{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading required package: ggplot2\n", "\n", "Attaching package: ‘cowplot’\n", "\n", "The following object is masked from ‘package:ggplot2’:\n", "\n", " ggsave\n", "\n", "Loading required package: magrittr\n", "\n", "Attaching package: ‘ggpubr’\n", "\n", "The following object is masked from ‘package:cowplot’:\n", "\n", " get_legend\n", "\n", "Loading required package: MASS\n" ] } ], "source": [ "library(data.table)\n", "library(cowplot)\n", "library(ggpubr)\n", "library(Matrix)\n", "library(BuenColors)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### define functions" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "plot_umap <- function(df_umap,labels,title='UMAP',colormap=colormap){\n", " set.seed(2019) \n", " df_umap = data.frame(cbind(df_umap,labels),stringsAsFactors = FALSE)\n", " colnames(df_umap) = c('umap1','umap2','celltype')\n", " df_umap$umap1 = as.numeric(df_umap$umap1)\n", " df_umap$umap2 = as.numeric(df_umap$umap2)\n", " options(repr.plot.width=4, repr.plot.height=4)\n", " p <- ggplot(shuf(df_umap), aes(x = umap1, y = umap2, color = celltype)) +\n", " geom_point(size = 1) + scale_color_manual(values = colormap) +\n", " ggtitle(title)\n", " return(p)\n", "}" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Input" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "workdir = './output/'\n", "path_fig = paste0(workdir,'figures/')\n", "system(paste0('mkdir -p ',path_fig))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "path_umap = paste0(workdir,'umap_rds/')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "se = readRDS(paste0(workdir,'se.rds'))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "class: RangedSummarizedExperiment \n", "dim: 80000 1200 \n", "metadata(0):\n", "assays(1): counts\n", "rownames(80000): chr1_713917_714417 chr1_752580_753080 ...\n", " chrX_154841997_154842497 chrX_154862080_154862580\n", "rowData names(0):\n", "colnames(1200): CD4_1 CD4_2 ... NK_1199 NK_1200\n", "colData names(1): label" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "se" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "for (df in sapply(strsplit(list.files(path_umap), \"\\\\.\"),'[',1)){\n", " assign(df,readRDS(paste0(path_umap,df,'.rds')))\n", "}" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 'df'
  2. \n", "\t
  3. 'df_umap_BROCKMAN'
  4. \n", "\t
  5. 'df_umap_chromVAR_kmer'
  6. \n", "\t
  7. 'df_umap_chromVAR_kmer2'
  8. \n", "\t
  9. 'df_umap_chromVAR_motif'
  10. \n", "\t
  11. 'df_umap_chromVAR_motif2'
  12. \n", "\t
  13. 'df_umap_Cicero'
  14. \n", "\t
  15. 'df_umap_Cicero2'
  16. \n", "\t
  17. 'df_umap_cisTopic'
  18. \n", "\t
  19. 'df_umap_control'
  20. \n", "\t
  21. 'df_umap_Cusanovich2018'
  22. \n", "\t
  23. 'df_umap_GeneScoring'
  24. \n", "\t
  25. 'df_umap_GeneScoring2'
  26. \n", "\t
  27. 'df_umap_scABC'
  28. \n", "\t
  29. 'df_umap_Scasat'
  30. \n", "\t
  31. 'df_umap_SCRAT'
  32. \n", "\t
  33. 'df_umap_SCRAT2'
  34. \n", "\t
  35. 'df_umap_SnapATAC'
  36. \n", "\t
  37. 'path_fig'
  38. \n", "\t
  39. 'path_umap'
  40. \n", "\t
  41. 'plot_umap'
  42. \n", "\t
  43. 'se'
  44. \n", "\t
  45. 'workdir'
  46. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 'df'\n", "\\item 'df\\_umap\\_BROCKMAN'\n", "\\item 'df\\_umap\\_chromVAR\\_kmer'\n", "\\item 'df\\_umap\\_chromVAR\\_kmer2'\n", "\\item 'df\\_umap\\_chromVAR\\_motif'\n", "\\item 'df\\_umap\\_chromVAR\\_motif2'\n", "\\item 'df\\_umap\\_Cicero'\n", "\\item 'df\\_umap\\_Cicero2'\n", "\\item 'df\\_umap\\_cisTopic'\n", "\\item 'df\\_umap\\_control'\n", "\\item 'df\\_umap\\_Cusanovich2018'\n", "\\item 'df\\_umap\\_GeneScoring'\n", "\\item 'df\\_umap\\_GeneScoring2'\n", "\\item 'df\\_umap\\_scABC'\n", "\\item 'df\\_umap\\_Scasat'\n", "\\item 'df\\_umap\\_SCRAT'\n", "\\item 'df\\_umap\\_SCRAT2'\n", "\\item 'df\\_umap\\_SnapATAC'\n", "\\item 'path\\_fig'\n", "\\item 'path\\_umap'\n", "\\item 'plot\\_umap'\n", "\\item 'se'\n", "\\item 'workdir'\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 'df'\n", "2. 'df_umap_BROCKMAN'\n", "3. 'df_umap_chromVAR_kmer'\n", "4. 'df_umap_chromVAR_kmer2'\n", "5. 'df_umap_chromVAR_motif'\n", "6. 'df_umap_chromVAR_motif2'\n", "7. 'df_umap_Cicero'\n", "8. 'df_umap_Cicero2'\n", "9. 'df_umap_cisTopic'\n", "10. 'df_umap_control'\n", "11. 'df_umap_Cusanovich2018'\n", "12. 'df_umap_GeneScoring'\n", "13. 'df_umap_GeneScoring2'\n", "14. 'df_umap_scABC'\n", "15. 'df_umap_Scasat'\n", "16. 'df_umap_SCRAT'\n", "17. 'df_umap_SCRAT2'\n", "18. 'df_umap_SnapATAC'\n", "19. 'path_fig'\n", "20. 'path_umap'\n", "21. 'plot_umap'\n", "22. 'se'\n", "23. 'workdir'\n", "\n", "\n" ], "text/plain": [ " [1] \"df\" \"df_umap_BROCKMAN\" \n", " [3] \"df_umap_chromVAR_kmer\" \"df_umap_chromVAR_kmer2\" \n", " [5] \"df_umap_chromVAR_motif\" \"df_umap_chromVAR_motif2\"\n", " [7] \"df_umap_Cicero\" \"df_umap_Cicero2\" \n", " [9] \"df_umap_cisTopic\" \"df_umap_control\" \n", "[11] \"df_umap_Cusanovich2018\" \"df_umap_GeneScoring\" \n", "[13] \"df_umap_GeneScoring2\" \"df_umap_scABC\" \n", "[15] \"df_umap_Scasat\" \"df_umap_SCRAT\" \n", "[17] \"df_umap_SCRAT2\" \"df_umap_SnapATAC\" \n", "[19] \"path_fig\" \"path_umap\" \n", "[21] \"plot_umap\" \"se\" \n", "[23] \"workdir\" " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ls()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "labels = se@colData$label\n", "colormap = jdb_color_maps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Control Group" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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AIaALRp5Z20PP6/87lz/kyp+TFTU1MJIc7OzjU8jp2dHSFEMhkSGhr6+PHj3bt3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", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_control <- plot_umap(df_umap_control,labels = labels,colormap = colormap,title='Control-Naive')\n", "p_control" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### chromVAR" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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IUDAFRft27ddHV1LS0tt2/fPm7cOHmHAwAA/1DS/CxgGEbeMcjUq1evbG1tvb29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\nbF/vce7g6O9ndAtcO+DJjS9MjHXqeUBPT08iCg0NrXTr1q1bnZ2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TlpYm3u2LL74QX/X19RWJRMePH2dXHz16FBMT4+3tra6uzktUigb5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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_chromVAR_motif <- plot_umap(df_umap_chromVAR_motif,labels = labels,colormap = colormap,title='chromVAR motif')\n", "p_chromVAR_kmer <- plot_umap(df_umap_chromVAR_kmer,labels = labels,colormap = colormap,title='chromVAR kmer')\n", "\n", "options(repr.plot.width=8, repr.plot.height=3)\n", "cowplot::plot_grid(p_chromVAR_motif,p_chromVAR_kmer)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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Pj5+Sk6EIAWJz09XUtLixCyadMmHo8nEAhKSkpGjRpFCBk6dChdh8PhEELWrVtX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\nw2dRUEMAAAAASUVORK5CYII=", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_chromVAR_motif2 <- plot_umap(df_umap_chromVAR_motif2,labels = labels,colormap = colormap,title='chromVAR motif after PCA')\n", "p_chromVAR_kmer2 <- plot_umap(df_umap_chromVAR_kmer2,labels = labels,colormap = colormap,title='chromVAR kmer after PCA')\n", "\n", "options(repr.plot.width=8, repr.plot.height=3)\n", "cowplot::plot_grid(p_chromVAR_motif2,p_chromVAR_kmer2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cusanovich2018" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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AzD6uvrDx48OGLECF1dXQaDYW5ujq/F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\nRqGgAQAYhYIGAGAUChoAgFEoaAAARv0PnZD1GHPtJ8MAAAAASUVORK5CYII=", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_Cusanovich2018 <- plot_umap(df_umap_Cusanovich2018,labels = labels,colormap = colormap,title='Cusanovich2018')\n", "p_Cusanovich2018" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### cisTopic" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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7K1OZas48eP07+n2bGjzAMGDJDryQ5Yy875qwjT7ADqH/a9rs7OztHR0dLGZ8+e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\n", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_cisTopic <- plot_umap(df_umap_cisTopic,labels = labels,colormap = colormap,title='cisTopic')\n", "p_cisTopic" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gene Scoring" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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+B0GL/6ex4DeZzBjsipBoBCB+uUzu0ldBqJRNJUPF9+/2Ro3TjLACAWShKj0m8d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YH94ZnPih0sxEe/4MT3QLonwmEb8neuWz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\nGPU3Yy9oa6Mgd88AAAAASUVORK5CYII=", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_GeneScoring <- plot_umap(df_umap_GeneScoring,labels = labels,colormap = colormap,title='Gene