{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7638cc06",
   "metadata": {},
   "source": [
    "---\n",
    "title: 单细胞可视化定制：自定义颜色与顺序的 t-SNE 及比例图\n",
    "author: SeekGene\n",
    "date: 2026-01-29\n",
    "tags:\n",
    "  - 3' 转录组\n",
    "  - 5' + 免疫组库\n",
    "  - ATAC + RNA 双组学\n",
    "  - FFPE 单细胞转录组\n",
    "  - Notebooks\n",
    "  - 全序列转录组\n",
    "  - 甲基化 + RNA 双组学\n",
    "  - 空间转录组\n",
    "  - 细胞注释\n",
    "---\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e25e63bd-0460-4461-bd2c-72e26ef1c6f6",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 单细胞可视化定制：自定义颜色与顺序的 t-SNE 及比例图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5958723",
   "metadata": {},
   "source": [
    "## 环境配置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4b9e356b-77ef-4888-993c-f1d0e16d2c4d",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "# 加载必要的R包\n",
    "library(Seurat)      # 用于单细胞数据分析\n",
    "library(tidyverse)   # 数据处理和可视化工具集\n",
    "library(ggplot2)     # 绘图包\n",
    "library(grid)        # 底层绘图系统\n",
    "\n",
    "# 定义细胞类型的颜色方案\n",
    "celltype_colors <- c(\n",
    "  \"T cell\" = \"#2A85BD\",\n",
    "  \"Mono_Macro\" = \"#FF6700\",\n",
    "  \"NK\" = \"#FF96B2\",\n",
    "  \"mDC\" = \"#A6A6A6\",\n",
    "  \"Plasma\" = \"#F8D76E\",\n",
    "  \"Mast\" = \"#42C274\",\n",
    "  \"B cell\" = \"#9370DB\",\n",
    "  \"pDC\" = \"#89CFF0\"\n",
    ")\n",
    "group_colors <- c(\n",
    "  \"S150\" = \"#1A66B1\",\n",
    "  \"S133\" = \"#DB0308\",\n",
    "  \"S134\" = \"#BA170D\",\n",
    "  \"S135\" = \"#FF6700\",\n",
    "  \"S158\" = \"#A6A6A6\",\n",
    "  \"S158\" = \"#F8D568\",\n",
    "  \"S159\" = \"#FFAFC5\",\n",
    "  \"S149\" = \"#91D2F1\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a652ee3c",
   "metadata": {},
   "source": [
    "## 数据读取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "44fd821c-1698-4284-8bc5-36b56ad9aa62",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 6 × 14</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>orig.ident</th><th scope=col>nCount_RNA</th><th scope=col>nFeature_RNA</th><th scope=col>Sample</th><th scope=col>mito</th><th scope=col>raw_Sample</th><th scope=col>Tissue</th><th scope=col>Patient</th><th scope=col>resolution.0.6_d20</th><th scope=col>mitorelatedgenes</th><th scope=col>CellAnnotation</th><th scope=col>celltype</th><th scope=col>mergedcelltype</th><th scope=col>Oesophagus</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>AAACCTGAGATACACA-1_1</th><td>SeuratProject</td><td>2797</td><td>1425</td><td>S150T</td><td>4.2903</td><td>GSE145370_S150T</td><td>Tumor</td><td>S150</td><td>1</td><td>3.3249911</td><td>T_NK Cell </td><td>T cell    </td><td>CD8_T     </td><td>T or NK Cell</td></tr>\n",
       "\t<tr><th scope=row>AAACCTGAGCTAACTC-1_1</th><td>SeuratProject</td><td>2790</td><td>1349</td><td>S150T</td><td>1.1470</td><td>GSE145370_S150T</td><td>Tumor</td><td>S150</td><td>5</td><td>1.0035842</td><td>Macrophage</td><td>Mono_Macro</td><td>Macrophage</td><td>Macrophage  </td></tr>\n",
       "\t<tr><th scope=row>AAACCTGAGGAGCGAG-1_1</th><td>SeuratProject</td><td>1768</td><td>1054</td><td>S150T</td><td>4.7511</td><td>GSE145370_S150T</td><td>Tumor</td><td>S150</td><td>1</td><td>4.0158371</td><td>T_NK Cell </td><td>T cell    </td><td>CD8_T     </td><td>T or NK Cell</td></tr>\n",
       "\t<tr><th scope=row>AAACCTGAGGGAAACA-1_1</th><td>SeuratProject</td><td>4455</td><td>2017</td><td>S150T</td><td>2.2896</td><td>GSE145370_S150T</td><td>Tumor</td><td>S150</td><td>8</td><td>1.8855219</td><td>T_NK Cell </td><td>T cell    </td><td>CD8_T     </td><td>T or NK Cell</td></tr>\n",
       "\t<tr><th scope=row>AAACCTGAGTCCCACG-1_1</th><td>SeuratProject</td><td>1422</td><td> 861</td><td>S150T</td><td>0.9845</td><td>GSE145370_S150T</td><td>Tumor</td><td>S150</td><td>1</td><td>0.7032349</td><td>T_NK Cell </td><td>T cell    </td><td>CD8_T     </td><td>T or NK Cell</td></tr>\n",
       "\t<tr><th scope=row>AAACCTGAGTGAACAT-1_1</th><td>SeuratProject</td><td>2522</td><td>1308</td><td>S150T</td><td>1.7843</td><td>GSE145370_S150T</td><td>Tumor</td><td>S150</td><td>4</td><td>1.5463918</td><td>T_NK Cell </td><td>T cell    </td><td>Treg      </td><td>T or NK Cell</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 14\n",
       "\\begin{tabular}{r|llllllllllllll}\n",
       "  & orig.ident & nCount\\_RNA & nFeature\\_RNA & Sample & mito & raw\\_Sample & Tissue & Patient & resolution.0.6\\_d20 & mitorelatedgenes & CellAnnotation & celltype & mergedcelltype & Oesophagus\\\\\n",
       "  & <chr> & <int> & <int> & <chr> & <dbl> & <chr> & <chr> & <chr> & <int> & <dbl> & <chr> & <chr> & <chr> & <chr>\\\\\n",
       "\\hline\n",
       "\tAAACCTGAGATACACA-1\\_1 & SeuratProject & 2797 & 1425 & S150T & 4.2903 & GSE145370\\_S150T & Tumor & S150 & 1 & 3.3249911 & T\\_NK Cell  & T cell     & CD8\\_T      & T or NK Cell\\\\\n",
       "\tAAACCTGAGCTAACTC-1\\_1 & SeuratProject & 2790 & 1349 & S150T & 1.1470 & GSE145370\\_S150T & Tumor & S150 & 5 & 1.0035842 & Macrophage & Mono\\_Macro & Macrophage & Macrophage  \\\\\n",
       "\tAAACCTGAGGAGCGAG-1\\_1 & SeuratProject & 1768 & 1054 & S150T & 4.7511 & GSE145370\\_S150T & Tumor & S150 & 1 & 4.0158371 & T\\_NK Cell  & T cell     & CD8\\_T      & T or NK Cell\\\\\n",
       "\tAAACCTGAGGGAAACA-1\\_1 & SeuratProject & 4455 & 2017 & S150T & 2.2896 & GSE145370\\_S150T & Tumor & S150 & 8 & 1.8855219 & T\\_NK Cell  & T cell     & CD8\\_T      & T or NK Cell\\\\\n",
       "\tAAACCTGAGTCCCACG-1\\_1 & SeuratProject & 1422 &  861 & S150T & 0.9845 & GSE145370\\_S150T & Tumor & S150 & 1 & 0.7032349 & T\\_NK Cell  & T cell     & CD8\\_T      & T or NK Cell\\\\\n",
       "\tAAACCTGAGTGAACAT-1\\_1 & SeuratProject & 2522 & 1308 & S150T & 1.7843 & GSE145370\\_S150T & Tumor & S150 & 4 & 1.5463918 & T\\_NK Cell  & T cell     & Treg       & T or NK Cell\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 14\n",
       "\n",
       "| <!--/--> | orig.ident &lt;chr&gt; | nCount_RNA &lt;int&gt; | nFeature_RNA &lt;int&gt; | Sample &lt;chr&gt; | mito &lt;dbl&gt; | raw_Sample &lt;chr&gt; | Tissue &lt;chr&gt; | Patient &lt;chr&gt; | resolution.0.6_d20 &lt;int&gt; | mitorelatedgenes &lt;dbl&gt; | CellAnnotation &lt;chr&gt; | celltype &lt;chr&gt; | mergedcelltype &lt;chr&gt; | Oesophagus &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| AAACCTGAGATACACA-1_1 | SeuratProject | 2797 | 1425 | S150T | 4.2903 | GSE145370_S150T | Tumor | S150 | 1 | 3.3249911 | T_NK Cell  | T cell     | CD8_T      | T or NK Cell |\n",
       "| AAACCTGAGCTAACTC-1_1 | SeuratProject | 2790 | 1349 | S150T | 1.1470 | GSE145370_S150T | Tumor | S150 | 5 | 1.0035842 | Macrophage | Mono_Macro | Macrophage | Macrophage   |\n",
       "| AAACCTGAGGAGCGAG-1_1 | SeuratProject | 1768 | 1054 | S150T | 4.7511 | GSE145370_S150T | Tumor | S150 | 1 | 4.0158371 | T_NK Cell  | T cell     | CD8_T      | T or NK Cell |\n",
       "| AAACCTGAGGGAAACA-1_1 | SeuratProject | 4455 | 2017 | S150T | 2.2896 | GSE145370_S150T | Tumor | S150 | 8 | 1.8855219 | T_NK Cell  | T cell     | CD8_T      | T or NK Cell |\n",
       "| AAACCTGAGTCCCACG-1_1 | SeuratProject | 1422 |  861 | S150T | 0.9845 | GSE145370_S150T | Tumor | S150 | 1 | 0.7032349 | T_NK Cell  | T cell     | CD8_T      | T or NK Cell |\n",
       "| AAACCTGAGTGAACAT-1_1 | SeuratProject | 2522 | 1308 | S150T | 1.7843 | GSE145370_S150T | Tumor | S150 | 4 | 1.5463918 | T_NK Cell  | T cell     | Treg       | T or NK Cell |\n",
       "\n"
      ],
      "text/plain": [
       "                     orig.ident    nCount_RNA nFeature_RNA Sample mito  \n",
       "AAACCTGAGATACACA-1_1 SeuratProject 2797       1425         S150T  4.2903\n",
       "AAACCTGAGCTAACTC-1_1 SeuratProject 2790       1349         S150T  1.1470\n",
       "AAACCTGAGGAGCGAG-1_1 SeuratProject 1768       1054         S150T  4.7511\n",
       "AAACCTGAGGGAAACA-1_1 SeuratProject 4455       2017         S150T  2.2896\n",
       "AAACCTGAGTCCCACG-1_1 SeuratProject 1422        861         S150T  0.9845\n",
       "AAACCTGAGTGAACAT-1_1 SeuratProject 2522       1308         S150T  1.7843\n",
       "                     raw_Sample      Tissue Patient resolution.0.6_d20\n",
       "AAACCTGAGATACACA-1_1 GSE145370_S150T Tumor  S150    1                 \n",
       "AAACCTGAGCTAACTC-1_1 GSE145370_S150T Tumor  S150    5                 \n",
       "AAACCTGAGGAGCGAG-1_1 GSE145370_S150T Tumor  S150    1                 \n",
       "AAACCTGAGGGAAACA-1_1 GSE145370_S150T Tumor  S150    8                 \n",
       "AAACCTGAGTCCCACG-1_1 GSE145370_S150T Tumor  S150    1                 \n",
       "AAACCTGAGTGAACAT-1_1 GSE145370_S150T Tumor  S150    4                 \n",
       "                     mitorelatedgenes CellAnnotation celltype   mergedcelltype\n",
       "AAACCTGAGATACACA-1_1 3.3249911        T_NK Cell      T cell     CD8_T         \n",
       "AAACCTGAGCTAACTC-1_1 1.0035842        Macrophage     Mono_Macro Macrophage    \n",
       "AAACCTGAGGAGCGAG-1_1 4.0158371        T_NK Cell      T cell     CD8_T         \n",
       "AAACCTGAGGGAAACA-1_1 1.8855219        T_NK Cell      T cell     CD8_T         \n",
       "AAACCTGAGTCCCACG-1_1 0.7032349        T_NK Cell      T cell     CD8_T         \n",
       "AAACCTGAGTGAACAT-1_1 1.5463918        T_NK Cell      T cell     Treg          \n",
       "                     Oesophagus  \n",
       "AAACCTGAGATACACA-1_1 T or NK Cell\n",
       "AAACCTGAGCTAACTC-1_1 Macrophage  \n",
       "AAACCTGAGGAGCGAG-1_1 T or NK Cell\n",
       "AAACCTGAGGGAAACA-1_1 T or NK Cell\n",
       "AAACCTGAGTCCCACG-1_1 T or NK Cell\n",
       "AAACCTGAGTGAACAT-1_1 T or NK Cell"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 读取Seurat对象和元数据\n",
    "seurat.obj <- readRDS(\"data/AY1739512568405/input.rds\")\n",
    "meta <- read.table(\"data/AY1739512568405/meta.tsv\", header=T, sep=\"\\t\", row.names = 1)\n",
    "# 将元数据添加到Seurat对象\n",
    "obj <- AddMetaData(seurat.obj, meta)\n",
    "# 设置默认分析数据为RNA\n",
    "DefaultAssay(obj) = \"RNA\"\n",
    "# 查看元数据的前几行\n",
    "head(obj@meta.data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46a90188",
   "metadata": {},
   "source": [
    "## 数据筛选"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a7041fb7-ceb0-49ff-bbc4-9ce04e0043a5",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>'Tumor'</li><li>'Adjacent'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'Tumor'\n",
       "\\item 'Adjacent'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'Tumor'\n",
       "2. 'Adjacent'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"Tumor\"    \"Adjacent\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>'S150'</li><li>'S133'</li><li>'S134'</li><li>'S135'</li><li>'S158'</li><li>'S159'</li><li>'S149'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'S150'\n",
       "\\item 'S133'\n",
       "\\item 'S134'\n",
       "\\item 'S135'\n",
       "\\item 'S158'\n",
       "\\item 'S159'\n",
       "\\item 'S149'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'S150'\n",
       "2. 'S133'\n",
       "3. 'S134'\n",
       "4. 'S135'\n",
       "5. 'S158'\n",
       "6. 'S159'\n",
       "7. 'S149'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"S150\" \"S133\" \"S134\" \"S135\" \"S158\" \"S159\" \"S149\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>'T cell'</li><li>'Mono_Macro'</li><li>'NK'</li><li>'mDC'</li><li>'Plasma'</li><li>'Other'</li><li>'Mast'</li><li>'B cell'</li><li>'pDC'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'T cell'\n",
       "\\item 'Mono\\_Macro'\n",
       "\\item 'NK'\n",
       "\\item 'mDC'\n",
       "\\item 'Plasma'\n",
       "\\item 'Other'\n",
       "\\item 'Mast'\n",
       "\\item 'B cell'\n",
       "\\item 'pDC'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'T cell'\n",
       "2. 'Mono_Macro'\n",
       "3. 'NK'\n",
       "4. 'mDC'\n",
       "5. 'Plasma'\n",
       "6. 'Other'\n",
       "7. 'Mast'\n",
       "8. 'B cell'\n",
       "9. 'pDC'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"T cell\"     \"Mono_Macro\" \"NK\"         \"mDC\"        \"Plasma\"    \n",
       "[6] \"Other\"      \"Mast\"       \"B cell\"     \"pDC\"       "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>'S150T'</li><li>'S133T'</li><li>'S134T'</li><li>'S135T'</li><li>'S158T'</li><li>'S159T'</li><li>'S149T'</li><li>'S150A'</li><li>'S133A'</li><li>'S134A'</li><li>'S135A'</li><li>'S158A'</li><li>'S159A'</li><li>'S149A'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'S150T'\n",
       "\\item 'S133T'\n",
       "\\item 'S134T'\n",
       "\\item 'S135T'\n",
       "\\item 'S158T'\n",
       "\\item 'S159T'\n",
       "\\item 'S149T'\n",
       "\\item 'S150A'\n",
       "\\item 'S133A'\n",
       "\\item 'S134A'\n",
       "\\item 'S135A'\n",
       "\\item 'S158A'\n",
       "\\item 'S159A'\n",
       "\\item 'S149A'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'S150T'\n",
       "2. 'S133T'\n",
       "3. 'S134T'\n",
       "4. 'S135T'\n",
       "5. 'S158T'\n",
       "6. 'S159T'\n",
       "7. 'S149T'\n",
       "8. 'S150A'\n",
       "9. 'S133A'\n",
       "10. 'S134A'\n",
       "11. 'S135A'\n",
       "12. 'S158A'\n",
       "13. 'S159A'\n",
       "14. 'S149A'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"S150T\" \"S133T\" \"S134T\" \"S135T\" \"S158T\" \"S159T\" \"S149T\" \"S150A\" \"S133A\"\n",
       "[10] \"S134A\" \"S135A\" \"S158A\" \"S159A\" \"S149A\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看数据中的唯一值\n",
    "unique(obj@meta.data$Tissue)    # 查看治疗分组\n",
    "unique(obj@meta.data$Patient)   # 查看病人分组\n",
    "unique(obj@meta.data$celltype)  # 查看细胞类型\n",
    "unique(obj@meta.data$Sample)    # 查看样本ID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "925838bd-3e22-45ee-b0e5-0d760b3e6a47",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>'T cell'</li><li>'Mono_Macro'</li><li>'NK'</li><li>'mDC'</li><li>'Plasma'</li><li>'Mast'</li><li>'B cell'</li><li>'pDC'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'T cell'\n",
       "\\item 'Mono\\_Macro'\n",
       "\\item 'NK'\n",
       "\\item 'mDC'\n",
       "\\item 'Plasma'\n",
       "\\item 'Mast'\n",
       "\\item 'B cell'\n",
       "\\item 'pDC'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'T cell'\n",
       "2. 'Mono_Macro'\n",
       "3. 'NK'\n",
       "4. 'mDC'\n",
       "5. 'Plasma'\n",
       "6. 'Mast'\n",
       "7. 'B cell'\n",
       "8. 'pDC'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"T cell\"     \"Mono_Macro\" \"NK\"         \"mDC\"        \"Plasma\"    \n",
       "[6] \"Mast\"       \"B cell\"     \"pDC\"       "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## t-SNE 可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51288bbb",
   "metadata": {},
   "source": [
    "## t-SNE 可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fc91a475-d531-4b0c-a4f4-08b2f9d5c5bd",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Rasterizing points since number of points exceeds 100,000.\n",
      "To disable this behavior set `raster=FALSE`\n",
      "\n",
      "Warning message:\n",
      "“\u001b[1m\u001b[22mThe scale argument of `guides()` cannot be `FALSE`. Use \"none\" instead as\n",
      "of ggplot2 3.3.4.”\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "###################\n",
    "# 绘制常规tSNE图 #\n",
    "###################\n",
    "\n",
    "# 设置图形大小\n",
    "options(repr.plot.height=8, repr.plot.width=8)\n",
    "# 创建基础tSNE图\n",
    "p1 <- DimPlot(obj,\n",
    "              reduction = \"tsne\",           # 使用tSNE降维结果\n",
    "              cols = celltype_colors,       # 使用预定义的颜色方案\n",
    "              label = T,                    # 显示标签\n",
    "              label.size = 4,               # 标签大小\n",
    "              pt.size = 2.0,               # 点的大小\n",
    "              group.by = \"celltype\")        # 按细胞类型分组\n",
    "# 移除图例\n",
    "p1 <- p1 + guides(color = FALSE) \n",
    "p1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "78b73e8d-5857-4d54-b50a-27587f491e84",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Rasterizing points since number of points exceeds 100,000.\n",
      "To disable this behavior set `raster=FALSE`\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "###################\n",
    "# 绘制改进版tSNE图 #\n",
    "###################\n",
    "\n",
    "# 设置图形大小\n",
    "options(repr.plot.height=8, repr.plot.width=8)\n",
    "# 获取tSNE坐标范围\n",
    "tsne_coords <- FetchData(obj, vars = c(\"tSNE_1\", \"tSNE_2\"))\n",
    "x_range <- range(tsne_coords$tSNE_1)\n",
    "y_range <- range(tsne_coords$tSNE_2)\n",
    "\n",
    "# 计算轴线的起点和终点位置\n",
    "x_start <- x_range[1] * 1.1    # x轴起点，向左延伸10%\n",
    "x_end <- x_range[2] * 0.001    # x轴终点\n",
    "y_start <- y_range[1] * 1.1    # y轴起点，向下延伸10%\n",
    "y_end <- y_range[2] * 0.001    # y轴终点\n",
