M5zi7GwD7xxBO7fK9f/vKX2w0ct9566zfW4YjH4+vWrXv//fe3jtu44447vlNYofaAgYM6\nCKMLSu9B871wNsA7GPEFiL39za4UIaHVlq4WAZmP2AwGDvqu7DVrhMcrvF4AMhi0Fy9xN2w0\n+/fLv+kvjRf+HImkUEprBaWxtUNPqfRwUWE7qq5eeL3welQsph1HmCZSKShtdIRhHAAmTJjw\n5JNPNjQ0zJw5c/To0eknk8nkK6+8gr0yP+Wxxx7byauWZd1+++3nnXdepsug7x0DB3Uc3v1R\n9uDmxxvGQVjQW4eFChjlUC0IDEf8YwgPZD6Exf4U2gNm925IpZBKweNRkag5YD9ZUQ7AGjjA\nKC6CFKpmk3AdN2WnZ8AKIaCFhhZCQgBKq5ZWnUxYffq6a1YLv19FokZlRfiOO/3jTvIfOzbL\nt7crY8eOTfeqTJ06dWvgeP3118PhcH5+/jHH7FZP3OzZs/d44a9vy8nJyc/PHzhw4KhRoyZO\nnMj1vjooDhqlDkjbcGrgqYLVDUJCGDCLYJVDGAieCViQIQBw6xHc4YKJRDviOeCA3J9NtNet\nc1avkfl5uRdOlMFg+iVr4AAdDouAX9uOBNLDhdKjOASEMI30WA4VCUMpVbtJu67RowdMA0ql\n5s9vuvSy5HvtffSo1+s98cQTAbz44otKqfST6f6UU045xePxZLqAJUuW6K+LRqMbNmx48803\nr7/+eqaNjouBgzogYcEshWqDUQj4oTWED04DvIMRnIDubyHvbARPQflTCJ2d7VqpAxIidNVv\nurwyrfD+KYV3/tUzbKjeMkc097JLvYceomNxo6IclkekB3BsXnMDcDW00gJCCO0qeDxmaam7\nZq1RXCxDIVlQIEOhxLvvZ+/Gdld6rkptbe37778PIJFIvPrqq8jqel/UCTBwUMdUeAXMcqTW\nQmgYRXCb4OmN4j/C7AL/oSi5FaV3Izhucw977D2En0bik2wXTR2JNWA/Z82apslX1P1oTP34\nU5Nz5gIwKysL75tS+u6M4pdeMLtVAtDQ6YQhfF4toaWUwSCkISxTt7ZqV7nhVnfDBmflSre+\nHq4SZgdYA/fYY48NBoPYsgLY66+/HolEioqKtvawEO0BBg7qmAJHoeJZlD+EyhfRZy2qVqP7\nW8gZ863jNOp+hQ3Ho/YyrBuFxpuyUCp1TImZs8I33OisWKntpL1wQdPEC50vlwKAlEZZWXza\nK/aGDcIwpd8vLUt4vb4jfpBz4UQjL0/4A1o5cBw4rltbK4TQWutYXG3a5DY2yoKCbN/Zrvl8\nvnSvSnpq6/PPPw/gtNNOM00O+6M9x8BBHZbVHcHTkXMMhB9GF2gH4X+h6Q5E/w1s7nhG/GO0\nPAizC7QNlUTjn9F8d1aLpo4h/sqrrVdfrZMpHY3CNITHq1pawrffAcDZuLFx0sWRm28Rtq0F\ntG0rpXQqGZhwes7JJ6tom6qrBSSUUq6jXReOK9LTWbQwQqH469P19hbx3Pvib765k1fT+6qs\nX7/+ww8/ZH8KfS8YV6lT0DZqfoa2aRA+qBgKLkXJXwDAqYaw4NRBpza/VHcVAkfDOzDbFVP7\npRobI/c/oBIJaGghRMrRHiG9XremGlpH/z4l+dHHsqzU3VgDpUQoCFd5Bg30n3ACAM/+Q1Kf\nfyGlEH6/jsVUIgHT1I4DaAHIogJ70Wdq0yajW7cs3Fdra2L6G/aSJWZVle+YY6IPP+Lf8ZST\n4447Ljc3NxqNTp48ubW1tbS09Mgjj9yb1VLnw8BBnUJ8NqIvwtMHMKCTaL4L+RfD6gbvAKgk\ndALSD52EENBJbJqIiqdh9cp20dROOWvWOkuXmlVVKhwV8TgA2A5CQaNbNwhhL11m5IUQyJHx\nhNvYhGib9+CRoWt+lz5XBINGeVl6VouzahVMUytn88BSy9S2aw0aaJSV7c3b0YlEbOrzydlz\nUnPmuHV12lXCNKx/Pg7H3clZfr//hBNOePbZZz/66CMAp59++raLgO3SPffcs6Md4LZ1+umn\nf4+zZ6mdY+CgTsFtgjA370wmPNACbiOsbvD0R8lfUH8tVAwCgAm4SC1Fw59QvrPFhWhfZlRW\nQEPHE2avns7qNYjH4fWa/fvnTpoEwCgtddeulTk5Rnm5su2cU08O/fa3W+fNeg8akfrkU0gD\nrgvbEZYlSyp0Q4OKxYWGLC4KXvILWNbevJ3wrbe1PfUMoHU0Cgjh88F1nDVrZEmXHZ6jFKSc\nMGHCs88+m35ia39KYzRVlLvrmbFPP/307tTWp08fBo59BwMHdQq+ofD0h1MHmQu3GYGR8Pbb\n/FLhL6HDqL8RcKEVjEKYXZD8AjoFkfEVBagjMsrKQtdc3fqXm4RlCQnfhNMD48d5hu4vi4oA\n5Fxwnrt+nb1yJVztHT4s9MvJW9MGgNyf/0ynUskPPhSW5f3pOalPPknOmKmF8O4/JHDmT3zH\njNnbzRvhSPLD2UZ5mVtfDyGhFJQLIbWG0bP7js5S4bDMzz/++ONzcnLa2toqKipGjRqVfunx\nOWsnH913b5W/Cxtb4nNWNXpNeUS/kpBvr8Y42gNC62/us0nf0L9//2XLlp111llPPfVUtmuh\nHYtMQ/MdSMxD4EgU/x6+g7/2at2VaLkPZjlkCKoFZhW672zEHJGzbLm9YoXRratnyJBvvORW\nV6fmzYPH6z38sG3Txlaxqc/HXnkVyaTn0EO9Iw6AUtbQoTIUAqBtOzljhrNmrTVooPfwwzN9\nF25DQ+M5P0Uq5ba2urW1UFpYplZaWFbwsktCk3/5na6WdJTjqhzvXvpNNZJwgr4dvte8tc03\nvrZ4VWObVhhcGbrzjGFlId/eKaw9O/vss59++ul+/fotXbo027V8E1s4qLMIjkPwBLhNMIq3\n2bp+i6KrkFyExEdwW6DiKLktGyVSR2L262v22/6v8kZFhX/cuB2dmHj7nZarf2cUFWnDSC1Y\niF9cFLr8svRL2rabL/vf+L9fh1Zaae8Ro0qeeByZnGtqFBdb+/VP/OdtGcpTXi8SCdiOMAzf\n2DG5Ey/YUf0iEPCMGCGsrxWmtH7wvVWX/ahP5qrd1p9e/eKjNc29S3KuGrtfZb4fgO3qaQur\nP9vYUhDwnDK88vE5a2ojye4FAQ18uSkydf6GS/dWbbRnGDioMzFglOzglWJU/gvR16Ai8B0K\n3/57tzDqtLRSyelvJD74UPh8/pNO9Awbmpw9W4RCIj9fAEKI1IezsSVwJD+cHX/9dbgONASQ\nfPe9yH33By+7NKMV5l17jSzpYn/2mXXAcN/Ro43yMrOy0qisTK+Suq3k3LlNl/zvh0bh4qKe\nRV3fOP2Gyy9/ZWlNSyLoM6GxsTX+y9HfrTPlz68veWVhdXGuF0As5eYHrBcuOmy7Rz703qo7\n314e9Jq2q4pzfeubY2Uhr2XK91c0eM3lt522P4C731n+2Iergz4z6agPVzY6SvlMCUAAPtOo\njya3e2VqPxg4aJ8h8xA6K9tFUGcTe/qZ1j/dIEJ5cJ3knDkFN/9FeL1QmyeAaNeF96sdBFVD\nA1y1dSl0oRG574HcCycKvz9zFcri4rxrrt71cVo3Trr4meIhDw8b73cStrRm/v0/Y8eOuP3N\npbGUabu6f2nw2EHl3z4vnLDvm7Vy3prmgNc8dVjF+GFf7XVSVZwbS7qOXxtSRBLOgT22v+iZ\nq/XrX2zqEvLlegwAK+qjphTpjpvCgGfpprDtKkfpWcvqS4M+v8eAxhc1rb1Lclvjts8yHKWi\nSWe/0u30bVG7wsBBRLTn4m+8IYuL0+MznI0b42++5R87NjFzlltdDSl1OOz/38u3Hmztt5/W\nCoDYvOq+1uFIav4n3lEZH8yxXdFHHo0+/Khqi3j69Mm9YrLT0PjOiBHFsdaAk1DAErN0gs96\n9KcHzV/fHPSaxw4qKw1tZ/vle2as+NfH6wtyvW5r/LcvftYl6Du0qij90inDKxdsaHnp041C\nYGTPwouPrNpuGeG43RBJtqUcKDPHZ0ohHBcaWkCkHNUl6LMMGUvZSmvDEApY3dAWS9mLNrT6\nTLGyPiqF+MlB3Y7oW7KxJV6e55PfarmhdoKBg4hoT6j6hviLL7hfLtVbtlQVUiKZsvYfkv+X\nP8dffU0nk77DD/OOOXrrKdaggWbXru769Xpzf4aQlqHTS33sdYk33mj5/R8FAEMm537k/OrK\nhOWxpWlqB4AATKUiCfvQqq5bA8S3KY35a5sLAx6pdcBvJVz10Zqmrcdbhrzp5CGTftA7YbtV\nJbkecztrWycddc1Ln1eH466LpjY76DO11n27BNc2tQGIp9wxg8pSjsrzWwPKgv9ZUusoxFI2\nhASQsNGj2P/UBQc/9P6qSU/NX1EXPWZQ6fUnDEx34lB7w8BBRPSduXX1jaefYa9ZDcfVgI7F\nZV5IhyPeww8D4Bm6v2fo9scJFfz93sazz0a0DYD0ec1Bgz3Dhu3V0reITXtFaC18XkBASqd6\nYzC/oGdrzUcVg/KS0ZQ04l7/8G672PlFCtS0JGpa4xpaCukxDb/HUOHwZ9PefmNJ3fyiqoqu\nJZf8sGpAeWhHV5izunHWsvrexbmN0VQ0aSut/3jSoDEDy/702hevLKrxm/LZj9bVhRO3nz70\nt8cNCAWsxz5YA0hoDQEtxMbm+Ln/+GhlfdSU0m8ZM5fWl4ZWXXPcgO/5m0XfBwYOoo5ARWCv\ng9UNcof/cHdWztp1yVmzVCTiGzPG6tdXO07kttuTc+bKvFDoislWlj6t2x57zF65Ah6PME0k\nU7otah08MnDKeO+RR+z8RO+IA4uf/b/IbXe4NdVm3365k34uS4r3Ts3fIDxeDZ3uftDQgAhd\nd90l9z1qCawsqCgO5fx2wrDh3fN3cgXbVW8urqtuTbfQCKWRtJ0+iYaac6/KXbDwFI1hZb3u\nOvL8X1S3luf5U657eFXxhaN6+SyjLpJ8bv76mtZEn5JcvyUNQ3gMWZ7nc7V3dX3bQT0L/ZZc\nWRftlh/I8RpKY8bSuneX148ZUJrv87hKp6ehaQ1A2S5WN8SUhu0qRylTis82tGT8e0d7hIGD\nqN1r/Qfqr4NTA6MIhZej6JpsF7T3JGfOar7mOnf9WjgqfPMtocm/TC5clPzP2+kREKmP5hU9\n96xnyOC9X5izahWEENIAILwenUrl/e7qHU2j/QbPsGFFTz2R4QJ3LXDmj+PTp+tIVEshXGUN\nGRw45eShZ5x+byxuWx6PtcOFzKMJ54H3Vr2yqLqpLZV0tnz+A4DWGuqpp5JfLtsQ6uKRolvj\nhhO+nHWrcWIk6XhM8cB7K6UQ5x7a46oXFn26rsXvkdMWVh/Wu6hnYU5zPOU3jZa4fVDPgm4F\n/tpIcllttGdxDgApYEnREEkCeO2z6vQbYcsfhoCr1ObYpGG7elMrp6u0U9wtlqh9c2tRdyXc\nGggTqgkNNyM+J9s1ZVDqk0+jDzzY9uRTqqEBQOSBB1X1BkhT+H3QCN/xt+Tb72gh4PHA53Mj\nkbaHH3Zr61Jz5jpr1+3NOq3BQ6C0chytlLJtmV8gy/fqEqL/Pe/IkYX33O05YLjVs6d//Ekl\nTz6eXnhDBPw7SRsApsxa+cgHq9c2xmJJN2m7XxuiKVC3fE2Dkq7SLpC0vHktDQCCPjPotYoC\nnrmrGz9d3/LR6qbKAl9Rjrcyzzdzef3pB1aW5noTjlsW8k46ordpyPI8/0E9C5pjtqN0NOUm\nHD2gIhS33ZpwYvPbbPlDfXPpSmFIyfUs2ye2cBC1b7EP4DRA+iEEYEC1oeVBhJ+CWw/vgcif\nBKPzdLLEp01ruuJKGfBrx42/9HLB3+5UmzYp25FeX3pKR7oZXQBI2cLr0ULYy5Y3TrzQWboU\nSgd/NTn4i4v3TqnBi34ef+NNe+ECaCWEyJl4/naXHG3nfEeP9h09+judorT+aE2Tz5RJ2zUN\n4WgBpbfMuhEQelNhxdDqZTHLb9