Scoring')\n", "p_GeneScoring" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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pvCl5W5llV4hJW5pCSFqUfmCeHwAyh9fxshmwkGPBCK4V0BmPIhS25KBr18By2n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\n/h+GXnwHH4jkpgAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_GeneScoring2 <- plot_umap(df_umap_GeneScoring2,labels = labels,colormap = colormap,title='Gene Scoring after PCA')\n", "p_GeneScoring2" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cicero" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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9213UAsg3Yw6JShA5zVzTK+VK3OAFAjlGnGthD8GFN19oWGQLNooK2VdjYGAJBd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sPFZHDxNXZ62EivgXWg+2FxffP/7jNYIg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\nTWKcagLT1aB1jSA8h2xdHl9RjAAsOl8Nq+XQz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adQ+RAqJSzcETQGZi9r702n0c5+tfdJfkZ1Q21b/3Dj2ncSEpIWkAL9JtiFIXgssg4b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\nMaohv5T/8KyjvwWTrfuqhUqng13HNRWVR/R2iZ0aQDejth/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DWbcqRXW8EFIXAAAAIABJREFU899nyKVKAAOXRni1taUx6OYuDgzOKzqk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\nCGgAAJ5CQAMA8BQCGgCApxDQAAA89f9w2sHfeRNNhwAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_Cicero <- plot_umap(df_umap_Cicero,labels = labels,colormap = colormap,title='Cicero')\n", "p_Cicero" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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BxMORxw9OjRK1as2LRp01dffWVpaSm/KDk5+ffffyeioUOHlj+Iv7+/UCgcO3as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\n", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_Cicero2 <- plot_umap(df_umap_Cicero2,labels = labels,colormap = colormap,title='Cicero after PCA')\n", "p_Cicero2" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SnapATAC" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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MdhExMTHR0d/f39qYgHAKCJJg1xvH37dv/+/U+ePGEwGD169PD29ra0tKzerbi4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\nBgBg1F8vRwrrodAAeAAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_SnapATAC <- plot_umap(df_umap_SnapATAC,labels = labels,colormap = colormap,title='SnapATAC')\n", "p_SnapATAC" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### scABC" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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9cfMmRIhw4dqHaOHTsmf2FtekiXhhfQJEkOGjQIAIKCgmQl69atA4CpU6fWfCEG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\nFAIaAECgENAAAAKFgAYAECgENACAQP0/FuXdEHVjtXsAAAAASUVORK5CYII=", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_scABC <- plot_umap(df_umap_scABC,labels = labels,colormap = colormap,title='scABC')\n", "p_scABC" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SCRAT" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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HDPnj3jx4/fuXPnkydPrly5YmJi0qtXr8mTJwcEBHC5731+i42NlW0kzePxmjVr\n1q9fv3nz5rVq1ao2Yv8P1oPGetAAoKVq1IJ++/btnj17njx5wuFw2rdv7+/v36JFi7LV8vPz\nfXx8iCgsLKwmrwMAqFOqn6APHTo0derU4uJi5vTYsWOrV69euHDhmjVr5BdaJSKRSHTt2rUa\nhQkAUPdUM0FHREQEBASIRKK+ffsOHjy4sLDw7NmzkZGR33///Z07d06fPq3h4dwAAPqnmhNV\nNmzYIBKJvv7666tXry5evHjVqlX37t0LCQmxtrYOCwsbOHAgM3sdAACqrZoJ+saNG+bm5gpL\nWY8fP/7mzZuOjo4RERFDhw4tLGRnaVcAgLqpmglaIBC0aNHC2NhYodzNze3q1asNGza8devW\nqFGjSktLaxwhAEAdVc0EXa9evfj4ePnNcWU++OCDixcv8vn8CxcuBAQEKK0DAACVqmaC9vDw\nyMvL27Rpk9Kr7dq1O3PmDI/HCwkJmTx5smykBwAAqK6aCXrBggVcLnfRokXjx48/cuRIWlqa\nQoVevXodP37c1NQ0ODjY09OzxnECAFRZZGTk9OnTXVxczMzMrK2tPT09d+/eLf/P+qCgII4c\nLpdrbm7u7Ow8bdq0skuS5uXlzZs3r2nTpsbGxk2aNJkzZ052drZ6f4Bqr+KxY8cOAwMD5iHH\njh1TWufatWvyS0BV+11qhcWSAPSPWCxeunQph8MhIhcXlyFDhnTv3p35bObj41NaWspUYxZL\natmyZZ8+ffr06ePp6dmxY0dzc3MiMjU1PX36tOyBQqGQ2SDc09Nz4cKFffv2JaJ27doVFBSo\n76eoUdJ89uzZV1991bFjx8jIyPLqpKWlTZ06ldk5pibvUh8kaAD9w+zr6urqGhERISt8+/Zt\njx495P9/V7qaXWlp6fr16zkcjpmZ2YsXL5hCZpHSGTNmyKrNmTOHiH788Uf1/RQaSpoCgeDK\nlSuaeVdVIUED6Jno6GhDQ0MHB4d3794pXMrMzLS2tjY2Nk5OTpaWk6AZ33zzDRFNmjSJOZ01\naxYRXb9+XVaBSR2TJ09W288hVdeOKgoD7Ph8vpeXl5reBQA6LS29YNuuyO+33XkU9Y6VBwYH\nB4tEovnz59vb2ytcsrGxCQoKWrt2rbSydeKWLVtmZmZ2/PhxkUjE3EhE8h3TL168IKJGjRqx\nErNSbC43mpiYuG3btvPnz8fGxhYVFVlZWbVp02b48OGff/45n89n8UUAoDeevxLVbQwAACAA\nSURBVMzsMTQ4O6eEiJasvXZgh++E0W1r+MwLFy4Qkbe3t9Kr06ZNU+UhFhYW3bp1u3r16sOH\nDzt37jxhwoRNmzZ98803BgYGXbt2ffDgwcKFCx0dHb/44osaRlsB1lrQhw4dat269caNG58+\nfcpsppubm3v37t2lS5e2bt366tWrbL0IAPTJ2i23mezMWLSahVyRmJhIRK1bt67hc5jV+lNS\nUpinhYWF2djYTJ8+vUOHDpMnTzY2Nr5+/bqjo2PNAy4POwn69u3bkyZNKioq8vPzO3/+fHx8\nfEZGRmxs7MmTJ729vd+9ezdixAhmf1wAAHmv3+TInyan5hcW1XQGck5OjrGxsZGRUQ2fw4xu\nYFYWys7OXr58eVJS0vz58/fs2TN//vzMzMzevXvHxMTU8C0VYKeLIzAwUCwW//rrrzNmzJAV\n2traOjk5jRgxYsWKFWvXrl23bt2ePXtYeR0A6I0Org7h95Jkp62dbcx4NU2stra2KSkpRUVF\nPB6vJs/Jy8sjIgsLCyKaNm3apUuXLl26NHDgQObqiBEj+vbtO2nSpLt379Yw4PKw04KOiIhw\ndXWVz87yVq5caW9vf/nyZVbeBQD6ZNViD5dWtswx39pk58aPav5MJycnInr+/LnSqykpKWUn\noSjF/Lu/efPmeXl5J06c6Natmyw7E5Gnp+fAgQMjIiLi4+NrHrNS7CTooqKiCj5lGhgYNG3a\nNCsri5V3AYA+cbAze3R1yqWj407uGxkb8VnfXk1r/szBgwcT0blz55Re3bJli6ur66pVqyp+\nSGZm5qNHjywtLV1dXRMTE6VSafPmzRXqMHtIMZ3U6sBOgu7SpUt4eHhGRobSqwKB4NmzZ+7u\n7qy8CwD0jLGxwcA+zUcMaWVTz5SVB/r5+RkbG2/evLlsUkpOTmamnIwcObLihwQFBQmFwrFj\nxzJDqjkcTlRUlEKdZ8+ekTpH2rGToNeuXVtcXDxixIjU1FSFS7m5uX5+fiUlJatXr2blXQAA\nFXNycpo7d25WVlbv3r0fPHggK3/69KmPj096enpAQEC7du3Ku10oFG7dunXjxo0WFhYrVqwg\nIltbWy8vr6dPn/7222+yakeOHLl27ZqHh0eTJk3U9IOw85HwyZMnI0eODA0NdXZ29vX17dix\no7W1dWFhYXR09KlTpzIyMlq3bn3kyJEjR47I37Vz505W3g4AoCAwMDAtLW3fvn3u7u5ubm5N\nmzZNTEyMiooSi8UDBw7csWOHfOXt27efOnWKiKRSaV5eXkxMTGFhoampaUhICDPSjoh++eUX\nDw+P6dOnHzt2rEOHDtHR0WfPnrWzs5NP2exjZT5iLb665jDVG0AvSSSS8+fPDx8+3MnJycTE\nxMrKqnfv3r///rtYLJbVYaZ6y+PxeC4uLp9//rlsFQ6ZhISEadOmOTo6GhoaNmzYcMqUKfHx\n8Wr9ETjS6qZXed9//3017mKmute6yMjIzp07z5o1a/v27bUdCwDAf9jp4tCSVAsAoE/UtVgS\nAADUEJuLJb1+/fr58+fFxcXyGxaIRKLi4uKEhIQTJ07If04FAICKsZOgS0tLJ02adPjwYVae\nBgAAxFYXx7Zt25js3KpVq549exJR8+bNe/fu/cEHHzAVunXrdvbsWVbeBQBQR7CToJnsHBQU\n9OLFixs3bvD5fGdn52vXrsXExERGRjZv3vzJkyfOzs6svAsAoI5gJ0HHxMTw+fy5c+cSEZfL\n7dy5882bN5ltCNzd3UNCQgoLCzdt2sTKuwAA6gjWFktq1qyZbJNvV1fX4uJiZpY6EXXv3r1t\n27Z///03K+8CAKgj2EnQNjY2zJrWDKY34+nTp7KSJk2aMHscAABoTGRk5PTp011cXMzMzKyt\nrT09PXfv3i0/zGz58uUcDofD4axcuVLpE7788kumwqtXr5iSoKAgzvuMjIxsbW379u176NAh\nduNnJ0G7u7vHxcXJRtG5uLgQUXh4uKxCXFxcDVfOBgBQnUQiWbZsWZcuXX777TcOh9O3b9+2\nbdtGRERMmzZt+PDhTAesvJMnT5Z9iFQqPXHihNLnt2zZss+/unfvXr9+/WvXrk2YMIHlVeFY\nmTDO/L1hZ2e3ZcuWkpKSvLw8a2trExOTU6dOpaenMxF3796dlXexDmtxAOif7777johcXV0j\nIiJkhW/fvu3Ro4f8/+/Lli0jogYNGhDRq1evFB5y69Yt+ndHlZcvXzKFzPIdW7ZsUah86dIl\nZp+t5ORktn4KdlrQ48aNGzNmTEZGxvz58yUSiYWFxVdffVVSUjJixAh7e/tvv/2WiObNm8fK\nuwAAKvbs2bPAwEAHB4erV6926dJFVt6kSZMzZ85YW1vv2rVLfpX9ESNGkLJG9LFjxywtLfv0\n6aPKSwcOHDhy5MjS0lIWd49iJ0FzudzQ0NDDhw9/+umnpqamRPTtt98uWLCA6dYwMzNbtWrV\n2LFjWXkXAOgbYT4l3aaEa1TAztYkwcHBIpFo/vz59vb2CpdsbGyCgoLWrl0rlVsnzsvLq169\nemUT9IkTJ3x9fZmcpgpmq63MzMwaxP4e1qZ6cziccePGjRs3jjk1MDAICgpas2ZNampqw4YN\nVf8JAaBuKUynh7+QqJiIKO4iuYwlhw9r+MgLFy4Qkbe3t9Kr06ZNUygxMjLy9fUNDg5OTU1l\nujuIiNlscOvWrQcOHFDxvczICBY3WFHvYkk8Hq9FixbIzgBQrrdX/8nOjNcXav5IZsxY69at\nVb9l1KhRUqmUWbafwfRvMNsbquLgwYN//vmnhYXFoEGDqhRtBVhrQf/999/btm17/PhxXl6e\ntJw1psvbtBAA6q7i97eTFuaSpJS4RjV5ZE5ODvO9TvVbBg0aZGFhcfLkyc8++4wpOX78eAX9\nG7JNWIhIJBLFxcUlJydzOJytW7fy+fyaBC+PnQR98uRJ5u8fVp4GAHWIeUPKffvfKc+uhtmZ\niGxtbVNSUoqKilQf3Wtqaurt7X3ixIns7Gw+n3///v3Xr19XMP85NjY2NjaWOTYyMrKzsxs+\nfPjs2bMHDBhQw+DlsdPFsXr1aqlUOmDAgOvXr8fGxiaUg5V3AYBead6fzP79lGdoSq1G1PyR\nzMe658+fK72akpISHR1dtnzUqFGlpaVnzpwhomPHjllYWFTQvyE/zE4oFCYnJ586dYrd7Exs\ntaCjo6NNTEyOHj3KYtseAOoEIwvq9CVlx5FESNYtyJCFGW2DBw++devWuXPnOnbsWPbqli1b\nNm7cuHLlSmastMzQoUN5PN7Jkyf9/f0r7t/QGHZa0NbW1mZmZsjOAFAdHAOq50y2bVnJzkTk\n5+dnbGy8efPmst+9kpOT9+7dS0QjR45UuGRubv7RRx9duHDhf//734sXL8aMGcNKMDXBToIe\nNmyYQCC4f/8+K08DAKgJJyenuXPnZmVl9e7dW34jp6dPn/r4+KSnpwcEBLRr167sjaNGjSos\nLPzyyy8r7t/QGHa6ONavX3/lypUJEyYcOXJE6Y8NAKBJgYGBaWlp+/btc3d3d3Nza9q0aWJi\nYlRUlFgsHjhw4I4dO5Te5evra2xsfOfOnfHjx2vD8kHsJGh7e/vjx497eHi0b9++WbNmDg4O\nXK6StvmdO3dYeR0AQMUMDQ337Nkzfvz4nTt3Pnny5MqVKyYmJr169Zo8eXJAQIDSBEVE1tbW\n/fv3P3/+vDb0bxARh5Wxcf/73/+8vLzy8/Mrrqad4/AiIyM7d+48a9as7du313YsAAD/YacF\nvXjx4vz8fGdn5y+++MLJycnExISVxwIA1GXsJOh79+5xOJyrV682btyYlQcCAAA7ozgMDAzs\n7e2RnQEAWMROgvb09ExPT4+Pj2flaQAAQGwl6MDAQB6PN3HixNTUVFYeCAAA7PRBR0ZGTpky\n5eeff27RokXXrl2bNGlibm7O4XAUqu3cuZOV1wEA1AXsJOgpU6YwB8XFxdevXy+vGhI0AIDq\nWJtJyMpzAABAhp0E/c0337DyHACAmtu+ffucOXPKu2ptbZ2dna3JeKqNtR1VAAC0SvPmzZs1\na1a23MLCQvPBVA87CZpZ4rpSPj4+rLwOAKBSU6dOXb58eW1HUSPsJGhfX19VqmnnWhwAANqJ\nnQTdp0+fsoUFBQWJiYmpqalcLnfq1Kk2NjasvAsA9ExhetaLk5dLi4qb9+9p79ZKY+/18fF5\n+vTp/v37p0yZkpKS4uvr6+bm9u233+7atWvatGmyavHx8S1atPDz8ztw4IDGYmOwk6DDwsLK\nu3T79u1PPvkkLCwsIiKClXcBgD7JevkmdPC0kpw8Irq1ZsfgnatcRmtupfzc3NyPP/64VatW\nLVu2bN269cSJE7/77rtDhw7JJ+iDBw9KpdKJEydqLCoZtX8k7Nmz58GDBz09Pb/99ttt27ap\n+3UAoFsiNu1hsjPjxsqf2ErQu3fv/uuvv8qWf/31197e3syxQCCYNGnSvn37ZFc9PT2vXbuW\nnJzs6OjIlBw8eLBBgwasbwirCk2M4vDw8HBwcDh58iQSNAAoyIlPkj8tSM0QFRUb8ljYrfXN\nmzdv3rwpW+7v7y9/+umnn8qfBgQEXL9+PTQ0dN68eUT04MGD6Ojo+fPnGxgY1DykqmJnLY5K\nicXi9PR0zbwLAHSIvet7nc71nJuxkp2JaM2aNVJl5LsviMjZ2Vn+dMyYMTwe79ChQ8zpwYMH\niahW+jdIMwn6t99+y8zMdHJy0sC7AEC3dP9mhk2r5syxibVl/02anvVmbm4uf2ppaTlixIh7\n9+69fPlSIpGEhIS4ubl9+OGHGo6KwU4Xx8KFC8sWSqXS4uLiqKgoZnWOSZMmsfIuANAnZnb1\nJlw7kHT7QWlhUaMeHU3rWdV2RBQQEBASEnL06FEPD4/k5OS5c+fWViTsJOhNmzZVXGHEiBFM\nhw4AgAIDY6OmfbvWdhT/GTBggKOj459//pmdnc3lcv38/GorEnYS9LJly5Q/3dDQzs6uR48e\nnTp1YuVFAADqZmBg4Ofnt3nz5qSkJC8vr0aNGtVWJOwk6LVr17LyHAAAtpQ3zI6INm3aVHGr\nMSAgICgoKCEhoXaTGxZLAgD9VN4wOyISCAQV3+vm5tamTZv4+PiRI0eyH5nKNDTMDgBAY2bP\nnq10gJ0MM+vkzJkzUqmUz+eXfUJOTk5cXNzIkSNrd+k7JGgAAEUbNmwoLi6ePn167YaBLg4A\ngP/07t07KSnp9evXXl5evXv3rt1g0IIGAPiPjY1NSkrKwIEDZZMJaxFa0ABaLOcN5SaQZSPi\nYyKuhpw6daq2Q/gPEjSA9slPo1cnKC+RZHtc8FtQ+2lEnFoNCzQNCRpAy2REUfRBxcLsOMqI\nJjvX2ggIag36oAG0idLszEi6rdlQoPYhQQNokzcXy72UE0dp90ks1GA0UMuQoAG0SVFWRVdj\njtGtVfTyFEklmgpIJ/32228cDmflypVlL2VnZ3M4HDc3N/nCc+fOjRgxokGDBsbGxg0aNPD2\n9j569KjSJ0dGRk6fPt3FxcXMzMza2trT03P37t0Sibr+cyBBA2gNSem/mVdafiUppURQcriG\nQqoDFi9e7O3t/ccff1hbW3fr1s3a2vrChQtjx4719/eXSv/7DyGRSJYtW9alSxcm+/ft27dt\n27YRERHTpk0bPny4SCRSR2xI0ABaI/P5v0dlRmsoZOzUe+qPpk64f//+Dz/80LJlyydPnsTE\nxNy4cSMmJubJkycuLi4HDx5ktlNhrF69et26dUxSfvbs2blz58LDw1+9etWjR48zZ86oac1o\nvUrQpaWlGzdudHFx4fF4zs7OgYGBavprDUAthLnlXlLI2EXp6OVgxYULF4ho5cqVrq7/jZBp\n27bt//3f/9G/+10R0bNnzwIDAx0cHK5evdqlSxdZzSZNmpw5c8ba2nrXrl0pKSmsh6dXw+ym\nTp0aHBzs6enp4+Nz48aN5cuXP3ny5PDhw7UdF4BqzBxUrSmR0Ks/qMVgMmRn+77alSZIDw37\ns7CkaEjXfh2c2mo+gLKL2/Xs2XPDhg2yjfqCg4NFItH8+fPt7e0VatrY2AQFBQkEAvn+ELbo\nT4K+fPlycHDwxIkT9+/fT0QSicTPzy80NPTTTz8dNGhQbUcHoIJ6zmTRkPJVa4ilRFDhO2o/\njTi6/e/g5wmvenw5LDs/l4iW7F5/4JufJvT/WGNv9/X1XbFixdKlS4uLiydMmODo6MiUGxgY\nLFq0SFaNaWh7e3srfYjCLrQs0u3/tPK2b99ORLLvtlwud8OGDUS0a9euWowKoCo41GFGFRJu\nzhsqTKXMaEq4RlkxFX5a1F5rD/7IZGfGol2sLZC/d+/evmX4+PjI12nXrt3OnTtLS0sXLVrU\nqFEjNze3WbNmnTx5sqCgQL5aYmIiEbVu3Zqt2FSkPy3oGzduNGvWTH7vcOY0LCys9oICqCID\nE2rrT9EHVO1ifnmKchP/ObZvR23G69x08Ncpb+VPkzPTCkuKzEx4NX9yfHx8fHx8pdWmT5/u\n5eW1a9euP/74IyoqKioqaseOHZaWlkuXLl20aBGXyyWinJwcY2NjIyOjmkdVJXrSgs7KyhII\nBM7OzgrlLVq0yMjIqHT3BAAtYutC3ZeQQfm5QL6hLMvORJT+hASv1BeXmih0Ordu0pKV7ExE\n3333Xdml+pVmg5YtW37//ffR0dHJyckHDx6cMGFCSUnJkiVL5s+fz1SwtbUVCoVFRUWsBKY6\nPUnQmZmZRFR2ZwRra2siysnJkS+USCQCObm55X86B6gVhjwSi8u9WkET+fU5NUSjXqsCFrg0\n+adpxbew2vnV9xoOoLCwUHbcsGFDPz+/AwcOPHr0yNbWdvv27czYDOaf5s+fP1f6hJSUlOjo\naHXEpicJurS0lIhMTEwUypmS4uJi+cKEhAQbOV5eXhqLE0AlHC5xudXpUy7UveF3Dny7R/93\n+dL3h06u/C12/+2+HXpo7NUlJSU8Hq9Xr15lL7m4uIwbN04sFjNJefDgwUR07pzyv/+2bNni\n6uq6atUq1iPUkz5oHo9HREKh4jIFJSUlRGRubi5faGpqyuxIxsjNzY2IiFB/jABVweGSlFPl\n/mQ1jPTSAGNDo4GdamHvEhMTk5YtWz569Oj+/fvu7u4KV9++fUtEDg4OROTn57dmzZrNmzfP\nnDnTzs5OvlpycvLevXuJSB3by+pJC7pevXpUpitDVsJ0dMjUr1//spwdO3ZoLE4AVRlbVutr\nn5QkpazHoscWLFgglUp9fX1Pnjwpm9dWXFwcGBh49uxZd3d3ZgKLk5PT3Llzs7Kyevfu/eDB\nA9ntT58+9fHxSU9PDwgIaNeuHevh6UkLms/nOzg4xMXFKZTHxcU5OjpaWVnVSlQA1ec0hKIO\nVOfGBzuo01e6PjhaY6ZMmfLo0aMff/xx5MiRfD7fyclJIpHExMQUFRU1bNgwJCREVjMwMDAt\nLW3fvn3u7u5ubm5NmzZNTEyMiooSi8UDBw5UUztPf/4renh4vHr1KikpSVby9u3b169f9+zZ\nsxajAqgm27ZkXK3BDIXp9O4h29Hos61bt165csXPz4/P5z979uzly5fOzs4rVqyIjo7+4IMP\nZNUMDQ337Nlz/vz54cOHFxYWXrly5c2bN7169fr9998vXLhgZmamjtg46pieWCv++OOP4cOH\nT5o0ae/evRwORyqV+vv7Hzp06PLly/I9zmVFRkZ27tx51qxZzFQXAG2RHZt5d4ct799P31KV\nhzjX70yt2e8PBc3Tky4OIho2bNjw4cP3798fGxvr4eFx48aN27dv+/v7V5ydAbTW10dCgo6G\nxn85sqm1BVFVJqDkVT47A3SC/nRxEFFoaOiKFSuSkpK2bt2akZGxbt263bt313ZQANVxKfJa\n0NGdRLQxPEoornDkXNl/A5cWKKkGOkh/WtBEZGJisnr16tWrV9d2IAA1dfnedeZg+/9izr1M\nvjChfyubcr51l21ZlxZWpUMEtJdetaAB9Ma1x3dkx6+z8+ZcqOJQ/VJNT0oGdUCCBtBG73Le\n25zwblJG1e43VJxVC7oICRpAGzV1cJQ/bVxPcZ2ZinAMiGPAckBQG5CgAbTR8glfyp+unLaG\n7N3Kq6yo5RD2A4LaoFcfCQH0xqBOfR79ejnk6imJVDra07tL6w5ERK2K6cHPVJRZyc3mDTUQ\nIWgAEnRNPUwtXH8z+W2OkMOhp+lFBSVirljSIDu/jaj07u34PJHUqkOjns0tmwtLPxnZ1rN7\n49qOF3RGe6c27Z3avFfENSCx4opgSiTeIusWaopKJ3z//fdLlizp0aPHzZs3mRX3ZUQikZGR\nUadOne7du0dE33zzzYYNG4KDg/39/eWrxcfHe3p6JiQkLFq0iNmbqVYgQddIrKCk995necL3\nlu6VGHAT61kmnn5ISTlElHMp9zwREf2y98H4ES4h/ze8NiIFvZATT8K8MqVlRtSVlq1TF4WH\nh+/YsWP27NlVvTE5Obl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stKzalS/YPr\n/lBTJACgl5Cgq8+la4sq1c8RYLoKAFQBEnT1pVWxy6LbkA/VFAkA6CUk6OqLvvOqSvVNTDFv\nEwCqAAm6+qo6P/DY1gtqigQA9BISdPU1cm5Ypfpp8RjFAQBVgARdfWnx6VWqb27FU1MkAKCX\nkKCrr4Vb4yrVHz33IzVFAgB6CQm6+nym9+Vyle8VKyO/xp3gXdXGTQNAHYcEXX0mZsZGJsbv\nlykuOiqfv//8P2ytAgBVgARdI6JS+YXrpO8nZEWFucVVnXwIAHUZEnSNmJrJt6Ar6e4gokq7\nRAAAZJCga6SHTxUmBzZ3bcTH1ioAoDIk6Br5YrOfCu1mIiIul7v+zHw1hwMAegUJukZMzU14\nFqaq1DQw5FrbWao7HgDQJ0jQNSIRS4SqLQltbGZceSUAADlI0DXCNeBa2piXHV1XVmFOUeyj\ntxoICQD0BhJ0TX08e0AF4zdkmVsqle5ackQzIQGAfkCCrqnRcz/qOrTD+2X/NajlM3d8dLJm\nQgIA/YAEXVMcDqfv6C4KZUprFuUXJ71K00BIAKAfkKBZ0M7jAzPLysdyCEtEc3qtVfGjIgAA\nEjQLbBvyZ24cr0rN4sKSW38+UHc8AKAfkKDZ0W1Ih8orERFRVkq2WiMBAL2BBM0OKxvzTgNd\nVanpMbyTuoMBAP2ABM2aJftmclSY9+3Q1EYDwQCAHkCCZs2uJUekymasyBfZNOBzsKAdAKgG\nCZo1N078T+mUQlk+5nK5m64s1mRIAKDTDGs7AD1RWiIqLiytYEqhkYlRcMwGK1sLTUYFADpN\nJ1vQGRkZdnZ2QUFBCuWlpaUbN250cXHh8XjOzs6BgYEikUjpE1hnZGLo0sVJ6SVTC9MRX/Q/\nkboN2RkAqkT3EnRxcfHo0aMzMzPLXpo6deqiRYscHBxmzZpla2u7fPlyf39/jQU275eAZm0b\n/Xv2T19HR682x5N/nLFhnIGhgcYiAQD9oGNdHCkpKaNGjQoPDy976fLly8HBwRMnTty/fz8R\nSSQSPz+/0NDQTz/9dNCgQRqIrZFz/R3h36a8SU+Nz7h5MrKkQNhnTJeug9tr4NUAoJd0qQX9\n66+/tm3b9s6dOwMGDCh7dfv27US0cuVK5pTL5W7YsIGIdu3apbEIOVyOo5ODe7+2X26b+PXu\nqcjOAFATutSC/umnn+zt7Y8dO5aXl/fXX38pXL1x40azZs2cnP7rCGZOw8LCNBolAABLdKkF\nvXnz5qioqP79+5e9lJWVJRAInJ2dFcpbtGiRkZEhEAg0EiAAAJt0qQVdQVcy882Qz+crlFtb\nWxNRTk5OvXr1ZIVCofDJkyey02fPnrEcKAAAG3QpQVegtLSUiExMTBTKmZLi4mL5wpSUlM6d\nO2ssNgCA6tGTBM3j8YhIKBQqlJeUlBCRubm5fKGFhcWMGTNkpxkZGSdOnFB/jAAAVaN1CfrM\nmTPffPONfMn9+/eNjSvZEpvpwcjJyVEoZ0qYjg4ZW1vbX3/9VXYaGRmJBA0AWkjrEnR2dnZU\nVJR8iUQiqfQuPp/v4OAQFxenUB4XF+fo6GhlZcVmiAAAGqF1ozj8/f2l7zM1rXw3KSLy8PB4\n9epVUlKSrOTt27evX7/u2bOn2oIFAFAjrUvQ1RYQEEBES5culUqlRCSVSpcsWUJEM2fOrOXI\nAACqReu6OKpt2LBhw4cP379/f2xsrIeHx40bN27fvu3v76902iEAgPbTnxY0EYWGhq5YsSIp\nKWnr1q0ZGRnr1q3bvXt3bQcFAFBNHKZDoC4LCQnx8/MzMTExMzOr7VgANC0iIqLsFFzQEvrT\nxVFtPB7PyMjIzMzM3Nw8MTHR0tLS3t6+toPSFmlpaQUFBU2bNjU0xB8VIqLS0tKEhAR9+kPC\n5erVP6P/v717DYmibeMAfu2ThzVRt9TNRJOWwkMGpaWmKylGEKSdBBUs0zKxAwRFqWwnyBAU\nqawwUIk+hK4RRVpoGaGViJoWrFJ4KM0yWTyk7ZqneT7Mi8+ydvDNdfbG+f8+NdccvO5h+js7\nM84uMDiD/k9LS8uaNWuSkpJwYWRaTEyMWq3++PHjihUrzN0LE1pbW318fBITE4uKiszdCyx8\n+OUJAMAoBDQAAKMQ0AAAjEJA/8fGxsbf39/Dw8PcjTBEoVD4+/v/8V0o4iGVSnGQgGBwkxAA\ngFE4gwYAYBQCGgCAUQhoAABGIaABABiFgP4frVbr5OSUk5NjVB8fH8/Ozvby8rKxsVm1alVm\nZubExIRZOhSYaAc+E44NMBcENBHR6OhodHQ0/9XgRg4cOHDq1Cm5XH7kyBFHR0eVShUfHy98\nh8IT7cCN4NgAc+JE7/Pnz5s2beL3RnZ2tuGsyspKItq7dy8/OTk5GRMTQ0QVFRXm6FQ4oh24\nERwbYF5iD+j8/HyZTCaRSPj3+hv9J4yKiiKi9vb26cqHDx+IKDo6WvBOBSXagRvCsQFmJ/Z3\nSObl5Tk7O9+9e3d4ePjp06dGc2tqajw8PBQKxXSFn3z+/LmgXQpOtAM3hGMDzE7s16Bzc3M1\nGk1ERMTMWf39/QMDAzPfZb5y5UqtVjswMCBIg2Yg2oEbwbEBZif2gN66daulpeVPZ/H3hWQy\nmVHdwcGBiIaGhua7N3MR7cCN4NgAsxN7QP/G+Pg4EVlbWxvV+cro6KgZehKEaAc+e9hFIAwE\n9C/Z2NgQ0djYmFH9x48fRGRra2uGngQh2oHPHnYRCEMUNwnLysrS0tIMK69fv/7jKzSXLFlC\nP/u4ylf4D7MLkmgHPnvYRSAMUQT04OCgRqMxrExNTf1xLZlMJpfLOzs7jeqdnZ2urq729vam\nbJEloh347GEXgTBEcYkjPj7e6OlCqVQ6mxWVSmVbW1tPT890paurq6OjIzg4eN6aZYJoBz57\n2EUgAFEE9F9LSEggooyMDI7jiIjjuPT0dCJKSUkxc2fzTLQDnz3sIhCAKC5x/LWoqKgdO3bc\nvn27vb1dqVTW1NS8evUqPj6e/9OyBUy0A5897CIQAM6g/6CkpOTMmTM9PT2XL1/WarWXLl0q\nLCw0d1NCEO3AZw+7COYbvpMQAIBROIMGAGAUAhoAgFEIaAAARiGgAQAYhYAGAGAUAhoAgFEI\naAAARiGgAQAYhYAGAGAUAhoAgFEIaAAARiGgAQAYhYAGAGAUAhoAgFEIaFiYRkZG3N3dd+7c\nae5GAP4eAhoWII7jUlJSPn36ZO5GAOYEAQ0LzeTkZGpq6p07d8zdCMBc4TsJYUHp7u5OTEys\nqqoydyMAJoAzaFg4Hj9+7O3tXVVVpVAoMjIyzN0OwFwhoOGXVCqVRCI5efKkUT0sLEwikZSV\nlfGTWVlZEonk1q1bGo1m165dS5cudXBw2LJlS2NjIxFptdrk5GQXFxepVOrn53f//n3DTXEc\np1art2/f7uLiYmVlJZPJgoKCrly5MjExMb0Mv/38/PyXL1+Gh4fb2dnJ5fLt27fX1tYaNabR\naPR6/aFDh5qbm729vU2/RwCEhYAG02hoaAgMDHzw4IGFhcXw8HBVVVV4eHhTU1NAQEBBQcHY\n2BjHcU1NTbt373727Bm/CsdxsbGxMTEx5eXlNjY2Pj4+Eomkrq7u+PHjCQkJRtt//vx5eHh4\nY2NjcHCws7NzeXl5aGio0YXmoKCgN2/e3Lx5087OTqBhA8wnBDSYxvXr19etW9fe3t7X19fV\n1bVq1arh4eGQkBBra+vGxsb+/v6vX79GRERwHHf16lV+FbVarVarHR0d6+vrOzs7m5ubtVpt\nTk4OEd25c6ezs9Nw+yUlJQEBAR0dHRUVFRqN5saNG5OTk8nJyT09PdPLKJVKX19fIUcNMK8Q\n0GAaUqn07t27K1euJCI3N7fDhw8TkV6vV6vVfn5+RCSTyc6ePUtEb9++5Vd58uSJRCJRqVQb\nNmzgK4sWLTpx4sTq1auJqLW11XD7tra2paWlTk5O/GRqampcXJxOp8vLyxNohACCQ0CDaQQE\nBLi4uExPKhQKIvLw8Fi7du100c3NjYiGh4f5yYKCAp1Ox0f5tKmpKWdnZyIaHR01rEdGRi5f\nvtywsm/fPiJ69OiRaQcCwA48Zgem4e7ubjhpbW1NRHK53LBoZWVFRBzHTVekUunIyEh1dfW7\nd+/a2to0Gk1DQ8PAwAARTU1NGa67fv16o5/o4+NDRG1tbaYcBgBLENBgGra2tjOL//zzu49o\nU1NTmZmZubm5g4ODfEUqlYaEhLS1tX38+NFoYQcHh5/+RL1ePz4+bmlp+fetA7AKAQ1/YHjC\ny/v+/fvMxSQSyf+75bS0tOzsbCsrq2PHjgUFBfn6+np7e1taWm7evHlmQOt0OqPK0NAQEdnb\n2yOdYaFCQMMvWVhY0IxrwURk+ODEX9Pr9deuXSMitVq9Y8cOw1m9vb0zl29paTGq8Dcb8bwz\nLGC4SQi/xD8yodFoDIu1tbVfvnyZ+8Z7e3v1ej0RKZVKw3pTU9P79++JyPBvVYjo/v373759\nM6wUFRURkVG4AywkCGj4pU2bNhFRdXV1YWEhX3nx4kVcXNzvryzP0vLlyxcvXkxE+fn508X6\n+vo9e/bw/zY6c9dqtbGxsfz9w8nJyfPnzz98+FAul6emps69GQA2IaDhl/z9/SMjIzmOO3jw\noJOT07Jly0JDQ62srJKSkua+calUevr0aSJSqVReXl7btm3z9fUNCAjo7e0NDAwkou7ubsPl\nPT09Kysr3dzcNm7c6OrqeuHCBTs7u+LiYplMNvdmANiEgIbfKS0tvXjxoqen58jIiKWl5dGj\nR+vq6hwdHU2y8bNnzxYXFwcGBvb19T179kyn0yUlJTU1NZ07d46I7t27Z7hwWFhYZWXl+vXr\nNRqNhYXF/v37Gxsbw8PDTdIJAJskM+/RAzAlKysrPT09JSXF8GIIgBjgDBoAgFEIaAAARiGg\nAQAYhYAGAGAUbhICADAKZ9AAAIxCQAMAMAoBDQDAKAQ0AACjENAAAIxCQAMAMAoBDQDAKAQ0\nAACjENAAAIxCQAMAMAoBDQDAKAQ0AACj/gXh9MK5l6YQzwAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_SCRAT <- plot_umap(df_umap_SCRAT,labels = labels,colormap = colormap,title='SCRAT')\n", "p_SCRAT" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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WiqB6P86rlUicyivHw+/8cff6R3o6KiNB8gQggxQ0sfElbCxMTEysoqMTFRpjwx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\nAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_SCRAT2 <- plot_umap(df_umap_SCRAT2,labels = labels,colormap = colormap,title='SCRAT after PCA')\n", "p_SCRAT2" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scasat" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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5uZmSlenvx0JKAtLS27d+/+4sWLTZs2SRqXLVuWlJQUHBxsba3olBYAqIidieG9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\n+gf72Xhav/ER+wAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_Scasat <- plot_umap(df_umap_Scasat,labels = labels,colormap = colormap,title='Scasat')\n", "p_Scasat" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### BROCKMAN" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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AGgAZLJZN9+++3GjRvlcrmrq2ufPn3EYnFUVNSdO3d+/fXXc+fOUQ/npjg5OTVr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\nAUte/5KXHA3bAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_BROCKMAN <- plot_umap(df_umap_BROCKMAN,labels = labels,colormap = colormap,title='BROCKMAN')\n", "p_BROCKMAN" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "figname = \"bonemarrow_cov5000.pdf\"\n", "fig_width = 4*6\n", "fig_height = 4*3" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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KoRgL8iXiQEAEnxCBoAJEWgAUBSBBoAJEWgAUBSBBoAJEWgAUBSBBoAJEWgAUBS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\n/w9ofl9De2H8rwAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "options(repr.plot.width=4, repr.plot.height=4)\n", "leg <- cowplot::get_legend(p_control + theme(legend.direction = \"horizontal\", legend.position = c(0.2,0.5)) + \n", " labs(color='cell type')+\n", " guides(color=guide_legend(nrow=3,byrow=TRUE,override.aes = list(size=5))))\n", "\n", "p_legend = as_ggplot(leg)\n", "p_legend" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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sw4c+bMsWPHNmzYMHXq1A0bNpw9e/bJkydTpkx5zauA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\n6oUGDgC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CQqZMmRIUFDRj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\nw3NVk+2Vcw4IBACwyrQtf9gxKv1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D0eu5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\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+9W9iy7lvr5+mX9zogobEg7ACh1pi8m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78167OzCwC0xQVBSQ7u7udfz+GHdsY6Mc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VAq373Ju2xv7CUI/CvVCVgCeDNAaKfAAQhaDj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\nQr236czUfmNbu/uM8g94uu2ilbF5TZ3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/nFytji0vObJCJpYs/hPX1rLL/ykTAM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\nKiH8g31GvNK/xX1NbHtwACjWiRMnWrZsuW3bNrkD+VNAqO8rnzx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KlTp7Kzs/V6fVJSUvPmzdXaDgBQS1rI55SUlFWrVo0bN27lypUi4nA4EhISkpOTJ06c\nOHTo0Prb1+FQBk3879YzpTIg5poXsTocQ/9z+M0RUQ/2ClWxNwDQQj4DAKojnwFAm8hnANAm\n8hkA1KXaAMfmzZsvd2vbtm2///3vN2/evHPnTrW2AwDUkhbyedmyZSIye/Zs56Ver1+wYEFy\ncvLy5cvrdYDj70t3bP38kPRrX8d17Ioy8eNjt0X4Rob5qtEXgKtms9tWrn8/ZdeWiNAW/5fw\nl+b+QZ7uSAVayGcAQHXkMwBoE/kMANpEPgOAuvRu2KN///6rV6/++eefn332WTdsBwCoJbfl\nc2pqamRkZHR0dGXFeXmFP9yrYtHbP4iInCyo+1KKXjfoL1/WfR0A16DCVtEu4cakRU+v3fzp\n4g/eCB3d49F/zljxxdpHFk8d9dzEIVPH3jv74RVfvGt32D3dqWr48zMAaBP5DADaRD4DgDaR\nzwBwDdwxwCEicXFx4eHhH3/8sXu2AwDUkhvyOS8vLz8/PzY21qUeFRWVk5OTn59fT/ueLq7I\nL7OJiJwpkD2ZUseXLCqSuf3EO/vOqdIbgKtyy1P3nck7W3mpKMq/1q38w+Ipy79Y8+m2rzfu\n3fLx1i/+sPjp+Kd/78EmVcefnwFAm8hnANAm8hkAtIl8BoCr5aYBDhGx2+3nzvHvXgCgOfWd\nz7m5uSISFOT6voPAwEARKSwsVHEvu6LM33K652sH2v9z373vHZXoUBGRLq2kTzvR6eq09Lli\nqbAt3Xn2t58EoKqi0uIdP+6uzZOb92+LGd8/efN/67slt+HPzwCgTeQzAGgT+QwA2kQ+A8BV\nMbpnmzfffDM3N7dLly7u2Q4AUEtuyGer1SoiJpPJpe6slJeXVy0WFRU5BzuuzfwtZ2ZtOuX8\n+kRhhfSLkt5txeR1zQteVFgq0WH7sktf+Mf2PzzQs2W4nwprAqiFnMKrOKcn/Uzm2LmPWqwV\n428fU38tuQd/fgYAbSKfAUCbyGcA0CbyGQCulmoDHFOmTKleVBSlvLz84MGD3377rYiMHz9e\nre0AALXk8Xw2m80iUlFR4VK3WCwi4ud3ySSE0WiMj4+vvCwrK9u6dWvt91qTlnvJtV4nPmpM\nb4iITZFbOtpFZn114h+v/X/27js6qmptA/hzpqZ3AiRACDXUUASliRRFBAErFhC8XEUsV702\nQPhAFBVF5Sp2kXaleUFEivQSWgKBkISS3kgvM+nTz/dHQkgmkz4pJM+PtVxz9tnlHdfKzJlz\n3r130KWjz/t0crJOz0RUrZiU+Lo2+Wnfb3dEAkezfz4TEZFF/HwmImqZ+PlMRNQy8fOZiMi6\nrJbA8cUXX1RfYcaMGW+++aa1hiMiolpq9s9nV1dXWNoqpaTEbL0NOzu7w4cPlx3GxsZ27969\n9mMZTGL9A61enw6lL0b45uRr/vPTxS9XjG+ssYionFfXLqlrk5CYcK1ep5QrGiMeK2r2z2ci\nIrKIn89ERC0TP5+JiFomfj4TEVmX1RI43n//fcsDyGQeHh4jRowYOnSotcYiIqLaa/bPZxcX\nF09Pz7i4OLPyuLg4Ly8vJydrrmPxiJ/rZ2dTrdihBYKASX0DM3IadxQiAgDoDPqoZPNPjxoV\naoo3HNwxf+qsxgjJipr985mIiCzi5zMRUcvEz2ciopaJn89ERNZltQSOjz76yFpdERGRFbWE\nz+fRo0fv2rUrOTnZ29u7pCQxMTE2Nvbxx628x8EH93kXG0zfXswwNd5SHACAIJ0wc/X5j2YP\n6NnevubaRFRfCpncx7NTfHpSXRteiAyZj5aewNESPp+JiKgyfj4TEbVM/HwmImqZ+PlMRGRd\nkuYOgIiIWr85c+YAWLx4sSiKAERRXLRoEYD58+dbdyAbmeTrB33S/j3Y3c5qGYoWGa6m7Pjs\nZK+hP0i8PnPy/Wr+2wcbdTiituzLBcvq0Wrnqf2RN2OtHgwRERERERERERERUeNhAgcRETW6\nadOmTZ8+fdOmTWPGjFm4cOHo0aO3bNkya9asiRMnNsZw7exk8a8P6pChRpHOCt0ZRVy5Ca3h\ndkmhFkk5AKAziAYxv1D306aQeyZvtsJYRFSJyWSsRyt1YV7v5+8d++/HsnK54RERERERERER\nERER3RmYwEFERE1h+/btS5cuTU5OXrNmTVZW1scff7xu3brGG85BLon7cqI0p7DhXQmHryEg\nCjsvIy4LqiLEZuLPK9AYzKoFBqecCbrZ8OGIyMyhC6fq3fZUWOBbP66wYjBERERERERERERE\nRI2ncVeYJyIiKqFUKlesWLFiRdM9SbVRSN54ou8X51JhMEFWMWFRFBGajM4uSM9HkQ4dXeDl\nXKFCZj4CoiAKjk6K/OgMAMgpwL6w6ke8EZUzclgnQbDu+yBq606GBzak+dHLp60VCRERERER\nERERERFRo2ICBxERtVqfTOjk5Sj/4LW/8op0mNQfLrYo0OJUFFJUkEhwOhqiWFr1vl7o7136\nWmfA+Tik5ALIT63UqSDcblXRy+8dfPGtvzu2d/i/t0a++NygRnlLRG3M2j/XR92MbUgPGers\n7DyVu5OrtUIiIiIiIiIiIiIiImok3EKFiIhaLblE+Pc9Hf5cM8kmTwOpAAAHwhCbCY0BRboK\neRgB0TCaAEBnwI6LSMiustMqsjcA6HQmk0lMTs2f//bBowEJVnsbRG3Vis1fvbZ2qUk0NaQT\nvUG/+NdV1gqJiIiIiIiIiIiIiKjxMIGDiIhauftGdbl25p/93G1QoEV6vuVKRhMScqAz4mIC\n1MUNH3TP31EN74Sojft6969W6Wfn6X1W6YeIiIiIiIiIiIiIqFExgYOIiFo/3y7Ou18c6JqQ\nVVUFiUTA/jD8dAqXEq0y4q9bQr/99VLVq3UQUc0KNUVW6Uednyvyr5GIiKhhRCAqR3Mts9jI\nb1UiIiIiIiKiRiNr7gCIiIiaQg83G7/CwnNVnDWZrHwbuqBQ/+rCwzKpZP6cQdbtmajtGODr\ndyHiSsP7EUVo9TobhbLhXREREbUpRlHcfUMdmlHY09Xmu+D0c0mFAPp72v45s1c3V36xEhER\nEREREVkfV+AgIqK2IjPTOrP5a2/DtrAmHpGoNdn9wa/tXNwb3o+TvQOzN4iI6I6j1+s///xz\nPz8/W1vbHj16rFy50mAwNGUAqQV6n/+EPP571IqTKbN3x5ZkbwAIzyhesD++UG+6kl6UUagv\nq/zTpcy5f8b+34nk1AJ9U8ZJRERERERE1JpwBQ4iImorunZ2io5TNeWIodcyDQaTTMZ0SaL6\n8HJvH/LDIe+nhjawnxmjJlklHiIioqY0b968zZs3jxkzZurUqQEBAUuWLAkLC9u2bVuTBfDs\nrpjkPMupGIdich0/vViylcrzgzzcbGVfnUsz3Tr7cUDKzid7Tu/t0kSBEhEREREREbUifKRE\nRERtxUtzhzTxiEXF+iETNmTnaJp4XKJWo4NbOyc7x4b04Ghr/9kLS6wVDxERUdM4fPjw5s2b\nZ8+eferUqdWrV587d27mzJnbt28/dOhQ0wTwwcnk4/F51VQQb+1AuD4k64ty2RsAjKL4yI6o\nBfviC/UmS02JiIiIiIiIqEpM4CAiorbisam9/vVCQ6fy11XY9cwew3/QaJt0vWuiVkMiSL58\n6f/q3Xxoz4HXfz3RztkK+7AQERE1pbVr1wJYvnx5yaFEIlm1ahWAn3/+uQlGz9UaV5xMbkgP\noij+EJzReU2I7MMLkg+DPD+/dDKxunQQIiIiIiIiIirBBA4iImpD/rNy4rE/nm7iQdV52mMB\nCU08KFGrMW/y0wFf/eHi4FynVkq5cv/KzRe/2+/t0bGRAiMiImo8AQEBPj4+3bp1KyspOTxx\n4kRjD/3HDdWk325YZekMVbHBKIqiiMxiw30bboxaf/1KepE1OiYiIiIiIiJqtZjAQUREbcvI\nYd5urjZNPGj8Tc44JKq/0f2Hnf96j0wqrb6am5OrjdLGy739/CmzIjecmjx8XNOER0REZF05\nOTkqlapHjx5m5b6+vllZWSqVqvGGHr3++qM7ogJvFjZG52eT8of/cm371ZzG6JyIiIiI6I6w\n4WzK/J1RH5xMTsnXAThwNHbmC3926PeNfZcvB9y7bsefN5o7QCJqfrLmDoCIiKhJKRXS375/\nePbLe7Nyipts0IcmdKu5EhFVrXfn7juX/fLYB/80GI3lyyUSibO9U6d2HZ5/YOYbj/5TEITm\nipCIiMhasrOzAbi4uJiVOzs7A8jNzXV1dS0r1Gq1a9asKTvMyal/esTx+LwzSfn1bl4bOqPp\nqZ3RBTrfeYPbNepAREREREQtx5HYvG1Xs/MLdEe2Xs45nwAA3TxWtXfySMlJSlCXVQu/kTXz\nhT9/+e+Vv357XKmoYSITEbViTOAgIqI258Hx3eIvLbgWkbVhW9h36y839nD/eGZg18512/2B\niCqbNuL+iPUBW4/v1ui0U4aPz8jNLtIU3+c/soMbnwAREVGrotfrASiVSrPykhKNRlO+UKvV\nLly4sOGD5mmNr+yv165/ogiLCZRVlQNfnk9jAgcRERERtRoi8Hd0bnSOpp+nra1MUqQ3iUAP\nV2VXFyWALeHZz+6KKa16VzeoNIhIR2xWcWxWkqXeDp+MX/1t0Ptvjmi6N0BELQwTOIiIqC2y\nt5MPG9zxwNHYxh5ILpe888rwxh6FqI3o1rHL+8/8q7mjICIialy2trYAdDqdWblWqwVgb29v\nVnnHjh1lh+np6a+99lpdR4xVaXt9G2o0iXVoI4rI08BBCWkVm/PmFsPFzuKZ9AJ9XSMkIiIi\nImqZjKI4dWvk39G5lU+9cXeHryZ1+eJcWoXSwV0QkV59n7sPRDGBg6gtYwIHERG1XU9O91v1\nTWBRcSPeQdbrTRu2hX+6dGzjDUFERERErUnJDim5uea3gEtKSjZSKSOXy5944omyw9jY2Hok\ncIzZcL1u2RsABAHOthbKL8Sjkws6usDJ0lkAwNiujnUMkIiIiIioJcrTGh/47UbgzUKLZ9cE\nppmAjMKKN5+dbDHcF0k5SLWQ81Ei/Hqm0ShKpdwpmKiNqmKeBBERURvg19P98P9mjhru3aij\nRMbWfydyIiIiImprXFxcPD094+LizMrj4uK8vLycnJysO5zWKKbmm6/2UX+iiEtJiM2ExPLt\n5g4OCgeF9Mn/Rc/8X/TW8Ow6po0QEREREUGv13/++ed+fn62trY9evRYuXKlwWBo4hjCM4rf\nPJjo9WVIVdkbJb4OTDNPw1BIMbwrHuhbTSuN1hCboLZGmER0R2ICBxERtWkjh3mf3jsr4K9n\nhw/uKFfU9mvRVtRLRct3myvfqHZxsmlAgERERETU5owePTo6Ojo5ObmsJDExMTY2duTIkVYf\n638Hoqq