    "\n",
    "# 计算轴标签的位置\n",
    "x_middle <- (x_start + x_end) / 2    # x轴标签位置\n",
    "y_middle <- (y_start + y_end) / 2    # y轴标签位置\n",
    "# 创建改进版tSNE图\n",
    "p1_new <- DimPlot(obj, \n",
    "                  reduction = \"tsne\",\n",
    "                  cols = celltype_colors, \n",
    "                  label = TRUE,\n",
    "                  label.size = 4, \n",
    "                  pt.size = 2.0, \n",
    "                  group.by = \"celltype\") +\n",
    "  guides(color = FALSE) +                   # 移除图例\n",
    "  labs(title = \"celltype\") +               # 添加标题\n",
    "  theme_classic() +                        # 使用经典主题\n",
    "  # 自定义主题设置\n",
    "  theme(\n",
    "    axis.line = element_blank(),           # 移除坐标轴线\n",
    "    axis.text = element_blank(),           # 移除坐标轴文本\n",
    "    axis.ticks = element_blank(),          # 移除刻度线\n",
    "    axis.title = element_blank(),          # 移除坐标轴标题\n",
    "    plot.title = element_text(size = 14,   # 设置标题样式\n",
    "                            hjust = 0.5,    \n",
    "                            vjust = 1),     \n",
    "    panel.background = element_blank(),    # 移除面板背景\n",
    "    plot.background = element_blank()      # 移除图形背景\n",
    "  ) +\n",
    "  # 添加x轴线和箭头\n",
    "  annotate(\"segment\", \n",
    "           x = x_start,           \n",
    "           xend = x_end,          \n",
    "           y = y_start,           \n",
    "           yend = y_start,        \n",
    "           arrow = arrow(length = unit(0.3, \"cm\")), \n",
    "           color = \"black\") +\n",
    "  # 添加y轴线和箭头\n",
    "  annotate(\"segment\", \n",
    "           x = x_start,           \n",
    "           xend = x_start,        \n",
    "           y = y_start,           \n",
    "           yend = y_end,          \n",
    "           arrow = arrow(length = unit(0.3, \"cm\")), \n",
    "           color = \"black\") +\n",
    "  # 添加x轴标签\n",
    "  annotate(\"text\",\n",
    "           x = x_middle,          \n",
    "           y = y_start - 2,       \n",
    "           label = \"tSNE_1\",\n",
    "           size = 4) +\n",
    "  # 添加y轴标签\n",
    "  annotate(\"text\",\n",
    "           x = x_start - 3,       \n",
    "           y = y_middle,          \n",
    "           label = \"tSNE_2\",\n",
    "           angle = 0,             \n",
    "           size = 4)\n",
    "p1_new"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "512a6dff",
   "metadata": {},
   "source": [
    "## 细胞数量统计图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "49cfef47-2000-4403-9c65-6bbe625a24ca",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 6 × 3</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>celltype</th><th scope=col>group</th><th scope=col>Cell number</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>B cell    </td><td>S133</td><td> 439</td></tr>\n",
       "\t<tr><th scope=row>2</th><td>Mast      </td><td>S133</td><td>1001</td></tr>\n",
       "\t<tr><th scope=row>3</th><td>mDC       </td><td>S133</td><td>1586</td></tr>\n",
       "\t<tr><th scope=row>4</th><td>Mono_Macro</td><td>S133</td><td>3712</td></tr>\n",
       "\t<tr><th scope=row>5</th><td>NK        </td><td>S133</td><td> 684</td></tr>\n",
       "\t<tr><th scope=row>6</th><td>pDC       </td><td>S133</td><td>  31</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 3\n",
       "\\begin{tabular}{r|lll}\n",
       "  & celltype & group & Cell number\\\\\n",
       "  & <fct> & <fct> & <int>\\\\\n",
       "\\hline\n",
       "\t1 & B cell     & S133 &  439\\\\\n",
       "\t2 & Mast       & S133 & 1001\\\\\n",
       "\t3 & mDC        & S133 & 1586\\\\\n",
       "\t4 & Mono\\_Macro & S133 & 3712\\\\\n",
       "\t5 & NK         & S133 &  684\\\\\n",
       "\t6 & pDC        & S133 &   31\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 3\n",
       "\n",
       "| <!--/--> | celltype &lt;fct&gt; | group &lt;fct&gt; | Cell number &lt;int&gt; |\n",
       "|---|---|---|---|\n",
       "| 1 | B cell     | S133 |  439 |\n",
       "| 2 | Mast       | S133 | 1001 |\n",
       "| 3 | mDC        | S133 | 1586 |\n",
       "| 4 | Mono_Macro | S133 | 3712 |\n",
       "| 5 | NK         | S133 |  684 |\n",
       "| 6 | pDC        | S133 |   31 |\n",
       "\n"
      ],
      "text/plain": [
       "  celltype   group Cell number\n",
       "1 B cell     S133   439       \n",
       "2 Mast       S133  1001       \n",
       "3 mDC        S133  1586       \n",
       "4 Mono_Macro S133  3712       \n",
       "5 NK         S133   684       \n",
       "6 pDC        S133    31       "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>S133</li><li>S134</li><li>S135</li><li>S149</li><li>S150</li><li>S158</li><li>S159</li></ol>\n",
       "\n",
       "<details>\n",
       "\t<summary style=display:list-item;cursor:pointer>\n",
       "\t\t<strong>Levels</strong>:\n",
       "\t</summary>\n",
       "\t<style>\n",
       "\t.list-inline {list-style: none; margin:0; padding: 0}\n",
       "\t.list-inline>li {display: inline-block}\n",
       "\t.list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "\t</style>\n",
       "\t<ol class=list-inline><li>'S133'</li><li>'S134'</li><li>'S135'</li><li>'S149'</li><li>'S150'</li><li>'S158'</li><li>'S159'</li></ol>\n",
       "</details>"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item S133\n",
       "\\item S134\n",
       "\\item S135\n",
       "\\item S149\n",
       "\\item S150\n",
       "\\item S158\n",
       "\\item S159\n",
       "\\end{enumerate*}\n",
       "\n",
       "\\emph{Levels}: \\begin{enumerate*}\n",
       "\\item 'S133'\n",
       "\\item 'S134'\n",
       "\\item 'S135'\n",
       "\\item 'S149'\n",
       "\\item 'S150'\n",
       "\\item 'S158'\n",
       "\\item 'S159'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. S133\n",
       "2. S134\n",
       "3. S135\n",
       "4. S149\n",
       "5. S150\n",
       "6. S158\n",
       "7. S159\n",
       "\n",
       "\n",
       "\n",
       "**Levels**: 1. 'S133'\n",
       "2. 'S134'\n",
       "3. 'S135'\n",
       "4. 'S149'\n",
       "5. 'S150'\n",
       "6. 'S158'\n",
       "7. 'S159'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] S133 S134 S135 S149 S150 S158 S159\n",
       "Levels: S133 S134 S135 S149 S150 S158 S159"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>B cell</li><li>Mast</li><li>mDC</li><li>Mono_Macro</li><li>NK</li><li>pDC</li><li>Plasma</li><li>T cell</li></ol>\n",
       "\n",
       "<details>\n",
       "\t<summary style=display:list-item;cursor:pointer>\n",
       "\t\t<strong>Levels</strong>:\n",
       "\t</summary>\n",
       "\t<style>\n",
       "\t.list-inline {list-style: none; margin:0; padding: 0}\n",
       "\t.list-inline>li {display: inline-block}\n",
       "\t.list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "\t</style>\n",
       "\t<ol class=list-inline><li>'B cell'</li><li>'Mast'</li><li>'mDC'</li><li>'Mono_Macro'</li><li>'NK'</li><li>'pDC'</li><li>'Plasma'</li><li>'T cell'</li></ol>\n",
       "</details>"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item B cell\n",
       "\\item Mast\n",
       "\\item mDC\n",
       "\\item Mono\\_Macro\n",
       "\\item NK\n",
       "\\item pDC\n",
       "\\item Plasma\n",
       "\\item T cell\n",
       "\\end{enumerate*}\n",
       "\n",
       "\\emph{Levels}: \\begin{enumerate*}\n",
       "\\item 'B cell'\n",
       "\\item 'Mast'\n",
       "\\item 'mDC'\n",
       "\\item 'Mono\\_Macro'\n",
       "\\item 'NK'\n",
       "\\item 'pDC'\n",
       "\\item 'Plasma'\n",
       "\\item 'T cell'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. B cell\n",
       "2. Mast\n",
       "3. mDC\n",
       "4. Mono_Macro\n",
       "5. NK\n",
       "6. pDC\n",
       "7. Plasma\n",
       "8. T cell\n",
       "\n",
       "\n",
       "\n",
       "**Levels**: 1. 'B cell'\n",
       "2. 'Mast'\n",
       "3. 'mDC'\n",
       "4. 'Mono_Macro'\n",
       "5. 'NK'\n",
       "6. 'pDC'\n",
       "7. 'Plasma'\n",
       "8. 'T cell'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] B cell     Mast       mDC        Mono_Macro NK         pDC        Plasma    \n",
       "[8] T cell    \n",
       "Levels: B cell Mast mDC Mono_Macro NK pDC Plasma T cell"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#############################\n",
    "# 统计细胞数量并绘制柱状图 #\n",
    "#############################\n",
    "\n",
    "# 统计每个细胞类型在不同样本中的细胞数目\n",
    "counts <- table(obj@meta.data$celltype, obj@meta.data$Patient)\n",
    "counts_df <- as.data.frame(counts)\n",
    "# 重命名列名\n",
    "colnames(counts_df) <- c(\"celltype\", \"group\", \"Cell number\")\n",
    "\n",
    "# 查看数据结构\n",
    "head(counts_df)\n",
    "unique(counts_df$group)\n",
    "unique(counts_df$celltype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ac6bb68d-7619-41e4-b061-da21598a200f",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "“\u001b[1m\u001b[22mThe `size` argument of `element_line()` is deprecated as of ggplot2 3.4.0.\n",
      "\u001b[36mℹ\u001b[39m Please use the `linewidth` argument instead.”\n",
      "Warning message:\n",
      "“\u001b[1m\u001b[22mUsing `size` aesthetic for lines was deprecated in ggplot2 3.4.0.\n",
      "\u001b[36mℹ\u001b[39m Please use `linewidth` instead.”\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 360,
       "width": 720
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置图形大小\n",
    "options(repr.plot.height=6, repr.plot.width=12)\n",
    "# 创建第一版柱状图\n",
    "p2 <- ggplot(counts_df, aes(x = celltype, y = `Cell number`, fill = group)) +\n",
    "  # 创建分组柱状图\n",
    "  geom_bar(stat = \"identity\", position = position_dodge(width = 0.9)) +\n",
    "  # 设置填充颜色和图例标签\n",
    "  scale_fill_manual(values = group_colors, \n",
    "                    labels = c('S133','S134','S135','S149','S150','S158','S159'), \n",
    "                    breaks = c('S133','S134','S135','S149','S150','S158','S159')) +\n",
    "  # 设置轴标签\n",
    "  labs(x = NULL, y = \"Cell number\", fill = \"\") +\n",
    "  theme_minimal() +\n",
    "  # 自定义主题设置\n",
    "  theme(\n",
    "    panel.grid = element_line(colour = \"gray\", size = 0.5),     # 网格线设置\n",
    "    axis.text.x = element_text(color = \"black\", size = 14),     # x轴文本\n",
    "    axis.text.y = element_text(color = \"black\", size = 14),     # y轴文本\n",
    "    axis.title.x = element_text(color = \"black\", size = 18),    # x轴标题\n",
    "    axis.title.y = element_text(color = \"black\", size = 18),    # y轴标题\n",
    "    axis.ticks = element_line(color = \"black\", size = 0.5, lineend = \"butt\"),  # 刻度线\n",
    "    axis.ticks.length = unit(0.25, \"cm\"),                       # 刻度线长度\n",
    "    legend.text = element_text(size = 12),                      # 图例文本\n",
    "    legend.title = element_text(size = 14)                      # 图例标题\n",
    "  ) +\n",
    "  # 添加边框\n",
    "  geom_rect(xmin = 0.41, xmax = 8.6, ymin = -10, ymax = 10650, \n",
    "            fill = \"transparent\",  \n",
    "            color = \"black\",       \n",
    "            size = 0.3)              \n",
    "p2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e1ddfcbf-a6b3-455a-9e92-9d9b406ef338",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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0P1+6dElE2rRpU3JR27ZtReTixYvFynW3/eu4u7vL/75XRnRbflV0wJbzPKyjm2tDp0rX2uymT5++YsWKa9eurVq1avr06QZqjh079s6dOzt37hw9erRGo9Hdsg6TUAb96VMmxElOTr5w4cKAAQPK31WtOelVg8zMzMzMTBHRaDTOzs4BAQEDBgyYOXOms7OzgVZVcbVQyU/DcoaEkrhWh0qR4IDJKA8sTE9Pf/nll8PCwqZMmaLMMPRQys8mymSTBqSkpIjIpUuXlMvoh8rKyuKkaYSJEydu3749IiKiefPmyr+l1bx3715ISMj9+/eHDx8+Y8aM1q1bKxMuikiDBg1SUlJ0P296eXkdO3bs3XffjYqK2rFjx44dO0SkcePGr7/++pw5c/R/gUGZSv6oqLyBpZVX9OeR9PR05Zcr3dxs3t7eInLlyhWtVqu6ZyKWf39WvuEoGYpiPDw8RO/XXZ3S3nPl0s3obiukKg7Ycp6HdZRvg/qqeq3Ny87O7u9///vkyZPDwsIMj5exsbHZsmXLkCFDdu7cOWrUKI1GowyVh0k89FFBSmGFdrBadtKralOnTi1zsEYxVXS1UJlPw/KHhJK4VodK8X0DJta7d28RycjI+PXXXw1UU34BSE1NNdyb8uk1d+5cA/dZKRcoqKiQkJBGjRpt27YtIiLC2tpaGUb4UN9///39+/e7dOmyYcOGnj17urm5KRcH+fn5yoefvpYtW65duzYlJSU2NvbDDz/s1atXcnLy3Llz//GPf1Tt+qCCDhw4oFwFBgUFKSXKXQYpKSmnTp0yZ2RGKf/+rHxLT0xMLLlIuSu75Nf48qiibnWq4oAt53nYgKpea7ObOHFiQEBAYmLiihUrDNdUchwhISEFBQUjR47csmVL9URYFyQlJZVWWKEdrJad9GqgGni1UKGQUAzX6lApEhwwMd1Pmrr52B5KeSjA4cOHDfemDHI+dOiQiaLD/6d8R8rJyUlKSurfv7+BIZpKSr5Hjx7FflSJjY1VZgR4aOedO3d+7bXXYmJilMnSV61apVvKD2U1gTJvpa+vr3IwikivXr2US5APP/zQnJEZpfz7s/JswnPnzpVcpBS2bt3aiACqqFudqjhgy3keNqCq19rsLC0tFy1aJCLLli27f/++4cpKjuO5554rKCgIDQ2NjIyslhhrv99++61YSWFhYVxcnFRwB6tlJ70ayORXC2YJCTpcq0OlSHDAxP7zn/8of/j5+Rmo9te//tXCwuL06dM//fSTgWpDhgyxsLA4fPiwrluY0IsvvhgcHBwcHDxjxgwD1ZRH09++fbtY+QcffFCeV1EG9eg3t7e3F5GsrKwKxgvT0Gq1b7311r59+0Tkrbfe0l322djYLFy4UEQ2bNhQ2sjkgoKCuXPn5ubmVlu05VfO/Vl5QMCJEycOHjyoX56RkfHll1/qKlRUFXWrz+QHbDnPwwZUw1qb3dChQzt16vTgwYPy/LBsa2sbGRnZr18/JcdRnim3UaYvv/yy2Dln48aNycnJDg4OTz75ZHl6qK0nvZrG5FcLZg+pjuNaHSpFggMmk5ub+9133y1YsEBE2rVr1759ewOVW7ZsqcyxHxoaunnzZt0Nkzk5OevWrdOlgVu1aqVM7TZ06NC1a9cWFBToekhISPj888+58aEyAgMD9+7du3fv3qefftpANeUK8t///rdyl6yIZGdnz5o1a9euXcUeLfHGG2+sXr1auRtT8eDBA+UyonPnzrrCli1bil4uDNXm7t27W7Zs6dWr1+LFi0Vk/PjxylMSdaZMmaI8APXll18eNWrUsWPHdL9xJSYmrlq1qnXr1suWLdOfe6LmKOf+3KlTp2effVZEJkyYoLuT7u7duyNGjLh3716TJk2UU1NFVVG3+kx+wJbzPGxANax1TfD++++LyHfffVeeyra2tlu3bu3Xr19+fv6IESOioqKqOLra7+7du+PHj9dNt3H06NHZs2eLyPTp03XThRpoW4tPejWNya8WqjMklMS1OtTKNE+bRR2j/Cjn5OTk8yd3d3fdfQfe3t4XL14ss5OcnJwhQ4YoTRo2bNi5c2d/f3/lKeurV6/WVcvPz9dNp1evXr2OHTt27tzZy8tLKRk/fryuJs/WNkzZagsWLDBc7auvvhKRVq1a6UqKior69u2rvOEtWrTo1q2bctvzihUrGjZsKCJnz55VagYHB4uIhYWFv79/9+7dH3/8ceXZfvXr1z958qSuw927dyu9+fr69uzZs1evXh9++GFVrLJK+fj4iMiRI0eKlY8fP15EFi1aVKx8zZo1ItKrVy/9wmIHadOmTfW/CTg6Oi5fvrywsLDkqxcWFi5YsEA5EkXE1tbW09NTv+3gwYMLCgpMusbGMHp/1mq1iYmJujHqrVu37tChg/L0U1dX14MHD+rXLG1bKNfKHTt2NK7bKl3B8h+w2nKfh0t7H0y+1uZl4D1XTm6KCxcuFGsyderUYvVzcnKU1I+1tXVUVFTVxl17KTve0qVLbW1tHR0du3btqtwVJSJPPvlkVlaWfuVaf9KrNqXt1SUVu8oy+dVC5T8NK3Q+rN2ys7OV92H37t3lb8W1OtSIERwwXkZGxo0/JScnu7i4BAUFLVmy5Pz58yWfqliSra3t5s2bIyMjQ0JCLC0tz5w5k56e3qFDh0WLFinXhQorK6vw8PB9+/aNHDmyfv36586di4uLc3Z2Hjx48DfffLN8+fKqXEWIiGg0mu3bt7/11lt+fn43b968fPlyUFDQ7t27Z82aVaxmWFjYvHnzunXrlp2dfeLEicuXL/v5+b322mvnzp3r0KGDrtqzzz67bt26oKCgu3fvHjp0aP/+/crd1DA53UGalJRkbW0dGBg4evTor776KiEhobTn2lhYWISFhcXFxc2fP79r16716tVLTk7WarXt27efNWvWqVOnIiMj1f7c3yZNmhw5cuSDDz7o2LHjzZs3z58/36xZs5kzZ549e7ZHjx41rduKKv8BK+U+DxtQQ9a6qlX0F0hlHMdf/vKX/Pz8YcOGbd++vYoCqwuefPLJo0ePPvPMM1evXr127VpAQMCSJUv27Nmj3O1YDCc9MzL51UJ1hoSH4lodaqTRMugOAAAANUzz5s1v3Lhx5MiRbt26mTsWAIA6MIIDAAAAAACoHgkOAAAAAACgekwgDABAdYiPjy9zKocGDRrw/EIAAADjkOAAAKA6JCYmfvPNN4breHl5keAAAAAwDpOMAgAAAAAA1WMODgAAAAAAoHokOAAAAAAAgOqR4AAAAAAAAKpHggMAAAAAAKgeCQ4AAAAAAKB6JDgAAAAAAIDqkeAAAAAAAACqR4IDAAAAAACo3v8DscApZSJFMpkAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 360,
       "width": 720
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 重新排序分组水平\n",
    "counts_df$group <- factor(counts_df$group, \n",
    "                         levels = c('S149','S134','S135','S133','S150','S158','S159'))\n",
    "# 创建第二版柱状图（重新排序后）\n",
    "options(repr.plot.height=6, repr.plot.width=12)\n",
    "p2<-ggplot(counts_df, aes(x = celltype, y = `Cell number`, fill = group)) +\n",
    "  geom_bar(stat = \"identity\", position = position_dodge(width = 0.9)) +\n",
    "  scale_fill_manual(values = group_colors) +\n",
    "  labs(x = NULL, y = \"Cell number\", fill = \"\") +\n",
    "  theme_minimal() +\n",
    "  theme(\n",
    "    panel.grid = element_line(colour = \"gray\", size = 0.5),\n",
    "    axis.text.x = element_text(color = \"black\", size = 14),\n",
    "    axis.text.y = element_text(color = \"black\", size = 14),\n",
    "    axis.title.x = element_text(color = \"black\", size = 18),\n",
    "    axis.title.y = element_text(color = \"black\", size = 18),\n",
    "    axis.ticks = element_line(color = \"black\", size = 0.5, lineend = \"butt\"),\n",
    "    axis.ticks.length = unit(0.25, \"cm\"),\n",
    "    legend.text = element_text(size = 12),\n",
    "    legend.title = element_text(size = 14)\n",
    "  ) +\n",
    "  geom_rect(xmin = 0.41, xmax = 8.6, ymin = -15, ymax = 10650, \n",
    "            fill = \"transparent\",  # 填充为透明\n",
    "            color = \"black\",       # 边框颜色设为黑色\n",
    "            size = 0.3)              # 边框宽度设为1\n",
    "p2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "368679cb-5319-4208-9e01-8433f3a789f4",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 360,
       "width": 720
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 重新排序细胞类型\n",
    "counts_df$celltype <- factor(counts_df$celltype, \n",
    "                         levels = c('T cell','Mono_Macro','NK','mDC','Plasma','Mast','B cell','pDC'))\n",
    "# 创建第三版柱状图（重新排序后）\n",
    "options(repr.plot.height=6, repr.plot.width=12)\n",
