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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction\n",
    "In this part of the course, we will discuss about inferential replicates. We will cover the details about the motivation for generating inferential replicates of an experiment, how to generate the inferential replicates using alevin and post process them using various R packages."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Understanding Inferential Replicates\n",
    "\n",
    "Let's start by first understand some basics of bootstrapping.\n",
    "\n",
    "Slides: https://github.com/fmicompbio/adv_scrnaseq_2020/blob/master/scrna-seq-quantification/exercise.pdf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have quantified the 10x [pbmc_1k](https://support.10xgenomics.com/single-cell-gene-expression/datasets/3.0.0/pbmc_1k_v2) dataset with alevin, and also generated 20 bootstrap inferential replicates. We used the following command to generate the output\n",
    "\n",
    "```\n",
    "salmon alevin -lISR -1 R1.fq -2 R2.fq --chromium -i index -p 2 -o output --tgMap tgMap.txt\n",
    "--numCellBootstraps 20\n",
    "```\n",
    "\n",
    "**NOTE**: A new command-line flag `--numCellBootstraps 20`.\n",
    "\n",
    "Let's check if we can access the output files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "FALSE"
      ],
      "text/latex": [
       "FALSE"
      ],
      "text/markdown": [
       "FALSE"
      ],
      "text/plain": [
       "[1] FALSE"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "dir <- \"adv_scrnaseq_2020/scrna-seq-quantification/pbmc_1K\"\n",
    "files <- file.path(dir, \"alevin\", \"quants_mat.gz\")\n",
    "file.exists(files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "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>'alevin.log'</li><li>'featureDump.txt'</li><li>'quants_boot_rows.txt'</li><li>'quants_mat_cols.txt'</li><li>'quants_mat.gz'</li><li>'quants_mat_rows.txt'</li><li>'quants_mean_mat.gz'</li><li>'quants_tier_mat.gz'</li><li>'quants_var_mat.gz'</li><li>'whitelist.txt'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'alevin.log'\n",
       "\\item 'featureDump.txt'\n",
       "\\item 'quants\\_boot\\_rows.txt'\n",
       "\\item 'quants\\_mat\\_cols.txt'\n",
       "\\item 'quants\\_mat.gz'\n",
       "\\item 'quants\\_mat\\_rows.txt'\n",
       "\\item 'quants\\_mean\\_mat.gz'\n",
       "\\item 'quants\\_tier\\_mat.gz'\n",
       "\\item 'quants\\_var\\_mat.gz'\n",
       "\\item 'whitelist.txt'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'alevin.log'\n",
       "2. 'featureDump.txt'\n",
       "3. 'quants_boot_rows.txt'\n",
       "4. 'quants_mat_cols.txt'\n",
       "5. 'quants_mat.gz'\n",
       "6. 'quants_mat_rows.txt'\n",
       "7. 'quants_mean_mat.gz'\n",
       "8. 'quants_tier_mat.gz'\n",
       "9. 'quants_var_mat.gz'\n",
       "10. 'whitelist.txt'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"alevin.log\"           \"featureDump.txt\"      \"quants_boot_rows.txt\"\n",
       " [4] \"quants_mat_cols.txt\"  \"quants_mat.gz\"        \"quants_mat_rows.txt\" \n",
       " [7] \"quants_mean_mat.gz\"   \"quants_tier_mat.gz\"   \"quants_var_mat.gz\"   \n",
       "[10] \"whitelist.txt\"       "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "system(\"ls pbmc_1k/alevin\", intern=TRUE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have seen the following files before:\n",
    "* `alevin.log`: This file contains the logs generated by alevin while quantifiying the dscRNA-seq data. This is very useful for debugging.\n",
    "* `featureDump.txt`: This is a tsv file with per-cell level summary stats. This is used for whitelisting of the cells.\n",
    "* `quants_mat_cols.txt`: alevin output matrix is cell by gene. This file contains the ordered list of genes denoting the column index in the matrix.\n",
    "* `quants_mat_rows.txt`: alevin output matrix is cell by gene. This file contains the ordered list of cellular barcodes denoting the row index in the matrix.\n",
    "* `quants_mat.gz`: This file contains the output cell-by-gene count matrix in a binary (non human readable) format. We store it in a compressed EDS format which can be efficiently stored and loaded back into memory. We show some some of the benchmark comparing common single-cell format below."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this alevin run we have bunch of new files:\n",
    "* `quants_mean_mat.gz`: The files contains the `mean` of the bootstrap estimates and the values are stored in the EDS format just like `quants_mat.gz`.\n",
    "* `quants_var_mat.gz`: The files contains the `variance` of the bootstrap estimates and the values are stored in the EDS format just like `quants_mat.gz`.\n",
    "* `whitelist.txt`: Alevin performs an inteliigent whitelisting procedure using features from the `featureDump.txt` file to classify the quantified barcodes \n",
    "into high or low confidence barcodes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing alevin data with tximeta\n",
    "\n",
    "We will use [tximeta](https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1007664) to import the [alevin](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-019-1670-y) counts into\n",
    "R. The main function `tximeta` reads information from the\n",
    "entire output directory of alevin in order to\n",
    "automatically detect and download metadata about the reference\n",
    "sequences (the transcripts). It should work \"out of the\n",
    "box\" for human, mouse, and fruit fly reference transcripts from\n",
    "GENCODE, Ensembl, or RefSeq.\n",
    "\n",
    "**Note:** For typical use, you would just specify the path to the directory \n",
    "of the output from alevin.\n",
    "\n",
    "**Note:** when sharing alevin datasets, make sure\n",
    "to share the entire output directory (you can `zip` or `tar` the\n",
    "directories to make them into a single share-able file)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can import the alevin quantification using the following call to\n",
    "`tximeta`. The extra argument to alevin will filter out cells based\n",
    "on alevin's post-quantification quality control methods (see paper\n",
    "for details)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "suppressPackageStartupMessages(library(BiocGenerics))\n",
    "suppressPackageStartupMessages(library(S4Vectors))\n",
    "library(tximeta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "importing quantifications\n",
      "\n",
      "reading in alevin gene-level counts across cells with fishpond\n",
      "\n",
      "filtering down to 1142 cell barcodes\n",
      "\n",
      "reading in alevin inferential variance with fishpond\n",
      "\n",
      "found matching transcriptome:\n",
      "[ GENCODE - Homo sapiens - release 33 ]\n",
      "\n",
      "building TxDb with 'GenomicFeatures' package\n",
      "\n",
      "Import genomic features from the file as a GRanges object ... \n",
      "OK\n",
      "\n",
      "Prepare the 'metadata' data frame ... \n",
      "OK\n",
      "\n",
      "Make the TxDb object ... \n",
      "Warning message in .get_cds_IDX(mcols0$type, mcols0$phase):\n",
      "\"The \"phase\" metadata column contains non-NA values for features of type\n",
      "  stop_codon. This information was ignored.\"\n",
      "OK\n",
      "\n",
      "generating gene ranges\n",
      "\n",
      "generating gene ranges\n",
      "\n",
      "fetching genome info for GENCODE\n",
      "\n"
     ]
    }
   ],
   "source": [
    "se <- tximeta(files, type=\"alevin\", alevinArgs=list(filterBarcodes=TRUE))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see as it was importing that it automatically detected we are\n",
    "working with data quantified using GENCODE's *Homo sapiens* reference\n",
    "transcripts, release 33. The transcript metadata was added\n",
    "programmatically to the output (this object, `se`). `tximeta` is also\n",
    "written in such a way that it will avoid unnecessary downloads and\n",
    "parsing of files -- it will first attempt to find a cached version of\n",
    "the metadata, to avoid re-downloading or re-parsing these files.\n",
    "\n",
    "`tximeta` returns a [SummarizedExperiment](https://bioconductor.org/packages/release/bioc/html/SummarizedExperiment.html). We can\n",
    "easily convert this object into a [SingleCellExperiment](http://bioconductor.org/packages/release/bioc/html/SingleCellExperiment.html)\n",
    "which has specific slots designed for single-cell\n",
    "experiment data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "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>'{'</li><li><span style=white-space:pre-wrap>'    \"salmon_version\": \"1.3.0\",'</span></li><li><span style=white-space:pre-wrap>'    \"samp_type\": \"none\",'</span></li><li><span style=white-space:pre-wrap>'    \"opt_type\": \"em\",'</span></li><li><span style=white-space:pre-wrap>'    \"quant_errors\": [],'</span></li><li><span style=white-space:pre-wrap>'    \"num_libraries\": 1,'</span></li><li><span style=white-space:pre-wrap>'    \"library_types\": ['</span></li><li><span style=white-space:pre-wrap>'        \"ISR\"'</span></li><li><span style=white-space:pre-wrap>'    ],'</span></li><li><span style=white-space:pre-wrap>'    \"frag_dist_length\": 1001,'</span></li><li><span style=white-space:pre-wrap>'    \"seq_bias_correct\": false,'</span></li><li><span style=white-space:pre-wrap>'    \"gc_bias_correct\": false,'</span></li><li><span style=white-space:pre-wrap>'    \"num_bias_bins\": 4096,'</span></li><li><span style=white-space:pre-wrap>'    \"mapping_type\": \"mapping\",'</span></li><li><span style=white-space:pre-wrap>'    \"keep_duplicates\": false,'</span></li><li><span style=white-space:pre-wrap>'    \"num_valid_targets\": 227063,'</span></li><li><span style=white-space:pre-wrap>'    \"num_decoy_targets\": 0,'</span></li><li><span style=white-space:pre-wrap>'    \"num_eq_classes\": 0,'</span></li><li><span style=white-space:pre-wrap>'    \"serialized_eq_classes\": false,'</span></li><li><span style=white-space:pre-wrap>'    \"eq_class_properties\": ['</span></li><li><span style=white-space:pre-wrap>'        \"gzipped\"'</span></li><li><span style=white-space:pre-wrap>'    ],'</span></li><li><span style=white-space:pre-wrap>'    \"length_classes\": ['</span></li><li><span style=white-space:pre-wrap>'        539,'</span></li><li><span style=white-space:pre-wrap>'        718,'</span></li><li><span style=white-space:pre-wrap>'        1197,'</span></li><li><span style=white-space:pre-wrap>'        2359,'</span></li><li><span style=white-space:pre-wrap>'        104301'</span></li><li><span style=white-space:pre-wrap>'    ],'</span></li><li><span style=white-space:pre-wrap>'    \"index_seq_hash\": \"841e05c302e1decc927bd09868588071e9dc3cc36170c767ae9ee4a28079b616\",'</span></li><li><span style=white-space:pre-wrap>'    \"index_name_hash\": \"3786db5c1c6e6736eda8e5e0a4f6ed00202c67e5ace979a5ceee9ab54bb97783\",'</span></li><li><span style=white-space:pre-wrap>'    \"index_seq_hash512\": \"25444653408bdb7cce7213a21cdc5de87cef1201360d3c3d49b56fd721dfce0f8fc46c53978dca8e1868e280ac9b63a7d143206e44f2b22a9c1bb4fcf93a9c01\",'</span></li><li><span style=white-space:pre-wrap>'    \"index_name_hash512\": \"4640ee0f59340de519f59fee313e8334d9b1d0ec9bd96cc0934c4e8870b523568b2ce47c5d2266d9ef19903186e57cec566c96fcafb0d9b9a56dd7ef4f167b02\",'</span></li><li><span style=white-space:pre-wrap>'    \"index_decoy_seq_hash\": \"e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\",'</span></li><li><span style=white-space:pre-wrap>'    \"index_decoy_name_hash\": \"e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\",'</span></li><li><span style=white-space:pre-wrap>'    \"num_bootstraps\": 0,'</span></li><li><span style=white-space:pre-wrap>'    \"num_processed\": 66601887,'</span></li><li><span style=white-space:pre-wrap>'    \"num_mapped\": 33450827,'</span></li><li><span style=white-space:pre-wrap>'    \"num_decoy_fragments\": 0,'</span></li><li><span style=white-space:pre-wrap>'    \"num_dovetail_fragments\": 0,'</span></li><li><span style=white-space:pre-wrap>'    \"num_fragments_filtered_vm\": 0,'</span></li><li><span style=white-space:pre-wrap>'    \"num_alignments_below_threshold_for_mapped_fragments_vm\": 0,'</span></li><li><span style=white-space:pre-wrap>'    \"percent_mapped\": 50.22504392405579,'</span></li><li><span style=white-space:pre-wrap>'    \"call\": \"quant\",'</span></li><li><span style=white-space:pre-wrap>'    \"start_time\": \"Wed May 13 12:27:51 2020\",'</span></li><li><span style=white-space:pre-wrap>'    \"end_time\": \"Wed May 13 12:43:29 2020\"'</span></li><li>'}'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item '\\{'\n",
       "\\item '    \"salmon\\_version\": \"1.3.0\",'\n",
       "\\item '    \"samp\\_type\": \"none\",'\n",
       "\\item '    \"opt\\_type\": \"em\",'\n",
       "\\item '    \"quant\\_errors\": {[}{]},'\n",
       "\\item '    \"num\\_libraries\": 1,'\n",
       "\\item '    \"library\\_types\": {[}'\n",
       "\\item '        \"ISR\"'\n",
       "\\item '    {]},'\n",
       "\\item '    \"frag\\_dist\\_length\": 1001,'\n",
       "\\item '    \"seq\\_bias\\_correct\": false,'\n",
       "\\item '    \"gc\\_bias\\_correct\": false,'\n",
       "\\item '    \"num\\_bias\\_bins\": 4096,'\n",
       "\\item '    \"mapping\\_type\": \"mapping\",'\n",
       "\\item '    \"keep\\_duplicates\": false,'\n",
       "\\item '    \"num\\_valid\\_targets\": 227063,'\n",
       "\\item '    \"num\\_decoy\\_targets\": 0,'\n",
       "\\item '    \"num\\_eq\\_classes\": 0,'\n",
       "\\item '    \"serialized\\_eq\\_classes\": false,'\n",
       "\\item '    \"eq\\_class\\_properties\": {[}'\n",
       "\\item '        \"gzipped\"'\n",
       "\\item '    {]},'\n",
       "\\item '    \"length\\_classes\": {[}'\n",
       "\\item '        539,'\n",
       "\\item '        718,'\n",
       "\\item '        1197,'\n",
       "\\item '        2359,'\n",
       "\\item '        104301'\n",
       "\\item '    {]},'\n",
       "\\item '    \"index\\_seq\\_hash\": \"841e05c302e1decc927bd09868588071e9dc3cc36170c767ae9ee4a28079b616\",'\n",
       "\\item '    \"index\\_name\\_hash\": \"3786db5c1c6e6736eda8e5e0a4f6ed00202c67e5ace979a5ceee9ab54bb97783\",'\n",
       "\\item '    \"index\\_seq\\_hash512\": \"25444653408bdb7cce7213a21cdc5de87cef1201360d3c3d49b56fd721dfce0f8fc46c53978dca8e1868e280ac9b63a7d143206e44f2b22a9c1bb4fcf93a9c01\",'\n",
       "\\item '    \"index\\_name\\_hash512\": \"4640ee0f59340de519f59fee313e8334d9b1d0ec9bd96cc0934c4e8870b523568b2ce47c5d2266d9ef19903186e57cec566c96fcafb0d9b9a56dd7ef4f167b02\",'\n",
       "\\item '    \"index\\_decoy\\_seq\\_hash\": \"e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\",'\n",
       "\\item '    \"index\\_decoy\\_name\\_hash\": \"e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\",'\n",
       "\\item '    \"num\\_bootstraps\": 0,'\n",
       "\\item '    \"num\\_processed\": 66601887,'\n",
       "\\item '    \"num\\_mapped\": 33450827,'\n",
       "\\item '    \"num\\_decoy\\_fragments\": 0,'\n",
       "\\item '    \"num\\_dovetail\\_fragments\": 0,'\n",
       "\\item '    \"num\\_fragments\\_filtered\\_vm\": 0,'\n",
       "\\item '    \"num\\_alignments\\_below\\_threshold\\_for\\_mapped\\_fragments\\_vm\": 0,'\n",
       "\\item '    \"percent\\_mapped\": 50.22504392405579,'\n",
       "\\item '    \"call\": \"quant\",'\n",
       "\\item '    \"start\\_time\": \"Wed May 13 12:27:51 2020\",'\n",
       "\\item '    \"end\\_time\": \"Wed May 13 12:43:29 2020\"'\n",
       "\\item '\\}'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. '{'\n",
       "2. <span style=white-space:pre-wrap>'    \"salmon_version\": \"1.3.0\",'</span>\n",
       "3. <span style=white-space:pre-wrap>'    \"samp_type\": \"none\",'</span>\n",
       "4. <span style=white-space:pre-wrap>'    \"opt_type\": \"em\",'</span>\n",
       "5. <span style=white-space:pre-wrap>'    \"quant_errors\": [],'</span>\n",
       "6. <span style=white-space:pre-wrap>'    \"num_libraries\": 1,'</span>\n",
       "7. <span style=white-space:pre-wrap>'    \"library_types\": ['</span>\n",
       "8. <span style=white-space:pre-wrap>'        \"ISR\"'</span>\n",
       "9. <span style=white-space:pre-wrap>'    ],'</span>\n",
       "10. <span style=white-space:pre-wrap>'    \"frag_dist_length\": 1001,'</span>\n",
       "11. <span style=white-space:pre-wrap>'    \"seq_bias_correct\": false,'</span>\n",
       "12. <span style=white-space:pre-wrap>'    \"gc_bias_correct\": false,'</span>\n",
       "13. <span style=white-space:pre-wrap>'    \"num_bias_bins\": 4096,'</span>\n",
       "14. <span style=white-space:pre-wrap>'    \"mapping_type\": \"mapping\",'</span>\n",
       "15. <span style=white-space:pre-wrap>'    \"keep_duplicates\": false,'</span>\n",
       "16. <span style=white-space:pre-wrap>'    \"num_valid_targets\": 227063,'</span>\n",
       "17. <span style=white-space:pre-wrap>'    \"num_decoy_targets\": 0,'</span>\n",
       "18. <span style=white-space:pre-wrap>'    \"num_eq_classes\": 0,'</span>\n",
       "19. <span style=white-space:pre-wrap>'    \"serialized_eq_classes\": false,'</span>\n",
       "20. <span style=white-space:pre-wrap>'    \"eq_class_properties\": ['</span>\n",
       "21. <span style=white-space:pre-wrap>'        \"gzipped\"'</span>\n",
       "22. <span style=white-space:pre-wrap>'    ],'</span>\n",
       "23. <span style=white-space:pre-wrap>'    \"length_classes\": ['</span>\n",
       "24. <span style=white-space:pre-wrap>'        539,'</span>\n",
       "25. <span style=white-space:pre-wrap>'        718,'</span>\n",
       "26. <span style=white-space:pre-wrap>'        1197,'</span>\n",
       "27. <span style=white-space:pre-wrap>'        2359,'</span>\n",
       "28. <span style=white-space:pre-wrap>'        104301'</span>\n",
       "29. <span style=white-space:pre-wrap>'    ],'</span>\n",
       "30. <span style=white-space:pre-wrap>'    \"index_seq_hash\": \"841e05c302e1decc927bd09868588071e9dc3cc36170c767ae9ee4a28079b616\",'</span>\n",
       "31. <span style=white-space:pre-wrap>'    \"index_name_hash\": \"3786db5c1c6e6736eda8e5e0a4f6ed00202c67e5ace979a5ceee9ab54bb97783\",'</span>\n",
       "32. <span style=white-space:pre-wrap>'    \"index_seq_hash512\": \"25444653408bdb7cce7213a21cdc5de87cef1201360d3c3d49b56fd721dfce0f8fc46c53978dca8e1868e280ac9b63a7d143206e44f2b22a9c1bb4fcf93a9c01\",'</span>\n",
       "33. <span style=white-space:pre-wrap>'    \"index_name_hash512\": \"4640ee0f59340de519f59fee313e8334d9b1d0ec9bd96cc0934c4e8870b523568b2ce47c5d2266d9ef19903186e57cec566c96fcafb0d9b9a56dd7ef4f167b02\",'</span>\n",
       "34. <span style=white-space:pre-wrap>'    \"index_decoy_seq_hash\": \"e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\",'</span>\n",
       "35. <span style=white-space:pre-wrap>'    \"index_decoy_name_hash\": \"e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\",'</span>\n",
       "36. <span style=white-space:pre-wrap>'    \"num_bootstraps\": 0,'</span>\n",
       "37. <span style=white-space:pre-wrap>'    \"num_processed\": 66601887,'</span>\n",
       "38. <span style=white-space:pre-wrap>'    \"num_mapped\": 33450827,'</span>\n",
       "39. <span style=white-space:pre-wrap>'    \"num_decoy_fragments\": 0,'</span>\n",
       "40. <span style=white-space:pre-wrap>'    \"num_dovetail_fragments\": 0,'</span>\n",
       "41. <span style=white-space:pre-wrap>'    \"num_fragments_filtered_vm\": 0,'</span>\n",
       "42. <span style=white-space:pre-wrap>'    \"num_alignments_below_threshold_for_mapped_fragments_vm\": 0,'</span>\n",
       "43. <span style=white-space:pre-wrap>'    \"percent_mapped\": 50.22504392405579,'</span>\n",
       "44. <span style=white-space:pre-wrap>'    \"call\": \"quant\",'</span>\n",
       "45. <span style=white-space:pre-wrap>'    \"start_time\": \"Wed May 13 12:27:51 2020\",'</span>\n",
       "46. <span style=white-space:pre-wrap>'    \"end_time\": \"Wed May 13 12:43:29 2020\"'</span>\n",
       "47. '}'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"{\"                                                                                                                                                                \n",
       " [2] \"    \\\"salmon_version\\\": \\\"1.3.0\\\",\"                                                                                                                               \n",
       " [3] \"    \\\"samp_type\\\": \\\"none\\\",\"                                                                                                                                     \n",
       " [4] \"    \\\"opt_type\\\": \\\"em\\\",\"                                                                                                                                        \n",
       " [5] \"    \\\"quant_errors\\\": [],\"                                                                                                                                        \n",
       " [6] \"    \\\"num_libraries\\\": 1,\"                                                                                                                                        \n",
       " [7] \"    \\\"library_types\\\": [\"                                                                                                                                         \n",
       " [8] \"        \\\"ISR\\\"\"                                                                                                                                                  \n",
       " [9] \"    ],\"                                                                                                                                                           \n",
       "[10] \"    \\\"frag_dist_length\\\": 1001,\"                                                                                                                                  \n",
       "[11] \"    \\\"seq_bias_correct\\\": false,\"                                                                                                                                 \n",
       "[12] \"    \\\"gc_bias_correct\\\": false,\"                                                                                                                                  \n",
       "[13] \"    \\\"num_bias_bins\\\": 4096,\"                                                                                                                                     \n",
       "[14] \"    \\\"mapping_type\\\": \\\"mapping\\\",\"                                                                                                                               \n",
       "[15] \"    \\\"keep_duplicates\\\": false,\"                                                                                                                                  \n",
       "[16] \"    \\\"num_valid_targets\\\": 227063,\"                                                                                                                               \n",
       "[17] \"    \\\"num_decoy_targets\\\": 0,\"                                                                                                                                    \n",
       "[18] \"    \\\"num_eq_classes\\\": 0,\"                                                                                                                                       \n",
       "[19] \"    \\\"serialized_eq_classes\\\": false,\"                                                                                                                            \n",
       "[20] \"    \\\"eq_class_properties\\\": [\"                                                                                                                                   \n",
       "[21] \"        \\\"gzipped\\\"\"                                                                                                                                              \n",
       "[22] \"    ],\"                                                                                                                                                           \n",
       "[23] \"    \\\"length_classes\\\": [\"                                                                                                                                        \n",
       "[24] \"        539,\"                                                                                                                                                     \n",
       "[25] \"        718,\"                                                                                                                                                     \n",
       "[26] \"        1197,\"                                                                                                                                                    \n",
       "[27] \"        2359,\"                                                                                                                                                    \n",
       "[28] \"        104301\"                                                                                                                                                   \n",
       "[29] \"    ],\"                                                                                                                                                           \n",
       "[30] \"    \\\"index_seq_hash\\\": \\\"841e05c302e1decc927bd09868588071e9dc3cc36170c767ae9ee4a28079b616\\\",\"                                                                    \n",
       "[31] \"    \\\"index_name_hash\\\": \\\"3786db5c1c6e6736eda8e5e0a4f6ed00202c67e5ace979a5ceee9ab54bb97783\\\",\"                                                                   \n",
       "[32] \"    \\\"index_seq_hash512\\\": \\\"25444653408bdb7cce7213a21cdc5de87cef1201360d3c3d49b56fd721dfce0f8fc46c53978dca8e1868e280ac9b63a7d143206e44f2b22a9c1bb4fcf93a9c01\\\",\" \n",
       "[33] \"    \\\"index_name_hash512\\\": \\\"4640ee0f59340de519f59fee313e8334d9b1d0ec9bd96cc0934c4e8870b523568b2ce47c5d2266d9ef19903186e57cec566c96fcafb0d9b9a56dd7ef4f167b02\\\",\"\n",
       "[34] \"    \\\"index_decoy_seq_hash\\\": \\\"e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\\\",\"                                                              \n",
       "[35] \"    \\\"index_decoy_name_hash\\\": \\\"e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\\\",\"                                                             \n",
       "[36] \"    \\\"num_bootstraps\\\": 0,\"                                                                                                                                       \n",
       "[37] \"    \\\"num_processed\\\": 66601887,\"                                                                                                                                 \n",
       "[38] \"    \\\"num_mapped\\\": 33450827,\"                                                                                                                                    \n",
       "[39] \"    \\\"num_decoy_fragments\\\": 0,\"                                                                                                                                  \n",
       "[40] \"    \\\"num_dovetail_fragments\\\": 0,\"                                                                                                                               \n",
       "[41] \"    \\\"num_fragments_filtered_vm\\\": 0,\"                                                                                                                            \n",
       "[42] \"    \\\"num_alignments_below_threshold_for_mapped_fragments_vm\\\": 0,\"                                                                                               \n",
       "[43] \"    \\\"percent_mapped\\\": 50.22504392405579,\"                                                                                                                       \n",
       "[44] \"    \\\"call\\\": \\\"quant\\\",\"                                                                                                                                         \n",
       "[45] \"    \\\"start_time\\\": \\\"Wed May 13 12:27:51 2020\\\",\"                                                                                                                \n",
       "[46] \"    \\\"end_time\\\": \\\"Wed May 13 12:43:29 2020\\\"\"                                                                                                                   \n",
       "[47] \"}\"                                                                                                                                                                "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "system(\"cat pbmc_1k/aux_info/meta_info.json\", intern=TRUE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "suppressPackageStartupMessages(library(SingleCellExperiment))\n",
    "sce <- as(se, \"SingleCellExperiment\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The SingleCellExperiment object is used widely across Bioconductor packages (as you may already know), and so the code up to this point can be used as an entry point into other R/Bioconductor single cell workflows."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Add cell annotations\n",
    "\n",
    "To visualize the inferential replicates, let's first cluster and extract the expected cell-types for the cellular barcodes. We use [Seurat](https://www.cell.com/cell/fulltext/S0092-8674(19)30559-8?_returnURL=https%3A%2F%2Flinkinghub.elsevier.com%2Fretrieve%2Fpii%2FS0092867419305598%3Fshowall%3Dtrue) to cluster and use find marker genes [vignette](https://satijalab.org/seurat/v3.1/pbmc3k_tutorial.html) to assign cell-types.\n",
    "We start by first extracting the count matrix from the _SingleCellExperiment_ object and generate the Seurat object from that."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "An object of class Seurat \n",
       "60233 features across 1142 samples within 1 assay \n",
       "Active assay: RNA (60233 features, 0 variable features)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "suppressPackageStartupMessages(library(dplyr))\n",
    "suppressPackageStartupMessages(library(Seurat))\n",
    "\n",
    "# create seurat object for whitelisted cells\n",
    "cts <- assays(sce)[[\"counts\"]]\n",
    "pbmc <- CreateSeuratObject(cts)\n",
    "pbmc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We perform some basic filtering to remove noisy cells."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "An object of class Seurat \n",
       "60233 features across 1068 samples within 1 assay \n",
       "Active assay: RNA (60233 features, 0 variable features)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Mlk7P/Ke/fu0bSnp6fn4uLC78kCGOhj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zDelpZHfy5uamsDAITmF070vTPc6+qCwCcF/w+MleTl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\nfBEkJSVZWFhoa2vTaLSNGzcKe5jM84UAP6v06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RVociRSen2DaMMxW7rqucm+/lduofSHdWnyRkqK9SxWO5dnpqwUMtI16NZD5AR1OVkH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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mt.genes <- rownames(sce)[as.logical(seqnames(sce) == \"chrM\")]\n",
    "pbmc[[\"percent.mt\"]] <- PercentageFeatureSet(pbmc, features = mt.genes)\n",
    "VlnPlot(pbmc, features = c(\"nFeature_RNA\", \"nCount_RNA\", \"percent.mt\"), ncol = 3)\n",
    "\n",
    "# filtering some outlier cells\n",
    "pbmc <- subset(pbmc, subset = nFeature_RNA > 200 & nFeature_RNA < 5000 & percent.mt < 20 & nCount_RNA < 20000)\n",
    "pbmc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We normalize the data, extract PCA embeddings, run clustering algorithm & generate UMAP embeddings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"The default method for RunUMAP has changed from calling Python UMAP via reticulate to the R-native UWOT using the cosine metric\n",
      "To use Python UMAP via reticulate, set umap.method to 'umap-learn' and metric to 'correlation'\n",
      "This message will be shown once per session\"\n"
     ]
    },
    {
     "data": {
      "image/png": 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ztN3feSLZX5Bc7KHo7wrqoZAHBGIdgBraWIclncoPsPfOPb+L/CbZ4PmyvzG1+i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69BBLvyjOvIt278m+W215kqWeN/7ndais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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Normalize and runPCA\n",
    "pbmc <- FindVariableFeatures(pbmc) %>%  NormalizeData() %>%  ScaleData(verbose = F) %>% RunPCA(verbose = F)\n",
    "\n",
    "# Cluster the cells\n",
    "pbmc <- FindNeighbors(pbmc, dims = 1:25, verbose = F)\n",
    "pbmc <- FindClusters(pbmc, resolution = 0.15, verbose = F)\n",
    "\n",
    "# plotting umap embeddings\n",
    "pbmc <- RunUMAP(pbmc, dims = 1:25, verbose = F)\n",
    "DimPlot(pbmc, label = T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We find the marker genes using the standard Seurat workflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Calculating cluster 0\n",
      "\n",
      "Calculating cluster 1\n",
      "\n",
      "Calculating cluster 2\n",
      "\n",
      "Calculating cluster 3\n",
      "\n",
      "Calculating cluster 4\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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VlZkydPFolE8sbl5eVnzpwJCQkBkJqaWlFRsWXLFnbUOgD29vY7duxITEwUCoVc\nLjc5OTk/Pz8sLIzH423bti0hIWH+/PkAOiu+bt06qVQaHh7O5XKPHj26atWq+Ph4AM3NzUVF\nRSdPnnz69Kni5bd1nLKysuHDh0+cOJFtxg7X3NjYuHTp0r59+7LzsO3bt2/NmjUvD3SycePG\n+vr6hQsXqqqqpqenL126NCEhQVtbu61zEUIIIaQLeE3v2I0ePdrGxmbr1q2tdsKtqamRzzDG\nCg4OHjNmDACxWJyZmenv7y+v6ljTpk0LCQlpbGwUi8VnzpwJCgoSCoV2dnahoaHff/99XV1d\nZ8Wbm5tv3bo1bdq0UaNGjRgx4oMPPrh3715tbS2ArKysuLg4xXly2Qts9TgAysrKhg4davf/\nhg4dCqCgoKC6unrRokVmZmZWVlaLFi0qLCx88OCB4jGrqqoKCwvDwsKsrKxMTU0XLlwI4PLl\ny684FyGEEEK6gA6cUkxXV1c+9RaHwwkNDY2IiDh79uy4ceNa7DtixIjs7Oy6ujpXV9chQ4ao\nqKgYGRmxm0pKSiQSiZWVVYtdBAKBo6MjgKKiosbGRltbWzZuY2MjlUrv3r3brVu3TokPHTrU\nwsLi9OnTPXv25HK52dnZAwYM6N69OwCRSCQSidi5vOQX8uDBg7aOU1ZWdv369SNHjjQ1NQ0e\nPHj27NmGhobPnz/n8XjytxU1NDQ4HM6DBw/69+8vP6ZMJvPz8zM2NmZXJRJJc3OzTCZ7xble\n/eESQggh5K3QgVOK+fn5+fn5yVcNDAx8fHx2794tFAq1tLQUW86bN8/Q0PDcuXMrVqxQVlY2\nNzd3c3MbO3YsgKqqKgDyx3UNDQ2+vr7yHcPDw7W0tHg8nrq6+u/Xw+NpaGhUV1fz+fxOiQNY\nvHhxeHj4+fPnAfD5/ISEhFfct5qamlaPU19f//TpUw6Hs3DhQqlUmpqaumzZsq1bt1pbW0ul\n0n379nl7ezc2Nu7evZthGPaJoFzPnj3ld76pqSkuLk4gEIwePfrHH39sK2dCCCGEdAHtVtg5\nODhER0e/uo1IJMrLy0tJSYmKilKMKysr+/j4+Pj4VFdXFxYWXrp0KSEhobi4OCgoSF9fH0Bl\nZWWfPn0AqKmpbdiwgd2LXWAYhn35TJFUKu2seGNj47Jly4YNG+bl5aWkpJSRkbF8+fL169dr\naGi0ek/aOo66unpKSoqOjg671djYOCAg4MqVK05OTtHR0YmJiYcPH1ZWVhaJRKEe+wMAACAA\nSURBVBoaGpqamq0eOTc3d//+/fr6+ps3bxYIBG2dq9XECCGEEPLWabfC7o/gcrnh4eExMTGu\nrq7y4MOHD3fu3Ll8+XIVFRUdHR1nZ2dnZ+ezZ89u3bp15syZhoaGXC732rVrbGGnpKTEdtGQ\nSqXsoyYdHZ0XL16IxeJu3bqx8WfPnvXo0YPP53dK/OrVq5WVlXFxcVwuF0B4ePisWbMuX76s\nODeuorby53K5urq68mbq6ur6+vpPnjwBMHz48OTk5JqaGoFAIJVK09LSFFuy6urq1q1b99tv\nvwUEBIwZM4at59o6V/t8uoQQQgjpbK97gGJLS0tXV9fExER5bwltbe3CwsIrV64oNpNKpcrK\nylwuV1VVddKkSYcOHaqsrFRscOjQIfYI/fr1U1VVlfdIuHXrlpKS0sCBAzsrLpFIGIaR9xFh\nGEYmk7148aKtG9LWca5cuTJv3jx5/9nGxsbHjx/36dOnrq5u/fr1paWl2traPB7v4sWLmpqa\n5ubmisdkGGblypV8Pn/Lli1OTk7yp3RtneuVnxghhBBC3hod2HkCgImJycstZ82aFRYWVl9f\nz64KBIJJkybFx8c/fPjQ3Nycy+UWFxenpaVNnDiRrUh8fX1v3rwZFRUlEolMTEzEYnF+fv79\n+/f79esHgM/nu7m5paSk6OrqcjicpKQkJycnttNGp8Tt7Oz4fP769evZsZezsrJkMplQKGzr\nvrWVv6Wl5dOnTzdu3Ojh4aGiopKWlqavrz98+HAul1tWVrZlyxZ/f/+nT5/u3LlTJBLxeDwA\nOTk5zc3N7u7uN27c+PXXX6dMmXLnzh35iQwNDXv06NHWtRBCCCGkC+jAzhPyAXVbEAgEgYGB\ncXFx8khgYGCfPn1OnTp17NgxLpfbq1evwMBANzc3ditbJ6Wmpl64cCEtLa13797W1tYRERE5\nOTlsp4qgoKDk5OTY2FiZTDZy5MigoN8n2+6UuEAgiI2N3bt376pVq2QymZmZWWxs7KuLp1aP\nw+fzV65cuWvXrrVr16qqqtra2kZFRbFf78bExCQmJn7++ed6enpTp06dPHkye5y8vLznz5+7\nu7vfu3ePYZiNGzcqnmXOnDnvvfdeW9dCCCGEkC6gfQq7mJiYV2xNTk5uEXFxcVF854zL5bq7\nu7u7u7d1BB6PN3369OnTpysGJ0yYIN89ODg4ODi4xV6dFTc0NFyyZElb12JiYpKRkfFHjtO/\nf//PPvvs5SPo6emxc7W1IB+m2MPDw8PDo9Wzt3UuQgghhHQBr/sdO0IIIYQQ0kE4rU4FQQiA\nXbs4ixYBAJ8PDjBxEgoLcekSPKReWarfmJpCXx8ODvjnyl4eYeUCAU6fxsiRkErx/DlsbXH0\nKO7cQeMTDQ44yjpPXV1x8pAg5fBTP2/lF3iRjex/err7+uLmTXz9NYYNw9E0lbDI5p07ERqK\nHZvUF618/vmnyok7X+TkIOMg/733G65exaO7aiEfNlZVQUcHWlowMMCdO/j6a5ib41E5GsX4\n/HPMmwdxvbKO3ov6ym5CCOtsv9O97pqHvPHvSevr8f334IATGcU8eoSBA6GlhepqXNvg8i2+\ndXaGJNfRYs732tpYuxYccFzhKhl7dtAgJO3kvOPA/OtfcHODTAYbG5w5gx9/hCtcc5DDAWfb\ndiY2Fp9+iqAgDBuGmzfR3IygIEyciIICnFg5wmfDlawsyGQYPx6ZMfYXcMHODuvWISMDJSXQ\n1cU338DTE9euoVs3GBrizBlo1/c3dnkwbBhqa5GUhKNH8d13iI9HljR760R3LS08fw5TUyQm\nYswY1NSAwwGfj8GDMWgQdu5EYCAuXICFBXR1weFAJkNREe7cQUEB+vWDjQ18dme/yHBPTsad\nO3BywrZtcHFBTY4dT3jt55/Rv866TPeGfpXFqMBbBw7go49w4gSePoW7Ox4+xMUMvakRlcbG\n2DLfaO7Gu6s/0tU2qerTB+PH48vFvYb8o3z+6ewpmOL8brNIhDlzMGcO8vPxxc1sAL/tdq+p\nQUkJzpzBF19g4UJs+CkbwHhmPAAOhzMFU0IRCmCysnvGi+zO/B148+zAjjmY86d2SUZyIAI7\nKJ+31Hhm/EnOSQDf4TsnOHV2Om899pd3wQLOzs0aErVnCxYgf/VY1XfzfvgBLlXvByLweIT7\nrQSXMrNvY2Jw+TLq6rB/PyZNQmYmPvoIP/4IJSVIJOjVC+rq+DYXAg188gm8vTFkCK5exYQJ\n4PFw/jxMa0Ya+V1KTERfbQ3nSc/OnMH+/di9Gw4OWLMG3t64cQOjR2P/fgwciMGDMWcOPD1h\nbo533sGFC/j5Z6Sloa4OO3dCSQmPHyMiAnl56N4dXC6srHDyJGQy9OuH0bHZ55e6b9oEPh8b\nNsBgVvZSO/cpUyD8NJu9WPbnp6Nv6f+GntgRQgghhHQRHTuO3erVqy9evNgiaGdnx74iFhgY\nyOPxEhIS5BNkAYiKinJ0dGS7lALIy8vLzMwsLS1VU1MzMjLy9fU1MzOTN5bJZEePHr169erd\nu3fV1NSMjY29vb0HDx7coRdFCCGEEPJm6vABiq2srAICAhQjfD5fvlxRUXHw4MEZM2a0uu+J\nEyeSkpL8/f2tra3FYnFubm5MTMyGDRvYodcaGhpWrlxZWlrq4eHh5eXV1NR07ty56OjoxYsX\n29vbA5BKpXv27MnPz5dIJEKhMDg4WFlZ+TXEWRKJJCAgYPv27QKBQB7Myck5fvx4WVmZqalp\naGiooaFhfn7+2rVrW1y4q6trZGRkbW1tSkrK9evXm5ubzczMZs6cOWDAAABsvKCgQCqV2tjY\nBAYGygcZfvn4LY78+PHjlJSUGzduqKio2NraBgUFKX4chBBCCHmrdXhhp6mpyc4V0SorK6v0\n9HRnZ+e+ffu+vDUrK2vy5MkikUjeuLy8/MyZMyEhIQBSU1MrKiq2bNkin0nW3t5+x44diYmJ\nQqGQy+UmJyfn5+eHhYXxeLxt27YlJCTMnz8fQEfHm5ubi4qKTp48KR9emJWTk7Njx46QkBA9\nPb1Dhw6tWrUqMTHRwsJCsYtrc3NzfHw8O+7dxo0b6+vrFy5cqKqqmp6evnTp0oSEBG1t7XXr\n1kml0vDwcC6Xe/To0VWrVsXHx7d1fCWlf3/b3tjYuHTp0r59+y5fvry5uXnfvn1r1qyR96Ul\nhBBCyNuuk9+xGz16tI2NzdatW1vtw1FTUyOfoIIVHBw8ZswYAGKxODMz09/fX17VsaZNmxYS\nEtLY2CgWi8+cORMUFCQUCu3s7EJDQ7///vu6urqOjgPIysqKi4uTT/DAYhjm8OHDAQEBbm5u\n1tbWkZGRAwcOfPLkSffu3e0UFBQUuLi42NvbV1VVFRYWhoWFWVlZmZqaLly4EMDly5ebm5tv\n3bo1bdq0UaNGjRgx4oMPPrh3715tbW1bx1fMoaCgoLq6etGiRWZmZlZWVosWLSosLHzw4EE7\nfZiEEEII6WQd/sTu5RkpdHV15QP2cjic0NDQiIiIs2fPjhs3rsW+I0aMyM7Orqurc3V1HTJk\niIqKipGREbuppKREIpFYWVm12EUgEDg6OgIoKipqbGy0tbVl4zY2NlKp9O7du926devQ+NCh\nQ0UikUgkKi4uVhyxubS0tKyszN7enmGY+vr6Hj16REdHt0j++vXrBQUFW7duBSCTyfz8/IyN\njdlNEomkublZJpOpqKhYWFicPn26Z8+eXC43Ozt7wIAB3bt3Lykp+a/Hf/78OY/Hk7/RqKGh\nweFwHjx40L9//zY+PUIIIYS8TTq8sHt5Rgo/Pz8/Pz/5qoGBgY+Pz+7du4VCoZaWlmLLefPm\nGRoanjt3bsWKFcrKyubm5m5ubmPHjgVQVVUFQP64rqGhwdfXV75jeHi4lpYWj8dTV1dnIzwe\nT0NDo7q6ms/nd2i8rftQVVXF5XLz8vJSU1PFYrGOjk5ISMg777wjbyCTyXbt2hUQEMC+qNez\nZ0/5XWpqaoqLixMIBKNHjwawePHi8PDw8+fPA+Dz+QkJCX/k+ACsra2lUum+ffu8vb0bGxt3\n797NMExtbW1bORNCCCHk7dLhhZ2Dg8PLj45aEIlEeXl5KSkpUVFRinFlZWUfHx8fH5/q6urC\nwsJLly4lJCQUFxcHBQXp6+sDqKys7NOnDwA1NbUNGzawe7ELDMOwU80qkkqlHR1v6xrr6+ul\nUmlRUdGWLVs0NDROnDixYcOG+Ph4+cuFubm5SkpKDg4OinsxDJObm7t//359ff3NmzcLBILG\nxsZly5YNGzbMy8tLSUkpIyNj+fLl69ev/6/HB6CnpxcdHZ2YmHj48GFlZWWRSKShoaGpqdlW\nzoQQQgh5u7wR49hxudzw8PDc3FzF99IePnzIvuMPQEdHx9nZefHixaGhocePH5dIJIaGhlwu\n99q1a2xjJSUlU1NTU1NTY2Nj9rGZjo7OixcvxGIx20AqlT579qxHjx4dHW/rGtmHkWFhYXp6\nenw+39vbW0dHp6CgQN4gMzNz/Pj/GJCwrq5u6dKlBw4cCAgIWL16NXuEq1evVlZWRkZG9u/f\nv2/fvuHh4WKx+PLly//1+Kzhw4cnJyfv2bMnNTXV29v7+fPnurq6f/yTIoQQQsib7I0o7ABY\nWlq6uromJibKe0toa2sXFhZeuXJFsZlUKlVWVuZyuaqqqpMmTTp06FBlZaVig0OHDrFH6Nev\nn6qqqrxSvHXrlpKS0sCBAzs63tYFGhoacjicZ8+eyS+kqalJ/k1uUVFRSUmJk9O/B0BnGGbl\nypV8Pn/Lli1OTk7yp4MSiYRhGHlfE4ZhZDLZixcvXn18Vl1d3fr160tLS7W1tXk83sWLFzU1\nNc3Nzdv+WAghhBDyNumEzhMATExMXm45a9assLCw+vp6dlUgEEyaNCk+Pv7hw4fm5uZcLre4\nuDgtLW3ixIlslePr63vz5s2oqCiRSGRiYiIWi/Pz8+/fv9+vXz8AfD7fzc0tJSVFV1eXw+Ek\nJSU5OTmxnTY6Ot6qHj16ODg4bNq0aebMmerq6seOHeNyueywJgDy8/NNTU0Vh5S7cePGr7/+\nOmXKlDt37siDhoaGdnZ2fD5//fr17BjOWVlZMplMKBRqa2u3dfycnJzm5mZ3d3ctLa2ysrIt\nW7b4+/s/ffp0586dIpGIx+vwnwFCCCGEvB6d0HmCy+Wmp6e/3FIgEAQGBsbFxckjgYGBffr0\nOXXqFFum9OrVKzAw0M3Njd3K1jepqakXLlxIS0vr3bu3tbV1RERETk4O26kiKCgoOTk5NjZW\nJpONHDkyKCiI3bGj422JiopKSkqKj49vamoyNzdfvXq1fOziq1evtujocO/ePYZhNm7cqBic\nM2fOe++9Fxsbu3fv3lWrVslkMjMzs9jYWLagbOv4eXl5z58/d3d3BxATE5OYmPj555/r6elN\nnTp18uTJr86ZEEIIIW+Rji3sYmJiXrE1OTm5RcTFxcXFxUW+yuVy3d3d2YqkVTweb/r06dOn\nT1cMTpgwQb57cHBwcHBwi706Os4yMTHJyMhQjKioqISHh7famB3iRJGHh4eHh0erjQ0NDZcs\nWfJyvK3jKw5BrKenpzgeMiGEEEK6kjflHTtCCCGEEPIXUWFHCCGEENJFUGFH2tTUhHHjsGwZ\nLC0hbkRSEvr3h0DaXXPWN5aW6NMH+Wf569bBwrX84kUc/8JSXR2hofjmG+Tn48IFNDTAwAC9\nOb094ckwqKlBL07v8+fhBS83N4T2dy8uxt272L4dMhm6d0fP3s23b4NhkJYGY+vne1YY2Qx/\nsSHE7Nw59OYY3rmDSZMw7+PGL7/EgQM4fAh6ekhOxt547bg4PPhuwBhHKJX0jw7Q37QJ1sNe\nTJsOMcQ90OPBde1f+uT4+UvfeQd3f8WgQZgRwMTF4dw53LqFoUOhqopu730bG4tfi1Ex6Pu8\nPKSmols39IGhafhZ/TwfAFsSmLu/4v338fw53nkHh9Jw7x4GD0Yv/5ye6NkHhjdvYs0afPcd\nNDRw9y7UmjVFIuR9hzCPXuXlGPzBldxcPHuGMWPw00+I/faCQACZDDIZ3nsP3x/V3bsX6uqo\nr4eeHm5c5BsaQkMdu7G7uBg5OSje6RwRgdRUVFVBIO2+b5q7pyeeHHjX0REyGSwt8Y9/wNIS\n1/LVpFJ0747ycujpobwc3brh4EGsXo1984RfRY6cOxcSCSwtIZPh55+hBrVJk/DoqHDOHCQm\nYu5c5OTgYY9rd+9i2TLoQU9dHbqOt+rrMW4ckpMhlcLSEgkJyMnB026VP/+Mykrswi67j3L/\n4VfVvXi4Up6LsjIuPCgfMwYb3dxP4RSfj9g5/aZMweHD4PPhBa/pmK6vj6++wqZNwE2rTZsw\nfTrUoKZ/7fc3LsZhXAMa1KCmBrVPXqxiF17/n0u4xC58j+87K4dsZL8cjETknz1OOMI76xL+\n7J+1WNvRp3CHuxrUALCrmtCM4sxXg9o+7FODWjrSX97lAA60eqhUpLaIJCChxbL8ijZggxrU\ntmN7W4nN1Hf/365oPdazCyuw4uWtq7H6vx7hI3wkX16CJW01i0b0v7PFTMVN7C9vdjYc4BAS\nglu3oDk579QpLFgAXegGIEBNDd/iW3197NqFSZPw3XdQU4NS5hQlJWhpYfGp3OJidOuGWXtz\nt21D9gk4OmLaZI25c/HrNS0eD/v3Q08PT2t4v+AXS0vs34/enN4SCcY2jn/wAMXFSE/HvHl4\nkOz68ccoKsKOHZg8GT//jF9/xfLluHBOOScHlpaoqEBBAby9oaeHO3fw+b9yP/sMef80+3bd\niNpahIfDwgJHjuBy7Dg1qI0ejbw8DBkCbW2oQU1dHTU1OBb6+99U27AtGMFqUNuETa3ers/x\neYufOvbPRG4rH/QiLFqABRGciEhOpOIt/d9QYUcIIYQQ0kV0bOeJ1atXX7x4sUXQzs6OfX8/\nMDCQx+MlJCTIZy8FEBUV5ejoyI7lASAvLy8zM7O0tFRNTc3IyMjX19fMzEzeWCaTHT169OrV\nq3fv3lVTUzM2Nvb29h48eHCHXhQhhBBCyJupw4c7sbKyCggIUIwojtZWUVFx8ODBGTNmtLrv\niRMnkpKS/P39ra2txWJxbm5uTEzMhg0b2HGAGxoaVq5cWVpa6uHh4eXl1dTUdO7cuejo6MWL\nF9vb2wOQSqV79uzJz8+XSCRCoTA4OJidhrWj47W1tSkpKdevX29ubjYzM5s5c+aAAQPy8/PX\nrl3b4gJdXV1HjBjxp+KRkZGlpaXJyclFRUVcLtfKyiowMLDFjBc//fRTTEzM/v375cOpyLG5\nFRQUSKVSGxubl/clhBBCyNurwws7TU1NU1PTtrZaWVmlp6c7OzsrTmkql5WVNXnyZJFIJG9c\nXl5+5syZkJAQAKmpqRUVFVu2bGFHrQNgb2+/Y8eOxMREoVDI5XKTk5Pz8/PDwsJ4PN62bdsS\nEhLmz58PoKPjGzdurK+vX7hwoaqqanp6+tKlSxMSEiwsLBTHGWlubo6PjxcKhebm5n8q/uLF\ni88++8zY2Pizzz6rrq4+fPjw2rVr5fPkAmhoaNi8ebN8aooW1q1bJ5VKw8PDuVzu0aNHV61a\nFR8f/6rPjxBCCCFvj05+x2706NE2NjZbt25ttRCpqamRzzDGCg4OHjNmDACxWJyZmenv7y+v\n6ljTpk0LCQlpbGwUi8VnzpwJCgoSCoV2dnahoaHff/99XV1dR8erqqoKCwvDwsKsrKxMTU0X\nLlwI4PLly927d7dTUFBQ4OLiYm9v/2fj9+7dq6iomDt3romJiVAo9Pf3/+WXXxobG+V3IDEx\nkZ039mXNzc23bt2aNm3aqFGjRowY8cEHH9y7d6+2tvavf46EEEIIeRN0wpRiurq68qm3OBxO\naGhoRETE2bNnx40b12LfESNGZGdn19XVubq6DhkyREVFxcjIiN1UUlIikUisrKxa7CIQCBwd\nHQEUFRU1Njba2tqycRsbG6lUevfu3W7dunVovE+fPn5+fsbGxmxcIpE0NzfLZDLFJK9fv15Q\nUPDyoMR/JG5iYpKWlqamptbY2FheXv6vf/1r0KBBamq/96DJy8srLi6OiIhodWhoFRUVCwuL\n06dP9+zZk8vlZmdnDxgwoHv37i+3JIQQQsjbqBOmFPPz8/Pz85OvGhgY+Pj47N69WygUtnjU\nNG/ePENDw3Pnzq1YsUJZWdnc3NzNzW3s2LEAqqqqAMgf1zU0NPj6+sp3DA8P19LS4vF46urq\nbITH42loaFRXV/P5/A6NDx06VH51TU1NcXFxAoFg9OjR8txkMtmuXbsCAgLYF/L+bFxJSYkt\n41asWHHr1i0NDY1169axLX/77bedO3euWLGCnUu3VYsXLw4PDz9//jwAPp+fkJDQVktCCCGE\nvHU6vLBzcHCIjo5+dRuRSJSXl5eSkhIVFaUYV1ZW9vHx8fHxqa6uLiwsvHTpUkJCQnFxcVBQ\nkL6+PoDKyso+ffoAUFNTk79nxi4wDPNyfSOVSjs6zi4wDJObm7t//359ff3NmzcrdmLIzc1V\nUlJycHBose+fjS9dulQsFp8+fXrJkiU7d+5UVVXdtGnTlClTBg0a1OIRqVxjY+OyZcuGDRvm\n5eWlpKSUkZGxfPny9evXa2hotNqeEEIIIW+XN2IcOy6XGx4enpube/PmTXnw4cOHy5cvZ9+x\n09HRcXZ2Xrx4cWho6PHjxyUSiaGhIZfLvXbtGttYSUnJ1NTU1NTU2Ni4urqa3eXFixdisZht\nIJVKnz171qNHj46OA6irq1u6dOmBAwcCAgJWr17d4jFkZmbm+PHjX74JfzD+4MED9qoFAoGe\nnt706dObmppu3ryZkZFRX18/atSosrKyyspKAI8ePaqpqVE81NWrVysrKyMjI/v379+3b9/w\n8HCxWHz58uU/8BERQggh5C3wRhR2ACwtLV1dXRMTE+W9JbS1tQsLC69cuaLYTCqVKisrc7lc\nVVXVSZMmHTp0iC1i5A4dOsQeoV+/fqqqqvJK8datW0pKSgMHDuzoOMMwK1eu5PP5W7ZscXJy\navFUr6ioqKSkxMnJqcXl//H4vXv3Nm/eLH802NDQ0NzczOPxysvLy8rKIiIiwsLC2HFSPv74\n47179yoeTSKRMAwj76fCMIxMJnvx4kUbnwkhhBBC3jKd0HkCgImJycstZ82aFRYWVl9fz64K\nBIJJkybFx8c/fPjQ3Nycy+UWFxenpaVNnDiRrZZ8fX1v3rwZFRUlEolMTEzEYnF+fv79+/f7\n9esHgM/nu7m5paSk6OrqcjicpKQkJycnttNGh8YLCwt//fXXKVOm3LlzR35phoaG7MO8/Px8\nU1NTxZH8WH88bmdnt3Pnzi1btkycOPHFixcHDx7s1auXpaWlnZ1dWFgY26a4uHjBggUHDhxg\nvwLOyclpbm52d3e3s7Pj8/nr169nx3/OysqSyWRCofDPfJ6EEEIIeXN1QucJLpebnp7+ckuB\nQBAYGBgXFyePBAYG9unT59SpU8eOHeNyub169QoMDHRzc2O3sjVKamrqhQsX0tLSevfubW1t\nHRERkZOTw3aqCAoKSk5Ojo2NlclkI0eODAoKYnfs0Pi9e/cYhtm4caPipc2ZM+e9994DcPXq\n1Xfeeefla//jcU1NzU8//TQlJWXZsmWqqqpDhgyZO3euqqpq63cfAJCXl/f8+XN3d3eBQBAb\nG7t3795Vq1bJZDIzM7PY2Fh5D2VCCCGEvO06trBrddANueTk5BYRFxcXFxcX+SqXy3V3d3d3\nd2/rCDweb/r06dOnT1cMTpgwQb57cHBwcHBwi706NO7h4eHh4dFWwi8PZfI/xE1NTdesWdPW\nKQCYmJhkZGTIV1etWiVfNjQ0XLJkySv2JYQQQsjb6015x44QQgghhPxFnLbmniLE2ZnzwQfI\nzYWNDUpK8P77mO84XNPlBy4Xnp74+mtMmoQlS7BjBx4/xvZtmL8AifNNzSf/onVshmrw3j59\nkJkJoRDPnqG0FEIh1q/lDjSRGhhgzhzk5+P0aXz4IbKycOYMZs+GgQEGD0Z+PrZtg4kJhg0D\nl4vMTJw6hZ07kZKCuXMxYQIePUJeHg4cwBEcOYADhSbfAKitxZIlWLMGQ4di1y6M6TdAedD9\ndXeOrBoqMjSEqyvOzfcUrkk/fx4GBvj1V9zPG6AEJWuPu2vW4Nw5ABg6FF9+iZz9BpXciiFD\nMGUKnjxBXR0OHMD776NnT0ilmDABu3fjh/S+/UeXlJXB/N4E7qQT0swJN3GjBKUiiH40PbL2\nlyMfqIs4HAie9ZoaWV5WhmmHj+TOEz1/jspKCASYPx+fCt0nbs0uKkLFlvd7hh9KSkJzM2Jj\nsWkTTE1x+zYsLfHsGZ4+RWQklkdqrk6oj4vDvWLuxClSmQwffoiaGgRO1XiGZ2PH4nIev0ff\nBpNBwLcuoz/59vFjSKXQ1MQ7G44AOL9AtH0TXzi2QSZDfj4YCTc+Qfr113jwL8OEo2UyjyMi\niMaPR8jJI3Upol2zRt/Ajd3YrXpctP69sR/iw5/XiMyWHAkQiKRP+TK1ho8/xtlV9ndw572A\nJxkZcHXF4cOIjcXXS4ccLvrR0RE7Hh/x4ohGjMDixdi4EU5OaG7GwQ2GQlGZ/5EjX3mLcg/r\nTgmsmph8BMAKa9GKG0f+9ZFITw/Hj+O77xgAVhyralQloPVn2IS0C0/GM53TyhtB/9VhHPaG\nd7vn87bzZDwBbN7MubsgQjMmoakJBQWwtcXjxzAwwBdf4OlTnD2LBw+wYAEyMrB+PebOxeXL\nePIEU/Yc+cpbxOHAyQnLl8PBAQYGMDCAvj4OHcLNc9q7sOtEkOhGklD73ct6ekhJQQbvSDQn\neh2z7oCXaPo3R27HitTV8ewZDh/GvetaKUgp/kI0YQL4fFw3OiJJE925g5ylLoPDvzU2xsCP\njrA5LzQS1daiuhqmHNP4E7+I3X+P6+SJqsf+vrzcUrRpE56/ewRADCdmS/tBpAAAIABJREFU\nNbM6WFf05AkD4L/+/Oz1EM04euQv3tL/DT2xI4QQQgjpIqiwI4QQQgjpItqn88Tq1asvXrzY\nImhnZ7dixQoAgYGBPB4vISFBRUVFvjUqKsrR0ZEddwNAXl5eZmZmaWmpmpqakZGRr6+vmZmZ\nvLFMJjt69OjVq1fv3r2rpqZmbGzs7e09ePDgdkmeEEIIIaRraLdesVZWVgEBAYoRxdHXKioq\nDh48OGPGjFb3PXHiRFJSkr+/v7W1tVgszs3NjYmJ2bBhw8CBAwE0NDSsXLmytLTUw8PDy8ur\nqanp3Llz0dHRixcvtre3ByCVSvfs2ZOfny+RSIRCYXBwMDutakfHWRKJJCAgYPv27YrzhuXk\n5Bw/frysrMzU1DQ0NNTQ0BBAbW1tSkpKQUGBVCq1sbEJDAxkB7f7s+0PHz6sOPJwW8PHtJrb\nH9+XEEIIIW+ddivsNDU1TU1N29pqZWWVnp7u7Ozct2/fl7dmZWVNnjxZJBLJG5eXl585cyYk\nJARAampqRUXFli1b2NHpANjb2+/YsSMxMVEoFHK53OTk5Pz8/LCwMB6Pt23btoSEhPnz5wPo\n6Hhzc3NRUdHJkyefPn2qeDk5OTk7duwICQnR09M7dOjQqlWrEhMTlZSU1q1bJ5VKw8PDuVzu\n0aNHV61aFR8f/z+0LysrGz58+MSJE9nTvTxl7Sty+yP7EkIIIeQt1eEDFLNGjx6trKy8devW\nNWvWvFxM1NTUyGcSYwUHB7MRsVicmZkZFhYmr+pY06ZNs7CwaGxsVFJSOnPmTGRkJDuDQmho\naGxsbGBgoIqKSofGtbS0srKysrKyWkzJxTDM4cOHAwIC2IGUe/fuvWvXridPnnTv3v3WrVsr\nV660tbUFIBAIFi1aVFtbq6Wl9afad+/evayszNHR0c7O7hU3vNXcAPyRfQkhhBDylmq3wu7l\nqcN0dXXlsxpwOJzQ0NCIiIizZ8+OGzeuxb4jRozIzs6uq6tzdXUdMmSIioqKkZERu6mkpEQi\nkVhZWbXYRSAQODo6AigqKmpsbGSrHwA2NjZSqfTu3bvdunXr0PjQoUNFIpFIJGLn75InVlpa\nWlZWZm9vzzBMfX19jx49oqOj2U0WFhanT5/u2bMnl8vNzs4eMGBA9+7dS0pK/lR7AGVlZdev\nXz9y5EhTU9PgwYNnz57NfnWrqNXc/uC+hBBCCHlLtVth9/LUYX5+fn5+fvJVAwMDHx+f3bt3\nC4VCLS0txZbz5s0zNDQ8d+7cihUrlJWVzc3N3dzcxo4dC6CqqgqA/HFdQ0ODr6+vfMfw8HAt\nLS0ej6eurv779fB4Ghoa1dXVfD6/Q+Nt3Yeqqioul5uX93/s3XlcU8f+N/BPOGExIVIWQQU3\noCAqq4gCorLYW6woDbtQ0Qg0ULzGe1EoaitaqAsolEWsCIpaJVgXxK1CodobF6pIrZZWihso\nooCAEsAszx/Hm8sPgWqv6a0+8/6jr5zvmZkzcwA7r8ks5QUFBWKxWEdHJyIigj4WLC4uLioq\n6vvvvwfAYrEyMjL+QPq2trb29nYGgxETEyOVSgsKClauXJmZmfn8ObPP+2/yEgRBEATx1/fK\nOnbOzs6Koab+cLnc8vLyvLw8gUDQM66qqhoQEBAQENDc3FxVVXX+/PmMjIyampqwsDADAwMA\njY2NRkZGADQ0NJKTk+lc9Ae5XP78d7tSqVTZ8f7a2NbWJpVKq6ur09PTNTU1jx07lpycnJaW\nNmTIkJUrV06cONHHx0dFRaWoqGjVqlUbN2582fRsNjsvL09HR4eulYmJSWhoaEVFxfTp0/t9\n7//23+QlCIIgCOKv70/dx46iqKioqLKysitXriiCt2/fXrVqFT2jTkdHx9XVNS4ujs/nHz16\nVCKRGBoaUhR16dKlZ9VVUTEzMzMzMzMxMaGHzXR0dJ4+fSoWi+kEUqn08ePHenp6yo7310Z6\nMDIyMlJfX5/FYvn6+uro6FRWVl68eLGxsXHJkiWjRo0aMWJEVFSUWCy+cOHCy6anKEpXV1fR\n12Sz2QYGBg8fPnzB9/+H8xIEQRAE8df3Z29QPH78eHd396ysLMVqCW1t7aqqqoqKip7JpFKp\nqqoqRVHq6upeXl6FhYWNjY09ExQWFtIljBw5Ul1dXdFTvHbtmoqKypgxY5Qd76+BhoaGDAbj\n8ePHioZ0dXWx2WyJRCKXyxUHuMnlcplM9vTp05dNX1FRsXjxYsVa187OzgcPHtDDmb/rv8lL\nEARBEMRfnxIXTwAwNTV9PuXChQsjIyPb2troSw6H4+XllZaWdvv2bQsLC4qiampqhELh7Nmz\n6bGlwMDAK1euCAQCLpdramoqFotFItHNmzdHjhwJgMVieXh45OXl0WNROTk506dPpxdtKDve\nJz09PWdn502bNi1YsIDNZh8+fJiiKHpFLYvF2rhxI70nc3FxsUwmc3Bw0NbWfqn06urq7e3t\nKSkp3t7eampqQqHQwMDA3t4eQGlpaXd3t6enZ391Gz9+fH95CYIgCIJ4Ayhx8UR/m99yOBwe\nj5eamqqI8Hg8IyOjkydP0t2aYcOG8Xg8evsP/Lt/U1BQcPbsWaFQOHz4cCsrq+jo6NLSUnpR\nRVhYWG5ubmJiokwmmzx5clhYGJ1R2fH+CASCnJyctLS0rq4uCwuLpKQken/gxMTE/Pz8tWvX\nymQyc3PzxMREuoP4sukTEhK2b9++bt06dXV1GxsbgUBAURSA8vLyJ0+eDNCxY7FY/eUlCIIg\nCOIN8Go6dvHx8QPczc3N7RVxc3Nzc3NTXFIU5enpOUCPhMlkBgcHBwcH9wzOmjVLkT08PDw8\nPLxXLmXHaaampkVFRT0jampqUVFRz6c0NDT8+OOPn4+/bPpRo0atWbPm+fjatWt/t2795SUI\ngiAI4g3wZ8+xIwiCIAiCIJSEoZieTxC9WKhYLNpQvWwZmEzEx8PHB2lp+O03MJkAcK90HAVq\nFVZFvOU/+pHN32IvH9owdgK3etEitLWhvBwtLTh3Fg6TIZPhxwNvy02uy38zkcvlLqG1O3dC\nCGEc4lgTarlc2NtDSwv3pwtXmvl/9qvQT+4fEICPPkJDA5Ytw/r1iI/H+hvC+s3+qUtHygG3\nBbdNTTFnDq5eRVYWDhzA48fgcmFlhcBA/MPTIudfP9fUgKIQHIxp02BiAgBFO3TYYHtF3TE1\nRWUlzp7F4xoDnXH3GQx8elUIQADBsIl3P/8cy5YhMhIGBnj6vhBAJCLjU5pKSrB0KfT0oK+P\nKUZGIxzrpFKkp2PPHpSVYeJERESgqAinTyMlBcXFOH4ccZeEUYgKWvzQJV241d3/l1LDjz6v\nT/xYkwIlhzwHOR+b+HO5+Ne/8KtI77urD8ePR24uOBws8GPPeO/Jp5/izh1kZeHDUmHFMv8b\nN5CaCnMj9mebn+zdi0sXmE/lEnWGWkVV96JFWP6DMBCBKZtl+/ejqAhr1+LaNUyciJIS5OTg\niy/wt+3CR1/6vxUhBHAx1n/HeoN0pOuU+Lu7Y8oUjBoFX6HwTop/aysATFgj3Pmef+hR4a2N\n/suWQQ1qT/GUDbac/fjoUXz8Mf7xD8j9hK3b/E+fxt69+Pvf8eQJtm5FXBzs1gkB6Jf7i0Tg\ncBAdjbQ0NDUhOxtZWZD7CdfZ+evpYfhwzNohDFTx3ycTjqnwl8ng4CAH8M9/MsrK8HGlEMDX\n+NoHPkr9Jd+N3SEIUeojiL8gP7lfIaPwf12LN4ef3A/AsmWMquSZ4Qj/5wj/zEzMmQNThmmS\nPGnjJP/GilGcCbfu/aQLgAOO68KbmprYlf7WSKtHK38U0oWcCvfP2cYoQAGA+Zifj/8ca/4w\ny18gwLvvIqRI+KWHf0SJEECImr+8W3XW3KeDB8Nr17NCst38z5zBsWOYPVP9KZ7uwz7tU/4t\nM5/dPRDoz90n/FDbf2uLsH27P2eR8NgC/2+/xcOHYDKR0yYEcHap/y+/4NatZ/9f0Drpn5uL\nfftgZITN9cKaJP+PP5YDcHZmCERCAAEIoOu8EAuf4IkQQkW1/eGvuAwd5E9RyH0s5Gn65z7+\nTxr68qMh/vn5aPcULh/lv+GWUPFK/xgyYkcQBEEQBPGGeDVz7JKSks6dO9craGdnt3r1agA8\nHo/JZGZkZKipqSnuCgQCFxcXeskngPLy8iNHjtTV1WloaBgbGwcGBpqbmysSy2SyQ4cOXbx4\nsba2VkNDw8TExNfXd+zYsa+k8gRBEARBEG+GV7Yq1tLSMjQ0tGek50FVDQ0N+/btmz9/fp95\njx07lpOTExISYmVlJRaLy8rK4uPjk5OT6e3iOjo6EhIS6urqvL29fXx8urq6Tp8+HRsbGxcX\n5+joCEAqle7cuVMkEkkkEgcHh/DwcFVV1T8hTpNIJKGhodnZ2fRSVgCPHj3Ky8u7fPlyd3e3\nubn5ggULRo8eLRKJ1q1b16vh7u7uS5Ys6a+c/fv35+f/Zyxascq4z/L7fLH91a2yslIqlVpb\nW/N4vAE2WyYIgiAI4vXyyjp2gwcPNjMz6++upaXlwYMHXV1dR4wY8fzd4uLiOXPmcLlcReJ7\n9+6dOnUqIiICQEFBQUNDQ3p6uuLEWEdHx61bt2ZlZTk4OFAUlZubKxKJIiMjmUzmli1bMjIy\nli5dCkDZ8e7u7urq6hMnTii2/KWlpKS0tbXFxMSoq6sfPHhwxYoVGRkZ48aNo8cvad3d3Wlp\nafR+df2VU19fb29vP3v2bPpScWJEn+X32lqvvzLXr18vlUqjoqIoijp06NDatWvT0tL6+6kR\nBEEQBPF6+ZPm2E2dOtXa2jozM7PPtRotLS2Kgyho4eHh06ZNAyAWi48cORISEqLo1dHmzZsX\nERHR2dkpFotPnToVFhbm4OBgZ2fH5/PPnDnT2tqq7DiA4uLi1NTUnsejAWhqaqqqqoqMjLS0\ntDQzM4uJiQFw4cKFt956y66HyspKNzc3esSxz3IA1NfX29raKrLY2toOUH6vvH2W2d3dfe3a\ntXnz5k2ZMmXSpEkffPDBjRs3Hj169OI/R4IgCIIg/sqUePKErq6uYhiJwWDw+fzo6OiSkpKZ\nM2f2yjtp0qTjx4+3tra6u7tPmDBBTU3N2NiYvnXnzh2JRGJpadkrC4fDcXFxAVBdXd3Z2Wlj\nY0PHra2tpVJpbW3toEGDlBq3tbXlcrlcLrempqbnzswymSwoKMiEXocJSCSS7u5umUzWs/KX\nL1+urKzMzMykL/ssB0B9ff3ly5cPHDjQ1dU1duzYRYsWGRoavkj5/ZWppqY2bty4b775ZsiQ\nIRRFHT9+fPTo0W+99RYIgiAIgngjKPHkiaCgoKCgIMXl0KFDAwICduzY4eDgQJ98r7B48WJD\nQ8PTp0+vXr1aVVXVwsLCw8NjxowZAJqamgAohus6OjoCAwMVGaOiorS0tJhMJpvNftYeJlNT\nU7O5uZnFYik13t97GDJkiKLVXV1dqampHA5n6tSpigQymWz79u2hoaE9J+o9r62trb29ncFg\nxMTESKXSgoKClStXZmZm/m75A4uLi4uKivr+++8BsFisjIyMF8xIEARBEMRf3yvr2Dk7O8fG\nxg6chsvllpeX5+XlCQSCnnFVVdWAgICAgIDm5uaqqqrz589nZGTU1NSEhYUZGBgAaGxspM+q\n19DQSE5OpnPRH+RyuWLymYJUKlV2fOCWyuXysrKy3bt3GxgYbN68WbF2AUBZWZmKioqzs/PA\nJbDZ7Ly8PB0dHfrpJiYmoaGhFRUV06dPH7j8AXR2dq5cuXLixIk+Pj4qKipFRUWrVq3auHGj\npqbmi2QnCIIgCOIv7pV17F4ERVFRUVHx8fHu7u6K4O3bt7dt27Zq1So1NTUdHR1XV1dXV9eS\nkpLMzMwFCxYYGhpSFHXp0iW6Y6eiokIv0ZBKpfSwmY6OztOnT8Vi8aBBg+j448eP9fT0WCyW\nUuMDNLO1tXX9+vX3798PDQ2dNm1ar37hkSNH3n333Rd5V7q6uopLNpttYGDw8OHD3y1/ABcv\nXmxsbExNTaXPh42Kilq4cOGFCxd6Hu9GEARBEMTr68/eoHj8+PHu7u5ZWVmK1RLa2tpVVVUV\nFRU9k0mlUlVVVYqi1NXVvby8CgsLGxsbeyYoLCykSxg5cqS6urpilcC1a9dUVFTGjBmj7Hh/\nDZTL5QkJCSwWKz09ffr06b16XdXV1Xfu3KFH3QZWUVGxePFixZrWzs7OBw8eGBkZDVz+wCQS\niVwuV6xfkcvlMpns6dOnL14CQRAEQRB/ZUpcPAHA1NT0+ZQLFy6MjIxsa2ujLzkcjpeXV1pa\n2u3bty0sLCiKqqmpEQqFs2fPpnstgYGBV65cEQgEXC7X1NRULBaLRKKbN2+OHDkSAIvF8vDw\nyMvL09XVZTAYOTk506dPpxdtKDvepx9//PG3336bO3fu9evXFUFDQ0N6kE8kEpmZmfXc4a8/\n48ePb29vT0lJ8fb2VlNTEwqFBgYG9vb2A5RfWlra3d3t6enZX5l2dnYsFmvjxo30vtDFxcUy\nmYzecoUgCIIgiDeAEhdPKDbU7YXD4fB4vNTUVEWEx+MZGRmdPHny8OHDFEUNGzaMx+N5eHjQ\nd+m+SEFBwdmzZ4VC4fDhw62srKKjo0tLS+lFFWFhYbm5uYmJiTKZbPLkyWFhYXRGZcf7dOPG\nDblcnpKS0jP44YcfvvfeewAuXrzo5OT0Iu+TxWIlJCRs37593bp16urqNjY2AoGAoqgByi8v\nL3/y5MkAHTsOh5OYmJifn7927VqZTGZubp6YmDhAJ5UgCIIgiNfLq+nYxcfHD3A3Nze3V8TN\nza3nvC6Kojw9PQfokTCZzODg4ODg4J7BWbNmKbKHh4eHh4f3yqXsOM3U1LSoqEhx6e3t7e3t\n3V9DFFuc/G45AEaNGrVmzZpeyQYof+3atb9bpqGh4ccff9xfHQiCIAiCeK392XPsCIIgCIIg\nCCUhHTuCIAiCIIg3BKPPM74IAsDwYYwpjmg+OD0a0cmT/X7+GRMs0fkvu+X7Lg0dCj8/DH1g\nOWPxFZkM/8q0+Vvs5cMbxkogmTC3pvaQlXPkj8OGQSKBsTE+W2iqAhWZya9Pn2LNGqwMNdqE\nzScW+b27vXBOl19SEg4dwvLlWLMGoaFISYG+PiwtwWRCVRXBwQh7ZyQFSsXkBpuNuDgcO4by\n3YabkRrHiFuU+FtSvGbM6seDBsE4thDAuol+dXfwt3dxJt+YMq1trRky1uXBjTOGg8fVu7uj\ntRUcDrq6YGKCK1cQGIi4OLReG/6PlLu3bmHECOzbh4gIZGVh+nSUlUEiwZQpKMrTHW7Z9MmV\nwo0OfjY2EInw6U+F4Qg3c3jk54e6OkxNK/x0nN+kSZi9s9DuN7/t28FgICgIoaGQyzF1Klgs\nbF6nHrSgq6kJjx7h72cKF2HRRx+33byJ4r0cK+f2jg6sXYvsbDx6BDYbwcEYNL/wAw0/nc7h\nRT/cTUzEvIOFQj+/t9+GbVKh0M+vpFC7He2hiyRRUaidWMgH/xEeySH38ZONGgUtLaSseqvm\n4SNfX6xYgU2bYGgImQwHct96hEfJyThyBC0tWPVjoY/M7+JFREfj/HlwwHnHp338eOzcieRb\nhfTvAOeE37vvoqAA16/DfGWhON+vvR27d+MfZwsBHF3gJ5Vi6lT8+iu+/BK57YWXPvb79FN8\n+SW++AKf1xQCuJXsp6qKTZuQloan3s+K3faO3/DhOHoUX3+NAwfgnFoIwFfuC2DiREbXpfGr\nsRrA1/jaBz7/g1994k3nK/fdz9j/v67Fm4P+412+nFFYiNZWFBTg2jUIBHib8XaSPGnDJL8H\nFaM1J9ykN4Q4ljlmAzacXuxXUYGb5ww2fXV/40bcqdSjQG09dJ/+V+IDfLBjX+eCQI0pMzp/\n+AF5jwuLQ/3GjUNTE+ztUVgI/8LCR9v8hEKcOgUmE+bmuHoVANShXibq6ujAd9/Bam2hH/wA\neHlhwQL4+KAQhf8c6VdTg8pKTJ+OlSuxZg32dBd+E+43YwbmzYOBAWQyODhg4bHC+xl+BgaA\nX6Femd9D10KBoV9ZGarMCunGKvv3h37KH0NG7AiCIAiCIN4Qr2bxRFJS0rlz53oF7ezsVq9e\nDYDH4zGZzIyMDDU1NcVdgUDg4uJC77sBoLy8/MiRI3V1dRoaGsbGxoGBgebm5orEMpns0KFD\nFy9erK2t1dDQMDEx8fX1HTt27CupPEEQBEEQxJvhlW13YmlpGRoa2jPSc7e2hoaGffv2zZ8/\nv8+8x44dy8nJCQkJsbKyEovFZWVl8fHxycnJ9D7AHR0dCQkJdXV13t7ePj4+XV1dp0+fjo2N\njYuLc3R0BCCVSnfu3CkSiSQSiYODQ3h4OH0Mq7LjNIlEEhoamp2d3fNcr9LS0qNHj9bX15uZ\nmfH5fENDw4HL6TP9/v378/PzFWU+v33M1atX4+Pjd+/e3d+RYs/XbeC2EARBEATxWntlHbvB\ngwfTh331ydLS8uDBg66uriNGjHj+bnFx8Zw5c7hcriLxvXv3Tp06FRERAaCgoKChoSE9PZ3e\ntQ6Ao6Pj1q1bs7KyHBwcKIrKzc0ViUSRkZFMJnPLli0ZGRlLly4FoOx4d3d3dXX1iRMnFOdD\n0EpLS7du3RoREaGvr19YWLh27dqsrCwVFZX+yukvfX19vb29/ezZs+liex0y0dHRsXnz5v6m\nSPZXt/7qQBAEQRDEG+BPmmM3depUa2vrzMzMPjsiLS0tihPGaOHh4dOmTQMgFouPHDkSEhKi\n6NXR5s2bFxER0dnZKRaLT506FRYW5uDgYGdnx+fzz5w509raquw4gOLi4tTUVMVpYzS5XL5/\n//7Q0FAPDw8rK6slS5aMGTPm4cOH/ZXTX3oA9fX1tra2dv9ma2vb80FZWVlaWlr9vfA+6zZA\nWwiCIAiCeAMo8UgxXV1dxakGDAaDz+dHR0eXlJTMnDmzV95JkyYdP368tbXV3d19woQJampq\nxsbG9K07d+5IJBJLS8teWTgcjouLC4Dq6urOzk4bGxs6bm1tLZVKa2trBw0apNS4ra0tl8vl\ncrk1NTU9j9yoq6urr693dHSUy+VtbW16enqxsbED1FNPT6/P9ADq6+svX7584MCBrq6usWPH\nLlq0iP6KFkB5eXlNTU10dHR/W0P3Wbdbt27115Y+CyEIgiAI4vWixCPFgoKCgoKCFJdDhw4N\nCAjYsWOHg4NDr6GmxYsXGxoanj59evXq1aqqqhYWFh4eHjNmzADQ1NQEQDFc19HRERgYqMgY\nFRWlpaXFZDLZbPaz9jCZmpqazc3NLBZLqfH+3kNTUxNFUeXl5QUFBWKxWEdHJyIiwsnJqaWl\npc9yGAxGn+nb2tra29sZDEZMTIxUKi0oKFi5cmVmZiaLxbp///62bdtWr17d68vZ39VfHV6q\nEIIgCIIg/rJeWcfO2dlZMdTUHy6XW15enpeXJxAIesZVVVUDAgICAgKam5urqqrOnz+fkZFR\nU1MTFhZmYGAAoLGx0cjICICGhkZycjKdi/4gl8uf799IpVJlx/trY1tbm1Qqra6uTk9P19TU\nPHbsWHJyclpaWn/l9Jd++PDheXl5Ojo6dC4TE5PQ0NCKigoXF5dNmzbNnTv37bff7jVE+rte\nti0EQRAEQbxe/tR97CiKioqKKisr6zn36/bt26tWraLn2Ono6Li6usbFxfH5/KNHj0okEkND\nQ4qiLl269Ky6KipmZmZmZmYmJib0UJOOjs7Tp0/FYjGdQCqVPn78WE9PT9nx/tpID0ZGRkbq\n6+uzWCxfX18dHZ3Kysr+yukvPUVRurq6in4Ym802MDB4+PBhUVFRW1vblClT6uvrGxsbAdy9\ne7elpeVF3v/LtoUgCIIgiNfLn71B8fjx493d3bOyshSrJbS1tauqqioqKnomk0qlqqqqFEWp\nq6t7eXkVFhbSnRiFwsJCuoSRI0eqq6sreorXrl1TUVEZM2aMsuP9NdDQ0JDBYDx+/FjRkK6u\nLjab3V85/aWvqKhYvHixYk1rZ2fngwcPjIyM7t27V19fHx0dHRkZuW7dOgDLli3ruSvKAF62\nLQRBEARBvF6UuHgCgKmp6fMpFy5cGBkZ2dbWRl9yOBwvL6+0tLTbt29bWFhQFFVTUyMUCmfP\nnk2PVwUGBl65ckUgEHC5XFNTU7FYLBKJbt68OXLkSAAsFsvDwyMvL48e38rJyZk+fTq9aEPZ\n8T7p6ek5Oztv2rRpwYIFbDb78OHDFEU5ODgMUM8+01MU1d7enpKS4u3traamJhQKDQwM7O3t\nJ0+eHBkZST+LXhuxZ88eepu60tLS7u5uT0/P/uo2QB0IgiAIgngDKHHxxPMb6tI4HA6Px0tN\nTVVEeDyekZHRyZMn6W7NsGHDeDyeh4cHfZfFYm3cuLGgoODs2bNCoXD48OFWVlbR0dGlpaX0\nooqwsLDc3NzExESZTDZ58uSwsDA6o7Lj/REIBDk5OWlpaV1dXRYWFklJSXTHq79y+kufkJCw\nffv2devWqaur29jYCAQCiqIGeG55efmTJ08G6Nj9gbYQBEEQBPEaeTUdu/423aDl5ub2iri5\nubm5uSkuKYry9PQcoEfCZDKDg4ODg4N7BmfNmqXIHh4eHh4e3iuXsuM0U1PToqKinhE1NbWo\nqKjnU/ZXTn/pR40atWbNmj4f2uej165d+7t1G7gtBEEQBEG81v7sOXYEQRAEQRCEkjD6O5OK\nICZOZHRdGt+ge3XqVFw5bDzarfbbbzECRhJIWzTuzZuH8xdgZ4uJE5GdDTMzGBhAVRV372L0\naNy/D5kMN29hhBHkcty+jfp6ODmBwcDDhygrAwMMH185h4Off8aECfjlF5w/owbA9W/dBgY4\neRJubmhoALts9lM8bXc+OXIE9u1DdjZaWjDp45JkJD+acuLSOTUp1T15MkxNkZ+PZctQXAxj\nY1y5gilTcO8eLCxQUQG9ypkABs051daGsWORnY0ZMzBsGJqaIJG1O3eCAAAgAElEQVTAwQEV\n69zHflSanUmF86V37+JxkZt/9reRfMbIUfIZM3Bz5/Q7xt89fIgRI3D1KoyNIZXAbiJkMkyd\nimXLMHMm+HxkZKC9Hc7O8Eor+XiSx3vvYerqksIPPZhMPHyIOXMQH4933sGjR/j1V/z4IwIC\nUFeHSZNwfrOT5YeiX39FZSVaW+HoiM5O/PYbtFtHuS68ZWODI0egrY3vvsOoUfjkE5w8iTt3\ncOoUlixBXR2u7LJxjLz844948i+boPWXL1xAVBTc3bFiBVwTSxKQ0I72dpPLfn44ehQhITh1\nCi0t8PTEjM9Kkt/1YLPxzjvYxDe38v2lvByrVuGXX2BggK8/sZZA0qB71coKU6bg++8xdCgq\nK8H47e3r8usTJuCjj7B+PTZsAIAofz0ds4e5uRAIcPeH4bKhd3c3lMzCLI9Z3b6+qK1FSwve\nzyzJn+8xP7/k/h6P8HAUdZQAiGREbpFvAXAq1mPdOjmATxmfFqEoGckA+IzIbPmW/91fwJtg\nAzYsx/L/dS3+ctzl7qWM0p6RUzg1E703z///RxKS4jHQN28Dc5e7A0hIYGzYAB8f/PILrKxw\ntBjhEdi7F6qqsLZGwV4Vz/dkR4+CBdbuAx2rVuHqVQDYvRtnzoDBQEkJhg0Dm40FC7BpE95+\nG/v3w9ISJiYYPhwHDiA8HFVVuHMHUVF49Ah1dTh9GiwWbpYZy0fXNjfj69aS99Q9Fi9Gfj7i\n47FyJTTZsLbB+fP48kuUlKB8m5m2w6/t7ejogPzmKHferbLcMZ5RN7S14eSE1auxYQPy88Fg\nYGcu9d330i+/xPz8kobdHkNDSnzhux/7FY1lMBgmJtj6WwmA6LEeuro4dw4npSXfxnu4JZUA\nSJ3tISguyXzf46ODJQsMPXbUlwDYFuBx6RI4HGy4VLIAC3ZgB4DItz22XC/5eJLH5xUl3vCe\nH/WYm1VCP+WPISN2BEEQBEEQbwjSsSMIgiAIgnhDvJrFE0lJSefOnesVtLOzW716NQAej8dk\nMjMyMtTU1BR3BQKBi4uLj48PfVleXn7kyJG6ujoNDQ1jY+PAwEBzc3NFYplMdujQoYsXL9bW\n1mpoaJiYmPj6+o4dO/aVVJ4gCIIgCOLN8Mq2O7G0tAwNDe0ZYbFYis8NDQ379u2bP39+n3mP\nHTuWk5MTEhJiZWUlFovLysri4+OTk5PpvXM7OjoSEhLq6uq8vb19fHy6urpOnz4dGxsbFxfn\n6OgIQCqV7ty5UyQSSSQSBweH8PBwVVXVPyFOk0gkoaGh2dnZ9B4lAB48eJCXl/fjjz+qqanZ\n2NiEhYXRr+LRo0d5eXmVlZVSqdTa2prH49GnPvQX379/f8+dh3ttH/P8c5/3fJqB20IQBEEQ\nxGvtlXXsBg8ebGZm1t9dS0vLgwcPurq6jhgx4vm7xcXFc+bM4XK5isT37t07depUREQEgIKC\ngoaGhvT0dHrXOgCOjo5bt27NysqiN/LNzc0ViUSRkZFMJnPLli0ZGRlLly4FoOx4d3d3dXX1\niRMnFOdDAOjs7FyxYsWIESPoc9J27dr1+eef0xuRrF+/XiqVRkVFURR16NChtWvXpqWlDRCv\nr6+3t7efPXs2XbLieLE+n9tLf2n6awtBEARBEG+AP2mO3dSpU62trTMzM/tchNvS0qI4YYwW\nHh4+bdo0AGKx+MiRIyEhIYpeHW3evHkRERGdnZ1isfjUqVNhYWEODg52dnZ8Pv/MmTOtra3K\njgMoLi5OTU3tee4tgMrKyubm5uXLl5ubm1taWi5fvryqqurWrVvd3d3Xrl2bN2/elClTJk2a\n9MEHH9y4cePRo0f9xQHU19fb2tra/ZutrS39iD6f20ufaQZoC0EQBEEQbwAlHimmq6urOK6K\nwWDw+fzo6OiSkpKZM3svKZ80adLx48dbW1vd3d0nTJigpqZmbGxM37pz545EIrG0tOyVhcPh\nuLi4AKiuru7s7LSxsaHj1tbWUqm0trZ20KBBSo3b2tpyuVwul0uf66Wo2JMnT5hMpmI2oaam\nJoPBuHXr1qhRo8aNG/fNN98MGTKEoqjjx4+PHj36rbfeAtBfvL6+/vLlywcOHOjq6ho7duyi\nRYsMDQ0B9PncXvpMc+vWrf7a0l85BEEQBEG8RpR4pFhQUFBQUJDicujQoQEBATt27HBwcNDS\n0uqZcvHixYaGhqdPn169erWqqqqFhYWHh8eMGTMANDU1AVAM13V0dAQGBioyRkVFaWlpMZlM\nNpv9rD1MpqamZnNzM4vFUmq8v/dgZWUllUp37drl6+vb2dm5Y8cOuVxOj8DFxcVFRUV9//33\nAFgsVkZGBp2lz3hbW1t7ezuDwYiJiZFKpQUFBStXrszMzOw5c/FltbS0vFRbCIIgCIJ4vbyy\njp2zs3NsbOzAabhcbnl5eV5enkAg6BlXVVUNCAgICAhobm6uqqo6f/58RkZGTU1NWFiYgYEB\ngMbGRiMjIwAaGhrJycl0LvqDXC5XTD5TkEqlyo7310Z9ff3Y2NisrKz9+/erqqpyuVxNTc3B\ngwd3dnauXLly4sSJPj4+KioqRUVFq1at2rhxI5PJ7DPOZrPz8vJ0dHTop5uYmISGhlZUVEyf\nPr3f9/t7XrYtBEEQBEG8Xv7UfewoioqKiiorK+s59+v27dv0OgMAOjo6rq6ucXFxfD7/6NGj\nEonE0NCQoqhLly49q66KipmZmZmZmYmJCT3UpKOj8/TpU7FYTCeQSqWPHz/W09NTdnyAZtrb\n2+fm5u7cubOgoMDX1/fJkye6uroXL15sbGxcsmTJqFGjRowYERUVJRaLL1y40F+coihdXV1F\nP4zNZhsYGDx8+PC/ef9/oC0EQRAEQbxG/uwNisePH+/u7p6VlaVYLaGtrV1VVVVRUdEzmVQq\nVVVVpShKXV3dy8ursLCwsbGxZ4LCwkK6hJEjR6qrqyt6iteuXVNRURkzZoyy4/01sLW1dePG\njXV1ddra2kwm89y5c4MHD7awsJBIJHK5XLF2RC6Xy2Syp0+f9hevqKhYvHixYk1rZ2fngwcP\n6GHLP+xl20IQBEEQxOtFiYsnAJiamj6fcuHChZGRkW1tbfQlh8Px8vJKS0u7ffu2hYUFRVE1\nNTVCoXD27Nn0eFVgYOCVK1cEAgGXyzU1NRWLxSKR6ObNmyNHjgTAYrE8PDzy8vLo8a2cnJzp\n06fTizaUHe+TlpZWfX19enp6SEhIe3v7tm3buFwuk8m0s7NjsVgbN26k92QuLi6WyWQODg5M\nJrPPuLq6ent7e0pKire3t5qamlAoNDAwsLe3H+BHUFpa2t3d7enp2V+CAd4VQRAEQRBvACUu\nnui1oa4Ch8Ph8XipqamKCI/HMzIyOnny5OHDhymKGjZsGI/H8/DwoO/S/Z6CgoKzZ88KhcLh\nw4dbWVlFR0eXlpbSiyrCwsJyc3MTExNlMtnkyZPDwsLojMqO9yc+Pj4rK+uzzz7T19f39/ef\nM2cO3erExMT8/Py1a9fKZDJzc/PExES6U9VfPCEhYfv27evWrVNXV7exsREIBBRFDfDc8vLy\nJ0+eDNCx+wNtIQiCIAjiNfJqOnbx8fED3M3Nze0VcXNzc3NzU1xSFOXp6TlAj4TJZAYHBwcH\nB/cMzpo1S5E9PDw8PDy8Vy5lx2mmpqZFRUU9I/r6+vRZar0YGhp+/PHHLx4fNWrUmjVr+nxo\nn8+lt0EeOM3AbSEIgiAI4rX2Z8+xIwiCIAiCIJSE0edREAQBwJPhqQ/9SxPy7/2kOzOw6cED\nLF2Kr7/Gt98CgLo6bv6qtnJN9w+fzNnXUXSZJbIVO4WGYsoUVFdj6FDY2EAiwYEDeLjPwyam\nxNQUfD7c4NaN7nc/+/72bSQn46fBIic4sdkYNw5pFaIvFzjdv4+//x35+ZgxA0wmvvgCW6pE\nK7Ci3b7s55+xeTOGDYOPD2xskHpBdHWbU1q45ZfYOl3Vad06XL2K5csxbqzKtu2y2lrcvo33\n3kNioOVWbF2GZZp/+1dpKWwk9utKftizBxIJru+akvHDORUVMBj4/nvExGDQIFAUjjSJohGt\nOe3SO+/g+ErniX//17BhyMvDL78gMhI7d+Knn6CiguJitLVBSwtXriAvD9nZkMvR3Q0+H2cZ\nok88nN57D18tnaT7bsWdE+OlDKkzr7p0++iuYTe//BK6XqLqXKdvv0XVbsvRXlc6OvBb6WgG\nGLXyG48eYdAg2NhgyBCsPyPiMXhP5E/s5t754fBwlRF3P/kEq8OH7z97NzgYu2tF80Y7ubjg\n/n2sWoWF00zz5flWj52++AJaWmhuxtatmDABQ4bA0BBb12l/ltkyejSGDcPatYiOxiB3EQDD\nW052dggIgI0Nhg/H7t3Ytw8bNmDqctGHlk6tV0aogFJnaEjwlCVn6c64EhiI4cOhN0dE/5IU\nLnU6exZDhsDaGrs+G7kX+z6d6fT22wjJEgH4KtopJwdMJt57Dzk5sLbG7lrRV9FOx45hd60I\nwL6/O12/jlXHRb/ucAoNlQMwUTFtGvybdeu0X/HrARygn7IXezngzMbsYzg2C7MAfI2vfeAj\ngMAa1nrQ84LXfuz3hW8BCipQ8QRPtmALgDzkXcAFBhjOcA5G8F7sDUIQgN3YzQAjGMGK8oMQ\nlI/8+ZhP51qIhQB2YReAszhrD3sZZGEIA7CAsWCHfEcA/AsgjMCHX2Lrl/gyAhEAdmJnKEIB\n5CKXB16vP6gt2BKJSMWlL3z3Y38mMj/CRwBmqDmVd4sApCJVgP+zIdTzEUVwDdb8POqEza25\nsehjt6nP8fnH+M+3AYlI7EZ3AhLozyuwgo6vxMrP8Bn9OQlJ8YgH4AQnEUT0f+MQJ2KePi0R\nAViKpZuxmf6vomRvfadDjSIAkYik3zyNvuQxeF2jq/fcECni8xnz8+X/OQj7pTjByccH//xa\n9PtJ/6/Nfk5LC5/lcpQ7nmWcpX9eO7BjARYcwiFvePfKsh7r29EuhzwRifj3OwGwHMuf4mnP\nNyCAIBWp/oZOg7WQc00UPMapuwvD7trfxd392A9gHuZ9ha8AzBvtNPimVTayfeDzNb5WxAHw\nGDyxXNyBjsM4TEdCECKHfA/29KrY+3j/IA7ywc9Gdq9bbnD7Ft/6gPs1DryLd1kYJIf8CTq+\nwTczMfMUTgF4B+98g2/6fEuucC1DWa/XpWh4L4q4o9wRQEwMozUlrHRMjskNj3a0Syae17k4\nMwEJi7GYYX+Ry0VZGRJOiRZPdEq/KIpG9G29S6YPp7SidTu2A3hH0+mbx6LKTKdff8Xdu1ha\nKFqERSpQuY3bFg7tv13Q1YTmXuz9ItDp7/ueVWYhY2GePA/AMiy7i7saFjfkP1vkYrsffJmj\n7q5fj5GBoksZTnbRop511oDGt/gWQAjjg93yXb0aNQ3TTuP08409t8kp9h+q3+E7urFnGWc9\nWE4lHf/ntXDBPYADXHDVoCpGp6HNg1uXtY/i6FzMfYqnUkhP4uTf8LeTONnzBa5wdWKzEV8s\n6vme6af8MWTEjiAIgiAI4g3xaubYJSUlnTt3rlfQzs6OnmrG4/GYTGZGRobioC0AAoHAxcWF\nXgoKoLy8/MiRI3V1dRoaGsbGxoGBgebm5orEMpns0KFDFy9erK2t1dDQMDEx8fX1HTt27Cup\nPEEQBEEQxJvhla2KtbS0DA0N7RnpefhVQ0PDvn375s+f32feY8eO5eTkhISEWFlZicXisrKy\n+Pj45ORkeou1jo6OhISEuro6b29vHx+frq6u06dPx8bGxsXFOTo6ApBKpTt37hSJRBKJxMHB\nITw8XFVV9U+I0yQSSWhoaHZ2NofD6dWuq1evxsfH7969m7716NGjvLy8y5cvd3d3m5ubL1iw\nYPTo0QD279+fn/+fbyWeX03cqxwApaWlR48era+vNzMz4/P59Bmyz3vxuhEEQRAE8QZ4ZR27\nwYMHm5mZ9XfX0tLy4MGDrq6uI0aMeP5ucXHxnDlzuFyuIvG9e/dOnToVEREBoKCgoKGhIT09\nXXFirKOj49atW7OyshwcHCiKys3NFYlEkZGRTCZzy5YtGRkZS5cuBaDseHd3d3V19YkTJxTb\nCPfU0dGxefPmnlMYU1JS2traYmJi1NXVDx48uGLFioyMDG1t7fr6ent7+9mzZ9PJep369Xw5\npaWlW7dujYiI0NfXLywsXLt2bVZWlorK//lW/WXrRhAEQRDEG+BPmmM3depUa2vrzMzMPjsT\nLS0tioMoaOHh4dOmTQMgFouPHDkSEhKi6NXR5s2bFxER0dnZKRaLT506FRYW5uDgYGdnx+fz\nz5w509raquw4gOLi4tTU1J7Ho/WUlZWlpaWluGxqaqqqqoqMjLS0tDQzM4