4sK2X4b6YMgBVXwCnFeg2Xcn6/VrOjms5z+yKUXx0YehP4ZHZxdaLgIiIiIhauXnz\n5r377ruenp6vvPKKu7v7kiVLZs2a1ZQBHI3NHfxT+JrAtEK9scbKCbm6vvJKpTaViyoo1nDb\nQaK2iwkcREREGH13p8CDz4Ucfd7RoYZL5xIdjYVjtIn+HkI3uWaUJsnbmC+HSSkaOxvzK9/9\nnjSuq5XDJSIiIqJWbc6cOQAWL14siiIAURQXLVoEYP78+dYd6NctobP+8Qcy863bLTwcXSVA\nobbGigaTeCmtaNAP4YV6k5VjICIiIqLW6PDhw5s3b549e/apU6dWr1597ty5mTNnbt++/dCh\nQ00Ww1O7Ygx12YLw2v+u3BWdopRVfCZb7QYpP24MqVdoRNQaMIGDiIioVN/eHrs3Pl5jNXdT\ncQ99jq1o+OnLB4Muvt6vp9tAXcbE4rjHXVS7d88N+OtZ//6eZZX79HJ/eFIPsx7UGXlBf4dG\nBsdbN34iIiIiah2mTZs2ffr0TZs2jRkzZuHChaNHj96yZcusWbMmTpxo3YG++P4CABy8ilQ1\nAJhMMFpnOQ6VqeZphWWKjeKCVWetMi4RERERtW5r164FsHz58pJDiUSyatUqAD///HPTBPBH\nhDqrqBY7tpRf5k5ddPHvCG18uY22ozNR7XV3Uoq1c6yJ6M4ha+4AiIiIWpDxY7oEHXzu1y1h\n6jzN7v1RGu3ta/F+vT3+9ajv7i/3Q50nlUkeefWB4Q8OBPDt+WXXzkfrivUOrnYu7Rw7dG0X\nsOfZtesuhd/I7N3d7bV/DrWzrXDn+tjW89+88V9tkQ7A4PF9l+94Va7k1zERERERVbB9+/aV\nK1du3rx5zZo1Pj4+H3/88VtvvWX1UdLSCwAgtxg7L0MhhdGEhweik5t1epfWYtaQKCJPA4mw\n+fD1eeN9xo7sbJ2hiYiIiKiVCggI8PHx6datW1lJyeGJEyeaJoAVJ27WXEljQKEW7vYAEBSP\nfA0AZOajk0tphT4dYDLhRERVaRx3D/GySrREdCfiEyMiIqIKhg3uOGxwRwB7D8W8+NbfqekF\nNkrZrMf7fffZA3K5ZM780SmxGe5erk5u9iX1ZXKpg7PdRwu+T0vIAjD0/n5L/rvA30EbH3Qh\n8kjx+ujIeR897uzhmJdTeGjT6QPrT6XGZpaNdfnYtX2/nJjxipVnUhIRERHRnU6pVK5YsWLF\nihWNOkoPX9egy6mlBzojANRlLeiKxBqWga4srxj7w5FVAACCcOBoDBM4iGpBRPZ1aFSw74j8\nm0i7AIMWDl7wfQAOfNJDREStXE5OjkqlGjJkiFm5r6/v0aNHVSqVq6trY8cQpappo8BCLQ5e\ndZjQu+BEBNLzS/crdLZFnw4VqglCVdkbE+/t+u8Fw6wRLBHdkZjAQUREZNnUB7onh76SllHg\n6WEvlZbejFbaKXz7dzKr+cX89SXZGwCCD19d/cK6M3sulxwe+e1canyWAISfja6wbt4t5/eF\nMIGDiIiIiJrFN5/cP/KhzcaypA07BTo417ezKrI3NPoq91I5FlGavQFAFM9dTKnv0ERtgFGH\n2P3ICoNBC9FkflYVCVUUhrwMB+/mCI6IiKiJZGdnA3BxcTErd3Z2BpCbm1s+gUMURbVaXXaY\nm5vb8ABEQGuo9EVcwiQiKQfX0xCXhft6ffhE3/UabWiyGgAEYLq/+VVxiOWVPGZM7vnHxkcb\nHioR3bmYwEFERFQlQUDH9g7V1yku0MRfTS5fEn42uvzhtTNR1UxjDD0due3z/fc9ObyDj0f9\nAyUiIiIiqrvhQzru2/rEOx8cj4xT23k7D3nS/18P9Zi+LdKaYwREwd0BgzpBUnFHFVFEaoV7\n6Nk5xdYcl6iVCVuHvKRqa4i49C1GLoHMrolCIiIianJ6vR6AUqk0Ky8p0Wg05Qvz8/Pd3Ky0\nOWDJ6Cbx2V0xhqqWrJMI8HREsR4ju8PJ5s1DCWjvhmfvhsGIfA2cbCt1Z6jch41SNvruTglJ\nud4dHWWyWuxISEStERM4iIiIGuT4jkCx4tIaEqHC7MMaFqEWsWnF7m2f7Vu65eWh9/ezfnxE\nRERERFWbNM530jjf8iUSoQH7qFTm44Gj1+FvvogdBAG2chTcXoDau6Oj9UYlal2STtWUvXFL\n8Ne4e2EjR0NERNRsbG1tAeh0OrNyrVYLwN7evnyhTCabOPH2ysfFxcVnzpyp99D5OuOoX6+F\nZVSbc2yrgF8H80KZFK72Fip3cEZ+hYwTKKUanfHt5cffXn7czdXmu1UPzJzRp94BE9Gdiwkc\nRERE9Rd+Nmrt67+ZFaoy8+raj06j/3nx70zgICIiIqLmlVagb2+vSC0wvydef3IJenrCYML1\nNGj06OyK9k4lZxyHd80/FlFWkft8E1Up5RzEKvcpqkCbhyvrILeHey94DoLAmbtERNSqlOyQ\nUnkzlJKSko1UytjZ2R0+fLjsMDY2tnv37vUb9/uL6a/9nWi0VpqzCNnlJENshnm5Qg5taUpH\njkrz7Et/5ag1C+YOts6gRHTnYAIHERFR/QUfvmqtrm5GpoomUZDU5p4cEREREZH1nU7Mf/C3\niEL9rV29ozNwOQl6E7q6Y7gPZNL6dCqKGN4VW4NKF9s4D4zugUGdAeT39erfxXlQQaGNjWzu\n0wNGDfO21hsham0Mmlplb5TIjQGArFBkXUO/Z2uX90FERHRncHFx8fT0jIuLMyuPi4vz8vJy\ncnJqjEFPJuS/vD+hob2IIgQBRXqEJQmXkgxGk4U6BRUW5DCaxJffPSQIeGkOcziI2hZmYRMR\nEdWfrYP5hos1qipP22QSc9LNk8eJiIiIiJrMvw8l3s7eiEjH31eRnoecAlxKwMnIClXNVnuu\nRrd2CEsuv1UKLibg1haE4Q72Wzt6bnRzH3cwZfymGxHZte6WqE2RyuvTKvsaCtKsHQoREVEz\nGz16dHR0dHJycllJYmJibGzsyJEjG2nEPREqK/RyJhpbglwSMmSXkkSL2RuwfON41TdBVhid\niO4oTOAgIiKqvzGP3mVrX7ccjmpmP+Vm5jcwHiIiIiKieruWqYHOUHpgryjb6wQAojJQtmS0\n3oRdl6AqqtBYb7z9uliHkxHIKig9zK2YljGuN4TbF8VGEXqTqDeJx+PzZmyPtNa61EStR04k\ndAU1V7NIk4PCdKhjoC+quTIREdGdYM6cOQAWL14siiIAURQXLVoEYP78+Y00olzagOWsDCbk\nFOJMDK4kI6dQfTTS8tobVYtPVJ+7kFxzPSJqRbiFChERUf3JnOw7De8TdTykrg0t7V8sZCWr\nug3sbJ3IiIiIiIjq4lpmsaFYd/sqtZMrHh2MXZeRngcAIiDeuoZNUSFfiwPhmOCH9k7QGXE5\nERfi0dMTno4o1OJ6GrQGXEvD08PgYgcPB8RmlnYrkyAmE+piDPSG3HxPlhtZmshsjZ+HTRO9\nZ6I7QsLB+re9tiWtoGj1+WvXs/LmTnnuiSkLrBcWERFR85g2bdr06dM3bdoUExMzevTogICA\ns2fPzpo1a+LEiVYfyyTipX3x/w3Nqr6aQirojaLlPOSAKFxNuX0okcBUtwQOAI88vyst/LW6\ntiKiOxdX4CAiIqqny2Hp/YZ9F3niSj3aVk7bFiF+/NyPsaFJDQ+MiIiIiKhOApML/X8I18qk\nUJRLqpBK0N+r9HUnV0hv3UQquTmdU4jfg/HDKfwcgAvxABCVgTMxCLkJrQEAjCZEZADA4M63\nF/MwmBCZjnMx2B0CS7MPbWQNmOBI1PqIRhSkN6R9BwfbD8b638hSPblm5eb9G3B1M84sR9Dn\nSDlvtSCJiIia1vbt25cuXZqcnLxmzZqsrKyPP/543bp1jTHQk/+L/vlSRrGhhpQLXVXZGwC6\nt6twI/guHzjZ3j60rdUuaZlZRVUPQERW1/x/b0zgICIiqqeFH57skZ0gWOnyWQB0Gv2ZPZes\n0hsRERERUe0980eMweJlrZ2i9MVNFdadxvYLiExHR+fbi2cYjKjmejg+AwDkUkzwQ7d2FU6l\n5yElFwAScsrK7uvq1NWlbhsUErVyGjXEWszTFarLfLKXy6b06ATgp13fIfs6jDpoVIjeg+xr\n1gqTiIioKSmVyhUrVsTFxWk0moiIiEWLFikUipqb1ZEI7I7Iqble9bq4wdXu9mE3D0wdCA8H\nyKSwV2BY1+r2275FKpVU+1VPRA2mVeHiGpz+PwQswaklCP4P1DHNGA63UCEiIqqPhGvJ4RcT\n/E3ahnRSeSMVkZt+ExEREVHTUhXq4oJvwtfDwrnEW/esjSYUm1Csx6FrGOYLRxvkFNbcdVYh\nbqRBVYjgRAtnb6QiWYWLCejZDj4ejgrp8qldGvA+iFod0YTwDbWrKUKmhKHK36cKqQRAbnFR\nhdKbp+HetyEBEhERtWIJaq2lBePqzsEWObe+gg1GBMciq6D09amo2nTw2FQ/a8RBRFUw6RC0\nusLMhMJ0hK6D3B4+E+B1T9NHxAQOIiKiOju188LqF9cLoqV73HUgChXzNxQ28pEPD25Yn0RE\nREREdfP6uwfFzKJKCRwiwlMRdtNCgwINnhmOG2k4er2GxWVF4Mj1Ks9G3NoYIioTUZn5wJtJ\nmZeOzq1T8EStWVEGirNrW9lkrOakr6vDlRcfHtDetUJpQQqK0mHXvr7xERERtWaBybXIV66N\nCb2wMwT5xRCB8FTE1/rLHQCgUEiXvzvKOpEQkUWh6y2vK6kvRPQexB8GTLD3hu8k2HtC2hRr\nRjKBg4iIqM7WLdlp0Bn6ILNh3ZivfDd/1cweg30a1icRERERUR2IIn7fEwEbOXI1KNahgxMG\nd4FEwLYLUBVZbmMyAYBfB8RlIaaBl8QVXLmaUVSst6vdXuBErZa+AIknUJBS3f5ElUkVMBmq\nOvnyXb2Fyku0G3UIXos+M+HRv16BEhERtWYOCol1OrK3wajuOBAOADdS69papzO+9PbBw7/P\nlMmsFA8RlRfyI/ISLCyWXsZQDAC5sQj5HhDg7IsBcyFp3BQL/rUTERHVjV5ryEpWAZCjuhlO\ndSZg1Iyh1uyQiIiIiKgm8Um5Gq0RuRpEpCExB0Hx2HMF+8OrzN4A0OPWfP32TtYNxtZGxuwN\nautMBlz+AclnkRuPvITathIkcO9T3fmqbkiLRsTuq2OIbd2bb74pVPLUU081d1xERGRlY30c\nu7taaaq9h0NDWp84kzj/7YPWiYSIyssKL73krip7w5yI3Fhc+rYRQwLABA4iIqK6kitlnXt3\nqL5OXeZJlfLx6+jkZl+/kIiIakOv13/++ed+fn62trY9evRYuXKlwVDlNE0iImojKSDR7gAA\nIABJREFU8vK15kWpuUiwtLCzACik6N4OXs63GmusG0xhkT7gvKVNW4jajutbocmpT0OPgfUc\nUZMH0aqTE1q70NBQuVw+oaIBAwY0d1xERGRlDgrpsef63N/NueaqNSrS1aGyrweeGYYXx2DG\nINy6Xbx+a2huXqXrdiJqoOQzdW8joigd8Yfr9RSotriFChERUZ298tWzyx7/RlNY5UXzrXzN\nahbeqkAiEd5b/6JVYiMiqsq8efM2b948ZsyYqVOnBgQELFmyJCwsbNu2bc0dFxERNae+vTwc\nHRT5BbW4pywCOiNiMpFVgJl3oVCLiDSrx7P/SMyYezpZvVuiO0Ps38i+Xp+GogmGqlfNqakx\nUgLhPbK+zducsLAwf3//I0eONHcgRETU6NxspaHp9f6GLUda6+n0jkr094KrAwSgkyse9sdv\ngTAYRRGZ2UXOTlZaEYSISmhUdW8jAEDiceTfRP/nIEitHRPAFTiIiIjqYcDoXhuufdLFr2PF\n4soZl7VdeOv5FY917efd8MCIiKpy+PDhzZs3z549+9SpU6tXrz537tzMmTO3b99+6NCh5g6N\niIiak1wumTG5V93a5BZjXxh2BENvBGDd3bjt7biFCrVV8Ydx81Sta1f6+Rm7H04+9Ry6KKOe\nDduetLS0zMzMgQPru94JERHdUT49k5peqLdCRy62NdcRBADI1+KvUOy5ApMIAI5KeDoA8Onk\n1M3HxQqREFF5xgb8gauikHbJeqFUwAQOIiKi+nByc1h79v869y6fw1HbdA0AZbfbpFLJq2ue\nfez1B6wYGxFRZWvXrgWwfPnykkOJRLJq1SoAP//8czNGRUREzS46TrXtj2t1bpasLsneAGAw\nmGqsLgiQCDVfLUsEYeaMPnUOhqgVKMpA4vHaVEzMLYzIyjVWnj6gyy/dwLtaRtHSUs+2brUZ\nmgCEhYUB8Pf3b+5AiIio0V1IKVx1OsUqXTkqK8zRV8grTdmXy1D+OzopB5Hppa9FAQI2fjNF\nIqnTzWciqgWh9nuVWLqKLky1XigVMIGDiIionmRy6TcBS2YvnVFyL7qOO56VXnA//uaDD80b\na+3QiIjMBQQE+Pj4dOvWrayk5PDEiRPNFxQRETW/k2eT9LXIwGggUYTJ4mPjiv7vrVE9u7k2\ndjBELVHsgcplYRnqh7cf6/bNH1O3HQtJzynQ6SdvOeLz9U6/7/8c8MOeG9m59RhHAK5lVmiY\nq9U30srPrVJoaCiAvLy8SZMmubq6urm5Pf744xEREc0dFxERWd+u6zmGOt7wrUohBDzQT9Gr\nfZee7gB0tzKhS9nIMLSLeZvsAgBQFSEjDyJkcj7PJWoEbt1qrlOqfAbVrY8GW3erRnNb7fNK\niIiIyJzCVv70uw/JldL1S3ehulvSosX1Oe59bNjT701pvPCIiErk5OSoVKohQ4aYlfv6+h49\nelSlUrm68mkZEVEb5eSoaO4QSk17sMeyd0c1dxREzSQ33qxArdFP+u1IakERgDh1fmBy5sx+\nvn/HpADo5e70wuCeibmFfu7OdR0nTl0wbvPBh3t2esSvi1QQjsSndnK0f8M7Ht7866uVkhU4\nli5dOmrUqMmTJ4eEhOzcufPIkSMnTpwYNGhQ+Zoajeb1118vO8zLy2vqWImIqGHql7zRzk6e\nWWS+KYNJBHp56np5Jv5y2rxBR2dMHQidAedjK5TbyhGTiTMxMJoAFBUb6hUOEVXL9yGo46Gt\na2K0AAB27dBhWCPEBDCBg4iIqOEef32SUqn4/p2tZuX2zraFucUALGZvPP3elNlLpjd+dERE\nyM7OBuDiYr5bqrOzM4Dc3FwmcBARtVkP3OerkEvNZwE2ibJx/ft7vv3y8Gce7dv0MRC1FCbz\npzIuNvJ9T49/aOuRtAINgKwi7cHoZAD927kEznvITl6fm7pvHrqwJvA6gHUh0etCogHYy2WX\nX5wKqbKh8bcZarXazs5ux44dU6ZMASCK4ocffrhs2bK5c+eGhISUr6nT6X766admCpOIiKzg\nET/XVWfqvD9C5eyNCsb2wuFrMJVLDlEVwSgiPgt2ChTpbpefrZDPEZ9Yn5W3iKgGCkcMfwfX\ntyMrzPyU5Tm55bj6QdpY0yGYwEFERGQFU1+8L+JS3LGt5wEobOQPzx/Xf1TPgWN6/70+YN/P\nJ9VZeY6uDgPH+PUY3DnwQKhcKRs9fcj4p+9p7qiJqK3Q6/UAlErzW/MlJRqNpnxhXl5eSWIH\nERG1Bc5Oyocf6LFzX1Ov/+/pYRdy/B+RMTndfJw7ezs18ehELY7MBvpCs7LBHdw+n3jX7N2l\nU3UdlXIA/7q7T/2yN47Fp5Vkb5S5u5OHo0I+7Jd9zo7nXn0k850nF9Qr9LZl9+7doigKQunt\nfEEQli5d+vvvv1+5cuXq1av9+vUrq+ng4BATE1N2mJSUdN999zVxtERE1BB3ezssvdd7ZUCy\nqdq1OORSQW8sreHtKE/OrzaBo6cnUtQIS75dotFjW1CF1A1L7GzltYuaiOpKhEtXZIWbL7tT\nffYGLCyhZ0VM4CAiIrICQSK8/dM/nl30cHaK2re/t72zXUn5I6/d/8hr95ev+fD8cc0RIBG1\naba2tgB0OvPbAVqtFoC9vX35QqlUOnTo0PJ1wsPDGz9GIiJqNkveGrn/aEyxpnQBgBFDvUKv\nZxZWP3ewYTxc7bb+OK1je/uO7e1rrk3UFnQYhqQTlYtHdvIseSFAWPTIs09+/017exsLzStN\nEEzMK2xna2Mrl5aVXEzJMmuUXagNvJkFIFeb/u7PKz2c3Z6fNLMhb6I12bt378KFC8uXXLp0\nSaFQACjL3ighCMLw4cPDw8Pj4uLKJ3BIJJJu3Wq/qzoREbU4WUWGny9lVJ+9AaAse0Mi4MWh\nnstOJFdf3767R2FsJkb2gLcLinQIike8+Xd0ZX493WsXNRHVhUaFsF9RnF2uSKjtBkomTc11\n6osJHERERFbT0bddR992zR0FEZG5kh1ScnPN19ssKTFbb8Pe3v7ixYtlh7Gxsd27d2/8GImI\nqNkM6u8Zcvz5X/4bmpuvfWhit+kP9uwy+LtGTeDIVhXt+PPGXYM6ODly4wYiAEDXCcgKR7H5\n85scjdZOJjNBlAqSx3ydLixemhQVYKG5AAAmEZJbqQUHo1NS8oveG9XfRiYVRQgCfJwdzBpF\nq/LLH249vpsJHGXUavXVq1fLl5hMJoPBEBkZKYpi+UQN3FruriRnmoiIWo2/Y3LTCupwSWwS\n8XFAiqdEzDBVN3P/pcf67uvb/kaeHgAKtVAV1KZzGxtpzZWIqK5i9lXM3gAg3kqOrn4PFRFF\nmShMhX3HxohL0hidEhERERFRy+Hi4uLp6RkXF2dWHhcX5+Xl5eTEheuJiNq6Xt3dPlt234+r\nJ01/sCeAOTMHlD/r4mw+479nV7eGDCcCP24KmfXy3oZ0QtSqCFIM/RccvMyKlxy/7Gyj0BmN\nj/ftItGo71JmPOLXpeysCLx1KPhCSmauRnchJWvSliMpBUUA4nKLnr+r37Kx/jYyKYCSBSNm\n+HXp6VbdVd/Ry6czc7OrqdCmzJo1S6zIxsYmPz+/f//+kydPLl/TaDQGBgbKZLJBgwY1V7RE\nRNQYsvNq2NakMq1RfL5PDdfJRr2pNHvDaMKBcOTWPInfr6e7Xw+uwEHUCPKTLJUK5f5bFQEA\nQtfB0CjrcDCBg4iIiIio9Rs9enR0dHRy8u2VPBMTE2NjY0eOHNmMURERUcu0/J3RLz8/2MZG\nJpNK7h7iFXxkzlD/DiWnZFLh7Vfujgh8IS74pY/fH6tQ1H8u4F8Ho7NVxVYKmejOJ5FhyCtr\n4xVLT4YciUv54vzVob/sOxiTklpQ5KRUfD1pmEnpBGOFJ0kFev2XgVeHrzvg8vm2/dHJ+5+a\n4OVgV2wwBBc5ykzmz5yUUsn93TpUM77JJHabNTK/qFbzgNsmV1fX8ePHJyUlffvtt2WFn3zy\nSWRk5DPPPOPuzkdrREStinuxppYbKZSRCsK7D/nebWm7szJrgtJKX6mKUKCtvkOJVBhzT6fd\nGx+VSqt/lkxE9aJ0NivQGk11aK4vwvUt1oznFm6hQkRERETU+s2ZM2fXrl2LFy/esGGDIAii\nKC5atAjA/Pnzmzs0IiJqcaRS4dtVD3y76oGyksC/nztxNjFHVTxqeCevDg4AunZ2XvT6Pd4d\nHea8uq+qfvr19nByVJy7mFJVhaIivbsrNx0gKiMMGPTga5t/+VgQTOLtR0ZqjU5vEt/de+TT\nicNkhtsJFmn5pRP+Jvh2XHavf8lrW5nMtjBp6YmMDg42zw3o7qiUl9V3tlFUP3yBpnDUGzOO\nr/7d3cnVau+pdfnmm29GjRr16quv7t+/v0+fPkFBQQEBAX369Pnyyy+bOzQiIrIyR2dlDTPw\nKxna0R7A+XeHP7w1Ym+U+T62pWQSlGxvpqzhEe3dQ73OH5hdtwiIqHomA26ehjoGcjt4jUCX\n8bi6qfSMKJ6/mfnJmfAfp4zwcrT0K9XiniqqGGjUsHGxbphcgYOIiIiIqPWbNm3a9OnTN23a\nNGbMmIULF44ePXrLli2zZs2aOHFic4dGRER3AKlUmDDG54lpfiXZG2Wee7L/pm+njrq7k6uz\nsny5vZ183rMDj+566vjuZ5b8e6Svj7Odrbxil+jn59HZm9t4EVUwduA969/5Ui6r8PdiJ5c5\nK+VXU5KH//KH1nB7UmA7O2XJzeXRnT3LCt88dGHq1iMfBYS+eiDI/6e9Ko0OwF+RNzMKNU/1\n87WV3141x9VSPkdY3I0Xv3rX6u+r1ejTp09wcPBzzz0XHBz89ddfJyYmvvXWW+fOnePyG0RE\nrU//7nX+bA9KKejxTeiJ+LwdT/S0k1d6Ams0ISQJ+8JwPAJZhQgy3+i2PDtb+dGdT9U1ACKq\nQeROxB+COgYZYQhdB60K0tJLYokg3NPJw8/d2e/73f8+fNFCW8sZXSIufQvRaN0wmcBBRERE\nRNQmbN++fenSpcnJyWvWrMnKyvr444/XrVvX3EEREdEdb/YT/U7/9WzG9X+9Mf8uB3uFXC6Z\n/mDPmAvzf/lqcvt29kqF9MOFY2IvvFSY8O9nHutb1qpvb/c/Nz3WjGETtVhzH3hy9we/yiS3\n7xC/M6KfTCLJ0eguJ6Vez1brjKZNoTErAq6cvZl5ZNYDj/bxgdyupGZagWZN4PWyhnHq/B+D\nIw/Hpjz6+4kjcakDPV23PXpvF2cHT3ubf9/T97P7h1oMYO/5IzqDvlHf4x3N19d348aNaWlp\nOp0uPj5+9erVzs7mi28TEVEr0M1NqZBUsQSHCVAVOVg6qdIY5v4ZZyuTzPH3MD937AZORyMu\nC9mFiM2AUgaleYpzic7eTqnhr9rbWT5LRPVk1CIjtPS1AIhGRP9Vfo9CiSBZNXFIOzsbJ0Vd\n9jAxFCLhqFUD5RYqRERERERtg1KpXLFixYoVK5o7ECIiaoVkMslXH074csUEg8EkrzzdEADw\n2/cPf7pkbMLNvN7d3dt5cOcUoio9OOy+9o6OD/foqDeZJnf3fqxPlzNJGcEp2QA2hcYFJKRd\nTM0uqfnsgG47Hx8L30lIOQ9tbkJugVlX31y4nlpQLIrIKtJqjabFxy8l5hZEvDyjl7sTAEe5\n/JfLUVqjKU+ru5KuKmliNBmlEs76IyKitk4A5t/V7pugDAvnItJgEv94vNuTZzJVmooz70Uk\nZBWFZhQejMmrUK43IToTAPp5YVzv0kI/L2wLqtz9xq8nOznWsPEZEdWZQQOI1VeRCMKVF6c6\nKOqYPpV9A10fqLlarfFanIiIiIiIiIiIrEAQUFX2RonO3k6j7+7E7A2iGmUVaQ7GpAzp4GYr\nl64IuDJl61GjKAJYE3i1LHsDwG9hsdcy1ZDIT0r8V54OC89UySrOFU7JLxZFALjPp31wStbV\njFypIPi6lu6FNLNf18Oz7j81Z5JSdntrFVGEVCIFERFRm/fphC6D29mUHhhNSM/DTRXOxOBy\nopeXw1Nns8yzNwAUafHjqYlTt8Sm5lcol0vgbg8BGNH9dqGHPVztKo+7+OPT1nwbRFRC6Qwb\ntxpr1Tl7A4DMpuY6derPut0RERERERERERERUUO4ODjFqbJeORBoVi5WmjR4IU3VN2bv5r3n\n1l2OstiVrVz2n0nDBrZ3PRafBsAoirkanYfd7bvMmUXaCylZZYf2NkyxIiIiAgA7ueTiSwMP\nReZs+jMy9mJSZJw6P7dY3t5JMcM/xU6JYoOFNjZyCMiMz0FkOgZ2QmouLsZDXQw3OxTroJDB\npuKT2ZE9sC/UrI+gyymN9p6I2rY+T+LyD9bv1rmrdfu7g1fgePPNN4VKnnrqqeaOi4iIiIiI\n6uCvg9H/eP/oO5+eTriZV3NtIiIiojbg2XGPmJVIBMFsdY0SA9s7AzCaqlwOulhv2HU98ZfL\n0TJBcLdTAvj+YmT5Cgv2nS2fFzKk58AGBE5ERNSqSAQ82Ntty7v3nN/xRM6FF/SR//pj44xc\nO2WVDbSG0i0aQpPx1xXsvISEHOQWIy4b+VpoDcjXVKhfqKnch8kkpmcWWvV9EBEAwLELFM7W\n71ajtm5/d/AKHKGhoXK5/N577y1fOGDAgOaKh4iIiIiI6uqVVWe+S9HB3RFafLn41NQRneeN\n7zKtt2tzx0VERETUnFY8/86GI//LyVMBkArC6vvvmj+k17jNBwOTs8pXkwCHo1OXHL2slFa3\n6cnfMcl/xySXHX5w6kpmkebNe/r6ujgsPn55542k8pUH9+hn1bdCRETUqgQlF1V3OrOg9IW6\nCGpLNY9GYHI/KGUAoDMiKsNiNzkqTft29g0KlIgscvFBhvmyN9URAQtJ1BVJFQ0IyII7OIEj\nLCzM39//yJEjzR0IERERERHVh05n/D5JA09HABBg6uG5J7Voz/YoB4V0wV2eK8d3kluaZkpE\nRETU6tnb2IX+ePidnz7cH3T0H/19ujrbbwyNkQjml0aOSsV7R4NLXsskEoPJVJvOjaKYXaR5\n9PeTj/bu/E3QdbOzDrZ8XERERFSlUZ0dqjt9NrqG9jdzsPk8OjpBb0RKLiylYHbwtO/V3a0B\nMRJR1TSqutUXapHB0c7KK9jdqVuopKWlZWZmDhzIBf2IiIiIiO5IJxPylxxJFNs5ViiVSQEU\n6Iyfn0395DT3fCUiIqK2y9ujw5bF3z417pG90UmP/H5iwf7z525mlq/Q290pV6srO6xl9kaJ\n/11PlAD/dzKkQGcwOzVmwN0NCZuIiKh1G9fVaWRVORzX0pBdi61PNHrEZeOmGiYRevMvYgBb\nf3xYKuWEFqLGYedZxwa1+GPMuVGvUKp0pyZwhIWFAfD392/uQIiIiIiIqG7ic7XOq4Lv23j9\n84uZ1fwI+uR06pbw7CaMi4iIiKjF0em1Udl55UsECIIAiSDc27V9/bs1mS6lWbjQUsgVEwaP\nqne3RERErZ4ABMztO1RiND9hMuF8TPUNa0Muk4y5p0s9gyOiGnWZAJltLeqJdegzM6S+0Vh2\np26hEhoaCiAvL2/SpElBQUGCIIwfP37lypW9e/du7tCIiIiIiMicURQ3hGT9NzQ7JL1IrbEw\nv6QyjcH07K6Y/17J+nSI28XLqWk2yni5UibFcwM97ulU7YKlRERERK3F3vPm+0eLt/5tD0uw\n+nD/efkDqcTCWu5ERERURiLgt6d7+22IgLzcl+aNdBTpLNa3F/VK0ZAjqc0zY9x/X1cuv0HU\niGxc0PdphP5aU726/Bkaa3Wrs/bu1ASOkhU4li5dOmrUqMmTJ4eEhOzcufPIkSMnTpwYNGhQ\n+ZparXbZsmVlh2q1uqljJSIiIiJq27KKDD3WhubWLm+jVEou4jIhlRxQtT9w/iaKdPBxLznz\n/cWMkZ0dJvo6v3FPe1ebO/UXDREREVFtqAryqjqVp7P8lKiuXOyd5k+Z5ezoNGno2CE9B1il\nTyIiotatd3e3kZ0czqYX3y6q+gaFXDSZar0lwvDBXg2MjYhq4NIdjp2Rn1TphFi3vI0ydvVf\nGM+iO/V2p1qttrOz27Fjx5QpUwCIovjhhx8uW7Zs7ty5ISEVVinRarWrVq1qpjCJiIiIiAhP\n74qpW/bG1RQcjyh9fTkJjw4uy94ocTap4GxSwYrdkc4Hw1+Z7d/F26lDe/spE7vLZHfqHpFE\nREREFtnb2OYW5jde/8N6D/rxjU8H9+jfeEMQtXKaHOREQiKFe1/I7Zs7GiJqOt9O7z5+0w1V\nye0OnRGXKj8MLqURJB2MhWqJsqzEyUn56ftjN2wLC7qcalb5+OmEZe9wOzOiRiVg0As4vQyi\naF5eP92nNDikCu7UBI7du3eLoigIpf8fBUFYunTp77//fuXKlatXr/br16+spp2d3eHDh8sO\nU1NTn3vuuaYOl4iIiIiordpwJetEfJUzRy2LTL/92mjCxXhMGWihmpt9rpPtx2vOlRx16+oy\nbVLPbj7Ozz89wMFeUe+AiYiIiFqOOfc/8fXuGld4rr8fXv+E2RtEdSYaEfs31NGQ2SE/CSYD\nAMj+xqD5sPNs7uCIqIkM6mAX+erAvVHqIo1+788Xgo16G2+nl+YOWrbqtN5gKl9TD2lPvSpX\nYqOS2ADo0slp98ZHBw9oP3/OoJHD1gQmVVhSy+x5MhE1CpOpbn9sglAp26PUvvisKfd2skpQ\nZVp6AsfevXsXLlxYvuTSpUsKhQJAWfZGCUEQhg8fHh4eHhcXVz6BQyaTTZw4sewwNja2kUMm\nIiIiIqJSPwZnvLQvvs7Npvlj5yVk3JpsWmBpeXCjCUU62N5O1IiNV6/58QKAb34Jvnh4jpOj\n0kIrIiIiojvKf15ZoVQo1x3Yqi7IM4mmmhvUxbhBIwf16FdzPSIqz6i5tuedN/8OvJSW3dXZ\nYcV9gyb38AYAQxHij6DvM80dHxE1HQ872Vx/DwAv3z2trPByeMbvf94oX80oCANG9Xxvzqh2\n/t2LNXr/fp42ShkAiUTwGegTmBRVvrKmTiuYElH9SOWAUHPGlI0ruoxHznVkXat8Um80fXE+\nYtITH1o9upaewKFWq69evVq+xGQyGQyGyMhIURTLJ2oA0Ov1AGxtbZs0RCIiIiIiqsKvIZn1\naSaVYHBnHLz106i9k3mF0GSci4HeCMHC2oZRsaqN28Nf++fQ+gxNRERE1MJ89sL7n73wfmpO\nxjMfv3riylmr9CkIwnszX1k663WJwB3oiOoiP7kw+PuHfjuckFsAIKtI++jvJy7Om9rP0xkQ\nUFyvnz9E1Lps+3H6kb8jVNrbD4Y7OCu++PvfFisX6c2zM1MTshoxOCIqoVEDtciN9rkf7Qch\nNajymUupOVF5uhde+dXdydXq0bX0C/RZs2aJFdnY2OTn5/fv33/y5MnlaxqNxsDAQJlMNmjQ\noOaKloiIiIiIykst0NezpfOttGxPR9zje7u8QINkNU5FQm8EYLZ6oQwmKUwA4pNy6zkuERER\nUYvU0c1zx9LvXR2drdLbyw/P+WTeQjslJ8IR1VHE7xeSUkuyN0poDMY9kUmlB1L+TRERJBL8\n9ssMO3npE1g7ufDfXx6pqvKo4eY7LwgZ2SEnblisTERWI7dHbfKYY/5C2HoUplY+M6Sj28wZ\nbzZG9gZafgKHRa6uruPHj09KSvr222/LCj/55JPIyMhnnnnG3d29GWMjIiIiIqISC48mJeVa\n2v2kNjwc8fgQzByGJ4bCRn67PDYTe0KqamSAxE7U24qGK1cz6jkuERERUUvVztndy72DVbpa\n/MxrVumHqG0xFKMoQ1JpFcDbBTJu40hE+HVL6EOz/yhZWsPZSXn+yD8mjPWtqvIr/xji5nz7\no0MmmnoYcqJDEpoiUKK2TKqAp3/N1QzFUEXBZGljI6Ur2g2welwlWvoWKlX55ptvRo0a9eqr\nr+7fv79Pnz5BQUEBAQF9+vT58ssvmzs0IiIiIiLChr1RnwWrYGGHk9qRCOhQaYJpnsYuKrPI\nWN3+lPmCYrA2/eQp6d/HYh8c362+wxMRERG1RHFpVniiM6rvXV7u7RveD1EbkZSZ8tPe3y5F\nh7nYOy7w0Q3r6N7N1SFWVboIh61cOsOvc2nVvARARP1/BRHRHU8U8fby42WHuXnateuCf1w9\nqar6jg6KYxumPjn1Z7VE6WjSdzPkyCC29/FokmCJ2rbej8NkQGY4UN2dxiq5VJmY1XB3agJH\nnz59goODly9ffvDgwcOHD3t5eb311ltLly51drbOKoJERERERFRvP2y8vGDTVYztVaE0Ngs6\nI2xl8KnXmnlGE/aFFmUXSiUSo6nKXSqlgJ1ouEeT9PaiQxNOvyiX35GLDhIRERFZZDAaG95J\nXnFBzZWICAAQeTN28IJJRZriksMtwKLR/Q88PfGdI8EXUrJ8XR1XjPX3c7/1VMKggUYFG7dm\nC5eImluOulil1pQviY5TVd9k4Mjuz07yOb+vdLVRv2HdRkwd1FjxEdFtAvo8DV810oNx8zSM\nWgBQOEGXV4umUnQe23iR3akJHAB8fX03btzY3FEQEREREZG5L767ABeHCkXX03D0OgB0cqtb\nAofeCJMIuQRSCe7vi6PXjZnVPXIQYDpj0wmAXUzWlz8EvffaPXUPn4iIiKiF6ufjdzk6rIGd\nONs7WSUYorbguc9e93O1e2fEsE6OdkfiUlcEXPnkdPjLQ/3+nDnOcoPsCHiPaNoYiagFcXe1\n9e7omJyaX1bi38+z+iaCICzdsiDgj4tx4clePTzHPTFcJpc2cphEdIuNC3wmoNNoFKSiOBs3\nT6E220EPng+7do0XFKejERERERGRlaVnFkJbcXvIG6mlLxQSmGqxMqF4q45cCqUMEgkAeDjg\noQGQVvkrRoBogBSAUjTawLjyw6NTx60NDYiqz3sgIiIiannWvfWZIDR0d4aXps62SjBErd6p\nsEBpQXLgvIee6td1dBfP5WP9I16eIRWEyJyq5+bG/IXkM00YIxG1OD+unmQqYOWAAAAgAElE\nQVRvJy953be3x6wn+r217Ni4R7b+4/UDIeEZFpsIEuHex4bNWTbj/mdHyhR38Nx7ojuVVAml\nC2L+QlGm+SkbN1S+/FY0bj40PwWIiIiIiMjK7h3ReV9xxTQLFztIJHCxwdjete1lSxDG9ERn\n1wqFjjZwt0dGvsUWIgQAvnp1b0OOAFEEboY4PD3tp0XvjJm1eFrd3wcRERFRyzK4x4D//d9P\nsz55rVinEQRBFGu7Y7dCJh/R9y4nO4e5k558dPTkRg2SqNU4EHTsvRH9ZeUe2/R0c3q6v6+b\njbKsJKdY62arrNAs/gi8RzVZkETU0ky5v3t00PyTZxNdnG3at7Mb+dBvxRo9gBNnEtdvDd24\ndspzT/Zv7hiJqBJ1NIyWFt/oNhmx+6EptxeS3B4Kx0aNhStwEBERERGRlX276gEHB0WFonG9\nMd0f9/aqbRcGEUU6uNlZOKU3VdPOwaTzM2QLEAEIgJehwMeQu/XTfZoibW2HJiIiImrBHh09\nuXBvVPK2YN2BuFenz61lK51BP2vio3s+XM/sDarR1fjI1b//8MPezdl5qpprt2q2ShsfF/Of\nJG/c3ScwJTMxtzBPq9txLd5YeX1Bi49/iKgt6eBpP3NGn0njfL/64WJJ9kaZdz840UxBEVG1\nJBaXvRAQuRPF5a6IJHL0nAE0dEm8GmJp1N6JiIiIiKgN8unkFPDZOFnlBQZrv+K3XIJHB0Nj\nQGouDOUyNlLUUBdV085ZtJCoIYripg/31HZoIiIiopZNEAQv9/YyqeybVz/avPA/9jZ2AGwU\nSu92HatppdUzn5VqtuXY7iELJr3z00cL/rOo9/P3RqfEN3dEzcZgNOw+c/Bkgvl+B4diUl7e\nH+jz9U7nz7bN3HkqV6c/n1xhuXXR8hMgImqLklPNFxBNzyzML2CaF1HL49gZAFAxL9OpCwya\nCtkaPWfAo19jx8IEDiIiIiIisjKNwRSYXOjjrJQ25AeHmz3CbmLPFfxxGbGZSM/D5UTsD0PF\npcIFiO1NRXaioXToKraJ3PvT8bzsggZEQ0RERNQSzZrwWO6f129uvZi/J+K9JxdUVU0iSCbd\ndV8TxkV3kszcrAMnth468mtMUsRbP36gM5ROFs/OU33023+aN7ZmtOv0gcvR4e8dDY5V3f4d\ncSMr98PToaZyP0lm/XH6qZ0BsaoCvVE8kZC+80bC8hMXF/78YXOETEQtzvAh5rmV7dvZP/Dk\n9pFTNn/1wwV9