    "p2<-ggplot(counts_df, aes(x = celltype, y = `Cell number`, fill = group)) +\n",
    "  geom_bar(stat = \"identity\", position = position_dodge(width = 0.9)) +\n",
    "  scale_fill_manual(values = group_colors) +\n",
    "  labs(x = NULL, y = \"Cell number\", fill = \"\") +\n",
    "  theme_minimal() +\n",
    "  theme(\n",
    "    panel.grid = element_line(colour = \"gray\", size = 0.5),\n",
    "    axis.text.x = element_text(color = \"black\", size = 14),\n",
    "    axis.text.y = element_text(color = \"black\", size = 14),\n",
    "    axis.title.x = element_text(color = \"black\", size = 18),\n",
    "    axis.title.y = element_text(color = \"black\", size = 18),\n",
    "    axis.ticks = element_line(color = \"black\", size = 0.5, lineend = \"butt\"),\n",
    "    axis.ticks.length = unit(0.25, \"cm\"),\n",
    "    legend.text = element_text(size = 12),\n",
    "    legend.title = element_text(size = 14)\n",
    "  ) +\n",
    "  geom_rect(xmin = 0.41, xmax = 8.6, ymin = -15, ymax = 10650, \n",
    "            fill = \"transparent\",  # 填充为透明\n",
    "            color = \"black\",       # 边框颜色设为黑色\n",
    "            size = 0.3)              # 边框宽度设为1\n",
    "p2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb6b0ae6",
   "metadata": {},
   "source": [
    "## 细胞比例堆叠图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "b8df60f0-14c1-4b5b-b463-47ced8fc7b0a",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 6 × 2</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>group</th><th scope=col>celltype</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>S150</td><td>T cell    </td></tr>\n",
       "\t<tr><th scope=row>2</th><td>S150</td><td>Mono_Macro</td></tr>\n",
       "\t<tr><th scope=row>3</th><td>S150</td><td>T cell    </td></tr>\n",
       "\t<tr><th scope=row>4</th><td>S150</td><td>T cell    </td></tr>\n",
       "\t<tr><th scope=row>5</th><td>S150</td><td>T cell    </td></tr>\n",
       "\t<tr><th scope=row>6</th><td>S150</td><td>T cell    </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 2\n",
       "\\begin{tabular}{r|ll}\n",
       "  & group & celltype\\\\\n",
       "  & <chr> & <chr>\\\\\n",
       "\\hline\n",
       "\t1 & S150 & T cell    \\\\\n",
       "\t2 & S150 & Mono\\_Macro\\\\\n",
       "\t3 & S150 & T cell    \\\\\n",
       "\t4 & S150 & T cell    \\\\\n",
       "\t5 & S150 & T cell    \\\\\n",
       "\t6 & S150 & T cell    \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 2\n",
       "\n",
       "| <!--/--> | group &lt;chr&gt; | celltype &lt;chr&gt; |\n",
       "|---|---|---|\n",
       "| 1 | S150 | T cell     |\n",
       "| 2 | S150 | Mono_Macro |\n",
       "| 3 | S150 | T cell     |\n",
       "| 4 | S150 | T cell     |\n",
       "| 5 | S150 | T cell     |\n",
       "| 6 | S150 | T cell     |\n",
       "\n"
      ],
      "text/plain": [
       "  group celltype  \n",
       "1 S150  T cell    \n",
       "2 S150  Mono_Macro\n",
       "3 S150  T cell    \n",
       "4 S150  T cell    \n",
       "5 S150  T cell    \n",
       "6 S150  T cell    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>'T cell'</li><li>'Mono_Macro'</li><li>'NK'</li><li>'mDC'</li><li>'Plasma'</li><li>'Mast'</li><li>'B cell'</li><li>'pDC'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'T cell'\n",
       "\\item 'Mono\\_Macro'\n",
       "\\item 'NK'\n",
       "\\item 'mDC'\n",
       "\\item 'Plasma'\n",
       "\\item 'Mast'\n",
       "\\item 'B cell'\n",
       "\\item 'pDC'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'T cell'\n",
       "2. 'Mono_Macro'\n",
       "3. 'NK'\n",
       "4. 'mDC'\n",
       "5. 'Plasma'\n",
       "6. 'Mast'\n",
       "7. 'B cell'\n",
       "8. 'pDC'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"T cell\"     \"Mono_Macro\" \"NK\"         \"mDC\"        \"Plasma\"    \n",
       "[6] \"Mast\"       \"B cell\"     \"pDC\"       "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>'S150'</li><li>'S133'</li><li>'S134'</li><li>'S135'</li><li>'S158'</li><li>'S159'</li><li>'S149'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'S150'\n",
       "\\item 'S133'\n",
       "\\item 'S134'\n",
       "\\item 'S135'\n",
       "\\item 'S158'\n",
       "\\item 'S159'\n",
       "\\item 'S149'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'S150'\n",
       "2. 'S133'\n",
       "3. 'S134'\n",
       "4. 'S135'\n",
       "5. 'S158'\n",
       "6. 'S159'\n",
       "7. 'S149'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"S150\" \"S133\" \"S134\" \"S135\" \"S158\" \"S159\" \"S149\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 细胞比例堆叠图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "0416fdd2-9859-4de9-a8db-98ec295334f4",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[22m`summarise()` has grouped output by 'group'. You can override using the\n",
      "`.groups` argument.\n"
     ]
    }
   ],
   "source": [
    "# 计算每个样本中不同细胞类型的占比\n",
    "tbl <- celltype_group_df %>% \n",
    "  group_by(group, celltype) %>%                  # 按组和细胞类型分组\n",
    "  summarise(Count = n()) %>%                     # 计算每组细胞数\n",
    "  group_by(group) %>%                           # 按组分组\n",
    "  mutate(Percent = Count / sum(Count) * 100)    # 计算百分比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "9819e200-c695-4adc-8064-cdf6797bce41",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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I0i0oI+09pTsAABgOM9AAAACADMxAA4Cium5XugMAgDzMQAMAAAAyEKABAAAAGQjQAAAAgAwEaAAAAEAGAjQAAAAgAwEaAAAAkIEADQAAAMhAgAYAAABkIEADAAAAMhCgAQAAABkI0AAAAIAMBGgAAABABhOlGwAA4P8IzeimdAsAUBVmoAEAAAAZCNAAAACADARoAAAAQAYCNAAAACADARoAAACQgQANAAAAyECABgAAAGQgQAMAAAAyEKABAAAAGQjQAAAAgAwEaAAAAEAGAjQAAAAgAwEaAAAAkIEADQAAAMhgonQDAAD8H8EHRirdgkKCg5XuAIBemIEGAAAAZGAGGgCUtKB3P6VbUMY7SjcAANXGDDQAAAAgAwEaAAAAkIEADQAAAMjAGmgAUNKbmllKt6CUL5RuAACqiRloAAAAQAYCNAAAACADARoAAACQgQANAAAAyECABgAAAGQgQAMAAAAyEKABAABqUEZGhkqlCgwMrGIE9QsBGgAAQGFnzpxRqVQvv/yy0o1ALwRoAAAAQAYCNAAAACADARoAAKAqycnJQUFBTk5OZmZmjo6OgwYN2rRpk3bB0aNHhw4d6uDgoFarnZycRo8enZ6erv/1P/74Y3d3dyHExo0bVf+zbt2648ePq1SqgICAcvWlpaWPP/54kyZNsrOzhRCpqakqlWrcuHF//PFHQECAra2thYVFv379EhMTK/6sR2wVEhOlGwAAAKi7li9fHh4ebmpqGhAQ4Obmdv369ZSUlKVLlwYFBUkFK1asmDRpkp2d3eDBg1u2bHnu3LnNmzdv27Zt3759Xl5e+vyIF154wdTUdNq0ab169QoPD5cGvb2927Zt26NHjx9//PHSpUutWrUqq09MTPzrr7/Gjh1rY2NTNvj333/36dOnW7du4eHhmZmZsbGx/v7+3333nfajio/eKiQEaAAAAN1+++23iIgIa2vrQ4cOdejQoWw8IyND+nDq1Knw8HB/f/+tW7eam5uXneXt7T1hwoSTJ0/q81M6duxoZmY2bdo0V1fX0aNHax8KCwsbP378119/HRkZWTYYHR0thJg4caJ25aFDh2bMmPHxxx9LX8PDw728vF577bVBgwY1adLEUK1CQoAGasrWl6KVbkEZEeJTpVsAAMNYtmxZcXFxZGSkdnoWQri4uEgfli5d+uDBg/fee+/u3bt3796VBp2cnAYOHPjDDz9cuHDB1dX1URoYMWLE1KlTY2JiPvjgA2NjYyHE9evXt23b1rlz5969e2tXWltbz5w5s+yrp6fnyJEj16xZs2PHjhEjRtRCq40Ka6ABAAB0S05OFkI8++yzlRUcPXpUCNG/f/8W/9cPP/wghMjMzHzEBszNzceNG3f58uW4uDhpZNWqVYWFhZMmTSpX6enpaWlpqT3i4+MjhDhx4kTttNqoMAMNAACgW05OjhDC2dm5soKsrCwhxPbt28sWRWgrN29dPZMnT/7888+jo6MDAgJKS0tXrFhhYWFRbqWHEMLe3l7nyO3bt2ut1caDAA0AAKCbtbW1EOLy5ctubm46C5o1ayaEcHBw6NGjRw314Obm5ufn99NPP124cOH06dN///33q6++amVlVa7s2rVrOkekDmun1caDJRwAAAC69erVSwixa9euqgs2bNjwiD9IWt9cXFys82hYWFhJSUlMTIzOxwclJ06cyMvL0x5JSkoSQnh6ehq2VQgCNAAAQGXCwsKMjY0jIyPLbZZctgtHRESEiYnJ4sWLExIStAvy8vI2btyo/w+ys7MTQly8eFHn0RdeeMHFxeXf//739u3bu3XrpnMKOScnZ968eWVfT5w4ERsb27x58xdeeMGwrUKwhAMAAKAynTt3Xrx4cUREhIeHR0BAgLu7e1ZWVkpKStOmTaXXlHTq1Ck6OnrixIl+fn6DBg3y9PQsLi5OT09PSEho06aNtP2FPqysrLy8vI4dOxYcHNy+fXtjY+PAwMBOnTpJR42NjSdMmDBr1ixRyfSzEKJv377Lly//+eefvb29pX2gS0pK/v3vf0t72BmwVQgCNAAAQBUmT57cpUuXhQsX7t+/f9u2bc2bN+/SpUtoaGhZQUhISLdu3aKiovbv35+YmGhhYeHk5PTKK6/IjaTr1q2bMmXK7t27N27cWFpa2qZNm7IALf2UWbNmNW3adOTIkTpPf+yxx6Kjo//5z38uWbKkoKDgH//4x+zZs5966intGkO1CgI0AABAVby9vb29vaso8PDwWLt2bWVHXVxcSktLqx4RQri5ue3YsaOyi/z2229CiFGjRpXbq07bk08+uX379ir6fGir0BNroAEAAOq6BQsWCCHKXvQNZTEDDdSU0IxuSrcAAKjffv31159++ik5OXn//v0jRozQXtQBBRGgAUBJ3bYMUboFZaS9p3QHQH1w5MiR999/39raOjg4eOnSpUq3g/8iQAMAANRRERERERERVdd4eHhUXFGNGsUaaAAAAEAGAjQAAAAgAwEaAAAAkIEADQAAAMjAQ4QwkK4P2bkdAACgYWAGGgAAAJCBAA0AAADIQIAGAAAAZCBAAwAAADLwECEAAIBuS6acMeDVIj53M+DVoCBmoAEAAAAZmIEGakrwgZFKt6CQ4GClOwAAoAYxAw0AAADIQIAGAAAAZCBAAwAA4L8yMjJUKlVgYGAVIyBAAwAA1BX3799X/V9mZmbt2rV79dVXz5wx5JYgeBQ8RAgAAFC3qNXq8ePHS59zcnJ+/vnnlStXfvfdd8eOHWvfvr2yvUEQoAEAAOoac3Pz5cuXl30tKSkZPXr0t99+u3jx4q+++krBxiBhCQcAAECdZmRkJC1Bvnnz5kOLk5OTg4KCnJyczMzMHB0dBw0atGnTJu2Co0ePDh061MHBQa1WOzk5jR49Oj09vaZab6CYgQYAAKjrfvzxRyFEz549qy5bvnx5eHi4qalpQECAm5vb9evXU1JSli5dGhQUJBWsWLFi0qRJdnZ2gwcPbtmy5blz5zZv3rxt27Z9+/Z5eXnV+G00FARoAACAuiU/P/+tt96SPt++ffvnn38+ffp0cHBwWFhYFWf99ttvERER1tbWhw4d6tChQ9l4RkaG9OHUqVPh4eH+/v5bt241NzcvO8vb23vChAknT56smbtpgAjQAAAAdUthYeEXX3yhPdK5c+eAgICy1KvTsmXLiouLIyMjtdOzEMLFxUX6sHTp0gcPHrz33nt37969e/euNOjk5DRw4MAffvjhwoULrq6uBr2PBosADQAAULc0a9YsJydH+pyXl/ef//znn//8Z3Bw8Llz5959993KzkpOThZCPPvss5UVHD16VAjRv39/nUczMzMJ0HoiQAMAANRdlpaWvXr12rJli7Oz85w5cyZMmGBnZ6ezUsrczs7OlV0qKytLCLF9+3adM9nl5q1RBQI0AABAXWdra/vYY4+lpaX9/vvvvr6+Omusra2FEJcvX3Zzc9NZ0KxZMyGEg4NDjx49aqzTRoFt7AAAAOqBGzduVF3Qq1cvIcSuXbuqLtiwYYNhG2uEmIGulq7ble4AAAA0IkuXLr1+/bqFhUX37t0rqwkLC1uxYkVkZKS/v7/2CwszMjKk5wgjIiK+/vrrxYsXP//880899VRZQV5eXlxc3IgRI2r0FhoSAjQAAEDdkp+fP2nSJOlzXl5eWlpaamqqSqVatGiRpaVlZWd17tx58eLFERERHh4eAQEB7u7uWVlZKSkpTZs2TUxMFEJ06tQpOjp64sSJfn5+gwYN8vT0LC4uTk9PT0hIaNOmDQFafwRoAACAuqWwsDA6Olr6bGJi0rJly6FDh7755ps+Pj5Vnzh58uQuXbosXLhw//7927Zta968eZcuXUJDQ8sKQkJCunXrFhUVtX///sTERAsLCycnp1deeYX0LAsBGgAAoK7QaDSlpaWPcgVvb29vb+8qCjw8PNauXVvZURcXl3INVBwBDxECAAAAMhCgAQAAABkI0AAAAIAMBGgAAABABgI0AAAAIAO7cAAAAOgW8bnud2KjkWMGGgAAAJCBAA0AAADIwBIOAAAA3QYmTTfg1fb5fGrAq0FBzEADAAAAMhCgAQAAABkI0AAAAIAMBGgAAABABh4iBADUMV23K90BAFSFGWgAAIC64v79+yqVSqVSmZiYZGRkVCx48sknpYKdO3ca6oeeOXNGpVK9/PLLhrpgg1edAF1QUJCTk1NaWmrwbgAAAGBiYlJcXLxq1apy44cPHz516pSJCSsIFKZXgM7Pz9+yZcvrr7/etWtXKysrjUZjY2OjVqudnJwCAgKioqJOnTpV040CAAA0Es7Ozl27dl25cmW5+cqYmBhTU1N/f3+lGoPkIQH63Llz06ZNc3FxGTp06JIlS3777bc7d+5Ih4qKijIzM3fs2DF16tQnn3zS19d306ZNJSUlNd8zAABAAxcaGnr+/Pm9e/eWjeTm5m7evDkgIKBly5blilesWBEYGNi2bVtzc3Nra+v+/ftv3ry5XM2uXbv8/f2dnJzMzMwcHR379u376aefCiE+/vhjd3d3IcTGjRtV/7Nu3boavr/6rdI/Ady+fXvevHlffvllYWGhkZFRjx49evXq5eXl5ezsbGtrq9Fobt26devWrd9//z05Ofnw4cMHDhw4cOBAly5dFi1aNGDAgNq8BwAAgAZm9OjR06dPj4mJKZtvjo2NvXv3bmho6IYNG8oVT5w4sWfPngMGDLC3t79+/frOnTuDgoI++eSTd955RypYu3bt2LFjHRwchgwZ0rJlyxs3bqSlpcXExEyfPv2FF14wNTWdNm1ar169wsPDpXpvb+9au9P6qNIA7e7ufuPGjSeeeGL8+PGjR492dnbWWfbcc88JIYqLi+Pj47/55pvvv//+qaee+uqrr8LCwmqqZQAAgIbO2tp62LBhmzZtysrKsrOzE0LExMS0bt160KBBFQP0hQsXWrVqVfb13r17/fv3j4yMfO2112xsbIQQ0dHRxsbGx48fd3JyKivLzs4WQnTs2NHMzGzatGmurq6jR4+ujXur/ypdwmFtbb1u3bo//vhjxowZlaXnMsbGxs8++2xsbOzp06dDQkKk/x4AAACottDQ0MLCwrVr1wohUlNTjx8/Pn78eCMjHeFNSs+lpaW3b9++du1abm7uiy++mJ+fn5SUVFZjbGxc7ulDKVujGiqdgT516pSxsbHcy7m6un799dfFxcWP1hUAAEBj179/f3d396+//nrKlCkrVqwwMjIKCQnRWXnixInIyMjExMSyZ9Ukly9flj4EBwcfOXKkY8eOI0aM8PX17du3r4ODQ43fQMNV6Qx0NdKzQc4FAACAJDQ0NC0tLTExMTY21t/fv3Xr1hVrfv31V29v76SkpMmTJ69fv37nzp27du2aOnWqEKKgoECqiYiIWLdunbu7+7Jly4YPH+7o6NinT5/Dhw/X6s00IOwjCAAAUEeNHTt25syZY8aMycnJefXVV3XWREVF5efnb9++3c/Pr2zw+PHj5cpGjRo1atSo3Nzco0ePbtu27euvv3722WfT0tK0F09DT9V8E+H58+ffeuutHj16uLu79+7d+/33379x44ZhOwMAAGjk7O3tBw8enJGR0bx58yFDhuisOX/+vBCiV69e2oMJCQk6i62srJ5++ully5ZNnTr1zp07Upm0doAluPqrToBOTk7u0qXLF198kZKSkpGRkZycPH/+/K5du549e9bg/QEAADRmn3322datW+Pi4tRqtc6Cdu3aCSH27NlTNhIbG1suQO/Zs6eoqEh75ObNm0KIJk2aCCGkXT4uXrxo6N4brOos4Zg4caIQYu3atS+99JKFhUVOTs6aNWumTZs2derUrVu3GrpDAACAxqtt27Zt27atoiAiIiI2NjY4OHjEiBGurq6pqak//vjj8OHDtd+lEhwcbGJi0r9/f1dXV2Nj42PHjiUmJnbs2HHw4MFCCCsrKy8vr2PHjgUHB7dv397Y2DgwMLBTp041fm/1VlUBumzfQW23bt367faVQ2gAACAASURBVLffFi5c+Morr0gj1tbWb7755l9//fXNN9/UVJsAAADQpWfPnnv37p01a9a2bduEEN27d4+Pj79y5Yp2gJ43b97u3btTUlJ27txpamrq6uo6b9688PBwc3NzqWDdunVTpkzZvXv3xo0bS0tL27RpQ4CuQlUBun379gsXLhw7dqz2oLQ+RqPRlCs2Nzcv96eBBmxB735Kt6CMd5RuAAAar67ble4AtUGj0ZSWllZds3r16tWrV2uP+Pr6Hjx4sFyZ9ltRJk2aNGnSpCqu6ebmtmPHDnm9NmJVBWhnZ+dx48atWbNm+fLljz/+uDTYokULd3f3uXPndujQ4amnnhJClJSUbN26ddmyZY3nrY9vamYp3YJSvlC6AQAAAIVV9RBhSkrKggULjh071qVLlzlz5hQWFkrjX3zxRVZW1sCBA5s1a9auXbumTZsOGzbMyMhowYIFtdIzAAAAoJiqArSJicn06dP/+OMPPz+/Dz/8sGvXrtJfB5599tnDhw+/9NJL5ubmmZmZtra2r7zyyvHjxz08PGqrbQAAAEAZD9/GztXVdefOnZs2bcrNzfX19Q0JCbl161bPnj2///77q1ev5ufnX7p0ae3ate7u7rXQLgAAAKAsffeBHj58+KlTpyZPnrxmzZr27duz4QYAAAAaJxn7QFtZWX311VdjxoyZOHHimDFj1qxZs2zZMiaeAQBAQ7XP51OlW0BdpNcM9I0bNzIyMqRd6ry8vKSHC48ePdqlS5d58+aVPVwIAAAANHgPmYH+9ttvZ86cKb2j29LSMjQ09F//+pdGo5k+fXpQUFB4ePgHH3wQGxsbHR3t4+NTKw0DAADUkm+//daAVwsODjbg1aCgqmagv/vuu5EjR16+fLlfv37PPPOMpaXlokWLXn31Velo2cOFt2/f7t+/f2hoaHZ2dq30DAAAACimqgA9f/58V1fXv/7668CBA7t27bpw4cKoUaNiY2MvXLhQVlP2cOGqVavat29f8w0DAAAASqoqQKelpY0dO7ZVq1bSV7VaPXXqVCHEqVOntMukhwuPHDni6OhYc40CAAAAdUFVAdrCwuLy5cvaIxkZGdJ4xWLp4ULDNgcAAADUNVU9RPjMM8+sWrWqVatWQ4cONTc3//nnn6dPn25ra9u9e3fd1zKRsSkeAAAAUB9VFXkXLFiQnJwcGRkZGRkpjZiamsbGxpqbm9dGawAAAEDdU1WAdnFxSU1NjYmJSU5OLigocHd3DwkJefLJJ2utOQAAAOjj/v372lOcarXaysrK1dW1W7duw4YN8/PzMzLSsXA3PT39q6++SkxMvHTpUn5+fosWLbp37/7yyy8HBQUZGxvXYvv1zEMWXVhZWb399tu10woAAAAehVqtHj9+vBCiuLg4Jyfnjz/+WLFixYoVK3r16rV+/fp27dppF8+ZM2f27NklJSVubm7PPPOMhYXFtWvXDh48uH379mXLlh08eFChm6gHWLUMAADQQJibmy9fvlx75M8//3zjjTfi4+P9/PxSUlJsbW2l8fnz53/44YcODg5r1qwZNGhQWX1RUdG6deuWLVtWq33XN5XuwnHnzp1qX/RRzgUAAGi0UlNTVSrVuHHjzpw589JLL9na2lpZWT333HOnT58WQmRmZo4bN87e3t7c3Lxv377Hjx9/6AWfeOKJuLg4b2/vc+fOLViwQBo8f/58ZGSkWq2Oj4/XTs9CCBMTk3Hjxu3bt68m7q7BqDRAt2vX7rPPPsvPz5d1uV9++eWZZ56Jiop65MYAAAAaqYsXL/bu3TszM3PkyJE9e/bctWuXr6/vmTNnevbsefLkyaFDhw4cOPDw4cP+/v45OTkPvZqJicns2bOFELGxsdLIqlWrHjx4EBwc3LlzZ52nWFpaGvB2Gp5KA7S1tfW0adPatGkzbdq033//veqr3LlzZ9WqVb6+vj179ty7d2/btm0N3ScAAEBjkZiY+Prrrx89enTJkiV79+4NDQ3NzMzs2bPn0KFDf/3116VLl+7cuXPmzJnZ2dnR0dH6XNDHx0etVl+6dCkzM1MIcejQISHE008/XbO30XBVugY6LS3tyy+/nDdv3mefffbZZ5+1bdu2V69ePXr0cHJysrW11Wg0t27dysrK+s9//pOcnPzrr78WFBQIIfz9/aOiojp16lSLtwAAANCguLq6vv/++2Vfx40bFxMTI4T417/+pVKpygbnzZuXmpqqzwXVanWLFi0uX75848YNR0dHKUaXvW0aclUaoNVq9bRp00JCQr7++uvly5efPXv23Llz3377rc5iU1PTESNGhIeH+/j41FirAAAAjYKnp6f2LnLOzs5CiI4dO2pvVCcNSm+J1kdpaakQQsrf2p9RDQ/ZhcPW1nb69OlTp049evRoYmLiwYMHz507d+PGjfz8/ObNm9vb2//jH//w9fX19/dv2bJl7XQMAADQsDVr1kz7q/SyZ52DDx480OeCBQUFN2/eFEK0aNFCCOHk5JSenn7x4kVvb29D9dyo6LWNnZGRkbe3N79iAEAtWNC7n9ItKOMdpRtAA5aUlFRYWNi6dWsHBwchRN++fRMSEnbv3h0cHKx0a/VSpQ8RAgAAoAEoKir68MMPhRCjRo2SRsaPH29qarphw4bKNorIy8urvf7qIX0D9KRJk9asWVNFQVRU1KRJkwzREgAAAAzj9OnTzz///JEjRx577LHp06dLg23atImMjCwoKHj66af37NmjXV9cXLxu3To/Pz8lmq039H0TYXR09P3798eOHVtZwfbt2w8cOFDu5TcAAACoNfn5+dKEZnFxcW5ublpa2h9//FFaWtqnT5/169fb2NiUVb733ntFRUWzZ88eNGiQu7t7t27dLCwsrl+/fvTo0aysrP79+yt3E/WAwV7lXVJSwrOcAAAACiosLJR2hlar1VZWVq1btw4NDR0+fLifn1/FnDZr1qzhw4cvXbo0MTHxxx9/vH//fosWLfr27RscHDxs2DAl2q83DBagMzIymjZtaqirAQAANEIeHh7SHnPaXFxcKg6amJhoD2o0moo1D9WhQ4fFixdXo89GrqoAffbs2bNnz5Z9zczM3Lt3b8Wye/fu7du379y5c3369DF8gwAAAEBdUlWAXrt2rfTmdEl8fHx8fHwV9REREQbrCwAAaGmcu/uxtR/qpqoCdMuWLTt27Ch9TktLs7a2lt55o02lUjVp0sTd3f2VV17hjeoAAABo8KoK0GFhYWFhYdJnlUo1ZMiQ1atX10ZTAAAAQF2l70OEq1atcnNzq9FWAAAQQrypmaV0C0r5QukGAOhF3wA9bty4mmwDAABUpbH+u0Lhf1TwpmvoxKu8AQAAABlk7ANdWlr6ww8/xMXFnTlzJi8vT+degykpKYbrDQAAQFGTDPqSuOWy92lG3aRvgL53794LL7yQkJBQo90AAAAAdZy+AXrOnDkJCQmmpqYvv/xy3759HRwcjIxY/gEAAIBGR98AvWnTJiHEt99+O3To0JrsBwAAAKjT9A3QGRkZdnZ2tZ+eN27cuH79ep2HAgMDQ0JCKo6fOXNmy5YtaWlpd+7csbGx8fT0DAoKatmyZQ13CgAAgEZB3wBtZ2fXrFmzGm2lCqamphqNptxgxREhxMGDBz///PPi4mJzc3N7e/sbN27Ex8cnJSXNnTv38ccfr5VmAQAwvG5bhijdggLS3lO6A0AXfQP0oEGDYmNjs7Ky7OzsarQhnXx8fN56662Hll25cmXRokXFxcWBgYGjR49Wq9V5eXlffvllcnLyRx99FB0drTNzAwAA1BH37983NzcXQhgbG58/f97FxaVcwZNPPnnq1CkhxI4dOwYPHqxAi1Wq7/3rSd8HASMjIy0tLd96662ioqIabehRbNy4saioqGPHjiEhIWq1WghhaWk5depUOzu77OzsXbt2Kd0gAADAw5mYmBQXF69atarc+OHDh0+dOmViImMbYkXU9/4fSt8Afe3atY8//vi7777z8PD46quv9u7dm6xLjfZatQcPHkgNPPfcc9rjZmZmAwcOFEIkJSUp0xkAAIAczs7OXbt2XblyZbnXbsTExJiamvr7+yvVmJ7qe/8Ppe+/AHr37i19SEtLi4iIqKxM59tVHt2pU6emTZt28+ZNjUbTqlUrb29vHx8fY2Nj7ZoLFy7k5+cLITp16lTu9M6dO2/atOnvv/8uLCyUZqYfUeNciCZYiwYAQG0JDQ19/fXX9+7dWxY3c3NzN2/eHBAQYGlpWbF+w4YNX3311cmTJx88eODm5jZq1KgpU6aYmZlJR1NTUz09PceOHTt37twZM2bEx8ffvXu3U6dOs2fPLjfz+NBL1UT/K1asiIuLO3ny5NWrV83MzLp27RoRETF8+PByZcnJyVFRUYcOHcrKyrK1te3cuXNoaGhQUJD2DX7wwQfvv/9+QkLCzZs3jxw50qtXL0PdkTZ9Z6Bd9VPtPqqWmZl5+vTpW7duXbly5dixY1FRUTNmzMjJydGuuXz5shBCo9HY2NiUO93R0VEIUVpampmZWUMdAgAAGNDo0aM1Gk1MTEzZSGxs7N27d0NDQysWv/POO8HBwadPnx49enRERERxcfG777779NNPP3jwQLvs0qVLPXr0+PPPP4OCgp5//vkTJ0688MIL5f5Er+elDNv/xIkTr169OmDAgLfeemvo0KHp6elBQUELFizQrlm+fLm3t/f27dv79u07derU559//vr160uXLi13g15eXqmpqc8888yLL74oPfxmqDvSpu8M9Pnz56v9Mx6FnZ3dqFGjPDw87O3tLS0tr127tm/fvq1bt54+fXr+/PmffPKJSvXfd2zm5eUJIaysrCpepOwfOlINAABAHWdtbT1s2LBNmzaVbeEQExPTunXrQYMGbdiwQbsyKSnp008/bdu27bFjx1q0aCGE+Ne//hUQELBr165PP/30vff+/5+PExISZs6cOWfOHCk+rVu37pVXXvn00099fHzkXsqA/QshLly40KpVq7Kv9+7d69+/f2Rk5GuvvSZNjP72228RERHW1taHDh3q0KFDWWVGRob2dRISEiIiIhYtWlS2TsGAd6Strr9N0M/Pb8SIEU888YS1tbWJiYmzs/OYMWOmT58uhEhPT9dedV1QUCCE0LksvWzZhlRTZubMmd3/p+KfCQAAABQUGhpaWFi4du1aIURqaurx48fHjx9f8VXQK1euFELMmjVLCohCCBMTk88++0ylUmlPAAshWrdu/eGHH5ZNPo4aNapZs2Y///xzNS5lwP6FEFJ6Li0tvX379rVr13Jzc1988cX8/Pyy2fFly5YVFxdHRkZqp2chRLldPpo3b/7JJ59or/I17B2VqU6ALikpuXXrVrnIX5v69OnTvn17IcQvv/xSNigtZNG5SUhhYaF2TRknJ6cO/9O2bdsa7BgAAECm/v37u7u7f/3110KIFStWGBkZ6XyF3K+//iqEGDBggPZghw4dHB0dz507p73k1dPTU3uqUaVSubi4ZGdnV+NSBuxfCHHixIkhQ4Y0a9bM2trawcHB0dHx/fffF/9boCuEkOZMn3322ap/ooeHR5MmTbRHDHtHZeQF6IMHDw4ePNjKysrOzk57pv3jjz8eN27czZs3q9dENUgB+urVq2UjFhYWQojc3NyKxWUrN8otWg8LC/vmf8qtswEAAFBcaGhoWlpaYmJibGysv79/69atK9bcvn1bCOHg4FBuXHoGTDoqsba2Llcj7TdXjUsZsP9ff/3V29s7KSlp8uTJ69ev37lz565du6ZOnSq01g5ISdfZ2bnqH+fk5FRuxOB3JJGxD9/ChQvfeecdnftsWFlZrVmzpn///uPHj69eH3JJ8//azUhz+Pfv38/Ozi73HKH07KBKpZJ+WagJC3r3U7oFZbyjdAMAgAZs7NixM2fOHDNmTE5OzquvvqqzRnpX9NWrV8tt5yDlH1lvkjbgpST69B8VFZWfn799+3Y/P7+ywePHj2vXSNH/8uXLbm5uVfy4stUpZQx+RxJ9A/SBAwemT5+u0WjefffdUaNGzZkzR1rRInnxxRfDw8N37NhRawH6r7/+EkKULWcRQri6upqbm+fn56elpfXt21e7+PfffxdCtGvXziB72AEAahRbhQJl7O3tBw8evHXr1ubNmw8Zovt/DU9Pz99++23//v1jx44tG/zzzz8zMzPbtm1bcda5Cga8lP79SztVSPvNlUlISND+2qtXr9TU1F27dr3++uuyGjD4HUn0XcIRFRUlhFi2bNmsWbMee+yxcgHf0dHR2dn5zz//rF4TlalsV+mTJ09Kmbhbt25lg6ampl5eXkKIuLg47eKCgoJ9+/YJIcqeMAUAAKgvPvvss61bt8bFxVU2DygtLJ47d25WVpY0UlRUNHXq1NLS0somfStjwEvp33+7du2EEHv27CkbiY2NLRegw8LCjI2NIyMj09PTtccf+kheTdyR0H8G+siRI7a2tuPGjauswNHR8cyZM9XuQ6e///57zZo1gwYN6tSpk7Qq486dO/v37//mm2+EEK6uruUy8YgRI5KSktLS0lauXDl69Gi1Wn337t0vv/wyKyvLxsam4j7hAAAAdVzbtm2r3uqgX79+b7/9dlRUVMeOHYcNG9akSZO4uLg//vjDx8dH2rhMfwa8lP79R0RExMbGBgcHjxgxwtXVNTU19ccffxw+fPjmzZvLajp37rx48eKIiAgPD4+AgAB3d/esrKyUlJSmTZsmJibW8h0J/QP07du3K77hT1tJScn9+/er3UdlTp48efLkSSGEWq02MTG5d++eNN66desPPvig3MsInZ2d33zzzUWLFm3btm337t12dnbXr18vLCyUVp5Im2mjhrypmaV0C0r5QukGAACN3WeffdatW7elS5euWbNGetnevHnzpk6dWo3Fqwa8lJ569uy5d+/eWbNmbdu2TQjRvXv3+Pj4K1euaAdoIcTkyZO7dOmycOHC/fv3b9u2rXnz5l26dNH5WpZauCN9A7SNjc3FixcrO1pUVHT69OmKTzg+Iicnp5CQkLS0tAsXLuTm5hYUFDRr1qxNmzZ9+vQZOHCgztv29fV1cXH5/vvv09LSrl69am1t7enpGRQUZG9vb9jeUA5rFgEAeHQajaayJaxlVq9evXr16nKDo0aNGjVqVGWneHh46LxsampqxcGqL1W16vXv6+t78ODBcmWjR48uN+Lt7e3t7a3zmpXdoORR7kgnfQN0jx494uLi4uPjBw0aVPHo+vXr8/LyAgICDNiZEKJJkyaBgYGBgYGyznJzc5sxY4ZhOwEAAAAk+gbo0NDQuLi4CRMmbNmyRfvRPSHEnj173njjDSHEa6+9ZvgGAQAAUAcUFRVV/dKP5s2b63wndMOj700GBgZKq7m9vLx69ep148YNIcSMGTMOHTp05MgRIURISIivr2/NNQoAAAAFpaam9ujRo4qCX375pXv37rXWj4Jk/Cth3bp1Dg4OS5cuPXTokDQivb3PyMgoPDxc2ucOAAAADdITTzyhvdmczoJaa0ZZMgK0Wq3+8ssvp0yZsmXLlpMnT2ZnZ1taWnbu3HnYsGGPP/54zbUIAAAAxTVt2lT7ZYGNmex1Km3btpXeTg4AAAA0Qo1ioTcAAEB1LH/IjmxonPR9lXdmZubq1avLVj+Xc+jQodWrV1+9etVwjQEAAAB1kb4z0MuXL58zZ866dev69u1b8ej58+fHjx8/b968999/36DtAQAAKGfZDkNebfILhrwalKPvDPTOnTtNTU2HDh2q8+iwYcNMTU137txpuMYAAACAukjfAH3hwgVXV1eNRqPzqEajad269fnz5w3WFwAAAFAn6Rugc3NzbWxsqiiwsbHJysoyREsAAABA3aVvgLazszt79mxJSYnOoyUlJWfPnrW1tTVcYwAAAEBdpG+A9vLyysrK+v7773Ue3bx5861bt3r27Gm4xgAAAIC6SN8AHRISIoSYMGHC7t27yx3atWvXhAkThBCvvvqqYZsDAABoVO7fv69SqVQqVbt27QoLC8sdbd68uUqlKldsbW1druw///mPi4uLSqX65JNParzjRknfbewCAgKGDRv23XffPfPMM56enn369LG2ts7JyTl8+HBqaqoQIigoaMiQITXZKgAAQGNx7ty5JUuWvP3223JPTEpKCggIyMvLW7169dixY2uiN8h4E+G6devs7OxWrFhx4sSJEydOlI0bGRlNnjw5KiqqBtoDAABodOzs7IqLi+fNmzd+/Piqd3EoZ9u2bcHBwUZGRtu3b3/22WdrrsNGTkaANjMzW758+ZQpU7Zu3fr777/n5uZaWVl16dLlpZdecnd3r7kWAQAAGhVLS8uIiIjp06d/9NFHCxcu1POsf//732FhYdbW1nFxcV5eXjXaYSOnb4COiIgoKSmZM2fOE0888c9//rNGewIAAGjkXn/99a+++mrJkiURERFt2rR5aP3cuXNnzZrl6uq6e/fuJ554ouYbbNT0fYhw+fLlmzZtat68eY12AwAAACGEmZnZ/PnzCwoK3nvvvaorS0tLw8LCZs2a1blz5yNHjpCea4G+Adre3r6y1xACAADA4F5++eXu3btv2LAhJSWlirLc3Nxly5ZZWFjEx8c7OTnVWnuNmb4BesCAAVeuXLl06VKNdgMAAACJSqVauHBhaWnptGnTqiizsLDo27fv3bt3R40adffu3VprrzHTN0DPnDmzSZMmr7/+ekFBQY02BAAAAEn//v0DAgIOHDiwY8eOympMTEx++umngQMHJiQkPP3007m5ubXZYeOk70OEOTk58+fPf+edd9zc3MLCwtq3b+/g4KC9lbekV69ehu4QqLe6ble6AwBAvffJJ5/8+OOPM2bMeO655yqrsbCw2Llz59ChQ3/88Uc/P7/du3fL2vwOcukboHv37i19yMjIqGIxe2lpqQGaAgAAgBBCiPbt24eGhi5fvjwmJqaKMo1Gs3Xr1uDg4C1btgwYMGDPnj0tWrSotSYbG30DtKura432AQAAAJ1mz569fv36Dz/8sOqVtGq1euPGjWPHjo2Nje3fv/++ffscHR1rrclGRd8Aff78+ZpsAwAAALq1bNnynXfe+eCDDx5aaWJi8s0332g0mpUrV/br1y8hIaFVq1a10GFjo+9DhAAAAFDK22+/7ezsrE+lkZFRTExMeHj4mTNnfHx8zp49W9O9NUIyXuVdpqSkJCcn5969ey4uLgZvCAAAoNHSaDQ6nyhr0qRJRkaGnsUqlWrJkiVLliypkRYhdwb64MGDgwcPtrKysrOz0/6LwMcffzxu3LibN28auj0AAACgbpERoBcuXOjr6xsXF1dxj24rK6s1a9ZUsUMhAAAA0DDoG6APHDgwffp0MzOz2bNnnzlzZsyYMdpHX3zxRSEEARoAAAANnr5roKOiooQQy5YtGzdunBCi3CtUHB0dnZ2d//zzT0O3BwAAANQt+s5AHzlyxNbWVkrPOjk6Ol65csUwTQEAAAB1lb4z0Ldv3+7UqVMVBSUlJffv3zdESwAAAHXD5BeU7gB1kb4z0DY2NhcvXqzsaFFR0enTpx0cHAzUFQAAAFBH6Ruge/TokZWVFR8fr/Po+vXr8/Ly+vTpY7jGAAAAgLpI3yUcoaGhcXFxEyZM2LJlS7du3bQP7dmz54033hBCvPbaa4ZvEAAAQCELUm8b8GrveDQz4NWgIH0DdGBg4PDhwzdv3uzl5dWrV68bN24IIWbMmHHo0KEjR44IIUJCQnx9fWuuUQAAAKAukPEq73Xr1jk4OCxduvTQoUPSyIIFC4QQRkZG4eHh0j53AAAAQMMmI0Cr1eovv/xyypQpW7ZsOXnyZHZ2tqWlZefOnYcNG/b444/XXIsAAABA3aFXgL5x48aZM2eEEO7u7m3btp06dWoNdwUAAADUUQ/ZhePixYvPPfecvb19nz59+vTp07Jly+eee+7SpUu10xwAAABQ11QVoHNzc319fXft2lVaWiqNlJaW7tq1q3///nfu3KmV9gAAAFDe/fv3VVrMzMxatGjRvXv3CRMmxMfHl5SU6DwrPT399ddf79SpU7NmzdRqtbOz85AhQ7799tvi4uJa7r++qypAL168+Ny5c2q1+v33309KSjpw4MC7775ramp67ty5xYsX11qLAAAAqEitVk+cOHHixIljxozx9fXNz89fsWLF008/7e3tffbs2XLFc+bM6dix45IlSwoKCp555pnRo0d7eHgcPHhw5MiRAwYMUKT/+quqNdA7duwQQnz++edhYWHSSL9+/ezt7d96660dO3a89957tdEgAAAAdDE3N1++fLn2yJ9//vnGG2/Ex8f7+fmlpKTY2tpK4/Pnz//www8dHBzWrFkzaNCgsvqioqJ169YtW7asVvuu/6qagU5PTzcyMnr11Ve1B1977TWVSpWenl7DjQEAADQ6qampKpVq3Lhxf/zxR0BAgK2trYWFRb9+/RITE/U5/YknnoiLi/P29j537py03bAQ4vz585GRkWq1Oj4+Xjs9CyFMTEzGjRu3b98+w99Jg/aQNdCOjo5mZmbag02aNGnZsmVubm4NNwYAANBI/f3333369MnLywsPDw8ODk5JSfH399+2bZs+55qYmMyePVsIERsbK42sWrXqwYMHwcHBnTt31nmKpaWloTpvJKoK0KWlpSYmOtZ4mJiYVLY4HQAAAI/o0KFDkyZNSkhImDt3bkxMzOHDh42MjF577bV79+7pc7qPj49arb506VJmZqZ0NSHE008/XbNNNyYP2cYOAAAAtcza2nrmzJllXz09PUeOHHnz5k3p+bSHUqvVLVq0EELcuHFDCCHF6FatWtVMs43RQ16kkpWVNWnSpHKDOTk5QoiK40KIcivZAQAAIJenp2e5ZRU+Pj5r1qw5ceLEiBEj9LmCtAexSqUq9xkG8ZAAnZeXFx0drfOQznECNAAAQwEPpAAAIABJREFUwCOyt7fXOXL79m19Ti8oKLh586YQQpqHdnJySk9Pv3jxore3t6E7baSqCtDPP/98rfUBAAAAybVr13SONGvWTJ/Tk5KSCgsLW7du7eDgIITo27dvQkLC7t27g4ODDd5q41RVgN65c2et9QEAAADJiRMn8vLytFdxJCUlCSE8PT0fem5RUdGHH34o/l97dx5gdV3vj/89c2DYGTbZYVDQNMiQkkUgSBSvaEZacJUy0Sw1LLqZW+Vyr6hoIqSlkHVx1zQi8iYuLLmi0g1UlBATuCAIIvu+zO+Pc7/zmztnRN4zzvmcOTwef818zmc4L57MOfPkM5/P5x3CqFGj0ltGjx590003PfLIIz/+8Y8rvRFHhefiE7mIEAAgt2zcuPGGG24o+/Tvf//7Qw891KpVq6985SsH/sIlS5acdtppL730UteuXX/yk5+kN3bp0uW6667btWvXKaec8swzz5Tff9++fQ888MBJJ530qf8V8tsnnAMNVNkt/b6U9AjJuDzpAQBquwEDBtx9992vvvpq//79V69e/dBDD+3fv3/KlCkNGzYsv9uOHTvSN3XYt2/f5s2bFy1a9NZbb5WWlp5wwgkPPvhg8+bNy/a8+uqr9+7de/311w8dOvTII4/s1atXo0aN1q5d+/LLL69fv37QoEHZ/hvWcgo01JQf1r8m6RGSMinpAQBqt65du06ePPnKK6+88847d+3a9YUvfOH6668/8cQTK+y2e/fu9E0dioqKmjZt2rlz5+985zvf+MY3TjrppMx7blxzzTXf+MY3fv3rX8+ZM+cvf/nLzp07DzvssAEDBpx99tlf//rXs/QXyxcKNABAzvnsZz87Y8aMj3u0fv366ZvTRTnmmGPuuOOO6s1FCM6BBgCAKAo0AABEUKABACCCc6ABAHJFz549q3ByM1nmCDQAAERwBBoAoHKX9zyopbM51DgCDQAAERRoAACI4BQOAIDK7Vr8w0/xT6t3tIVa84Qj0AAAEEGBBgCACAo0AABEUKABACCCAg0AUJusXLmyoKBg+PDhSQ9y6FKgAQByxc6dOwvKSaVSrVq1GjJkyEMPPZT0aPz/3MYOACC3FBUVjR49OoSwZ8+epUuXzp49e/bs2fPnz58wYULSoxGCAg0AkGsaNGhw9913l306c+bM0047beLEiT/4wQ+6dOmS3Fz8L6dwAADktH/5l3/p1atXaWnpa6+99nH7/OY3vxk+fPjhhx/eoEGDZs2aDRo06LHHHquwz5NPPnnyySe3b9++Xr167dq1GzBgwK233pp+aMGCBQUFBeedd97SpUvPPPPMFi1aNG3adNiwYUuWLAkhrF69+rzzzmvTpk2DBg0GDBjwt7/9Lfap84wCDQCQ60pLS0MIBQUFH7fD9773vTVr1nz5y18eO3bsWWedtXjx4hEjRtxyyy1lO9x3333Dhg178803zzjjjCuuuGL48OGFhYX33HNP+T9kxYoV/fr1W7169TnnnNO7d+8nn3xy8ODBS5cu7d2798KFC88666whQ4a8+OKLJ5988saNGw/+qfOPUzgAAHLak08++fe//72goOD444//uH2WL1/eqVOnsk+3b98+aNCg66677sILL2zevHkIYfLkyalU6m9/+1v79u3LdtuwYUP5P2TOnDnXX3/9Nddck/70wgsvvOeee3r37n3uuefefvvt6fr+85///IYbbpg8efIVV1xxkE+dfxyBBgDILTt27LjooosuuuiiCy64YNCgQaeddtr+/fvHjh1bUlLycV+SrrClpaWbNm364IMPNm/e/LWvfW3Hjh3PP/982T6pVKpOnf9z8LRCwS0pKfnpT39a9ul5552X/uCmm24qO/id3rhgwYKop84zjkADAOSW3bt3T548OYRQWFjYrFmzwYMHX3DBBaNGjTrAl/z973+/7rrr5syZs2XLlvLbV61alf7g7LPPfumll7p37z5y5MjBgwcPGDCgbdu2Ff6Q4447LpVKlX3aoUOHEEL37t0bNGhQYePKlSsP/qnzjwINAJBbiouLy59k/In++7//e8CAAfXr17/44os///nPFxcXp1KpZ5999rbbbtu1a1d6nzFjxjRv3vxXv/rVXXfd9atf/SqE0K9fv1tvvbV///7ln7f8H5s+XF3pxj179hz8U+cfBRoAoHabMGHCjh07ZsyYcdJJJ5VtrHCvjBDCqFGjRo0atXnz5pdffnn69Om//e1vTz311EWLFpU/g7mGnjrPOAcaAKB2W7ZsWQihb9++5TfOnj270p2bNm16yimn3HXXXT/+8Y+3bNnycbvVxFPnDQUaAKB2O+KII0IIzzzzTNmWhx56qEKLfeaZZ/bu3Vt+y4cffhhCaNiwYU0/df5xCgcAQO02ZsyYhx566Oyzzx45cmRJScmCBQv+8pe/fOMb3yi/oMnZZ59dp06dQYMGlZSUpFKpV155Zc6cOd27dz/99NNr+qnzjyPQAAC1W+/evZ999tnevXtPnz590qRJ27Zte/rpp88444zy+9xwww39+vWbP39++jrC9evX33DDDS+88EL5O2zU0FPnH0egAQByRf369dOLDh5Ax44dM/cZPHjwc889V2HjN7/5zbKP0zeW/rg/s2fPnpl/ZqVPVKdOnQobP/Gp848j0AAAEEGBBgCACAo0AABEUKABACCCAg0AABHchQMAoHL1jp6U9AjkIkegAQAggiPQAACV637jp7kk9aKrT/wU/zQS5Ag0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAICwcuXKgoKC4cOHH2ALaQo0AEDyNm7cWHAQZs6cmfSkuA80AEAOKCoq+va3v11+y+OPP75t27YRI0Y0aNCgbGOHDh2yPhoVKdAAAMlr2LDh1KlTy2+ZO3futm3bJk2a1LZt24SGonJO4QAAyAfz5s0bMWJE+/bt69Wr165du6FDh/7+978vv8PLL7981llntW3btqioqH379t/85jcXL16c1LS1miPQAAC13t133/3973+/bt26Z5xxRrdu3dauXTt//vxf//rXI0aMSO/wm9/85qKLLmrZsuXpp5/eunXr995777HHHps+ffqsWbP69OmT7PC1jgINAFC7vf7662PGjGnWrNkLL7xwzDHHlG1fuXJl+oO33377+9///sknn/zHP/6x7Izq119/vX///t/97ncXLlyYwNC1mVM4AABqt7vuumvfvn3XXXdd+fYcQujYsWP6g1//+td79uy5+uqrt23b9uH/0759+yFDhrz++uvLly9PYupazBFoAIDabd68eSGEU0899eN2ePnll0MIgwYNqvTR1atXl5SU1NBseUmBBgCo3TZu3BgOeIe79evXhxBmzJhR/o54ZSoct+YTKdAAALVbs2bNQgirVq3q1q1bpTsUFxeHENq2bXv88cdndbI85RxoAIDarW/fviGEJ5988sA7PPLII9mbKa8p0AAAtdsll1ySSqWuu+66Cvd1LrsLx5gxY+rUqXPHHXfMnj27/A5bt2599NFHszdovnAKBwBA7fa5z33ujjvuGDNmTM+ePc8444wjjzxy/fr18+fPb9KkyZw5c0IIPXr0mDx58ve+972TTjpp6NChxx133L59+xYvXjx79uwuXbqMHDky6b9BLaNAAwDUehdffPGxxx77i1/8Yu7cudOnT2/VqtWxxx77ne98p2yH888/v1evXhMmTJg7d+6cOXMaNWrUvn37b33rW9pzFSjQAAC5aNmyZVH79+/fv3///gfYoWfPnvfdd9/HPdqxY8fS0tIDbyHNOdAAABBBgQYAgAgKNAAARFCgAQAgggINAAAR3IUDAKByi64+MekRyEUKNNSUXtO+mvQIyVh0ddITAEBNcgoHAABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAAR6iQ9wCdYt27dSy+9tHDhwnfffXfz5s316tXr2LFj3759TzvttAYNGlTY+dFHH33wwQcr/XOGDx9+/vnn1/y8AADkuZwu0KtWrbrkkktKS0vTnxYVFW3fvn3JkiVLliyZOXPmf/zHf7Rr1y7zq+rWrVu/fv0KGzO3AABAFeR0gd67d28qlRowYMCXvvSlz372sw0bNty+ffvzzz8/derUtWvX3nTTTZMmTSooKKjwVQMHDhw7dmwiAwMAkPdyukC3atVqypQprVq1KtvSsGHDU045pWnTpjfddNOyZcveeuut7t27JzghAACHmpy+iLBRo0bl23OZPn36FBUVhRDef//9rA8FAMAhLaePQH+izOsIQwhvv/32ZZdd9uGHH9avX79Tp079+/cfOHBgKpXK/ngAAOSfWlmg582bt3v37lQq9bnPfS7z0dWrV69evTr98fvvv//KK6888cQTP/vZz5o1a5bdMQEAyEO1r0Bv2bLlnnvuCSEMGzasuLi4/EMtW7YcNWpUz54927Rp07hx4w8++GDWrFl//OMflyxZcuONN44fPz7zikMAAIhSywr03r17b7755g8//LBz587nnntuhUdPOumk8p926NDh3HPP7dat280337x48eJ58+b169ev/A4/+9nPZs6cmf64WbNmbdq0qdHhAQDIAzl9EWEF+/btu+WWW954443DDjvsmmuuqVev3sF81QknnHD00UeHEF577bUKD7Vv3/6Y/+fwww//9CcGACDv1Joj0Pv27bv11lvnzZvXqlWrcePGtW7d+uC/9uijj168ePGaNWsqbL/kkksuueSS9McbNmwYM2bMpzYuAAB5qnYU6PSx55dffrlly5bjxo1r27Zt1JcXFhaGEMpWNAQAgCqrBQV6796948ePf+WVV1q0aDFu3LhKl+8+sHfeeSeEcNhhh9XAdAAAHFpy/Rzo9FWDZe25ffv2H7fnxx1gXrhw4RtvvBFC6NWrV01NCQDAISOnj0Cn2/Orr76abs8dOnQ4wM7vvvvuvffeO3To0B49ejRv3jyEsGXLlrlz595///0hhJKSkoEDB2ZpbgAA8ldOF+gFCxa8+uqrIYStW7defvnlmTucddZZZ555ZtmnCxcuXLhwYQihqKioTp0627dvT2/v3Lnzz3/+c4sRAgBQfTldoMvOyti9e/fu3bszd9i1a1fZx+3btz///PMXLVq0fPnyzZs379q1q7i4uEuXLieccMKQIUOKioqyNDQAAHktpwv08ccfP2PGjIPcuWHDhsOHDx8+fHiNjgQAwCEu1y8iBACAnKJAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAIdZIe4NO3dOnSadOmLVq0aMuWLc2bNz/uuONGjBjRunXrpOcCACAf5NsR6Oeee+4nP/nJCy+8sHPnzjZt2mzatOnpp5++9NJLlyxZkvRoAADkg7wq0O+///7EiRP37ds3fPjw+++//6677po6dWrfvn137Ngxbty4nTt3Jj0gAAC1Xl4V6EcffXTv3r3du3c///zzi4qKQgiNGzf+8Y9/3LJlyw0bNjz55JNJDwgAQK2XPwV6z5498+bNCyEMGzas/PZ69eoNGTIkhPD8888nMxkAAHkkfwr08uXLd+zYEULo0aNHhYc+97nPhRDefffd3bt3JzAZAAB5JH8K9KpVq0II9evXb968eYWH2rVrF0IoLS1dvXp1ApMBAJBH8qdAb926NYTQtGnTzIcaN25cfh8AAKiy/LkP9K5du0IIdepU8jdKX1BYtk+Zn/3sZzNnzkx/3KxZszZt2tTwjAAA1Hr5U6Dr1asXQti7d2/mQ2WnPqf3KdO1a9fevXunPy4qKlq3bt1BPteiq0+s+qB5SiaZZJJJJplkkkkmlRIL5I78KdCNGjUKIWzevDnzobIzN8rO5UgbPXr06NGj0x9v2LBhzJgxNTwjAAC1Xv6cA92xY8cQws6dOzds2FDhofS1gwUFBemrCQEAoMryp0CXlJQ0aNAghLBo0aIKD73xxhshhCOOOKLsZGgAAKia/CnQdevW7dOnTwjhv/7rv8pv37Vr16xZs0IIAwcOTGYyAADySP4U6BDCyJEjU6nUokWLfve736UvHNy2bduECRPWr1/fvHnzCisUAgBAFeTPRYQhhA4dOvzwhz+cOHHi9OnTn3rqqZYtW65du3b37t3169e/6qqr6tevn/SAAADUenlVoEMIgwcP7tix4x/+8IdFixatWbOmWbNmxx133IgRI9zjGQCAT0W+FegQQrdu3a644oqkpwAAID/l1TnQAABQ0xRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEKFO0gPkkJ07d7799ttJTwEAxNm8eXPSI3BoUaD/V1FR0ZFHHnnvvfcmPciBbNy4cdeuXYcddlhhoV8d/K+tW7du27atZcuWder4Zv5f27dv37JlS3Fxcf369ZOeJVfs3Llz06ZNjRs3btSoUdKz5Iq9e/euX7++QYMGTZs2TXqWXFFaWrp27dqioqLmzZsnPUsOWbduXWFhYcuWLZMe5EAaNmzoX41sKigtLU16Bg7Wv/3bvz333HNPP/10ixYtkp4lV9x2220PP/zw1KlTe/TokfQsueKhhx6aMGHCjTfeOHTo0KRnyRVz58697LLLxowZc9555yU9S65YsmTJOeecc+aZZ1599dVJz5Irtm3bNmjQoL59+955551Jz5JDhgwZUlxcPG3atKQHgRziQCYAAERQoAEAIIICDQAAEZwDXZusXLlyy5YtRx11VCqVSnqWXPHBBx989NFHXbp0adCgQdKz5IqPPvrogw8+6NChg4vDymzZsmXlypWtW7fO8QuhsmnXrl3//Oc/mzdv3rZt26RnyRX79+//xz/+0ahRo86dOyc9Sw5ZsmRJKpXq2rVr0oNADlGgAQAgglM4AAAgggINAAARFGgAAIigQAMAQAQFGgAAIijQ1Fa33nrr8uXLk54it1x11VXf//733VoHqmD16tVLly7dv39/0oMAtYDb2NUCb7755q233vrXv/51//79Q4cOHTduXJs2bZIeKmFXXXXVzTff3KVLl7lz55aUlCQ9Tk5IZ1JUVPTqq69+/vOfT3qcnLBixYr77rvvH//4R5MmTb70pS999atfdb/wN954Y/LkyW+//Xbjxo0HDhw4atSodu3aJT1Uwp566qkrr7xywYIFIYR27dr98pe//PrXv570UAnz2oFPUEpumzBhQt26dcv/k3Xp0mX9+vVJz5Wk1157rXway5YtS3qi5F155ZUhhKKioj/96U9Jz5IrJk6cWOG107Zt2ylTpiQ9V5LGjx9fWPh/fvHYoEGDn//857t37056tMT8+7//e4UfiwUFBTNnzkx6riR57cAnUqBz2i233JJ+8xo5cuSDDz44bty4Ro0ahRAuvfTSpEdL0tatW1OpVM+ePdNHRHRo7TlT+rVTWFg4atSoe+6559prry37vc3w4cO3bt2a9IAJmDx5cjqTCy+88D//8z+vueaaLl26pDPp3bv36tWrkx4wAbfddls6kyuvvHLx4sWvvPJKv379Qgg9e/ZMerTEeO3AwVCgc9fTTz+dSqXq1Knz6KOPlm184oknQgif//znExwsFxx77LFf/OIXZ82apUNrz5neeOONVCpVWFj42GOPlW1ct25dr1690j3g+OOP//DDDxOcMPs2bdpUXFwcQnjggQfKNu7atev6669PpVIhhCOOOOLdd99NcMLsW7RoUfo4a/lM1q1b17Rp08LCwv379yc4W1K8duAgKdA5avv27Z07dw4hTJ48ufz2/fv3161b98tf/nJSg+WICy+8sE6dOtu2bTvEO/QB2vM//vGPyZMn33rrrTNmzNixY0ci4yXloosuCiGcd955FbYvX768fv366R7Qt2/f7du3JzJeIqZNmxZC6NGjR+ZDTz31VPpXW0ccccSaNWuyP1tSLrzwwhDCV7/61Qrbe/bs2bFjx0RGSpzXDhwkd+HIUVOmTFmxYsWpp5763e9+t/z2+fPn79mz5+ijjx49evQXv/jFYcOGPfbYY0kNmaA+ffrs3bt3/vz5J5544hNPPNGgQYNly5YNHjw4fV+O5cuXP/LII0nPWOM++uijhx9+OITQoUOH3r17l21fs2bNWWed9ZnPfOZ73/veT37ykzPOOOOoo4565plnkps02+bPnx9COOmkkyps79y585AhQxo1apRKpebNmzdmzJgkpkvGBx98EEJo27Zt5kNDhw595plnGjVq9M9//nP48OF79+7N+nTJePXVV0MIAwYMKL/xww8/fOutt4466qiTTz65uLi4pKRk7NixW7duTWjGbPPagYOVdIOnco8//njdunXffPPN8ht3797dv3//zH/Eyy67LKk5k/Lmm2+GEG6++eb0p+WPQ6fvy1FYWDh9+vRkh8yC9957L30TkmOOOSZ9Dus777xTdluSI4888thjj03/gr5OnTozZsxIet4sOf7440MI48ePz3xo+PDhbdq0GT9+fDqiOXPmZH26ZKTP/mrRosXOnTsr3WHmzJnp6wuvvfba7I6WmL59+4YQTjvttLItu3fvHjZsWPp7o06dOvXq1Ut/fMwxxxwil2577cBBUqBz14IFC8p/unfv3nPOOSeEkEqlLr300hdeeOGFF14YPnx4+r1s2rRpSc2ZiH379jVp0qT8717LOnRanz59Nm7cmOCEWVO+Q69YsaJ79+4hhJ49e/7tb39L77B06dLjjjsuhFBcXLx27dpkp82OSy+9NIRQUlKyadOm8tvXrFnTpEmTo48+ev/+/en/i5YvT/lt69atDRs2DCFMmjTp4/a59tprQwgNGzY8RE7kuP3229NvFxdddNFbb701a9asE044IYTQoEGDO++8c/v27Xv27Jk6dWr6jeXrX/960vNmg9cOHCQFutb46U9/GkJo3Ljxs88+W7YxfWfoEMKgQYOSGy0ZJ554YuvWrctvmTp1avrHYUFBwcKFC5MaLPvKOnTjxo1DCF/4whcqXCm/Zs2a9AVkN954Y1JDZtM777xTVFQUQhg4cGDZ/xnWrl2bPuJ4+eWXl5aWPvvss+n/jm7bti3RYbPnsssuCyE0adJk8eLFle6wc+fOTp06hRAmTJiQ5dkSsXfv3jPPPLPCL/Tq1Kkze/bs8rul714SQli5cmVSo2aN1w4cJAW61li7dm2/fv2ef/75Ctsff/ySmbBeAAALZ0lEQVTxEEKFKnkouOqqq0IIS5cuTX+6bNmy8iuqHGrXFJZ16KZNm/7zn//M3OHcc8/Ny6Not9xyS6X/0Pfcc0/6O6Fp06YjRowYOXJk+r8Q3bp1S/9qYt++fektr776atanrnFXXnnlJZdcUuE+Ehs3bkx/k3zmM5/5uN9FpC9L/drXvpaVMbOq0kxKS0sfeOCBc845Z/To0bfffnsqlUqv5Vne5s2b099Ls2bNytawWVJpJof4awcOkgKdvDfeeOPcc88tKSnp1KnTBRdcEPvL0/vuuy+E8NnPfraGxkvEwWQyffr0EML9999fWq499+nTZ9q0aXl5X45PzCTdoX/0ox9V+uXpGw6cc845NT9p9qTb3sf9Qz/44INNmzYtf3BxwIAB77//ftkO3bp1CyG8+OKLWRw5G8ruzVLhNLDS0tIXX3wxfV5vz549K+3Qd911Vwhh6NChWZk0ew6QSZnrr78+hJB57cSKFSvS3z+LFi2q4TGz6gCZHLKvHTh4CnTCqr/Q4ODBg0N+XUd4kJmsXr06hHDJJZeUb8/pAyRl50NPnDgxib/Bp+8gM3nvvffee++9zC/ft29f165dQwh33nlnNsbNioNZkPKDDz647bbbRo8e/YMf/OCJJ54of6Rt06ZN6UjzbAGRT7wv+B/+8If0daVHHXXU22+/XeHRs88+O4QwduzYmp80ew7yXumjR4+u9DWSPvWle/fuNTljtn1iJofgaweiKNBJqv5Cg5MmTQohNGnSJG9OzovKpKSkpGvXrhXac9qsWbPGjRuXxcFrUPW/T9IXzrdq1SqfLqys5oKU6QLRp0+fmpsw+w6yKU6bNi19HLpx48a33XZb2T19f/WrX4UQUqlUZrGuvQ5+paFf/OIXIYSOHTuuWrWqbONvf/vbgoKCgoKCZ555poYnzZ5qrr6Ul68diKVAJ6b6Cw3ecccd6dtOpU9jyAOxmaRvS5LZnvNJ9b9P7rnnnvT3ye9///saGzMZVV6QctKkSQUFBYWFhRUuF6vVolrRSy+9VHbNQHFx8YABA4444oj0pwe4TUetE5XJqlWrWrRoEUJo167dTTfdNGXKlDPOOCOdyS233JKFabOjmu05L187UAUKdDKqudDgli1bLrjgghBCQUFBpTfsrI2qkMnatWt79OiRx+25mt8n69evv/jii/Ps+6S8KixIOXfu3NNOOy2dST7da6IKa1Ju3Ljx8ssvT/82I61FixZTp07N7uA1qAqZlC3KWKaoqCifTnyqztql+fragapRoJMxceLEEMKpp55aYXt6ZayLL774vPPO+8IXvnDqqadmHjW866672rRpE0Jo2rTpH//4x2yNXOOqlsnatWvztT2XVu/7ZNKkSekq0KRJk3y9TXj6dgF//etfS//vYjrpDr1s2bKHH364/P7r16/v0aNHCKFDhw5//vOfkxm6Bqxfvz59OPnwww8vf1rq6tWrK9ymrVOnTk8//XT5r92+ffuTTz75m9/85s9//nOFux/WalXOZPHixeecc0779u07der0rW99K58uHKzO90m+vnagyhToZFRnocF33nmna9euP/jBD/JssQOLL2aqTib/8z//06NHj7Fjx+bZ90l5VViQcu3atY8//viePXuSmLcGWZMyk0wyVSeTfH3tQNUo0ImpzkKDmbcyzQ8WX8wkkwOwIGV51qTMJJNMMoFPhQKdKyw0mEkmmWRSgQUpy7MmZSaZZJIJVJ8CnSssNJhJJplkUoEFKSs4ZNekPACZZJIJVFNh5pmUJOKwww576aWXBgwYUGH79u3bQwitWrVKYqiEySSTTCro06dPCOHll18OISxfvnzQoEHLly8vW5By2bJlgwcPXr58edJjZk/Z+d8XXHDB4YcfnrlD+g7QRUVFWR8tMTLJJBOopjpJD5D/Nm3alP5dWNX87ne/CyEMGzbs05soJ1QnFplkOmQzKSvQAwcOLGvPTz31VHFx8RNPPHH66acvW7Zs+vTpP/zhD7M1co37xEzS3ajSh/bv3z979uwQwgknnFATsyVFJplkAjUr6UPgee7KK6/s1q1blZcJzL+FBtOqE4tMMh3imRwiC1KmVfMtJS/XpJRJJplATVOga1B6YdgQQtXeyPJvocG06sQik0wyORQWpEyr5ltKXq5JKZNMMoEsUKBryvLlyxs2bJhKpdI31Yp6I8vLhQbTqhyLTDLJJC3vF6RMq85bSr6uSSmTTDKB7FCga8rXvva1EMKYMWPKbkx7kG9k+brQYFrVYpFJJpmUl98LUqZV+S0lj9eklEkmmUB2KNA14umnnw4htG7desOGDaXlFnc4mDeyfF1osLQascgkk0wOKdXJJF/XpJRJJplA1ijQNSL9O+V77723bEvUG1m+LjRYnVhkkkkmhw6ZZJJJJplA1ijQNeWjjz6qsMUbWalYKiOTTDLJJJNMMskkE8gOBTqrDvBGtn79+qSmSpxYMskkk0wyySSTTDLJBD51CvSnY8OGDVdccUXv3r3XrVt34D0rfSN74IEHiouLX3jhhZqfNHsOPpPSQyYWmWSSSSaZZJJJpfzogaQo0J+CGTNmtGjRIoRQr169u++++xP3r/BG9sADD6RSqRDCjTfemIVpsyM2k9JDIBaZZJJJJplkkkml/OiBBCnQ1XXTTTcVFBSEEEaOHLlixYqD/KqyN7IOHTqk38Kuu+66Gp0zm6qWSWlexyKTTDLJJJNMMqmUHz2QLAW6WiZOnBhCqFu37i9/+cvYr501a1b9+vXT60Xl01tYdTIpzdNYZJJJJplkkkkmlfKjBxKnQFfdokWL6tatG0J4+OGHq/DlZb8+y6e3sGpmUpqPscgkk0wyySSTTCrlRw/kAgW66r797W+HEP71X//143ZYtWrV6tWrK30oX9/CqpNJaZ7GIpNMMskkk0wyqZQfPZALFOiq69SpUwhhxowZFbbv2LFj/PjxJSUl6d+RHXvssc8991z5HRYtWpSvb2FVzqQ0f2ORSSaZZJJJJplUyo8eyAUKdNW1atUqhPDII4+U3zh37tyuXbuG/6tu3bpPPfVU+d1uvPHGvHwLq04mpXkai0wyySSTTDLJpFJ+9EAuUKCr7vTTTw8hHHPMMel7aq5bt+7CCy9MXxadSqVGjx79pz/9acqUKW3atAkhtG7deuvWrUmPXONkkkkmmWSSSSaZZFIpsUAuUKCr7rXXXisqKgohNGnS5Pjjj09/HEI47rjjFixYULbb66+/XlhYGEKYNm1agtNmh0wyySSTTDLJJJNMKiUWyAUKdLU8/vjj6XtqpjVt2vTmm2/evXt3hd06d+4cQpgyZUoiQ2aZTDLJJJNMMskkk0wqJRZIXEFpaWmgGlasWPHAAw+sXbv22GOPPeuss4qLiyvssGHDhjZt2uzZs+fFF1884YQTEhkyy2SSSSaZZJJJJplkUimxQMKSbvD5b+zYsSGE7t2779+/P+lZcoVMMskkk0wyySSTTColFqhRCnTN+t3vfldQUFBYWPjXv/416VlyhUwyySSTTDLJJJNMKiUWqGkKdE3Zv3//Nddckz7Mf/vttyc9Tk6QSSaZZJJJJplkkkmlxALZoUDXiPfee+8rX/lKCKGgoGD8+PFJj5MTZJJJJplkkkkmmWRSKbFA1ijQn75rr722fv36IYTDDjvsz3/+c9Lj5ASZZJJJJplkkkkmmVRKLJBNhZ/6VYn06tUrlUr96Ec/euedd9J3vEcmmWSSSSaZZJJJJpUSC2ST29jViK1btzZu3DjpKXKLTDLJJJNMMskkk0wqJRbIGgUaAAAiOIUDAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIML/BxKxp7h4LwPsAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制第一版堆叠柱状图\n",