uJiQFw4cIFAPX1\n9ba2tnb/ZmtrO0A5crl8//79oaGhHh4eVlZWS5YsGTNmzPNHjb1U3QiCIAiCeDO8so4dffJE\nTy0tLYq7DAaDz+fX1NSUlJQ8n3fSpEnHjx/fuHHjpUuX6B6esbExPYXuzp07EonE0tKyVxYO\nh+Pi4sJms2/dutXZ2WljY0PHra2tpVJpbW2tsuMAuFxubm7up59++nyLysvLa2pqFi5cqIjI\nZLKgoCATExP6UiKRdHd3y2QyAPX19ZcvX164cOG8efPWrFlTX18/QDl1dXX19fWOjo5yuby1\ntVVPTy82NlZfX79XBV6qbgRBEARBvBmUePJEUFBQUFCQ4nLo0KEBAQE7duxwcHDoNVy0ePFi\nQ0PD06dPr169WlVV1cLCwsPDY8aMGQCampoAKIbrOjo6AgMDFRmjoqK0tLSYTCabzX7WHiZT\nU1OzubmZxWIpNT7Aq7h///62bdtWr17d80vVIUOGKN5GV1dXamoqh8OZOnVqW1tbe3s7g8GI\niYmRSqUFBQUrV67MzMxksVh9ltPU1ERRVHl5eUFBgVgs1tHRiYiIcHJyGqA+v1s3giAIgiDe\nDK+sY+fs7Bwb28dGSj1xudzy8vK8vDyB4P/syaSqqhoQEBAQENDc3FxVVXX+/PmMjIyampqw\nsDADAwMAjY2NRkZGADQ0NJKTk+lc9Ae5XP58H0UqlSo73l8bZTLZpk2b5s6d+/bbbz9/eK5c\nLi8rK9u9e7eBgcHmzZs5HI5UKs3Ly9PR0aGfYmJiEhoaWlFR4eLi0mc5bW1tUqm0uro6PT1d\nU1Pz2LFjycnJaWlpfU5efKm6EQRBEATxuvtT97GjKCoqKqqsrKzn3K/bt2+vWrWK/gZWR0fH\n1dU1Li6Oz+cfPXpUIpEYGhpSFHXp0qVn1VVRMTMzMzMzMzExoYfNdHR0nj59KhaL6QRSqfTx\n48d6enrKjvfXxqKiora2tilTptTX1zc2NgK4e/cu/a10a2vrihUr9uzZExoampSURA9bUhSl\nq6ur6Duy2WwDA4OHDx/2Vw6dKzIyUl9fn8Vi+fr66ujoVFZWvsj7H6BuBEEQBEG8AV7ZiN0L\nGj9+vLu7e1ZWlqIro62tXVVVVVFR4ezsrEgmlUpVVVUpimIymV5eXoWFhVOmTOk5k6ywsJDu\nC44cOVJdXf3KlSsODg4Arl27pqKiMmbMGHV1daXG+2vgvXv36uvro6OjFZFly5a5u7v//e9/\nT0hI0NHRSU9P77kRTEVFRX5+flJSEr3tSGdn54MHD4yMjC5dutRnOcHBwQwG4/Hjx9ra2vSL\n6urqUnxTPLD+6rZkyZIXyU4QBEEQxF/cK+vY0YsnegVNTU2fT7lw4cLIyMi2tjb6ksPheHl5\npaWl3b5928LCgqKompoaoVA4e/ZsuvMXGBh45coVgUDA5XJNTU3FYrFIJLp58+bIkSMBsFgs\nDw+PvLw8etwrJydn+vTpdKdH2fE+RUZGRkY+OzWopqbmH//4x549ezgcTlVV1W+//TZ37tzr\n168rEhsaGo4fP769vT0lJcXb21tNTU0oFBoYGNjb20+ePLnPcgA4Oztv2rRpwYIFbDb78OHD\nFEXRnc7S0tLu7m5PT8+XrVv/P1WCIAiCIF4nSlw88fxGuzQOh8Pj8VJTUxURHo9nZGR08uRJ\nupsybNgwHo/n4eFB32WxWBs3biwoKDh79qxQKBw+fLiVlVV0dHRpaSm9qCIsLCw3NzcxMVEm\nk02ePDksLIzOqOz4S7lx44ZcLk9JSekZ/PDDD997772EhITt27evW7dOXV3dxsZGIBBQFDVA\nUQKBICcnJy0traury8LCQjHaV15e/uTJkwE6dgRBEARBvNleTccuPj5+gLu5ubm9Im5ubm5u\nbopLiqI8PT0H6JEwmczg4ODg4OCewVmzZimyh4eHh4eH98ql7DjN1NS0qKjod295e3t7e/c+\nYZo2atSoNWvW9Hmrz0eoqalFRUU9n2zt2rV/rG4EQRAEQbwZ/tTFEwRBEARBEITykI4dQRAE\nQRDEG4JBDgwl+seYwZg+e+N3WVm4cQPZyAZw6F3+yZOor8dPP+H6dVAfZfPBr6vDyZP46Sds\n2oStjOyG1fzYWOwclJ3KSJUDlU+qS0oQGopPPoFAgIgITNyWPewwv7YWT57g2DHcugkTU3z1\nFYqNsgEUuvMdHGBjA39/xMXB3h737uHSJfj44OBBfJdnukweAyCVkSqQCwDEavHXt2YDGPI1\n/4FPdnMSXyc+m25AIj5bgZWf6PO9vdHQgFlF2exd/CcfZH/whL+Lna2Wy+/mZX9qwE+4n52A\nhE/xafFsvooKZhU9y17ozj96FHFxGJv6LGJ4hF/vld3zHWnt5bPZ8PKCCcNYbWztuHH4298g\n/zB79An+zXf/nTKbb2uLysnZP4TxN2+GpiYAbGVk73Hh/3xG7y3Th2ZmaGxE2A/ZAJZj+QZs\nMC3h13hkU9v40vBsXjd/uJreZ/isfhVfKIS7O6yysgF8KOdvZTx7hHoen8uFpyeGDcPMr7M3\nGPOX12YDMDnF/21mtvMV/r8sn6VcgiVjxnYJqp9d8sHfuxchQZQOdNbi2bf5/8A/xtp1XL2k\nnoY0s2/5v7r9p8mRiNSHfoP8Po+HyXnZ8i38yEhkI5sP/oYNmD8fh4ZmA5Bk8JnR2Ykj+Cvu\nPMvblMiXSqH/ybMgYyv/5El8/TXefx/vHqKb8yGArYytiUb8FXX/5yW/pvZjvy98/9e1IPrw\nofzDrYyt/+tavDnoP14ug/ut1sHERDCjswFcXcwfn54NYA3WfIJP6JTtG/mcZc/+ujtT+RqC\n7A/l/JEjwFBB/O1n8bVYswqfZEzgR//U+x+6Wx/zR32eDeD7EP6uXUhIQH09Jm57dpezh98e\nnF3gxg/4NvtMMN9lT3Y0ojOQAeBsKH/BAvzimm1UzH/vPTAYOHkS9++jY372Mg5/Y3s2H3z6\n/3EAttry79YjIBDjvsgG0P0Ff9o03LqFe3P/8y+VAcPA9m+N75/MjkFMMpIBfOvPdxNmA9jj\nwu/uhoYGRN+ppiMdgCyLr6YGR0f885/wPpH9aB0/IQGbxdkAXK7y//lPlJYiKQmcZdnLB/M3\ntP3nKX8MGbEjCIIgCIJ4Qyh3H7ukpKRz5871CtrZ2a1evRoAj8djMpkZGRlqamqKuwKBwMXF\nxcfHh74sLy8/cuRIXV2dhoaGsbFxYGCgubm5IrFMJjt06NDFixdra2s1NDRMTEx8fX3pQ2YJ\ngiAIgiD+f6P0DYotLS1DQ0N7Rnpuz9vQ0LBv37758+f3mffYsWM5OTkhISFWVlZisbisrCw+\nPj45OZneH7ijoyMhIaGurs7b29vHx6erq+v06dOxsbFxcXGOjo4ApFLpzp07RSKRRCJxcHAI\nDw9XVVX9E+KPHj3Ky8u7fPlyd3e3ubn5ggULRo8erWiURCIJDQ3Nzs7utYFcr7hIJFq3bl2v\nF0JvJrx///78/HxFsNe2Mv2VT3vw4EFeXt6PP/6opqZmY2MTFhbW88dBEARBEMRrTekdu8GD\nB5uZmfV319LS8uDBg66urn0edVpcXDxnzhwul6tIfO/evVOnTkVERAAoKChoaGhIT0+nd7MD\n4OjouHXr1qysLAcHB4qicnNzRSJRZGQkk8ncsmVLRkbG0qVLASg7npKS0tbWFhMTo66ufvDg\nwRUrVmRkZGhra3d3d1dXV584caK9vb1nM/uMjxs3jh7XVKRJS0ujNyKur6+3t7efPXs2fUtx\nhkd/5St0dnauWLFixIgR9Bluu3bt+vzzz5/fJIUgCIIgiNfU/3iO3dSpU62trTMzM/tcw9HS\n0kKfG6YQHh4+bdo0AGKx+MiRIyEhIYpeHW3evHkRERGdnZ1isfjUqVNhYWEODg52dnZ8Pv/M\nmTOtra3Kjjc1NVVVVUVGRlpaWpqZmcXExAC4cOECgOLi4tTU1J7n5NL6jL/11lt2PVRWVrq5\nudEjkfX19ba2topbtra2A5TTU2VlZXNz8/Lly83NzS0tLZcvX15VVXXr1q0X/nERBEEQBPGX\npvQRu+ePGtPV1VUcycVgMPh8fnR0dElJycyZM3vlnTRp0vHjx1tbW93d3SdMmKCmpmZsbEzf\nunPnjkQisbS07JWFw+G4uLgAqK6u7uzstLGxoePW1tZSqbS2tnbQoEFKjRsZGQUFBZmYmNBx\niUTS3d0tk8kAcLlcLpdLn+XVs879xRUuX75cWVmZmZlJX9bX11++fPnAgQNdXV1jx45dtGiR\noaHhi5Tz5MkTJpOpmNGoqanJYDBu3bo1atSoPtMTBEEQBPF6UXrH7vmjxoKCgoKCghSXQ4cO\nDQgI2LFjh4ODg5aWVs+UixcvNjQ0PH369OrVq1VVVS0sLDw8PGbMmAGgqakJgGK4rqOjIzAw\nUJExKipKS0uLyWSy2Ww6wmQyNTU1m5ubWSyWUuO2traK1nV1daWmpnI4nKlTp/7hFyiTybZv\n3x4aGkpP4Gtra2tvb2cwGDExMVKptKCgYOXKlZmZmS8yVc7Kykoqle7atcvX17ezs3PHjh1y\nufzRo0d/uG4EQRAEQfylKL1j5+zsHBsbO3AaLpdbXl6el4yESnoAACAASURBVJcnEAh6xlVV\nVQMCAgICApqbm6uqqs6fP5+RkVFTUxMWFmZgYACgsbHRyMgIgIaGRnJyMp2L/iCXyxWTzxSk\nUqmy4/QHuVxeVla2e/duAwODzZs397mO4QWVlZWpqKg4OzvTl2w2Oy8vT0dHh366iYlJaGho\nRUXF9OnTf7cofX392NjYrKys/fv3q6qqcrlcTU3NwYMH/+G6EQRBEATxl6L0jt2LoCgqKioq\nPj7e3d1dEbx9+/a2bdtWrVqlpqamo6Pj6urq6upaUlKSmZm5YMECQ0NDiqIuXbpEd+xUVFTo\nJRpSqbS5uRmAjo7O06dPxWLxoEGD6Pjjx4/19PRYLJZS4wBaW1vXr19///790NDQadOmPd//\neylHjhx59913e74rXV1dxSWbzTYwMHj48OELlmZvb5+bm9vS0sLhcKRSqVAo7FkaQRAEQRCv\ntb/KBsXjx493d3fPyspSrJbQ1tauqqqqqKjomUwqlaqqqlIUpa6u7uXlVVhY2NjY2DNBYWEh\nXcLIkSPV1dUVKwmuXbumoqIyZswYZcflcnlCQgKLxUpPT58+ffp/2aurrq6+c+dOz9G4ioqK\nxYsXK9a9dnZ2PnjwgO7d/q7W1taNGzfW1dVpa2szmcxz584NHjzYwsLiv6khQRAEQRB/Hf+D\nxRMATE1Nn0+5cOHCyMjItrY2+pLD4Xh5eaWlpd2+fdvCwoKiqJqaGqFQOHv2bLq3FBgYeOXK\nFYFAwOVyTU1NxWKxSCS6efPmyJEjAbBYLA8Pj7y8PF1dXQaDkZOTM336dHrRhlLjVVVVv/32\n29y5c69fv65omqGhIT2Y97JEIpGZmVnP+XPjx49vb29PSUnx9vZWU1MTCoUGBgb29vYDFFJa\nWtrd3e3p6amlpVVfX5+enh4SEtLe3r5t2zYul8tk/iVGbQmCIAiC+O/9DxZP9NpQV4HD4fB4\nvNTUVEWEx+MZGRmdPHny8OHDFEUNGzaMx+N5eHjQd1ks1saNGwsKCs6ePSsUCocPH25lZRUd\nHV1aWkovqggLC8vNzU1MTJTJZJMnTw4LC6MzKjV+48YNuVyekpLSs2kffvjhe++99wfe3sWL\nF52cnHpGWCxWQkLC9u3b161bp66ubmNjIxAIKIoaoJDy8vInT554enoCiI+Pz8rK+uyzz/T1\n9f39/efMmfMHakUQBEEQxF+Tcjt28fHxA9zNzc3tFXFzc3Nzc1NcUhTl6elJ90j6xGQyg4OD\ng4ODewZnzZqlyB4eHh4eHt4rl1Lj3t7e3t7e/VUYgKmpaVFR0QvGFVuc9DRq1Kg1a9a8ePk9\ntyDW19fvue8xQRAEQRBvkr/KHDuCIAiCIAjiv8To88gHggCwl7H3f12Fv5B85M9H34ca0w7j\n8FzM/dPqo2z9tTcHOWEIU8YTg+RBAOLiGDU1sLLCoEEoLoamJoYNw61biInBxYvo6sJbb0Fb\nG48f4/p1tLaipQVMJvz8sHEj3NzQ3o5p05CaCi4Xd+/i3j1MmYL2dty6BVdXuLggJgZDhqCy\nEs7O+PVXDB8OFRXU1mLmTIhEMDTEuHGoqIC7OzZtwuLFOH8eUil+/BEjRoDDgb4+xGJYW0NN\nDZcvg8XCjRtgszF5MmpqYGiIM2fQ0YGpU9HQgJYWvPUWrl0Dmw0GA6GhKClBYyPMzPDtt5g0\nCTo6uHEDBgYYOxZsNi5eBACZDG1tePoUs2bBxwdBQWhqwvjxePAAMhnu3cPw4ejowOjR0NJC\nXR3a2hAcjOJiqKvj8WN0deH6ddja4vhxREdjwwYsWYIffsAvv2DiRHR0YOhQNDbCyQknTmD6\ndDAY6OpCdzfq67FnD7y9oaODpiYYGqKiAmZmOP+V6bLsmmPHIJNh3Di0tIDNBpMJVVU0NMDU\nFEePYuJEWFvj74vYtlOffPAB7txBfj4mT8bQoTA0hEiEhgYYG0Muh6oqrlyBlRUuXcL776O7\nG0OH4qefcOYMRo/G6NFobISnJ376Cba2+P57mJvDxAQJCXB3h5ER7tzB+fOIi8Ply5DJcOUK\nhgyBqys2bEBSEh4/RnExbGxQVITHj/H++0j/Ap98ir17MW8e+Hzk5mL5It0v9jTNmyffy9h7\ndvE8x/SvAJzmz5uW/dWNxHk//4xZu79Sxq/3X5ziVfwx9B/vC/4voxjFszG7V3A/9vvC9w9X\n4M/0Uo1V2IItcsijENVfghSkSCCJRWzPp/wxZMSOIAiCIAjiDUE6dgRBEARBEG8I5S6eSEpK\nOnfuXK+gnZ0dPX+fx+MxmcyMjAzF6aUABAKBi4uLj48PfVleXn7kyJG6ujoNDQ1jY+PAwEBz\nc3NFYplMdujQoYsXL9bW1mpoaJiYmPj6+o4dO1apjSIIgiAIgvhrUvp2J5aWlqGhoT0jPXdl\na2ho2Ldv3/z5fU9dOnbsWE5OTkhIiJWVlVgsLisri4+PT05OHjNmDICOjo6EhIS6ujpvb28f\nH5+urq7Tp0/HxsbGxcU5OjoCkEqlO3fuFIlEEonEwcEhPDycPm5V2XGaRCIJDQ3Nzs5WnCf2\nsukVrl69Gh8fv3v3bvpWXV1dbm5udXU1RVGWlpY8Ho/eJO/Bgwd5eXk//vijmpqajY1NWFjY\n8wfIvkgagiD+H3v3HtbUkf8P/A0nITEQkIsgBFEuhlIMKNUoIt6g22K9UKRfUGjRLFBAVLpr\nC96+IqxUV1R4QKoLBbV1vwJuUQGtIguLFS9UEW0prQiKpCAKCCi5kMvvj9PNL8ut2pVa7bye\nPD7nfM7MZOYEcJ7JmRmCIIgX1Ih/FWtoaMj/T9rbJAgEgoKCgrt37w6at6ioaPHixfT6wwKB\nYM2aNXw+v6SkhL6am5vb2tqalpb2zjvvuLm5ubu7x8bGLliwICMjg96zNTs7+9y5c+Hh4WvW\nrKmurk5PT6czjnRcLpdfv3599+7dmv0hfll6Wm9v7549ezRzXPr6+hISElgsVkJCwurVqx88\neLB9+3YAUql048aNMpls8+bNH3zwQXNz88cff9yvqCdJQxAEQRDEi+s5P2M3a9YsV1fXvXv3\nDjo5t7OzU7PDGC0sLGz27NkAJBJJYWFhcHAwvRaxxvLly8PDw6VSqUQiKSkpCQ0NFQqFbm5u\nERER586d6+rqGuk4gKKiopSUFM1uY7SnTa+RkZFhZGSkOW1sbGxtbV21apWDg4NQKAwODv7h\nhx+kUml1dXVHR8dHH33k6OgoEAg++uijmpqaO3fuaBf1JGkIgiAIgnhxjXjHjt5STFtnZ6fm\nqo6OTkRERH19/dmzZwfmnTZt2qlTp3bu3Hn16lW6h2dnZ0c/Qnf37l2FQiEQCPpl4XK5np6e\n+vr6d+7ckUqlkydPpuOurq5KpbKhoWGk4wD8/Pyys7O3bNmiXbGnTU8rLy+vr69fuXKlJuLg\n4JCXl2dgYCCVShsbG8+fPz9x4kQ2m/348WMGg6F5WtHAwEBHR6dfp+1J0hAEQRAE8eJ6DluK\nLVu2bNmy/79Ay9ixYwMCAg4cOCAUCrWHpgCsXr2ax+NVVFTEx8czmUwnJydvb++5c+cCaG9v\nB6AZruvt7Q0MDNRkjIqKMjIyYjAY+vr6dITBYBgYGHR0dHA4nBGND3UfOjs7nyo9gHv37mVm\nZsbHx9N749J0dXXZbDaA+Pj42tpaAwODHTt2AHBxcVEqlZ999pm/v79UKj1w4IBarX748KF2\ngU+ShiAIgiCIF9eId+w8PDxiY2OHT+Pn51deXp6TkxMTE6MdZzKZAQEBAQEBHR0dNTU1ly5d\nSk9Pr6+vDw0NtbCwANDW1kY/scdms5OTk+lc9IFardbuD9GUSuVIx4dq49OmV6lUu3fvXrJk\nycSJE+vr6wcm2Lhxo0QiOXPmzPr16zMzM83NzWNjYzMyMo4ePcpkMv38/AwMDAwNDbWzPEka\ngiAIgiBeXL+JdewoioqKiiorK9N+zqypqWnz5s30N7AmJibz5s2Li4uLiIgoLi5WKBQ8Ho+i\nqKtXr9KJdXV16ZkZ9vb29DCYiYlJX1+fRCKhEyiVykePHpmZmY10fKg2Pm36EydOdHd3z5gx\nQywWt7W1Afjxxx87Ozvv3LlDt5rL5ZqbmwcFBclkMvq+TZ06NTs7++DBg7m5uf7+/o8fPzY1\nNe1X7JOkIQiCIAjiBfWb6NgBcHZ29vLyysjI0MyWMDY2rqmpqaqq0k6mVCqZTCZFUSwWa9Gi\nRfn5+XSnRyM/P58uwcbGhsViaXqKtbW1urq6tra2Ix0fqoFPm76lpUUsFkdHR0dGRtLzXj/8\n8MNDhw41Njbu2bNHM9TX29srl8sZDEZXV9fOnTubm5uNjY0ZDMbFixcNDQ2dnJy0y3ySNARB\nEARBvLhG/KtYevJEv6CDg8PAlCtXroyMjOzu7qZPuVzuokWLUlNTm5qanJycKIqqr6/Py8tb\nuHAh/Z1mYGDgjRs3YmJi6PVQJBJJZWXl7du3bWxsAHA4HG9v75ycHFNTUx0dnaysrDlz5hgb\nGwMY6fighqnPoCIjIyMjI+nj+vr6P/3pT4cPH+Zyud3d3ZmZmWlpaQsXLuzr6zty5IilpaWz\nszOLxRKLxWlpacHBwT09PZmZmX5+fgwGA0BpaalcLvfx8TEyMhoqDUEQBEEQL4HnMHmCoqiC\ngoKBKblcrkgkSklJ0UREIpG1tfXp06ePHz9OUZSlpaVIJPL29qavcjicnTt35ubmXrhwIS8v\nz8rKysXFJTo6urS0lJ5UERoamp2dvW3bNpVKNX369NDQn3YuH+n4UJ42/aAMDQ23bNmSk5Oz\nadMmFos1adKkVatWsVgsABs2bMjIyPjLX/5ibm7+P//zP4sXL6azlJeXP3782MfHZ5g0BEEQ\nBEG8BEa2Y7dhw4ZhrmZnZ/eLzJ8/f/78+ZpTiqJ8fHzoHsmgGAxGUFBQUFCQdnDBggWa7GFh\nYWFhYf1yjXSc5uDgcOLEif8m/VCX+Hz+oAsLm5ub03u19ZOYmPizaQiCIAiCeAn8Vp6xIwiC\nIAiCIP5LOoNu+UAQAA7qHHzeVSB+R0LUIQAMdAwmOD9esAAndzr7b/m2uRk8Hs6fh5ERFn9x\noPTdFVOnYvNmBATg1VeRmQlh7YqJ2w7o6MDICPfv49NPMWUKZDJYWSE4GIcPw94ePT3YvV2P\nAgUgEIHzDuXU1YHJRHEx7OzwxhuwssJWnxnh2Rf7+vD++/jjH5H3KXeyZ8+9e2j4gXG8WHH/\nrQN/xp+jNrffTnyXFfqZQoGCA0YHj3X97W+YPRvff4/x46FQ4OZNvPEGeDxUVWHCBNy/DxYL\n9+7h1i2YmOD//g877x9YZ7ZiyhQYlLz99qGCv/wFXV1wd8fZYwZMMPdgzy7BiunT8dZb2LkT\nCxbAwQFnz8LaGhIJTExw9y46OiAQ4OhRvPvuT++ro4N//hM3Tlt6v9fi5IS//x3ffIM33wSf\nD3t7jBuH8+dhaoq33kJ6OuRyeHqipQVvvom//Q29vXB1BYMBNhtbIsd88o/7jx/jyhVYW2P2\nbJw9i/v3ERKCv/8d7u7Q0cF334HLxbHVXq9vLzUxAYuF3FwUF8PcHNu2QSLBpEloaMCGDfj4\nY0yYgMZGSKWQy2FoCD4fpaWwtsa8ecjNhbExlErcvIn0dHz2GR4/xuXLiIlBejry8+HhgZgY\nfP896urw3XeYMgV//6v1Ox80z5+PEyfwhz9ARwczZuDGDRgbIyAAzXeodwKVVlbw90dMDAID\nMWcOjh2Duzt27MDKfx2Y9u2KL7+EqyuavQ9MqVnh4qJ+hn/fspEtguhnk32CTyIRuQIrZmJm\nOMKf1bv/+lZiZQ5ytCP0L+9L8F/GZmxKxF+GT/PrNJZ+l1+GjNgRBEEQBEG8JEb2GbukpKSL\nFy/2C7q5udGPeYlEIgaDkZ6ertnkCkBMTIynp+fSpUvp0/Ly8sLCwubmZjabbWdnFxgY6Ojo\nqEmsUqmOHTt25cqVhoYGNpttb2/v7+9P7zlGEARBEATxezPis2IFAkFIyH+MKHI4HM1xa2vr\nkSNH3nvvvUHznjx5MisrKzg42MXFRSKRlJWVbdiwITk5mV7+rbe3d+vWrc3Nzb6+vkuXLpXJ\nZBUVFbGxsXFxce7u7gCUSuXBgwcrKysVCoVQKAwLC2Mymb9CnKZQKEJCQvbt28flcjXB0tLS\n4uJisVjM5/MjIiJ4PB6A5ubm7Ozsuro6iqIEAoFIJKIXLj569OihQ4c0ebVnEz9VOdoePnyY\nk5NTXV2tVCpdXV0HTUMQBEEQxAtqxL+KNTQ05P8nehMwmkAgKCgouHv37qB5i4qKFi9eTC9T\nJxAI1qxZw+fzS0pK6Ku5ubmtra1paWnvvPOOm5ubu7t7bGzsggULMjIy6PV7s7Ozz507Fx4e\nvmbNmurq6vT0dDrjSMflcvn169d3797d09Oj3ZzS0tL9+/cvWLBg48aNABITE1UqVV9fX0JC\nAovFSkhIWL169YMHD+jliAGIxeKpU6fG/9v//u///rJytO3YsaOlpSUqKiomJqarq0t7wixB\nEARBEC+65/yM3axZs1xdXffu3TvoHI7Ozk7NRhS0sLCw2bNnA5BIJIWFhcHBwfSSdRrLly8P\nDw+XSqUSiaSkpCQ0NFQoFLq5uUVERJw7d66rq2uk4wCKiopSUlK0t0cDoFarjx49GhIS4u3t\n7eLisnbtWltb2wcPHjQ2Nra2tq5atcrBwUEoFAYHB//www9SqRSAWCyeMmWK279NmTLll5Wj\nIZfLa2trly9fPmPGjGnTpr377ruNjY0PHz58Np8lQRAEQRDP23PYecLU1FSz44KOjk5ERER0\ndPTZs2dff/31fnmnTZt26tSprq4uLy+vSZMm6enp2dnZ0Zfu3r2rUCgEAkG/LFwu19PTE0Bd\nXZ1UKp08eTIdd3V1VSqVDQ0No0aNGtH4lClT/Pz8/Pz86O0iNBVrbm4Wi8Xu7u5qtbq7u9vM\nzCw2NhaAmZlZXl4em82WSqUtLS3nz5+fOHEim80GIBaLr1279sUXX8hksldeeeWPf/wjj8f7\nBeVo6Onpvfrqq2fOnBkzZgxFUadOnZowYcLo0aOf6gMlCIIgCOI36znsPLFs2bJly5ZpTseO\nHRsQEHDgwAGhUGhkZKSdcvXq1Twer6KiIj4+nslkOjk5eXt7z507F0B7ezsAzXBdb29vYGCg\nJmNUVJSRkRGDwdDX16cjDAbDwMCgo6ODw+GMaHyo+9De3k5RVHl5eW5urkQiMTExCQ8Pnzlz\npq6uLt39io+Pr62tNTAw2LFjB4Du7u6enh4dHZ1169Yplcrc3NxNmzbt3bv3acvpJy4uLioq\n6quvvgLA4XA0Xx8TBEEQBPESGPGOnYeHBz2kNAw/P7/y8vKcnJyYmBjtOJPJDAgICAgI6Ojo\nqKmpuXTpUnp6en19fWhoqIWFBYC2tjb6iT02m52cnEznog/UajW9paw2pVI50vGh2tjd3a1U\nKuvq6tLS0gwMDE6ePJmcnJyamjpu3Dg6wcaNGyUSyZkzZ9avX5+Zmamvr5+Tk2NiYkK/i729\nfUhISFVVlY6OzlOVM2rUKE0dpFLppk2bXnvttaVLl+rq6p44cWLz5s07d+40MDAYqtoEQRAE\nQbxAfhPr2FEUFRUVVVZWpv1cWlNT0+bNm+ln7ExMTObNmxcXFxcREVFcXKxQKHg8HkVRV69e\npRPr6urSMzPs7e3pYTMTE5O+vj6JREInUCqVjx49MjMzG+n4UG2kByMjIyPNzc05HI6/v7+J\niUl1dfWdO3foVnC5XHNz86CgIJlMduPGDYqiTE1NNX1HfX19CwuLBw8ePG052nW4cuVKW1vb\n2rVrx48fP27cuKioKIlEcvny5V/8wREEQRAE8Zvym+jYAXB2dvby8srIyNDMljA2Nq6pqamq\nqtJOplQqmUwmRVEsFmvRokX5+fltbW3aCfLz8+kSbGxsWCyWpmdTW1urq6tra2s70vGhGsjj\n8XR0dB49eqRpiEwm09fXb2xs3LNnj2aor7e3Vy6XMxiMqqqq1atXa+bVSqXS+/fvW1tbP205\n2nVQKBRqtVozT0WtVtPTaYf9ZAiCIAiCeGE8h8kTABwcHAamXLlyZWRkZHd3N33K5XIXLVqU\nmpra1NTk5OREUVR9fX1eXt7ChQvpcazAwMAbN27ExMTQ66FIJJLKysrbt2/b2NgA4HA43t7e\nOTk59LhXVlbWnDlz6EkbIx0flJmZmYeHx+7du1esWKGvr3/8+HGKooRCoVqtzszMTEtLW7hw\nYV9f35EjRywtLZ2dnZVKZU9Pz65du3x9ffX09PLy8iwsLKZOnUpR1FOVA6C0tFQul/v4+Li5\nuXE4nJ07d9LrPxcVFalUKqFQ+Aw+ZoIgCIIgfgOew+QJ7YV2tXG5XJFIlJKSoomIRCJra+vT\np0/T3RdLS0uRSOTt7U1fpfsoubm5Fy5cyMvLs7KycnFxiY6OLi0tpSdVhIaGZmdnb9u2TaVS\nTZ8+PTQ0lM440vGhxMTEZGVlpaamymQyJyenpKQkeu3iLVu25OTkbNq0icViTZo0adWqVSwW\nC8DWrVs//fTT7du3s1isyZMnx8TEUBT1C8opLy9//Pixj48Pl8vdtm3boUOH6KXvHB0dt23b\nNkxnlCAIgiCIF8vIduw2bNgwzNXs7Ox+kfnz58+fP19zSlGUj4+Pj4/PUCUwGIygoKCgoCDt\n4IIFCzTZw8LCwsLC+uUa6TjNwcHhxIkT2hE9Pb2oqKiBKfl8/scffzwwPn78+ISEhIHxpy1H\nexViHo+3fv36QStMEARBEMSL7rfyjB1BEARBEATxXyIdO4IgCIIgiJcE6dgRQ6JADfP6El+e\nxunh0wz1+hf+9bNp2tFegIJfVv6zfd3CLfpgPdZrgv+H/xs+Vx7ynvwtnirxy/qif+pcZz6e\nOBGHDsFhybePHoHJBIeDqVPB5eIarn32GWbNQmQk7t/HhQswNEQTmm7dQnc3JBLY2sLLCxUV\nMDODqSnq62FggJYW9PQgbJXc/13J3/C3CzoX7t+HjQ36+rB0KSws0NqKmhpMwZTCQtTUICIC\nBgZgmvRMmwZTU4RGKPLzsUuwYtX/tl9MfN01+TMeD2w2otZ3vf023nwTHA7mzcOZM7h8GVZW\nuHIFxsb46iuUlGDUKJSWoq8PYjFmzsS6daBAjRoFoRD60O/uhkiEuDi89RZCYx79NbPzU3z6\nhz9ApUJpKWbPRkcHTp7EqFFgszF5MigK8+bB1RV37mDePHzxBXp7oVLB1RWenhg3vaW9HT/8\nAJEI0dGIjERHB2QydHbC0hL37iEsDB0dmDYNY8bAzAwXL2LmTIjFePgQM2fi2DF4Lr1fXY3M\nTKjVePgQYWGoq8OYMfB5E56eKC7G/v2ws0NXF7w/LuVw8N13OHcOhoZIS8PatSgshEqF7GwU\nFuL+fUilOHkSBga4fRv37+PePVRUYMIEqNWIjcWBA4iLw6efoqcHGRk4fx4JCejtRUkJQkNh\nZIQff0RZGdrbMW4cWlvx2V/HcvjNe/ZALkdZlsM//4nycpSU4NYt3Jzx2V/ufBbzZ6W7O/T1\nUVaGmBhwOMjPh6Mj9PQQHg4KVH4+zP/82eXLoEDRiwdcw7Vn9aMbhrAnSRaNaArUZ/gsEpG/\n4F1Skap9WoEK7dM92KN9uh/7R+5X9RAODfrL+7TlHMGRp0r/KT797ytfhCIKVDrSB72ahI9/\ntoRf1tihXtWopg+KUUyBStJJ0n6XX4Z07AiCIAiCIF4Sz2byRFJS0sWLF/sF3dzc4uPjAYhE\nIgaDkZ6erqenp7kaExPj6elJr7sBoLy8vLCwsLm5mc1m29nZBQYGOjo6ahKrVKpjx45duXKl\noaGBzWbb29v7+/u/8sorz6TyBEEQBEEQL4dnNitWIBCEhIRoRzgcjua4tbX1yJEj77333qB5\nT548mZWVFRwc7OLiIpFIysrKNmzYkJycTK/329vbu3Xr1ubmZl9f36VLl8pksoqKitjY2Li4\nOHd3dwBKpfLgwYOVlZUKhUIoFIaFhTGZzOcYf/jwYU5OTnV1tVKpdHV1FYlE9I4UR48ePXTo\nkKbVmmVf6PTXrl2Ty+WOjo4rVqyYMGECnaa0tLS4uFgsFvP5/IiICB6PN0w5AykUipCQkH37\n9tHrofxsnCAIgiCIF9oz69gZGhry+fyhrgoEgoKCgnnz5mm2NNVWVFS0ePFiPz8/TeKWlpaS\nkpLw8HAAubm5ra2taWlp9Op0ANzd3ffv35+RkSEUCimKys7OrqysjIyMZDAYn3zySXp6+gcf\nfADgecV37NihVCqjoqIoijp27FhiYmJqaioAsVg8derUhQsX0q3QbBe2a9eu7u7udevWsVis\ngoKCjRs3pqenGxsbl5aW7t+/Pzw83NzcPD8/PzExMSMjQ1dXd6hytMnl8rq6ui+//FKzd8Xw\ncYIgCIIgXgK/0jN2s2bNcnV13bt3r2Y/K22dnZ2ancRoYWFhs2fPBiCRSAoLC4ODgzW9Otry\n5cvDw8OlUqlEIikpKQkNDRUKhW5ubhEREefOnevq6npecblcXltbu3z58hkzZkybNu3dd99t\nbGx8+PAhALFYPGXKFLd/mzJlCoD29vaamprIyEiBQMDn89etWwfg8uXLarX66NGjISEh3t7e\nLi4ua9eutbW1ffDgwVDl9FNUVJSSktJvr9hh4gRBEARBvASe2YjdwK3DTE1NNbsa6OjoRERE\nREdHnz179vXXX++Xd9q0aadOnerq6vLy8po0aZKenp6dnR196e7duwqFQiAQ9MvC5XI9PT0B\n1NXVSaXSyZMn03FXV1elUtnQ0DBq1KjnEp8yZcqrr7565syZMWPGUBR16tSpCRMmjB49GoBY\nLL527doXX3whk8leeeWVP/7xjzweT6VSLVu2zN7eni5HoVDI5XKVStXc3CwWi93d3dVqdXd3\nt5mZWWxsLJ1m0HL63R8/Pz8/P7/6+vp+234MFScIEQEXawAAIABJREFUgiAI4iXwzDp2A7cO\nW7Zs2bJlyzSnY8eODQgIOHDggFAoNDIy0k65evVqHo9XUVERHx/PZDKdnJy8vb3nzp0LoL29\nHYBmuK63tzcwMFCTMSoqysjIiMFg6Ovr/9QeBsPAwKCjo4PD4TyXOIC4uLioqKivvvoKAIfD\nSU9PB9Dd3d3T06Ojo7Nu3TqlUpmbm7tp06a9e/eOGTNGc5dkMllKSgqXy501a9atW7coiiov\nL8/NzZVIJCYmJuHh4TNnzhyqHO0nGgmCIAiC+H16Zh07Dw8PzZDSUPz8/MrLy3NycmJiYrTj\nTCYzICAgICCgo6Ojpqbm0qVL6enp9fX1oaGhFhYWANra2qytrQGw2ezk5GQ6F32gVqsHPmSm\nVCqfV1wqlW7atOm1115bunSprq7uiRMnNm/evHPnTn19/ZycHBMTEzqXvb19SEhIVVXVnDlz\n6FaUlZV9/vnnFhYWe/bs4XK53d3dSqWyrq4uLS3NwMDg5MmTycnJqampVlZWw5RDEARBEMTv\n2a+6jh1FUVFRUWVlZdrPeDU1NW3evJl+xs7ExGTevHlxcXERERHFxcUKhYLH41EUdfXq1Z+q\nq6vL5/P5fL69vT09PGZiYtLX1yeRSOgESqXy0aNHZmZmzyt+5cqVtra2tWvXjh8/fty4cVFR\nURKJ5PLlyxRFmZqaavqC+vr6FhYW9DNzXV1dGzduPHz4cEhISFJSEj2cSf8bGRlpbm7O4XD8\n/f1NTEyqq6uHKYcgCIIgiN+5X3uBYmdnZy8vr4yMDM1sCWNj45qamqqqKu1kSqWSyWRSFMVi\nsRYtWpSfn9/W1qadID8/ny7BxsaGxWJpeoq1tbW6urq2trbPK65QKNRqtWaOiFqtVqlUfX19\nVVVVq1ev1sxFlUql9+/ft7a2VqvVW7du5XA4aWlpc+bM0fTYeDyejo7Oo0ePNDdEJpPp6+sP\nVc5/9akQBEEQBPFSGMHJEwAcHBwGply5cmVkZGR3dzd9yuVyFy1alJqa2tTU5OTkRFFUfX19\nXl7ewoUL6V5OYGDgjRs3YmJi/Pz8HBwcJBJJZWXl7du3bWxsAHA4HG9v75ycHHocKysra86c\nOfSkjecSd3Nz43A4O3fupNdeLioqUqlUQqGQxWL19PTs2rXL19dXT08vLy/PwsJi6tSp169f\nv3Xr1pIlS27evKm5RTwez8zMzMPDY/fu3StWrNDX1z9+/DhFUfTyLoOWA6C0tFQul/v4+Dyr\nz5QgCIIgiBfLCE6eGGrhXC6XKxKJUlJSNBGRSGRtbX369Gm6+2JpaSkSiby9vemrdD8pNzf3\nwoULeXl5VlZWLi4u0dHRpaWl9KSK0NDQ7Ozsbdu2qVSq6dOnh4aG0hmfS5zL5W7btu3QoUOJ\niYkqlcrR0XHbtm10R3Dr1q2ffvrp9u3bWSzW5MmTY2JiKIpqbGxUq9W7du3SvkXvv//+W2+9\nFRMTk5WVlZqaKpPJnJyckpKS6PWEBy0HQHl5+ePHj0nHjiAIgiB+t55Nx27Dhg3DXM3Ozu4X\nmT9//vz58zWnFEX5+PgM0yNhMBhBQUFBQUHawQULFmiyh4WFhYWF9cv1vOI8Hm/9+vUDWzF+\n/PiEhIR+QV9fX19f34GJAejp6UVFRT1hOQASExP7RRwcHE6cODEw5VBxgiAIgiBeaL/2M3YE\nQRAEQRDECNEZdCsIggCQpZP1vKvwe7Qf+9/H+/2C2cgWQfRc6vOrCVWHAnhN5zUAMYeuyt7L\n3IM9x36oPXwYajWyEqwc4Tjmf8okEnxX5PBGVP2SJSgogNsnmf8KDrvyudOSuO8WL4ZYjJoa\ntLRg9mzo6aGuDv/4B8LCcG3tSl3ozsAMAJUrw+ztUV2N+n+4rs2uaWnBjRvwOpI5Oj/M2hpv\n+8JjFtr/MTfiSLmeHrhcSCS4tzjzSkRYSAi+cc98uDPsww8xGqM3/PWhQgE/P+TmgqLAYMA0\nLvO1q2Hnz2PUKNjZ4exZ5Odj61Y0NcHKCsnvuazGagC9qWGctZldyWHHj6OlFXGxUIdmfjg6\nbOfDTADfrA176y08fIiu/8lsTQyrrMSoUfDzw8OHeOMNVFXB0hKGhigsxNixkEpx4gTK/6lr\nOkY1YwZsbeHkhK++gq4u2j57Y5Tv6alT8fHHWLUK776L9nYcPozZszFlCr7+GiIRcnPR14fb\ntyGRYNQoWFujoABTp2LGDOjrY8YMfP457t/H55/Dzg5LlkAuh7MzCgvB5cLLC198gZ4e9PZi\nxgzY26OpCRMm4Phx2NrCygpnz6KvD4sW4ZtvMGUKOjsxaRKOHsX33+Ptt2Fvj5QUyOW4fx8T\nJsDfH2lpmDsX2zZy/lXVW1yMe/dgZgY+Hx99hOhoWFjgnXfw9dfQ18e6dUhJwb/+he++A4+H\nUaNw/z5MTWFjgz8Gs16dIps+HTNngs3G6dOYNAkGH2ReEIWdLIbv23htX2aSbVhDg5r8fXuG\n6F/e38kt/XUaS7/LL0NG7AiCIAiCIF4SpGNHEARBEATxkng2kyeSkpIuXrzYL+jm5hYfHw9A\nJBIxGIz09HQ9PT3N1ZiYGE9PT3pNEADl5eWFhYXNzc1sNtvOzi4wMNDR0VGTWKVSHTt27MqV\nKw0NDWw2297e3t/f/5VXXnkmlScIgiAIgng5PLPlTgQCQUhIiHZEe/fS1tbWI0eOvPfee4Pm\nPXnyZFZWVnBwsIuLi0QiKSsr27BhQ3Jysq2tLYDe3t6tW7c2Nzf7+vouXbpUJpNVVFTExsbG\nxcW5u7sDUCqVBw8erKysVCgUQqEwLCyMyWQ+x3hzc3N2dnZdXR1FUQKBQCQSmZmZAXj48GFO\nTk51dbVSqXR1ddXENb799tsNGzZ8/vnn9LImdPpr167J5XJHR8cVK1ZMmDChsrJy+/bt/W6g\nl5fX2rVrB95YhUIREhKyb98+ukBaaWlpcXGxWCzm8/kRERE8Hu/JPmGCIAiCIH7rnlnHztDQ\nkM/nD3VVIBAUFBTMmzdv3LhxA68WFRUtXrzYz89Pk7ilpaWkpCQ8PBxAbm5ua2trWloavWod\nAHd39/3792dkZNAL9mZnZ1dWVkZGRjIYjE8++SQ9Pf2DDz4A8FzifX19CQkJ9vb2CQkJHR0d\nR48e3b59O72t7Y4dO5RKZVRUFEVRx44dS0xMTE1N1dyE3t7ePXv2aM9l2bVrV3d397p161gs\nVkFBwcaNG9PT01999VV6HJQml8tTU1OFQmG/WyqXy+vq6r788kvNHhW00tLS/fv3h4eHm5ub\n5+fnJyYmZmRk6OqSb+QJgiAI4mXwK/2PPmvWLFdX17179w46Cbezs1OzwxgtLCxs9uzZACQS\nSWFhYXBwsKZXR1u+fHl4eLhUKpVIJCUlJaGhoUKh0M3NLSIi4ty5c11dXc8r3tjY2NraumrV\nKgcHB6FQGBwc/MMPP0ilUrlcXltbu3z58hkzZkybNu3dd99tbGx8+PChpkUZGRn0/rC09vb2\nmpqayMhIgUDA5/PXrVsH4PLly6NHj3bTUl1dPX/+fHrkUltRUVFKSor2nrwA1Gr10aNHQ0JC\nvL29XVxc1q5da2trS/aZJQiCIIiXxghuKWZqakrvuABAR0cnIiIiOjr67Nmzr7/+er+806ZN\nO3XqVFdXl5eX16RJk/T09Ozs7OhLd+/eVSgUAoGgXxYul+vp6Qmgrq5OKpVOnjyZjru6uiqV\nyoaGhlGjRj2XuKura15eHpvNlkqlLS0t58+fnzhxIpvNBvDqq6+eOXNmzJgxFEWdOnVqwoQJ\no0ePprOXl5fX19dHR0drlnpWqVTLli2zt7enTxUKhVwuV6lU2jfh2rVr1dXVe/fuHfhx+Pn5\n+fn51dfXa28H0tzcLBaL3d3d1Wp1d3e3mZlZbGzswLwEQRAEQbygRnBLsWXLli1btkxzOnbs\n2ICAgAMHDgiFQu2hKQCrV6/m8XgVFRXx8fFMJtPJycnb23vu3LkA2tvbAWiG63p7ewMDAzUZ\no6KijIyMGAyGvr7+T+1hMAwMDDo6OjgcznOJ6+rq0t24+Pj42tpaAwODHTt20Gni4uKioqK+\n+uorABwOJz09nY7fu3cvMzMzPj6e3huXNmbMGM3dk8lkKSkpXC531qxZmgQqlerTTz8NCQmh\nH+x7Eu3t7RRFlZeX5+bmSiQSExOT8PDwmTNnPmF2giAIgiB+455Zx87Dw+Nnh3/8/PzKy8tz\ncnJiYmK040wmMyAgICAgoKOjo6am5tKlS+np6fX19aGhoRYWFgDa2tqsra0BsNls+nk1APSB\nWq3W7g/RlErl84prjjdu3CiRSM6cObN+/frMzEwdHZ1Nmza99tprS5cu1dXVPXHixObNm3fu\n3MnhcHbv3r1kyZKJEyf2G/KkW1dWVvb5559bWFjs2bNHew5EWVmZrq6uh4cHnlh3d7dSqayr\nq0tLSzMwMDh58mRycnJqauqgDz4SBEEQBPHC+VWfmqcoKioqqqysTPvZr6amps2bN9PP2JmY\nmMybNy8uLi4iIqK4uFihUPB4PIqirl69+lN1dXX5fD6fz7e3t+/o6KCz9PX1SSQSOoFSqXz0\n6JGZmdnzit+5c4euLZfLNTc3DwoKkslkN27cuHLlSltb29q1a8ePHz9u3LioqCiJRHL58uUT\nJ050d3fPmDFDLBa3tbUB+PHHHzs7OwF0dXVt3Ljx8OHDISEhSUlJ/YY5CwsL33zzzae6/3QJ\nkZGR5ubmHA7H39/fxMSkurr6qQohCIIgCOI369eeDuns7Ozl5ZWRkaGZLWFsbFxTU1NVVaWd\nTKlUMplMiqJYLNaiRYvy8/PpTo9Gfn4+XYKNjQ2LxdL0FGtra3V1dW1tbZ9XvLGxcc+ePZqh\nu97eXrlczmAwFAqFWq3WzB1Rq9Uqlaqvr6+lpUUsFkdHR0dGRtLrmHz44YeHDh1Sq9Vbt27l\ncDhpaWlz5szpNzpYV1d39+7dOXPmPNXN5/F4Ojo6jx490txkmUym+TaZIAiCIIgX3QhOngDg\n4OAwMOXKlSsjIyO7u7vpUy6Xu2jRotTU1KamJicnJ4qi6uvr8/LyFi5cSPdmAgMDb9y4ERMT\n4+fn5+DgIJFIKisrb9++bWNjA4DD4Xh7e+fk5Jiamuro6GRlZc2ZM4eetPFc4m5ubpmZmWlp\naQsXLuzr6zty5IilpaWzs7NcLudwODt37qTXZC4qKlKpVEKh8I033oiMjKRvBT3X4fDhw1wu\nt6am5tatW0uWLLl586bm1vF4PHrpu8rKSj6fr71SIIDS0lK5XO7j4zPUZ2RmZubh4bF79+4V\nK1bo6+sfP36coqiBS6UQBEEQBPGCGsHJExRFFRQUDEzJ5XJFIlFKSoomIhKJrK2tT58+TXc1\nLC0tRSKRt7c3fZXuD+Xm5l64cCEvL8/KysrFxSU6Orq0tJSeVBEaGpqdnb1t2zaVSjV9+vTQ\n0J+2zn0ucUNDwy1btuTk5GzatInFYk2aNGnVqlUsFovFYm3btu3QoUOJiYkqlcrR0XHbtm2a\nWcMDNTY2qtXqXbt2aQfff//9t956C8CVK1cGTnooLy9//PjxMB07ADExMVlZWampqTKZzMnJ\nKSkpSfu5PYIgCIIgXmjPpmOnWaRjUNnZ2f0i8+fPnz9/vuaUoigfH59heiQMBiMoKCgoKEg7\nuGDBAk32sLCwsLCwfrmeV5zP53/88ccDW8Hj8davXz94CwEADg4OJ06coI99fX19fX2HSjno\nEieJiYnDFEjT09OLiooapg4EQRAEQby4yJYDBEEQBEEQL4ln9lUs8fJ5gAeWsNSOfI/vHeH4\nhNmv47oLXDSnNajRha4A/deaftF9ja+nYurA+HEcX4IlP5v9Mi7rQGcapmki0YgemOx9vK9J\nL8QvfCzya3wthXQWZv180udHDnmr2Td5ebiPrC5e7ZYtGDMGP/6IH/FjEpJy7pVZWICtZl+5\nAjMznD2L6WA6OuIG9Pr68Je/YPZs9PaiqwsHD+KDD0BRGD8eDx+iGc0yyDzh2YjGpiYYGkKt\nxvfsGrEYnZ0YPx5MMG/exJ07UKlhYICTuGSSh2nTUFODt97CFVzp7ERBAV4Fs70dr76K72q7\n0tIQEoJvvgGATZvwpz9hM6K2nMSiRdizB2PGwMIC48dDrUZeHiIicM/i+tF7R0/j9Op6cFA/\n3Q5eXrh5EzduoAo5ajWa0HQBF0TToVTCyAixSHq3Dy0tcHODri56elBRgRs3YG0NDw9cugRz\nczx8CGdn/POfKn19sNlwcsL48bh9GwwGRq8+rVLh8WO8+SasrHDjBh48QH4+9PQglYLNxoIF\naGhAVRVefx0SCcrKMHkyFi9GfT3q69HdDWdnSCS4fRszZsDVFXfvgstFQwNu3MDGjaishKUl\n6uvh7Q1jY5SWwskJ166hrg43b8LfH8uW4dtv0dQEOzv09aGvD3l5MDKCuzusrNDVhW+/xZo1\n6OhAUxNu3sTEibC1hTGv98oV8HhwcgJFQa3G1KlobERfHy5eBJOJ+nosXQobG8ydCx4PZ87A\n1hb37sHQEHPm4Nxl2eXLsLeHlRXq6/HRR7h3D2k4sz4aFy/i7bfRso+5ejUAMMEE8CN+tILV\nL/hBvYqrbnB72lxVqNL+ZX8mzuO8B55i3atylM/F3F/2XkUoWoiFAFKQEoOYflfpWzqoGtS4\nwvVJ3uIrfDULsy7h0nRM/2WVfBL/wr/m4GdmH57AicVYPNTVa7g2DdOeVT3P4qw3vP/7cmhk\nxI4gCIIgCOIl8WxG7JKSki5evNgv6ObmRm9XLxKJGAxGenq6np6e5mpMTIynpyc9RRRAeXl5\nYWFhc3Mzm822s7MLDAx0dPz/I0MqlerYsWNXrlxpaGhgs9n29vb+/v6vvPLKM6k8QRAEQRDE\ny+GZfRUrEAhCQkK0I9qLcbS2th45cuS9994bNO/JkyezsrKCg4NdXFwkEklZWdmGDRuSk5Nt\nbW0B9Pb2bt26tbm52dfXd+nSpTKZrKKiIjY2Ni4uzt3dHYBSqTx48GBlZaVCoRAKhWFhYfQu\nWyMdpykUipCQkH379g2cXvrtt99u2LDh888/py81NzdnZ2fX1dVRFCUQCEQiEb12ydGjRw8d\nOqTJNXA2cb9yAJSWlhYXF4vFYj6fHxERwePxBr2xA+s2fFsIgiAIgnihPbOOnaGhIZ/PH+qq\nQCAoKCiYN2/eoLtXFRUVLV682M/PT5O4paWlpKQkPDwcQG5ubmtra1pammbHWHd39/3792dk\nZAiFQoqisrOzKysrIyMjGQzGJ598kp6e/sEHHwAY6bhcLq+rq/vyyy97enoGNqq3t3fPnj2a\nFYn7+voSEhLs7e0TEhI6OjqOHj26fft2elc0sVg8derUhQsX0in7rUXcrxwApaWl+/fvDw8P\nNzc3z8/PT0xMzMjI0NX9j2/Vh6rbUG0hCIIgCOIl8Cs9Yzdr1ixXV9e9e/dqd1A0Ojs7NRtR\n0MLCwmbPng1AIpEUFhYGBwdrenW05cuXh4eHS6VSiURSUlISGhoqFArd3NwiIiLOnTvX1dU1\n0nEARUVFKSkp2tujacvIyNDeBKyxsbG1tXXVqlUODg5CoTA4OPiHH36QSqUAxGLxlClT3P5t\nypQpw5SjVquPHj0aEhLi7e3t4uKydu1aW1vbBw8e9Hv3Qes2TFsIgiAIgngJPLOOHb3zhDZ6\nw1Oajo5OREREfX392bNnB+adNm3aqVOndu7cefXqVbqHZ2dnRz9Cd/fuXYVCIRD0n0rJ5XI9\nPT319fXv3LkjlUonT55Mx11dXZVKZUNDw0jHAfj5+WVnZ2/ZsmVgi8rLy+vr61euXKmJODg4\n5OXlGRgYSKXSxsbG8+fPT5w4kc1mAxCLxdeuXVu5cuXy5csTEhLEYvEw5TQ3N4vFYnd3d7Va\n3dXVZWZmFhsba25u3q8Cg9ZtmLYQBEEQBPESGMGdJ5YtW7Zs2TLN6dixYwMCAg4cOCAUCvvt\nZ7969Woej1dRUREfH89kMp2cnLy9vefOnQugvb0dgGa4rre3NzAwUJMxKirKyMiIwWBoNjxl\nMBgGBgYdHR0cDmdE48Pcinv37mVmZsbHx2t/qaqrq0t34+Lj42traw0MDHbs2AGgu7u7p6dH\nR0dn3bp1SqUyNzd306ZNe/fu5XA4g5bT3t5OUVR5eXlubq5EIjExMQkPDx+4C8WgOjs7n7Yt\nBEEQBEG8QJ5Zx87DwyM2Nnb4NH5+fuXl5Tk5OTEx/7H+DZPJDAgICAgI6OjoqKmpuXTpUnp6\nen19fWhoqIWFBYC2tjZra2sAbDabfi4NAH2gVqv7PZQGQKlUjnR8qDaqVKrdu3cvWbJk4sSJ\nAzfPBbBx40aJRHLmzJn169dnZmbq6+vn5OSYmJjQ72Jvbx8SElJVVeXp6TloOd3d3Uqlsq6u\nLi0tzcDA4OTJk8nJyampqYM+vNjP07aFIAiCIIgXy6+6jh1FUVFRUWVlZdrPfjU1NW3evJn+\nBtbExGTevHlxcXERERHFxcUKhYLH41EUdfXq1Z+qq6vL5/P5fL69vT091GRiYtLX1yeRSOgE\nSqXy0aNHZmZmIx0fqo0nTpzo7u6eMWOGWCxua2sD8OOPP3Z2dt65c4duBZfLNTc3DwoKkslk\nN27coCjK1NRU09/S19e3sLB48ODBUOXQg52RkZHm5uYcDsff39/ExKS6uvpJ7v/TtoUgCIIg\niBfLr71AsbOzs5eXV0ZGhma2hLGxcU1NTVVVlXYypVLJZDIpimKxWIsWLcrPz6c7Nxr5+fl0\nCTY2NiwWS9NTrK2t1dXVtbW1Hen4UA1saWkRi8XR0dGRkZHbt28H8OGHHx46dKixsXHPnj2a\n4bHe3l65XM5gMKqqqlavXq2ZuyqVSu/fv29tbT1UOTweT0dH59GjR5obJZPJNN+uDu9p20IQ\nBEEQxIvlmX0VS0+e6Bd0cHAYmHLlypWRkZHd3d30KZfLXbRoUWpqalNTk5OTE0VR9fX1eXl5\nCxcupMexAgMDb9y4ERMT4+fn5+DgIJFIKisrb9++bWNjA4DD4Xh7e+fk5NDjXllZWXPmzDE2\nNgYw0vFBRUZGRkZG0sf19fV/+tOfDh8+zOVyu7u7MzMz09LSFi5c2NfXd+TIEUtLS2dnZ6VS\n2dPTs2vXLl9fXz09vby8PAsLi6lTp06fPn3QcgB4eHjs3r17xYoV+vr6x48fpyhKKBQCKC0t\nlcvlPj4+Q9VtmHtFEARBEMRLYAQnTwxcaJfG5XJFIlFKSoomIhKJrK2tT58+TXdTLC0tRSKR\nt/dP+6ZxOJydO3fm5uZeuHAhLy/PysrKxcUlOjq6tLSUnlQRGhqanZ29bds2lUo1ffr00NBQ\nOuNIx5+KoaHhli1bcnJyNm3axGKxJk2atGrVKhaLBWDr1q2ffvrp9u3bWSzW5MmTY2JiKIoa\npqiYmJisrKzU1FSZTObk5JSUlER3+MrLyx8/fjxMx+5ZtYUgCIIgiN+mZ9Ox27BhwzBXs7Oz\n+0Xmz58/f/58zSlFUT4+PsP0SBgMRlBQUFBQkHZwwYIFmuxhYWFhYWH9co10nObg4HDixIkn\nucTn8z/++OOBycaPH5+QkDBoCYOWo6enFxUVNTBZYmLiz9Zt+LYQBEEQBPFC+7WfsSMIgiAI\ngiBGCOnYEQRBEARBvCRIx44Ykg1smGDSr9u4zQRzEiY1olETZIJ5C7e0T7Vfr+E17dOpmOoG\nt6ES16FO+/Rf+NdQKYfJ9Wxftaj92TTf4Tt3uGuOtS85wGGYjDdwgz7wgMdMzPwW3z5hrTzg\noX16Dde0T7/G19qnNajRHF/ERRZY93FfE7+CK9qJr+P6f3nH+hWoeZ3F2SfJTv/UPcKjcePg\n5oZbZpccHWFhAT09WFjA1BRMMC0tMW4c1M7f2NmBy8XkyRBDzOHgOq6rVDA0BJcLFgt2drC3\nh0wGAGPGwMAAJShpRjMTTD74NjYwNsaECTAeDTMzMBgYPx6f4/PRo8FkYsYMsFiwgIWdHUaP\nBp8PisIRHDEwgIkJEpBgbg4rK4ziqC0swOVCTw9cLl5/HRYWmPeHvlGj0N0NgQAqFQwMYG8P\nXV1MnAg2G6p7YySQADA2xt9xuKsLVlZQKGBlhUpUPn6MIzpHqk3PUhQYDPT2ok2/UVcX7u6w\nt4eJCYyNwWDAygpMJtra4OwMMzOMGQM9PejpQSCArS10dMDhoLsbxsYYOxZjx8LYGAoF6Kd2\ne3owahQYDOjpQVcX5uZobYWZGdrbYWAAisL9++juhr4+dHRgYgI+H48ewdgYjx6hvf2ne9vU\nhDFjcO8eRo3Co0fg8dDVBbkcjx6hsxN9fZBKYWODujr09KCzE21tkEjQ0oLGRgAwMoKBARoa\ncOcOjI3x+DFaWnDzJnR0oKODtjawWLh7F7dvQ6HADz/g3j1wOGhrwzffoLwc16+jsRH37uHM\nGVRU4Ouv8fAh2tshk6G6GocP4+RJNDXh6FEcPIjmZhw/jlu3UGGe//e/w7LW64svwASTvhv0\nT914jGeCSf9sPNVrOqYPDGr/xg36YoP9X/6WDXydwknN8QVcGD5xJSpfx+sD45/i0yd5r7fx\nNn3wIT4c+MvbhjZNpN/fz6mY2u8vpPZL+w/gPMxjgjkLs4a6pfQfvYH/R5zAiZ+tfxWq6ANv\neP9s4qVYOmicbuxMzKxFraaemlcxivtFLuHSMO9Cf2Q+8Bn0XX4Z0rEjCIIgCIJ4STybyRNJ\nSUkXL17sF3Rzc4uPjwcgEokYDEZ6erqenp7makxMjKen59KlS+nT8vLywsLC5uZmNpttZ2cX\nGBjo6OioSaxSqY4dO3blypWGhgY2m21vb+/v709vJksQBEEQBEHQntlyJwKBICQkRDvC4XA0\nx62trUeOHHnvvfcGzXvy5MmsrKzg4GAXFxeJRFJWVrZhw4bk5GR67dze3t6tW7c2Nzf7+vou\nXbpUJpNVVFTExsbGxcW5u7sDUCqVBw8erKxVU5+zAAAgAElEQVSsVCgUQqEwLCyMyWT+CnGa\nQqEICQnZt28fveYIrbS0tLi4WCwW8/n8iIgIHo8HoLm5OTs7u66ujqIogUAgEonoXR8ePnyY\nk5Nz7do1uVzu6Oi4YsWKCRMmDBMfvj7aBq3bMHGCIAiCIF5oz+yrWENDQ/5/ond3pQkEgoKC\ngrt37w6at6ioaPHixfT6wwKBYM2aNXw+v6SkhL6am5vb2tqalpb2zjvvuLm5ubu7x8bGLliw\nICMjg97IITs7+9y5c+Hh4WvWrKmurk5PT6czjnRcLpdfv3599+7dmn0jaKWlpfv371+wYMHG\njRsBJCYmqlSqvr6+hIQEFouVkJCwevXqBw8e0PtJANi1a9ft27fXrVu3devWUaNGbdy4sbOz\nc5j4UPXRNlTdhooTBEEQBPES+JWesZs1a5arq+vevXvVavXAq52dnZodxmhhYWGzZ88GIJFI\nCgsLg4OD6bWINZYvXx4eHi6VSiUSSUlJSWhoqFAodHNzi4iIOHfuXFdX10jHARQVFaWkpGjv\newtArVYfPXo0JCTE29vbxcVl7dq1tra2Dx48aGxsbG1tXbVqlYODg1AoDA4O/uGHH6RSaXt7\ne01NTWRkpEAg4PP569atA3D58uWh4sPUR9ugdRsmThAEQRDES2AEtxQzNTXVbFelo6MTERER\nHR199uzZ119/vV/eadOmnTp1qqury8vLa9KkSXp6enZ2dvSlu3fvKhQKgUDQLwuXy/X09ARQ\nV1cnlUonT55Mx11dXZVKZUNDw6hRo0Y0PmXKFD8/Pz8/P3q/L03FmpubxWKxu7u7Wq3u7u42\nMzOLjY0FYGZmlpeXx2azpVJpS0vL+fPnJ06cyGaze3p6li1bZm9vT2dXKBRyuVylUqlUqkHj\nd+7cGao+2vdn0LoNEycIgiAI4iUwgluKLVu2bNmyZZrTsWPHBgQEHDhwQCgUGhkZaadcvXo1\nj8erqKiIj49nMplOTk7e3t5z584F0N7eDkAzXNfb2xsYGKjJGBUVZWRkxGAw9PX1f2oPg2Fg\nYNDR0cHhcEY0PtR9aG9vpyiqvLw8NzdXIpGYmJiEh4fPnDlTV1eXzWYDiI+Pr62tNTAw2LFj\nB4AxY8Zo7pJMJktJSeFyubNmzeJyuYPGv/nmm6eqD0EQBEEQvx/PrGPn4eFBD00Nw8/Pr7y8\nPCcnJyYmRjvOZDIDAgICAgI6OjpqamouXbqUnp5eX18fGhpqYWEBoK2tjX5ij81mJycn07no\nA7VaraOj0++NlErlSMeHamN3d7dSqayrq0tLSzMwMDh58mRycnJqauq4cePoBBs3bpRIJGfO\nnFm/fn1mZuaoUaPoVpSVlX3++ecWFhZ79uzRzGkYGH/a+hAEQRAE8fvxq65jR1FUVFRUWVmZ\n9jNeTU1Nmzdvpp+xMzExmTdvXlxcXERERHFxsUKh4PF4FEVdvXr1p+rq6tIzM+zt7elhKhMT\nk76+PolEQidQKpWPHj0yMzMb6fhQbaQHIyMjI83NzTkcjr+/v4mJSXV19Z07d+hWcLlcc3Pz\noKAgmUxG34eurq6NGzcePnw4JCQkKSlJM5w5aPxp60MQBEEQxO/Hr71AsbOzs5eXV0ZGhma2\nhLGxcU1NTVVVlXYypVLJZDIpimKxWIsWLcrPz29ra9NOkJ+fT5dgY2PDYrE0PcXa2lpdXV1b\nW9uRjg/VQB6Pp6Oj8+jRI01DZDKZvr5+Y2Pjnj17NENrvb29crmcwWCo1eqtW7dyOJy0tLQ5\nc+ZoRuOGij9tfQiCIAiC+P0YwckTABwcHAamXLlyZWRkZHd3N33K5XIXLVqUmpra1NTk5ORE\nUVR9fX1eXt7ChQvp3kxgYOCNGzdiYmLo9VAkEkllZeXt27dtbGwAcDgcb2/vnJwcU1NTHR2d\nrKysOXPm0JM2Rjo+KDMzMw8Pj927d69YsUJfX//48eMURQmFQrVanZmZmZaWtnDhwr6+viNH\njlhaWjo7O1+/fv3WrVtLliy5efOmphAejycWiweNm5mZDVWf0tJSuVzu4+Pzyz5BgiAIgiBe\ndCM4eYKiqIKCgoEpuVyuSCRKSUnRREQikbW19enTp+lukKWlpUgk8vb2pq9yOJydO3fm5uZe\nuHAhLy/PysrKxcUlOjq6tLSUnlQRGhqanZ29bds2lUo1ffr00NBQOuNIx4cSExOTlZWVmpoq\nk8mcnJySkpLoZ+a2bNmSk5OzadMmFos1adKkVatWsVisxsZGtVq9a9cu7RLef//9vr6+QeNv\nvfXWUPUpLy9//Pgx6dgRBEEQxO/Ws+nYbdiwYZir2dnZ/SLz58+fP3++5pSiKB8fn2F6JAwG\nIygoKCgoSDu4YMECTfawsLCwsLB+uUY6TnNwcDhx4oR2RE9PLyoqamBKPp//8ccf9wv6+vr6\n+voOWvJQ8aHqk5iY+LN1Gz5OEARBEMQL7dd+xo4gCIIgCIIYIc/sq1ji5dOD/7/t2FiMpU8t\nYakd54GnffqLTcAE7XKmY/qTFNsv17NlB7ufLdwWtpo02scAruGaPeyHyjgRE7UT28P+lzXk\nFbyinXESJmmfOsJRczoZkzXvS8ed4aydmA/+f3kz+xWoMQuznrxkGWTSaqcG5+/+8mBfxD8j\nbt2Chwfu38fy9tU96KnOdTyi/p4Hq+LmHydNQl0dvGCqbw4f+HR2nqysxIQJ2L4d77yDY/lM\nW9s+BgOMA6H3Psrah33494+0ri6MjdEcH8rA6S++uPvWW7Cygj/8H/WefeMN/GPt7BOo2Ie4\nS+0RS5eiqgo+PtiO7X8+ErFjBz7CR+BEfPsNdvfui6uPkMmwaBF274aODn78EdZnRKzF2bNm\nISIC33yDL75ASwtYLHz7LTZvBgt6y7FcDrm+/sWN2MTjRYwejZIS3L0LBhhWCqs/489oh4ND\nxO3bUKux5PHyMWP+bmCA8nL84Q8wM8OPP6KsDGPGwMkJx45h1ixQFKZNw2K5//XvjxYW4s9/\nhpcX5syBSoWKCowaBQMDPHyI9nZMmYJ79zCtZXHd9yc4HJib47vv4O0NIyM0NcHREQoFdu3C\n7NkIDcX582AwoKeHBQtw7RquX8eiRTh4EGZm0NPDlSvw8cHMmcjPR20t3nsPHR3w8IBUihUr\nsHsXxo9HSAgsLaFQICkJGRlob8fEiSgpQU0N5s6FjQ0mTMDhw2hrw/TpmDgRx47B78y+Od9F\nFMV4H9vWsv7zbwUCXLqEwxucJwV8+4c/IDcXa9bA3BxMJj77DEFB+Otf8e23aGvD2rU4exa8\nxH3vF0QASEjA2LGIjsaBA3BzQ2cntrbtu82IeAfvXNMp7UFPYyPwn3/fzGCmfXoe5z3g8Qt+\nBbR/4wbV7xf/mdiEzZoyp2DK8OW7wW3QBEEI+u8rZghDTSED/372+wupbZg/gANvKf1Hb+D/\nEX/AH362CQIIntX970HPoP9HeMGrX9AVrsO86c9+ZL8AGbEjCIIgCIJ4SZCOHUEQBEEQxEti\nZL+KTUpKunjxYr+gm5tbfHw8AJFIxGAw0tPT9fT0NFdjYmI8PT2XLl1Kn5aXlxcWFjY3N7PZ\nbDs7u8DAQEdHR01ilUp17NixK1euNDQ0sNlse3t7f3//V155ZUQbRRAEQRAE8ds04s/YCQSC\nkJAQ7QiHw9Ect7a2Hjly5L333hs078mTJ7OysoKDg11cXCQSSVlZ2YYNG5KTk+n1eHt7e7du\n3drc3Ozr67t06VKZTFZRUREbGxsXF+fu7g5AqVQePHiwsrJSoVAIhcKwsDAmk/krxGkKhSIk\nJGTfvn2a/cEAlJaWFhcXi8ViPp8fERHB4/EANDc3Z2dn19XVURQlEAhEIhG9k8TDhw9zcnKu\nXbsml8sdHR1XrFgxYcKEYeLDvK/G/fv3c3Jyrl+/rqenN3ny5NDQUO2PgyAIgiCIF9qIfxVr\naGjI/0/0rq80gUBQUFBw9+7dQfMWFRUtXryYXpdYIBCsWbOGz+eXlJTQV3Nzc1tbW9PS0t55\n5x23/8fencc1daV9AP+Fm5AQEpBFUFGsgEHEgNIai0hVoJ1qwVKkslY0BQq40RlHFLQiFJfX\nlYK0Dgja2pbFjguorUphtKLWUURaylgKylIpsggIWcjy/nF9MxkgjG2lLu/5fvgj97nPOfee\nGwjnc3PPOS4urq6ucXFx8+fPz8jIoBd4yM7OPn/+fGRk5MqVK8vLy9PT0+mCwx2Xy+U3btzY\ntWtXd/d/PBFZXFy8b9+++fPnJyQkAEhOTlapVH19fUlJSWw2OykpacWKFa2trVu3bqXzd+7c\neevWrdWrV2/atMnAwCAhIaGjo2OIuK7jakil0oSEBJlMtmHDhnfffbexsXHg9CsEQRAEQTy9\nHvMzdrNmzXJ2dt67d69arR64t6OjQ7PyGC0iIuKll14CIJFICgsLQ0ND6TmKNYKDgyMjI6VS\nqUQiOXPmTHh4uEgkcnFxiYqKOn/+fGdn53DHARQVFe3Zs0d7PVwAarX68OHDYWFhXl5eTk5O\nq1atmjBhQmtra11dXXNz87Jly+zs7EQiUWho6M2bN6VSaVtbW0VFRXR0tFAoFAgEq1evBvDt\nt9/qius6rrby8vL29vY1a9bY29sLhcI1a9ZUVFTcvn37N799BEEQBEE8UYb9q9iBS42ZmZlp\nluRiMBhRUVHLly8/e/bsyy+/3K/s9OnTT5061dnZ6enpOWXKFH19fRsbG3pXQ0ODQqEQCoX9\nivD5fHd3dwDV1dVSqXTq1Kl03NnZWalU1tbWGhgYDGt82rRpfn5+fn5+NTU12ktxNDY2NjU1\nubq6qtXqrq4uc3PzuLg4AObm5vn5+RwORyqV3rlz58KFCxMnTuRwON3d3UFBQba2D+bLUCgU\ncrlcpVKpVKpB4wAGPa62np4eJpOpeaKRx+MxGIzbt2+PHz9e5/tHEARBEMTTY9g7dgOXGgsK\nCgoKCtJsjho1KiAg4MCBAyKRyNjYWDtzxYoVVlZW586dS0xMZLFYDg4OXl5ec+bMAdDW1gZA\nc7uut7c3MDBQUzAmJsbY2JjJZBoaGtIRJpPJ4/Ha29u5XO6wxnVdh7a2NoqiSktL8/LyJBKJ\nqalpZGTkzJkz9fT0OBwOgMTExKqqKh6Pt23bNgAjR47UXCWZTLZnzx4+nz9r1iw+nz9o/GHe\nCycnJ6VS+cknn/j7+0ul0gMHDqjV6nv37j1MWYIgCIIgnnzD3rFzc3Ojb00Nwc/Pr7S0NCcn\nJzY2VjvOYrECAgICAgLa29srKiouX76cnp5eU1MTHh5uaWkJoKWlhX5ij8Ph7Nixgy5Fv1Cr\n1QwGo9+BlErlcMd1tbGrq0upVFZXV6elpfF4vJMnT+7YsSM1NXXcuHF0QkJCgkQiOX369Lp1\n6zIzMw0MDOhWlJSUHDp0yNLScvfu3ZrxELriQ7OwsIiLi8vIyDh8+DCLxfLz8+PxeEZGRg9T\nliAIgiCIJ98TsfIERVExMTHx8fGenp6aYH19fWZm5oYNG/T19U1NTefOnTt37tyzZ8/u3bt3\nyZIlVlZWFEVdu3aN7tjp6ekJBAIASqWSvm1mamra19cnkUjoHpJSqbx//765uTmXyx3WuK42\n0jcjo6Oj6a+h/f39v/zyy/LycpVK1dbW5uLiwufz+Xx+SEjIsWPHKisrRSJRZ2fntm3bfvnl\nl7CwsJdeeknTj9QVfxgvvPBCdnZ2R0cHn89XKpX5+flmZma/8u0iCIIgCOIJ9aRMUOzo6Ojp\n6ZmRkaEZLWFiYlJRUXHlyhXtNKVSyWKxKIpis9k+Pj4FBQUtLS3aCQUFBXQN1tbWbDZbM5Kg\nqqpKT09vwoQJwx3X1UArKysGg3H//n1NQ2QymaGhYV1d3e7duzW3+np7e+VyOZPJVKvVmzZt\n4nK5aWlps2fP1vTedMUfRmdn5/bt2xsbG01MTJhM5qVLl4yMjBwcHB6+BoIgCIIgnmSPYfAE\nADs7u4GZS5cujY6O7urqojf5fL6Pj09qamp9fb2DgwNFUTU1Nfn5+d7e3nRvJjAwsLKyMjY2\nlp4PRSKRlJWV3bp1y9raGgCXy/Xy8srJyTEzM2MwGFlZWbNnz6bvlg13fFDm5uZubm67du1a\nsmSJoaHhsWPHKIoSiURqtTozMzMtLc3b27uvry83N3f06NGOjo43btz46aefXn/99R9//FFT\niZWVVVNT06DxIW4WFhcXy+XyefPmGRsbNzU1paWlhYaGdnd3Z2Zm+vn5MZlPxF1bgiAIgiB+\nv8cweIKiqCNHjgzM5PP5YrF4z549mohYLB47duxXX31Fd4NGjx4tFou9vLzovVwud/v27Xl5\neRcvXszPzx8zZoyTk9Py5cuLi4vpQRXh4eHZ2dkpKSkqlWrGjBnh4eF0weGO6xIbG5uVlZWa\nmiqTyRwcHDZv3kw/G7dx48acnJz169ez2ewpU6YsW7aMzWbX1dWp1eqdO3dq1/DOO+/09fUN\nGn/ttdd0Hbe0tLSnp2fevHkA4uPjMzIy3n//fQsLi0WLFi1YsGDocyYIgiAI4ikyvB27+Pj4\nIfZmZ2f3i3h4eHh4eGg2KYqaN28e3SMZFJPJDAkJCQkJ0Q7Onz9fUzwiIiIiIqJfqeGO0+zs\n7I4fP64d0dfXj4mJGZgpEAgGThTs6+vr6+s7aM264rqOm5ycrHltYWFBr+dGEARBEMSz50l5\nxo4gCIIgCIL4nRiDLvlAEADyGfn0i7/j737wo19fwZXpmF6FqsmYPETZgQnXcX0qplagwhnO\nukoVocgb3uUon4ZpdOQGbjjBSVN80FID69Su4behmzkwfhVXn8fzv6HCfOQvwqKHySxD2UzM\n1LX3Mi7PwIx+QV1nO/Su8zivhvolvHQLt57Dc9q7vsE3s6BzcsRv8a0IohM48RpeA1CK0jmY\noyv5YcQz4jerNy9SLwLg5cUwMcGECdi+HYsW4fnnIZXip58wfjwqk31f3Hq0owNKJcaMAYCO\nDpxLnv1Kyj+++AKzZ8PcHEwmOjqgUmHECPT1oasLI0ZAqcQXX8CxMvCuZ6518VKjVTl8PphM\nfPMN3N3B48HSEp+GzhNtPDVqFL79FqNH4/PPsWgRuFyo1ZBI4LIt7/TbATY2SE2w+Ov2lh9/\nxN/+hvfeg5ERensxYgSqqjBuHBgMSCTg8aBQgMEAn4/OTsjlGDECEgmuXIHh0ZDuBZ8+9xzc\nPshr2hUAoLwctra4cgVdXWCcf8nsjXMODnjuObS24rvvoK8PFgv6+pg8GfX1MDTEnTtQKGBl\nBakUcjl6e2FhgaQkBAbCxAQcDkxMoFTC2Bg1NZgyBd9/jxEjoFbDxAQSyYNNa2sA+PJLzJ6N\nn3/GjBn4+WfIZAAgk2HsWEgkAKBSAUB1NWxsMHYsrl+HkxNu3oS5OVpbYWWFH3/E2LGgKDQ2\nwtgYfX2wsEBHBzgcKJWQycBkgsWCiQmuXMH48WAwYGEBPT20tUGhQGsrWCyMGIEffsDIkejt\nhZUVfv4Z48Y9eN3TAz09AOjqQm8vxozB/ftQKsHno6MDI0ZALgeLhdZWtLZi1ChMnIjubiiV\n0NdHfT0sLWFgACYTl5aHOqQcamuDiQkEG/I6/xYQEaHewdhhDWv6N7AGNXZ48OT3TdwUQEC/\n1v4coz+LKlEpxL8nxj+FU/Og8zulfi7h0ot4cWD8H/jHbMymX/+IHydioq4avsbXHnjwpdYn\n+OQtvIUh/1q18wEUo9gTntoJt3F7PAaZoP40Tr+CV4ZoyxEceQNvaDbpP17Nvww83EflEJ9O\nA1WjehImaTaH/lcC4CIuqqGmP0v7XaKzOOsFLwAXcMENbgPfRDpOvz6EQ6EI1d5LN3Y1YzUF\namAbL+KiK1wfslEY7E3RPspvQ+7YEQRBEARBPCOG9xm7zZs3X7p0qV/QxcWFfsxLLBYzmcz0\n9HTNIlcAYmNj3d3dFy5cSG+WlpYWFhY2NjZyOBwbG5vAwEB7e3tNskqlOnr06NWrV2trazkc\njq2trb+//6RJk0AQBEEQBPH/z7CPihUKhWFhYdoRLpered3c3Jybm7t48eJBy548eTIrKys0\nNNTJyUkikZSUlMTHx+/YsYOeLq63t3fTpk2NjY2+vr4LFy6UyWTnzp2Li4tbu3atq6srAKVS\nefDgwbKyMoVCIRKJIiIiWCzWY4zfvXs3Jyfnxo0b+vr6U6dODQ8Ppy+FrvzGxsbs7Ozq6mqK\nooRCoVgspuc0uXfvXk5OTnl5uVKpdHZ27he/fv26XC63t7dfsmTJc889p309y8rKtm7d2u8i\ne3p6rlq16re/wQRBEARBPDGG/atYIyMjwX+i14qgCYXCI0eONDQ0DFq2qKhowYIF9DR1QqFw\n5cqVAoHgzJkz9N68vLzm5ua0tLQ333zTxcXF1dU1Li5u/vz5GRkZ9Hy/2dnZ58+fj4yMXLly\nZXl5eXp6Ol3wscSlUmlCQoJMJtuwYcO7777b2NioGQk7aH5fX19SUhKbzU5KSlqxYkVra6um\nT7Zt27Y7d+7ExMTExsZ2dnZqBr3u3Lnz1q1bq1ev3rRpk4GBQUJCQkdHh/b1nDx5cqKW+Ph4\nQ0NDkUj0G99agiAIgiCeMI/5GbtZs2Y5Ozvv3bt30DEcHR0dmoUoaBERES+99BIAiURSWFgY\nGhpKT1mnERwcHBkZKZVKJRLJmTNnwsPDRSKRi4tLVFTU+fPnOzs7H1e8vLy8vb19zZo19vb2\nQqFwzZo1FRUVt2/f1pVfV1fX3Ny8bNkyOzs7kUgUGhp68+ZNqVQql8urqqqCg4NffPHF6dOn\nv/XWW3V1dffu3Wtra6uoqIiOjhYKhQKBYPXq1QC+/fZb7YszYsQIFy3l5eUeHh703U2CIAiC\nIJ4Bj2HlCTMzM80KDQwGIyoqavny5WfPnn355Zf7lZ0+ffqpU6c6Ozs9PT2nTJmir69vY2ND\n72poaFAoFEKhsF8RPp/v7u4OoLq6WiqVTp36YByls7OzUqmsra01MDB4LPGenh4mk6l5mpDH\n4zEYDLpjN2i+s7Nzfn4+h8ORSqV37ty5cOHCxIkTORwOgMmTJ58+fXrkyJEURZ06deq5554b\nMWLE3bt3g4KCbG1t6XoUCoVcLlfRo9oGc/369fLy8r179+p+6wiCIAiCeMo8hpUngoKCgoKC\nNJujRo0KCAg4cOCASCQyNjbWzlyxYoWVldW5c+cSExNZLJaDg4OXl9ecOXMAtLW1AdDcruvt\n7Q0MDNQUjImJMTY2ZjKZhoaGdITJZPJ4vPb2di6X+1jiTk5OSqXyk08+8ff3l0qlBw4cUKvV\n9+7dY7FYg+br6enR3bjExMSqqioej7dt2zY6Z+3atTExMd988w0ALpdLf3U7cuRIzVWVyWR7\n9uzh8/mzZg0+Bl6lUu3fvz8sLIx+mI8gCIIgiGfDsHfs3Nzc4uLihs7x8/MrLS3NycmJjY3V\njrNYrICAgICAgPb29oqKisuXL6enp9fU1ISHh1taWgJoaWmhn9jjcDg7duygS9Ev1Go1vaSs\nNqVS+bjiFhYWcXFxGRkZhw8fZrFYfn5+PB7PyMhIV77mdUJCgkQiOX369Lp16zIzMxkMxvr1\n659//vmFCxfq6ekdP358w4YN27dv5/F4dKtLSkoOHTpkaWm5e/duesmygUpKSvT09Nzc3Abd\nSxAEQRDEU+qJmMeOoqiYmJiSkpLKykpNsL6+fsOGDfQzdqampnPnzl27dm1UVNSJEycUCoWV\nlRVFUdeuXaOT9fT06JEZtra27e3tdJG+vj4JPc8moFQq79+/b25u/rjiAF544YXs7OyDBw/m\n5eX5+/v39PSYmZnpyr99+zbdOj6fb2FhERISIpPJKisrr1692tLSsmrVqvHjx48bNy4mJkYi\nkdDP0nV2diYkJHz66adhYWGbN2/ud/tTW2Fh4auvvvp73zaCIAiCIJ4wT0THDoCjo6Onp2dG\nRoZmtISJiUlFRcWVK1e005RKJYvFoiiKzWb7+PgUFBS0tLRoJxQUFNA1WFtbs9lsTU+xqqpK\nT09vwoQJjyve2dm5ffv2xsZGExMTJpN56dIlIyMjBwcHXfl1dXW7d+/W3Lrr7e2Vy+VMJlOh\nUKjVas1YE7VarVKp+vr61Gr1pk2buFxuWlra7NmzB94F1Kiurm5oaJg9e/avfIsIgiAIgnjS\nPYbBEwDs7OwGZi5dujQ6Orqrq4ve5PP5Pj4+qamp9fX1Dg4OFEXV1NTk5+d7e3vTvZbAwMDK\nysrY2Fh6PhSJRFJWVnbr1i1ra2sAXC7Xy8srJyfHzMyMwWBkZWXNnj2bHrTxuOJNTU1paWmh\noaHd3d2ZmZl+fn5MJpPJZA6a7+LikpmZmZaW5u3t3dfXl5ubO3r0aEdHR7lczuVyt2/fTs/h\nXFRUpFKpRCLRjRs3fvrpp9dff/3HH3/UXFIrKytzc/Pi4mK5XD5v3oMlU8rKygQCgfZsggRB\nEARBPBsew+AJiqKOHDkyMJPP54vF4j179mgiYrF47NixX3311bFjxyiKGj16tFgs9vLyovfS\n/Zu8vLyLFy/m5+ePGTPGyclp+fLlxcXF9KCK8PDw7OzslJQUlUo1Y8aM8PBwuuDjisfHx2dk\nZLz//vsWFhaLFi1asGDBEPlGRkYbN27MyclZv349m82eMmXKsmXL2Gw2m81OSUn5+OOPk5OT\nVSqVvb19SkqKiYnJP/7xD7VavXPnTu1L+s4777z22mulpaU9PT2ajt3Vq1dnztS5FClBEARB\nEE+v4e3YxcfHD7E3Ozu7X8TDw8PD498rFlMUNW/ePE2PZCAmkxkSEhISEqIdnD9/vqZ4RERE\nREREv1KPK25hYUGvpfaQ+QKBQDOJsTYrK6t169b1C/r6+vr6+g5MBqCZwZhGpjghCIIgiGfV\nk/KMHUEQBEEQBPE7kY4dQRAEQRDEM4Ix6FpeBAHgGOOY9mYRivSgNx/ztYOLjXzf7HrbBz70\n5mEc9oc//boABTdwwxnOAOggvfdzfJfrKrIAACAASURBVB6EB3Mpf4bPghGsqW2ltW9XFw7c\nO0pv5iI3EIF0VWqoF2FRHvICEEDv3YANyUgGsB7rHeGoqZO2Huvfx/tLTXxzOo6uYaz5H/X/\naHZ9ik9D8ODre+2T8Yf/YRwe9FKsZqzeod6xCitT8cFqxl8p6E1ST1qKpQAO4MB3jO92qHfE\nMeK2qbcByETmP/HPfdhHlz2Ig2EI065tBZanIV2zuRzLZuDFt/DWoIem+cL3KI4OjO/Dvnfw\njuYQH+CDlVgZwPbNkw2SfAAHlmAJ/foQDoUiFMB2bP8r/hqM4M/w2Qf4oBKVmcgcWFYMcTb6\nPzuhkYSk9/DeoLv+yvjrdvV2zZs1hNfVrwN4/33Ghg1ISYGtLXJzYWAAQ0PU1qKkBD/8AB8f\nxMbi/n20tuLrr8FkYsUKXLyImTNRUAC1GiwWenpgago7O/zyC376CXPmoKsLkybBzg673N94\n4+Mjp07h558xciSmTsUXX+DFF3HzJqKiUFKC5mb88ANGjsQHHyA7G7/8gh9+gLEx3n0XWVk4\neRJVVSguRkMD5s5Ffj7s7bFtrclktw6hEO3tUCrR1AQeD0IhsrLwxhuYPBmnTsHgH6+6JX9p\naopZs/Dll2hrg5sbbtxAYyPGjgWHgwkT0NKCyZNx/z42bMD48XB2hokJWltx7hzUaowbhxEj\nwGKhowNCIZRK3L4NR0fcv4+bN7FkCa5dQ2Mj9PTwyy/48kssWoR//QtCIT78EEIhLC1haIiJ\nE2FmBoUCCgXi4rB+PUxNkZuLadNgYIAzZzBjBoRCXLsGpRIsFm7exIsvorkZMTGorUVpKbq6\nMHkyurtx4ACWLcMvv2DqVHz0Ed54A9bWOHkSCgW+/Rb29qg9N/b+iEaxGD096OtDTw8sLNDd\nDX19PPccbt3CxIloboapKf75TwQH48cfUV+P8eNx5w4++AB/+hPkcvj6gp4Y4PZt3LkDExM4\nOmL1amRlYfNmTJyIZctw7BjGjEFGBgICcPAgXnsNISH4y1/g6orKStz8dkTclnsO64427fX9\n179QXIyU74+anvN1d1drf76VoGQu5haj2BOeQ/+WPoHSkb4cywfdtQ3b4vBf5pGlaX8q/gb0\nH28QI4j+xH620Y3t9/9xmI7y25A7dgRBEARBEM+IRzN4YvPmzZcuXeoXdHFxoccKiMViJpOZ\nnp6uWSkVQGxsrLu7Oz1nB4DS0tLCwsLGxkYOh2NjYxMYGGhvb69JVqlUR48evXr1am1tLYfD\nsbW19ff3nzRp0iM5eYIgCIIgiGfDIxsVKxQKw8L+4/sm7ZnSmpubc3NzFy9ePGjZkydPZmVl\nhYaGOjk5SSSSkpKS+Pj4HTt2TJgwAUBvb++mTZsaGxt9fX0XLlwok8nOnTsXFxe3du1aV1dX\nAEql8uDBg2VlZQqFQiQSRURE0EugDnf83r17OTk5169fl8vl9vb2S5Ysee6554bI1/j+++/j\n4+MPHTrUb8kv7XhZWdnWrVv7XShPT89Vq1bpOu5ACoUiLCzso48+0hyosbExOzu7urqaoiih\nUCgWi+lVMQiCIAiCeAY8so6dkZGRQCDQtVcoFB45cmTu3Lnjxo0buLeoqGjBggV+fn6a5Dt3\n7pw5cyYyMhJAXl5ec3NzWloaPTsdAFdX13379mVkZIhEIoqisrOzy8rKoqOjmUzmhx9+mJ6e\n/u677wIY7vjOnTu7urpWr17NZrOPHDmSkJCQnp5uYmKiK5/W29u7e/fugY829otPnjxZe24U\nuVyempoqEomGOK52bXK5vLq6+ssvv+zu7tYE+/r6kpKSbG1tk5KS2tvbDx8+vHXrVs0auwRB\nEARBPO3+oGfsZs2a5ezsvHfv3kHHanR0dGhWEqNFRES89NJLACQSSWFhYWhoqKZXRwsODo6M\njJRKpRKJ5MyZM+Hh4SKRyMXFJSoq6vz5852dncMdb2trq6ioiI6OFgqFAoFg9erVAL799ltd\n+Zozz8jIGHQV137xESNGuGgpLy/38PBwdXXVddx+tRUVFe3Zs0d77V0AdXV1zc3Ny5Yts7Oz\nE4lEoaGhN2/elEqlD/ceEgRBEATxpHtkHTt66TBtHR0dmr0MBiMqKqqmpubs2bMDy06fPv3U\nqVPbt2+/du0a3cOzsbGhH6FraGhQKBRCobBfET6f7+7ubmhoePv2balUOnXqVDru7OysVCpr\na2uHO65SqYKCgmxtbem4QqGQy+UqlUpXPr1ZWlpaU1OzdOnSfs3RFaddv369vLx8yZIlAHQd\nt18RPz+/7OzsjRs3agft7Ozy8/N5PJ5UKq2rq7tw4cLEiRM5HM6gByUIgiAI4qnzyL6KHbh0\nWFBQUFDQv2egGDVqVEBAwIEDB0QiUb9bVitWrLCysjp37lxiYiKLxXJwcPDy8pozZw6AtrY2\nAJrbdb29vYGB/x5NHRMTY2xszGQyDQ0NH7SHyeTxeO3t7Vwud1jj06ZN07ROJpPt2bOHz+fP\nmjXru+++GzQfwC+//JKZmZmYmEivdauhK05TqVT79+8PCwujH9QbOXLkoMcd8s15QE9Pj+7G\nJSYmVlVV8Xi8bdu2PUxBgiAIgiCeCo+sY+fm5hYX91/my/Hz8ystLc3JyYmNjdWOs1isgICA\ngICA9vb2ioqKy5cvp6en19TUhIeHW1paAmhpaRk7diwADoejeSaMfqFWqwf2h5RK5XDH6Rdq\ntbqkpOTQoUOWlpa7d+/m8/m68lUq1a5du15//fWJEyfW1NRodumKa5SUlOjp6bm5uWkHBx53\nYMEhJCQkSCSS06dPr1u3LjMz08DA4FcVJwiCIAjiyfSHzmNHUVRMTExJSYn2s1/19fUbNmyg\nv4E1NTWdO3fu2rVro6KiTpw4oVAorKysKIq6du3ag9PV0xMIBAKBwNbWlr4NZmpq2tfXJ5FI\n6ASlUnn//n1zc/PhjgPo7OxMSEj49NNPw8LCNm/eTN+G1JV//Pjxrq6uF198sampqaWlBcDP\nP//c0dGhK665PoWFha+++qr2ZRz0uA/j9u3b9JXk8/kWFhYhISEymazfc3gEQRAEQTy9Htkd\nu4fk6Ojo6emZkZGhua1lYmJSUVFx5coV7ZtSSqWSxWJRFMVkMn18fAoKCl588UULCwtNQkFB\nAd0XtLa2ZrPZlZWV9IjRqqoqPT29CRMmsNnsYY2r1epNmzaZmpqmpaVpT+yi63wuX77c1NS0\nfPm/5wf/61//6unpqa+vP2h81apVAKqrqxsaGmbPnq3Zq+u4D6Ourm7//v0HDhygKApAb2+v\nXC5nMv/o3wGCIAiCIIbJI/unTg+e6Be0s7MbmLl06dLo6Oiuri56k8/n+/j4pKam1tfXOzg4\nUBRVU1OTn5/v7e1Nd/4CAwMrKytjY2P9/Pzs7OwkEklZWdmtW7esra0BcLlcLy+vnJwcMzMz\nBoORlZU1e/Zseu6PYY1XVFT89NNPr7/++o8//qhpmpWVlbm5+aD50dHR0dHRdFpNTc2f//zn\nTz/9lP4KVVccQFlZmUAg0O7A3bhxQ9dxi4uL5XL5vHnzdL1HLi4umZmZaWlp3t7efX19ubm5\no0ePdnR0fIi3lyAIgiCIp8AwDp6gKOrIkSMDM/l8vlgs3rNnjyYiFovHjh371VdfHTt2jKKo\n0aNHi8ViLy8vei+Xy92+fXteXt7Fixfz8/PHjBnj5OS0fPny4uJielBFeHh4dnZ2SkqKSqWa\nMWNGeHg4XXBY43V1dWq1eufOndpNe+edd1577TVd9fwGV69enTlzpnZkiOOWlpb29PQM0bEz\nMjLauHFjTk7O+vXr2Wz2lClTli1bxmazf/PpEQRBEATxRHk0Hbv4+Pgh9mZn91873MPDw8PD\nQ7NJUdS8efOG6JEwmcyQkJCQkP9Yonj+/Pma4hEREREREf1KDWvc19fX19d30LPVVY+GnZ3d\n8ePHHya+d+/efjlDHDc5uf8i6wMrFAgEW7Zs0XViBEEQBEE81f7QwRMEQRAEQRDE8GEMuhQE\nQQD4nPH5ZEwGkIzkDdhQgpK5mLsP+1RQAVBC6QAHT3h+ja894HEap1/BK1/iy1fxKoASlEgg\nmY8Hd1VTkboKqwCcwql5mAdgK7auxdpCFPrAZwu26EP/L/gLgLM4K4XUG94ncVJT/BROqaFW\nQEGB+gE/qKByhONreA1AAQp44NF