uONxFbGeziMaVWGhKOgs8yko4SAkILCAgpBETfLkGvZTS2\n2c0x+463luV6rWHd8q86dsBtb3w5d3VT/9LgxOP2G9Y1/+H3V8dT6fG5avOgW725eUWkpxkD\nAa9REvJwnkr7xMBB1L5ZlRBy8z+n6V/cYjOgYtAOotOQ+AiVz2W7xO9N2zPPGiXFMi8PgL3k\ny/gbbxj9+olVq7TrAJs77TevX6GUSqWglWpuEVKYVVU6ngj/9W++Hx5pDRy4N2q1rC4vTo2/\n845bXePZf4jnwAP3xpt+H9xNm1QkYvbsKfZoDzkphMeQQoj0Z73Q0OkfTw1AS40n+x5Z3lQ9\ncv3nAD7uOWz2wccn43p5fdRvmUKI4waXDeuWP7A8tKYxluMxwwn78KqieWubFle39iwKCKCm\nNfHP2WuGdRs2uCL0yE9HbAonCwJWek2OLzeFAx4j5bpaA2pr0gCgNSSghRQAxgwo/d6+WfS9\nYuAgat98B8N/IOLzAEBrCB/cegDQSQCIvIDwUwidDQA6AdGR95JwXR2NwLNlRz2PR9VsMvv1\nFf/5j4onkB7eaJjCNHUqqQEZyPGNGZ2Y/oZZVQVA+H3SMp1Vq/dS4ABgWf6xY/fSe30vHKf1\n5lvaHvsnAO/hh+b9/vr0t+67Om5w2YL1LaYpEraSQkELISAglNYK/8/eecdHUa1v/Dlnys72\nTSONkJDQEaUpilwsiCAqioJiB/XaxXLtV/1dG7ar165YUVEsKIiACtIUC713AoQS0reXaef8\n/tgQEBIIRSQy389H3OycOXNmDO6z533f5+V+xf3kGTfk+MsUWVxjT3MTW6t00R/TwwljWM+W\nF5yQSwgePbfD6N82lwYSvVqn3dCr8J05m+ySmNQOdkksq42bQBRo85RdlmhpTltUNSSBMgaT\n7RZL4QTgoIQQclPvwmtOKTj4R2TxZ2IJDguLo568Gdh8KvRVEBSAwoyAedzXhQAAIABJREFU\nUBAZYABD5EtIeah+FcYmCGlIvRvOJvUpWIcgSB07GpOn8PR0bhg8Ek789JO+bj3XdRBCbArU\nBDjnnIEK1OnMmvsrGKvauImHQsTl4prKdV1s0WAHVIv4lCnRj8cI+S2IKKrLlodfeiXl1ZcP\nYp4reuQ3c9vmbKgqDSbsEv1+VbksUAAOWaiOqpzxOKfb0nM9iiSqhtcu2iVRdFNKqU2qNeU6\nLtf738En1E3Yuplr/JLtblMSCAkmtN5t6i/bGdyt+Zi5JTHNSAoc1CkOAhAIQNtmrmE9C0Rq\nBVSOUizBYWFxdMNVhL8GKwNxgnNwDWDgHFDBOagdkZkITQQAIoLYUFkOuS2kgr942QeF+647\nuarqq9cQp1Nq20b77XciCuDJHAHOCaF2hdhs3GRS+3bJyItr2DWR0R8a69Zz03BefJF0/J6d\nXS3q0NeuIw4HkWUAgterFxfDMA6idRwl6Ncxq1/HLABVEXV7IFEVTjgVKZIwOuX6mjltP22o\nJIRkeZRMzsvDaiCuB2I6IZi/qSammXZJKA8nRErq7LmGdGu+uiz09aLtAHq3ybixd2G9123d\nzHX+8TkTl5baZaEqqgGsNrIDgAMU7bLcVpP6oxlLcFhYHMWwGEovQngaSK2X5a6YNUwQAh5H\n3Xc9roMZSCxDxe3Ier/BPnZHMUJmZsr/XuShMOxK+JVXtZ9/4fE4r01JlLggcsMgsiy2LLD3\n6xcfP0FonqucdlpsymS+YgUkW2zCN0JOrvvuA2u5fuwgZGXxhArOQQhPJMSC/ENvVJvuso04\ns/UbszYs3x7slOu9+bSiM9s1W1seLg8lWjdzbw/Ebxu7yB/TAThlYVVZ6PXZxcu2BeZurG6T\n6e6Wn/Jg/3aMY11FeHjPgpv+UaQzlp/m3McWxf392zlkYdEWv26ymGYaZjKawiWBehQpx/sn\ntqSxOHQswWFhcfShrkBkArgGqIhMA2U7k/J2kkyX4xQwd5kgACAcACIzUfkIst46sos+bBCP\nGwBNTzcjYSKKxGCcmzB0W9euzquuABX0VatC/30eosxjUSKKPJ4ABdQEfL7w62/YLxwoFtb/\nFfkYx37BwPiP05P7RkLLls4G2tPvg8T0GbGvx7NIxNajh2v4Ncmecyfmp9x1Vuu4avZsnWGX\nKIC2me62mW4A2V6lXZbHZEGXTbRJQkl19PUZ65MmY2vLw5uqo05ZXLotsGhLgIMP6pz72Pkd\nk2pjxfbgzHWVhOCMNhkdc7x1C0hxSI+e14FxzN1Y/cSU1at2hDiHRGmaUwonzIaaw1kcJViC\nw8LiKCOxGGU3wSgBKFgVUNtcdFfQOvmCU1AKbv7hXA4QAiELiYVgEVDXEV/9YUPIb0EkiQgi\nNxPU7mAmc90xwn5WH3P79sD9Dwp5zVkgwMNBphskmU0rUB4IEMVm7iizBEe9UI8nbdSb6s9z\neCwqdekqtsg7oNO1BQuqb7xZSE0hohieO4/H455/3bW6LPzYtyuXbQsy8A5Z7v7HZfVqldFh\nNyPz5in21TtCTptYWhOPaclfVwpwzWACIZOW70joRmGGkzE+admO7vmpF3fNnbupZtjoeQ5Z\nBMHrMzd8OPykkwpS/3AjBKcUpX08/MQFJf7JK3ZsqY7ZRGFg55wz2jY7DI/J4k/DEhwWFkcZ\n4S9hbIXYHAD0KLi++xYG6nwHqASuAgKwW7SFENAUUAlEAJH3mropIbcsJKIoZmZzRWbhECmr\niE+eQgDq84IQMM5qasB22TCAM3BOc7KlVgdTeXGMQBRF2a2ZXH2YCH2O2CwQBZ5LYO9VdyDx\n0xzqdtLUVABUENQ5c/hdd7w5e8PGqmiuR94WUhdtDawpD//vx/UvX9rl7A61tamXnZi3sjRU\nXBmJqAaAnRW0BIBmsrhuehSZAAIldpuwqSoCYOLSUo8iZbhtAKoi6sQlpXsIjiRpLlsylcRg\n3EoUbRJYTqMWFkcZLLLrmwBNBSW7BEdSUgiZkPIgeMA5CAVI7Z+wg9sAEUYpXOc3dcEh5Lfw\nPPxvo2yHsbnELC2jDrv20081N99irFsntW9rlpcn1Ubds+GMEYfDff11NNOyYWgspcH4rLUV\nK0uDu97yv42ymxD5AeGvsaU/EvPqjhBJRJ2FJ2dEFAFSUhG2B6sDOypVzRA5d0hiusv22fxd\nrq8dc7xvXN71/n7t0lw2kvwFTn7uEIBDEWlE1cHBOBKameOzAwgldFmo/Q8rCiSiGfu+C0tt\nNBWsHQ4Li6MMRy8ER8O0gQhgAchdkFgEJL8TCiAScr+G3B5bzwSLg0VBBHADckvoO0AA0w/3\nQKTe9xffxeHANewae58zg0+OVOfOFbKyAEAUEz/Ncd9+m//ue5JN4ZNJgwSQWha6R9zmuGTI\nX7zooxV9+XJt6TKanq6ccTqXZUrI9yvL3pxVvKEqyhi7/KQW/x7QnhKCyLcQmkHwAQBn0epv\nPi5Or4qox+V4+p1xuvD9D6x0B0SxQuXa0P5Ok2VXbN2uUiZQwhkDEdW4bPf4YxrjnO5Ug4GY\nNn1NeU1E260FCsCR4pT9Uc0hi5tqYpzx09tmXNA5B0DLNOfUVeU6gyLRQEzv1sLKzPibYAkO\nC4ujDNdgZJQj/DW4Ds8loF6oS2oPUQXgoD7oG5BYvvMEAqoADFILUBd4AtHvoa6E8te0UT28\nCHl5ND0NdZ6YVOCappx9ttC8uVnjJ7Vpstx26qmp779HXS4AxubN0Xff1zdtEvNbuK6/zsrn\nABD97PPAw49wWYoyNrr3xUvanuh0ZZSHVAAt0xyaycbO39KnXbOeRengBkjtzjcDmb56+1u/\nFysi/Wz+lvUnF9z55BPR8RPeU9PfkQpQIXYePb9f2ZoyKXeVO9sggtNQ7brpj9l7FqXVqQ3O\n8ewPa1ftCBZlOCvDaiCuC5QwxnNS7B5FrIpoBLild2G3gtTuLXyiQL9ZWjpzbQWAilDC65Cu\n71U49MQDyzWxOGqxBIeFxVEGoUi5HSm314a6t10EagdPABQsBnsPyO1Q/X8gEmAAErgO6oJe\nDrkDABAFoCi/DWCQCuC9Fs59x+yPdmynnBL7cpwpCFSgrKbGdmpPY/NmfdUqkjTTBgAYG0uS\naoPHYsGHH9WWLycul75ipbFpc+o7o5KHmgT6qlWxr8azUMjWvZtyTn/15znM75e7djkU+1Su\n67FPPkVGaozXjGl5zrfuE1zVoZoEyqJins8BQBaoLAjb/HEAcJ2F6pHgDNzgZmBicftcn50A\nTln8aUPlzaefvMbX4r3R83N9dkUiJdWxKb7Wz/z6wfqcNjO9RaskH0lP79wm/bYzWtVdvSKc\n+H1jdUG6U6QkN8UOihyvsr4sElPN6oiW0E2BktdmbXjonPYnt0zVTTb6102hhNG6mcvkfGt1\nrGOORxKs0P/fBEtwWFgctRAAYJUQckB0MA08AfspIBTaehAHuA5igtghFQEErAbEC2MHWATx\nX8EBYSW0YojNYDv+r76XA4MzxiqrqMdN7Hb7uQNYJBL/7nuYpuPqq51DBkc/+xyGuXvXLh70\n83ic2O366jXq73OFoiJCAJdLW7BQX7nK1uOkv/qGGoVRXBy4/wFj2zYiSvFvvhHeeNMsL4Mo\n8UQi5fnnHIMuPLhpeSCor1ptZnuJSVd6Wnq1qE3mJo1L1BuM6z6HpBqmZrD8NIfBOPeMkCAj\nNhPU/ntFn4UV+bkpACAKhHPENXNDRViRabL81esQl0fSjfRm3Vf91p3P0Tocr9w1MrNNy92v\n7nPIbTPdQdVwyQLjPJww1sUjjHN/TGecUYJUp80pC18v3n7ZiXk1UX31jnCyK71AiCzSHcHE\noT5Wi6MGS3BYWBzdyMdD+xI0G4IBfRuUrtCLkZgL5gcRwGUQAc7TQBSEvoC2GiwBIoCI4AQs\nAm09orOaluAw1q4LPv2M+vMcsX075yVDnFdf5Rx6qXPopfq6deEX/1c5fgKrqQbwB2trRUm2\nIiOSBHDCWW1cgHNyyN5WR4zEzFlGSYmQkwuA67qxcZPcvh2nlIVC0Y8+tl8wkNCD+a5P09Pk\nniebSxcQO3foCdNGTIkAcMiiXSYbK6MM/PpehYtKAk9/v5Yx3rVF37v73upRpCwpkp+2tDKs\n2SQaiGmntkrPcNuyPIqqM5NxgZK4xtrn+oqGP23Om/dRjTKNpZjTtndfF7/zrNZ1jp82kQ7u\n1vyp79Y4JBo3GGcwOQc45xyAQKnLJkiCoJssopkZbrlbfsrGqmiqU1Z1M6GzNs2azO6UxX5p\nMn8VLSyOUdIfAqtBZCLk9ki5Fe6hqH4CZhRCKkw/EIeYBnUNYrMBAiEHfCuIWOtDCgoYoE2q\nXIXzwMin9WXLhJYFPBAMPP6E1KG93L07TDP4xJP6ipXU5zWD4aT1RjKqQsDt/folTTPFdm2V\nM89Qf/mVOl0sGlVO6y0d1/GvvqXGwjUNhLIaP08kWDxOKDghAIiiGFu2lp98Ko/HxKJC37PP\nSm3bNHZSxowNxc6hl+pqFPMXnpa1ZF5mWxsMQXcUpjvu79+OEpLhti3fHnxo/PIMjyISfL1k\nu1MW7+3XtijDdXfftmN+L6mMqKe2SrvltFYATmuTcc5xWVNW7JCooJnm3X3b2ItyJsfsr41b\nlukBJea4xdsUid7Xr13dEq46Ob9jjmdFaejXDVXT1pRLBDpLZvtyk/EdwYTDJpxUkOazSwD+\n1bfNcz+sXbTFzzg/uTCtzv7c4m+AJTgsLI5uxFxkfwKzFNQBmgoARiWIHWIGxKxad6/4L5Bb\nARRmJagDAMwQCAUzobRsWr3cWHW1NucXoSCfiCJcInU49BUr5e7dzW3btV9/F4paEipQh90M\nhwnAQAg4FUT3nSOSpxNZ9o58KvrpWHNziZjfwnn55cTWZD6xbD17hp59DqYJAJxxTszNJRAo\ni0a5YRBKQai2YEH1dde7b7xBX7uOupzOKy4X8hrMqWShUOCBhxI/TOUESq9edPSLPaSShwJl\nxdGCjLTCc47Lad3MnRw55vcStyK6ZAFAqkNesi2QfL936/Terf/QSk0S6LMXH39Rl+ZVEfW4\nHG9hhhPA4q0Bt11y2gQAaVxetCWwx0q6tkjp2iKluDIii1TVWG13HBAQJHTeNd9z79lt60ae\nd0LO/M01lNL5m/23jV300qVd2mW5D8cDtviLsQSHhcVRD6G1PmBJlK4IfQruAihYBFILGNVg\nCRAZ1AUiQ0iDugTMhPN0ZL4GqWXDU+9E34zwFLAdsHWD6xyQv+xDmnq9Yvt2PBCAJIFznlAT\nv/6WmDEDDoeQk41YnBNSGy2hhIAQcM5hlpYKzWsfkZCe7hlx+1+1/kNByMoEEYgkMFUFAHAW\nDgPgAk1u5RBJ4iYxN20O/N//gQOaFvnw49QXnlMGDKh3wujHY9TZs4XCloQQbdEiR1Hh8Y88\nXG90zWOXdLM2RKWb3GPfVws0gZCeRWm7v+O2iaZp1p3ubeD0tplugRCXIoXiWtLgnDFGQK7q\n0aIw3Zkcwzhem7Gec044NxkvroyOW7T14QEHnzNrcfRgCQ4Li6aG92roxYhOAwClB7gKsxJm\nBagdkOA8GynXIzoVUgE8w0Cd+58w9CHK7wOrBhg4gf1k5HwE6Uj4dXLdALi5dau2dBlNTVFO\nPRWS5Bx6afCxx0jIwTWNpqaqP8+hKSlc03g0wkJh8OQXY9QmjTocBDDLK47Aav9seCxGBApm\nkqSUYpyAc0mmTicL+MHZTgcLThjhYLApZiwUfPoZuUcPmpa294TGhmI4nUQQAFCXy9hQ3NCl\nBx6fM3td5ebqKCUkphoXdck9oJWff3zOrHWVJdUxShFVjUENnD64a/O15eGx87fyXZ5thAMj\nv1sTjBsDT8ixS8I2f6w8pFJKCSUiiGqwTVXRA1qMxVGLJTgsLJoaREbG0/CNQPWDCI0Dr/02\nDBYDcYNHsXUAIAICIlORMwa03u1oDm09uAEWRfkDYFW1JpKEILEY1c//eb3fzPJyY9Mm9fe5\nsS/GsepqiCIEyoMhMJOmZ/hGPum88gqpfXt9+XLidETefZ8oNqIoXNeNHaUUhIsC4ZybjLg9\nNNWHeNysqoq8/4G+Zo3rn9dTn+9PWvafjbF5c+StUaDgCQ2cA4QTkkxUEdLSWCAAxrmmccYI\nITB0Ndu59SxvNEOUEmabpRPzzxy+95xCbk6y3S7AWSwm5OY0dPXCDOcrl3aetro8obOeRWmd\n8w7sMRZmOF++tPMPq8oTutmzMK2hJmqySB87v2ObTPdD45cn9Ubyl67Un3hy8qrFW/wjB3Wa\nsqKMgxuMMwZKKOe8KMPKG/2bYAkOC4umhr4ZVf9B/FfoGyGkgyXrBgmIGyyByHcgFGDgGqLT\nEZkEz2V7zsDCKB+B0GcAh5QHFthl2Mk5qAh93Z+09tiX4yKjP9RXrYKug3OIEnQdBCCUiyKr\nrAg9OVIqKpK7dZW7deWJROSDDznnBOCqyjkgCUSUAPBEQrDZzB07iCBQl8ssr4iO/pBVVfme\nfeZwLdXYtIkFgmLrVkfAxsPYuLHmttv1latgsp2JsCCUgHNQyjWVOBzU46Eel9zxOKO8Uvv9\nl00DfOF8RYybCZewPvZLSuhMjyd/j2mdV16hLVykLVxECJE6HeccPqz2AGPGjh3U6dxdn+Wl\nOq49tRHRtwZoker4Z69GnX5KUSqhhDO+c48DHruY6VEmLC29sHPuy9PXO2UxqhmcwwDPS7Xf\n2NtqjvM3wRIcFhZNjcoHEJsJiOCAWQm+s3U9j4KYgAgi7uxZz2BW1jND4B2EPwfXAAK1GETY\nOQMBODiB2OLPWLhZXhH9YDQPhajTxfx+cBBKa927KKggcMaM8nJt0SKxTWsARFFsvf8RHf0h\nPB4ej4EkfUUBzgi4fegQqiihd94Vs7NZNAaHQ128hIfCye72h7ZQM/jUyOiHH4NA7tLF+9CD\nUpfOAKDrsW8m6qvXCNlZjkEX1hvFODjik6cYmzaDMWKzcdMEZzBM4nbLXTqLrYp4OCx16uS8\nbGiyHby5Y0fpTdcE2pj2Kp1wUHdK1PRXV6/eW3AIWVlp776tzV/ADUPu3i0pL8xt24JPPJn4\ncYbYprVy5hmeu++CIByuG2kMhWmuQSfkTFhSyjgHiCyQLK+SbK+yoTJKKWmRolRHtYTBYqpx\nd5+2ac4mVWZl0TCW4LCwaFKwGmgbIGSC+QFWuyVdGxFnAAUouAEiAhwwYKvP4Dz+K1gCRAEh\n4Dq4DuqEGQdhIAJsx8F5FsIToXRqVMJpozFLNuvr14tFRQiFatM9OeeUEMYAgDEwRgjgcNSd\n4rnrTjE3V1u8hKakGCtWxOfMIczknIu5uY5Lhmjz5hOTGSUlPJ4AwIMhs7JCPGTBkfhxenTM\nJ2JBC4iSvnFj8MUX0z/+CEDgqZHxsZ/D6eJqPDF7duobr1P34ame4JEIkSTGkQyiEFHikpTx\n1Rf1GowK2dnZn49zT7nVzIoJkp26XSxSJkn1J+sQp9N2+mm7vxN66RX1t9+FggIei0feeU9q\n29Y+8PzDcheNIdlj5YUhJww8Ief3jVXT1lRGE4aqs1BCPzHf1zXfxxjXTd7MrcR1tt2IdS+w\nGqn8fbAEh4VFk4K4AAHGNpj+nS6byRayXghZ0EvAOYgEFgcovMPg6F3fJDIAELazb6cAx2mA\nADELjnMQm4KymwARchuk3QP3JYdr7TQ3F4zzWJx6vaymhgMwdMI5QGAyxjSq2OQTT1RO27Vm\nYrM5r7rSedWVAGCakY8+Vn/62dy2Dabpv/V2uVtXotjMqggRBZgmN8zY+Amee/51iOvUi4uJ\n3Q5JBkA9XlZZxUNhrqra73Npbg6RZXCuz1ug/T53f63eG4vcvXvk/Q+ow8liEQJwLjoGD5ba\ntWtovKh4ctv2XbdunCSJZqwiI6NDZmbXxlyIM2asXUN9KUQSIYnE5dRWrdqv4