    "options(repr.plot.height=8, repr.plot.width=8)\n",
    "p3 <- ggplot(tbl, aes(x = group, fill = celltype, y = Percent)) +\n",
    "  geom_bar(stat = \"identity\") +                 # 创建堆叠柱状图\n",
    "  theme_bw() +                                  # 使用黑白主题\n",
    "  scale_fill_manual(values = celltype_colors) + # 使用预定义的颜色\n",
    "  xlab(NULL) +                                  # 不显示x轴标题\n",
    "  ylab(\"Percent(%)\") +                         # y轴标题\n",
    "  labs(fill = \"celltype\") +                    # 图例标题\n",
    "  # 自定义主题设置\n",
    "  theme(axis.text.x  = element_text(color = \"black\", vjust = 1, hjust = 1, angle = 45),\n",
    "        panel.grid = element_blank(),           # 移除网格线\n",
    "        legend.text = element_text(size = 12),  # 图例文本大小\n",
    "        legend.title = element_text(size = 12), # 图例标题大小\n",
    "        axis.text = element_text(size = 14),    # 轴文本大小\n",
    "        axis.title = element_text(size = 14))   # 轴标题大小\n",
    "p3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "63c62795-4689-4e86-abe1-5eff761b3753",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Zae8p3QEAAIDSmIEGAAAAZGAGGgAU1XW70h0AAORhBhoAAACQgQANAAAAyECABgAAAGQgQAMAAAAyEKABAAAAGQjQAAAAgAwEaAAAAEAGAjQAAAAgAwEaAAAAkIEADQAAAMhAgAYAAABkIEADAAAAMpgo3QAAAP9HaEY3pVsAgKowAw0AAADIQIAGAAAAZCBAAwAAADIQoAEAAAAZCNAAAACADARoAAAAQAYCNAAAACADARoAAACQgQANAAAAyECABgAAAGQgQAMAAAAyEKABAAAAGQjQAAAAgAwEaAAAAEAGE6UbAADg/wg+MFLpFhQSHKx0BwD0wgw0AAAAIAMz0ACgpAW9+yndgjLeUboBAKg2ZqABAAAAGQjQAAAAgAwEaAAAAEAG1kADgJLe1MxSugWlfKF0AwBQTcxAAwAAADIQoAEAAAAZCNAAAACADARoAAAAQAYCNAAAACADARoAAACQgQANAABQgzIyMlQqVWBgYBUjqF8I0AAAAAo7c+aMSqV6+eWXlW4EeiFAAwAAADIQoAEAAAAZCNAAAABVSU5ODgoKcnJyMjMzc3R0HDRo0KZNm7QLjh49OnToUAcHB7Va7eTkNHr06PT0dP2v//HHH7u7uwshNm7cqPqfdevWHT9+XKVSBQQElKsvLS19/PHHmzRpkp2dLYRITU1VqVTjxo37448/AgICbG1tLSws+vXrl5iYWPFnPWKrkJgo3QAAAEDdtXz58vDwcFNT04CAADc3t+vXr6ekpCxdujQoKEgqWLFixaRJk+zs7AYPHtyyZctz585t3rx527Zt+/bt8/Ly0udHvPDCC6amptOmTevVq1d4eLg06O3t3bZt2x49evz444+XLl1q1apVWX1iYuJff/01duxYGxubssG///67T58+3bp1Cw8Pz8zMjI2N9ff3/+6777QfVXz0ViEhQAMAAOj222+/RUREWFtbHzp0qEOHDmXjGRkZ0odTp06Fh4f7+/tv3brV3Ny87Cxvb+8JEyacPHlSn5/SsWNHMzOzadOmubq6jh49WvtQWFjY+PHjv/7668jIyLLB6OhoIcTEiRO1Kw8dOjRjxoyPP/5Y+hoeHu7l5fXaa68NGjSoSZMmhmoVEgI0UFO2vhStdAvKiBCfKt0CABjGsmXLiouLIyMjtdOzEMLFxUX6sHTp0gcPHrz33nt37969e/euNOjk5DRw4MAffvjhwoULrq6uj9LAiBEjpk6dGhMT88EHHxgbGwshrl+/vm3bts6dO/fu3Vu70traeubMmWVfPT09R44cuWbNmh07dowYMaIWWm1UWAMNAACgW3JyshDi2Wefrazg6NGjQoj+/fu3+L9++OEHIURmZuYjNmBubj5u3LjLly/HxcVJI6tWrSosLJw0aVK5Sk9PT0tLS+0RHx8fIcSJEydqp9VGhRloAAAA3XJycoQQzs7OlRVkZWUJIbZv3162KEJbuXnr6pk8efLnn38eHR0dEBBQWlq6YsUKCwuLcis9hBD29vY6R27fvl1rrTYeBGgAAADdrK2thRCXL192c3PTWdCsWTMhhIODQ48ePWqoBzc3Nz8/v59++unChQunT5/++++/X331VSsrq3Jl165d0zkidVg7rTYeLOEAAADQrVevXkKIXbt2VV2wYcOGR/xB0vrm4uJinUfDwsJKSkpiYmJ0Pj4oOXHiRF5envZIUlKSEMLT09OwrUIQoAEAACoTFhZmbGwcGRlZbrPksl04IiIiTExMFi9enJCQoF2Ql5e3ceNG/X+QnZ2dEOLixYs6j77wwgsuLi7//ve/t2/f3q1bN51TyDk5OfPmzSv7euLEidjY2ObNm7/wwguGbRWCJRwAAACV6dy58+LFiyMiIjw8PAICAtzd3bOyslJSUpo2bSq9pqRTp07R0dETJ0708/MbNGiQp6dncXFxenp6QkJCmzZtpO0v9GFlZeXl5XXs2LHg4OD27dsbGxsHBgZ26tRJOmpsbDxhwoRZs2aJSqafhRB9+/Zdvnz5zz//7O3tLe0DXVJS8u9//1vaw86ArUIQoAEAAKowefLkLl26LFy4cP/+/du2bWvevHmXLl1CQ0PLCkJCQrp16xYVFbV///7ExEQLCwsnJ6dXXnlFbiRdt27dlClTdu/evXHjxtLS0jZt2pQFaOmnzJo1q2nTpiNHjtR5+mOPPRYdHf3Pf/5zyZIlBQUF//jHP2bPnv3UU09p1xiqVRCgAQAAquLt7e3t7V1FgYeHx9q1ays76uLiUlpaWvWIEMLNzW3Hjh2VXeS3334TQowaNarcXnXannzyye3bt1fR50NbhZ5YAw0AAFDXLViwQAhR9qJvKIsZaKCmhGZ0U7oFAED99uuvv/7000/Jycn79+8fMWKE9qIOKIgADQBK6rZliNItKCPtPaU7AOqDI0eOvP/++9bW1sHBwUuXLlW6HfwXARoAAKCOioiIiIiIqLrGw8Oj4opq1CjWQAMAAAAyEKABAAAAGQjQAAAAgAwEaAAAAEAGHiKEgXR9yM7tAAAADQMz0AAAAIAMBGgAAABABgI0AAAAIAMBGgAAAJCBhwgBAAB0WzLljAGvFvG5mwGvBgUxAw0AAADIwAw0UFOCD4xUugWFBAcr3QEAADWIGWgAAABABgI0AAAAIAMBGgAAAP+VkZGhUqkCAwOrGAEBGgAAoK64f/++6v8yMzNr167dq6++euaMIbcEwaPgIUIAAIC6Ra1Wjx8/Xvqck5Pz888/r1y58rvvvjt27Fj79u2V7Q2CAA0AAFDXmJubL1++vOxrSUnJ6NGjv/3228WLF3/11VcKNgYJSzgAAADqNCMjI2kJ8s2bNx9anJycHBQU5OTkZGZm5ujoOGjQoE2bNmkXHD16dOjQoQ4ODmq12snJafTo0enp6TXVegPFDDQAAEBd9+OPPwohevbsWXXZ8uXLw8PDTU1NAwIC3Nzcrl+/npKSsnTp0qCgIKlgxYoVkyZNsrOzGzx4cMuWLc+dO7d58+Zt27bt27fPy8urxm+joSBAAwAA1C35+flvvfWW9Pn27ds///zz6dOng4ODw8LCqjjrt99+i4iIsLa2PnToUIcOHcrGMzIypA+nTp0KDw/39/ffunWrubl52Vne3t4TJkw4efJkzdxNA0SABgAAqFsKCwu/+OIL7ZHOnTsHBASUpV6dli1bVlxcHBkZqZ2ehRAuLi7Sh6VLlz548OC99967e/fu3bt3pUEnJ6eBAwf+8MMPFy5ccHV1Neh9NFgEaAAAgLqlWbNmOTk50ue8vLz//Oc///znP4ODg8+dO/fuu+9WdlZycrIQ4tlnn62s4OjRo0KI/v376zyamZlJgNYTARoAAKDusrS07NWr15YtW5ydnefMmTNhwgQ7OzudlVLmdnZ2ruxSWVlZQojt27frnMkuN2+NKhCgAQAA6jpbW9vHHnssLS3t999/9/X11VljbW0thLh8+bKbm5vOgmbNmgkhHBwcevToUWOdNgpsYwcAAFAP3Lhxo+qCXr16CSF27dpVdcGGDRsM21gjxAw0gFrUdbvSHQBAvbR06dLr169bWFh07969spqwsLAVK1ZERkb6+/trv7AwIyNDeo4wIiLi66+/Xrx48fPPP//UU0+VFeTl5cXFxY0YMaJGb6EhIUADAADULfn5+ZMmTZI+5+XlpaWlpaamqlSqRYsWWVpaVnZW586dFy9eHBER4eHhERAQ4O7unpWVlZKS0rRp08TERCFEp06doqOjJ06c6OfnN2jQIE9Pz+Li4vT09ISEhDZt2hCg9UeABgAAqFsKCwujo6OlzyYmJi1bthw6dOibb77p4+NT9YmTJ0/u0qXLwoUL9+/fv23btubNm3fp0iU0NLSsICQkpFu3blFRUfv3709MTLSwsHBycnrllVdIz7IQoAEAAOoKjUZTWlr6KFfw9vb29vauosDDw2Pt2rWVHXVxcSnXQMUR8BAhAAAAIAMBGgAAAJCBAA0AAADIQIAGAAAAZCBAAwAAADKwCwcAAIBuEZ/rfic2GjlmoAEAAAAZCNAAAACADCzhAAAA0G1g0nQDXm2fz6cGvBoUxAw0AAAAIAMBGgAAAJCBAA0AAADIQIAGAAAAZOAhQgBAHdN1u9IdAEBVmIEGAACoK+7fv69SqVQqlYmJSUZGRsWCJ598UirYuXOnoX7omTNnVCrVyy+/bKgLNnjVCdAFBQU5OTmlpaUG7wYAAAAmJibFxcWrVq0qN3748OFTp06ZmLCCQGF6Bej8/PwtW7a8/vrrXbt2tbKy0mg0NjY2arXayckpICAgKirq1KlTNd0oAABAI+Hs7Ny1a9eVK1eWm6+MiYkxNTX19/dXqjFIHhKgz507N23aNBcXl6FDhy5ZsuS33367c+eOdKioqCgzM3PHjh1Tp0598sknfX19N23aVFJSUvM9AwAANHChoaHnz5/fu3dv2Uhubu7mzZsDAgJatmxZrnjFihWBgYFt27Y1Nze3trbu37//5s2by9Xs2rXL39/fycnJzMzM0dGxb9++n376qRDi448/dnd3F0Js3LhR9T/r1q2r4fur3yr9E8Dt27fnzZv35ZdfFhYWGhkZ9ejRo1evXl5eXs7Ozra2thqN5tatW7du3fr999+Tk5MPHz584MCBAwcOdOnSZdGiRQMGDKjNewAAAGhgRo8ePX369JiYmLL55tjY2Lt374aGhm7YsKFc8cSJE3v27DlgwAB7e/vr16/v3LkzKCjok08+eeedd6SCtWvXjh071sHBYciQIS1btrxx40ZaWlpMTMz06dNfeOEFU1PTadOm9erVKzw8XKr39vautTutjyoN0O7u7jdu3HjiiSfGjx8/evRoZ2dnnWXPPfecEKK4uDg+Pv6bb775/vvvn3rqqa+++iosLKymWgYAAGjorK2thw0btmnTpqysLDs7OyFETExM69atBw0aVDFAX7hwoVWrVmVf7927179//8jIyNdee83GxkYIER0dbWxsfPz4cScnp7Ky7OxsIUTHjh3NzMymTZvm6uo6evTo2ri3+q/SJRzW1tbr1q37448/ZsyYUVl6LmNsbPzss8/GxsaePn06JCRE+u8BAACAagsNDS0sLFy7dq0QIjU19fjx4+PHjzcy0hHepPRcWlp6+/bta9eu5ebmvvjii/n5+UlJSWU1xsbG5Z4+lLI1qqHSGehTp04ZGxvLvZyrq+vXX39dXFz8aF0BAAA0dv3793d3d//666+nTJmyYsUKIyOjkJAQnZUnTpyIjIxMTEwse1ZNcvnyZelDcHDwkSNHOnbsOGLECF9f3759+zo4ONT4DTRclc5AVyM9G+RcAAAASEJDQ9PS0hITE2NjY/39/Vu3bl2x5tdff/X29k5KSpo8efL69et37ty5a9euqVOnCiEKCgqkmoiIiHXr1rm7uy9btmz48OGOjo59+vQ5fPhwrd5MA8I+ggAAAHXU2LFjZ86cOWbMmJycnFdffVVnTVRUVH5+/vbt2/38/MoGjx8/Xq5s1KhRo0aNys3NPXr06LZt277++utnn302LS1Ne/E09FTNNxGeP3/+rbfe6tGjh7u7e+/evd9///0bN24YtjMAAIBGzt7efvDgwRkZGc2bNx8yZIjOmvPnzwshevXqpT2YkJCgs9jKyurpp59etmzZ1KlT79y5I5VJawdYgqu/6gTo5OTkLl26fPHFFykpKRkZGcnJyfPnz+/atevZs2cN3h8AAEBj9tlnn23dujUuLk6tVussaNeunRBiz549ZSOxsbHlAvSePXuKioq0R27evCmEaNKkiRBC2uXj4sWLhu69warOEo6JEycKIdauXfvSSy9ZWFjk5OSsWbNm2rRpU6dO3bp1q6E7BAAAaLzatm3btm3bKgoiIiJiY2ODg4NHjBjh6uqampr6448/Dh8+XPtdKsHBwSYmJv3793d1dTU2Nj527FhiYmLHjh0HDx4shLCysvLy8jp27FhwcHD79u2NjY0DAwM7depU4/dWb1UVoMv2HdR269at3377ba2aOsgAACAASURBVOHCha+88oo0Ym1t/eabb/7111/ffPNNTbUJAAAAXXr27Ll3795Zs2Zt27ZNCNG9e/f4+PgrV65oB+h58+bt3r07JSVl586dpqamrq6u8+bNCw8PNzc3lwrWrVs3ZcqU3bt3b9y4sbS0tE2bNgToKlQVoNu3b79w4cKxY8dqD0rrYzQaTblic3Pzcn8aAIByFvTup3QLynhH6QbQEHTdrnQHqA0ajaa0tLTqmtWrV69evVp7xNfX9+DBg+XKtN+KMmnSpEmTJlVxTTc3tx07dsjrtRGrKkA7OzuPGzduzZo1y5cvf/zxx6XBFi1auLu7z507t0OHDk899ZQQoqSkZOvWrcuWLeOtjwCq9qZmltItKOULpRsAABhMVQ8RpqSkLFiw4NixY126dJkzZ05hYaE0/sUXX2RlZQ0cOLBZs2bt2rVr2rTpsGHDjIyMFixYUCs9AwAAAIqpKkCbmJhMnz79jz/+8PPz+/DDD7t27Sr9deDZZ589fPjwSy+9ZG5unpmZaWtr+8orrxw/ftzDw6O22gYAAACU8fBt7FxdXXfu3Llp06bc3FxfX9+QkJBbt2717Nnz+++/v3r1an5+/qVLl9auXevu7l4L7QIAAADK0ncf6OHDh586dWry5Mlr1qxp3749G24AAACgcZKxD7SVldVXX301ZsyYiRMnjhkzZs2aNcuWLWPiGQAANFT7fD5VugXURXrNQN+4cSMjI0Papc7Ly0t6uPDo0aNdunSZN29e2cOFAAAAQIP3kBnob7/9dubMmdI7ui0tLUNDQ//1r39pNJrp06cHBQWFh4d/8MEHsbGx0dHRPj4+tdIwAABALfn2228NeLXg4GADXg0KqmoG+rvvvhs5cuTly5f79ev3zDPPWFpaLlq06NVXX5WOlj1cePv27f79+4eGhmZnZ9dKzwAAAIBiqgrQ8+fPd3V1/euvvw4cOLBr164LFy6MGjUqNjb2woULZTVlDxeuWrWqffv2Nd8wAAAAoKSqAnRaWtrYsWNbtWolfVWr1VOnThVCnDp1SrtMerjwyJEjjo6ONdcoAAAAUBdUFaAtLCwuX76sPZKRkSGNVyyWHi40bHMAAABAXVPVQ4TPPPPMqlWrWrVqNXToUHNz859//nn69Om2trbdu3fXfS0TGZviAQAAAPVRVZF3wYIFycnJkZGRkZGR0oipqWlsbKy5uXlttAYAAADUPVUFaBcXl9TU1JiYmOTk5IKCAnd395CQkCeffLLWmgMAAIA+7t+/rz3FqVarraysXF1du3XrNmzYMD8/PyMjHQt309PTv/rqq8TExEuXLuXn57do0aJ79+4vv/xyUFCQsbFxLbZfzzxk0YWVldXbb79dO60AAADgUajV6vHjxwshiouLc3Jy/vjjjxUrVqxYsaJXr17r169v166ddvGcOXNmz55dUlLi5ub2zDPPWFhYXLt27eDBg9u3b1+2bNnBgwcVuol6gFXLAAAADYS5ufny5cu1R/7888833ngjPj7ez88vJSXF1tZWGp8/f/6HH37o4OCwZs2aQYMGldUXFRWtW7du2bJltdp3fVPpLhx37typ9kUf5VwAAIBGKzU1VaVSjRs37syZMy+99JKtra2VldVzzz13+vRpIURmZua4cePs7e3Nzc379u17/Pjxh17wiSeeiIuL8/b2Pnfu3IIFC6TB8+fPR0ZGqtXq+Ph47fQshDAxMRk3bty+fftq4u4ajEoDdLt27T777LP8/HxZl/vll1+eeeaZqKioR24MAACgkbp48WLv3r0zMzNHjhzZs2fPXbt2+fr6njlzpmfPnidPnhw6dOjAgQMPHz7s7++fk5Pz0KuZmJjMnj1bCBEbGyuNrFq16sGDB8HBwZ07d9Z5iqWlpQFvp+GpNEBbW1tPmzatTZs206ZN+/3336u+yp07d1atWuXr69uzZ8+9e/e2bdvW0H0CAAA0FomJia+//vrRo0eXLFmyd+/e0NDQzMzMnj17Dh069Ndff126dOnOnTtnzpyZnZ0dHR2tzwV9fHzUavWlS5cyMzOFEIcOHRJCPP300zV7Gw1XpWug09LSvvzyy3nz5n322WefffZZ27Zte/Xq1aNHDycnJ1tbW41Gc+vWraysrP/85z/Jycm//vprQUGBEMLf3z8qKqpTp061eAsAAAANiqur6/vvv1/2ddy4cTExMUKIf/3rXyqVqmxw3rx5qamp+lxQrVa3aNHi8uXLN27ccHR0lGJ02dumIVelAVqtVk+bNi0kJOTrr79evnz52bNnz5079+233+osNjU1HTFiRHh4uI+PT421CgAA0Ch4enpq7yLn7OwshOjYsaP2RnXSoPSWaH2UlpYKIaT8rf0Z1fCQXThsbW2nT58+derUo0ePJiYmHjx48Ny5czdu3MjPz2/evLm9vf0//vEPX19ff3//li1b1k7HAAAADVuzZs20v0ove9Y5+ODBA30uWFBQcPPmTSFEixYthBBOTk7p6ekXL1709vY2VM+Nil7b2BkZGXl7e/MrBgDUggW9+yndgjLeUboBNGBJSUmFhYWtW7d2cHAQQvTt2zchIWH37t3BwcFKt1YvVfoQIQAAABqAoqKiDz/8UAgxatQoaWT8+PGmpqYbNmyobKOIvLy82uuvHtI3QE+aNGnNmjVVFERFRU2aNMkQLQEAAMAwTp8+/fzzzx85cuSxxx6bPn26NNimTZvIyMiCgoKnn356z5492vXFxcXr1q3z8/NTotl6Q983EUZHR9+/f3/s2LGVFWzfvv3AgQPlXn4DAACAWpOfny9NaBYXF+fm5qalpf3xxx+lpaV9+vRZv369jY1NWeV7771XVFQ0e/bsQYMGubu7d+vWzcLC4vr160ePHs3Kyurfv79yN1EPGOxV3iUlJTzLCQAAoKDCwkJpZ2i1Wm1lZdW6devQ0NDhw4f7+flVzGmzZs0aPnz40qVLExMTf/zxx/v377do0aJv377BwcHDhg1Tov16w2ABOiMjo2nTpoa6GgAAQCPk4eEh7TGnzcXFpeKgiYmJ9qBGo6lY81AdOnRYvHhxNfps5KoK0GfPnj179mzZ18zMzL1791Ysu3fv3r59+86dO9enTx/DNwgAAADUJVUF6LVr10pvTpfEx8fHx8dXUR8REWGwvgAAgJbGubsfW/uhbqoqQLds2bJjx47S57S0NGtra+mdN9pUKlWTJk3c3d1feeUV3qgOAACABq+qAB0WFhYWFiZ9VqlUQ4YMWb16dW00BQAAANRV+j5EuGrVKjc3txptBQAAIcSbmllKt6CUL5RuAIBe9A3Q48aNq8k2AABAVRrrvysU/kcFb7qGTrzKGwAAAJBBxj7QpaWlP/zwQ1xc3JkzZ/Ly8nTuNZiSkmK43gAAABQ1yaAviVsue59m1E36Buh79+698MILCQkJNdoNAAAAUMfpG6DnzJmTkJBgamr68ssv9+3b18HBwciI5R8AAABodPQN0Js2bRJCfPvtt0OHDq3JfgAAAIA6Td8AnZGRYWdnV/vpeePGjevXr9d5KDAwMCQkpOL4mTNntmzZkpaWdufOHRsbG09Pz6CgoJYtW9ZwpwAAAGgU9A3QdnZ2zZo1q9FWqmBqaqrRaMoNVhwRQhw8ePDzzz8vLi42Nze3t7e/ceNGfHx8UlLS3LlzH3/88VppFgAAw+u2ZYjSLSgg7T2lOwB00TdADxo0KDY2Nisry87OrkYb0snHx+ett956aNmVK1cWLVpUXFwcGBg4evRotVqdl5f35ZdfJicnf/TRR9HR0TozNwAAQB1x//59c3NzIYSxsfH58+ddXFzKFTz55JOnTp0SQuzYsWPw4MEKtFil+t6/nvR9EDAyMtLS0vKtt94qKiqq0YYexcaNG4uKijp27BgSEqJWq4UQlpaWU6dOtbOzy87O3rVrl9INAgAAPJyJiUlxcfGqVavKjR8+fPjUqVMmJjK2IVZEfe//ofQN0NeuXfv444+/++47Dw+Pr776au/evcm61GivVXvw4IHUwHPPPac9bmZmNnDgQCFEUlKSMp0BAADI4ezs3LVr15UrV5Z77UZMTIypqam/v79Sjempvvf/UPr+C6B3797Sh7S0tIiIiMrKdL5d5dGdOnVq2rRpN2/e1Gg0rVq18vb29vHxMTY21q65cOFCfn6+EKJTp07lTu/cufOmTZv+/vvvwsJCaWYagCIa5yJOwTpOAPKFhoa+/vrre/fuLYububm5mzdvDggIsLS0rFi/YcOGr7766uTJkw8ePHBzcxs1atSUKVPMzMyko6mpqZ6enmPHjp07d+6MGTPi4+Pv3r3bqVOn2bNnl5t5fOilaqL/FStWxMXFnTx58urVq2ZmZl27do2IiBg+fHi5suTk5KioqEOHDmVlZdna2nbu3Dk0NDQoKEj7Bj/44IP3338/ISHh5s2bR44c6dWrl6HuSJu+M9Cu+ql2H1XLzMw8ffr0rVu3rly5cuzYsaioqBkzZuTk5GjXXL58WQih0WhsbGzKne7o6CiEKC0tzczMrKEOAQAADGj06NEajSYmJqZsJDY29u7du6GhoRWL33nnneDg4NOnT48ePToiIqK4uPjdd999+umnHzx4oF126dKlHj16/Pnnn0FBQc8///yJEydeeOGFcn+i1/NShu1/4sSJV69eHTBgwFtvvTV06ND09PSgoKAFCxZo1yxfvtzb23v79u19+/adOnXq888/f/369aVLl5a7QS8vr9TU1GeeeebFF1+UHn4z1B1p03cG+vz589X+GY/Czs5u1KhRHh4e9vb2lpaW165d27dv39atW0+fPj1//vxPPvlEpfrvOzbz8vKEEFZWVhUvUvYPHakGAACgjrO2th42bNimTZvKtnCIiYlp3br1oEGDNmzYoF2ZlJT06aeftm3b9tixYy1atBBC/Otf/woICNi1a9enn3763nv//09gCQkJM2fOnDNnjhSf1q1b98orr3z66ac+Pj5yL2XA/oUQFy5caNWqVdnXe/fu9e/fPzIy8rXXXpMmRn/77beIiAhra+tDhw516NChrDIjI0P7OgkJCREREYsWLSpbp2DAO9JW198m6OfnN2LEiCeeeMLa2trExMTZ2XnMmDHTp08XQqSnp2uvui4oKBBC6FyWXrZsQ6opM3PmzO7/U/HPBAAAAAoKDQ0tLCxcu3atECI1NfX48ePjx4+v+CrolStXCiFmzZolBUQhhImJyWeffaZSqbQngIUQrVu3/vDDD8smH0eNGtWsWbOff/65GpcyYP9CCCk9l5aW3r59+9q1a7m5uS+++GJ+fn7Z7PiyZcuKi4sjIyO107MQotwuH82bN//kk0+0V/ka9o7KVCdAl5SU3Lp1q1zkr019+vRp3769EOKXX34pG5QWsujcJKSwsFC7poyTk1OH/2nbtm0NdgwAACBT//793d3dv/76ayHEihUrjIyMdL5C7tdffxVCDBgwQHuwQ4cOjo6O586d017y6unpqT3VqFKpXFxcsrOzq3EpA/YvhDhx4sSQIUOaNWtmbW3t4ODg6Oj4/vvvi/8t0BVCSHOmzz77bNU/0cPDo0mTJtojhr2jMvIC9MGDBwcPHmxlZWVnZ6c90/7xxx+PGzfu5s2b1WuiGqQAffXq1bIRCwsLIURubm7F4rKVG+UWrYeFhX3zP+XW2QAAACguNDQ0LS0tMTExNjbW39+/devWFWtu374thHBwcCg3Lj0DJh2VWFtbl6uR9purxqUM2P+vv/7q7e2dlJQ0efLk9evX79y5c9euXVOnThVaawekpOvs7Fz1j3Nycio3YvA7ksjYh2/hwoXvvPOOzn02rKys1qxZ079///Hjx1evD7mk+X/tZqQ5/Pv372dnZ5d7jlB6dlClUkm/LNSEBb37Kd2CMt5RugEAQAM2duzYmTNnjhkzJicn59VXX9VZI70r+urVq+W2c5Dyj6w3SRvwUhJ9+o+KisrPz9++fbufn1/Z4PHjx7VrpOh/+fJlNze3Kn5c2eqUMga/I4m+AfrAgQPTp0/XaDTvvvvuqFGj5syZI61okbz44ovh4eE7duyotQD9119/CSHKlrMIIVxdXc3NzfPz89PS0vr27atd/Pvvvwsh2rVrxx52AFD3sd0hUMbe3n7w4MFbt25t3rz5kCG6/9fw9PT87bff9u/fP3bs2LLBP//8MzMzs23bthVnnatgwEvp37+0U4W031yZhIQE7a+9evVKTU3dtWvX66+/LqsBg9+RRN8lHFFRUUKIZcuWzZo167HHHisX8B0dHZ2dnf/888/qNVGZynaVPnnypJSJu3XrVjZoamrq5eUlhIiLi9MuLigo2LdvnxCi7AlTAACA+uKzzz7bunVrXFxcZfOA0sLiuXPnZmVlSSNFRUVTp04tLS2tbNK3Mga8lP79t2vXTgixZ8+espHY2NhyATosLMzY2DgyMjI9PV17/KGP5NXEHQn9Z6CPHDlia2s7bty4ygocHR3PnDlT7T50+vvvv9esWTNo0KBOnTpJqzLu3Lmzf//+b775Rgjh6upaLhOPGDEiKSkpLS1t5cqVo0ePVqvVd+/e/fLLL7OysmxsbCruEw4AAFDHtW3btuqtDvr16/f2229HRUV17Nhx2LBhTZo0iYuL++OPP3x8fKSNy/RnwEvp339ERERsbGxwcPCIESNcXV1TU1N//PHH4cOHb968uaymc+fOixcvjoiI8PDwCAgIcHd3z8rKSklJadq0aWJiYi3fkdA/QN++fbviG/60lZSU3L9/v9p9VObkyZMnT54UQqjVahMTk3v37knjrVu3/uCDD8q9jNDZ2fnNN99ctGjRtm3bdu/ebWdnd/369cLCQmnlibSZNmrIm5pZSreglC+UbgAA0Nh99tln3bp1W7p06Zo1a6SX7c2bN2/q1KnVWLxqwEvpqWfPnnv37p01a9a2bduEEN27d4+Pj79y5Yp2gBZCTJ48uUuXLgsXLty/f/+2bduaN2/epUsXna9lqYU70jdA29jYXLx4sbKjRUVFp0+frviE4yNycnIKCQlJS0u7cOFCbm5uQUFBs2bN2rRp06dPn4EDB+q8bV9fXxcXl++//z4tLe3q1avW1taenp5BQUH29vaG7Q3lsGYRAIBHp9FoKlvCWmb16tWrV68uNzhq1KhRo0ZVdoqHh4fOy6amplYcrPpSVate/76+vgcPHixXNnr06HIj3t7e3t7eOq9Z2Q1KHuWOdNI3QPfo0SMuLi4+Pn7QoEEVj65fvz4vLy8gIMCAnQkhmjRpEhgYGBgYKOssNze3GTNmGLYTAAAAQKJvgA4NDY2Li5swYcKWLVu0H90TQuzZs+eNN94QQrz22muGbxAAAAB1QFFRUdUv/WjevLnOd0I3PPreZGBgoLSa28vLq1evXjdu3BBCzJgx49ChQ0eOHBFChISE+Pr61lyjAAAAUFBqamqPHj2qKPjll1+6d+9ea/0oSMa/EtatW+fg4LB06dJDhw5JI9Lb+4yMjMLDw6V97gAAANAgPfHEE9qbzeksqLVmlCUjQKvV6i+//HLKlClbtmw5efJkdna2paVl586dhw0b9vjjj9dciwAAAFBc06ZNtV8W2JjJXqfStm1b6e3kAAAAQCPUKBZ6AwAAVMfyh+zIhsZJ31d5Z2Zmrl69umz1czmHDh1avXr11atXDdcYAAAAUBfpOwO9fPnyOXPmrFu3rm/fvhWPnj9/fvz48fPmzXv//fcN2h4AAIBylu0w5NUmv2DIq0E5+s5A79y509TUdOjQoTqPDhs2zNTUdOfOnYZrDAAAAKiL9A3QFy5ccHV11Wg0Oo9qNJrWrVufP3/eYH0BAAAAdZK+ATo3N9fGxqaKAhsbm6ysLEO0BAAAANRd+gZoOzu7s2fPlpSU6DxaUlJy9uxZW1tbwzUGAAAA1EX6BmgvL6+srKzvv/9e59HNmzffunWrZ8+ehmsMAAAAqIv0DdAhISFCiAkTJuzevbvcoV27dk2YMEEI8eqrrxq2OQAAgEbl/v37KpVKpVK1a9eusLCw3NHmzZurVKpyxdbW1uXK/vOf/7i4uKhUqk8++aTGO26U9N3GLiAgYNiwYd99990zzzzj6enZp08fa2vrnJycw4cPp6amCiGCgoKGDBlSk60CAAA0FufOnVuyZMnbb78t98SkpKSAgIC8vLzVq1ePHTu2JnqDjDcRrlu3zs7ObsWKFSdOnDhx4kTZuJGR0eTJk6OiomqgPQAAgEbHzs6uuLh43rx548ePr3oXh3K2bdsWHBxsZGS0ffv2Z599tuY6bORkBGgzM7Ply5dPmTJl69atv//+e25urpWVVZcuXV566SV3d/eaaxEAAKBRsbS0jIiImD59+kcffbRw4UI9z/r3v/8dFhZmbW0dFxfn5eVVox02cvoG6IiIiJKSkjlz5jzxxBP//Oc/a7QnAACARu7111//6quvlixZEhER0aZNm4fWz507d9asWa6urrt3737iiSdqvsFGTd+HCJcvX75p06bmzZvXaDcAAAAQQpiZmc2fP7+goOC9996rurK0tDQsLGzWrFmdO3c+cuQI6bkW6Bug7e3tK3sNIQAAAAzu5Zdf7t69+4YNG1JSUqooy83NXbZsmYWFRXx8vJOTU62115jpG6AHDBhw5cqVS5cu1Wg3AAAAkKhUqoULF5aWlk6bNq2KMgsLi759+969e3fUqFF3796ttfYaM30D9MyZM5s0afL6668XFBTUaEMAAACQ9O/fPyAg4MCBAzt27KisxsTE5Keffho4cGBCQsLTTz+dm5tbmx02Tvo+RJiTkzN//vx33nnHzc0tLCysffv2Dg4O2lt5S3r16mXoDoF6q+t2pTsAANR7n3zyyY8//jhjxoznnnuushoLC4udO3cOHTr0xx9/9PPz2717t6zN7yCXvgG6d+/e0oeMjIwqFrOXlpYaoCkAAAAIIYRo3759aGjo8uXLY2JiqijTaDRbt24NDg7esmXLgAED9uzZ06JFi1prsrHRN0C7urrWaB8AAADQafbs2evXr//www+rXkmrVqs3btw4duzY2NjY/v3779u3z9HRsdaabFT0DdDnz5+vyTYAAACgW8uWLd95550PPvjgoZUmJibffPONRqNZuXJlv379EhISWrVqVQsdNjb6PkQIAAAApbz99tvOzs76VBoZGcXExISHh585c8bHx+fs2bM13VsjJONV3mVKSkpycnLu3bvn4uJi8IYAAAAaLY1Go/OJsiZNmmRkZOhZrFKplixZsmTJkhppEXJnoA8ePDh48GArKys7Ozvtvwh8/PHH48aNu3nzpqHbAwAAAOoWGQF64cKFvr6+cXFxFffotrKyWrNmTRU7FAIAAAANg74B+sCBA9OnTzczM5s9e/aZM2fGjBmjffTFF18UQhCgAQAA0ODpuwY6KipKCLFs2bJx48YJIcq9QsXR0dHZ2fnPP/80dHsAAABA3aLvDPSRI0dsbW2l9KyTo6PjlStXDNMUAAAAUFfpOwN9+/btTp06VVFQUlJy//59Q7QEAABQN0x+QekOUBfpOwNtY2Nz8eLFyo4WFRWdPn3awcHBQF0BAAAAdZS+AbpHjx5ZWVnx8fE6j65fvz4vL69Pnz6GawwAAACoi/RdwhEaGhoXFzdhwoQtW7Z069ZN+9CePXveeOMNIcRrr71m+AYBAAAUsiD1tgGv9o5HMwNeDQrSN0AHBgYOHz588+bNXl5evXr1unHjhhBixowZhw4dOnLkiBAiJCTE19e35hoFAAAA6gIZr/Jet26dg4PD0qVLDx06JI0sWLBACGFkZBQeHi7tcwcAAAA0bDICtFqt/vLLL6dMmbJly5aTJ09mZ2dbWlp27tx52LBhjz/+eM21CAAAANQdegXoGzdunDlzRgjh7u7etm3bqVOn1nBXAAAAQB31kF04Ll68+Nxzz9nb2/fp06dPnz4tW7Z87rnnLl26VDvNAQAAAHVNVQE6NzfX19d3165dpaWl0khpaemuXbv69+9/586dWmkPAAAA5d2/f1+lxczMrEWLFt27d58wYUJ8fHxJSYnOs9LT019//fVOnTo1a9ZMrVY7OzsPGTLk22+/LS4uruX+67uqAvTixYvPnTunVqvff//9pKSkAwcOvPvuu6ampufOnVu8eHGttQgAAICK1Gr1xIkTJ06cOGbMGF9f3/z8/BUrVjz99NPe3t5nz54tVzxnzpyOHTsuWbKkoKDgmWeeGT16tIeHx8GDB0eOHDlgwABF+q+/qloDvWPHDiHE559/HhYWJo3069fP3t7+rbfe2rFjx3vvvVcbDQIAAEAXc3Pz5cuXa4/8+eefb7zxRnx8vJ+fX0pKiq2trTQ+f/78Dz/80MHBYc2aNYMGDSqrLyoqWrdu3bJly2q17/qvqhno9PR0IyOjV199VXvwtddeU6lU6enpNdwYAABAo5OamqpSqcaNG/fHH38EBATY2tpaWFj069cvMTFRn9OfeOKJuLg4b2/vc+fOSdsNCyHOnz8fGRmpVqvj4+O107MQwsTEZNy4cfv27TP8nTRoD1kD7ejoaGZmpj3YpEmTli1b5ubm1nBjAAAAjdTff//dp0+fvLy88PDw4ODglJQUf3//bdu26XOuiYnJ7NmzhRCxsbHSyKpVqx48eBAcHNy5c2edp1haWhqq80aiqgBdWlpqYqJjjYeJiUlli9MBAADwiA4dOjRp0qSEhIS5c+fGxMQcPnzYyMjotddeu3fvnj6n+/j4qNXqS5cuZWZmSlcTQjz99NM123Rj8pBt7AAAAFDLrK2tZ86cWfbV09Nz5MiRN2/elJ5Peyi1Wt2iRQshxI0bN4QQUoxu1apVzTTbGD3kRSpZWVmTJk0qN5iTkyOEqDguhCi3kh0AAAByeXp6lltW4ePjs2bNmhMnTowYMUKfK0h7EKtUqnKfYRAPCdB5eXnR0dE6D+kcJ0ADAAA8Int7FW7VQAAAIABJREFUe50jt2/f1uf0goKCmzdvCiGkeWgnJ6f09PSLFy96e3sbutNGqqoA/fzzz9daHwAAAJBcu3ZN50izZs30OT0pKamwsLB169YODg5CiL59+yYkJOzevTs4ONjgrTZOVQXonTt31lofAAAAkJw4cSIvL097FUdSUpIQwtPT86HnFhUVffjhh0L8v/buPMDqut4f/3vmDMPOsMkOg4KmQYaULAJBonhFM9KCq5SJZqlh0c3cKpd7RUUTIS2FrIu7phGRN3FhyRWVbqCOEmICFwRBZN+X+f1x7nd+c+eMyBuc8zlzeDz+OvM5n5nz4ul0zrPPfD6fdxg5cmR6y6hRo2666aZHHnnkxz/+cbU34qjyWnwiFxECAOSW9evX33DDDRVf/v3vf3/ooYdatmz5la98Zd/fuGjRotNOO+2ll17q0qXLT37yk/TGzp07X3fddTt27DjllFOeeeaZyvvv2bPngQceOOmkkz71f0J++4RzoIEDdkvfLyU9QjIuT3oAgNquf//+d99996uvvtqvX7+VK1c+9NBDe/funTx5coMGDSrvtm3btvRNHfbs2bNx48aysrK33nqrvLz8hBNOePDBB5s1a1ax59VXX7179+7rr79+yJAhRx55ZM+ePRs2bLh69eqXX3557dq1AwcOzPa/sJZToKGm/LDeNUmPkJSJSQ8AULt16dJl0qRJV1555Z133rljx44vfOEL119//Yknnlhlt507d6Zv6lBcXNykSZNOnTp95zvf+cY3vnHSSSdl3nPjmmuu+cY3vvHrX/969uzZf/nLX7Zv337YYYf179//7LPP/vrXv56lf1i+UKABAHLOZz/72enTp3/cs/Xq1UvfnC7KMcccc8cddxzcXITgHGgAAIiiQAMAQAQFGgAAIjgHGgAgV/To0eMATm4myxyBBgCACI5AAwBU7/Ie+7V0NocaR6ABACCCAg0AABGcwgEAUL0dC3/4Kf60ukdbqDVPOAINAAARFGgAAIigQAMAQAQFGgAAIijQAAC1yfLlywsKCoYNG5b0IIcuBRoAIFds3769oJJUKtWyZcvBgwc/9NBDSY/G/89t7AAAcktxcfGoUaNCCLt27Vq8ePGsWbNmzZo1b9688ePHJz0aISjQAAC5pn79+nfffXfFlzNmzDjttNMmTJjwgx/8oHPnzsnNxf9yCgcAQE77l3/5l549e5aXl7/22msft89vfvObYcOGHX744fXr12/atOnAgQMfe+yxKvs8+eSTJ598crt27erWrdu2bdv+/fvfeuut6afmz59fUFBw3nnnLV68+Mwzz2zevHmTJk2GDh26aNGiEMLKlSvPO++81q1b169fv3///n/7299iXzrPKNAAALmuvLw8hFBQUPBxO3zve99btWrVl7/85TFjxpx11lkLFy4cPnz4LbfcUrHDfffdN3To0DfffPOMM8644oorhg0bVlhYeM8991T+IcuWLevbt+/KlSvPOeecXr16Pfnkk4MGDVq8eHGvXr0WLFhw1llnDR48+MUXXzz55JPXr1+//y+df5zCAQCQ05588sm///3vBQUFxx9//Mfts3Tp0o4dO1Z8uXXr1oEDB1533XUXXnhhs2bNQgiTJk1KpVJ/+9vf2rVrV7HbunXrKv+Q2bNnX3/99ddcc036ywsvvPCee+7p1avXueeee/vtt6fr+89//vMbbrhh0qRJV1xxxX6+dP5xBBoAILds27btoosuuuiiiy644IKBAweedtppe/fuHTNmTGlp6cd9S7rClpeXb9iw4YMPPti4cePXvva1bdu2Pf/88xX7pFKpoqL/c/C0SsEtLS396U9/WvHleeedl35w0003VRz8Tm+cP39+1EvnGUegAQByy86dOydNmhRCKCwsbNq06aBBgy644IKRI0fu41v+/ve/X3fddbNnz960aVPl7StWrEg/OPvss1966aVu3bqNGDFi0KBB/fv3b9OmTZUfctxxx6VSqYov27dvH0Lo1q1b/fr1q2xcvnz5/r90/lGgAQByS0lJSeWTjD/Rf//3f/fv379evXoXX3zx5z//+ZKSklQq9eyzz9522207duxI7zN69OhmzZr96le/uuuuu371q1+FEPr27Xvrrbf269ev8utW/rHpw9XVbty1a9f+v3T+UaABAGq38ePHb9u2bfr06SeddFLFxir3ygghjBw5cuTIkRs3bnz55ZenTZv229/+9tRTTy0rK6t8BnMNvXSecQ40AEDttmTJkhBCnz59Km+cNWtWtTs3adLklFNOueuuu3784x9v2rTp43ariZfOGwo0AEDtdsQRR4QQnnnmmYotDz30UJUW+8wzz+zevbvylg8//DCE0KBBg5p+6fzjFA4AgNpt9OjRDz300Nlnnz1ixIjS0tL58+f/5S9/+cY3vlF5QZOzzz67qKho4MCBpaWlqVTqlVdemT17drdu3U4//fSafun84wg0AEDt1qtXr2effbZXr17Tpk2bOHHili1bnn766TPOOKPyPjfccEPfvn3nzZuXvo5w7dq1N9xwwwsvvFD5Dhs19NL5xxFoAIBcUa9evfSig/vQoUOHzH0GDRr03HPPVdn4zW9+s+Jx+sbSH/cze/Tokfkzq32hoqKiKhs/8aXzjyPQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAEdyFAwCgenWPnpj0COQiR6ABACCCI9AAANXrduOnuSR12dUnfoo/jQQ5Ag0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAICxfvrygoGDYsGH72EKaAg0AkLz169cX7IcZM2YkPSnuAw0AkAOKi4u//e1vV97y+OOPb9myZfjw4fXr16/Y2L59+6yPRlUKNABA8ho0aDBlypTKW+bMmbNly5aJEye2adMmoaGonlM4AADywdy5c4cPH96uXbu6deu2bdt2yJAhv//97yvv8PLLL5911llt2rQpLi5u167dN7/5zYULFyY1ba3mCDQAQK139913f//7369Tp84ZZ5zRtWvX1atXz5s379e//vXw4cPTO/zmN7+56KKLWrRocfrpp7dq1eq999577LHHpk2bNnPmzN69eyc7fK2jQAMA1G6vv/766NGjmzZt+sILLxxzzDEV25cvX55+8Pbbb3//+98/+eST//jHP1acUf3666/369fvu9/97oIFCxIYujZzCgcAQO1211137dmz57rrrqvcnkMIHTp0SD/49a9/vWvXrquvvnrLli0f/j/t2rUbPHjw66+/vnTp0iSmrsUcgQYAqN3mzp0bQjj11FM/boeXX345hDBw4MBqn125cmVpaWkNzZaXFGgAgNpt/fr1YZ93uFu7dm0IYfr06ZXviFehynFrPpECDQBQuzVt2jSEsGLFiq5du1a7Q0lJSQihTZs2xx9/fFYny1POgQYAqN369OkTQnjyySf3vcMjjzySvZnymgINAFC7XXLJJalU6rrrrqtyX+eKu3CMHj26qKjojjvumDVrVuUdNm/e/Oijj2Zv0HzhFA4AgNrtc5/73B133DF69OgePXqcccYZRx555Nq1a+fNm9e4cePZs2eHELp37z5p0qTvfe97J5100pAhQ4477rg9e/YsXLhw1qxZnTt3HjFiRNL/glpGgQYAqPUuvvjiY4899he/+MWcOXOmTZvWsmXLY4899jvf+U7FDueff37Pnj3Hjx8/Z86c2bNnN2zYsF27dt/61re05wOgQAMA5KIlS5ZE7d+vX79+/frtY4cePXrcd999H/dshw4dysvL972FNOdAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARHAXDgCA6pVdfWLSI5CLFGioKT2nfjXpEZJRdnXSEwBATXIKBwAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAEYqSHuATrFmz5qWXXlqwYMG77767cePGunXrdujQoU+fPqeddlr9+vWr7Pzoo48++OCD1f6cYcOGnX/++TU/LwAAeS6nC/SKFSsuueSS8vLy9JfFxcVbt25dtGjRokWLZsyY8R//8R9t27bN/K46derUq1evysbMLQAAcAByukDv3r07lUr179//S1/60mc/+9kGDRps3br1+eefnzJlyurVq2+66aaJEycWFBRU+a4BAwaMGTMmkYEBAMh7OV2gW7ZsOXny5JYtW1ZsadCgwSmnnNKkSZObbrppyZIlb731Vrdu3RKcEACAQ01OX0TYsGHDyu25Qu/evYuLi0MI77//ftaHAgDgkJbTR6A/UeZ1hCGEt99++7LLLvvwww/r1avXsWPHfv36DRgwIJVKZX88AADyT60s0HPnzt25c2cqlfrc5z6X+ezKlStXrlyZfvz++++/8sorTzzxxM9+9rOmTZtmd0wAAPJQ7SvQmzZtuueee0IIQ4cOLSkpqfxUixYtRo4c2aNHj9atWzdq1OiDDz6YOXPmH//4x0WLFt14443jxo3LvOIQAACi1LICvXv37ptvvvnDDz/s1KnTueeeW+XZk046qfKX7du3P/fcc7t27XrzzTcvXLhw7ty5ffv2rbzDz372sxkzZqQfN23atHXr1jU6PAAAeSCnLyKsYs+ePbfccssbb7xx2GGHXXPNNXXr1t2f7zrhhBOOPvroEMJrr71W5al27dod8/8cfvjhn/7EAADknVpzBHrPnj233nrr3LlzW7ZsOXbs2FatWu3/9x599NELFy5ctWpVle2XXHLJJZdckn68bt260aNHf2rjAgCQp2pHgU4fe3755ZdbtGgxduzYNm3aRH17YWFhCKFiRUMAADhgtaBA7969e9y4ca+88krz5s3Hjh1b7fLd+/bOO++EEA477LAamA4AgENLrp8Dnb5qsKI9t2vX7uP2/LgDzAsWLHjjjTdCCD179qypKQEAOGTk9BHodHt+9dVX0+25ffv2+9j53Xffvffee4cMGdK9e/dmzZqFEDZt2jRnzpz7778/hFBaWjpgwIAszQ0AQP7K6QI9f/78V199NYSwefPmyy+/PHOHs84668wzz6z4csGCBQsWLAghFBcXFxUVbd26Nb29U6dOP//5zy1GCADAwcvpAl1xVsbOnTt37tyZucOOHTsqHrdr1+78888vKytbunTpxo0bd+zYUVJS0rlz5xNOOGHw4MHFxcVZGhoAgLyW0wX6+OOPnz59+n7u3KBBg2HDhg0bNqxGRwIA4BCX6xcRAgBATlGgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAECEoqQH+PQtXrx46tSpZWVlmzZtatas2XHHHTd8+PBWrVolPRcAAPkg345AP/fccz/5yU9eeOGF7du3t27desOGDU8//fSll166aNGipEcDACAf5FWBfv/99ydMmLBnz55hw4bdf//9d91115QpU/r06bNt27axY8du37496QEBAKj18qpAP/roo7t37+7Wrdv5559fXFwcQmjUqNGPf/zjFi1arFu37sknn0x6QAAAar38KdC7du2aO3duCGHo0KGVt9etW3fw4MEhhOeffz6ZyQAAyCP5U6CXLl26bdu2EEL37t2rPPW5z30uhPDuu+/u3LkzgckAAMgj+VOgV6xYEUKoV69es2bNqjzVtm3bEEJ5efnKlSsTmAwAgDySPwV68+bNIYQmTZpkPtWoUaPK+wAAwAHLn/tA79ixI4RQVFTNvyh9QWHFPhV+9rOfzZgxI/24adOmrVu3ruEZAQCo9fKnQNetWzeEsHv37synKk59Tu9ToUuXLr169Uo/Li4uXrNmzX6+VtnVJx74oHlKJplkkkkmmWSSSSbVEgvkjvwp0A0bNgwhbNy4MfOpijM3Ks7lSBs1atSoUaPSj9etWzd69OganhEAgFovf86B7tChQwhh+/bt69atq/JU+trBgoKC9NWEAABwwPKnQJeWltavXz+EUFZWVuWpN954I4RwxBFHVJwMDQAAByZ/CnSdOnV69+4dQviv//qvytt37Ngxc+bMEMKAAQOSmQwAgDySPwU6hDBixIhUKlVWVva73/0ufeHgli1bxo8fv3bt2mbNmlVZoRAAAA5A/lxEGEJo3779D3/4wwkTJkybNu2pp55q0aLF6tWrd+7cWa9evauuuqpevXpJDwgAQK2XVwU6hDBo0KAOHTr84Q9/KCsrW7VqVdOmTY877rjhw4e7xzMAAJ+KfCvQIYSuXbteccUVSU8BAEB+yqtzoAEAoKYp0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACBCUdID5JDt27e//fbbSU8BAMTZuHFj0iNwaFGg/1dxcfGRRx557733Jj3Ivqxfv37Hjh2HHXZYYaE/HfyvzZs3b9mypUWLFkVFfpn/19atWzdt2lRSUlKvXr2kZ8kV27dv37BhQ6NGjRo2bJj0LLli9+7da9eurV+/fpMmTZKeJVeUl5evXr26uLi4WbNmSc+SQ9asWVNYWNiiRYukB9mXBg0a+K9GNhWUl5cnPQP769/+7d+ee+65p59+unnz5knPkituu+22hx9+eMqUKd27d096llzx0EMPjR8//sYbbxwyZEjSs+SKOXPmXHbZZaNHjz7vvPOSniVXLFq06JxzzjnzzDOvvvrqpGfJFVu2bBk4cGCfPn3uvPPOpGfJIYMHDy4pKZk6dWrSg0AOcSATAAAiKNAAABBBgQYAgAjOga5Nli9fvmnTpqOOOiqVSiU9S6744IMPPvroo86dO9evXz/pWXLFRx999MEHH7Rv397FYRU2bdq0fPnyVq1a5fiFUNm0Y8eOf/7zn82aNWvTpk3Ss+SKvXv3/uMf/2jYsGGnTp2SniWHLFq0KJVKdenSJelBIIco0AAAEMEpHAAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaGqrW2+9denSpUlPkVuuuuqq73//+26tAwdg5cqVixcv3rt3b9KDALWA29jVAsuWLbvvvvv+8Y9/NG7c+Etf+tJXv/pV9zy+6qqrbr755s6dO8+ZM6e0tDTpcXJCOpPi4uJXX33185//fNLj5IQ333zz1ltv/etf/7p3794hQ4aMHTu2devWSQ+VsDfeeGPSpElvv/12o0aNBgwYMHLkyLZt2yY9VMKeeuqpK6+8cv78+SGEtm3b/vKXv/z617+e9FAJ87kDn6Cc3DZhwoQ6depU/k/Wpk2byZMnJz1Xkl577bWKNDp37rxkyZKkJ0relVdeGUIoLi7+05/+lPQsuWL8+PFV/rfTuXPntWvXJj1XksaNG1dY+H/+8Fi/fv2f//znO3fuTHq0xPz7v/97lY/FgoKCGTNmJD1XknzuwCdSoHPaLbfcEkIoLCwcOXLkPffcc+2111YcPxs2bNjmzZuTHjAZmzdvTqVSPXr0SB8R0aG150zp/+2EEEaMGPHggw+OHTu2YcOGIYRLL7006dESM2nSpPT7yYUXXvif//mf11xzTefOndMp9erVa+XKlUkPmIDbbrstncmVV165cOHCV155pW/fviGEHj16JD1aYnzuwP5QoHPXG2+8kUqlCgsLH3vssYqNa9as6dmzZ/q97Pjjj//www8TnDBBxx577Be/+MWZM2fq0NpzpqeffjqVShUVFT366KMVG5944okQwuc///kEB0vQhg0bSkpKQggPPPBAxcYdO3Zcf/31qVQqhHDEEUe8++67CU6YfWVlZenjrJUzWbNmTZMmTQoLC/fu3ZvgbEnxuQP7SYHOXRdddFEI4bzzzquyfenSpfXq1Uu/l/Xp02fr1q2JjJesCy+8sKioaMuWLYd4h95He/7HP/4xadKkW2+9dfr06du2bUtkvERs3bq1U6dOIYRJkyZV3r537946dep8+ctfTmqwZE2dOjWE0L1798ynnnrqqfTh+SOOOGLVqlXZny0pF154YQjhq1/9apXtPXr06NChQyIjJc7nDuwnd+HIXfPmzQshnHTSSVW2d+rUafDgwQ0bNkylUnPnzh09enQS0yWsd+/eu3fvnjdv3oknnvjEE0/Ur19/yZIlgwYNSt+XY+nSpY888kjSM9a4jz766OGHHw4htG/fvlevXhXbV61addZZZ33mM5/53ve+95Of/OSMM8446qijnnnmmeQmzarJkycvW7bs1FNP/e53v1t5+7x583bt2nX00UePGjXqi1/84tChQx977LGkhsy+Dz74IITQpk2bzKeGDBnyzDPPNGzY8J///OewYcN2796d9emS8eqrr4YQ+vfvX3njhx9++NZbbx111FEnn3xySUlJaWnpmDFjNm/enNCM2eZzB/ZX0g2ej3X88ceHEMaNG5f51LBhw1q3bj1u3Lj0f8TZs2dnfbqEvfnmmyGEm2++Of1l5ePQ6ftyFBYWTps2Ldkhs+C9995L34TkmGOOSZ/D+s4771TcluTII4889thj03+gLyoqmj59etLzZsPjjz9ep06dN998s/LGnTt39uvXL/MN8LLLLktqzixLn8HSvHnz7du3V7vDjBkz0tcXXnvttdkdLTF9+vQJIZx22mkVW3bu3Dl06ND070ZRUVHdunXTj4855phD5PJTnzuwnxTo3HXppZeGEEpLSzds2FB5+6pVqxo3bnz00Ufv3bs33QkqfwAcIvbs2dO4cePKf3ut6NBpvXv3Xr9+fYITZk3lDr1s2bJu3bqFEHr06PG3v/0tvcPixYuPO+64EEJJScnq1auTnTY75s+fX/nL3bt3n3POOSGEVCp16aWXvvDCCy+88MKwYcPSvypTp05Nas5s2rx5c4MGDUIIEydO/Lh9rr322hBCgwYNDpETOW6//fb078BFF1301ltvzZw584QTTggh1K9f/84779y6deuuXbumTJmSfmP5+te/nvS82eBzB/aTAp273nnnneLi4hDCgAEDKnrP6tWr00dNLr/88vLy8meffTZdC7Zs2ZLosAk48cQTW7VqVXnLlClT0h+HBQUFCxYsSGqw7Kvo0I0aNQohfOELX6hypfyqVavSF5DdeOONSQ2ZoJ/+9KfpcJ599tmKjek7Q4cQBg4cmNxoWXXZZZeFEBo3brxw4cJqd9i+fXvHjh1DCOPHj8/ybInYvXv3mWeeWeWPEkVFRbNmzaq8W/ruJSGE5cuXJzVq1vjcgf2kQOeEW265pdoL4O655570G3eTJk2GDx8+YsSIdA3mBdHRAAALcUlEQVTq2rVr+vDqnj170lteffXVrE+dsKuuuiqEsHjx4vSXS5YsqbyiyqF2TWFFh27SpMk///nPzB3OPffcQ+coWhWrV6/u27fv888/X2X7448/HkKo8n/D8sOVV155ySWXVLmPxPr169O/JJ/5zGc+7m8R6ctSv/a1r2VlzKyqNpPy8vIHHnjgnHPOGTVq1O23355KpdJreVa2cePG9LvKzJkzszVsllSbic8d2B8KdPLSn1gfV/gefPDBJk2aVD5A0r9///fff79ih65du4YQXnzxxSyOXOPeeOONc889t7S0tGPHjhdccEG1f1CeNm1aCOH+++8vr9See/fuPXXq1Ly8L8cnZpLu0D/60Y+q/fb0DQfOOeecmp80e/bn92Qf7rvvvhDCZz/72RoaLykV92apcipLeXn5iy++mD6vt0ePHtV26LvuuiuEMGTIkKxMmj37yKTC9ddfH0LIvHZi2bJl6ffesrKyGh4zq/aRyaH5uQNRFOiE7c+ieh988MFtt902atSoH/zgB0888UTlowUbNmxI38c0nxZB2M8F5FauXBlCuOSSSyq35/QBkorzoSdMmJDEv+DTt5+ZvPfee++9917mt+/Zs6dLly4hhDvvvDMb42bFwS80OGjQoJB31xF+4n3B//CHP6SvKz3qqKPefvvtKs+effbZIYQxY8bU/KTZs5/3Sh81alS1/xtJn/rSrVu3mpwx2z4xk0PtcwdiKdAJO8hF9dJvgr179665CbMsagG50tLSLl26VGnPaTNnzhw7dmwWB69BB7+oXvrC+ZYtW+bNhZUHn8nEiRNDCI0bN86nE1v3sylOnTo1fRy6UaNGt912W8U9fX/1q1+FEFKpVGaxrr32f6WhX/ziFyGEDh06rFixomLjb3/724KCgoKCgmeeeaaGJ82eg1x9Kf8+d+AAKNDJO+BF9SZOnFhQUFBYWFjlkpfaK3YBufStFTLbcz45+EX17rnnnvTtyX7/+9/X2JhZdfCZ3HHHHelM0qcA5YeoVvTSSy9VXDNQUlLSv3//I444Iv3lPm7TUetEZbJixYrmzZuHENq2bXvTTTdNnjz5jDPOSGdyyy23ZGHa7DjI9px/nztwYBTo5B3Aonpz5sw57bTTQggFBQV5c738ASwgt3r16u7du+dxez7IRfXWrl178cUXp39Pqr2xa210kJls2rTpggsuyLNMyg9oTcr169dffvnl6SP3ac2bN58yZUp2B69BB5BJxaKMFYqLi/PpxKeDWbs0Lz934IAp0MlLX/L817/+tfz/LgiS7tBLlix5+OGHK++/du3a7t27hxDat2//5z//OZmha8CECRNCCKeeemqV7enVwi6++OLzzjvvC1/4wqmnnlr5SOrq1avztT2XH2gmaRMnTkxXgcaNG+fTrY4PJpO77rqrdevWIYQmTZr88Y9/zNbINW7t2rXpw8mHH3545dNSV65cWeU2bR07dnz66acrf+/WrVuffPLJ3/zmN3/+85+r3P2wVjvgTBYuXHjOOee0a9euY8eO3/rWt/LpwsGD+T3J188dOGAKdPIOYFG91atXP/7447t27Upi3ppiAblMB5PJ//zP/3Tv3n3MmDF5tijGwWTyzjvvdOnS5Qc/+EGeZVJuTcrqyCTTwWSSl587cMAU6ORZVK+CBeQyySTTwWSSeRvgvGFNykwyySQT+FQo0DnBonrVsoBcJplkkkkFa1JmkkkmmcDBU6BzgkX1qnUILiD3iWSSSSaVWZMyk0wyyQQOUmHmWYNkX+/evUMIL7/8cghh6dKlAwcOXLp0acWiekuWLBk0aNDSpUuTHjPbDjvssJdeeql///5Vtm/dujWE0LJlyySGSphMMsmksoprJy644ILDDz88c4f0HaCLi4uzPlpiZJJJJnCQipIeIP9t2LAh/bewfago0AMGDKhoz0899VRJSckTTzxx+umnL1myZNq0aT/84Q+zMnI27E8sH+d3v/tdCGHo0KGf6kTJk0kmmWT6xEzS3ajap/bu3Ttr1qwQwgknnFATsyVFJplkAjUr6UPgee7KK6/s2rXr/ix1dogsqpe2/7FkyssF5MplUh2ZZDqYTMrzcU3KcplURyZQ0xToGpReGDaEsD9vZIfConppUbFUkZcLyJXLpDoyyXQwmZTn45qU5TKpjkwgCxTomrJ06dIGDRqkUqn0Dek+8Y0s7xfVS4uNpUK+LiBXLpPqyCTTAWdSnqdrUpbLpDoygexQoGvK1772tRDC6NGjK27qvD8dOr/bc/kBxVKevwvIpckkk0wyHVgm5fm7JmW5TKojE8gOBbpGPP300yGEVq1arVu3rrzSwigHc1JaHjjgWPJ4ATmZZJJJpoN5S8nXNSllkkkmkDUKdI1In49x7733VmzRocsPLpZ8XUBOJplkkslbSiaZZJIJZI0CXVM++uijKlu8kZWLpToyySSTTDLJJJNMMoHsUKCzah9vZGvXrk1qqsSJJZNMMskkk0wyySSTTOBTp0B/OtatW3fFFVf06tVrzZo1+96z2jeyBx54oKSk5IUXXqj5SbNn/zMpP2RikUkmmWSSSSaZVMtHDyRFgf4UTJ8+vXnz5iGEunXr3n333Z+4f5U3sgceeCCVSoUQbrzxxixMmx2xmZQfArHIJJNMMskkk0yq5aMHEqRAH6ybbrqpoKAghDBixIhly5bt53dVvJG1b98+/RZ23XXX1eic2XRgmZTndSwyySSTTDLJJJNq+eiBZCnQB2XChAkhhDp16vzyl7+M/d6ZM2fWq1cvvV5UPr2FHUwm5Xkai0wyySSTTDLJpFo+eiBxCvSBKysrq1OnTgjh4YcfPoBvr/jzWT69hR1kJuX5GItMMskkk0wyyaRaPnogFyjQB+7b3/52COFf//VfP26HFStWrFy5stqn8vUt7GAyKc/TWGSSSSaZZJJJJtXy0QO5QIE+cB07dgwhTJ8+vcr2bdu2jRs3rrS0NP03smOPPfa5556rvENZWVm+voUdcCbl+RuLTDLJJJNMMsmkWj56IBco0AeuZcuWIYRHHnmk8sY5c+Z06dIl/F916tR56qmnKu9244035uVb2MFkUp6nscgkk0wyySSTTKrlowdygQJ94E4//fQQwjHHHJO+p+aaNWsuvPDC9GXRqVRq1KhRf/rTnyZPnty6desQQqtWrTZv3pz0yDVOJplkkkkmmWSSSSbVEgvkAgX6wL322mvFxcUhhMaNGx9//PHpxyGE4447bv78+RW7vf7664WFhSGEqVOnJjhtdsgkk0wyySSTTDLJpFpigVygQB+Uxx9/PH1PzbQmTZrcfPPNO3furLJbp06dQgiTJ09OZMgsk0kmmWSSSSaZZJJJtcQCiSsoLy8PHIRly5Y98MADq1evPvbYY88666ySkpIqO6xbt65169a7du168cUXTzjhhESGzDKZZJJJJplkkkkmmVRLLJCwpBt8/hszZkwIoVu3bnv37k16llwhk0wyySSTTDLJJJNqiQVqlAJds373u98VFBQUFhb+9a9/TXqWXCGTTDLJJJNMMskkk2qJBWqaAl1T9u7de80116QP899+++1Jj5MTZJJJJplkkkkmmWRSLbFAdijQNeK99977yle+EkIoKCgYN25c0uPkBJlkkkkmmWSSSSaZVEsskDUK9Kfv2muvrVevXgjhsMMO+/Of/5z0ODlBJplkkkkmmWSSSSbVEgtkU+GnflUiPXv2TKVSP/rRj9555530He+RSSaZZJJJJplkkkm1xALZ5DZ2NWLz5s2NGjVKeorcIpNMMskkk0wyySSTaokFskaBBgCACE7hAACACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIjw/wFpA6e4FbgsrgAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 重新排序分组水平\n",
    "tbl$group <- factor(tbl$group, \n",
    "                      levels = c('S149','S134','S135','S133','S150','S158','S159'))\n",
    "# 绘制第二版堆叠柱状图（重新排序后）\n",
    "options(repr.plot.height=8, repr.plot.width=8)\n",
    "p3 <- ggplot(tbl, aes(x = group, fill = celltype, y = Percent)) +\n",
    "  geom_bar(stat = \"identity\") +                 \n",
    "  theme_bw() +                                  \n",