1FqFIAYUvfItQdBM3J2GSpoZCFCqgeANvADiO4wuwQNPM\nQhQC8IEPvfl3/J0J5gIs0D7D4zhehrKt+PfqvV/gi4VYuA3bJmKiH/yKUASgF72LsCgf+Yuw\naNBLegiHQhEKIBGJiUgEcBiH/eH/H5cdnzPBfBNvZiJzFEb1olcG2WI8WGe5AAVv4k1NcgIS\nHOFYi9r1WK8JfobPOOD4wU+72kxkmsGsX1DT5G/wzUzMpM9kN3a/i38vgqc5535tp1/vx/63\n8bZm1wf4YCVWAtiJnfQbOrQc5CzFUgDTMV2ulgOYNYthbw82G99/D3d3dHfj5k2YmODs5yPH\nudy9exd/+hP6+nDvHs6cweLF6O2FqSm6u+HoiKNHUVeHyZMxYQLMzHD1Klxc0NqKmhpMmIDL\nl/Hn77IL3xAzmTA0RG4u/vIXtLaCxcLduzAyglQKeh0Wa2vcuwelEvfvw9AQ9fXQ14dajc5O\nTJsGQ0MYGKC3F52dMDbGV19hyhRQFFxc8MEHWLgQHA46OtDQAB4PenrgcFBWBktLyOXw9MSt\nW5DJcPYsgoMB4MoVBAejogLW1sjLg60tHBxw5gwCA1FbCwYDP/wAZ2fcvg0TExgbo6oKAIyM\n4OSE9nZYWWHkSFRWoqUFVlbo6QGXi/v3YW4OY2O0tEAuh7Mzvv4a+vrg8dDTA0NDsFjo68PE\niaiuhkoFJyf88gtu3sS9e5BI4O2Nf/0LMhkcHCCT4eZNjBmDri5YWMDYGK2tuH4dKhUMDDBm\nDHg8CAQ4fx48Hiwt8fPPGD0atbUQCHDmDMaPh7k5DAwgk+G77xAQgO++g5UV1GqUlWHMGGRn\nY+VKdHejowMTJ+L8eURGoqQENjaoqYFEgtZWmJtDKMQ338DYGBYWOH8eM2fC3BxXr+KVV9De\njsREhIejuxsXL2LWLDCZmDULe/aAz4dcjgkTwMwPnr3vs3feQXIyfDZcL0iY+v776nmMeWMw\nxhOePeg5h3N/wp/EEP8Jf/onrgjhpIRyF3Z9hI8KcdwTXpcZlzlqjh70pmHaOIxjgXUDN3jg\nqaCaiIlZyFqCJZ8wPnFQO9jDPhShoXjrdSz4F/5Vzij/Qv0F/Xd0CIciEHEUR21hq4SyBz1O\ncKpClRzyGvxojBGf4tNDOHQYh4/i6Cf4RAHFaZz2hvdO7FyFVWF4sBr7QRwsR/lUTOWBdwiH\n9Bn6+er8D/EhE0w11JGI/BAfGsCgDGV/w99ykHMcx6WQnsKpj/BRFKKWYVkdak/i1Mf4uBe9\n/8Q/neD0D8a5V9Qvv4N3IhDhDOflWL4Yi6dh2rt415/x5mF1QTCCP8Nn27AtDnEA3sf767Fe\n8/furHYGkMJIKUOZJzw94an5mN2Hfe/gnZ3YKYBACaUvfAHQn6uaD9t+HwuRiPwb/ka/3oAN\nyUjORrYYYvzfB+BBHNRcDRpdIf1hpflQWod19rBngEEnaz7KXsEri7AoHOFrsVb7U72fFKQk\nIEGzqfkvRje2glFBt/EzfBaM4M/xeRCCdFUFIBOZEYigr0Ya0lZgBR2PRvRUTO1D33Ispz82\n/4K/NKP5O/V3Q9Q2NHLHjiAIgiAI4hlBOnYEQRAEQRDPiEczeGLz5s2XLl3qF3RxcUlMTAQg\nFouZTGZ6erq+vr5mb2xsrLu7+8KFD77QKS0tLSwsbGxs5HA4NjY2gYGB9vb2mmSVSnX06NGr\nV6/W1tZyOBxbW1t/f396MVmCIAiCIAiC9simOxEKhWFh//Gdt/bsa83Nzbm5uYsXLx607MmT\nJ7OyskJDQ52cnCQSSUlJSXx8/I4dOyZMmACgt7d306ZNjY2Nvr6+CxculMlk586di4uLW7t2\nraurKwClUnnw4MGysjKFQiESiSIiIuhlVYc7TlMoFGFhYR999JH2ul7FxcUnTpxoamoSCARR\nUVFWVlYAGhsbs7Ozq6urKYoSCoVisZhewUJXPb82fyBdOQ9TliAIgiCIp84j+yrWyMhI8J/o\n1V1pQqHwyJEjDQ0Ng5YtKipasGABPf+wUChcuXKlQCA4c+YMvTcvL6+5uTktLe3NN990cXFx\ndXWNi4ubP39+RkYGvWZrdnb2+fPnIyMjV65cWV5enp6eThcc7rhcLr9x48auXbu6u7u1m1Nc\nXLxv37758+cnJCQASE5OVqlUfX19SUlJbDY7KSlpxYoVra2tW7duHaKeX5vfj66chylLEARB\nEMRT6g9aTmrWrFksFmvv3r1btmzRLCam0dHRQa8PphEREUFHJBJJYWFhdHQ0PRexRnBw8OTJ\nk6VSqZ6e3pkzZ1atWkUv4RUVFZWSkiIWi/X19Yc1bmxsXFRUVFRU1NfXp31iarX68OHDYWFh\n9ATLY8aM2b9/f2tr671795qbm3ft2sXj8QBwOJz169dLpVIOhzNoPXV1db8qvx9dOQ9TliAI\ngiCIp9QwLilmZmZGL8kFgMFgREVFLV++/OzZsy+//HK/stOnTz916lRnZ6enp+eUKVP09fVt\nbGzoXQ0NDQqFQigU9ivC5/Pd3d0BVFdXS6XSqVOn0nFnZ2elUllbW2tgYDCs8WnTpvn5+fn5\n+dHrgGlOrLGxsampydXVVa1Wd3V1mZubx8XFATA3N8/Pz+dwOFKp9M6dOxcuXJg4cSKHwwEw\naD12dna/Kr8fXTkPU5YgCIIgiKfUMC4pFhQUFBT072ldRo0aFRAQcODAAZFIZGxsrJ25YsUK\nKyurc+fOJSYmslgsBwcHLy+vOXPmAGhrawOguV3X29sbGBioKRgTE2NsbMxkMg0NDR+0h8nk\n8Xjt7e1cLndY47quQ1tbG0VRpaWleXl5EonE1NQ0MjJy5syZenp6dLcsMTGxqqqKx+Nt27Zt\niOv5a/MJgiAIgiAeWcfOzc2NvjU1BD8/v9LS0pycnNjYWO04i8UKCAgICAhob2+vqKi4fPly\nenp6TU1NeHi4paUlgJaWFvqJPQ6Hs2PHDroU/UKtVg/8blepVA53XFcbu7q6lEpldXV1Wloa\nj8c7efLkjh07UlNTx40bRyckJCRIJJLTp0+vW7cuMzPTwMBAV1W/LZ8gCIIgiP+3/tB57CiK\niomJKSkpqays1ATr6+s3bNhAP1Fnamo6d+7ctWvXRkVFnThxQqFQWFlZURR17dq1B6erp0eP\nzLC1taVvm5mamvb19UkkEjpBqVTev3/f3Nx8uOO62kjfjIyOjrawsOByuf7+/qampuXl5bdv\n36ZbwefzLSwsQkJCZDKZ9nXo59fmEwRBEARB/NETFDs6Onp6emZkZGhGS5iYmFRUVFy5ckU7\nTalUslgsiqLYbLaPj09BQUFLS4t2QkFBAV2DtbU1m83W9Hiqqqr09PQmTJgw3HFdDbSysmIw\nGPfv39c0RCaTGRoa1tXV7d69W3Orr7e3Vy6XM5k675j+2nyCIAiCIIhhHDwBwM7ObmDm0qVL\no6Oju7q66E0+n+/j45OamlpfX+/g4EBRVE1NTX5+vre3N/0daGBgYGVlZWxsLD0fikQiKSsr\nu3XrlrW1NQAul+vl5ZWTk2NmZsZgMLKysmbPnk0P2hju+KDMzc3d3Nx27dq1ZMkSQ0PDY8eO\nURQlEonUanVmZmZaWpq3t3dfX19ubu7o0aMdHR111ePi4vKr8gEUFxfL5fJ58+YNkUMQBEEQ\nxDNsGAdPUBR15MiRgZl8Pl8sFu/Zs0cTEYvFY8eO/eqrr+hu0OjRo8ViMT1dCAAul7t9+/a8\nvLyLFy/m5+ePGTPGyclp+fLlxcXF9KCK8PDw7OzslJQUlUo1Y8aM8PBwuuBwx3WJjY3NyspK\nTU2VyWQODg6bN2+m5wHeuHFjTk7O+vXr2Wz2lClTli1bxmazdVViZGT0q/IBlJaW9vT0kI4d\nQRAEQfy/9Wg6dvHx8UPszc7O7hfx8PDw8PDQbFIUNW/evCF6JEwmMyQkJCQkRDs4f/58TfGI\niIiIiIh+pYY7TrOzszt+/Lh2RF9fPyYmZmCmQCDYsmXLoJUMWs+vzU9OTv6vOUPHCYIgCIJ4\nqv3Rz9gRBEEQBEEQw4ShVqsf9zkQT6jNjM3am3nIC0DAoz3EPux7B+/817RsRrZYLX60h/49\n/oa/RSLycZ/FsyZeHY8Bv3W6nMO5l/DSMJ/Rv53CqXl4xA85HMOx1/H6o61zoEz8LYL8rg4Q\nr47/+WfGAauUxQ0JP/6Iix4pvt8nHHVMAcDdncDh4B//wPTp+POfcfky6uowdSoaGqBU4scf\n8dJLOHoUGzfi/HnIZHBygoUFrl5FdTVMTPD99/DxQUMDZs2CgQE++wzBwaiogLMzKirQ2oq2\nNtjYIDMTb7+Ne/fwyiu4cwetrWCxoK8PGxtcvYqODlhYYPJktLRgzJgH57x5M4RCzJgBmQzG\nxnjnHfzlL2Aw8Pzz2LMHwcEwNsbdu7hzB8bGuHcPpqaoroa7O3g8UNSDSm7ehEAAANXVGDkS\nra2YMAH6+tjMSBmdnRAWhrY2mJjg/n2MGIHLl2FqiokToVZDrUZJCS5cwPLlMDXF//wP3Nzg\n5IQ0o5TmFQkffKAGMI8xz/ejL9uiUrQvtVFaQteK/4g87X7VJ9XvPMpvQ+7YEQRBEARBPCMe\nzTN2mzdvvnTpUr+gi4tLYmIiALFYzGQy09PT9fX1NXtjY2Pd3d0XLlxIb5aWlhYWFjY2NnI4\nHBsbm8DAQHt7e02ySqU6evTo1atXa2trORyOra2tv7//pEmTHsnJEwRBEARBPBse2ahYoVAY\nFhamHeFyuZrXzc3Nubm5ixcvHrTsyZMns7KyQkNDnZycJBJJSUlJfHz8jh076Onient7N23a\n1NjY6Ovru3DhQplMdu7cubi4uLVr17q6ugJQKpUHDx4sKytTKBQikSgiIoLFYv0BcZpCoQgL\nC/voo4/ooa9D5B8+fPjjjz/WFNSMGm5sbMzOzq6urqYoSigUisVizQTIxcXFJ06caGpqEggE\nUVFRVlZWAO7evZuTk3Pjxg19ff2pU6eGh4drX2ptD39uBEEQBEE8Ax5Zx87IyEhAf3U/GKFQ\neOTIkblz52pW1tJWVFS0YMECPz8/TfKdO3fOnDkTGRkJIC8vr7m5OS0tTbNirKur6759+zIy\nMkQiEUVR2dnZZWVl0dHRTCbzww8/TE9Pf/fddwEMd1wul1dXV3/55Zfd3d3azdGV39TU9MIL\nL3h7e9Np9Cx9fX19SUlJtra2SUlJ7e3thw8f3rp1K71aWnFx8b59+yIjIy0sLAoKCpKTk+mJ\nnRMSEsaNG0cv1/HJJ59s2bJl4HjYX3tuBEEQBEE8A/6gZ+xmzZrl7Oy8d+/eQcdqdHR0aBai\noEVERLz00ksAJBJJYWFhaGiopldHCw4OjoyMlEqlEonkzJkz4eHhIpHIxcUlKirq/PnznZ2d\nwx0HUFRUtGfPnn7LfA2R39TUNG3aNJf/M23aNAB1dXXNzc3Lli2zs7MTiUShoaE3b96USqVq\ntfrw4cNhYWFeXl5OTk6rVq2aMGFCa2treXl5e3v7mjVr7O3thULhmjVrKioqbt++3e+S/tpz\nIwiCIAjiGTCMK0+YmZlpVmhgMBhRUVHLly8/e/bsyy+/3K/s9OnTT5061dnZ6enpOWXKFH19\nfRsbG3pXQ0ODQqEQCoX9ivD5fHd3dwDV1dVSqXTq1Kl03NnZWalU1tbWGhgYDGt82rRpfn5+\nfn5+NTU12jMz3759W1d+U1PT9evX//73v8tkskmTJr399ttWVlZ2dnb5+fkcDkcqld65c+fC\nhQsTJ07kcDgNDQ1NTU2urq5qtbqrq8vc3DwuLg7AjRs3mEym5mlFHo/HYDBu3749fvx47evz\na89tqLeWIAiCIIinxDCuPBEUFBQUFKTZHDVqVEBAwIEDB0QikbGxsXbmihUrrKyszp07l5iY\nyGKxHBwcvLy85syZA6CtrQ2A5nZdb29vYGCgpmBMTIyxsTGTyTQ0NHzQHiaTx+O1t7dzudxh\njeu6Dh0dHYPmd3V1dXd3MxiM1atXK5XKvLy89evX7927l8vlcjgcAImJiVVVVTweb9u2bXTD\nKYoqLS3Ny8uTSCSmpqaRkZEzZ850cnJSKpWffPKJv7+/VCo9cOCAWq2+d+/ew7xHus7tYcoS\nBEEQBPHke2QdOzc3N/qW0hD8/PxKS0tzcnJiY2O14ywWKyAgICAgoL29vaKi4vLly+np6TU1\nNeHh4ZaWlgBaWlrGjh0LgMPh0M+fAaBfqNVq+mE1bUqlcrjjutqoK9/Q0DAnJ8fU1JTea2tr\nGxYWduXKldmzZ9M5CQkJEonk9OnT69aty8zM7OrqUiqV1dXVaWlpPB7v5MmTO3bsSE1NHTdu\nXFxcXEZGxuHDh1kslp+fH4/HMzIy0nU+D3NuD1OWIAiCIIgn3x86jx1FUTExMSUlJdrPftXX\n19PjAACYmprOnTt37dq1UVFRJ06cUCgUVlZWFEVdu3btwenq6QkEAoFAYGtrS99qMjU17evr\nk0gkdIJSqbx//765uflwx3W1UVc+RVFmZmaafpWhoaGlpWVra+vt27fp1vH5fAsLi5CQEJlM\nVllZSd/UjI6OtrCw4HK5/v7+pqam5eXlAF544YXs7OyDBw/m5eX5+/v39PSYmZk9zPX/tW0h\nCIIgCOLp8kdPUOzo6Ojp6UmP7qQjJiYmFRUVV65c0U5TKpUsFouiKDab7ePjU1BQ0NLSop1Q\nUFBA12Btbc1mszU9xaqqKj09vQkTJgx3XFcDdeVfuXJlxYoVmjGqUqn07t27Y8eOraur2717\nt+a2WW9vr1wuZzKZVlZWDAbjNjhgNAAAIABJREFU/v37mgsik8kMDQ07Ozu3b9/e2NhoYmLC\nZDIvXbpkZGTk4ODwMBf/17aFIAiCIIinyzAOngBgZ2c3MHPp0qXR0dFdXV30Jp/P9/HxSU1N\nra+vd3BwoCiqpqYmPz/f29ubvr8VGBhYWVkZGxvr5+dnZ2cnkUjKyspu3bplbW0NgMvlenl5\n5eTk0PfDsrKyZs+eTQ/aGO74oHSdj6OjY3d3986dO319ffX19fPz8y0tLV944YWenp7MzMy0\ntDRvb+++vr7c3NzRo0c7Ojqy2Ww3N7ddu3YtWbLE0NDw2LFjFEWJRCI+n9/U1JSWlhYaGtrd\n3Z2Zmenn58dkMgEUFxfL5fJ583QufDTEtSIIgiAI4hkwjIMnNBPw9sPn88Vi8Z49ezQRsVg8\nduzYr776iu6+jB49WiwWe3l50Xu5XO727dvz8vIuXryYn58/ZswYJyen5cuXFxcX04MqwsPD\ns7OzU1JSVCrVjBkzwsPD6YLDHddl0Hwul7tp06b9+/dv3bqVzWZPnTo1NjaWoigjI6ONGzfm\n5OSsX7+ezWZPmTJl2bJlbDYbQGxsbFZWVmpqqkwmc3Bw2Lx5Mz3PcHx8fEZGxvvvv29hYbFo\n0aIFCxbQxy0tLe3p6RmiY/cb2kIQBEEQxFPk0XTs4uOHWq02Ozu7X8TDw8PDw0OzSVHUvHnz\nhuiRMJnMkJCQkJAQ7eD8+fM1xSMiIiIiIvqVGu44zc7O7vjx4w+TP378+KSkpIE1CASCLVu2\nDIzr6+vHxMQMjFtYWNBrtfUzcJrihz83giAIgiCeAX/0M3YEQRAEQRDEMCEdO4IgCIIgiGcE\n6dgROqmh1v5ZhEX9Ir//JxKRD5O2VL30kR/69/xEIOJ31nBqVsJjb8WT9jPob52uH3e4/5Hn\n9ipe/f2VfML4RHtzARb8AWce/rt/V5/JHwDz50MN9cFx78+dCzXURxzf/xSfqqEOCQGfj1Wr\nQE9ONWMGAgPR04OXX8arr2LFCuzdi+efR3093N1hY4O0NAB4/nm89hqUSvz1r1i3Dq+8AgMD\nfP01goPR3g5bW7S3w9kZbDYyM/HCC4iIgEiEESMAYOJECIWYNAmjRgEAg4GrV+HkhOBgnD6N\nH34APSeVnx9sbXHmDMaNA4eD2FgYG+P55wGguxtHj4LNxtixuHYN27dDJIKdHb74Ah9+CHru\n18xMACgpwfffo6sLkyYhIwP29mhufvB319sLPT0cPQo9PVRVoa0N9fV4yR0AfvkFenrw9ERw\nMCoq4OGBNWvw5z/j6FHEqxN2737wL2MWZv30U/8/4S++eNg/ajXUCXhSPhjznHSeycBPqkQk\nDsev6G9GOnYEQRAEQRDPiEczeGLz5s2XLl3qF3RxcaGf8ReLxUwmMz09XbPCKYDY2Fh3d/eF\nCxfSm6WlpYWFhY2NjRwOx8bGJjAw0N7eXpOsUqmOHj169erV2tpaDodja2vr7+8/adKkR3Ly\nBEEQBEEQz4ZHNt2JUCgMCwvTjnC5XM3r5ubm3NzcxYsXD1r25MmTWVlZoaGhTk5OEomkpKQk\nPj5+x44d9Ny5vb29mzZtamxs9PX1XbhwoUwmO3fuXFxc3Nq1a11dXQEolcqDBw+WlZUpFAqR\nSBQREcFisf6AOE2hUISFhX300Uf0XCQADh8+/PHHH2sStKd9KS4uPnHiRFNTk0AgiIqKsrKy\nKisr27p1a78L4unpuWrVqsbGxuzs7OrqaoqihEKhWCymV4m4d+9eTk5OeXm5Uql0dnbWxAfq\nd25DHGvQ4gRBEARBPF0eWcfOyMhIIBDo2isUCo8cOTJ37txx48YN3FtUVLRgwQI/Pz9N8p07\nd86cORMZGQkgLy+vubk5LS2NnrUOgKur6759+zIyMkQiEUVR2dnZZWVl0dHRTCbzww8/TE9P\nf/fddwEMd1wul1dXV3/55Zea9SRoTU1NL7zwgre3N72pWUasuLh43759kZGRFhYWBQUFycnJ\nGRkZkydP1p67RC6Xp6amikSivr6+pKQkW1vbpKSk9vb2w4cPb926lV4ed9u2bUqlMiYmhqKo\no0ePJicnp6am9rukg56brmPpetcIgiAIgni6PLKO3dBmzZrFYrH27t27ZcuWgevQd3R0aFYY\no0VERNARiURSWFgYHR2t6dXRgoODJ0+eLJVK9fT0zpw5s2rVKrqDEhUVlZKSIhaL9fX1hzVu\nbGxcVFRUVFTU19fXrzlNTU3u7u4uLi7aQbVaffjw4bCwMHri5TFjxuzfv7+1tdXCwkI788MP\nP/Tw8HB1db1582Zzc/OuXbt4PB4ADoezfv16ur1VVVWbNm2aOnUqAD6fv2bNmnv37o2gn8L9\nP4Oe24gRIwY91n958wiCIAiCeEoM45JiZmZmmuWqGAxGVFTU8uXLz549+/LLL/crO3369FOn\nTnV2dnp6ek6ZMkVfX9/Gxobe1dDQoFAohEJhvyJ8Pt/d3R1AdXW1VCqlezkAnJ2dlUplbW2t\ngYHBsManTZvm5+fn5+dXU1PTb8mNpqam69ev//3vf5fJZJMmTXr77betrKwaGxubmppcXV3V\nanVXV5e5uXlcXFy/Rl2/fr28vHzv3r0A7Ozs8vPzORyOVCq9c+fOhQsXJk6cyOFwAEyePPn0\n6dMjR46kKOrUqVPPPfdcv14dAF3nNuixCIIgCIJ4NgzjkmJBQUFBQUGazVGjRgUEBBw4cEAk\nEhkbG2tnrlixwsrK6ty5c4mJiSwWy8HBwcvLa86cOQDa2toAaG7X9fb2BgYGagrGxMQYGxsz\nmUxDQ8MH7WEyeTxee3s7l8sd1riu69DV1dXd3c1gMFavXq1UKvPy8tavX7937962tjaKokpL\nS/Py8iQSiampaWRk5MyZMzUFVSrV/v37w8LC6Af49PT06G5cYmJiVVUVj8fbtm0bnbl27dqY\nmJhvvvkGAJfLTU9P/6/vTj/9jkUQBEEQxLPhkXXs3NzcBt6C6sfPz6+0tDQnJyc2NlY7zmKx\nAgICAgIC2tvbKyoqLl++nJ6eXlNTEx4ebmlpCaClpWXs2LEAOBwO/ZwZAPqFWq0e+N2uUqkc\n7riuNhoaGubk5JiamtKlbG1tw8LCrly5wmAwlEpldXV1Wloaj8c7efLkjh07UlNTNQ8dlpSU\n6Onpubm59aswISFBIpGcPn163bp1mZmZDAZj/fr1zz///MKFC/X09I4fP75hw4bt27fT39g+\nJF3HIgiCIAjiqfaHzmNHUVRMTExJSUllZaUmWF9fv2HDBvqJOlNT07lz565duzYqKurEiRMK\nhcLKyoqiqGvXrj04XT09gUAgEAhsbW3p22ampqZ9fX0SiYROUCqV9+/fNzc3H+74EG00MzPT\n9AUNDQ0tLS1bW1vpm5TR0dEWFhZcLtff39/U1LS8vFxTsLCw8NVXX9Vs3r59m241n8+3sLAI\nCQmRyWSVlZVXr15taWlZtWrV+PHjx40bFxMTI5FIvv3221/1RvQ7FkEQBEEQz4Y/eoJiR0dH\nT0/PjIwMzWgJExOTioqKK1euaKcplUoWi0VRFJvN9vHxKSgoaGlp0U4oKCiga7C2tmaz2Zqe\nYlVVlZ6e3oQJE4Y7rquBV65cWbFihWYsqlQqvXv37tixY62srBgMxv379zUNlMlkmm94q6ur\nGxoaZs+eramnrq5u9+7dmluDvb29crmcyWQqFAq1Wq1W/9/k12q1SqUaOIBjCAOPRRAEQRDE\ns2EYB08AsLOzG5i5dOnS6Ojorq4uepPP5/v4+KSmptbX1zs4OFAUVVNTk5+f7+3tTd/3CgwM\nrKysjI2N9fPzs7Ozk0gkZWVlt27dsra2BsDlcr28vHJycuj7ZFlZWbNnz6YHbQx3fFCOjo7d\n3d07d+709fXV19fPz8+3tLR84YUXKIpyc3PbtWvXkiVLDA0Njx07RlGUZqqRsrIygUCgPfOf\ni4tLZmZmWlqat7d3X19fbm7u6NGjHR0d5XI5l8vdvn07PbdzUVGRSqWi6ykuLpbL5fPmzRv6\nnRp4LIIgCIIgng3DOHhCe2JebXw+XywW79mzRxMRi8Vjx4796quv6O7O6NGjxWIxPS0IALof\nk5eXd/Hixfz8/DFjxjg5OS1fvry4uJgeVBEeHp6dnZ2SkqJSqWbMmBEeHk4XHO74oLhc7qZN\nm/bv379161Y2mz116tTY2FiKogDExsZmZWWlpqbKZDIHB4fNmzdr5jS+evWq9kAKAEZGRhs3\nbszJyVm/fj2bzZ4yZcqyZcvYbDabzU5JSfn444+Tk5NVKpW9vX1KSgrd0SwtLe3p6fmvHbuB\nxyIIgiAI4tnwaDp28fHxQ+zNzs7uF/Hw8PDw8NBsUhQ1b968IXokTCYzJCQkJCREOzh//nxN\n8YiIiIiIiH6lhjtOs7OzO378uHZk/PjxSUlJAzP19fVjYmIGrWTQaUcEAsGWLVsGxq2srNat\nWzcwnpyc/F/PTdexCIIgCIJ4BvzRz9gRBEEQBEEQw4SheQyfIPpJZvS/BUj8kfZi7zIse9xn\n8cfZoN4AIJmR/D2+d4Tj4z6dBy7j8gzM+J2VXMAFNzyYXeg8zrvD/WFKlaJ0Dub8zkP/YXKR\nG4jA/573ZNig3lBTwwgNxWuXk065vnflCt5TJG3mvCeVorgYu3bhk09gYoJkRtLbTe/tt0r6\nS897XC7+9S/kT0raoH6voQFjxsDQEAmypOCa91QqrFkDl6NJi2+9N348khlJr119z9oa3d34\n6ScIBDA1RUcH2tpQOC3prbr35k9wCELQW3XvmZrCyAgAvv4a330HIyMsWYLKShgbw9wc9IPQ\n1dWYNOnfZ65QgMnE559j0iRMm4aeHtBj8Lq7wefju+8wZgwaGuDsjJYW9PVBXx+FhRCLH1Rr\nbY2uLhgZoaoK48bh/54GglAIeojg3bsYORL/+Ac04+v6+sBiQS5HXh7eegsXL2LaNNy7h1Gj\n0NeHzEzMmYPJk9UAkhnJvjfeO+r0H19YORS898Obg3yF9fTSfFL9AUf5bcgdO4IgCIIgiGcE\n6dgRBEEQBEE8Ix7N4InNmzdfunSpX9DFxSUxMRGAWCxmMpnp6en6+vqavbGxse7u7vScHQBK\nS0sLCwsbGxs5HI6NjU1gYKC9vb0mWaVSHT169OrVq7W1tRwOx9bW1t/ff5L27WmCIAiCIIj/\n9x7ZdCdCoTAsLEw7oj1TWnNzc25u7uLFiwcte/LkyaysrNDQUCcnJ4lEUlJSEh8fv2PHDnoe\n4N7e3k2bNjU2Nvr6+i5cuFAmk507dy4uLm7t2rWurq4AlErlwYMHy8rKFAqFSCSKiIigl0Ad\n7vi9e/dycnKuX78ul8vt7e2XLFny3HPPaRqlUCjCwsI++ugjzZwmuuJ0PeXl5Uql0tnZWSwW\n0ytb3L17Nycn58aNG/r6+lOnTg0PD6cvqa74QAOPpastBEEQBEE8Ax7ZV7FGRkaC/0Sv7koT\nCoVHjhxpaGgYtGxRUdGCBQvo+YeFQuHKlf/L3p0HNHXmewP/hpOwRAICKmoQFRgQNaBUYqki\nsjhTVJQJTAFF0TQgUKx4ZcSC3pFabBEZoSzWVwq2OvcKeIsV6lKkMNjiVgR0xsuMuCGMimUJ\nKAkhy/vH8Z5mwjLUSkXn+fyV8zvPeoL06eFZ3rW3ty8rK6PvFhQUPHjwIDMz83e/+52Li4ub\nm1t8fPzSpUtzcnLogxny8vLOnTsXERHx7rvv1tbWZmVl0RlHOp6Wlnbnzp24uLikpCQjI6PE\nxMSOjg4ACoXi6tWrf/zjH5nzJ2iDxVNSUu7fvx8dHR0bGyuVSuldS+RyeWJiYm9v744dOzZv\n3tzc3ExvfTJYXMdgdQ3WF4IgCIIgXgG/0By7hQsXOjs7Z2dnD7gIt6OjgzlhjBYeHr5o0SIA\nMpmspKQkNDSU3ouYsWrVqoiICLlcLpPJysrKJBKJUCh0cXGJjIw8d+6cVCod6XhbW1t9fX1U\nVJRAILC3t4+LiwNAn9laWlqanp6ufR4ubcC4QqG4fv36qlWrXn/9dVdX1zVr1ty+fbuzs7O2\ntra9vX3r1q0ODg4CgWDr1q319fV3794dLD6cugbry0/6KgmCIAiCGLVG8EgxCwsL5ugtFosV\nGRkZExNz9uzZJUuW6OR1dXU9deqUVCr19vaePXu2vr6+jY0NfevevXtKpVIgEOhk4fF47u7u\nABoaGuRy+Zw5c+i4s7OzSqW6deuWkZHRiMatrKxCQkJsbW3puFKpVCgUarUagEgkEolEjY2N\nOkdxDBjX19efOXPm119/PX78eIqiTp06NW3atLFjxz558oTNZjOzEo2NjVks1t27d+kTY/vH\np06d+i/runv37oB9mTt3LgiCIAiCePmN4JFiISEhISEhzOXEiRODgoIOHTokFApNTU21U27c\nuJHP51dVVe3cuZPD4Tg6Ovr4+CxevBhAW1sbAOZ1XU9PT3Dwj1slRUdHm5qastnsMfROPgCb\nzTY2Nm5vb+dyuSManzt3LtO73t7e9PR0Ho+3cOHCZ3h027Zti46O/vbbbwFwuVz6z6NOTk4q\nlerw4cOBgYFyufzQoUMajaazs/P1118fMD6cijo6OgbsyzO0mSAIgiCIUei5DewWLFgQHx8/\ndBqRSFRZWZmfnx8bG6sd53A4QUFBQUFB7e3t9fX1Fy9ezMrKamxslEgklpaWAFpbW+kZe4aG\nhnv37qVz0R80Gg2LxdKpSKVSjXSc/qDRaCoqKo4cOWJpablv3z6ddRLDIZfLt2/f/tprrwUE\nBOjp6Z04cWLHjh2pqakTJkyIj4/Pyck5duwYh8MRiUTGxsYmJiaDxYdT19B9IQiCIAjiZffc\nBnbDQVFUdHR0QkKCt7c3E2xqajp48OCOHTv09fXNzc09PT09PT3Pnj2bnZ29bt06Pp9PUdSV\nK1fogZ2enp69vT0AlUpFv2oyNzfv6+uTyWRGRkZ0/PHjx+PGjeNyuSMaByCVSlNSUh4+fBgW\nFrZo0aL+Y6bhqKmpaW1tTU9PpygKQHR09Pr16y9duuTl5TVv3ry8vLyOjg4ej6dSqQoLCy0s\nLAAMFv+XBntWz9BsgiAIgiBGoV96g+JZs2Z5e3vn5OQwqyXMzMzq6+svX76snUylUnE4HIqi\nDAwM/Pz8ioqKWltbtRMUFRXRJVhbWxsYGDCrBK5fv66npzd9+vSRjms0mqSkJC6Xm5mZ6eHh\n8WyjOgBKpVKj0TBrSjQajVqt7uvrk0qlqampzc3NZmZmbDb7woULJiYmjo6Og8WHU9dgfXm2\nlhMEQRAEMdqM4OIJAHZ2dv1Trl+/Pioqqquri77k8Xh+fn4ZGRlNTU2Ojo4URTU2NhYWFi5f\nvpweLQUHB1+7di02NpbeD0Umk1VXV9+5c8fa2hoAl8v18fHJz8+3sLBgsVi5ubkeHh70oo0R\njdfX19+8eXPlypU3btxgusbn83/qCzAXFxcul5uamkrv1VxaWqpWq+lpiC0tLZmZmaGhod3d\n3QcPHhSJRGw2e7A4gPLycoVC4evrO1hdQzwrgiAIgiBeASO4eIKiqOLi4v4peTyeWCxOT09n\nImKx2MrK6syZM19++SVFUZMmTRKLxT4+PvRdetxTUFBw/vz5wsLCyZMnOzk5xcTElJeX04sq\nJBJJXl5ecnKyWq2eP3++RCKhM45o/Pbt2xqNJi0tTbtrGzZsWLZs2U96bjweLzk5+fPPP9+1\na5darXZwcEhOTqYHWwkJCTk5OR988MGECRPeeuutFStW0FkGi1dWVj558mSIgd0QfSQIgiAI\n4hXwfAZ2CQkJQ9zNy8vTiXh5eXl5eTGXFEX5+voOMSJhs9mrV69evXq1dnDp0qVM9vDw8PDw\ncJ1cIxr39/f39/cfrMEA7OzsTpw4MZw4n89/7733+qecMGECfSbbMOP0zsZD1zVYHwmCIAiC\neAX80nPsCIIgCIIgiBHyi66KJV4uveh90U34tyaB5N/wK+hFrx3sRk/H52DOz2/MPMxjChFC\nOMwC3eD23J/DbuxOwFB/YHlmv8VvR8+3Nhz/+7/wuZjYi16KQrwysRe9W+SJAL7xxhwgzRzH\nHJID0Tt5MnrRu3tMYjKSE5EI9AKwtoZGg7jexF702tpiOytxFtCL3qlTcf48etHr4gIAkyfj\n4UNoNPj0U7z1FoyM0ItelQr3jP+393Hv2LFgTmLy8oKXF8zNsW4dWCxIpbC2fnprxgwAuHIF\ndJnt7ZgwARSFuXOxnZX4gSaZTtbdjcpKzJ4Nc/Onpf3xj09LEIsBoKQEoaEAkJqKXbswcyYA\n7NqFHTsAYOVfEoFkAEolAHh4AEBvLwwMwOGguhpvvIG/rU38+/xkN7en9W5nJZa/nnz+PKqq\nnlbUi95Hj3T/w+HqirqX6gdjmEbzTzt5Y0cQBEEQBPGKGNk3drt3775w4YJO0MXFhZ4iJhaL\n2Wx2VlYWc0AWgNjYWHd3d3qJKIDKysqSkpLm5mZDQ0MbG5vg4GAHBwcmsVqtPn78eE1Nza1b\ntwwNDW1tbQMDA2fQ/4NDEARBEATxb2bE/xQrEAjCwsK0I1wul/n84MGDo0ePrl27dsC8J0+e\nzM3NDQ0NdXJykslkFRUVCQkJe/fupbde6+npSUpKam5u9vf3DwgI6O3traqqio+P37Ztm5ub\nGwCVSvXZZ59VV1crlUqhUBgeHs7hcH6BeGdnZ35+fl1dnUKhcHBwWLdu3bRp05hOKZXKsLCw\nTz75ROeYiv5xupza2lqVSuXs7CwWi+m9VB49epSfn3/16lV9ff05c+ZIJBL6kQ6WnlFdXf3R\nRx/pPGRvb+9NmzYN9+skCIIgCGIUG/GBnYmJCX1WxIAEAkFxcbGnp+eUKVP63y0tLV2xYoVI\nJGIS379/v6ysLCIiAkBBQcGDBw8yMzOZk2Td3NwOHDiQk5MjFAopisrLy6uuro6KimKz2fv3\n78/Kytq8eTOAkY6npaV1dXXFxcUZGBgUFxcnJiZmZWWZmZkpFIqGhobTp093d3drd3OweEpK\nikqlio6Opijq+PHju3btysjIkMvliYmJU6ZM2bFjh0KhOHz48Icffkivhx0wvXaBM2fO1F5O\nq1AoMjIyhELhML9KgiAIgiBGuRc8x27hwoXOzs7Z2dnM0QvaOjo6mAMqaOHh4YsWLQIgk8lK\nSkpCQ0OZUR1t1apVERERcrlcJpOVlZVJJBKhUOji4hIZGXnu3DmpVDrS8ba2tvr6+qioKIFA\nYG9vHxcXB+DSpUsASktL09PTmYMfGAPGFQrF9evXV61a9frrr7u6uq5Zs+b27dudnZ21tbXt\n7e1bt251cHAQCARbt26tr6+/e/fuYOm1yxw7dqyLltraWi8vL/rtJkEQBEEQr4ARf2PX/0QK\nCwsL5rQDFosVGRkZExNz9uzZJUuW6OR1dXU9deqUVCr19vaePXu2vr6+jY0NfevevXtKpVIg\nEOhk4fF47u7uABoaGuRy+Zw5c+i4s7OzSqW6deuWkZHRiMatrKxCQkJsbW3puFKpVCgUarUa\ngEgkEolEjY2NOjs5DxjX19efOXPm119/PX78eIqiTp06NW3atLFjxz558oTNZjOzEo2NjVks\n1t27d6dOnTpg+sG+l7q6utra2uzs7MESEARBEATx0hnxgV3/EylCQkJCQkKYy4kTJwYFBR06\ndIg+R0s75caNG/l8flVV1c6dOzkcjqOjo4+Pz+LFiwG0tbUBYF7X9fT0BAcHMxmjo6NNTU3Z\nbPaYMWPoCJvNNjY2bm9v53K5IxqfO3cu07ve3t709HQej7dw4cJneHTbtm2Ljo7+9ttvAXC5\n3KysLABOTk4qlerw4cOBgYFyufzQoUMajYZ+Mzdg+gGp1epPP/00LCyMnhRIEARBEMSrYcQH\ndgsWLIiPjx86jUgkqqyszM/Pj42N1Y5zOJygoKCgoKD29vb6+vqLFy9mZWU1NjZKJBJLS0sA\nra2tVlZWAAwNDffu3Uvnoj9oNBr6qFltKpVqpOP0B41GU1FRceTIEUtLy3379umskxgOuVy+\nffv21157LSAgQE9P78SJEzt27EhNTZ0wYUJ8fHxOTs6xY8c4HI5IJDI2NjYxMRksvbGxcf/C\nKyoq9PT0FixY8FNbRRAEQRDEaDYq9rGjKCo6OrqiokJ7nllTUxO9PgCAubm5p6fntm3bIiMj\nv/rqK6VSyefzKYq6cuUKnVhPT8/e3t7e3t7W1ra9vZ3O0tfXJ5PJ6AQqlerx48fjxo0b6TgA\nqVSamJj4pz/9KSwsbPfu3TqvIYeppqamtbV106ZNU6dOnTJlSnR0tEwmo+fqzZs3Ly8v77PP\nPisoKAgMDHzy5ImFhcUQ6fsrKSl58803n6FVBEEQBEGMZqNiYAdg1qxZ3t7eOTk5zGoJMzOz\n+vr6y5cvaydTqVQcDoeiKAMDAz8/v6KiotbWVu0ERUVFdAnW1tYGBgbMSPH69et6enrTp08f\n6bhGo0lKSuJyuZmZmR4eHv3f6g2TUqnUaDTMmhKNRqNWq/v6+qRSaWpqanNzs5mZGZvNvnDh\ngomJiaOj42Dp+5fc0NBw7949D3pncYIgCIIgXiEvYPEEADs7u/4p169fHxUV1dXVRV/yeDw/\nP7+MjIympiZHR0eKohobGwsLC5cvX06PloKDg69duxYbGysSiezs7GQyWXV19Z07d6ytrQFw\nuVwfH5/8/HwLCwsWi5Wbm+vh4UEv2hjReH19/c2bN1euXHnjxg2ma3w+X2dLuX/JxcWFy+Wm\npqbSezWXlpaq1Wp6GmJLS0tmZmZoaGh3d/fBgwdFIhGbzR4sPYDy8nKFQuHr60uXXF1dbW9v\nr72bIEEQBEEQr4YXsHiCoqji4uL+KXk8nlgsTk9PZyJisdjKyurMmTNffvklRVGTJk0Si8U+\nPj70XXocU1BQcP78+cLCwsmTJzs5OcXExJSXl9OLKiQSSV5eXnJyslqtnj9/vkQioTOOaPz2\n7dsajSYtLU27axs2bFjrwVO6AAAgAElEQVS2bNlPem48Hi85Ofnzzz/ftWuXWq12cHBITk6m\nB5QJCQk5OTkffPDBhAkT3nrrrRUrVgydvrKy8smTJ8zArqam5o033vhJjSEIgiAI4qUwsgO7\nhIShTpvOy8vTiXh5eXl5eTGXFEX5+voyI5L+2Gz26tWrV69erR1cunQpkz08PDw8PFwn14jG\n/f39/f39B2swADs7uxMnTgwnzufz33vvvf4pJ0yYoL3P8L9MT29fzCBbnBAEQRDEq2q0zLEj\nCIIgCIIgfiYysCMIgiAIgnhFjPgcO+LlZQ7zIe6mIvX3+D1z+RE+2oZtz6vqD/DBdmz/A/6Q\nhCQmmICE3dhNf05C0h/wh59a7E7s3ImdiUhMRvIQybQr0haHuL3Yqx3ZgR27sKt/Slo84lOQ\nohPcgi1pSBsw/UvhfdMt/yl92v7dFlsS2p5zX5ifupM4uRRLmfhpnA7JK+sQp5WgRAnlb/Fb\nAMUopj8wvsAXIoj6F7sFW4KD4Xo07f85bIn42wBt1vledH4GmLtbqS17VGkA8pAnhniYnTqM\nw2uwRjsy/vMtj9b+UzPykT8j8C9ux57lef6Rv+U/WoaVUecHGMCH+PA9DDCF45kN5yc8jrVl\nr+YF/yt4803cgPl2oy1bvWHy7Y+/66j0LWPHQirFor/gik0yAMNdye+9B/9a1NQkA9i8Ge3t\nyMzEjbeSHR0B4D97k69dw7lzOHcO7u6QnkpuaQGfj/R0TJmC5mZs2oS2Nnz/Pcxh/sMPiIlB\nTV3yDz/gzh34+CAnB1ev4pNP8O676OjADz/g+nXcu4fCQhw6hJQU7Psjqs4BgKUlHj7EmjUo\nKYGZGbzKk8ViBASAonDdN82tektVFS5cQHw8Tp1CQQG8vVFQgHfeAYCEBBw5Aj8//PADAPAn\nI+73iIlBTw/u34c5zCdPwt0mnDuHt956+ij27MG77+LXv8Z336GyEn+alrz0B9jYYMbh5E8+\nwQea5PfVOHAAGzY8Tf8dvkv2Rto//4ejoODHf9RbsXUP9tCff4/fpyJ1wK/muPsW/3NpAKT/\nueX99/G8fmG+p7/lQ4VuUYP9EvvveVtCvh+qXrpTZW9uWXI6DQP9SO8au2VHZ1pD+JbiYrz3\nw6BFpVpu+f3D5/xvgbyxIwiCIAiCeEU8nzd2u3fvvnDhgk7QxcWFnuMvFovZbHZWVhZzwimA\n2NhYd3d3em8OAJWVlSUlJc3NzYaGhjY2NsHBwQ4ODkxitVp9/PjxmpqaW7duGRoa2traBgYG\nzpgx47k0niAIgiAI4tXw3P4UKxAIwsLCtCPaO6U9ePDg6NGja9euHTDvyZMnc3NzQ0NDnZyc\nZDJZRUVFQkLC3r17p0+fDqCnpycpKam5udnf3z8gIKC3t7eqqio+Pn7btm1ubm4AVCrVZ599\nVl1drVQqhUJheHg4fQTqqIpXV1d/9NFHOh339vbetGlTc3NzXl5eQ0MDRVECgUAsFmtveqdU\nKsPCwj755BPmXLLOzs78/Py6ujqFQuHg4LBu3bpp06YN+GB/Tl6CIAiCIF46z21gZ2JiYm9v\nP9hdgUBQXFzs6ek5ZcqU/ndLS0tXrFghEomYxPfv3y8rK4uIiABQUFDw4MGDzMxMenc6AG5u\nbgcOHMjJyREKhRRF5eXlVVdXR0VFsdns/fv3Z2Vlbd68GcCois+cOVN7jxKFQpGRkSEUCvv6\n+t5//31bW9v333+/vb392LFjH330EX3crUKhaGhoOH36dHd3t/bjSktL6+rqiouLMzAwKC4u\nTkxMzMrKores0y7/mfMSBEEQBPGS+oXm2C1cuNDZ2Tk7O5s580pbR0cHc5IYLTw8fNGiRQBk\nMllJSUloaCgzqqOtWrUqIiJCLpfLZLKysjKJRCIUCl1cXCIjI8+dOyeVSkdbfOzYsS5aamtr\nvby83Nzcbt++/eDBg3feecfOzk4oFIaGhv7973+Xy+UASktL09PTtc/PBdDW1lZfXx8VFSUQ\nCOzt7ePi4gD0PxP25+QlCIIgCOIl9dze2PU/OszCwoJ5FcRisSIjI2NiYs6ePbtkyRKdvK6u\nrqdOnZJKpd7e3rNnz9bX17exsaFv3bt3T6lUCgQCnSw8Hs/d3R1AQ0ODXC6fM2cOHXd2dlap\nVLdu3TIyMhpV8blz5zKNr6urq62tpTcKtrOzKywsNDQ0lMvl9+/f/+677371q18ZGhoCEIlE\nIpGosbFR++gOtVodEhJia2tLXyqVSoVCoVardZ7Pz8lLEARBEMRL6rkN7PofHRYSEhISEsJc\nTpw4MSgo6NChQ/SBp9opN27cyOfzq6qqdu7cyeFwHB0dfXx8Fi9eDKCtrQ0A87qup6cnODiY\nyRgdHW1qaspms8eMGfO0P2y2sbFxe3s7l8sdVXGmzWq1+tNPPw0LC6Mn5Onp6dHDuJ07d16/\nft3Y2DglRXeDDG3jx49nnmpvb296ejqPx1u4cOEQWZ5LXoIgCIIgRr/nNrBbsGBBfHz80GlE\nIlFlZWV+fn5sbKx2nMPhBAUFBQUFtbe319fXX7x4MSsrq7GxUSKRWFpaAmhtbbWysgJgaGhI\nzz8DQH/QaDQsFkunIpVKNdrizOeKigo9Pb0FCxbopElMTJTJZF9//fV777138OBBIyMjDE6j\n0VRUVBw5csTS0nLfvn3M2ojh+Dl5CYIgCIIYzX7RfewoioqOjq6oqNCe+9XU1LRjxw56jp25\nubmnp+e2bdsiIyO/+uorpVLJ5/Mpirpy5crT5urp2dvb29vb29ra0q/BzM3N+/r6ZDIZnUCl\nUj1+/HjcuHGjLc70t6Sk5M0332Qu7969S/eOx+NNmDBh9erVvb29OnPjdEil0sTExD/96U9h\nYWG7d+/Wef05tJ+TlyAIgiCIUe6X3qB41qxZ3t7eOTk5zGoJMzOz+vr6y5cvaydTqVQcDoei\nKAMDAz8/v6KiotbWVu0ERUVFdAnW1tYGBgbMSOj69et6enrTp08fbXH6sqGh4d69ex4eHkxH\nbt++vW/fPuaVXk9Pj0KhYLMHfZOq0WiSkpK4XG5mZqaHh0f/t4ND+Dl5CYIgCIIY/UZw8QQA\nOzu7/inXr18