OC6zqqrhfR0\nHIKL2vqK8OuzijdWRrO8yvW9Wp7RttkZbZv16+h/Z86m7f5Yp+beW04rapPpvqNP65enrxMF\nYpj8X2e1aZHq2P/UFk0ES3BYWDQpiAx7j9qm4Xy397kJswrO0+C+CJGZgArXQHivrn8SqQUI\nwFQQACKk9sgeDSEDAKLTEP4cUhGIBOZHzUtwDQRRDsvaxdxcz8MPBZ8aSUUBkiy3a0udDrFl\noeOyodr8Bcb27WJ+C8cFA6nXW//5guAaPoz7A+G5c4VmzRCLxceNoxkZXNWIQIndAcAs3XEo\nK9QWLY68+56+YgULBmhKClEUHosKGenE7TJraoz1G4SilgBACBcojx226gml71ne/3s0Pn6C\nUVZG0zOcQy9xXHwR9ukr2qHDlV5vYTBYbLP58vJOb2iHYw8IpTQ11ayoJA47OOeqKmRk1DuS\nVVVRrxeERD4aE/3iC3P9Brl7N89dd8on9ziIG1QN9sTk1at2hL12afnGiidXrf9vYlnzU7p2\nHXThm5f/QSrd1Lvw9DYZW/2x/FRHm0zLfuNvhSU4LCyaGo5TEXgLMGqzC5MbFba2cA2CdxjE\nHHj/ua/TjVL4XwNNBwuBawBDyrW1agOAsQXEBiIBAHFBXQq9FPJha7jqGj5M6f0PY9NmMS9P\n3M0uU+7aZfdhPJHQliwFIHc+gSh/kDvq0qWCz5d8k3i8sClEFISsbHBmlJZKbVof9NrM8vLg\nfx4zNhRzgHNiFBcTh1Nq08p9y80gRMxrbvtHL23xYsHrY/GYVFQodWnUpkIjcV55hfPKK8DY\nvnVGHYTQ5s17NW/e64AvdPXVoRdeNLeUcMOUO3e2XzBwjwH6unXhZ583tm8nhDBdM9asA+fE\n7TY2bAg++5z7lpv09RtoaqpjwIDGp8tsrIrO31xTmO5CPCaWlhS7M5as3eaa9DULh13X7llf\n0y7LbTl9/S2xBIeFRVNDbgeQWqmR3OQQ05H9CeTG2V3rmwECqQW4Dq7BKAUMVD8PGHANgtQG\nLAGeAFHAArB1g9R8v1MeEGJRkVi0r7oDs6zMf8992tx5AGw9TvI9/6yQnV13VEjx6bqezHLk\nmmY7qQerrFBnzATn0gnHq7/+Fhs/gWRmOs/p7xgy+IBCAPrCRerSpYQxTilhjAO+++9RBgwQ\nsrIAmOXlyoABEASzrExqVeS6drjY4k9om35Q3VIOCKXPmUKLPH3BQuKwK2f2Ie4/1uBwHhr5\njLZ0qZCaou8o44EgIRSKjcWi1GHXFi+uufEW4nFxVU9MmZL6+ut7nt4ATlngHAbjNBzmgsio\n4LbbaHpG4sfpewsOi78rluCwsGhq2E5A+n9Q83xtGoeQh+afNlZtAJAKAF7riQ4DXEXFowAD\n11H5MHzDkHoPap4DCJQuSHukNuHjCBL9YLS+dJlU2BKAvnRZ9IMPPQ89UHfUceml+rr1xtat\nhHGxsMB9zVViUaG+aVPss8+joz/iiQTA+YqV2ozp0U/Hpn81jsj7Ms3cHbOykhgGRIkCXJSh\nJYQW+Um1EZ84MfzGW/qatZyZts6dvY/8W2xZm05rlGxRZ88GYDv99D9FgvwJSK1bS63r3wpi\nVdXqz3OEgvyk0ysoYZxTgFCBx+LcMIW8LOr1cQ513oLEzBn2gXtukNRLXopjSLfm45dstzMh\nYU/pEdpyXLQMlGCnP6nFsYAlOCwsmiBpD8JzOeIzIWTB0RvkQBLrxBw0ewnBt5FYA2gQPOAx\nMAMgAEPgA3guQ8sVMMoht4XwF9QIGBs3Uac96dLAnQ5jS8nuR22nnJz6vxcTc+YQQVD6nCnk\n5SV72cd/mApJ4BqByZN+59rCRTXX/zPto9GNvK6+dh0454bGOSFEJ4JIHA4ALBIJv/2usXEj\nTJNQoi1cWHPLremfjKGpqfry5f4H/21s2AhdJf97yX3DP103/PMIV5keXojXI7Zry4IhIklU\nkgwO4nDweBzgPM4IpcThRLIoShJN/549UxqcluDhczt0zktZu2St+4sx54Q3Skxn/hrl8r1M\nYiz+vliCw8KiaSLlQxp2kOf6roeYjcr7oG+DWbOrvBYACMLjkHIr7D0PzzoPBK6qof++qC5Y\nwKqraSwuZGYiFhXy97SXENu2ce3M/+CMhR57PPrJWK6qYCbhSDbpIASckMTMWebWrftob7br\n0tU1iZ9+giwT0wQn4EwsyJc6dgDASnfoq1ZB04hsAyGMcWPdBm3BAuXss6OffcG2boWpc91g\nlVWhZ57jlLpvvOGwP5kjBpFl55DBgSefYg4nEgnB5+O6xm02ISfLc+cd8cnf6QsXITWVqyoS\ncfmEExo/s02kF3fNRdfcRJ4Z++ZbHo/bep5SW39kcWxgCQ4Li2OSyESYAcitkVgGbiZzQnYW\n2VL4XwWLwdkHIDD9EDzAkfjWHh3zSfTjMdTnJTbFrK5hoZByWm/3PmP8xtJl0U/GigX5ZkWF\nWVNTawpe+w/hFGZl1X4Fh1Fc7P/XPebmEoCDCpBEMKb07Zusl6E52VKrIn3VagDgjHAGSrnJ\nALCaGjCTJzQiSzBNyFJiyne2Lp15LC4d34mmph62R3MEcQ67RmzfXl++XEhLk3ucpK9YAUJt\nJ59M3C65S5fgs8+ZJVuox+256w658wEIjjqUvn2Vvn0P+7Itjn4swWFh0WTR1iH+C6gDzv6g\nDZSSNoRRBmIHVwETJGkwmlQbHFxF5AdEJsF7HfQtMLaAOpBy22E05GgIdc4cruussooTUI9b\n6nRc6tuj9t1f3igrgyRCFIXMTBBiVlWDc0LACSWiKLZqJRbtv8Qm8t77+uYS4nYhGuOcE0WB\nptoHnJM8Sl0u94gR/gce5P4AB6jDIR3fyda9OwCp03GJqVMBDs5gGkRx6xuKq664CoRKHdp7\nH3lY7nY4K1mOGLYeJ9l6nJR8LeTs6sAiFhamjXqLh8LE6WjSkSOLvwRLcFhYNE2iP6LyIegb\