    "  scale_fill_manual(values = celltype_colors) + \n",
    "  xlab(NULL) +                                  \n",
    "  ylab(\"Percent(%)\") +                         \n",
    "  labs(fill = \"celltype\") +                    \n",
    "  theme(axis.text.x  = element_text(color = \"black\", vjust = 1, hjust = 1, angle = 45),\n",
    "        panel.grid = element_blank(),           \n",
    "        legend.text = element_text(size = 12),  \n",
    "        legend.title = element_text(size = 12), \n",
    "        axis.text = element_text(size = 14),    \n",
    "        axis.title = element_text(size = 14))   \n",
    "p3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "c3e3e09c-7963-473a-bda1-cb68f0a32479",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EAjQAAAAggQANAAAASDCp7QaABiv9Ur/abqG2aGq7AQAAqhEz0AAAAIAEAjQAAAAggQANAABQjTIzM1UqVVBQUCUjqF8I0AAAALXs7NmzKpXqhRdeqO1GoBcCNAAAACCBAA0AAABIIEADAABUJiUlJTg42MnJydzc3NHRsX///tu2bdMtOHbs2LBhwxwcHMzMzJycnEaPHp2RkaH/+RcuXNiuXTshxNatW1V/2bx58/Hjx1UqVWBgYKl6jUbTvn17KyurnJwcIURaWppKpRo3btwvv/wSGBjYokWLJk2aPPXUU0lJSWWv9TdbhYJ9oAEAACq0evXqKVOmmJqaBgYGuru7X79+PTU1deXKlcHBwUrBmjVrJk2aZGtrO2TIkFatWp0/f3779u1xcXEHDx7s2bOnPpcYOnSoqanp9OnTe/XqNWXKFGXQy8vLzc2te/fue/bsuXz5cuvWrbX1SUlJv/3229ixY21sbLSDv//+e58+fbp16zZlypSsrKzY2NiAgICvvvpK91HFv98qFARoAACA8p06dSoyMlKtVh85cuSxxx7TjmdmZiofTp8+PWXKlICAgB07dlhaWmp/ysvL6+WXXz558qQ+V/Hw8DA3N58+fbqrq+vo0aN1D0VERIwfP37dunVRUVHawZiYGCHExIkTdSuPHDkyc+bMhQsXKl+nTJnSs2fPCRMm9O/f38rKylCtQsESDgAAgPKtWrWquLg4KipKNz0LIVxcXJQPK1eufPDgwaxZs+7cuXPzL05OTv369Tt16tTFixf/ZgMjR45s0aLF2rVri4uLlZHr16/HxcV16tSpd+/eupVqtXrOnDnar56enqNGjbp58+auXbtqptVGhQANAABQvpSUFCHEoEGDKio4duyYEMLX17fl//fvf/9bCJGVlfU3G7C0tBw3btyVK1fi4+OVkfXr19+/f3/SpEmlKj09PZs2bao74uPjI4Q4ceJEzbTaqLCEAwAAoHy5ublCCGdn54oKsrOzhRA7d+7ULorQVWreumomT5780UcfxcTEBAYGajSaNWvWNGnSpNRKDyGEvb19uSO3bt2qsVYbDwI0AABA+dRqtRDiypUr7u7u5RY0b95cCOHg4NC9e/dq6sHd3d3f3//bb7+9ePHimTNnfv/995deesna2rpU2bVr18odUTqsmVYbD5ZwAAAAlK9Xr15CiISEhMoLtmzZ8jcvZGxsLITQLnQuJSIioqSkZO3ateU+Pqg4ceJEfn6+7khycrIQwtPT07CtQhCgAQAAKhIREWFsbBwVFVVqs2TtLhyRkZEmJibLly9PTEzULcjPz9+6dav+F7K1tRVCXLp0qdyjQ4cOdXFx+de//rVz585u3bqVO4Wcm5s7f/587dcTJ07Exsba2dkNHTrUsK1CsIQDAACgIp06dVq+fHlkZGTXrl0DAwPbtWuXnZ2dmprarFkz5TUlHTt2jImJmThxor+/f//+/T09PYuLizMyMhITE9u2bTty5Eg9L2Rtbd2zZ88ffvghJCSkQ4cOxsbGQUFBHTt2VI4aGxu//PLLc+fOFRVMPwshvL29V69e/Z///MfLy0vZB7qkpORf//qXsoedAVuFIEADAABUYvLkyZ07d16yZMmhQ4fi4uLs7Ow6d+4cHh6uLQgLC+vWrVt0dPShQ4eSkpKaNGni5OT04osvykbSzZs3v/baa3v37t26datGo2nbtq02QCtXmTt3brNmzUaNGlXuj//jH/+IiYl58803V6xYUVhY+MQTT8ybN+/pp5/WrTFUqyBAAwAAVMbLy8vLy6uSgq5du27atKmioy4uLhqNpvIRIYS7u7t2z+ayTp06JYQIDQ0ttVedrscff3znzp2V9PnQVqEn1kADAADUdR9++KEQQvuib9QuZqABAADqqJ9++unbb79NSUk5dOjQyJEjdRd1oBYRoAEAAOqoo0ePzp49W61Wh4SErFy5srbbwf8iQAMAANRRkZGRkZGRldd07dq17IpqVCvWQAMAAAASCNAAAACABAI0AAAAIIEADQAAAEggQAMAAAASCNAAAACABAI0AAAAIIEADQAAAEggQAMAAAASeBMhAABA+TwWJBrwbOmznjbg2VCLmIEGAAAAJBCgAQAAAAkEaAAAAEACARoAAACQQIAGAACAyMzMVKlUQUFBlYxAQYAGAACofbm5uSo9fPvtt7XdKdjGDgAAoA4wMzMbO3as7shXX311586d4OBgS0tL7aCzs3ONt4bSCNAAAAC1z8rKasOGDbojhw4dunPnzscff+zg4FBLTaF8LOEAAABoCFJSUoKDg52cnMzNzR0dHfv3779t2zbdgmPHjg0bNszBwcHMzMzJyWn06NEZGRm11W29xgw0AABAvbd69eopU6aYmpoGBga6u7tfv349NTV15cqVwcHBSsGaNWsmTZpka2s7ZMiQVq1anT9/fvv27XFxcQcPHuzZs2ftNl/vEKABAADqt1OnTkVGRqrV6iNHjjz22GPa8czMTOXD6dOnp0yZEhAQsGPHDu2K6lOnTnl5eb388ssnT56shabrM5ZwAAAA1G+rVq0qLi6OiorSTc9CCBcXF+XDypUrHzx4MGvWrDt37tz8i5OTU79+/U6dOnXx4sXa6LoeYwYaAACgfktJSRFCDBo0qKKCY8eOCSF8fX3LPZqVleXq6lpNvTVIBGgAAID6LTc3V1S6w112drYQYufOnbo74mmVmrfGQxGgAQAA6je1Wi2EuHLliru7e7kFzZs3F0I4ODh07969RjtroFgDDQAAUL/16tVLCJGQkFB5wZYtW2qupwaNAA0AAFC/RUREGBsbR0VFldrXWbsLR2RkpImJyfLlyxMTE3UL8vPzt27dWnONNhQs4QAAAKjfOnXqtHz58sjIyK5duwYGBrZr1y47Ozs1NbVZs2ZJSUlCiI4dO8bExEycONHf379///6enp7FxcUZGRmJiYlt27YdOXJkbd9BPUOABgAAqPcmT57cuXPnJUuWHDp0KC4uzs7OrnPnzuHh4dqCsLCwbt26RUdHHzp0KCkpqUmTJk5OTi+++CLpuQoI0AAAAHXRhQsXpOq9vLy8vLwqKejateumTZsqOuri4qLRaCofgYI10AAAAIAEAjQAAAAggQANAAAASCBAAwAAABII0AAAAIAEduEAAAAoX/qsp2u7BdRFzEADAAAAEgjQAAAAgASWcAAAAFRgksqQZ1vNS0kaCGagAQAAAAkEaAAAAEACARoAAACQQIAGAAAAJBCgAQAAAAkEaAAAgLri3r17KpVKpVKZmJhkZmaWLXj88ceVgt27d9d8ew9V3/vXU1UCdGFhYW5urkbDViwAAACGZ2JiUlxcvH79+lLj33///enTp01M6vo2xPW9/4fSK0AXFBR88803r7zySpcuXaytrS0sLGxsbMzMzJycnAIDA6Ojo0+fPl3djQIAADQSzs7OXbp0+eyzz0rNV65du9bU1DQgIKC2GtNTfe//oR4SoM+fPz99+nQXF5dhw4atWLHi1KlTt2/fVg4VFRVlZWXt2rVr2rRpjz/+uJ+f37Zt20pKSqq/ZwAAgAYuPDz8woULBw4c0I7k5eVt3749MDCwVatWZeu3bNni4+NjbW1taWnZqVOnhQsXFhYWao+mpaWpVKpx48Zdvnx51KhRdnZ2lpaW3bt337Nnj+ypqqP/NWvWBAUFubm5WVpaqtVqX1/f7du3lz1nSkpKcHCwk5OTubm5o6Nj//79t23bVuoGf//99xdeeKFVq1ZGRkYpKSkGvCNdFQboW7duzZgxo0OHDkuXLs3Nze3evfsrr7yyefPmpKSkkydP/vrrr8eOHYuPj1+4cGFQUFDLli2/++67kSNHenp6JiUl/Z2GAAAAMHr0aAsLi7Vr12pHYmNj79y5Ex4eXrb4jTfeCAkJOXPmzOjRoyMjI4uLi996660BAwY8ePBAt+zy5cvdu3f/9ddfg4ODn3nmmRMnTgwdOjQ5ObkKpzJs/xMnTrx69Wrfvn2nTp06bNiwjIyM4ODgDz/8ULdm9erVXl5eO3fu9Pb2njZt2jPPPHP9+vWVK1eWusGePXumpaUNHDjwueees7CwMOAd6apwDUq7du1u3Ljx6KOPjh8/fvTo0c7OzuWWDR48WAhRXFy8b9++zz///Ouvv3766ac//fTTiIiIKvcEAADQyKnV6uHDh2/bti07O9vW1lYIsXbt2jZt2vTv33/Lli26lcnJyYsXL3Zzc/vhhx9atmwphPjggw8CAwMTEhIWL148a9YsbWViYuKcOXPeffddlUolhNi8efOLL764ePFiHx8f2VMZsH8hxMWLF1u3bq39evfuXV9f36ioqAkTJtjY2AghTp06FRkZqVarjxw58thjj2krSz2nmJiYGBkZuWzZMmNjY4Pfka4KZ6DVavXmzZt/+eWXmTNnVpSetYyNjQcNGhQbG3vmzJmwsLCcnJyqdQMAAABFeHj4/fv3N23aJIRIS0s7fvz4+PHjjYxKh7fPPvtMCDF37lwlIAohTExMli5dqlKpdCeAhRBt2rR55513lPQshAgNDW3evPl//vOfKpzKgP0LIZT0rNFobt26de3atby8vOeee66goEA7O75q1ari4uKoqCjd9CyEcHFx0f1qZ2e3aNEibXo2+B1pVRigT58+HRoaWu5NVsLV1XXdunVvvvlmlRsCAACAEMLX17ddu3br1q0TQqxZs8bIyCgsLKxs2U8//SSE6Nu3r+7gY4895ujoeP78+dzcXO2gp6en7g4YKpXKxcVFd95T/1MZsH8hxIkTJ5599tnmzZur1WoHBwdHR8fZs2cLIa5cuaIUKKuZBw0aVPkVu3btamVlpTti2DvSqjAf64Z3WX/nZwEAAKAIDw9PT09PSkqKjY0NCAho06ZN2Zpbt24JIRwcHEqNOzo6ao8q1Gp1qRplv7kqnMqA/f/0009eXl7JycmTJ0/+4osvdu/enZCQMG3aNCGE9lE/Jek+dE2Ek5NTqRGD35GCF6kAAADUUWPHjjU1NR0zZkxubu5LL71Ubk3z5s2FEFevXi01npWVpT2qJwOeSqFP/9HR0QUFBdu2bVu0aNGoUaOeeeaZgQMHKkuftZTor52Qroh2dYqWwe9IUcUAfeHChalTp3bv3r1du3a9e/eePXv2jRs3qnYqAAAAlMve3n7IkCGZmZl2dnbPPvtsuTWenp5CiEOHDukO/vrrr1lZWW5ubmVnnSthwFMp9On/woULQohevXrpDiYmJup+VY4mJCTINmDwO1JUJUCnpKR07tz5448/Tk1NzczMTElJWbBgQZcuXc6dO1e1JgAAAFCupUuX7tixIz4+3szMrNwCZWHxe++9l52drYwUFRVNmzZNo9FUNOlbEQOeSv/+H3nkESHE/v37tSOxsbGlAnRERISxsXFUVFRGRobueLlvC9dVHXckKtnGrhITJ04UQmzatOn5559v0qRJbm7uxo0bp0+fPm3atB07dlS5FQAAAJTi5ubm5uZWScFTTz31+uuvR0dHe3h4DB8+3MrKKj4+/pdffvHx8ZkxY4bUtQx4Kv37j4yMjI2NDQkJGTlypKura1pa2p49e0aMGKH7LpVOnTotX748MjKya9eugYGB7dq1y87OTk1NbdasWeVvIKmOOxKVB2jtvn26/vzzz1OnTi1ZsuTFF19URtRq9T//+c/ffvvt888/r3IfAAAAqJqlS5d269Zt5cqVGzdufPDggbu7+/z586dNm1bRpG/NnEpPPXr0OHDgwNy5c+Pi4oQQTz755L59+/74449SLyOcPHly586dlyxZcujQobi4ODs7u86dO5f7WpYauKPKAnSHDh2WLFkyduxY3UHlUU3lzS66LC0ti4qKqtwHAAAALCwsNBpN5TUbNmzYsGFDqcHQ0NDQ0NCKfqRr167lnjYtLa3sYOWnqlzV+vfz8zt8+HCpstGjR5ca8fLy8vLyKvecFd2g4u/cUbkqWwPt7Ow8bty4p59++syZM9rBli1btmvX7qB4DFcAACAASURBVL333tOuTSkpKfn6669XrVpV0S0BAAAADUZlM9CpqakfffRRVFRU586dZ82a9eabbypz3R9//HFgYGC/fv2sra1tbW2vXbt29+7dZs2alXplOQAAABqMoqKimzdvVlJgZ2en+6KWBqyyGWgTE5MZM2b88ssv/v7+77zzTpcuXZTZ9UGDBn3//ffPP/+8paVlVlZWixYtXnzxxePHj3ft2rWm2gYAAECNSktLc6xUuQtCGqSH/5Xg6uq6e/fu7du3T5061c/Pb9y4cUuWLOnRo8fXX39dA/0BAACgLnj00Ud1N5srt6DGmqld+k6zjxgxYsCAAW+99dbq1at37969dOlS7S4cAAAAaPCaNWvm7+9f213UCRLrVKytrT/99NMxY8ZMnDhxzJgxGzduXLVqVbt27aqvOQAAgNq0+iEbSqBx0utNhDdu3MjMzFR2qevZs2dqauqHH3547Nixzp07z58///79+9XcJAAAAFBXPGQG+ssvv5wzZ47yju6mTZuGh4d/8MEHFhYWM2bMCA4OnjJlyttvvx0bGxsTE+Pj41MjDQMAANSUVbsMebbJQw15NtSeymagv/rqq1GjRl25cuWpp54aOHBg06ZNly1bpn1vuPJw4bZt227duuXr6xseHp6Tk1MjPQMAAAC1prIAvWDBAldX199+++27775LSEi4ePFiaGhobGzsxYsXtTUjRow4ffr05MmT169f36FDh+pvGAAAAKhNlQXo9PT0sWPHtm7dWvlqZmY2bdo0IcTp06d1y5SHC48ePero6Fh9jQIAAAB1QWUBukmTJleuXNEdyczMVMbLFisPFxq2OQAAAKCuqewhwoEDB65fv75169bDhg2ztLT8z3/+M2PGjBYtWjz55JPln6txvLwRAAAAjVllkffDDz9MSUmJioqKiopSRkxNTWNjYy0tLWuiNQAAAKDuqWwJh4uLS1pa2tKlS0eMGBEYGDht2rS0tLThw4fXWHMAAACNyr1791QqlUqleuSRR8q+asPOzk6lUpUqVqvVpcr++9//uri4qFSqRYsWVXvHjdJDFl1YW1u//vrrNdMKAAAAFOfPn1+xYkUVYlhycnJgYGB+fv6GDRvGjh1bHb1BrzcRAgAAoMbY2tqq1er58+fLvmQjLi6uf//+9+/f37lzJ+m5+lQYoG/fvl3lk/6dnwUAAGjkmjZtOnv27JycnPfff1//n/rXv/41fPjwJk2aJCYmDho0qPraQ4UB+pFHHlm6dGlBQYHU6X788ceBAwdGR0f/7cYAAAAar1deeaVt27YrVqy4cOGCPvXvvffexIkTXVxcvv/++549e1Zzd41dhQFarVZPnz69bdu206dP//nnnys/y+3bt9evX+/n59ejR48DBw64ubkZuk8AAIBGxNzcfMGCBYWFhbNmzaq8UqPRREREzJ07t1OnTkePHn300UdrpsPGrMKHCNPT0z/55JP58+cvXbp06dKlbm5uvXr16t69u5OTU4sWLSwsLP7888/s7Oz//ve/KSkpP/30U2FhoRAiICAgOjq6Y8eONXgLAAAADdALL7wQHR29ZcuW119/vaK3cAgh8vLyVq1a1aRJk3379jk4ONRkh41WhQHazMxs+vTpYWFh69atW7169blz586fP//ll1+WW2xqajpy5MgpU6b4+PhUW6sAAACNiEqlWrJkiZ+f3/Tp0w8dOlRRWZMmTTw9PY8cORIaGrpz585y3xgNw3rINnYtWrSYMWPGtGnTjh07lpSUdPjw4fPnz9+4caOgoMDOzs7e3v6JJ57w8/MLCAho1apVzXQMAADQSPj6+gYGBu7cuXPXrl1Dhw4tt8bExOTbb7999tlnDx48OGDAgD179lhbW9dwn42NXi/fNjIy8vLy8vLyqu5uAAAAoGvRokV79uyZOXPm4MGDK6pp0qTJ7t27hw0btmfPHn9//71799rY2NRkk40N+0ADAADUXR06dAgPDz99+vTatWsrKbOwsNixY8fzzz//448/9u3b98aNGzXWYSOkb4CeNGnSxo0bKymIjo6eNGmSIVoCAADA/5k3b16zZs3eeecdZc+GipiZmW3dunXUqFEnT5709fXNysqqsQ4bG30DdExMTFJSUiUFO3fujImJMURLAAAA+D+tWrV64403rl27lp+fX3mliYnJ559/HhYWdvr06aeeeury5cs102FjY7AlHCUlJSqVylBnAwAAgNbrr7/u7OysT6WRkdHatWunTJly9uxZHx+fc+fOVXdvjZBeDxHqIzMzs1mzZoY6GwAAQCNkYWGh0WjKjltZWWVmZupZrFKpVqxYsWLFimppEZUH6HPnzun+1ZKVlXXgwIGyZXfv3j148OD58+f79Olj+AYBAACAuqSyAL1p06Z58+Zpv+7bt2/fvn2V1EdGRhqsLwAAAKBOqixAt2rVysPDQ/mcnp6uVqvLLr5RqVRWVlbt2rV78cUXBwwYUF1tAgAAAHVDZQE6IiIiIiJC+axSqZ599tkNGzbURFMAAABAXaXvQ4Tr1693d3ev1lYAAACAuk/fAD1u3LjqbAMAAKDumTy0tjtAXcSrvAEAAAAJEvtAazSaf//73/Hx8WfPns3Pzy9338HU1FTD9QYAAFCbvvzySwOeLSQkxIBnQy3SN0DfvXt36NChiYmJ1doNAAAAUMfpG6DffffdxMREU1PTF154wdvb28HBwciI5R8AAABodPQN0Nu2bRNCfPnll8OGDavOfgAAAIA6Td8AnZmZaWtrW/PpeevWrV988UW5h4KCgsLCwsqOnz179ptvvklPT799+7aNjY2np2dwcHCrVq2quVMAAAA0CvoGaFtb2+bNm1drK5UwNTW1sLAoNVh2RAhx+PDhjz76qLi42NLS0t7e/saNG/v27UtOTn7vvffat29fI80CAACgIdM3QPfv3z82NjY7O9vW1rZaGyqXj4/P1KlTH1r2xx9/LFu2rLi4OCgoaPTo0WZmZvn5+Z988klKSsr7778fExNTbuaGQaRf6lfbLdSWcrajAQCght27d8/S0lL71czMzNra2tXVtVu3bsOHD/f39y/36bWMjIxPP/00KSnp8uXLBQUFLVu2fPLJJ1944YXg4GBjY+MabL+e0fdBwKioqKZNm06dOrWoqKhaG/o7tm7dWlRU5OHhERYWZmZmJoRo2rTptGnTbG1tc3JyEhISartBAACAamRmZjZx4sSJEyeOGTPGz8+voKBgzZo1AwYM8PLyOnfuXKnid99918PDY8WKFYWFhQMHDhw9enTXrl0PHz48atSovn371kr/9YW+M9DXrl1buHDh1KlTT5w4MXny5EcffbRp06Zly3r16mXQ9iQ8ePAgJSVFCDF48GDdcXNz8379+m3bti05Ofm5556rpe4AAACqnaWl5erVq3VHfv3111dffXXfvn3+/v6pqaktWrRQxhcsWPDOO+84ODhs3Lixf//+2vqioqLNmzevWrWqRvuub/QN0L1791Y+pKenR0ZGVlRW7ttV/r7Tp09Pnz795s2bFhYWrVu39vLy8vHxKfUvCxcvXiwoKBBCdOzYsdSPd+rUadu2bb///vv9+/eVmWkAAIA6KC0tzdPTc+zYsXPmzHnjjTcOHTpUVFTk7e29bNmy9u3bZ2VlvfXWWwkJCXl5eU888cTHH3/8xBNPVH7CRx99ND4+3s/P7/vvv//www8XLlwohLhw4UJUVJSZmdm+ffs6deqkW29iYjJu3Ljhw4dX403Wf/oGaFdX12rto3JZWVlZWVnK5z/++OOHH37YvXv3nDlz1Gq1tubKlStCCAsLCxsbm1I/7ujoKITQaDRZWVm1eyNoXLrsrO0OgHqJZyqAS5cu9e7d293dfdSoURkZGQkJCWlpaYcPH+7bt6+dnd2wYcMuXboUHx8fEBBw7tw53ThULhMTk3nz5vn7+8fGxioBev369Q8ePBg7dmyp9KxV7kIDaOkboC9cuFCdbVTI1tY2NDS0a9eu9vb2TZs2vXbt2sGDB3fs2HHmzJkFCxYsWrRIpVIplfn5+UIIa2vrsifR/k+g1AAAANRlSUlJ8+bNmzt3rvJ1woQJa9eu7dGjx5gxYz766CMl/Lz99tvz58+PiYmZOXPmQ0/o4+NjZmZ2+fLlrKwsR0fHI0eOCCEGDBhQrXfRgNX1twn6+/uPHDny0UcfVavVJiYmzs7OY8aMmTFjhhAiIyNDWfSsKCwsFEKYmJTzJ4F22YZSozVnzpwn/zJixIhqvA0AAAC9ubq6zp49W/t13LhxyocPPvhAO3WoDKalpelzQjMzs5YtWwohbty4IYRQ/mG/devWBuy5UalKgC4pKfnzzz8zMzMN3o2e+vTp06FDByHEjz/+qB00NzcXQpS7Scj9+/d1a7ScnJwe+4ubm1s1dgwAAKA3T09P3We9nJ2dhRAeHh66G9Upg/rnMeVBNSV/635GFcgF6MOHDw8ZMsTa2trW1lb3r5aFCxeOGzfu5s2bhm6vQkqAvnr1qnakSZMmQoi8vLyyxdqVG6UW9ERERHz+lw8//LAa2wUAANBbqbfXKf/AXu7ggwcP9DlhYWGhktOUeWgnJychxKVLlwzUb6MjEaCXLFni5+cXHx9/586dUoesra03bty4a9cug/ZWGWUzcN1NP1xcXIQQ9+7dy8nJKVWs/DuFSqVSniYEAABoVJKTk+/fv9+mTRsHBwchhLe3txBi7969td1XfaVvgP7uu+9mzJhhbm4+b968s2fPjhkzRveosr9yTQbo3377Tfz1V5TC1dVV+XeN9PT0UsU///yzEOKRRx5hDzsAANDYFBUVvfPOO0KI0NBQZWT8+PGmpqZbtmxRMlJZ7LtQOX134YiOjhZCrFq1SlmxXmrRjKOjo7Oz86+//mrY5jQaTbmrc06ePKn89+7WrZt20NTUtGfPnocOHYqPj1f+rlIUFhYePHhQCOHj42PY9gDIYnsyAKhhZ86ceeWVV44ePfqPf/xD2YZBCNG2bduoqKjZs2cPGDBg48aNAQEB2vri4uIvv/xyxYoVuls1oBR9A/TRo0dbtGihfQi0LEdHx7Nnzxqmqb/8/vvvyttxOnbsqOzufPv27UOHDn3++edCCFdX11KZeOTIkcnJyenp6Z999tno0aPNzMzu3LnzySefZGdn29jYlHpDIQAAQANTUFAwadIkIURxcXFeXl56evovv/yi0Wj69OnzxRdf6L4rY9asWUVFRfPmzevfv3+7du26devWpEmT69evHzt2LDs729fXt/Zuoh7QN0DfunWr7Bv+dJWUlNy7d88QLf0/J0+ePHnypBDCzMzMxMTk7t27ynibNm3efvvtUi8jdHZ2/uc//7ls2bK4uLi9e/fa2tpev379/v37FhYWb731loWFhcHbAwAAqDvu378fExMjhDAzM7O2tm7Tpk14ePiIESP8/f3L/qv+3LlzR4wYsXLlyqSkpD179ty7d69ly5be3t4hISG8ibBy+gZoGxubSh7VLCoqOnPmjLIs3YCcnJzCwsLS09MvXryYl5dXWFjYvHnztm3b9unTp1+/fuUuaPbz83Nxcfn666/T09OvXr2qVqs9PT2Dg4Pt7e0N2xsAAIDBde3aVXePBIWLi0vZQRMTE91BCwuLsjUP9dhjjy1fvrwKfTZy+gbo7t27x8fH79u3r3///mWPfvHFF/n5+YGBgQbtTVhZWQUFBQUFBUn9lLu7uz6v5AEAoB5prI8Q8PwA6iJ9d+EIDw8XQrz88ss//fRTqUP79+9/9dVXhRATJkwwbHMAAABAXaPvDHRQUNCIESO2b9/es2fPXr16Ke+BnDlz5pEjR44ePSqECAsL8/Pzq75GAQAAgLpA3wAthNi8ebODg8PKlSuPHDmijChv7zMyMpoyZYqyzx0AAADQsEkEaDMzs08++eS111775ptvTp48mZOT07Rp006dOg0fPrx9+/bV1yIAAABQd0gEaIWbm9u0adOqoxUAAACg7pMO0AAAAI1ESEhIbbeAukjfXTiysrI2bNigXf1cypEjRzZs2HD16lXDNQYAAADURfrOQK9evfrdd9/dvHmzt7d32aMXLlwYP378/PnzZ8+ebdD2AAAAak1hxj8NeDbzDh8b8GyoRfrOQO/evdvU1HTYsGHlHh0+fLipqenu3bsN1xgAAABQF+kboC9evOjq6mphYVHuUQsLizZt2ly4cMFgfQEAAAB1kr4BOi8vz8bGppICGxub7OxsQ7QEAAAA1F36BmhbW9tz586VlJSUe7SkpOTcuXMtWrQwXGMAAABAXaRvgO7Zs2d2dvbXX39d7tHt27f/+eefPXr0MFxjAAAAKEdmZqZKpQoKCqrtRhovfQN0WFiYEOLll1/eu3dvqUMJCQkvv/yyEOKll14ybHMAAACNyr1791Q6jI2N7ezs+vXrFxsbW9ut4f/ou41dYGDg8OHDv/rqq4EDB3p6evbp00etVufm5n7//fdpaWlCiODg4GeffbY6WwUAAGgUzMzMxo8fL4R48ODB2bNnExMTExMTU1NTo6Oja7s1CCH1JsLNmzfb2tquWbPmxIkTJ06c0I4bGRlNnjyZ/6IAAAAGYWlpuXr1au3Xb7/99plnnlm2bNmrr77atm3b2usL/0vfJRxCCHNz89WrV//yyy8ffPDBqFGjhgwZMmrUqIULF2ZkZKxYscLMzKz6ugQAAGi0Bg4c2K1bN41G8+OPP1ZUs2bNmqCgIDc3N0tLS7Va7evru3379lI1CQkJAQEBTk5O5ubmjo6O3t7eixcvVg6lpaWpVKpx48adPXv2+eefb9GihbW19eDBg8+cOSOEyMrKGjdunL29vaWlpbe39/Hjx2Uv3cDoOwMdGRlZUlLy7rvvPvroo2+++Wa19gQAAABdGo1GCKFSqSoqmDhxYo8ePfr27Wtvb3/9+vXdu3cHBwcvWrTojTfeUAo2bdo0duxYBweHZ599tlWrVjdu3EhPT1+7du2MGTO0J7l06VLv3r3d3d1HjRqVkZGRkJCQlpZ2+PDhvn372tnZDRs27NKlS/Hx8QEBAefOnVOr1XpeuuGReJW3Wq1euXJltXYDAACAUhISEk6cOKFSqbp3715RzcWLF1u3bq39evfuXV9f36ioqAkTJiiv8oiJiTE2Nj5+/LiTk5O2LCcnR/ckSUlJ8+bNmzt3rvJ1woQJa9eu7dGjx5gxYz766CMlvr/99tvz58+PiYmZOXOmnpduePRdwmFvb1/RawgBAABgQAUFBZMmTZo0adJLL73k6+v7zDPPlJSUTJ061dXVtaIfUSKsRqO5devWtWvX8vLynnvuuYKCguTkZG2NsbGxicn/mzwtFXBdXV1nz56t/Tpu3DjlwwcffKCd/FYGlT0k9L90A6PvDHTfvn1jY2MvX76s+xcGgEp8qc6v7RZqR0htNwAA9d39+/djYmKEEEZGRmq12s/P76WXXgoNDa3kR06cOBEVFZWUlHT79m3d8StXrigfQkJCjh496uHhMXLkSD8/P29vbwcHh1In8fT0NDY21n51dnYWQnh4eFhaWpYazMzM1P/SDY++AXrOnDlxcXGvvPLK1q1bzc3Nq7UnAACAxqx58+a5ubn61//000/e3t4WFhaTJ0/u0qVL8+bNjY2NDxw4sHTp0sLCQqUmMjLSxsbm008/XbVq1aeffiqE6N279+LFi728vHSvq3taZbq63MEHDx7of+mGR98AnZubu2DBgjfeeMPd3T0iIqJDhw4ODg5lV7L36tXL0B0CAACgMtHR0QUFBTt37vT399cOltorQwgRGhoaGhqal5d37NixuLi4devWDRo0KD09/e+sL9Dz0g2MvgG6d+/eyofMzMxZs2ZVVKY8IgoAAIAac+HCBVFmHjMxMbHcYmtr6wEDBgwYMECtVi9cuDAxMXHs2LE1c+kGQ98AXcmidQAAANSiRx555Pvvv9+/f/9zzz2njMTGxpZKsfv37+/bt6/uQ4Q3b94UQlhZWVX3pRsefQO08ucFAAAA6prIyMjY2NiQkJCRI0e6urqmpaXt2bNnxIgRui80CQkJMTEx8fX1dXV1NTY2/uGHH5KSkjw8PIYMGVLdl254JN5ECAAAgDqoR48eBw4c6NGjR1xc3Mcff3znzp19+/YFBgbq1syfP793796pqanKc4TZ2dnz588/cuSI7g4b1XTphkffGWhdJSUlubm5d+/edXFxMXhDAAAAjZaFhcVDnyhzcXEpW+Pn53f48OFSg6NHj9Z+VjaWruicXbt2LXvOci9kYmJSavChl2545GagDx8+PGTIEGtra1tbW90HNhcuXDhu3DhlJQ0AAADQgEkE6CVLlvj5+cXHx9+5c6fUIWtr640bN+7atcugvQEAAAB1jr4B+rvvvpsxY4a5ufm8efPOnj07ZswY3aPKc5cEaAAAADR4+q6Bjo6OFkKsWrVKeQF6qVeoODo6Ojs7//rrr4ZuDwAAAKhb9J2BPnr0aIsWLZT0XC5HR8c//vjDME0BAAAAdZW+M9C3bt3q2LFjJQUlJSX37t0zREsAAAB1gnmHj2u7BdRF+gZoGxubS5cuVXS0qKjozJkzDg4OBuoKaAie90yp7RZqS0htNwAAQDXSdwlH9+7ds7Oz9+3bV+7RL774Ij8/v0+fPoZrDAAAAKiL9J2BDg8Pj4+Pf/nll7/55ptu3brpHtq/f/+rr74qhJgwYYLhGwQAAKgl/ZJnGPBsB30WG/BsqEX6BuigoCDlteY9e/bs1avXjRs3hBAzZ848cuTI0aNHhRBhYWF+fn7V1ygAAABQF0i8ynvz5s0ODg4rV648cuSIMvLhhx8KIYyMjKZMmaLscwcAAAA0bBIB2szM7JNPPnnttde++eabkydP5uTkNG3atFOnTsOHD2/fvn31tQgAAADUHXoF6Bs3bpw9e1YI0a5dOzc3t2nTplVzVwAAAEAd9ZBdOC5dujR48GB7e/s+ffr06dOnVatWgwcPvnz5cs00BwAAANQ1lQXovLw8Pz+/hIQEjUajjGg0moSEBF9f39u3b9dIewAAAI3IvXv3VCqVSqUyMTHJzMwsW/D4448rBbt37zbURc+ePatSqV544QVDnbDBqyxAL1++/Pz582ZmZrNnz05OTv7uu+/eeustU1PT8+fPL1++vMZaBAAAaFRMTEyKi4vXr19favz7778/ffq0iYnEM2yoDpUF6F27dgkhPvroo/nz53t7ez/11FMLFixYvHix9hAAAAAMztnZuUuXLp999pl2FYBi7dq1pqamAQEBtdUYFJUF6IyMDCMjo5deekl3cMKECSqVKiMjo5obAwAAaLzCw8MvXLhw4MAB7UheXt727dsDAwNbtWpVqnjNmjVBQUFubm6WlpZqtdrX13f79u2lahISEgICApycnMzNzR0dHb29vZVZ0YULF7Zr104IsXXrVtVfNm/eXM33V789ZA20o6Ojubm57qCVlVWrVq3y8vKquTEAAIDGa/To0RYWFmvXrtWOxMbG3rlzJzw8vGzxxIkTr1692rdv36lTpw4bNiwjIyM4OFh5X4di06ZNgwcP/u9//xsYGDhz5sygoCAjIyPl5EOHDl2yZIkQolevXp//xcvLq/pvsR6rbA2NRqMpd5GNiYlJSUlJtbUEAADQ2KnV6uHDh2/bti07O9vW1lYIsXbt2jZt2vTv33/Lli2lii9evNi6dWvt17t37/r6+kZFRU2YMMHGxkYIERMTY2xsfPz4cScnJ21ZTk6OEMLDw8Pc3Hz69Omurq6jR4+uiXur/x6yjR0AAABqRXh4+P379zdt2iSESEtLO378+Pjx442MyglvSnrWaDS3bt26du1aXl7ec889V1BQkJycrK0xNjYuNTGqZGtUwUOe4szOzp40aVKpwdzcXCFE2XEhxOrVqw3VGQAAQGPm6+vbrl27devWvfbaa2vWrDEyMgoLCyu38sSJE1FRUUlJSaU2Gr5y5YryISQk5OjRox4eHiNHjvTz8/P29nZwcKj2G2i4HhKg8/PzY2Jiyj1U7jgBGgAAwFDCw8NnzpyZlJQUGxsbEBDQpk2bsjU//fSTt7e3hYXF5MmTu3Tp0rx5c2Nj4wMHDixdurSwsFCpiYyMtLGx+fTTT1etWvXpp58KIXr37r148WLWOldNZQH6mWeeqbE+AAAAUMrYsWPnzJkzZsyY3NzcUhujaUVHRxcUFOzcudPf3187ePz48VJloaGhoaGheXl5x44di4uLW7du3aBBg9LT03UXT0NPlQVoA77hBgAAALLs7e2HDBmyY8cOOzu7Z599ttyaCxcuCCF69eqlO5iYmFhusbW19YABAwYMGKBWqxcuXJiYmDh27FhjY2MhRHFxsYG7b7h4iBAAAKDuWrp06Y4dO+Lj483MzMoteOSRR4QQ+/fv147ExsaWCtD79+8vKirSHbl586YQwsrKSgih7PJx6dIlQ/feYPEqSAAAgLrLzc3Nzc2tkoLIyMjY2NiQkJCRI0e6urqmpaXt2bNnxIgRuu9SCQkJMTEx8fX1dXV1NTY2/uGHH5KSkjw8PIYMGSKEsLa27tmz5w8//BASEtKhQwdjY+OgoKCOHTtW+73VWwRoAACAeqxHjx4HDhyYO3duXFycEOLJJ5/ct2/fH3/8oRug58+fv3fv3tTU1N27d5uamrq6us6fP3/KlCmWlpZKwebNm1977bW9e/du3bpVo9G0bduWAF0JAjQAAEBdYWFhodFoKq/ZsGHDhg0bdEf8/PwOHz5cqkz3rSiTJk0qdwNiLXd39127dsn12oixBhoAAACQQIAGAAAAJBCgAQAAAAkEaPxPe/ceZ1VZ7w/8mQvDneEOck/QMFHBVIhLepToiGV4SUPLRDMVsexkhh3z1kFFUzFNBT2mhaJmRGilGEpekTivMBxFvHBJRQYQkOE2DMzvj91vXtPsEeeZYfbabN7vv/asvfb4nY/j6KrOZgAAIABJREFU3h/XrLUeAAAiKNAAABDBXTgAAGo3d8RNSY9ANlKgAcgyh81OegKA3XEKBwAARHAEGgCgdnf84O09+N0m3NpvD343EuQINAAARFCgAQAgggINAAARFGgAAIigQAMA8C/vvfdeXl7emDFjdrMFBRoAIFts27Yt7981bdp0//33P/fcc99+e0/eEoSGcBs7AIDsUlRUNG7cuNTjDRs2LFiw4L777nvsscdeeeWV/v37JzsbQYEGAMg2zZs3v/vuu6u+3LVr1ze/+c0ZM2bcfvvtv/zlLxMcjBSncAAAZLX8/PzUKchr16791J3nz59/2mmndevWrWnTpvvtt9+oUaMeffTR6ju8/PLLp5xySteuXYuKirp16/bNb35zyZIljTV6jnIEGgAg2/3pT38KIRx11FG73+3uu+++6KKLmjRpcuKJJ/br16+0tHThwoV33nnnaaedltrhnnvuueCCCzp06PCVr3ylc+fOy5Yt++1vfztr1qy5c+cOHjy40X+MXKFAAwBkl61bt15yySWpxxs3blywYMHSpUvHjh07fvz43bzqH//4x4QJE9q2bfvCCy8cdNBBVdvfe++91IM33njjoosu+tKXvvT73/++efPmVa8aNmzYd7/73VdffbVxfpocpEADAGSX8vLy2267rfqWQw455MQTT6xqvbW66667du7cefXVV1dvzyGEHj16pB7ceeedO3bs+MlPfrJ58+bNmzenNnbr1u244477wx/+sGLFit69e+/RnyNnKdAAANmluLh4w4YNqcdlZWWvvfbaxIkTx44du2zZsssvv/yTXjV//vwQwvHHH/9JO7z88sshhKOPPrrWZ1etWqVA15ECDQCQvVq1ajVkyJCZM2d279792muv/e53v9uhQ4da90x17u7du3/St1q3bl0IYfbs2bUeya5x3JrdUKABALJd+/bt+/btW1JSsnjx4mOOOabWfdq2bRtCeP/99/v161frDsXFxSGErl27HnnkkY026T7BbewAAPYCa9as2f0OQ4YMCSH8+c9/3v0ODz/88J4dbB+kQAMAZLs777yztLS0ZcuWRxxxxCftM378+IKCgquvvrrGfZ2r7sIxYcKEwsLC22+//Zlnnqm+Q1lZ2SOPPNIYY+cqp3AAAGSXrVu3XnDBBanHZWVlJSUlixYtysvLmzJlSqtWrT7pVYcccsjtt98+YcKEgQMHnnjiiQcccMC6desWLlzYunXrZ599NoQwYMCAqVOnnn/++SNHjhw1atSgQYN27ty5ZMmSZ555pk+fPqeffnqGfry9nwINAJBdysvLp06dmnpcWFjYuXPnU0455fvf//6IESN2/8ILL7zw0EMP/fnPfz5v3rxZs2Z17Njx0EMP/c53vlO1wznnnHP44Yffcsst8+bNe/bZZ1u2bNmtW7dvfetb2nMUBRoAIFs0a9assrKyId9h2LBhw4YN280OAwcO/PWvf/1Jz/bo0aPGAOlbcA40AABEUKABACCCAg0AABEUaAAAiKBAAwBABHfhAACo3YRba18Tm32cI9AAABDBEWgAgNrduGjjHvxulw0s3oPfjQQ5Ag0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAhuYweNZfSaoqRHSMbc/klPAJDrtm3b1rx586ovi4qK2rRp07t378MPP/zUU08dOXJkfn4tB0mXLFnyy1/+8tlnn/3nP/+5devWTp06HXHEEd/4xjdOO+20goKCDI6/11OgAZJUsvK4pEdISmXSA8Ber6ioaNy4cSGEnTt3btiw4fXXX7/nnnvuueeeIUOGPPjgg/vvv3/1na+99tprrrlm165d/fr1+8///M+WLVuuXr36ueeemz179l133fXcc88l9EPslRRoALLLjLZlSY+QjLFJD8Bep3nz5nfffXf1LW+++eb3vve9OXPmjBw5cuHChe3bt09tv+6666666qquXbs+8MADo0aNqtq/oqJi+vTpd911V0bn3vs5BxoAIFssWrQoLy/v7LPPfv3110888cT27du3bNnyi1/84rPPPluXl3/2s5/94x//OGzYsGXLlt14442pjcuXL7/66quLiormzJlTvT2HEAoLC88+++y5c+fu+Z8kpynQAADZ5Z133hk6dGhZWdlFF100duzYhQsXfulLX5o1a1ZdXltYWHjNNdeEEB566KHUll/96lc7duwYO3bsIYccUutLWrVqtacm30co0AAA2eWFF1644IILnnnmmZ/97Gf33nvviy++mJ+ff955523ZsqUuLx8xYkRRUdE///nPVatWpb5bCOHLX/5y4w69L1GgAQCyS9u2ba+44oqqLwcNGnTGGWesXbv28ccfr8vLi4qKOnXqFEJYs2ZNCCFVo3v27Nk4w+6LFGgAgOwyaNCgGqdVjBgxIoTw97//vY7fobKyMoSQl5dX4zF7hAINAJBdunTpUuuWjRs31uXl27dvX7t2bQghdRy6W7duIYSVK1fu4Sn3YQo0AEB2Wb16da1biouL6/Ly559/vry8vFevXl27dg0hDB8+PITw1FNP7ekx913uAw2N5aSZ5yc9QkJGJD0AwF7u73//e1lZWfWzOJ5//vkQwqBBgz71tRUVFVdddVUI4cwzz0xtGTdu3PXXX//www//8Ic/rPVGHDX+WXwqR6ABALLLhg0b/ud//qfqy7///e8PPfRQx44dv/rVr+7+hUuXLj3hhBNeeumlvn37/uhHP0pt7NOnz9VXX719+/Yvf/nLTz/9dPX9d+7cOX369JEjR+7xHyG3OQINAJBdhg8ffvfddy9YsGDYsGGrVq166KGHdu3aNW3atBYtWlTfbevWrRdccEEIYefOnR9//HFJScnrr79eWVk5dOjQBx98sF27dlV7/uQnP6moqLjmmmtGjRp1wAEHHH744S1btiwtLX355ZfXrVt39NFHZ/on3Msp0AAA2aVv375Tp06dOHHiHXfcsX379s9//vPXXHPNscceW2O38vLyqVOnhhCKioratGnTq1ev73znO1//+tdHjhyZfs+NK6+88utf//qdd9757LPP/ulPf9q2bVunTp2GDx8+duzYU089NUM/WK5QoAEAss7nPve52bNnf9KzzZo1S92cLspBBx10++23N2wuQnAONAAARFGgAQAgggINAAARnAMNQHY5edD8pEdIytikByB5AwcOrMfJzWSYI9AAABDBEWgAgNpdNrBOS2ezr3EEGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBAhMKkBwCAfzN6TVHSIyRjbv+kJwDqxhFoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQoTDpAQDg35w08/ykR0jIiKQHAOrGEWgAAIigQAMAQAQFGgAAIjgHuj5KVh6X9AhJqUx6AACAhDkCDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACG5jB2TQYbOTngAAGsoRaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIhQmPcCnWLNmzUsvvfTqq6++8847H3/8cdOmTXv06DFkyJATTjihefPmNXZ+5JFHHnzwwVq/z5gxY84555zGnxcAgByX1QX6/fffHz9+fGVlZerLoqKiLVu2LF26dOnSpU8++eTPfvaz/fbbL/1VTZo0adasWY2N6VsAAKAesrpAV1RUFBQUDB8+/Itf/OLnPve5Fi1abNmy5fnnn7///vtLS0uvv/762267LS8vr8arRowYcckllyQyMAAAOS+rC3THjh2nTZvWsWPHqi0tWrT48pe/3KZNm+uvv3758uWvv/76wQcfnOCEAADsa7L6IsKWLVtWb89VBg8eXFRUFEL44IMPMj4UAAD7tKw+Av2p0q8jDCG88cYbl1566dq1a5s1a9azZ89hw4aNGDGioKAg8+MBAJB79soCPX/+/PLy8oKCgkMOOST92VWrVq1atSr1+IMPPnjllVeeeOKJK664om3btpkdEwD2nMNmJz0B8C97X4HetGnTvffeG0IYPXp0cXFx9ac6dOhw5plnDhw4sEuXLq1atVq9evXcuXN///vfL1269Lrrrps8eXL6FYcAABBlLyvQFRUVN9xww9q1a3v16nXWWWfVeHbkyJHVv+zevftZZ53Vr1+/G264YcmSJfPnz//CF75QfYcrrrjiySefTD1u27Ztly5dGnV4AAByQFZfRFjDzp07b7zxxsWLF3fq1OnKK69s2rRpXV41dOjQ/v37hxD+9re/1XiqW7duB/1/n/nMZ/b8xAAA5Jy95gj0zp07b7rppvnz53fs2HHSpEmdO3eu+2v79++/ZMmSDz/8sMb28ePHjx8/PvV4/fr1EyZM2GPjAgCQo/aOAp069vzyyy936NBh0qRJXbt2jXp5fn5+CKFqRUMahatbAIB9w15QoCsqKiZPnvzKK6+0b99+0qRJtS7fvXtvvfVWCKFTp06NMB0AAPuWbD8HOnXVYFV77tat2yft+UkHmF999dXFixeHEA4//PDGmhIAgH1GVh+BTrXnBQsWpNpz9+7dd7PzO++888ADD4waNWrAgAHt2rULIWzatGnevHm/+c1vQgi9e/ceMWJEhuYGACB3ZXWBXrRo0YIFC0IIZWVll112WfoOp5xyysknn1z15auvvvrqq6+GEIqKigoLC7ds2ZLa3qtXr5/+9KcWIwQAoOGyukBXnZVRXl5eXl6evsP27durHnfr1u2cc84pKSlZsWLFxx9/vH379uLi4j59+gwdOvS4444rKirK0NAAAOS0rC7QRx555OzZdb23Q4sWLcaMGTNmzJhGHQkAgH1ctl9ECAAAWUWBBgCACFl9CgeQY2a0LUt6hGSMTXoAAPYgR6ABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAEQoTHoAAODTzWhblvQICRib9ABQK0egAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIhQmPcDe6bDZSU8AAEAyHIEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAiFSQ8AAHy6kwfNT3qERIxNegCohSPQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAEdyFAwD2AqPXFCU9QgLm9k96AqiNI9AAABBBgQYAgAhO4QAyZ19dCSJYDAIglzgCDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiGApb4BEHTY76QnYO5w08/ykR0jCiKQHgNo4Ag0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQITCpAcgR8xoW5b0CMkYm/QAAECGOQINAAARFGgAAIigQAMAQATnQNeH830BAPZZjkADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARChMeoC90smD5ic9QlLGJj0A5JoZbcuSHiEZ3k2AvZcj0AAAEEGBBgCACAo0AABEcA40kDmj1xQlPUIy5vZPegIA9hxHoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiFCY9ADkiJMHzU96hKSMTXoAACCjHIEGAIAIjkCzZ4xeU5T0CMmY2z/pCQCAzHIEGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAEdzGrj7csg0AYJ/lCDQAAERwBBogSScPmp/0CEkZm/QAAPXkCDQAAERQoAEAIIICDQAAERRoAACIoEADAEAEd+Goj5Nmnp/0CAkZkfQAAABJcwQaAAAiKNAAABBBgQYAgAjOgWbPcF44ALCPcAQaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIEJh0gMA+5CTZp6f9AgJGZH0AADsOQo0QJJGrylKeoRkzO2f9AQA9eUUDgAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIhgJUKAJFneHGCvo0ADkF22fLtT0iMA7E4OFui333575syZJSUlmzZtateu3aBBg0477bTOnTsnPRcAALkg186Bfu655370ox+98MIL27Zt69Kly8aNG+fMmXPxxRcvXbo06dEAAMgFOVWgP/jggylTpuzcuXPMmDG/+c1v7rrrrvvvv3/IkCFbt26dNGnStm3bkh4QAIC9Xk4V6EceeaSiouLggw8+55xzioqKQgitWrX64Q9/2KFDh/Xr1//5z39OekAAAPZ6uXMO9I4dO+bPnx9CGD16dPXtTZs2Pe644x599NHnn3/+pJNOSmg6AGgQ11ZC9sidAr1ixYqtW7eGEAYMGFDjqUMOOeTRRx995513ysvLU0emAbKEVgSw18mdAv3++++HEJo1a9auXbsaT+23334hhMrKylWrVvXu3TuB4fYBSgAAsI/InQJdVlYWQmjTpk36U61ataq+T8Mpi9SF35N0MgEgB+ROgd6+fXsIobCwlp+o6rSN1D5VrrjiiieffDL1uG3btl26dGnkGQEA2OvlToFu2rRpCKGioiL9qfLy8ur7VOnbt+9RRx2VelxUVLRmzZo6/rMuG1hc/0FzlEzSySSdTNLJJJ1MaiUWyB65U6BbtmwZQvj444/Tn6o6c6PqXI6UcePGjRs3LvV4/fr1EyZMaOQZAQDY6+XOfaB79OgRQti2bdv69etrPLVq1aoQQl5eXupqQgAAqLfcKdC9e/du3rx5CKGkpKTGU4sXLw4h7L///u5hBwBAA+VOgW7SpMngwYNDCH/84x+rb9++ffvcuXNDCCNGjEhmMgAAckjuFOgQwumnn15QUFBSUnLfffelLhzcvHnzLbfcsm7dunbt2tVYoRAAAOohdy4iDCF07979+9///pQpU2bNmvXUU0916NChtLS0vLy8WbNml19+ebNmzZIeEACAvV5OFegQwjHHHNOjR4/f/e53JSUlH374Ydu2bQcNGnTaaae5xzMAAHtErhXoEEK/fv1+/OMfJz0FAAC5KafOgQYAgMamQAMAQAQFGgAAIijQAAAQQYEGAIAICjQAAERQoAEAIIICDQAAERRoAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNAAARFCgAQAgggINAAARFGgAAIigQAMAQAQFGgAAIijQAAAQQYEGAIAIhUkPkEW2bdv2xhtvJD0FABDn448/TnoE9i0K9L8UFRUdcMABDzzwQNKD7M6GDRu2b9/eqVOn/Hx/OviXsrKyzZs3d+jQobDQL/O/bNmyZdOmTcXFxc2aNUt6lmyxbdu2jRs3tmrVqmXLlknPki0qKirWrVvXvHnzNm3aJD1LtqisrCwtLS0qKmrXrl3Ss2SRNWvW5Ofnd+jQIelBdqdFixb+rZFJeZWVlUnPQF3913/913PPPTdnzpz27dsnPUu2uPnmm2fMmHH//fcPGDAg6VmyxUMPPXTLLbdcd911o0aNSnqWbDFv3rxLL710woQJZ599dtKzZIulS5eeccYZJ5988k9+8pOkZ8kWmzdvPvroo4cMGXLHHXckPUsWOe6444qLi2fOnJn0IJBFHMgEAIAICjQAAERQoAEAIIJzoPcm77333qZNmw488MCCgoKkZ8kWq1ev/uijj/r06dO8efOkZ8kWH3300erVq7t37+7isCqbNm167733OnfunOUXQmXS9u3b33333Xbt2nXt2jXpWbLFrl273nzzzZYtW/bq1SvpWbLI0qVLCwoK+vbtm/QgkEUUaAAAiOAUDgAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAgKNHurm266acWKFUlPkV0uv/zyiy66yK11oB5WrVr19ttv79q1K+lBgL2A29jtBVauXPnrX//6zTffbN269Re/+MWvfe1r7nl8+eWX33DDDX369Jk3b17v3r2THicrpDIpKipasGDBYYcdlvQ4WeG111676aab/vrXv+7atWvUqFGTJk3q0qVL0kMlbPHixVOnTn3jjTdatWo1YsSIM888c7/99kt6qIQ99dRTEydOXLRoUQhhv/32+8UvfnHqqacmPVTCfO7Ap6gku02ZMqVJkybV/5V17dp12rRpSc+VpL/97W9VafTp02f58uVJT5S8iRMnhhCKior+8Ic/JD1Ltrjllltq/LfTp0+fdevWJT1XkiZPnpyf/29/eGzevPlPf/rT8vLypEdLzLXXXlvjYzEvL+/JJ59Meq4k+dyBT6VAZ7Ubb7wxhJCfn3/mmWfee++9V111VdXxszFjxpSVlSU9YDLKysoKCgoGDhyYOiKiQ2vP6VL/7YQQTj/99AcffHDSpEktW7YMIVx88cVJj5aYqVOnpt5PzjvvvF/96ldXXnllnz59UikdddRRq1atSnrABNx8882pTCZOnLhkyZJXXnnlC1/4Qghh4MCBSY+WGJ87UBcKdPZavHhxQUFBfn7+b3/726qNa9asOfzww1PvZUceeeTatWsTnDBBhx566BFHHDF37lwdWntON2fOnIKCgsLCwkceeaRq4xNPPBFCOOywwxIcLEEbN24sLi4OIUyfPr1q4/bt26+55pqCgoIQwv777//OO+8kOGHmlZSUpI6zVs9kzZo1bdq0yc/P37VrV4KzJcXnDtSRAp29LrjgghDC2WefXWP7ihUrmjVrlnovGzJkyJYtWxIZL1nnnXdeYWHh5s2b9/EOvZv2/Oabb06dOvWmm26aPXv21q1bExkvEVu2bOnVq1cIYerUqdW379q1q0mTJv/xH/+R1GDJmjlzZghhwIAB6U899dRTqcPz+++//4cffpj52ZJy3nnnhRC+9rWv1dg+cODAHj16JDJS4nzuQB25C0f2WrhwYQhh5MiRNbb36tXruOOOa9myZUFBwfz58ydMmJDEdAkbPHhwRUXFwoULjz322CeeeKJ58+bLly8/5phjUvflWLFixcMPP5z0jI3uo48+mjFjRgihe/fuRx11VNX2Dz/88JRTTvnsZz97/vnn/+hHPzrxxBMPPPDAp59+OrlJM2ratGkrV648/vjjv/vd71bfvnDhwh07dvTv33/cuHFHHHHE6NGjf/vb3yY1ZOatXr06hNC1a9f0p0aNGvX000+3bNny3XffHTNmTEVFRcanS8aCBQtCCMOHD6++ce3ata+//vqBBx74pS99qbi4uHfv3pdccklZWVlCM2aazx2oq6QbPJ/oyCOPDCFMnjw5/akxY8Z06dJl8uTJqX+Jzz77bManS9hrr70WQrjhhhtSX1Y/Dp26L0d+fv6sWbOSHTIDli1blroJyUEHHZQ6h/Wtt96qui3JAQcccOihh6b+QF9YWDh79uyk582Exx57rEmTJq+99lr1jeXl5cOGDUt/A7z00kuTmjPDUmewtG/fftu2bbXu8OSTT6auL7zqqqsyO1pihgwZEkI44YQTqraUl5ePHj069btRWFjYtGnT1OODDjpoH7n81OcO1JECnb0uvvjiEELv3r03btxYffuHH37YunXr/v3779q1K9UJqn8A7CN27tzZunXr6n97rerQKYMHD96wYUOCE2ZM9Q69cuXKgw8+OIQwcODA//u//0vt8Pbbbw8aNCiEUFxcXFpamuy0mbFo0aLqX1ZUVJxxxhkhhIKCgosvvviFF1544YUXxowZk/pVmTlzZlJzZlJZWVmLFi1CCLfddtsn7XPVVVeFEFq0aLGPnMhx6623pn4HLrjggtdff33u3LlDhw4NITRv3vyOO+7YsmXLjh077r///tQby6mnnpr0vJngcwfqSIHOXm+99VZRUVEIYcSIEVW9p7S0NHXU5LLLLqusrPzLX/6SqgWbN29OdNgEHHvssZ07d66+5f777099HObl5b366qtJDZZ5VR26VatWIYTPf/7zNa6U//DDD1MXkF133XVJDZmg//7v/06F85e//KVqY+rO0CGEo48+OrnRMurSSy8NIbRu3XrJkiW17rBt27aePXuGEG655ZYMz5aIioqKk08+ucYfJQoLC5955pnqu6XuXhJCeO+995IaNWN87kAdKdBZ4cYbb6z1Arh777039cbdpk2b00477fTTT0/VoH79+qUOr+7cuTO1ZcGCBRmfOmGXX355COHtt99Ofbl8+fLqK6rsa9cUVnXoNm3avPvuu+k7nHXWWfvOUbQaSktLv/CFLzz//PM1tj/22GMhhBr/G5YbJk6cOH78+Br3kdiwYUPql+Szn/3sJ/1yYNXOAAAK+ElEQVQtInVZ6kknnZSRMTOq1kwqKyunT59+xhlnjBs37tZbby0oKEit5Vndxx9/nHpXmTt3bqaGzZBaM/G5A3WhQCcv9Yn1SYXvwQcfbNOmTfUDJMOHD//ggw+qdujXr18I4cUXX8zgyI1u8eLFZ511Vu/evXv27HnuuefW+gflWbNmhRB+85vfVFZrz4MHD545c2ZO3pfjUzNJdegf/OAHtb48dcOBM844o/EnzZy6/J7sxq9//esQwuc+97lGGi8pVfdmqXEqS2Vl5Ysvvpg6r3fgwIG1dui77rorhDBq1KiMTJo5u8mkyjXXXBNCSL92YuXKlan33pKSkkYeM6N2k8m++bkDURTohNVlUb3Vq1fffPPN48aN+973vvfEE09UP1qwcePG1H1Mc2kRhDouILdq1aoQwvjx46u359QBkqrzoadMmZLET7Dn1TGTZcuWLVu2LP3lO3fu7Nu3bwjhjjvuyMS4GdHwhQaPOeaYkHPXEX7qfcF/97vfpa4rPfDAA994440az44dOzaEcMkllzT+pJlTx3uljxs3rtb/RlKnvhx88MGNOWOmfWom+9rnDsRSoBPWwEX1Um+CgwcPbrwJMyxqAbnevXv37du3RntOmTt37qRJkzI4eCNq+KJ6qQvnO3bsmDMXVjY8k9tuuy2E0Lp161w6sbWOTXHmzJmp49CtWrW6+eabq+7p+8tf/jKEUFBQkF6s9151X2no5z//eQihR48e77//ftXG//3f/83Ly8vLy3v66acbedLMaeDqS7n3uQP1oEAnr96L6t122215eXn5+fk1LnnZe8UuIJe6tUJ6e84lDV9U7957703dnuzRRx9ttDEzquGZ3H777alMUqcA5YaoVvTSSy9VXTNQXFw8fPjw/fffP/Xlbm7TsdeJyuT9999v3759CGG//fa7/vrrp02bduKJJ6YyufHGGzMwbWY0sD3n3ucO1I8Cnbx6LKo3b968E044IYSQl5eXM9fL12MBudLS0gEDBuRwe27gonrr1q278MILU78ntd7YdW/UwEw2bdp07rnn5lgmlfVak3LDhg2XXXZZ6sh9Svv27e+///7MDt6I6pFJ1aKMVYqKinLpxKeGrF2ak587UG8KdPJSlzz/9a9/rfz3BUFSHXr58uUzZsyovv+6desGDBgQQujevfvjjz+ezNCNYMqUKSGE448/vsb21GphF1544dlnn/35z3/++OOPr34ktbS0NFfbc2V9M0m57bbbUlWgdevWuXSr44Zkctddd3Xp0iWE0KZNm9///veZGrnRrVu3LnU4+TOf+Uz101JXrVpV4zZtPXv2nDNnTvXXbtmy5c9//vM999zz+OOP17j74V6t3pksWbLkjDPO6NatW8+ePb/1rW/l0oWDDfk9ydXPHag3BTp59VhUr7S09LHHHtuxY0cS8zYWC8ila0gm//znPwcMGHDJJZfk2KIYDcnkrbfe6tu37/e+970cy6TSmpS1kUm6hmSSk587UG8KdPIsqlfFAnLpZJKuIZmk3wY4Z1iTMp1M0skE9ggFOitYVK9WFpBLJ5N0MqliTcp0MkknE2g4BTorWFSvVvvgAnKfSibpZFKdNSnTySSdTKCB8tPPGiTzBg8eHEJ4+eWXQwgrVqw4+uijV6xYUbWo3vLly4855pgVK1YkPWamderU6aWXXho+fHiN7Vu2bAkhdOzYMYmhEiaTdDKpruraiXPPPfczn/lM+g6pO0AXFRVlfLTEyCSdTKCBCpMeIPdt3Lgx9bew3agq0CNGjKhqz0899VRxcfETTzzxla98Zfny5bNmzfr+97+fkZEzoS6xfJL77rsvhDB69Og9OlHyZJJOJuk+NZNUN6r1qV27dj3zzDMhhKFDhzbGbEmRSTqZQONK+hB4jps4cWK/fv3qstTZPrKoXkrdY0mXkwvIVcqkNjJJ15BMKnNxTcpKmdRGJtDYFOhGlFoYNoRQlzeyfWFRvZSoWGrIyQXkKmVSG5mka0gmlbm4JmWlTGojE8gABbqxrFixokWLFgUFBakb0n3qG1nOL6qXEhtLlVxdQK5SJrWRSbp6Z1KZo2tSVsqkNjKBzFCgG8tJJ50UQpgwYULVTZ3r0qFzuz1X1iuWytxdQC5FJulkkq5+mVTm7pqUlTKpjUwgMxToRjFnzpwQQufOndevX19ZbWGUhpyUlgPqHUsOLyAnk3QySdeQt5RcXZNSJulkAhmjQDeK1PkYDzzwQNUWHbqyYbHk6gJyMkknk3TeUtLJJJ1MIGMU6Mby0Ucf1djijaxSLLWRSTqZpJNJOpmkkwlkhgKdUbt5I1u3bl1SUyVOLOlkkk4m6WSSTibpZAJ7nAK9Z6xfv/7HP/7xUUcdtWbNmt3vWesb2fTp04uLi1944YXGnzRz6p5J5T4Ti0zSySSdTNLJpFY+eiApCvQeMHv27Pbt24cQmjZtevfdd3/q/jXeyKZPn15QUBBCuO666zIwbWbEZlK5D8Qik3QySSeTdDKplY8eSJAC3VDXX399Xl5eCOH0009fuXJlHV9V9UbWvXv31FvY1Vdf3ahzZlL9MqnM6Vhkkk4m6WSSTia18tEDyVKgG2TKlCkhhCZNmvziF7+Ife3cuXObNWuWWi8ql97CGpJJZY7GIpN0Mkknk3QyqZWPHkicAl1/JSUlTZo0CSHMmDGjHi+v+vNZLr2FNTCTylyMRSbpZJJOJulkUisfPZANFOj6+/a3vx1C+MY3vvFJO7z//vurVq2q9alcfQtrSCaVORqLTNLJJJ1M0smkVj56IBso0PXXs2fPEMLs2bNrbN+6devkyZN79+6d+hvZoYce+txzz1XfoaSkJFffwuqdSWXuxiKTdDJJJ5N0MqmVjx7IBgp0/XXs2DGE8PDDD1ffOG/evL59+4Z/16RJk6eeeqr6btddd11OvoU1JJPKHI1FJulkkk4m6WRSKx89kA0U6Pr7yle+EkI46KCDUvfUXLNmzXnnnZe6LLqgoGDcuHF/+MMfpk2b1qVLlxBC586dy8rKkh650ckknUzSySSdTNLJpFZigWygQNff3/72t6KiohBC69atjzzyyNTjEMKgQYMWLVpUtds//vGP/Pz8EMLMmTMTnDYzZJJOJulkkk4m6WRSK7FANlCgG+Sxxx5L3VMzpU2bNjfccEN5eXmN3Xr16hVCmDZtWiJDZphM0skknUzSySSdTGolFkhcXmVlZaABVq5cOX369NLS0kMPPfSUU04pLi6uscP69eu7dOmyY8eOF198cejQoYkMmWEySSeTdDJJJ5N0MqmVWCBhSTf43HfJJZeEEA4++OBdu3YlPUu2kEk6maSTSTqZpJNJrcQCjUqBblz33XdfXl5efn7+X//616RnyRYySSeTdDJJJ5N0MqmVWKCxKdCNZdeuXVdeeWXqMP+tt96a9DhZQSbpZJJOJulkkk4mtRILZIYC3SiWLVv21a9+NYSQl5c3efLkpMfJCjJJJ5N0Mkknk3QyqZVYIGMU6D3vqquuatasWQihU6dOjz/+eNLjZAWZpJNJOpmkk0k6mdRKLJBJ+Xv8qkQOP/zwgoKCH/zgB2+99VbqjvfIJJ1M0skknUzSyaRWYoFMchu7RlFWVtaqVaukp8guMkknk3QySSeTdDKplVggYxRoAACI4BQOAACIoEADAEAEBRoAACIo0AAAEEGBBgCACAo0AABEUKABACCCAg0AABEUaAAAiKBAAwBABAUaAAAiKNAAABBBgQYAgAj/D5srPUxFI0gXAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 重新排序细胞类型\n",
    "tbl$celltype <- factor(tbl$celltype, \n",
    "                      levels = c('T cell','Mono_Macro','NK','mDC','Plasma','Mast','B cell','pDC'))\n",
    "# 绘制第三版堆叠柱状图（重新排序后）\n",
    "options(repr.plot.height=8, repr.plot.width=8)\n",
    "p3 <- ggplot(tbl, aes(x = group, fill = celltype, y = Percent)) +\n",
    "  geom_bar(stat = \"identity\") +                 \n",
    "  theme_bw() +                                  \n",
    "  scale_fill_manual(values = celltype_colors) + \n",
    "  xlab(NULL) +                                  \n",
    "  ylab(\"Percent(%)\") +                         \n",
    "  labs(fill = \"celltype\") +                    \n",
    "  theme(axis.text.x  = element_text(color = \"black\", vjust = 1, hjust = 1, angle = 45),\n",
    "        panel.grid = element_blank(),           \n",
    "        legend.text = element_text(size = 12),  \n",
    "        legend.title = element_text(size = 12), \n",
    "        axis.text = element_text(size = 14),    \n",
    "        axis.title = element_text(size = 14))   \n",
    "p3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "60f8e05c-0fca-464b-ab73-af507668d003",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "###################\n",
    "# 保存所有图形 #\n",
    "###################\n",
    "\n",
    "# 保存tSNE图\n",
    "ggsave(\"tsne.pdf\", plot = p1_new, width = 8, height = 8)\n",
    "# 保存细胞数量柱状图\n",
    "ggsave(\"cellnumber.pdf\", plot = p2, width = 12, height = 6)\n",
    "# 保存细胞比例堆叠图\n",
    "ggsave(\"cellratio.pdf\", plot = p3, width = 8, height = 8)"
   ]
  }
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