fFRXV1dVFX/J4PD8/v4yMjKamJkdHR4qiGhsbCwsLly9fTo88goODr127Fhsb\nKxKJ7OzsZDJZdXX1nTt3rK2tAXC5XB8fn/z8fAsLCxaLlZub6+HhQS/aGG1xANXV1fb29to7\n/Lm4uBw8eDAzM3P58uV9fX1Hjx6dNGnSrFmzBnvOV69evXnz5sqVK2/cuMEE+Xz+uHHjysvL\nFQqFr6/vM+QdLAtBEARBEC+REVw8QVFUcXFx/5Q8Hk8sFqenpzMRsVhsZWV15syZL7/8kqKo\nSZMmicViHx8f+i6Xy01NTS0oKDh//nxhYeHkyZOdnJxiYmLKy8vpRRUSiSQvLy85OVmtVs+f\nP18ikdAZR1scQE1NzRtvvKH9NExMTP7whz/k5+dv377dwMBg9uzZ77zzjoGBwWDP+fbt2xqN\nJi3tn46W27Bhw7JlyyorK588eTLEwG6IvINlIQiCIAjiJfJ8BnYJCQlD3M3Ly9OJeHl5eXl5\nMZcURfn6+g4xImGz2atXr169erV2cOnSpUz28PDw8PBwnVyjLQ6A3uJEh729/Ycfftg/TrOz\nsztx4gRz6e/v7+/vP2DKXbt0T6Mffl6CIAiCIF4Bv/QcO4IgCIIgCGKEsAY8CoIgAMSz/sX+\nNQTxHKVoUkB+6ohfRIomJZ4Vn6LZI2DNXoqlQ6bcE8/aqh3xPLWnwncrE9dOkKLZAyCetVX7\nQ0UFTnv9mFI7482boDeMr6hAcTGMMp9mpP3nf+L993+s99w5uLvjr38FMwc7nrWVbsyu3j21\ntZg6FRMnws0Niy5sBSC6sMfWFhcvYuZMTJ+Ox49RXw9mo620NCxbhhkzwDRp3J49v/89AOTk\nIDoaDQ1gs2Fnh8BAHDuG/v36515rANCPVOdxLa/aU7ronyIvu1/mNxVdy7Mhb+wIgiAIgiBe\nEWRgRxAEQRAE8Yp4Posndu/efeHCBZ2gi4vLzp07AYjFYjabnZWVpa+vz9yNjY11d3cPCAig\nLysrK0tKSpqbmw0NDW1sbIKDgx0cHJjEarX6+PHjNTU1t27dMjQ0tLW1DQwMnDFjxnNpPEEQ\nBEEQxKvhuW13IhAIwsLCtCPau7U9ePDg6NGja9euHTDvyZMnc3NzQ0NDnZycZDJZRUVFQkLC\n3r176X19e3p6kpKSmpub/f39AwICent7q6qq4uPjt23b5ubmBkClUn322WfV1dVKpVIoFIaH\nh9PHsI50nKZUKsPCwj755BPmbK6fVE51dfVHH32k80C8vb03bdrU2dmZn59fV1enUCgcHBzW\nrVs3bdq0Iertb7A0w8lLEARBEMRL57kN7ExMTOzt7Qe7KxAIiouLPT09p0yZ0v9uaWnpihUr\nRCIRk/j+/ftlZWUREREACgoKHjx4kJmZSe9aB8DNze3AgQM5OTlCoZCiqLy8vOrq6qioKDab\nvX///qysrM2bNwMY6bhCoWhoaDh9+nR3d7d2d35SOTNnzqTfa9IUCkVGRoZQKASQlpbW1dUV\nFxdnYGBQXFycmJiYlZVlZmY2WL3aBksznLwEQRAEQbykfqE5dgsXLnR2ds7Ozh5wEW5HRwdz\nwhgtPDx80aJFAGQyWUlJSWhoKDOqo61atSoiIkIul8tksrKyMolEIhQKXVxcIiMjz507J5VK\nRzoOoLS0ND09Xedc159aztixY1201NbWenl5ubm5tbW11dfXR0VFCQQCe3v7uLg4AJcuXRqs\nXh2DpRlOXoIgCIIgXlIjeKSYhYUFc5QWi8WKjIyMiYk5e/bskiVLdPK6urqeOnVKKpV6e3vP\nnj1bX1/fxsaGvnXv3j2lUikQCHSy8Hg8d3d3AA0NDXK5fM6cOXTc2dlZpVLdunXLyMhoRONz\n584ViUQikaixsVH7yI27d+/+1HKYvHV1dbW1tfQmxmq1OiQkxJZeCg8olUqFQqFWqwEMWK+O\nwdIMJy9BEARBEC+pETxSLCQkJCQkhLmcOHFiUFDQoUOHhEKhqampdsqNGzfy+fyqqqqdO3dy\nOBxHR0cfH5/FixcDaGtrA8C8ruvp6QkODmYyRkdHm5qastnsMWPGPO0Pm21sbNze3s7lckc0\nPthz6OjoeLZy1Gr1p59+GhYWRk/IGz9+PPP0ent709PTeTzewoULh/gKCIIgCIL4N/fcBnYL\nFiyIj/8X+/WJRKLKysr8/PzY2FjtOIfDCQoKCgoKam9vr6+vv3jxYlZWVmNjo0QisbS0BNDa\n2mplZQXA0NBw7969dC76g0ajYbFYOhWpVKqRjg/Wx2cup6KiQk9PbwGzfeT/lVZRUXHkyBFL\nS8t9+/aRtQ4EQRAEQQzhF93HjqKo6OjoiooK7TleTU1NO3bsoOfYmZube3p6btu2LTIy8quv\nvlIqlXw+n6KoK1euPG2unp69vb29vb2trS39usvc3Lyvr08mk9EJVCrV48ePx40bN9Lxwfr4\nzOWUlJS8+eab2kVJpdLExMQ//elPYWFhu3fv1nnNSRAEQRAEoeOX3qB41qxZ3t7eOTk5zGoJ\nMzOz+vr6y5cvaydTqVQcDoeiKAMDAz8/v6KiotbWVu0ERUVFdAnW1tYGBgbMSPH69et6enrT\np08f6fhgHXy2choaGu7du+fh4cGUo9FokpKSuFxuZmamh4dH/7d9BEEQBEEQOkZw8QQAOzu7\n/inXr18fFRXV1dVFX/J4PD8/v4yMjKamJkdHR4qiGhsbCwsLly9fTo9mgoODr127FhsbKxKJ\n7OzsZDJZdXX1nTt3rK2tAXC5XB8fn/z8fAsLCxaLlZub6+HhQS/aGOn4gJ6hPQCqq6vt7e21\nd/67evXqzZs3V65ceePGDSbI5/OHeFlYXl6uUCh8fX2H+p4IgiAIgnh1jeDiCYqiiouL+6fk\n8XhisTg9PZ2JiMViKyurM2fOfPnllxRFTZo0SSwW+/j40He5XG5qampBQcH58+cLCwsnT57s\n5OQUExNTXl5OL6qQSCR5eXnJyclqtXr+/PkSiYTOONLxwTxDOTU1NW+88YZ2Ibdv39ZoNGlp\nadrBDRs2LFu2bLB6Kysrnzx5QgZ2BEEQBPFv6/kM7BISEoa4m5eXpxPx8vLy8vJiLimK8vX1\nHWJEwmazV69evXr1au3g0qVLmezh4eHh4eE6uUY6TrOzsztx4sTPLIfe4kSbv7+/v7//gDUO\nVu+uXbv+ZZqh4wRBEARBvNR+6Tl2BEEQBEEQxAhhDXgUBEEAeIv1VixiWWC5wvUwDt/DvQQk\nfItv1VA3olEMMYAqVH2BLwIQoITSE55M3t3YLYTwBm5EIaoc5SywVFDpQe8bfOMBj1/j13Sy\n0zj9Jt5ci7VrsKYBDRux8VN8agWrKlQlI1kMsStcoxCViMRWtB7EwTKULcGSMzjzG/ymHOXe\n8P4SX67ESrq0MzhzDdfiEPc1vtaDXgMabGDTh76VWHkGZ/rQtxzLv8JXy7AsE5kzMEMJJZ1M\nA00sYs/gjBLKZVi2D/s2Y/NpnGaB1YCGTdgE4BiOBSKQvvU1vqa7sBVb92CP9kM7gRMrsALA\nZmwGsA/7ABzH8b/ir/MwTwrpLdzahm10smxkW8GKBRYb7KVYymR/B+9kI/tzfH4N19zg1oc+\nQxj2oMcIRv7wB5CKVBvYPMGTtVgL4Ct8JYdcA00f+r7DdxMwYS7mlqL0JE7ux/4ruDIVU8MQ\nBuAojgbj6U6QBSjIR/5pnC5FaRe6juN4IQoBbMCGAzjA9KgQhWyw/4K/OMO5Ax0ccFrQshVb\nJ5hxWjv6ABzBERlk4QgHcAAHNmADkzcUoUdwBIAvfAMQcB/39aEfj3gAXvAKQQgX3NVYvRiL\nL+Jin6YPgJkZy9wcZmaQydDZgY77RqYwDUDAa3nZYjFSU1FRATMzPHyIu3dhYoK//x38xzMs\nFzVcvQp7ezQ1YcoUdHaiqwuLHrzV/EahpSX+/GfY/QqXLuLMGSz7DdthlrK1FY6OePQIBgYY\nV+fzPb7vQtfEyerWVlhZobsbLi54+BB//zt6e+Gp8RqHcYUoHDsW3Z2U2TiVkxO++QYTxqP7\nMX4lc+6C1MDhjqkpLC3xuMSzAhUssA7jcLRJqK0t6uowbx4uX8YUK/yjmXpNqLpzaUIrWmdi\n5mPr683NmK6x/dVvbpqY4OvCsTLITGH6Nt7eZ/ghnw/1zemPx99+9AjzMO86rocg5BtU3EPT\nH/CHFOMdTx6z9KCngmrWLDQ3g8dDczPMYd6O9kmTMO6+oNnsmrKDxwFnzJT2+fcCveGdMi1K\ncMdvLubmIncyJn+P701NIZUCABvsPdiTzcp+qHn4GI+nYzrL5jb31uwudD02b1revtYEJvux\n3wc+Z3DGBjY88MZj/FmcjURkIQo70ZmClFxWbpPh3yxkVsux/A7u/Bl/lkHmB79QhJ7AiQus\nC52azg50bMd2FVRpSHOHexvaetH7H/iPdKRbwtLY/+x3x8enIGUN1mzERgpUNrJd4foIj1hg\nmcF8LdZ8ha9O4qQY4ousi480j/zh34nOZjQHIrAABS1oWYd1RjD6b9Z/B2gC9mN/K1oBPO7g\nBJp5n8bp15w49fUaf38Wm42GBqxZA6USaWnYtAnd3VAqQVG4fx+OjlCroaeH6dNx9SoUCrS1\nYcIEaDSQyzFhAigKKhWmTUNjIygKdXWYPx8dHZDLoVbjtdfwt79BqYSREe7fh0aDMWNgbw+p\nFF9/jddfx7hxaGuDuTk4HNy6hfnzUVODOXPQ2AiNBmo1eDzY2OAvfwGLBYUCXV0QClFVhfHj\noVLhH/+AUAilEmPHQirFnTvgcmFggI4OmJtDpfqxqVwupk3D6dOws8P48fjb32BhgYYG8HiY\nPx/NzbCywrffwskJDQ2YOBGmpjAzw9/+hidPMGcOHjzAo0fg8WBmhps3MXUq/vEPcDi4fRtm\nZvjHP7BgAWJiNACusq6uc3G+dKUPwCmc6kDHKqzye5PjcfrDOMTRv+3TkGYIQzvY9aFPA00j\nGjdjcxrStmDLPuybgimBCPwKXymg+Bgfv4t3y1AmhJADDv3fnf/F//ahbxZmPcIjU5juwR5T\nLiey5z+84NWFrr/irzux0xve5SgH8D7e/w7frcO6EIT8D/5HBZUSynfwTgc6PsfnAG7j9p/x\n52/wDfMr6yAOssBqQcsd3GlE4zmco+OTxnF2/pDFBnsTNsk1cgDJrOQc5GzAhgQkbMbmfdjn\nA5+zOPsBPtiO7QUo2IM9NajxgheAb/DNYiyuRCWALdgihzwb2YdwaB3WbcGWNKRtxEYllLMx\nmwVWCUqmYEqeRvdPncNH3tgRBEEQBEG8Ip7PHLvdu3dfuHBBJ+ji4kIfby8Wi9lsdlZWlr6+\nPnM3NjbW3d09ICCAvqysrCwpKWlubjY0NLSxsQkODnZwcGASq9Xq48eP19TU3Lp1y9DQ0NbW\nNjAwcMaMGc+l8QRBEARBEK+G57YqViAQhIWFaUe0N+948ODB0aNH165dO2DekydP5ubmhoaG\nOjk5yWSyioqKhISEvXv30tu89fT0JCUlNTc3+/v7BwQE9Pb2VlVVxcfHb9u2zc3NDYBKpfrs\ns8+qq6uVSqVQKAwPD6dP5XpRcZpSqQwLC/vkk0+Y4yIePXqUn59/9epVfX39OXPmSCQS+hEd\nO3bs888/ZzIyq4k7Ozvz8/Nra2tVKpWzs7NYLKb3OqHjdXV1CoXCwcFh3bp106ZNG/DB9m/D\nYHURBEEQBPEKeG4DOxMTE3t7+8HuCgSC4uJiT0/PKVOm9L9bWlq6YsUKkUjEJL5//35ZWVlE\nRASAgoKCBw8eZGZmMifGurm5HThwICcnRygUUhSVl5dXXV0dFRXFZrP379+flZW1efNmAC8q\nrlAoGhoaTp8+3d3dzfRRLpcnJiZOmTKFPmbj8OHDH374Ib2OtaWlZd68ecuXL6dTMnsRp6Sk\nqFSq6OhoiqKOHz++a9eujIwMAGlpaV1dXXFxcQYGBsXFxYmJiVlZWTpb6w3YhiHqIgiCIAji\nFfALzbFbuHChs7Nzdnb2gGs1Ojo6mIMoaOHh4YsWLQIgk8lKSkpCQ0OZUR1t1apVERERcrlc\nJpOVlZVJJBKhUOji4hIZGXnu3DmpVPqi4gBKS0vT09O1j00DUFtb297evnXrVgcHB4FAsHXr\n1vr6+rt37wJoaWmZO3euy/+ZO3cuAIVCcf369VWrVr3++uuurq5r1qy5fft2Z2dnW1tbfX19\nVFSUQCCwt7ePi4sDcOnSJZ1HOmAbBquLIAiCIIhXwwiePGFhYcG8RmKxWJGRkTExMWfPnl2y\nZIlOXldX11OnTkmlUm9v79mzZ+vr69vY2NC37t27p1QqBQKBThYej+fu7g6goaFBLpfPmTOH\njjs7O6tUqlu3bhkZGb2Q+Ny5c0UikUgkamxs1N6x+cmTJ2w2m5llaGxszGKx7t69O3Xq1JaW\nlrq6ui+++KK3t3fGjBlvv/02n8/X19efOXPm119/PX78eIqiTp06NW3atLFjxz569CgkJMTW\n1pYuR6lUKhQKtVqt83wGbAOAAesa5CslCIIgCOIlM4InT4SEhISEhDCXEydODAoKOnTokFAo\n1DnPfuPGjXw+v6qqaufOnRwOx9HR0cfHZ/HixQDa2toAMK/renp6goODmYzR0dGmpqZsNnvM\nmDFP+8NmGxsbt7e3c7ncFxIf7Pk4OTmpVKrDhw8HBgbK5fJDhw5pNJrOzs6urq7u7m4WixUX\nF6dSqQoKCrZv356dnc3lcrdt2xYdHf3tt98C4HK5WVlZAMaPH8881d7e3vT0dB6Pt3DhwuF8\nR0PUNZzsBEEQBEGMcs9tYLdgwYL4+Pih04hEosrKyvz8/NjYWO04h8MJCgoKCgpqb2+vr6+/\nePFiVlZWY2OjRCKxtLQE0NraamVlBcDQ0HDv3r10LvqDRqPpP1FMpVK9qPhgfZ8wYUJ8fHxO\nTs6xY8c4HI5IJDI2NjYxMRkzZkx+fr65uTldmq2tbVhY2OXLl+fPn799+/bXXnstICBAT0/v\nxIkTO3bsSE1NNTY2pntdUVFx5MgRS0vLffv2MWsjhjZYXR4eHsPJThAEQRDEKPfcBnbDQVFU\ndHR0QkKCt7c3E2xqajp48OCOHTv09fXNzc09PT09PT3Pnj2bnZ29bt06Pp9PUdSVK1fogZ2e\nnh69REOlUtGvx8zNzfv6+mQymZGRER1//PjxuHHjuFzuC4kP0f158+bl5eV1dHTweDyVSlVY\nWGhhYUFRlIWFBZNmzJgxlpaWP/zwQ01NTWtra3p6OkVRAKKjo9evX3/p0iUvLy+pVJqSkvLw\n4cOwsLBFixYNfwHEYHUNMztBEARBEKPcL71B8axZs7y9vXNycpjVEmZmZvX19ZcvX9ZOplKp\nOBwORVEGBgZ+fn5FRUWtra3aCYqKiugSrK2tDQwMmFUC169f19PTmz59+ouKD9ZxqVSampra\n3NxsZmbGZrMvXLhgYmLi6Oh4+fLljRs3MmtX5XL5o0ePrKyslEqlRqNh1ppoNBq1Wt3X16fR\naJKSkrhcbmZmpoeHx09a1jpYXcMvgSAIgiCI0WwEF08AsLOz659y/fr1UVFRXV1d9CWPx/Pz\n88vIyGhqanJ0dKQoqrGxsbCwcPny5fSoJTg4+Nq1a7GxsSKRyM7OTiaTVVdX37lzx9raGgCX\ny/Xx8cnPz7ewsGCxWLm5uR4eHvSijRcVH5CpqWlLS0tmZmZoaGh3d/fBgwdFIhGbzZ41a1Z3\nd3daWpq/v7++vn5hYaGlpeW8efN6enq4XG5qaiq9h3NpaalarRYKhVevXr158+bKlStv3LjB\nFM7n88eNG1deXq5QKHx9fQdrw2B1De8bJgiCIAhitBvBxRODbX7L4/HEYnF6ejoTEYvFVlZW\nZ86c+fLLLymKmoBKpqkAACAASURBVDRpklgs9vHxoe/S45uCgoLz588XFhZOnjzZyckpJiam\nvLycXlQhkUjy8vKSk5PVavX8+fMlEgmd8UXFB5OQkJCTk/PBBx9MmDDhrbfeWrFiBd27pKSk\nTz/99KOPPjIwMJgzZ05sbCxFUTweLzk5+fPPP9+1a5darXZwcEhOTjYzM/vzn/+s0WjS0tK0\nS96wYcOyZcsqKyufPHkyxMBusLqGbjZBEARBEC+L5zOwS0hIGOJuXp7uWbZeXl5eXl7MJUVR\nvr6+Q4xI2Gz26tWrV69erR1cunQpkz08PDw8PFwn14uK0+zs7E6cOKEdmTBhAn3Gmo6pU6e+\n//77/eN8Pv+9997TCfr7+/v7+w9YI73d8dBtGKwugiAIgiBeAb/0HDuCIAiCIAhihJCBHUEQ\nBEEQxCuCNeAZXwQB4F3Wuy+6CcSLVITC3+GtX6y6jzUfg/zUEb+IjzUfv8t696BhZrh848ea\nzHdZGwdLKfh/mQcO4I2apwnsMjIbN20EoIrOPJjDUWj66DhTAl3ax5pMJv6xJjMhAY8//DHI\n5UIi2wigYnam5182HpuY+Y/7T0ugs6cpMjkcvMva+PqfMletenpLGZXJ3r/xvywymS2q6PiW\nO5lp057mjYoC55Onn+3t8eaNHysFYGeHpTd/7CnTcabNSiXY7KclexVn+vvj3Xfx8ceIj0dK\nCnSeEpPrXdbGf6t/vL9MZ+lang15Y0cQBEEQBPGKGNkNinfv3n3hwgWdoIuLC72GQCwWs9ns\nrKws5gRVALGxse7u7vQeHwAqKytLSkqam5sNDQ1tbGyCg4MdHByYxGq1+vjx4zU1Nbdu3TI0\nNLS1tQ0MDJwxY8aIdoogCIIgCGJ0GvGTJwQCQVhYmHZE+2TSBw8eHD16dO3atQPmPXnyZG5u\nbmhoqJOTk0wmq6ioSEhI2Lt3L70PcE9PT1JSUnNzs7+/f0BAQG9vb1VVVXx8/LZt29zc3ACo\nVKrPPvusurpaqVQKhcLw8HAOh/MLxDs7O/Pz8+vq6hQKhYODw7p166ZNm8Z0SqlUhoWFffLJ\nJzrngA0YLy8v/+qrr1paWuzt7SMjI/l8fnV19UcffaTzoLy9vV1dXQeMb9q0STsydNsIgiAI\ngnipjfjAzsTEhD4EbEACgaC4uNjT03PKlCn975aWlq5YsUIkEjGJ79+/X1ZWFhERAaCgoODB\ngweZmZn0bnYA3NzcDhw4kJOTIxQKKYrKy8urrq6Oiopis9n79+/PysravHkzgJGOp6WldXV1\nxcXFGRgYFBcXJyYmZmVlmZmZKRSKhoaG06dPM2c/0AaLl5eXHzhwICIiYsKECUVFRbt27crJ\nyZk5c6b2nikKhSIjI0MoFDo6Og4Y13mkg7VtyO+QIAiCIIiXwwueY7dw4UJnZ+fs7OwB13B0\ndHQwJ4/RwsPDFy1aBEAmk5WUlISGhjKjOtqqVasiIiLkcrlMJisrK5NIJEKh0MXFJTIy8ty5\nc1KpdKTjbW1t9fX1UVFRAoHA3t4+Li4OwKVLlwCUlpamp6czp5AxBoxrNJpjx46FhYX5+Pg4\nOTlt2rRp+vTpP/zww9ixY1201NbWenl5ubm5DRbXLnOIthEEQRAE8QoY8Td2/Y8as7CwYF4R\nsVisyMjImJiYs2fPLlmyRCevq6vrqVOnpFKpt7f37Nmz9fX1bWxs6Fv37t1TKpUCgUAnC4/H\nc3d3B9DQ0CCXy+fMmUPHnZ2dVSrVrVu3jIyMRjRuZWUVEhJia2tLx5VKpUKhUKvVAEQikUgk\namxs1DmiY8B4c3NzS0uLm5ubRqPp6uoaN25cfHy8Tmfr6upqa2uzs7OHGVer1YO1jSAIgiCI\nV8CID+z6HzUWEhISEhLCXE6cODEoKOjQoUNCodDU1FQ75caNG/l8flVV1c6dOzkcjqOjo4+P\nz+LFiwG0tbUBYF7X9fT0BAcHMxmjo6NNTU3ZbPaYMWPoCJvNNjY2bm9v53K5IxqfO3cu07ve\n3t709HQej7dw4cKf+tza2tooiqqsrCwoKJDJZObm5hEREW+88QaTQK1Wf/rpp2FhYfTEvn8Z\nBzB+/Pjn0jaCIAiCIEanER/YLViwoP+rJh0ikaiysjI/Pz82NlY7zuFwgoKCgoKC2tvb6+vr\nL168mJWV1djYKJFILC0tAbS2tlpZWQEwNDTcu3cvnYv+oNFoWCyWTkUqlWqk4/QHjUZTUVFx\n5MgRS0vLffv26ayTGI6uri6VStXQ0JCZmWlsbHzy5Mm9e/dmZGQwkxErKir09PQWLFigk3Gw\nOOPnt40gCIIgiNFpxAd2w0FRVHR0dEJCgre3NxNsamo6ePDgjh079PX1zc3NPT09PT09z549\nm52dvW7dOj6fT1HUlStX6IGdnp4evURDpVK1t7cDMDc37+vrk8lkRkZGdPzx48fjxo3jcrkj\nGgcglUpTUlIePnwYFha2aNGi/uO/4aBfXkZFRdF/tg4MDDx9+nRtbS0zsCspKXnzzTf7Zxws\nTnsubSMIgiAIYnQaLRsUz5o1y9vbOycnh1ktYWZmVl9ff/nyZe1kKpWKw+FQFGVgYODn51dU\nVNTa2qqdoKioiC7B2trawMCAWZFw/fp1PT296dOnj3Rco9EkJSVxudzMzEwPD49nHjnx+XwW\ni/X48WOm4729vcxffhsaGu7du+fh4aGTa7A47Xm1jSAIgiCI0ekFLJ4AYGdn1z/l+vXro6Ki\nurq66Esej+fn55eRkdHU1OTo6EhRVGNjY2Fh4fLly+kRSXBw8LVr12JjY0UikZ2dnUwmq66u\nvnPnjrW1NQAul+vj45Ofn29hYcFisXJzcz08POi3XyMar6+vv3nz5sqVK2/cuMF0jc/n0y/z\nhm/cuHELFiz44x//uG7dujFjxnz55ZcURTHbl1RXV9vb22vvCDhEvLy8XKFQ+Pr6Xr169bm0\njSAIgiCI0ekFLJ6gKKq4uLh/Sh6PJxaL09PTmYhYLLaysjpz5gw9rJk0aZJYLPbx8aHvcrnc\n1NTUgoKC8+fPFxYWTp482cnJKSYmpry8nF5UIZFI8vLykpOT1Wr1/PnzJRIJnXFE47dv39Zo\nNGlpadpd27Bhw7Jly37qo4uNjc3Nzc3IyOjt7XV0dNy9ezczH66mpkZ7IQVjwHhlZeWTJ098\nfX2fY9sIgiAIghiFRnZgl5CQMMTdvLw8nYiXl5eXlxdzSVGUr6+vr6/vYCWw2ezVq1evXr1a\nO7h06VIme3h4eHh4uE6uEY37+/v7+/sP1mAAdnZ2J06cGE5cX18/Ojp6wEL6b2UyRHzXrl3D\nbBtBEARBEC+10TLHjiAIgiAIgviZWAMe+UAQAH7N+rUPfJjLSlTqQW8RFg2/hI/x8bt4d8Bb\npShdjuWlKOWA8xv8RufuGZzRDp7G6Tehu9RXJ80JnFiBFcNvm47jOO4Pf+bDcRxng70cy7Vb\ny6Q5iZNLsZTJuwd7tmIr/fkLfCGCaIhW/Q/+JwAB/RvwX/ivVVjVP16Iwj70rcbq/rc+ZX36\ntuZtnaBOA4ZI+VMN1vJDOLQO6/rH/4i0/8AWAClIicePex59hI+e4Mku7NJOXDQv/vJlDYC3\nWW8DcIADgL/ir7Mw62/4G315DdcEEAC4iqtOcKK/lO/xfRva1FCroGK+r1rUssACMAdzmMhc\nzK1DHRMBcAEXXsfrAOpQp4KKBZYLXL7H9/MwD8AlXBJCmIPsaLxTgILpmC6E7hl92uVcwAUO\nOK/hNbqE8zjPBtsVrkdwxAEOrnA9j/NueHoYTCUqF2MxgGpUs8Bi4ozv8N0CLPgz/uwBj2Qk\nJyKRjpej3BveAM7hnDvctbPQDf4W3y7Ewm/wjRe8MIih7wLIQmYMNgLIQMYmbDqFU774p7+c\nlKCEBdZyLO9/a5j+G/8dghCd4BEcCUUoc7kf+6MQ9TEy3sXTM69zkBONgf+O8ZNs1WwFWKGh\nOHIEb7F+96uEouRkLFoEAwOUlf1Tyj2slK2apz+9ra1ob8eMGT/eXbkSC06kbNXE37oFLhcT\nJ2IPKyX4bvzRqSlbNfF7WCmxvfHpBilFKLqs+d7VFb/7PoXO2LEt/sMP0d0Nen4NU4tUCno7\nV2eW0zc/XLWw+PGWnh7o7eT3sFI+x+dbP/srfcr6HlYKAJey+Hd+7fC2Rvz2D/Hauby98Ztv\nnjaGjrS0gM+HnZ5dhCacjuxhpXwxP150MQUAtTc+KAhWVk+LtS+O//tvf8yek4PoaJw6hd/8\nBnuplK2a+H/8A5MnA9AA2MPaE9AY/z92Kf/8qOPporSlIvX3+H0xin+L3w7xNRWh6Hf4nU6w\nEIVv4a3+nxn5rPz1mvU6wQIUqKDS/h37KStvjIYbjKc74B5kHezVyOkf+/6uBMW7FKQASDGP\nb2t72lkAx3BMCSVTiI4jOHIN11LwtPu5rFyJRsLcPcg6GK55+he//ciJQjQA+qf9w7HxHR3P\nPjYjb+wIgiAIgiBeEWRgRxAEQRAE8YoY2cUTu3fvvnDhgk7QxcVl586dAMRiMZvNzsrK0tfX\nZ+7Gxsa6u7sHBDz9i09lZWVJSUlzc7OhoaGNjU1wcLCDgwOTWK1WHz9+vKam5tatW4aGhra2\ntoGBgTO0X5QTBEEQBEH82xjx7U4EAkFYWJh2RHuXtQcPHhw9enQtPVOgn5MnT+bm5oaGhjo5\nOclksoqKioSEhL17906fPh1AT09PUlJSc3Ozv79/QEBAb29vVVVVfHz8tm3b3NzcAKhUqs8+\n+6y6ulqpVAqFwvDwcPr41JGOd3Z25ufn19XVKRQKBweHdevWTZs2jemUUqkMCwv75JNPdM7y\n6h8/duzY559/ziRgtol59OhRfn7+1atX9fX158yZI5FI6Ec6dL00Ok1tba1KpXJ2dhaLxWQT\nO4IgCIJ4ZYz4wM7ExIQ+7GtAAoGguLjY09OTOSlLW2lp6YoVK0QiEZP4/v37ZWVlERERAAoK\nCh48eJCZmUnvWgfAzc3twIEDOTk5QqGQoqi8vLzq6uqoqCg2m71///6srKzNmzcDGOl4Wlpa\nV1dXXFycgYFBcXFxYmJiVlaWmZmZQqFoaGg4ffp0d3e3djcHi7e0tMybN2/58qfzweltmeVy\neWJi4pQpU3bs2KFQKA4fPvzhhx/SG5oMVq92mSkpKSqVKjo6mqKo48eP79q1KyMjY/jfJkEQ\nBEEQo9kLnmO3cOFCZ2fn7OzsARfndnR0MCeM0cLDwxctWgRAJpOVlJSEhoYyozraqlWrIiIi\n5HK5TCYrKyuTSCRCodDFxSUyMvLcuXNSqXSk421tbfX19VFRUQKBwN7ePi4uDsClS5cAlJaW\npqenM6eQMQaLt7S0zJ071+X/zJ07F0BtbW17e/vWrVsdHBwEAsHWrVvr6+vv3r07RL0MhUJx\n/fr1VatWvf76666urmvWrLl9+3ZnZ+czfXUEQRAEQYw6L+BIMQsLC+Y1EovFioyMjImJOXv2\n7JIlS3Tyurq6njp1SiqVent7z549W19f38bGhr517949pVIpEAh0svB4PHd3dwANDQ1yuXzO\nnKdbGzg7O6tUqlu3bhkZGY1o3MrKKiQkxNbWlo4rlUqFQqFWqwGIRCKRSNTY2KhzFMdg8ZaW\nlrq6ui+++KK3t3fGjBlvv/02n89/8uQJm81mZiUaGxuzWKy7d+86OjoOVi9DX19/5syZX3/9\n9fjx4ymKOnXq1LRp08aOHTvwN0cQBEEQxMvmBRwpFhISEhLy4/ZFEydODAoKOnTokFAoNKU3\n8Pk/Gzdu5PP5VVVVO3fu5HA4jo6OPj4+ixcvBtDW1gaAeV3X09MTHPzjRjLR0dGmpqZsNnvM\nmDF0hM1mGxsbt7e3c7ncEY3PnTuX6V1vb296ejqPx1u4cOFPfW5dXV3d3d0sFisuLk6lUhUU\nFGzfvj07O9vJyUmlUh0+fDgwMFAulx86dEij0XR2do4fP3449W7bti06Ovrbb78FwOVys7Ky\nfmrDCIIgCIIYtUZ8YLdgwYL4+Pih04hEosrKyvz8/NjYWO04h8MJCgoKCgpqb2+vr6+/ePFi\nVlZWY2OjRCKxtLQE0NraamVlBcDQ0HDv3r10LvqDRqOhJ6VpU6lUIx2nP2g0moqKiiNHjlha\nWu7bt09nncRwjBkzJj8/39zcnK7F1tY2LCzs8uXLHh4e8fHxOTk5x44d43A4IpHI2NjYxMRk\nOPXK5fLt27e/9tprAQEBenp6J06c2LFjR2pqqrGx8U9tHkEQBEEQo9CID+yGg6Ko6OjohIQE\nb29vJtjU1HTw4MEdO3bo6+ubm5t7enp6enqePXs2Ozt73bp1fD6foqgrV67QAzs9PT16iYZK\npWpvbwdgbm7e19cnk8mMjIzo+OPHj8eNG8flckc0DkAqlaakpDx8+DAsLGzRokX9x3/DfCYW\nFhbM5ZgxYywtLX/44QcA8+bNy8vL6+jo4PF4KpWqsLCQTvkv662pqWltbU1PT6coCkB0dPT6\n9esvXbqkfT4vQRAEQRAvr9GyQfGsWbO8vb1zcnKY1RJmZmb19fWXL1/WTqZSqTgcDkVRBgYG\nfn5+RUVFra2t2gmKioroEqytrQ0MDJgVCdevX9fT05s+ffpIxzUaTVJSEpfLzczM9PDweLZR\nHYDLly9v3LiRWScrl8sfPXpkZWUllUpTU1Obm5vNzMzYbPaFCxdMTEwcHR2HU69SqdRoNMw6\nFY1Go1ar+/r6nq2FBEEQBEGMNi9g8QQAOzu7/inXr18fFRXV1dVFX/J4PD8/v4yMjKamJkdH\nR4qiGhsbCwsLly9fTo9agoODr127FhsbKxKJ7OzsZDJZdXX1nTt3rK2tAXC5XB8fn/z8fAsL\nCxaLlZub6+HhQS/aGNF4fX39zZs3V65ceePGDaZrfD7/p24XN2vWrO7u7rS0NH9/f319/cLC\nQktLy3nz5lEU1dLSkpmZGRoa2t3dffDgQZFIxGazh6i3vLxcoVD4+vq6uLhwudzU1FR6/+fS\n0lK1Wi0UDnz8JUEQBEEQL50XsHiC2WhXB4/HE4vF6enpTEQsFltZWZ05c+bLL7+kKGrSpEli\nsdjH5+mx9PQYpaCg4Pz584WFhZMnT3ZycoqJiSkvL6cXVUgkkry8vOTkZLVaPX/+fInk6eG7\nIxq//f/Zu/Owpq68ceDfcMNiICBLcQngAgVRA0o1ShGRpb8RK9Y30rIqkgkUUh1ppxWI+hpE\nQAdUeEGsD5i4tPMKOK8KuCIDgzZuLyI65cd0GCkIlaKAoJAQsvz+uM5tGpaqNXX5fT9PHp97\nv/eck3NuAM9zc5bmZo1Gs2vXLu2mffzxx++///4z3TcGg5GSknLgwIEdO3YYGxvPmTMnISGB\n/ApVKBTm5+dv377d1tb2o48+WrFixdjvW11d3d/fHxgYyGQy09LSDh8+nJqaqlarXVxc0tLS\ndBa6QwghhNDrS78dO6FQOMZVsVisE/Hz89Me70UQRGBgYGBg4Ggl0On0iIiIiIgI7eCyZcuo\n7DExMTExMTq59BpfuXLlypUrR6swADg5OZWWlj5NfMqUKdu2bRue0tbWltyT7Snfl1y+mMRi\nsZKTk8eoHkIIIYReX6/KGDuEEEIIIfQr0Ubc8gEhAIih6T6kRP9fKbUtXNHJ/83erkBTAPhT\nh34TBZqCF/WT9k+fwrf/9tOvCT2uUPklv0BTGEPjc08X/s+yEX6DCjSFABBD449bXyjL5ZOR\nGBp/eAI1r/DAAdC+RF397DN4tIevnVgnzdgR7VzkpQJN4Vdfwd9W8ws0hSoVEMSTlGSahYWF\nV/j80Yod45e3xrlw8Xe/3Z+R38Bv85eKfJfng0/sEEIIIYTeEPodY5eenn7lyhWdoIeHBzlE\njMfj0en0vLw8aoMsAEhISPD29ianbQJAdXV1WVlZW1ubiYnJ9OnTQ0NDXVxcqMRqtfrEiRO1\ntbV37twxMTFxdHQMDg6eMWOGXhuFEEIIIfRq0vusWDabHRUVpR1hMBjUcUdHx9GjR9esWTNi\n3tOnTxcWFkZGRrq5uclksqqqKqFQmJWVNW3aNAAYGBhISUlpa2tbuXLlqlWrBgcHa2pqEhMT\nk5KSPD09AUClUh06dEgqlSqVSg6HExMTY2ho+BvEHz58KJFIbt68qVAoXFxc1q5dO3XqVKpR\nSqUyKirqyy+/1NkWYsR4ZWXlqVOn2tvbnZ2d4+LiWCyWVCrdsWOHzo3y9/ffsGHD/fv3JRLJ\nrVu3jIyM5syZw+fztW81aey6IYQQQui1pveOnbm5ObknxIjYbPbx48d9fX3t7e2HXy0vL1+x\nYgWXy6US37t3r6KiIjY2FgCKioo6Ojpyc3OpHWM9PT3379+fn5/P4XAIghCLxVKpND4+nk6n\n79u3Ly8v79NPPwUAfcd37drV19f3+eefGxsbHz9+fNOmTXl5eZaWlgqForGx8ezZs9Syw6TR\n4pWVlfv374+NjbW1tS0pKUlNTc3Pz585c6b2lFiFQpGTk8PhcORy+aZNm+zt7bds2aJQKI4c\nOZKRkaE9H5Y0Wt2e6rNECCGE0KvtJY+xW7Rokbu7+969e0ecw9HT00NtREGKiYlZvHgxAMhk\nsrKyssjISKpXRwoPD4+NjZXL5TKZrKKigs/nczgcDw+PuLi4ixcv9vb26jve1dVVX18fHx/P\nZrOdnZ0///xzALh27RoAlJeXZ2dnU5tVUEaMazSaY8eORUVFBQQEuLm5bdiwYdq0aQ8ePBg/\nfryHlrq6Oj8/P09Pz7q6uu7u7o0bN7q4uLDZ7I0bN9bX17e0tGiXOUbdEEIIIfQGeAk7T1hb\nW1OPiGg0Wlxc3Lp16y5cuPDee+/p5J0/f/6ZM2d6e3v9/f1nz55tZGQ0ffp08tLdu3eVSiWb\nzdbJwmQyvb29AaCxsVEul8+ZM4eMu7u7q1SqO3fujBs3Tq9xOzu7sLAwR0dHMq5UKhUKhVqt\nBgAul8vlcpuamnRWbB4x3tbW1t7e7unpqdFo+vr6bGxsEhMTdRp78+bNurq6vXv3AkB/fz+d\nTqdGK5qZmdFotJaWlilTplDp1Wr1aHVDCCGE0BvgJew8ERYWFhYWRp1OnDgxJCTk4MGDHA7H\nwsJCO+X69etZLFZNTY1IJDI0NHR1dQ0ICFiyZAkAdHV1AQD1uG5gYCA0NJTKKBAILCws6HS6\nqakpGaHT6WZmZt3d3QwGQ6/xuXPnUq0bHBzMzs5mMpmLFi161vvW1dVFEER1dXVRUZFMJrOy\nsoqNjX333XepBGq1+sCBA1FRUeTAPjc3N5VKdeTIkeDgYLlcfvDgQY1G8/DhQ+0y33rrrRdS\nN4QQQgi9mvTesfPy8hr+qEkHl8utrq6WSCQJCQnacUNDw5CQkJCQkO7u7vr6+qtXr+bl5TU1\nNfH5/AkTJgBAZ2ennZ0dAJiYmGRlZZG5yAONRkNuKatNpVLpO04eaDSaqqqqr776asKECXv2\n7NGZJ/E0+vr6VCpVY2Njbm6umZnZ6dOns7KycnJyqMGIVVVVBgYGXl5e5KmtrW1iYmJ+fv6x\nY8cMDQ25XK6ZmZm5ufnwkn993RBCCCH0atJ7x+5pEAQhEAiEQqG/vz8VbG1tLSgo2LJli5GR\nkZWVla+vr6+v74ULF/bu3bt27VoWi0UQxI0bN8iOnYGBATlFQ6VSdXd3A4CVldXQ0JBMJhs3\nbhwZf/z4sY2NDYPB0GscAHp7e3fu3Pnjjz9GRUUtXrx4eP/vaZAPL+Pj48mvrYODg8+ePVtX\nV0d17MrKypYuXaqdZd68eWKxuKenh8lkqlSq4uJia2trnWJfSN0QQggh9Gp6VRYonjVrlr+/\nf35+PjVbwtLSsr6+/vr169rJVCqVoaEhQRDGxsZBQUElJSWdnZ3aCUpKSsgSHBwcjI2NqRkJ\nDQ0NBgYG06ZN03dco9GkpKQwGIzc3FwfH5/n7jmxWCwajfb48WOq4YODg9Q3v42NjXfv3vXx\n8aHS9/b2ZmZmtrW1WVpa0un0K1eumJubu7q6apf5ouqGEEIIoVfTS5g8AQBOTk7DU0ZHR8fH\nx/f19ZGnTCYzKCgoJyentbXV1dWVIIimpqbi4uLly5eTPZLQ0NDbt28nJCRwuVwnJyeZTCaV\nSr///nsHBwcAYDAYAQEBEonE2tqaRqMVFhb6+PiQT7/0Gq+vr//Xv/71wQcf/POf/6SaxmKx\nyId5T8/GxsbLy2v37t1r1641NTU9efIkQRAcDoe8KpVKnZ2dtZeps7CwaG9vz83NjYyMfPTo\nUUFBAZfLpdPpAFBZWalQKAIDA2/duvVC6oYQQgihV9NLmDxBEMTx48eHp2QymTweLzs7m4rw\neDw7O7tz586R3ZpJkybxeLyAgADyKoPByMzMLCoqunz5cnFx8eTJk93c3NatW1dZWUlOquDz\n+WKxOC0tTa1WL1iwgM9/sl2dXuPNzc0ajWbXrl3aTfv444/ff//9Z711CQkJhYWFOTk5g4OD\nrq6u6enp1Hi42tpa7YkUJKFQmJ+fv337dltb248++mjFihVkvLq6ur+/PzAw8AXWDSGEEEKv\nIP127IRC4RhXxWKxTsTPz8/Pz486JQgiMDAwMDBwtBLodHpERERERIR2cNmyZVT2mJiYmBjd\nnXr1Gl+5cuXKlStHqzAAODk5lZaWPk3cyMhIIBCMWAi5xIkOW1tb7bWLKdQyxb9YN4QQQgi9\n1l6VMXYIIYQQQuhXwo4dQgghhNAbgjbiXl4IAcAm2qbnzpumSd9EG+uL+N/eaFXyrUivem/k\nqm4eSN/O0EsrqMocnJS+9p5wxBpWLkh3coKJE+HsWfjg219bjV/8RLRroo3+n+nKbbpxJ3F6\nE0/4Kz/lGYfTG9c8yf6f8nRjYw38up86hJ5SmiYNf9JeoDRNGgBs3EhLTITdNkIASNOkA0Bt\nLdy/D0uXwp/+BOPGgUgEXV0AABUV8N57sIn25G/IPsv0hgZQKMDBAdLTYfduePAAAOCzzyA6\nGuLjQSaDv7YrPgAAIABJREFU2loAgEePgMkENzeYPh1mnRSmDKXT6QAAg4OwfTuQw4527waZ\nDLq74eRJoKZuku9FHvy7zk/+fCV0pmfbCh2+TG+N+6nmlB9/hP+aqBPXAIBAQPv6a1jX99Mf\nwJD69CL3n/4qjvHn8cbSdI+zI1+a9z/p/8sVUrf0+eATO4QQQgihN4R+J0+kp6dfuXJFJ+jh\n4UGO8efxeHQ6PS8vj9rhFAASEhK8vb1XrVpFnlZXV5eVlbW1tZmYmEyfPj00NNTFxYVKrFar\nT5w4UVtbe+fOHRMTE0dHx+Dg4BkzZui1UQghhBBCrya9L3fCZrOjoqK0I9qrr3V0dBw9enTN\nmjUj5j19+nRhYWFkZKSbm5tMJquqqhIKhVlZWdOmTQOAgYGBlJSUtra2lStXrlq1anBwsKam\nJjExMSkpydPTEwBUKtWhQ4ekUqlSqeRwODExMeS2qvqOk5RKZVRU1JdffqmzZ9fweFtbm1gs\nbmxsJAiCzWbzeDxyYbnRyn/48KFEIqmrq1OpVO7u7lT60eI6KisrT5061d7e7uzsHBcXx2Kx\nnvUzRQghhNCrSe9fxZqbmzv/HLkJGInNZh8/fvzu3bsj5i0vL1+xYgW5/jCbzf7DH/7g7Oxc\nUVFBXi0qKuro6MjNzf3www89PDw8PT0TExOXLVuWn59P7tkqFosvXrwYGxv7hz/8oa6uLi8v\nj8yo77hCobh169bu3bsfPXqk3ZwR40NDQ9u2bTM2Nt62bdv69esfPHiwY8eOscvfuXPnvXv3\nBAJBQkJCb28vtZrJaHFtlZWV+/fvX7Zs2aZNmwAgNTVVrVb/4oeIEEIIodfCSx5jt2jRInd3\n97179444h6Onp4faYYwUExOzePFiAJDJZGVlZZGRkeRaxJTw8PDY2Fi5XC6TySoqKvh8PofD\n8fDwiIuLu3jxYm9vr77jAFBeXp6dnU3tNkYZMd7c3NzR0fHJJ584OTlxOJzIyMjvvvtujPor\nFIqGhobw8PCFCxfOnz9/9erVzc3NDx8+HC2u/V4ajebYsWNRUVEBAQFubm4bNmyYNm3aA3KQ\nKkIIIYRefy9hSzFra2tySy4AoNFocXFx69atu3DhwnvvvaeTd/78+WfOnOnt7fX39589e7aR\nkdH06dPJS3fv3lUqlWw2WycLk8n09vYGgMbGRrlcPmfOHDLu7u6uUqnu3Lkzbtw4vcbnzp3L\n5XK5XG5TU5POlhsjxp2cnIqLi01MTORy+b1797755pu3337bxMRktPrPnTt35syZ58+ff+ut\ntwiCOHPmzNSpU8ePHw8Ao8UpbW1t7e3tnp6eGo2mr6/PxsYmMTHxFz9BhBBCCL0uXsKWYmFh\nYWFhYdTpxIkTQ0JCDh48yOFwLCwstFOuX7+exWLV1NSIRCJDQ0NXV9eAgIAlS5YAQFdXFwBQ\nj+sGBgZCQ0OpjAKBwMLCgk6nm5qakhE6nW5mZtbd3c1gMPQaf9b7Y2BgYGJiAgAikaihocHM\nzGznzp0A0NPTM1r5SUlJAoHg0qVLAMBgMKivaEeLU7q6ugiCqK6uLioqkslkVlZWsbGxw7cm\nQwghhNBrSu8dOy8vr198LMTlcqurqyUSSUJCgnbc0NAwJCQkJCSku7u7vr7+6tWreXl5TU1N\nfD5/woQJANDZ2UmO2DMxMcnKyiJzkQcajYZGo+m8kUql0nd87JaOYdOmTTKZ7Pz588nJyQUF\nBaOVL5fLN2/e/M4776xatcrAwKC0tHTLli2ZmZl0On3EuJmZGZW9r69PpVI1Njbm5uaamZmd\nPn06KysrJyfH3t7+uauNEEIIoVfHK7GOHUEQAoGgqqpKe/xZa2vrli1byDF2VlZWvr6+SUlJ\ncXFxp06dUiqVLBaLIIgbN26QiQ0MDMiZGY6OjuRjLSsrq6GhIZlMRiZQqVSPHz+2sbHRd/xZ\n297S0kK2gslk2traRkREDA4O3r59e7Tya2trOzs7N2zYMGXKFHt7e4FAIJPJrl27Nlpc+