nwU3YuyNnDITMAzmfQ98CKoJQcBMQAAbCAQ7qhVwIFkNwNKgCmgG/JXQxAAAgAElEQVQzgNJr\nUdAetk5/1u0AAPQ1a6EmmCBRbvJ4XLDZ9q02AEhtWnNd55EIcTqJ3W7r1lU5/fToZ5+Z5RVS\nh/aeB+5r0NWDc/WXX7Sly6jXa2zeTB1OkpLCyst4LA5B8D75xO5awX7euWJRYeSNt1hlpVBU\n6LzqKpqRDsA17Bp96TKxTRv3rTfvUb7bpNEWLNAWLqJer9K/39798A6DebzFMYklOCwsmib+\nN2BWQCoAgMQSBD9B6t31DOMM0SlILICQDvclEJsBQHQGYtNBFbAowOqGorZbSfIdChaElA1i\nA2xgASQW/qmCg1VVmWXlEEToWtJhRF27jgUC+24AKxYV+Z58IjrmE2P1Gun4Tu7bb1POPMN1\n841mRaWQnUXkBktsIqM/DD31NJVlMxolACcQm7cQcvP49m2uf17vHHrpHuOl9u1TXn15jzeJ\nw5E66s2DveOjlOhnnwcfeYTYHdzQ5QnfpL7xWhONDVkcbfzpNd8WFhZ/Cmb5LgNQosAoq39Y\nzQsovRyBt1H1H+y4HPE50Dci8RuoF1IbKB0hF4Eq4CaICCKCAywCFgSrAfHsNDNl4Drobp86\nphn/dlLwscdDL7yob9hweO5IloXsbHBOBAGSxAnlNTXqzFl7jGKBgLF9OxjTli6LjHo7OvpD\n5bTe6WM+ypj8bfqYj5QzzwBA7HYxv8U+1AbXjfhXX0OUjGCA6zrTda7p+sZiff06pfc/XNdc\ndRDLX7BgwT333NOjR4+0tDRJknw+X6dOnW688cY5c+Y0dEqvXr3ITi69dE+Jszfff/993fj+\n/fvvfujCCy8k9UEpVRQlPT29S5cut99++7x58/Z9Cc5Y7IsvaUamkJMj5rXQli2Lf/9DI5+A\nhcW+sXY4LCyaJrbjEf4axAaYYCEo9aXvcRXhcRBzQF3gKmI/YctZIAJsXcF1EAAyeBxiS7D1\nIDIgQEiFUQV9K5xngTgR+RaCG0yDsw9cu/qGRN55N/jiiyAC4vHIW287LhzoefSRQ+lkxiOR\nqqFXmFu3wDQ5QDilTheXRDMY3DXINEMvvJiYMdNYv0E6rqO2YgVxOgkzY+MnpL7ystSubeMv\nx6IRo2QzCwd3luckm+tyUOq68soGozANsHbt2ltvvXX69Om7vxkMBoPB4IoVK95+++0BAwa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+9ddfT7Y7ScZTBg0aJDdup2T16tX1Oo0e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\n3HOhUGjZsmVz585977330tLS5s2b16VLl6qqqhdeeKG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0RgT0xahILzET0Jxd9H/7/RfQt6/44t30Dz13Nd3DBW/iv4pwkcEbhaQbRtp/pa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\nubmvv/56Z5shhBBCtoAJh5Ao5Up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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotViz(\n", " obj=x.sp, \n", " method=\"tsne\", \n", " point.size=0.5, \n", " point.shape=19, \n", " point.alpha=0.8, \n", " point.color=\"sample\", \n", " text.add=TRUE,\n", " text.size=1.5,\n", " text.color=\"black\",\n", " text.halo.add=TRUE,\n", " text.halo.color=\"white\",\n", " text.halo.width=0.2,\n", " down.sample=10000,\n", " pdf.file.name=NULL,\n", " pdf.width=5, \n", " pdf.height=5\n", " );\n", "plotViz(\n", " obj=x.sp, \n", " method=\"umap\", \n", " point.size=0.5, \n", " point.shape=19, \n", " point.alpha=0.8, \n", " point.color=\"sample\", \n", " text.add=FALSE,\n", " text.size=1.5,\n", " text.color=\"black\",\n", " text.halo.add=TRUE,\n", " text.halo.color=\"white\",\n", " text.halo.width=0.2,\n", " down.sample=10000,\n", " legend.add=TRUE,\n", " pdf.file.name=NULL,\n", " pdf.width=5, \n", " pdf.height=5\n", " );" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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0dTUMCRIzz1FAcPGnMoPh+TJrF7N+EwiYkEAoRCWCyxLndICod56y0OHzbG/xcv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kpmI2J9oMGgzS1cWpUxw+TGYmtbXceSdG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\njjw4ndjtM0deMxk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igvn+gL3ugoPh+LF+N2c9FFjIzQ00N/P08/TSzGTTeRlcXjjxOL8eyzLFxIZuaE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\nXJfIEwAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature.value = SnapATAC::rowSums(x.sp@bmat);\n", "feature.value = pmin(feature.value, quantile(feature.value, 0.99));\n", "feature.value = pmax(feature.value, 0);\n", "feature.value = (feature.value-min(feature.value))/(max(feature.value)-min(feature.value));\n", "PlotFeatureSingle(\n", " obj=x.sp, \n", " feature.value=feature.value,\n", " method=\"tsne\", \n", " point.size=0.3, \n", " point.shape=19, \n", " point.color=\"red\", \n", " down.sample=10000, \n", " pdf.file.name=NULL, \n", " pdf.width=7, \n", " pdf.height==7\n", " );\n", "PlotFeatureSingle(\n", " obj=x.sp, \n", " feature.value=feature.value,\n", " method=\"umap\", \n", " point.size=0.2, \n", " point.shape=19, \n", " point.color=\"red\", \n", " down.sample=10000, \n", " pdf.file.name=NULL, \n", " pdf.width=7, \n", " pdf.height==7\n", " );" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "R version 3.5.1 (2018-07-02)\n", "Platform: x86_64-conda_cos6-linux-gnu (64-bit)\n", "Running under: CentOS Linux 7 (Core)\n", "\n", "Matrix products: default\n", "BLAS: /data/pinello/SHARED_SOFTWARE/anaconda3/envs/ATACseq_SnapATAC_py37/lib/R/lib/libRblas.so\n", "LAPACK: /data/pinello/SHARED_SOFTWARE/anaconda3/envs/ATACseq_SnapATAC_py37/lib/R/lib/libRlapack.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 stats4 stats graphics grDevices utils datasets \n", "[8] methods base \n", "\n", "other attached packages:\n", "[1] GenomicRanges_1.34.0 GenomeInfoDb_1.18.2 IRanges_2.16.0 \n", "[4] S4Vectors_0.20.1 BiocGenerics_0.28.0 SnapATAC_1.0.0 \n", "[7] rhdf5_2.26.2 Matrix_1.2-17 \n", "\n", "loaded via a namespace (and not attached):\n", " [1] reticulate_1.12 pbdZMQ_0.3-3 locfit_1.5-9.1 \n", " [4] repr_1.0.1 lattice_0.20-38 colorspace_1.4-1 \n", " [7] vctrs_0.1.0 doSNOW_1.0.16 htmltools_0.3.6 \n", "[10] snow_0.4-3 base64enc_0.1-3 rlang_0.3.4 \n", "[13] pillar_1.4.1 sp_1.3-1 RColorBrewer_1.1-2 \n", "[16] uuid_0.1-2 GenomeInfoDbData_1.2.0 foreach_1.4.4 \n", "[19] plyr_1.8.4 umap_0.2.2.0 zlibbioc_1.28.0 \n", "[22] munsell_0.5.0 raster_2.9-5 codetools_0.2-16 \n", "[25] evaluate_0.14 doParallel_1.0.14 irlba_2.3.3 \n", "[28] IRdisplay_0.7.0 Rcpp_1.0.1 edgeR_3.24.3 \n", "[31] backports_1.1.4 scales_1.0.0 limma_3.38.3 \n", "[34] IRkernel_1.0.1 jsonlite_1.6 XVector_0.22.0 \n", "[37] RSpectra_0.14-0 RANN_2.6.1 digest_0.6.19 \n", "[40] Rtsne_0.15 grid_3.5.1 tools_3.5.1 \n", "[43] bitops_1.0-6 magrittr_1.5 RCurl_1.95-4.12 \n", "[46] crayon_1.3.4 bigmemory.sri_0.1.3 bigmemory_4.5.33 \n", "[49] pkgconfig_2.0.2 zeallot_0.1.0 iterators_1.0.10 \n", "[52] Rhdf5lib_1.6.0 igraph_1.2.4.1 compiler_3.5.1 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sessionInfo()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "save.image(file = 'SnapATAC_buenrostro2018.RData')" ] } ], "metadata": { "kernelspec": { "display_name": "R [conda env:ATACseq_SnapATAC_py37]", "language": "R", "name": "conda-env-ATACseq_SnapATAC_py37-r" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 2 }