tSuMElGTCboR8tX+XftjMwKTs+PVBTGq/L1Rya8dvKi27WxeVWbTBPEwFZSI\niIiIiKwpOV83Zv31OHVNUzxzChGfBUGCnp5wUFquk5ADvRHpedgfbvG8FKYBusyOxgKTgFSJ\n41WFR47UViWxdTUVm9U06Ax/fn9s9pJpdX4/RERERC2bVCL19ugA4LUZ/wiOCtt8+H8m84RX\nYd3bX/Tw6to88VFLlZh0Pe3KDqEo/Upq1sqA0Lu83d2P/Dctp8JiElHJcc0VXrMree8ag/Gf\ne89uf+xeJ6Xir4jEpSevFOuNACZ191p2r38PD7fea3eqijV9f/hTKsC/vdtvj4x+zM9HYyj4\n6qtnj+co3njsn+MHjWrut0JEzWbxGyNOnE08dyGl5FAul6RnFqZnFgI4dyHlZmr+Fx+Mb9YA\niVq/64lRqvzcgd36ONjaW6ywcsvXS9Z/ZvFUX/8bC7zkMN3aCEluD+eujRNmBVyBg4iIiIiI\nrGnR0Zs1Z2/EZWH7RZyNxZlo/BaIDPM1RQFAXYx8TfXd9NbndDQWAJCI8Dbm99bniECQomOm\npHSn6vLPLv766ZhBZ6j9GyEiIiK642x456u4/57ftfyXM2t2r35x6cQhY/41Y57mQMzcB55o\n7tCoZdl18k/JlR+HO2mHdXD55+AeVxdMyy7SZBeZX8b7u9lAo26WCJvdAF8/AM5K+f8eH+us\nVIxcf+CJnaduZOUCGNTebfeT40Z0atfORuqilAPQGoxFeuPF1KzNYbEAbGTSN4f6GLOuTXhn\n5uHgU837RoioGTnYK87snR18ZO6alRP+8/FEvaHCkhs/bAwxmcSq2hJRA2n1uofen9133rhR\nb8xo/8SgT7d9W7lOTr562cYvqurhRpYafZ+BXXtIZHDqjP5zILNtzJBLcQUOIiIiIiKypn1R\ntbjDey4Gxlu3LfRGBMVh6sDbZ40mJObgWgpm3oV9YSioMh3ECCFE0V4umnyMuQ4mXUdjgUGQ\nqAWlq1i6Akf5TSoLVEXHtgc+MJsT4IiIiKg16+Lp3cXTG8DIfne99cT85g6HWiJRFI8d/uHR\nBwaXldjJZXueGj9u4yGzmouHtEfYLxjyL0gVTRtjc9MVPOzj8sTA3tl5uW62ylVnwi+lZped\nfKRPZxuZtOT1o306f3HuWslrvVFcduLK2C4dxvq0BzDRt+P+6OQZy+aF/3LUt0OXpn8TRNQS\n6LX6qMOXwjaduZmkksk6GcpNrddoDXqDSamQNmN4RK3YVzt/PhB0vOR1kbZ40bpP/jx3aM2C\n5Xf7Ddbqdd/t2XjiyjlVgdpoMlbVwzj/kXDrDbfeTRVyKSZwEBERERGR1YhATnFNq1yIQG7F\npTXKH16IQ1YBYrLQ0QXtHDFjMLZdgMHyT6kIuXvJi2Sp4whdskQUY2SuQ7VpUtHyFJbEGym1\nfSdERERERK1UVl7OSC8Xs0IHudzXxeFiuTSFTk72nZzsUZyD3Fi4+TVtjM2qIBWhPwsGzY7p\ndwemZP4WFrfw2KXy5wUIx+LTsou1I7zbjejkCVwrf/Z0UkZJAodaowdQpC1+/9fPtixe25Tv\ngIiaXV6+9s2lx/7YF6kt0HTQqnvps1OkToaKGyN4utsxe4OokRRqivacO2xWeP5a8D2vPTxv\n8lPnrl26lhBpsaGzg1NuQZ5cJnvniQUzRj3Y+JFawAQOIiIiIiKymu8uZNRcSQA8HJCed7uk\nnUPpi7gsBMbfKrQHAL2xquyN8oyCkCBzkosmI4R4mbO7rshitXad3GoOj4iIiIioVZOKxjh1\nQeXypff+P3v3HR9FtcUB/Mz2zW56LyQkhBASCL0jvYggIO0pgoUiCoINFRQsqCiiCIIFAUFA\nqVIU6SIQINRQA4SQTnrvW2feHxuSzaYnu9mU3/fzeZ+3c+fOnbMxbGbunjm309GoxDxl8ULv\nXw/rWrxDq2qw2BqFmGOkKU4x7+XmOPvvEIP9Ky7cKVBpiEgq5C/u29Fgr4tMQkS5SpVuOZXn\nO3rfu39u2fbvPpr2lskjB4BG440P/92y87budZTARsCxKsYwV8NNzpQ7DgCMICIheui7/4tP\nq/g5rk1HdlZ2YOc2gcHf7UvJSne2dZBLZSYLsBq86rsAAAAAAADUzI3kghr1G9CWpI+LMFtJ\nqI8PcUQXo+hoWGkfhYYXlUb/3KrhqTMYabTAhoh4TKUryFo7WtZwNAAAAACA5irq4ZUdYVH6\nLXlKde9fDyfkFd5/bfw3w7t9PrjL+Zef5Dhaf+1BVFY+EamVhQWKipOkm6HCdP2tiIw8g/26\n7A0iKlJrv7pwRyoo/VLWzVI6qLXLPw8T+mw+mlJQ9EG/jtvGPREy48kzZ39ftPHL1Ox0AoAW\ngONo98F7+i0pfFkRY/hQvSzxUQMGBdCCLFz/WWXZG1ULbO0nl8rauHmZMXuDUIEDAAAAAACM\nyMtGXKN+zlY0rRfdTyZbC3K3IT6PFGq6GlumT3o+m5hN+coanrqQJ9S9kLGVPiD46EFKDUcD\ngBpKzU7XaLWX7l+3lMoGBvURCjDPAAAA0Ni1dfe6n55bpNGK+Dw+McSQTCR4uZPvlL1nbr36\n9Du9A/6JSJi090xSXhERCXiM+/bjxJFMyPd29fhx0a+eTu7mfgcmJnMmRWbJlpWFRJFXaZ56\noVpDRB0dbTq52LnIpIv6d7CXitvYWg72chYL+HyG0bDsqN9PnopJPhX9w9e7fnh28Lg/Pvih\nId4FAJjPw+isoqIyxUQZ4goZoX6LgDg7roXVNwJoKCF3r9XtwB2nDgr4gk4+AXPGTLMQS40b\nVc1hYgUAAAAAAIzmxU4Oy84kqNlKa2AQ0cg21q2sRb/eSGf9nErrcEiEZCWhXEVpP087au9K\nu6+QtuLRLFmlghGqmTJlBUWc1l1j+IRciZy03Mp2AUDV/r1xfv3f2+JSE0UCgYeji6dTq/N3\nr4Q+uF2oLCJiiDgiCvBqe3bVPnsrW3MHCwAAAFWxdm43IdD3dExyv1ZOVmIhESk1bL5a7SKX\nzjt8aekTQRP2nFZpWV1nDcvFPl5vJTa34OdfXlu+5C+zhd4wvEdSbjyp84mIBJJFE2e+veX7\nqo+wlYq2je9/Oy3bXlqc0W4hFPx2M3Jga+c/78WdiknWNXJEO/47mJGbceyrSou3A0AzEHLl\nkS1blMmTlLQ4aIuS+aUP9NuwShu2qF2v5p4PB2AmGq2mbgeyHPvb8T1EtPvM32dX7TPXMypI\n4AAAAAAAAKNpZSW6MCNg9B8PUgvVlfX5LybvxpzAnSFJ+ZeiKcCNnCyJiFRaEpddDtbFiuxl\nZC+n1AoSMjy0eR1VqRxRISMUEqtg+Hk8MY/jHLRFQtKW7198lJ9Lnd8aQAuk0WpW79u4+8zf\nEQkx2fk5lXcszrK6GxsxeOHk0J+OCviYbQAAAGjEeMJtn+6M/fdzXfYGy3Fjd506GZ1ERBGZ\nucHxqSXZGwYKVJqj4TEfZTyQ2Ps1aMANzMKJerxNWRHEsWTrO7+X+P3tP6k1ld7gENFQH1di\neO3trfUb7aXioduOO8kMn989fu1cQnqyuwPuTQCarfDDV3uoEh8KbFP4ch7H2rFFck7Nf3zf\nFKRKddfmEdHt0xnfz9+2YO301LiM2HuJ7m2d3XyczBo4QDNhZSHPqmoSo3oX74X+d/P8iG4D\njRVSrWBKBQAAAAAAjKm7myzpnS7T9kfuuJNRYQeVlg346iodukmZBRSWSM7WZCGkhGxSls2O\nl4uJiPh8g8MtWWUbTbYzW0BEDJGMUxMRn1grTTWlR6Vy8bCpfer4rgBaHo1W02fBuKsPbtbq\nqNvR95fvWPvRtLeIKD4tcemWldce3PJx9fpo+pvd2gaZJlIAAACoNbFI4mdnqXt9MyVLl72h\nk6dUP66uVYF76TnC3Bhq3gkcRCSQkGPH4pdEL4+c8ss/v1fSlZnSd+D7r6+gnPtM1En9HXwe\nM71jG/2fbYnNR3cumfamkWMGgEaA47gVL2+8vu8Kj8hPnemn1q3HxGiJSeTLiMR2bJEue0Pn\n6JbgB9eiY+4mslqWiJ6ZP3z28slmih2gmWA5NjWn4jnJWknMMNtCzEjgaDk4SrlO2ZEksCC3\n3iS1N3c8AAAAANBs8Rga1NqysgQOIqL8AsosICLiiJIryYi3tqA8BekteuKqzffS5NiwSqbc\ndDKf4zhiStq1DI/PlXlqUCwRfnPifZm1RR3eDkALxHJs2xf7x6Q8qsOxn/z27V8hJwZ26v3n\n2cOxKY+I6E5M+OmbIbd+OeHl7GHsSAEAAKBOeKV50qkFpesY8hlmxbCuY/08h207HpdbUP44\nf3trvkhWvr2Ri06OW3tgc2p2ev8OPWeNeq621cLWzF3m5exx6OLJS/evs2zpjcbUIc/8uGC5\ntcySiMja/eL5vf3cS9eSOxqZMMDTpU8rxyd/P2kwoKWFZd3fDAA0YucPhp7980q5ZpZPTCd/\nhxMRRXLW8OGTqNult137157oM7pzh35tTRwmQHN2O/p+kVJRfb/q9PTvXP9B6oZXfRdoHh7+\nReF7KeU6JZyn0LVUlG7ugAAAAACgOfO1lVS1u+KSzGXFZ9KhW6Qp7uqqze+sSrFlFeWzN3QY\n4vJ5IjXxcnjiIsawbodSoc5Kya3wQAAo78/gI3XL3iAijujag1ur9vwSqzdCbmHe/vNHjRQd\nAAAA1JtQnsF30L3s6Gwjflz37o1e7d/pHdjWzvLu3HHv9+1gcJBMKPjuyV4lpSmaiujkuC6v\njvzuzw2//7v/tTWL7Sd0HPH+1AthV2s+gkQk/uC5+RfWHPx4+lv6jS8On1ScvUFERPbWDvpH\ndXWxj8jMHenjNi3Ip6SRx5BQIBjde2g93hAANF4RobHlGxkez7uDx3sLeg/o06qAEVU9woNr\nMSaJDKDFyMjNMso4p2+EGGWcOkACR+Ol0qhX7f1lxKKpkz+bc/pmCBFpWW1EQnR8WmKtx9Iq\nKfGy3qaKEi/WbgSu0nXEAQAAAADKe8LLspe7vNLdTlYkFVYzxPG7lFH6zJ+7NreSKs6l5KxK\nSKw1q5SzFSxQfeP0veoGAIBit6OM/+8lNiXB6GMCAABAne1Nt1x35X50dv7pmBSltnj69ylf\nd90LmVDw1dCuXw7pott0kUsX9gm8tuCFQRM+J5GVeSKuq42Hd+QUlC5YkFuYdyL07AffzZn/\n2VTtvV10bS3d/YMKkmsy1IdTFwzqVLwso0KlHLn4+ZnfLizZ2862zPeyA72c5SK+mmW3jet/\n+9Wxm8f2nejvJRKJ/1j8g69bayO8MQBofJJi0so3ciwXfefRqlkbP5zc+vCJV9w7elUxgrMX\nKugD1EsX3w58nhFSII5eOV3/QeoGCRyN14Iflr6zftmJa2f3nv1n8MLJ20/+2XnOCL+XnvCc\n2vOpD6fnF1VQv64MVR6l3qD0O6RVUVGW4aKFBamlr4syKCGEki6TuqIxk6/QxS8peCmd/4TO\nf0q3NlJ+BYv2AQAAAADoE/KYk9PbLR/iwWcYIqKYDDp+l47fpZgMIiI+j4SGRTKqJuA4pn4h\nnd13lWOrTQIBACIif882Rh9z7cFfb0bdNfqwAAAAUDcx6enzj14OWv+3j7W8+KKdqFCj0e/z\nZq8AAY8nEUm2Lt20ctmxdk8uIwtncwRbL6nZ6UTEK3s7cSY25Z0gB37aTSpIovQ7dHNDmTnz\nSqzau0H3sGWJX4/u3Bd8RPeaEZZZGMXTRvZ6j/YMMWsu3933IOmuxqHvoBfzDoZPGjC6nu8I\nABotVlNVxdEjm864W/MzoyvNGLNzse71VCcTxAXQgtjKrT98/g2q5zQi0cPE6E+2rnr2i7mf\nbV+tnwnaAJDA0Ugp1arNR3fpt7y9/rM7MeG610cu//fJ1lVVHZ/1kK58S/d3090/6MKnFPo9\nMWX/W+dEF+cUJ1+lq99R5N8UcYAuf0OZD6h0sXCOcmLowX5S5RERaVWkVVJ2FN3ZQhojLB0E\nAAAAAM2bXMRf3N9tUGtLupdMh27RgxR6kEKHbtHvl2jzBcqt3SVlGt9CfzOLJwkRu2fwpUqG\nz9Xsniw1LuPRw5RanRSgxXqYGGP0MbVaba95T49Y9NzJ0GCjDw4AAAC11b9DTyLKV6lH7vh3\nkFdxWsbm6w/1+/x2M7KLX9C/X+8c3nWAGUI0kic69iKi/q0MU08e5ReWbmiKNm6cd//El6Sq\nauHFNfs2ElErK9neSYNS35ly97VxLwS1Wbb9u+LdHv31O/OK71O43+/EfHzqSmCHIW9PfEXA\nF9T3/QBAI8ZxVT038iA0ZnbnpUX5yso6fLzndUEtH3cBgPI+feGdGz8dX/DMTGuZrM6D3It7\n+Om2VbtO//XRb98MfHuCQlXpv1yjQwJHI1WoLFJryyQ7p+dklLwOdLKW5YZTbnylxz/8i7Sq\n4te6vxZc2aQ/Tks31tPNXyjiQOkurZLubKFrayjmOF38kju7NO7CzzvCogvUZSIhVR7lxNTx\njQEAAABAC/Pz6Nb824/KNGUVkqKCJU6qFiWwTeTLiYgjSuNZXBe5ZPMk14SuRMQQ6moAGNn5\nO1dMMaxSozxxLfjppS+F3L1mivEBAACg5kb3GvrulNeIKFepupiYsXHswJXDuk0JaF2g1iTm\nFd5Ny/7hVqKk/cTLaw/1Dexu7mDrZfqwiaN6Dhns7aLfKBHwAx1t9FvCM3KH/Phrxo0/KhtH\nqVYlZaUyDO2bMmhie09HC0l7B+vfxvXrZPv4exaX7tThJbLx0T9KwOOdfWHkS518l25eoS5b\n4AQAmh8HD7sq9lZXFpTb8dUh48YD0GJ1ahOwZu6ne6c+/UG/jlJBffOibkbdOxF61iiB1QSS\nPRspW7l1j3adLt+/UdIik1jolk1ZNrDz0gFBREQ3fiJbX2r/LAnKPIxInJaKMqhaWmXFeRiF\naRR3mogYIk8ZT+rt9vm5W18O7lqmD1PvujMAAAAA0DL42kmc+ZRY73EsWaWztlBDzL+S1uzj\n8nJtNZliTlvDEXyCWnn4Nr2CzwBmoVCb8MkShUq57eSffQK6me4UAAAAUBNfz/7w3SmvJqQn\nt3X3loklFL6bUm8RkUxm4+b/vwAb4y+pZhYMw/ww+x2bB1tvpmQduB9HRBIB/8enetmKRSV9\nFBrt0YcJSflFJ0LPP9tzDlVU5E+UHf7f9BF2ElEHpzKZH88G6mVs2PkREWVH6XeQCPibx/a9\nEJ96Kyqsmx8WRwBozvy7ef9NRERchZ8j1WCuHr9TkFMos7aovi8A1EB7G4nY1235+dv1H2r9\noe1P9x5e/3FqAhU4Gq/ti9b28u9CREKBYN7Ylz6YOp+I2jlYF2dv6GQ9pIvLKeF8aQvHUuJF\n4vGM9RSio4XYyUKq1OhNi/NFTXGlQwAAAAAwlyH9PGt7iJxTObCF1pzCU5ProC0i4nJ5Yo6I\nYxhd9gaf4+zYIke2oOpxRs8e6BPUysbJ6olnun28cx7DQyIyQI0UKIpMOv6DR1HVdwIAAADT\nc7S279wmUCaxIIZH/s9Sr/eo6zzq+S41l+wNHe+cy7YS8f7Jg0Jnj/nr2cFR8ydM79jmg/+u\n30rJ4jiKzs6bfvDcnbRsIipimYq/dc24x9zbMcDTqYOTtcGefEUBKXNKt61bk9iKiKjsHH3f\nVk622Ub4AgkAGrOeTwXp1kCp2+yDRq09dyDUuCEBtGRiS5f7GVUtjlZzj9Lq/3haTaEChwll\n5edYiKVioaj6rhVp6+59ce3fmXnZcqlMJBASkZ+7T2L4ScN+LEuR/xAxJHMma2+KP0MxJ4jq\n+sehIoO9nNMLle5WsuIrTq2KwndTp9nGPAcAAAAANF+rPhvyKCnv9Pm4mh+Sz4hctQW+6kzd\nZhrf4prIRc3jS1m1LVukJV43VbKEq6b+sEtrh9nLp4gkwrqHDtAi3Y6+fz0izKSnCLl7Lbcw\nz8rC0qRnAQAAgFoT25DYpvpuTYsyh3KidS+7uNh1cbHLVarFy7ezHPfl+dtCPqPWFmdayEXC\nAT1HVTjGzQvbOxVnbhjOiv98Oexpv28k3eeSzJWI6NE5UuayHPHK1bF2Y1OM9JYAoJGSWUmH\nPNv7+LbzlXeppjbHuQOhI1/sb/TAAFomu8DxbSKMkxSVmZ9TfScjQQUOk4hKiuv7xji7ZwLl\nT/u9umaRRlvTle3iUhMWb/py1qp3t/+7j+VYIrKztNFlb4RG3M4pyO3TdWTFR0YeolubKGQ5\nJV2uQ8BKLfvZ2VvdN/4z4LdjW29F6u86F5/aZcMhjzV7Xzl0gSvJGM6JocK0OpwIAAAAAFog\nR3uL//Y/98m7/fQbRRxb9VFitvQq2lFb6KbNl7JqIuqsSumsSqk2e0NsIfrl2jJkbwDUwfZ/\n97E1XpyobgqVRTcj75r0FAAAAADF0gzrXtxOzWIfT3aXZG9YiUV9PRzXXKrgEiUhPTkx7ZF+\nC8dRYn5haFLG//48eyom+f0TIbO+nLNk89exiVEUd4qINl2PUGoNb3lyctISM5DDAdAMqZWa\nAz+c/HrGxs0f7Yu8WfXjK9U8Gh17L8GIgQG0cDwrD3mn6V3dHEta7CzrmKgan5oYlVSLh9Pq\nAxU4TOKFFW+E3L1GRBqtZv2h7W1cvd6d8lq1R0Unx3WeMyK3MJ+INh3ZEXz70vo3V+h2Ld70\n5Vc7f9C9Pvzi+FGeVgbHFifsaQqpRrkihvl9C09cXXflvu51cFwKT+4yzUem69fDzWHF0K6L\nToVuuB7R39PphaA2xUfnJZCFExGRuoCyIogYsvMjgbQmp2/2ijKyU28/UGZlW7q7OHcJ4Anx\nDw0AAACAlrzdLz1T8ePmUJblpKy6n+pRqMg1kyeprL+E03BEiQLLdEYqJNaaVRIRESfhtETV\nf7WsLFQpClVyEa7EAGrtYUJMA5zlQti1Jzr2aoATQaPCsdzZfVevHL/tE+g+bt4wvoBv7ogA\nAKAF0CofvyqeGP/qwp3yvXKVquNRieEFJ76f95nBrpiU+JjsfP2WsLSsjuv/Ltn8/tJ9IqJL\noRsObjj30si2dlbHoxOXn7t1d+44qaD0lsRZynt99cyvPtgll8qM8cYAoFHgOG7pxDW3zoQb\nZbTCXNMuZwnQ0vTsNPj8xovTv1zw96UTarUmMy+7zkNFJcX6uNZ6neg6wGym8eUXFeiyN0ps\n/3f/lIFPv7/hi3+vnyeGBgT1Wjl7acl/YI7j/gw+fPb2xR3/HdRlb+j88s/vWq02Ojn+waPI\nR+nJJe1P/XbgwdsvtZWVyd5liLQc+yi30NFCYlF9ukCZ7A2O47aVrbqx5ULINJ9hun5iPu+9\nvh2iswt+vhZ+Pj71haA2xUfnJZBTR8p8SOG7SaMgIhJaUNAskrnU5KfUnHAsG7JiQ9j2vzRK\npe9TA126dTj94XdaRfFdgdzNacxvK1y6BKjyC0UyKenVzdMolKxGK5JbEJEiM+f8Fz9FHj2r\nzi90CvIfsGyBc5cA87wfAAAAANPg85m1Xw777rMhaRmFn7z0a/w5bWdV8j2hQwpPxparLUxE\nDmzRfaF9jKA4L57HcbaswopVlu9ZWfnR/JxCuY2FMd8DQMvQ2Tdw37nDpj7L5fDrpj4FNDZH\nfj3zw9s7WC1LRKeINn20b9WpRe26eZs7LgAAaO5sfSn2XyIq0rAbQyN+vxN1KSG9sr5SkYSI\nSFNE8WcpL4GEFuQ5NNCrXaqlBREVqjUCHu9MbMqWmw8DnWzCUou/BDIrKQcAACAASURBVOrt\n4RjgYD26rfv4dp66lVP87a323o0dvv3kfy+MEPIel0Ln6LVOXv9ePzeubyWVtgGgCTq6OdhY\n2RtEJMSDKADG9u2eX/YG/1PPQRiGPtu+pkBR2AB/xPEpYHwSkVgoECjVqpKWW1F3u80blZGT\npdvcF3wk+PblfR9v+OKP729G3uWIkjNTKxxq09GdFbZHJCW09XU1aOQzPC9rORFpOY5f0Qx4\nZbQcp2LLpIMUaQzreMzo7PvztXBXud70d+IFSgwh4kpb1IUUdYQ6vlzzUzc5GqUq+eodHp/v\n3DWALyouxx36047L3/6qex32x6F7Ow+zej/P/MTUXSNelthYFmXlCcSinu+8JLSQpd66n3Yn\nIuN+FMeylh4ubccNub/rSGF68W9IQsj1vePnOgW1k9rbBr08wXNgzwZ+mwAAAACmIxDwXJ3l\nnnaieGLEnLazKiVWYHVX6KjfhyHiiGKENrEC65JGlmHiBNYdVBVcOTMV5XBIZCJnT3uTvAeA\n5kupVq3Zt/HYldN8Pl+rNe0qKlJxpQV4oFm6dOTW2jd+12/hWO6tQV+OeumJ+WunmysqAABo\n9jiO+/X8hcLo9Bn+dhuuPXjr+JWq+788cgpxLN3eTHmP10xJuy33HG4nET/IyG3344FXuvmt\nGdFjuI8rEW2/Hf3L9fBuLvYrh3UT8EoXrNew7J3UbCI6H58al1vQxsayeAdDXjYWV/NzTfBG\nAcBs/vjyUG0PeTyJYTiZwRG1DnQ3VmAAoPPzoa31H4Tj6Ozti2dvX3xhxORf3/mGzzNhOUkk\ncBiHSqPefGzX0cv/2Vpa34+P1M/e0CnJ3tBJy84Y8u4Udbk8iRr6+0HsU+USOErwGSa+UN3K\noqarfQt4vFFt3PfdL122Z6xfK4M+PB7ZS8WvdG1btpkz6EaFFWeiNA+Z4dH7//dm3qNkIrLx\nbtV17lQLB9u8R8nnv/hJvxvLGi5tyHFUlJVHRBql6sLyXx63EhERQ3mPkkN/+MPgEHVBUULI\nDSJ6eOi/CX+uRQ4HAAC0DBzlJxOrIbkL8Wp6JQNNVNuuXuf/CtW9bqXJixbYFjHF9yYCju2s\nTlVxfGtS3BfY6R+lZHiGAz1mkL3B8JilO+cxtUlrBgAimrf2w01HdjTMuV4YPqlhTgTmkptZ\ncGbP5YLcoq5DAvy6tf55oeGdr86RLcHeHVuNeWVQw0YHAAAtxep9G9/++dPW1vK7cW4bQiMq\n68Yw9F6fDgsHdHOQ59G9HaXZG0RE3N2ru/fdjxnr18pJJvl+ZE8xv/jGZFpH70MR8ckFik/P\n3lrSP0gsKG5feeHugfB43WuFpkxSbFqhckBPrCIH0HyoitQZybVekYEx+H+99uHT+9U/KgDQ\nV6RUGHG0rcf3OFrZfjPnIyOOaQAJHPUSn5b4ydZV1x+GxSbHZ+bX7gO6ztkbRLQ+9EEbW8v5\nPf3FfL3sHr1EvZyCwlYW1hUeW6GfR/fm8Zi/w+MlAv6sLn4L+xgu3pGQW3h37jgni+oekLJw\nrKZDE5QZERP5zxliKOrIWV32BhFlR8efendFvcat8bcJt7ceQAIHAAA0c9mRFB9MudGkVRMR\n8YQUMI3s2lZ3GDRh4+cNu/7fvZtn7hMRj7gByrh4vmUuTyLktEl8y6sil3bqdLlGJePUBUxp\nNo8dW9PbLUtbWZdB7U0SOkDzpVApfzu+p8JdfB7jLJOmFxSp2HJ5/HXS2tljRLeBRhkKGqfU\nuIw3Bi7PSc8joq3LDjz9ypCUuIzK7oR/eneHVsuOe22IfmNyaoGtjUQsMuFTTQAA0BKs/2f7\n4NYux6YOi8jM/fnaA4O9DhYSLxtLoYXtjG6Bs/0siThS5pAyx6AbQ7TuSviUwNZdXexKsjd0\nerjZf3r2VubCZ9MKFa5yqa7xWFRCSQcrUZnnExxtHOQunkZ7ewBgbiKp0LGVXVp8plFGm/L2\nyCHP9jbKUABQ4qmeQ7ad/NOIA67ev+mLGYvEQpERx9SHBI66K1Iqhr//XHh8ZMOfmuPo3ZPX\nFp+6nv/+c2LB47kMvWmQDo4G2RuVLQtezNFCsmfiwCrWXjGsyVHheAIJeTefpftYtSbi0H9x\npy/d33VEW49sG6r2p18dZU5efc4OAADQ2OXE0K1NZVpYNYVtob4fEV9sppjA5EQS4ZeH3o68\nGXftQvSWRTt4LOulydVS/n8SLzXDIyJXbSERdVKlXBc5FzFCInLV5rdWG06kVsazXaX16gCg\nMgWKQo224nufTwZ0au9o7W9v3eHnv8rvdZJJUguK86vkImG+Sl3tuaYOeaY+oULjt3vVUV32\nhs6hDf9VcWfMsdz693Z6+rt0GRxARNdvpzz/2t/3HmQIhbw3X+mx4qNBKKgEAAB19igt6fCs\nJ4V8XnR2Pp/HaFmOiMR83t/PDuvmamsnFSu17F+poqfbOFNhQmWDBDpaJ7092UEqmdXF8EmD\n2OwCCZ/PZ5jF/4ZuGVf83LyluNKiknKJ1BhvCwAakVe+nLJixgaNyghrUI6aOaj+gwCAgXXz\nPz9762JsaqV/6GtLq9WeDA0e3WuosQY0gASOuniYGPPHqf3h8VENmb3h5ewxtEv/X4/uLGlx\nsBCVZm9Uo0ZTHZVlb1Q/HsMjz4Hk1oeE8pqO0LhpVao9Y15NDg2rZ+6FTm1HYIg4vRN7DUG6\nJQAANGspoRU0chxd+55sfciuPVl6kMiqwcOChtCmk2ebTp4R5++dPxhKRHk8oS57w5JVSTgN\nEVmzyoGKuAJGJCStmKvpVIhULp75BZZmAKg1eyvbbm2DrkXcEvF5Km3p0pAMMRPaewU4WBPR\n/wJb7wqL0bWL+LzRvh4hCam35ozNVarD0rLb2lkJeEznXw4VqitNgmcY5n+Dxi6d9qaJ3w2Y\nWUpsuv4mx1VYu6XMPfeyZ3/cdPMLGyerSTMORMVmE5Faza784VKgv8OL/+tg2nABAKD5kkst\nWlnLDj9MGLPzVEljRyfb4T4uutdiPm+8s/pBYnSgTelztGqWhHweccVXRDyG0VWnntjeK7Wg\nyElWnITxICP3t1tRc7r5Bcen/HYrMrNINaNzG4lQoNR7IHDf/bg3eupVB7TyNtVbBQAz6Teu\n66qT7y8YuJzqV6/Qyk7u7GlvpKAAoJSVheWN9Se8p/XOLsg12MUwVPHdanU2Ht1hugSOSteQ\nhspcvBfacfbQj3/79o9T+xvyvD8t+PLTF97RL8aSVqBkjVS9tl5sfajLXPIabpi9wbElF7hN\nzv09x5JDw8gY2Rt1wBFJHayJiCcUBL08seuc58wRBUAdpaenOzg4fPPNNwbtarV65cqV/v7+\nUqnU19f3iy++0NSvtg0ANHmsmiIPUchySr1RcQdFFiVdo7DtdPErijzUsMFBg5LIdKVWONHj\nq8cuqhTm8bQHQyTnVKKaZW/IbWUT3hix6eYX7bpjVhSgljLuU8gXV5/trF3ywihfd/093dsF\n+bkWt2wZ22/lsG6jfT0CHG0vzXyKYWhMWw9HC0kbW8uxfq3aO1i3tbN6wtOpivP8vWzLjg9+\nkIhQY6mZ8+7gUYNeZe65lYWq49vORcflRMVm84kr2XfyTIyxowMAgBZkQv+nClTqn6+WWTzl\nTlqW/tS1kMf8GxGt3+FARCL1fv+mwvrviEe3UrL0dznJpK8dufjtxbAFRy/32HR4VBv38X6e\np6NTeAxzMibxmT2nR/1x8kRUMhE5ysSe1rLFp0LXXr6fXqhMKSiKyC6gtmNM+G4BwEx8u7R2\ncLWt5yBdBmMpWABTsZFb/f7BOsPWumZvEFFCWlI9Q6oCKnDU2mfbVytUygY+qaWFPKhN+xe+\nekOpVpU0vt7Dn8czeYJBZSUoEnILLydleFpZdOs0m+RuZfZpVfTwL0q7RUTk2JF8xxHfVIsA\nmUh2dLyphq5ZTQ9NofK1hycFFhK+qNJqewCNkEKhmDRpUkZGRvldM2fO3LZt2xNPPDFmzJjg\n4OAlS5bcvn17586d5XsCQEsRfYwSLtS0c8IFkruQc3dTBgRm4+hhR0REjAWncWQL8xiRjFMZ\n9KnJVe+EN0bM+hyFNwDqJO0W3dtFxBERj6GvhnYNeZSmWxXFWiJaPes9QcEZXUeJgL+wT+DC\nPoG6zT4ejo9yCw0GkwkrnWro5d9lRPeBJnkL0MhMenPk0S3B+dmGvx5VO38g9NjW8yOL0nlE\nHMPE8yzDRA421kj3AQCAuvt2zkf3D74dkVXmiVuFhv3mYti7fYsvaViOdt2NjsvOf6VrW4mA\n/9eD+D8faScLLV17znxy0/BP+/gGOZf5Xna4t8veu/F30rJzlapdd6N33Y0e4eOa/97zEhGv\nQKW+EJ+2+L/roUkZLjKLt3q3f/v41QXHLr994sqc7v7r3vuF+JKGe/MA0ICmvPPkj+/sqPPh\nIolw4psjjRgPABgY2X0gj8djWb0UznrUSejQul39Q6oMEjhqLc54C+TUnIAveG314lM3zpe0\nvNat7eqRPRrg1BXOla+/9mDBscu6mrqTH9DOJT/xGL1qLtFHS2uhp1wnvph8x5o+UmNyCDRc\ny7CGqk7P4IhquEyNukjxk99wvkDo0i1wxNol1q1r8ugSgJklJSVNnDgxJCSk/K4TJ05s27Zt\n+vTpW7duJSKWZadOnbpr164ZM2aMGDGiwSMFgMYh9Vbt+ofvo8TL1PYZkruaJiAwmzGzBx3d\nEpydmkvEdVElS3t0VF6udSG0bsMCX1w63iTxAbQEkf/oz1v421s/mPfM0YcJGpYb7uPqVBRM\nWkWFxy3o2X7hyWsKjVbyeH1PjrjZXf0W9Gj//dV7xx4mFjxeS0UsFH007a0Fz8wQCjAR0fzl\nZhbM7rq0ttkbRBR5K54eV4tlOM5TmytgebOmdTJ2gAAA0IJIxRJ/r7bZihMG7Uv+uz6vRzuO\n6EJ86senb11MTL0Ql/rtxTDd3r8/20JETjYOV384cvDIL0Sl10JHHiYEx6UtHRAU8NPBksYz\nsSkajmWIJxcJR7Rx6+3h0Gn9oUntvV7u5PtCUJvUAsWGO0lz5/xA1lgcAaDZGjVj4MV/boae\nuvu4oWaP8xJ5d/ToMrj9yBefaOXnYrrwAIDP4/u5+9yPf1j/ocRCkUlXhsUSKrXm69664U/K\nstp/r5/TbzkelVzy2gjLqFQ5hMEDVY9yC189fLFkReQ9Z//Zc6ZsVfPM8DKbGffrH2AD8xs7\n1GfkE3U4sOq/xrX7HoLltCpVQsj1PU+/qsqv9bQXQANbv359QEDAxYsXhw0bVn7vunXriOiT\nTz7RbfJ4vBUrVhDRhg0bGjBGAGhMIg6QOr/WR+U9ouvrKCvSBAGBOdm5WP98+ZMZn018Zv7w\nZbvmHvj39RpWDRUI+T9f+fSrf975IeSjz/a/IRTjW2GAOrmzmVR5Bm3WYuH/Als/39HbSSYh\ndaX3IyI+7/uRPXIUapW2eJ0jhpgn27gNbO3856RB4fPG+9tbE5GIxx8Q1PuDqfPlUpnp3gc0\nHj+9/UdeZoFR1nxtpc0Lau9ojJEAAKDlkjq115arkK5i2eisAplQMNzH7fWe7QQ8Ho9hXu3q\nv3D8C1d/PDymd/EEl7uDy9zpH1GHF2MUotup2euvPZi6P3j1pXuT9p7WH62Hm4Ol3v2IlVj0\n7Yju7/QJICI+w7jKpe9Pf9cB2RsAzRpfwPv84Jtrzy2VynUF5HTfCFV/UdwmqNWsLyYjewOg\nAWx8ZyWfx6/nIP0CeyTsvObt4mmUkCqEBI5a4Djule/eO3D+WMOfuke7ztYyS/2WqKz8N45e\nCXmUdjA8Pl+pqergmkyZVJlZ8Oe92Ee5BSWbd9KyDTpcf3inzDav7Kof/Ka3CAjD5439/Zsp\nh34Z+eMnchcH056rug75SWkJF0Kr6wVgZmvXrnV0dDxx4sS8efPK7w0ODvby8vLx8Slp0W2e\nPn264UIEgMYjP5GSLlfXqZIrGI6j8L3GDgjMz8pePunNkbOXT+41qhMRfbpnvld796oP4Qv5\nMz+f5OnvGjSgnXcHlCsDqKu7Oygzopo+1d1UOsslIn4FMyDulharRnT3trFs72A99+kX6hoi\nNDEFOYUh/1yn2j7DUAmtRju316fhV6ONMRgAALRUnoP7ehneX1gIBW3s5ES0+tK95/cHq7Us\ny3G/h0W9PvHVbm2DDEewa+c5/KPQTO3vd6KzFSoBj7mblqO/X1puCbkJ/p4l68ppRdZipw5G\nfEMA0Gi16dSqTSf9r3XLXBRXdGvF+XRsZdqYAOCxfoE9zqzaKxGK6nY4Q8z2Rd+fW73f3sq2\n+t71gASOWthz9tCGw3+Y5dQnQ4Pziso8pcoR9/2Ve303H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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "options(repr.plot.width=fig_width, repr.plot.height=fig_height)\n", "p_figure = cowplot::plot_grid(p_legend,\n", " p_control+theme(legend.position = \"none\"),\n", " p_cisTopic+theme(legend.position = \"none\"),\n", " p_Cusanovich2018+theme(legend.position = \"none\"),\n", " p_Scasat+theme(legend.position = \"none\"), \n", " p_SnapATAC+theme(legend.position = \"none\"), \n", " p_BROCKMAN+theme(legend.position = \"none\"),\n", " p_chromVAR_kmer+theme(legend.position = \"none\"),\n", " p_chromVAR_motif+theme(legend.position = \"none\"),\n", " p_Cicero+theme(legend.position = \"none\"),\n", " p_GeneScoring+theme(legend.position = \"none\"),\n", " p_SCRAT+theme(legend.position = \"none\"),\n", " p_scABC+theme(legend.position = \"none\"),\n", " p_chromVAR_kmer2+theme(legend.position = \"none\"),\n", " p_chromVAR_motif2+theme(legend.position = \"none\"),\n", " p_Cicero2+theme(legend.position = \"none\"),\n", " p_GeneScoring2+theme(legend.position = \"none\"),\n", " p_SCRAT2+theme(legend.position = \"none\"),\n", " labels = \"\",ncol = 6)\n", "p_figure" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "cowplot::ggsave(p_figure,filename = paste0(path_fig,figname), width = fig_width, height = fig_height)" ] } ], "metadata": { "kernelspec": { "display_name": "R [conda env:ATACseq_simulation]", "language": "R", "name": "conda-env-ATACseq_simulation-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 }