73I\nB6Lx8fG2trYMBiM4ONjKyqquru5Z64wQQgihV9Mr0bEDgFmzZvn7++fn51OzJSwtLevr669f\nv66dTKVSGRoaEgRhbGwcFBRUUlLS2dmpnaCkpIQswcHBwdjYmOopNjQ0GBgYTJs2Td/xZ214\nc3Pznj17qEd9AwMDCoWCTqePVr5SqdRoNNRcE41Go1arh4aGRotrvxeLxaLRaI8fP6Zu5uDg\nIPVtL0IIIYRedy9h8gQAODk5DU8ZHR0dHx/f19dHnjKZzKCgoJycnNbWVldXV4IgmpqaiouL\nly9fTn5HGRoaevv27YSEBHI9FJlMJpVKv//+ewcHBwBgMBgBAQESicTa2ppGoxUWFvr4+JCT\nNvQdfyYeHh4FBQW5ubnLly8fGho6evTopEmTZs2aZWxsPGL5Hh4eDAYjMzOTXMO5vLxcrVZz\nOBw6nT5iHAAqKysVCkVgYKCNjY2Xl9fu3bvXrl1ramp68uRJgiDINAghhBB6A7yEyRMEQRw/\nfnx4SiaTyePxsrOzqQiPx7Ozszt37hzZBZk0aRKPxwsICCCvkv2YoqKiy5cvFxcXT5482c3N\nbd26dZWVleSkCj6fLxaL09LS1Gr1ggUL+Hw+mVHf8Wdibm6+detWiUSyefNmY2Pj2bNnf/LJ\nJ8bGxqOVz2Qy09LSDh8+TC5B5+LikpaWRnYoR4tXV1f39/cHBgYCQEJCQmFhYU5OzuDgoKur\na3p6us76yQghhBB6fem3YycUjrVBuFgs1on4+fn5+flRpwRBBAYGkj2SEdHp9IiIiIiICO3g\nsmXLqOwxMTExMTE6ufQdJzk5OZWWlj5N3NnZOSMjY3jK0cpnsVjJycnD048W116p2MjISCAQ\njFhhhBBCCL3uXpUxdgghhBBC6FfCjh0alQY0Y7xOuadTx1ZZ6TpXhbRk6vivC3WvakBT+7uf\nBb/xGSHNi31pV0n79df3Ro5rQJPK0L1UF/i09fz7ipFTNoela1cm6t5Pb6Fdw4eCdL+ryQ5f\nJ2dlwYpvR63h079+8QPVron2a2ibbvyfH6b/k5c8xi0d/ppxeIS78X/X/JQ9xST5aX7q8IUv\nndfT/0pqv/An7cW+yF9eLy84exbSNOlpmnQhLRkAHBzgD38AIS1540ZwdISuLgCAo0chIACE\ntOT3v0lftgzSNOmLFsHEieDgAADweFPygwcgpCULack8HrDZcOkSXLoEKhUIaclMJghpybdu\nwcyTycYp6eQA/qEhCAqC2Ngn/3N99hn0b07+/e/ho38l9/aCkJa8bh1E/zOdLHPG4XSyhtu3\nP6nqHtvkNE36xx9Dmibdft+TmgtpyX/9K3z3HfzpT5CmSSfbSJZAvktXF3zS9+QvGJngT38C\nycR0IS1ZnfTkj7zi83STbT/9fJrvSCf/5XJBAxqLneka0ATf+CmB29H069xkssBf8383duwQ\nQgghhN4Q2LFDCCGEEHpD6HfyRHp6+pUrV3SCHh4eIpEIAHg8Hp1Oz8vLMzIyoq4mJCR4e3uT\na3YAQHV1dVlZWVtbm4mJyfTp00NDQ11cXKjEarX6xIkTtbW1d+7cMTExcXR0DA4OnjFjhl4b\nhRBCCCH0atL7cidsNjsqKko7wmAwqOOOjo6jR4+uWbNmxLynT58uLCyMjIx0c3OTyWRVVVVC\noTArK4tcB3hgYCAlJaWtrW3lypWrVq0aHBysqalJTExMSkry9PQEAJVKdejQIalUqlQqORxO\nTEyMoaHhbxB/+PChRCK5efOmQqFwcXFZu3bt1KlTR4tLpdIdO3boNNzf33/Dhg3ksVKpjIqK\n+vLLL6l1Se7fvy+RSG7dumVkZDRnzhw+n699S4en10bWoa6uTqVSubu783i859gtAyGEEEKv\nJr137MzNzZ2dnUe7ymazjx8/7uvrO+J2peXl5StWrOByuVTie/fuVVRUxMbGAkBRUVFHR0du\nbi65ah0AeHp67t+/Pz8/n8PhEAQhFoulUml8fDydTt+3b19eXt6nn34KAPqO79q1q6+v7/PP\nPzc2Nj5+/PimTZvy8vIsLS1HjM+cOZN8fklSKBQ5OTnkosEKhaKxsfHs2bOPHj2iEsjl8k2b\nNtnb25P7rR05ciQjI4Nc0GTE9Dp27typUqkEAgFBECdOnEhNTc3JyXnKjxIhhBBCr7iXPMZu\n0aJF7u7ue/fupfbC0tbT00PtMEaKiYlZvHgxAMhksrKyssjISKpXRwoPD4+NjZXL5TKZrKKi\ngs/nczgcDw+PuLi4ixcv9vb26jve1dVVX18fHx/PZrOdnZ0///xzALh27dpo8fHjx3toqaur\n8/PzI584lpeXZ2dna++fCwB1dXXd3d0bN250cXFhs9kbN26sr69vaWkZLb02hULR0NAQHh6+\ncOHC+fPnr169urm5+eHDh8/98SGEEELolfISthSztramtt6i0WhxcXHr1q27cOHCe++9p5N3\n/vz5Z86c6e3t9ff3nz17tpGR0fTp08lLd+/eVSqVbDZbJwuTyfT29gaAxsZGuVw+Z84cMu7u\n7q5Sqe7cuTNu3Di9xu3s7MLCwhwdHcm4UqlUKBRqtVqtVo8Y1678zZs36+rq9u7dS55yuVwu\nl9vU1KS9dUd/fz+dTqdGJZqZmdFotJaWlilTpoyYXpuRkdHMmTPPnz//1ltvEQRx5syZqVOn\njh8/fsTECCGEEHrtvIQtxcLCwsLCwqjTiRMnhoSEHDx4kMPhWFhYaKdcv349i8WqqakRiUSG\nhoaurq4BAQFLliwBgK6uLgCgHtcNDAyEhoZSGQUCgYWFBZ1Op3a4p9PpZmZm3d3dDAZDr/G5\nc+dSrRscHMzOzmYymYsWLWIymSPGqTqr1eoDBw5ERUWRA/VG4+bmplKpjhw5EhwcLJfLDx48\nqNFonv6pW1JSkkAguHTpEgAwGIy8vLynzIgQQgihV5/eO3ZeXl6JiYljp+FyudXV1RKJJCEh\nQTtuaGgYEhISEhLS3d1dX19/9erVvLy8pqYmPp8/YcIEAOjs7LSzswMAExOTrKwsMhd5oNFo\naDSazhupVCp9x8kDjUZTVVX11VdfTZgwYc+ePdQ8htHiAFBVVWVgYODl5TX2vbK1tU1MTMzP\nzz927JihoSGXyzUzMzM3Nx87F0kul2/evPmdd95ZtWqVgYFBaWnpli1bMjMzzczMniY7Qggh\nhF5xeu/YPQ2CIAQCgVAo9Pf3p4Ktra0FBQVbtmwxMjKysrLy9fX19fW9cOHC3r17165dy2Kx\nCIK4ceMG2bEzMDAgp2ioVKru7m4AsLKyGhoakslk48aNI+OPHz+2sbFhMBh6jQNAb2/vzp07\nf/zxx6ioqMWLF1P9v9HipLKysqVLlz7N7Zo3b55YLO7p6WEymSqVqri42Nra+mky1tbWdnZ2\nZmdnEwQBAAKBIDo6+tq1a9r78yKEEELo9fWqLFA8a9Ysf3///Px8araEpaVlfX399evXtZOp\nVCpDQ0OCIIyNjYOCgkpKSjo7O7UTlJSUkCU4ODgYGxtTMwkaGhoMDAymTZum77hGo0lJSWEw\nGLm5uT4+PlTvbbQ4qbGx8e7duz4+Pr94o3p7ezMzM9va2iwtLel0+pUrV8zNzV1dXZ/mJiuV\nSo1GQ81T0Wg0arV6aGjoafIihBBC6NX3EiZPAICTk9PwlNHR0fHx8X19feQpk8kMCgrKyclp\nbW11dXUlCKKpqam4uHj58uVkryg0NPT27dsJCQlcLtfJyUkmk0ml0u+//97BwQEAGAxGQECA\nRCKxtram0WiFhYU+Pj7kpA29xuvr6//1r3998MEH//znP6mmsVis9vb2EePkQz6pVOrs7Ky9\nHN1oLCws2tvbc3NzIyMjHz16VFBQwOVy6fSxPsfKykqFQhEYGOjh4cFgMDIzM8n1n8vLy9Vq\nNbm0CkIIIYTeAC9h8gRBEMePHx+ekslk8ni87OxsKsLj8ezs7M6dO3fy5EmCICZNmsTj8QIC\nAsirZB+lqKjo8uXLxcXFkydPdnNzW7duXWVlJTmpgs/ni8XitLQ0tVq9YMECPp9PZtRrvLm5\nWaPR7Nq1S7tpH3/88dDQ0Ijx999/HwBqa2vffffdp7ylQqEwPz9/+/bttra2H3300YoVK8ZO\nX11d3d/fHxgYyGQy09LSDh8+nJqaqlarXVxc0tLSqBnKCCGEEHrd6bdjJxQKx7gqFot1In5+\nftrjvQiCCAwMDAwMHK0EOp0eERERERGhHVy2bBmVPSYmJiYmRieXXuMrV65cuXLliLUdLQ4A\n1BInwzk5OZWWlmpHbG1ttdc0/sX05PLFJBaLlZycPFpehBBCCL3WXpUxdgghhBBC6Feijbjl\nA0IAkEHL0D49SDu4VrN2eDIxTcLTRD9Tyf8NR8MgFAB2w+7PYOTllF+4ug+Fc0vSnynL/inC\nj1t+Ocsu2PVH+OMzlTywWdjaCjMO/6zwU17C9795EhGCMB3SJ4qFH/MMUyCFDIpAJALRBT9h\nwF9HrdV/s4Vht9PTIV0IwpK5wg/r0gFAZCRUq2GbUjcX+S7PVHNtWwhhquo5s19aJvz97+Ef\nq55knygWRkdr4Oc/ddX/R7jkfDoAnIWzS+Gp5ow/jTNwJhBG/R4A/f8gWZOs8/cN/RrJmmQA\niIykffcd/PGPcCc0HQD+GiAMCoKeHggKgmvX4E9/AiMj+OormDQJzp2D/n4Q/sHMb8XjkyfB\nxQXYbPj97+H2bTh3Dv70JzA3h6YmCAwEDw+4cQNqa+Evf4H0dGhogIEBSEyEgL+mR7ULZTJw\ndISzZ4HFgm+/hUmTgJyCeOIElJYCnQ47d8K2bfDBBzA0BJMng0QCa9fC7NkAABIJ3L8Pvb1g\nlp4u/09hSgrU14OLC3R2QlMTGBqCtzdkZICpKSxcCCdPQloaPH4MX3wB+/ZpAEClop07B8uW\nQV8f7LVIT9bofj/5u9/BuXM/i6hU8Oc/w+rVsHo1HDkCALB6NQiFoDP7USqFmTNh/Pjn75vh\nEzuEEEIIoTeEfsfYpaenX7lyRSfo4eFBDhHj8Xh0Oj0vL4/aIAsAEhISvL29yWmbAFBdXV1W\nVtbW1mZiYjJ9+vTQ0FAXFxcqsVqtPnHiRG1t7Z07d0xMTBwdHYODg2fMmKHXRiGEEEIIvZr0\nPiuWzWZHRUVpR7QX9ejo6Dh69OiaNWtGzHv69OnCwsLIyEg3NzeZTFZVVSUUCrOysqZNmwYA\nAwMDKSkpbW1tK1euXLVq1eDgYE1NTWJiYlJSkqenJwCoVKpDhw5JpVKlUsnhcGJiYsjduvQd\nJymVyqioqC+//FJ7ewnSt99+KxQKv/rqK/LSsWPHDh8+TF3VnjVcWVl56tSp9vZ2Z2fnuLg4\nFos1Rjn379+XSCS3bt0yMjKaM2cOn88fvn7Kw4cPJRJJXV2dSqVyd3fn8XjkeisIIYQQegPo\nvWNnbm5O7gkxIjabffz4cV9fX3t7++FXy8vLV6xYweVyqcT37t2rqKiIjY0FgKKioo6Ojtzc\nXGrHWE9Pz/379+fn53M4HIIgxGKxVCqNj4+n0+n79u3Ly8v79NNPAUDfcYVC0djYePbs2UeP\nHg1v1MDAwJ49e7SHNra3t8+bN2/58uXkKbV2cWVl5f79+2NjY21tbUtKSlJTU/Pz8w0MDEYs\nRy6Xb9q0yd7efsuWLQqF4siRIxkZGdrzYUk7d+5UqVQCgYAgiBMnTqSmpubk5Iz+6SGEEELo\ndfKSx9gtWrTI3d197969I87h6OnpoTaiIMXExCxevBgAZDJZWVlZZGQk1asjhYeHx8bGyuVy\nmUxWUVHB5/M5HI6Hh0dcXNzFixd7e3v1HQeA8vLy7OxsalMKHfn5+RYWFtqR9vb2uXPnevzb\n3LlzAUCj0Rw7diwqKiogIMDNzW3Dhg3Tpk178ODBaOXU1dV1d3dv3LjRxcWFzWZv3Lixvr6+\npaVF+40UCkVDQ0N4ePjChQvnz5+/evXq5ubmhw8fPt1nhRBCCKFXnd47duTOE9p6enqoqzQa\nLS4urqmp6cKFC8Pzzp8//8yZM5mZmTdu3CB7eNOnTyeH0N29e1epVLLZbJ0sTCbT29vb1NS0\npaVFLpfPmTOHjLu7u6tUqjt37ug7DgBcLlcsFm/dunV4i6qrq5uamqKjfzaHtL29/ebNm9HR\n0eHh4du2bWtvbweAtra29vZ2T09PjUbT29trY2OTmJhoa2s7Wjn9/f10Op0arWhmZkaj0XQ6\ndkZGRjNnzjx//nx7e3tHR8eZM2emTp06fvz4ET42hBBCCL2GXsLOE2FhYWFhYdTpxIkTQ0JC\nDh48yOFwdB5lrV+/nsVi1dTUiEQiQ0NDV1fXgICAJUuWAEBXVxcAUI/rBgYGQkNDqYwCgcDC\nwoJOp5uampIROp1uZmbW3d3NYDD0Gh/jVvz4448FBQUikUh7o9i+vr5Hjx7RaLTPP/9cpVIV\nFRVt3rx57969XV1dBEFUV1cXFRXJZDIrK6vY2Fhyd4oRy3Fzc1OpVEeOHAkODpbL5QcPHtRo\nNMOfxiUlJQkEgkuXLgEAg8HIy8sbo8IIIYQQer3ovWPn5eWVmJg4dhoul1tdXS2RSBISErTj\nhoaGISEhISEh3d3d9fX1V69ezcvLa2pq4vP5EyZMAIDOzk47OzsAMDExycrKInORBxqNRrvf\nQ1KpVPqOj9ZGtVq9e/fuDz744O2339bePNfU1FQikVhZWZGlOTo6RkVFXb9+nUajqVSqxsbG\n3NxcMzOz06dPZ2Vl5eTksFisEcuxtbVNTEzMz88/duyYoaEhl8s1MzMzNzfXroNcLt+8efM7\n77yzatUqAwOD0tLSLVu2ZGZmmpmZjVZthBBCCL1GXol17AiCEAgEVVVV2uPSWltbyXkAAGBl\nZeXr65uUlBQXF3fq1CmlUslisQiCuHHjBpnYwMDA2dnZ2dnZ0dGRfGxmZWU1NDQkk8nIBCqV\n6vHjxzY2NvqOj9bG0tLSvr6+hQsXtre3d3Z2AsAPP/zQ09NDEIS1tTXVRzQ1NZ0wYcKDBw/I\nh5fx8fG2trYMBiM4ONjKyqqurm60cgBg3rx5YrH40KFDRUVFwcHB/f391tbW2nWora3t7Ozc\nsGHDlClT7O3tBQKBTCa7du3ac39wCCGEEHqlvBIdOwCYNWuWv79/fn4+NVvC0tKyvr7++vXr\n2slUKpWhoSFBEMbGxkFBQSUlJWTnhlJSUkKW4ODgYGxsTPUUGxoaDAwMpk2bpu/4aA28d+9e\ne3v7unXr4uPjd+zYAQBffPHF4cOHr1+/vn79emr+rFwuv3//vp2dHYvFotFojx8/pho+ODho\namo6Wjm9vb2ZmZltbW2WlpZ0Ov3KlSvm5uauP1/QWqlUajQaap6KRqNRq9VDQ0NP+RkhhBBC\n6BWn969iyckTOkEnJ6fhKaOjo+Pj4/v6+shTJpMZFBSUk5PT2trq6upKEERTU1NxcfHy5cvJ\n51uhoaG3b99OSEjgcrlOTk4ymUwqlX7//fcODg4AwGAwAgICJBIJ+TyssLDQx8fH0tISAPQd\nH1F8fHx8fDx53NTU9Nlnn3399ddMJnNgYODRo0e7du1auXKlkZFRcXHxhAkT5s2bRxCEl5fX\n7t27165da2pqevLkSYIgOByOv7//iOUAQHt7e25ubmRk5KNHjwoKCrhcLp1OB4DKykqFQhEY\nGOjh4cFgMDIzM8n1n8vLy9VqNYfDef5PFyGEEEKvkpcweUJ7AV5tTCaTx+NlZ2dTER6PZ2dn\nd+7cObJbM2nSJB6PFxAQQF4l+yhFRUWXL18uLi6ePHmym5vbunXrKisryUkVfD5fLBanpaWp\n1eoFCxbw+Xwyo77jz4TBYKSkpBw4cGDHjh3GxsZz5sxJSEggCAIAEhISCgsLc3JyBgcHXV1d\n09PTh691rE0oFObn52/fvt3W1vajjz5asWIFGa+uru7v7w8MDGQymWlpaYcPH05NTVWr1S4u\nLmlpaWN0RhFCCCH0etFvx04o1N0WV5tYLNaJ+Pn5+fn5UacEQQQGBgYGjrpdN51Oj4iIiIiI\n0A4uW7aMyh4TExMTE6OTS99xkpOTU2lp6dNcmjJlyrZt24YnMzIyEggEI5YwYjm2trbkXm06\ntJcpZrFYycnJY5SJEEIIodfXqzLGDiGEEEII/UrYsUMIIYQQekNgxw6NigY08rUbdtOAFq2J\npiLar99reCPGR3sdhaPhEEYe/xH++Ex5f83LoyRjjKuHaIeGBy1a3J6m5M/h82etTFHa266H\ndeuz/JufIhmQQQPaj7yMbbCNCqZACg1o7/11rIaE386gAW0TbKIB7aO6JylTFBmpyhFyke/y\n3K/tqufP7n06I3LVOOr0R16Gzk8dDWjUKf9wjXb8KlzVOaAB7Rpc03mLy3B5xLdeBst0Iodp\nh6njGqihAe2vAUIa0C7BJZ2U1VD9HI39G/xNJ7J/ivA5yjkH554+8TE49tyfztiv/4b/HjvB\nQdpBPb31i3rp/KQ938f6G7z2wb6XXoenvJ8A0NYGy5cDiwV/gb8IQRgaCp2d8OABvPMOWFiA\nUAj/+AcwGHDlCnR0wN/+BoKNj8mVJBISICAAaDQYGgKZDDo64MEDuHsX9u8HchP1U6egtRUO\nH4Y7d0CthspK6EwQWltDWxv84x/wex5kZsKDB3D5MohEcOgQ7NwJCxeCgwPcuAF2diCTwXvv\nwVdfwYcfwuzZT/6Dc3GBjRth/nyAdGHuNksAmDEDTEzgxAkAgBs3oLgYoqJgYEMGhwNSKQwO\nwrFjQC0OOzgILi4AAObmENUuBICfb4AKP9/uFACAIGD1agCAzMwnkSNH4OdrVwAAvPsu/MoN\nobBjhxBCCCH0hngxkyfS09OvXLmiE/Tw8CDH8vN4PDqdnpeXR+1kCgAJCQne3t7kuhsAUF1d\nXVZW1tbWZmJiMn369NDQUBeyMwwAAGq1+sSJE7W1tXfu3DExMXF0dAwODiY3jUUIIYQQQqQX\nNitMnSAPAAAgAElEQVSWzWZHRUVpRxgMBnXc0dFx9OjRNWvWjJj39OnThYWFkZGRbm5uMpms\nqqpKKBRmZWWR6/0ODAykpKS0tbWtXLly1apVg4ODNTU1iYmJSUlJnp6eAKBSqQ4dOiSVSpVK\nJYfDiYmJMTQ0/A3iJKVSGRUV9eWXX1JrkYyW/tixY4cPH6YyUsu+tLW1icXixsZGgiDYbDaP\nx7OxsZFKpeT6w9r8/f03bNhAnX777bdCofCrr74abRmUp68bQgghhN4AL6xjZ25u7uzsPNpV\nNpt9/PhxX19fe3v74VfLy8tXrFjB5XKpxPfu3auoqIiNjQWAoqKijo6O3Nxcq39/Ze3p6bl/\n//78/HwOh0MQhFgslkql8fHxdDp93759eXl5n376KQDoO65QKBobG8+ePUvtG0EaLX17e/u8\nefOWk0MGAMhlloeGhrZt2+bo6Lht27bu7u5jx47t2LEjKytr5syZ2muXKBSKnJwc7cWEBwYG\n9uzZQ20joeNZ64YQQgihN8BvNMZu0aJF7u7ue/fuHbEj0tPTo/j5sMOYmJjFixcDgEwmKysr\ni4yMtPr5QMTw8PDY2Fi5XC6TySoqKvh8PofD8fDwiIuLu3jxYm9vr77jAFBeXp6dna29vy1Z\n4dHSt7e3z5071+Pf5s6dCwDNzc0dHR2ffPKJk5MTh8OJjIz87rvv5HL5+PHjPbTU1dX5+fmR\nTyhJ+fn55H6yI3rWuiGEEELoDfDCOnbk1mHayJ3pSTQaLS4urqmp6cKFC8Pzzp8//8yZM5mZ\nmTdu3CB7eNOnTyeH0N29e1epVLLZbJ0sTCbT29vb1NS0paVFLpfPmTOHjLu7u6tUqjt37ug7\nDgBcLlcsFm/dulW7YmOkb29vv3nzZnR0dHh4+LZt29rb2wHAycmpuLjYzMxMLpc3Nzd/8803\nb7/9tomJiXaZN2/erKurW7t2LRWprq5uamqKjo4e7eN41rohhBBC6A3wwr6KHb51WFhYWFhY\nGHU6ceLEkJCQgwcPcjgcnUdN69evZ7FYNTU1IpHI0NDQ1dU1ICBgyZIlANDV1QUA1OO6gYGB\n0NBQKqNAILCwsKDT6aampk/aQ6ebmZl1d3czGAy9xke7Dz09PSOm7+vre/ToEY1G+/zzz1Uq\nVVFR0ebNm/fu3ctgMMhunEgkamhoMDMz27lzp3aBarX6wIEDUVFR1GC4H3/8saCgQCQSkV/m\nPr3R6vZMhSCEEELolfXCOnZeXl6JiYljp+FyudXV1RKJJCEhQTtuaGgYEhISEhLS3d1dX19/\n9erVvLy8pqYmPp8/YcIEAOjs7LSzswMAExOTrKwsMhd5oNFohvdvVCqVvuOjtXG09KamphKJ\nxMrKirzq6OgYFRV1/fp1Hx8fMs2mTZtkMtn58+eTk5MLCgrGjRtHxquqqgwMDLy8vMhTtVq9\ne/fuDz744O23325qahqtGs9Ut2cqBCGEEEKvrN90HTuCIAQCQVVVlfbYr9bW1i1btpDfwFpZ\nWfn6+iYlJcXFxZ06dUqpVLJYLIIgbty48aS6BgbOzs7Ozs6Ojo7koyYrK6uhoSGZTEYmUKlU\njx8/trGx0Xd8tDaOlp4gCGtra6pfZWpqOmHChAcPHrS0tJCtYzKZtra2ERERg4OD2venrKxs\n6dKl1GlpaWlfX9/ChQvb29s7OzsB4IcfftD+1nsMz9oWhBBCCL1efusFimfNmuXv75+fn0/N\nlrC0tKyvr79+/bp2MpVKZWhoSBCEsbFxUFBQSUkJ2YmhlJSUkCU4ODgYGxtTPaGGhgYDA4Np\n06bpOz5aA0dLf/369fXr11NzVOVy+f379+3s7Jqbm/fs2UM9NhsYGFAoFHT6kyepjY2Nd+/e\npZ7qAcC9e/fa29vXrVsXHx9ProfyxRdfaK+iMoZnbQtCCCGEXi8v7KtYcvKETtDJyWl4yujo\n6Pj4+L6+PvKUyWQGBQXl5OS0tra6uroSBNHU1FRcXLx8+XLy+VZoaOjt27cTEhK4XK6Tk5NM\nJpNKpd9//72DgwMAMBiMgIAAiURCPg8rLCz08fGxtLQEAH3HRzRafWbNmvXo0aNdu3atXLnS\nyMiouLh4woQJ8+bN6+/vLygoyM3NXb58+dDQ0NGjRydNmjRr1iyyNKlU6uzsrL0iYHx8fHx8\nPHnc1NT02Wefff311+QydZWVlQqFIjAw8Fnr9gsfLUIIIYReE3qcPEEtwKuDyWTyeLzs7Gwq\nwuPx7Ozszp07d/LkSYIgJk2axOPxAgICyKsMBiMzM7OoqOjy5cvFxcWTJ092c3Nbt25dZWUl\nOamCz+eLxeK0tDS1Wr1gwQI+n09m1Hd8NCOmZzAYKSkpBw4c2LFjh7Gx8Zw5cxISEgiCMDc3\n37p1q0Qi2bx5s7Gx8ezZsz/55BNjY2OyqNra2nffffcpP4Lq6ur+/v4xOnbP0RaEEEIIvUZe\nTMdOKBSOcVUsFutE/Pz8/Pz8qFOCIAIDA8fokdDp9IiIiIiICO3gsmXLqOwxMTExMTE6ufQd\nJzk5OZWWlj5N+ilTpmzbtm14Cc7OzhkZGSMWvnfv3hHjI751amrqc9cNIYQQQm+A33qMHUII\nIYQQ0hPs2KGxbIftPyYkf3nsAXmaDMnkCwA2E8m1wckAcO0/kkfM6/D1T/EUk5+OwyBMO9m/\n+MkAMO1oMgBkWiUDwC6b5DsxP6UngwDQ/cWTg102I7/jaMj0C/76s1yt8ckA0LEhefdbyQAw\nOOUfZHz/1FGr+jQKHZ9kz7f7qZxDM3QrHJX6z+F5/zJPN1nnp8lJmuQkzc/irMM/Oy3xeHJa\nPDcZAA44jXxz/rZ0hPhp72QAGBT9wv38M/vZbvhTWhn2ZIK2TgMpLRUzyIPNm59EjsJRAFgI\nC8lT6gAAFsACnezvwi8MY9gO28mDKE0UAORANgD4gA8A+F/IAABv8NbJ4gu+Y5epLRMyyYMl\nsETnUlzLyA/px7YUlv5yon/7ED58jrd4GuEQPnaCaE00APzXJL382OjDM32sL8qZxb98fwQg\n0NO7X/ngxX86//Ef8Je/wP/+LwRDcAZkHDkCjo7Q0gJbtgCNBnw+2NvDzJng6goREfC//wsM\nBhgZwa5dEBwMbW2wdCn8z/8AnQ7vvw9SKXA48PHHcOwYBAXBunVw/z54e8Pt20AOINqzB4yN\nwccHXFyg4f9Cair87nfw4YcgEoGZGfzlL8DhAH1Lhr8/nDgBW7fC3LmQkQHa6/HXeGUAgEYD\nNGHGRtgIAOQYqLlz4YuNsGED3LwJkycDAOygZfyuOsPYGNauBcs/PfnN/S/TjEWLnlw9zMrY\nQcvYvRt20DJu3YI//xl20DLcj2bsoGWcOPEkzQ5aRlAQrFgBAPDFF7CDlkHFz5yBHbSM6GjY\nQcuIiYGDB6Gh4Vd9ENixQwghhBB6Q2DHDiGEEELoDfFiJk+kp6dfuXJFJ+jh4SESiQCAx+PR\n6fS8vDwjIyPqakJCgre396pVq8jT6urqsrKytrY2ExOT6dOnh4aGuri4UInVavWJEydqa2vv\n3LljYmLi6OgYHBxMbiaLEEIIIYRIL2y5EzabHRUVpR3RXn2to6Pj6NGja9asGTHv6dOnCwsL\nIyMj3dzcZDJZVVWVUCjMysoi184dGBhISUlpa2tbuXLlqlWrBgcHa2pqEhMTk5KSPD09AUCl\nUh06dEgqlSqVSg6HExMTQ26rqu84SalURkVFffnll+RicgDQ1tYmFosbGxsJgmCz2Twej9zd\n4f79+xKJ5NatW0ZGRnPmzOHz+dq3aHg5Dx8+lEgkdXV1KpXK3d2dLEcqlZLrEmvz9/ffsGHD\n8Bs7vMyx24IQQgih19oL69iZm5s7OzuPdpXNZh8/ftzX19fe3n741fLy8hUrVnC5XCrxvXv3\nKioqYmNjAaCoqKijoyM3N5dctQ4APD099+/fn5+fz+FwCIIQi8VSqTQ+Pp5Op+/bty8vL+/T\nTz8FAH3HFQpFY2Pj2bNnqf0kAGBoaGjbtm2Ojo7btm3r7u4+duzYjh07srKy5HL5pk2b7O3t\nyf3Tjhw5kpGRQS5QMmI5ALBz506VSiUQCAiCOHHiRGpqak5OzsyZM8nnoCSFQpGTk8PhcHRu\n6WhljtYWhBBCCL0BfqMxdosWLXJ3d9+7d69Goxl+taenh9phjBQTE7N48WIAkMlkZWVlkZGR\nVK+OFB4eHhsbK5fLZTJZRUUFn8/ncDgeHh5xcXEXL17s7e3VdxwAysvLs7Oztfd1BYDm5uaO\njo5PPvnEycmJw+FERkZ+9913crm8rq6uu7t748aNLi4ubDZ748aN9fX1LS0to5WjUCgaGhrC\nw8MXLlw4f/781atXNzc3P3z4cPz48R5a6urq/Pz8yCeX2kYsc4y2IIQQQugNoMctxaytrant\nqmg0Wlxc3Lp16y5cuPDee+/p5J0/f/6ZM2d6e3v9/f1nz55tZGQ0ffp08tLdu3eVSiWbzdbJ\nwmQyvb29AaCxsVEul8+ZM4eMu7u7q1SqO3fujBs3Tq/xuXPncrlcLpdL7utFVczJyam4uNjE\nxEQul9+7d++bb755++23TUxM+vv76XQ6NcrQzMyMRqO1tLRMmTJlxHKMjIxmzpx5/vz5t956\niyCIM2fOTJ06dfz48do34ebNm3V1dSMuYjximS0tLaO1ZXgJCCGEEHrt6HFLsbCwsLCwn5YB\nmzhxYkhIyMGDBzkcjoWFhXbK9evXs1ismpoakUhkaGjo6uoaEBCwZMkSAOjq6gIA6nHdwMBA\naGgolVEgEFhYWNDpdFNT0yftodPNzMy6u7sZDIZe46PdBwMDAxMTEwAQiUQNDQ1mZmY7d+4E\nADc3N5VKdeTIkeDgYLlcfvDgQY1G8/DhwzFuaVJSkkAguHTpEgAwGIy8vDztq2q1+sCBA1FR\nUU8/SK6np+eZ2oIQQgih18sL69h5eXklJiaOnYbL5VZXV0skkoSEBO24oaFhSEhISEhId3d3\nfX391atX8/Lympqa+Hz+hAkTAKCzs9POzg4ATExMsrKyyFzkgUajodFoOm+kUqn0HR+7pQCw\nadMmmUx2/vz55OTkgoICW1vbxMTE/Pz8Y8eOGRoacrlcMzMzc3Pz0bLL5fLNmze/8847q1at\nMjAwKC0t3bJlS2ZmppmZGZmgqqrKwMDAy8vrF2tCee62IIQQQui18JuuY0cQhEAgqKqq0h77\n1draSs4nAAArKytfX9+kpKS4uLhTp04plUoWi0UQxI0bN55U18DA2dnZ2dnZ0dGRfNRkZWU1\nNDQkkz1Zwl6lUj1+/NjGxkbf8dHa2NLSQtaWyWTa2tpGREQMDg6S7Z03b55YLD506FBRUVFw\ncHB/f7+1tfVo5dTW1nZ2dm7YsGHKlCn29vYCgUAmk127do1KUFZWtnTpMyxDP8a9eqZCEEII\nIfTK+q0XKJ41a5a/v39+fj41W8LS0rK+vv769evayVQqlaGhIUEQxsbGQUFBJSUlnZ2d2glK\nSkrIEhwcHIyNjameYkNDg4GBwbRp0/QdH62Bzc3Ne/bsoR6DDQwMKBQKOp3e29ubmZnZ1tZm\naWlJp9OvXLlibm7u6uo6WjlKpVKj0VBzTTQajVqtHhoaIk8bGxvv3r3r4+Mz5s3W9axtQQgh\nhNDrRY+TJwDAyclpeMro6Oj4+Pi+vj7ylMlkBgUF5eTktLa2urq6EgTR1NRUXFy8fPly8nvD\n0NDQ27dvJyQkcLlcJycnmUwmlUq///57BwcHAGAwGAEBARKJxNramkajFRYW+vj4kJM29B0f\nkYeHR0FBQW5u7vLly4eGho4ePTpp0qRZs2YZGxu3t7fn5uZGRkY+evSooKCAy+XS6aPefw8P\nDwaDkZmZSa7hXF5erlarqWVNpFKps7Oz9jJ4AFBZWalQKAIDA0crc4x7hRBCCKE3gB4nTxAE\ncfz48eEpmUwmj8fLzs6mIjwez87O7ty5cydPniQIYtKkSTweLyAggLxK9m+KioouX75cXFw8\nefJkNze3devWVVZWkpMq+Hy+WCxOS0tTq9ULFizgk1sE6z8+InNz861bt0okks2bNxsbG8+e\nPfuTTz4xNjYGAKFQmJ+fv337dltb248++mgFuRvwKJhMZlpa2uHDh1NTU9VqtYuLS1paGtUJ\nq62tffdd3Q3Oq6ur+/v7x+jYPWtbEEIIIfR6eTEdO6FQOMZVsVisE/Hz8/Pz86NOCYIIDAwc\no0dCp9MjIiIiIiK0g8uWLaOyx8TExMTE6OTSd5zk5ORUWlqqHXF2ds7IyBie0tbWVntt4V8s\nh8ViJScnj5h4xCVOyOWOxy5z7LYghBBC6LX2W4+xQwghhBBCekIbcSsIhACAQ+O8D+8DQA7k\nbIAR9qJ9eiIQiUCkHdlmIPpPtWjk1M9V4HNLoYloNPg1lXkOu81Fn/WN9Y4Fk0UxP4hSaKKt\nmrGS5dmI1j3QTfDlBFHcjyIAyLEUbeh5ctWrQvTNe2MV9dJt1WwFgBRaChW5/DuR5zkRADz6\no4i5S/SS6vXMDsLBtbD2ZdcCjWWrZqv2Txr6lahfXvp20fbNJnKQi0AkTxKZ7BA5/1n0XbhI\nBKKSEvj2Q9G3H4pmlYhoKaJPP4VJk+C992DvXujqgtRUOH4cxGIQiWDePPjDH8DLCwoKQK2G\nVatg71siEIm4XHjwAJqbYdEiuHQJ7OygrQ14PHB1hdBGkdNXoqZIEQDwWkViB9G/KyZKTAR3\nd3j7bfj6a7DMefIX9YcfYPLkJ5VvbIQiV5FfjcjbGwAghSba0CPKsRT9PVhUUgIptCcN2aoR\nLVgAV68CANlrotXVAbm6/4cfQkkJ7NsHcXFAo4FGAzQauLjA3/8O1dUwaxYoFDB1Kjx4ACOu\nQkHG//53mD1bO/z8fTN8YocQQggh9IZ4YZMnRpSenn7lyhWdoIeHBznUjMfj0en0vLw8aqMt\nAEhISPD29ianggJAdXV1WVlZW1ubiYnJ9OnTQ0NDXVxcqMRqtfrEiRO1tbV37twxMTFxdHQM\nDg6eMWOGXhuFEEIIIfRq0m/HDgDYbHZUVJR2RHuRjo6OjqNHj65Zs2bEvKdPny4sLIyMjHRz\nc5PJZFVVVUKhMCsri1x6bWBgICUlpa2tbeXKlatWrRocHKypqUlMTExKSvL09AQAlUp16NAh\nqVSqVCo5HE5MTAy5+9ZLiUul0h07dug00N/ff/78+SPGN2zYcP/+fYlEcuvWLSMjozlz5vD5\nfPLWPXz4UCKR1NXVqVQqd3d3Ho+ns8jwt99+KxQKv/rqKyaTOfyuVlZWnjp1qr293dnZOS4u\njsVi/fKniBBCCKHXgd47dubm5s7OzqNdZbPZx48f9/X1tbe3H361vLx8xYoVXC6XSnzv3r2K\niorY2FgAKCoq6ujoyM3NpXaS9fT03L9/f35+PofDIQhCLBZLpdL4+Hg6nb5v3768vLxPP/0U\nAF5KfObMmdpTYhUKRU5ODofDcXV1HTEul8s3bdpkb29Pbstx5MiRjIwMct7rzp07VSqVQCAg\nCOLEiROpqak5OTlUCQMDA3v27Blt6GRlZeX+/ftjY2NtbW1LSkpSU1Pz8/MNDPAbeYQQQuhN\n8JL/R1+0aJG7u/vevXtH7Ij09PRQG1SQYmJiFi9eDAAymaysrCwyMpLq1ZHCw8NjY2PlcrlM\nJquoqODz+RwOx8PDIy4u7uLFi729vS8rPn78eA8tdXV1fn5+np6eo8Xr6uq6u7s3btzo4uLC\nZrM3btxYX1/f0tKiUCgaGhrCw8MXLlw4f/781atXNzc3P3z4kLoD+fn5FhYWI95tjUZz7Nix\nqKiogIAANze3DRs2TJs27cGDBy/gg0QIIYTQK0DvHTtyRwptPT091FUajRYXF9fU1HThwoXh\neefPn3/mzJnMzMwbN26QPbzp06eTQ+ju3r2rVCrZbLZOFiaT6e3tbWpq2tLSIpfL58yZQ8bd\n3d1VKtWdO3deVly7kjdv3qyrq1u7dq1O5bXj/f39dDqdGn1oZmZGo9FaWlqMjIxmzpx5/vz5\n9vb2jo6OM2fOTJ06dfz48WSy6urqpqam6OjoET+Ltra29vZ2T09PjUbT29trY2OTmJhoa2s7\nYmKEEEIIvXb0/lXs8B0pwsLCwsLCqNOJEyeGhIQcPHiQw+HoPGpav349i8WqqakRiUSGhoau\nrq4BAQFLliwBgK6uLgCgHtcNDAyEhoZSGQUCgYWFBZ1ONzU1JSN0Ot3MzKy7u5vBYLyUOFU3\ntVp94MCBqKgockDeaHE3NzeVSnXkyJHg4GC5XH7w4EGNRkM+mUtKShIIBJcuXQIABoORl5dH\nlvDjjz8WFBSIRCJyK7bhurq6CIKorq4uKiqSyWRWVlaxsbHDd7BACCGE0GtK7x07Ly+vxMTE\nsdNwudzq6mqJRJKQkKAdNzQ0DAkJCQkJ6e7urq+vv3r1al5eXlNTE5/PnzBhAgB0dnba2dkB\ngImJSVZWFpmLPNBoNMP7NyqV6mXFqeOqqioDAwMvLy+dNDpxW1vbxMTE/Pz8Y8eOGRoacrlc\nMzMzc3NzuVy+efPmd955Z9WqVQYGBqWlpVu2bMnMzGQwGLt37/7ggw/efvvt4Zv2kvr6+lQq\nVWNjY25urpmZ2enTp7OysnJyckYc4IgQQgih184rMWqeIAiBQFBVVXX79m0q2NraSs4bAAAr\nKytfX9+kpKS4uLhTp04plUoWi0UQxI0bN8jEBgYGzs7Ozs7Ojo6O5OMxKyuroaEhmUxGJlCp\nVI8fP7axsXlZcapdZWVlS5cuHX4ThsfnzZsnFosPHTpUVFQUHBzc399vbW1dW1vb2dm5YcOG\nKVOm2NvbCwQCmUx27dq10tLSvr6+hQsXtre3d3Z2AsAPP/yg/a03AJAPROPj421tbRkMRnBw\nsJWVVV1d3bN+XgghhBB6Nb0SHTsAmDVrlr+/f35+PjVbwtLSsr6+/vr169rJVCqVoaEhQRDG\nxsZBQUElJSVkJ4ZSUlJCluDg4GBsbEz1FBsaGgwMDKZNm/ay4uRpY2Pj3bt3fXx8dJo/PN7b\n25uZmdnW1mZpaUmn069cuWJubu7q6qpUKjUaDTXXRKPRqNXqoaGhe/futbe3r1u3Lj4+nlw/\n5Ysvvjh8+LD2u7BYLBqN9vjxY+pmDg4OUt8aI4QQQuh1p/evYsnJEzpBJyen4Smjo6Pj4+P7\n+vrIUyaTGRQUlJOT09ra6urqShBEU1NTcXHx8uXLye86Q0NDb9++nZCQwOVynZycZDKZVCr9\n/vvvHRwcAIDBYAQEBEgkEmtraxqNVlhY6OPjY2lpCQAvKw4AUqnU2dlZeyW/0eIWFhbt7e25\nubmRkZGPHj0qKCjgcrl0Ot3Dw4PBYGRmZpJrOJeXl6vVag6H87vf/S4+Pp7M29TU9Nlnn339\n9dfkOnaVlZUKhSIwMNDGxsbL6/+xd+9hTV3pwsDfsAOJgaACBTWoFTCIynU0ShWRS+cUC8pE\nTwFB0QiYRBhxag2iTrlUChUVSog4IqjVbwQcL4C3IgOjLWo5CkxHh7YUKpJCUUBQSYBcvj+2\nZ0/KrbU19XLe38Pjk/3utdZeeyfIelbWZcGePXvWrFljbGx85swZgiB4PN6veX8RQggh9OJ4\nDpMnCII4derU0JRsNlsgEGRkZFARgUBgbW198eJFsgkyceJEgUDg6+tLniXbNwUFBVevXi0s\nLJw0aZKTk1N0dHR5eTk5qSIiIiIvL2/nzp0ajWbevHkRERFkxucVB4AbN24MO1lh2Hh8fLxM\nJvvggw8sLS3feeedpUuXkk9p586dR44cSU5O1mg09vb2O3fupBqOw6qsrHz8+LGfnx8AxMbG\n5ubmZmZm9vX1OTg4pKSkDLuIMUIIIYReRvpt2MXHx49yNi8vb1DE29vb29ubOiQIws/Pj2yR\nDItOp4eGhoaGhuoGlyxZQmWPjIyMjIwclOt5xQEgOzt72BsZNm5paam7djGFw+Fs3bp12HJI\ndnZ2xcXF1CG5rDHJyMhILBaPkhchhBBCL68XZYwdQgghhBD6lbBhhxBCCCH0iqCNtKkoQvtp\n+wEgC7IswTIIgnRPfQKfrIJVP1nC/4P/txJWUoeZkLkRNr75rbDMNkc32QZCmK3OIa9lBEbr\nYT11SgSifbBv2CsegAORMMz33aQ9tD1/0v5JBjIxPPnq+WaU0O0v/7kuVWB3mjA9Hf79bzhh\nkTOokCXNwnNTBgdH8SF8uBW2pkFaP/TvgB0ZtIxYbawQhDkwuJCVPUJn02kSkFStFr5xJCcL\nsmIg5v8tEq68nAMAzdAsA1kqpPZ8JDy8ZVb4R7dMt+QAQJ1I6LwvJw3SJPCjtSG3w/YP4APy\n9Z/hz92M9sy+nE2waS/s3QE7kiH54S7he+9BDuT8Gf6cBEmDKkPWkKrnu/AuC1jJ8OQb/N49\nwrw8iP5Xju49kq+nlwu/8cnRzb4Ftti69qyvyQGA9VqhuTl0dkIO5JgVCjvfyQGAVEiNgzgy\nu3afkCZ6Uuznq4RHjmgBYD9t/zW4Nh/m/x3+XkerM9AabISNVFWvw/V5ME+38ufhfI/XmaCK\np3ibdF2AC83QHAVRAHAaTmtAwwf+LyuKdAJOrIAV1OExOBYKoQBwD+69Bq/ppjwJJ4e9VjEU\nL4Wl1KFKKjwW7R4O4b+mVkNlQ/YG2EC+Jn8XDsABBjBWw+rRMzZB0zSYRh0egSNklniIT4EU\n8pMwSvYc2C/U+QUfyQeQTAfDOIjT/WwXQdF/w3//ZN6h1muF+2k5JVASAAHk6/Xa9ftp+0uh\n1B/8/w5/9wbv83DeD54M+/k3/NsBHEYpUPfpDbKbtvtd7buDguR/BdThXtreTdpNur8LP2kn\nfLANtv/MxJRESHgfEgBARBPu0472O7LFVNjbC1JVDgBsha190LcH9pCndtF2vad9b/QLrdeu\nBwAbG9r585CQADk50NwMV6/Cgwdw/DgEBkJmJjg6gp8fyGQwcSIsWgQmJtDYCH198Ne/QumK\npgUAACAASURBVGAgvPUW0GiwYAF4eEBUFDQ0gEgEt27BN9+AVApTaVPO32rmcCA1FX73O1ix\nApqbYcoU+PRT+P3vobgY4pY5fFz2b6USxowBDw/405/A2hoSEkCphKIiAID//m84eBDu34cN\nG8DE5EeVf/dd0Ghg82a4fh34fBg/Hm7ehMhIKC6GiAiQSoFOh3//G+RyuLc8py9T+Mc/agHA\nleZao601MICrV6F2fk4mZFZ1/XvsWDh3Dlpa4PFjCAoCDgf203LWa4UAYGcHDQ3g6wvHj8Pf\nXsvpTBFOngyPV+VcXyv84AOYNAkSEoAce3XhAkyfDra2v7xthj12CCGEEEKvCP1OnkhJSbl2\n7dqgoJubGzknQCAQ0Ol0qVRK7YgKALGxsR4eHuRaHgBQWVlZUlLS0tLCZDJtbGyCg4Pt7e2p\nxBqN5vTp0zdu3GhsbGQymba2titWrCA3k0UIIYQQ+r9G78udODo6hof/6EsE3dXa2trajh8/\nvnr18J3/586dy83NDQsLc3JyUigUFRUV8fHx6enp5Hq/vb29iYmJLS0tgYGBy5cv7+vru3z5\nskQiiYuLc3d3BwC1Wn348OGqqiqVSsXj8SIjI8ltWPUdf/DgQX5+fm1tbX9/v729/Zo1a15/\n/fWqqipy3WBdPj4+Gzc++ZpJpVKFh4fn5ORQ64+cOHFCd4VhapmYka7b0tKSl5dXX19PEISj\no6NAINDd8YJSXl5+9uxZuVzO5XKFQiGHw/nZbyZCCCGEXmh6b9iZmppyudyRzjo6Op46dcrL\ny2vY7UpLS0uXLl3K5/OpxK2trWVlZVFRUQBQUFDQ1taWlZVFrloHAO7u7vv375fJZDwejyCI\nvLy8qqoqkUhEp9P37dsnlUo3bdoEAPqO7969u6enZ/PmzQwG49SpU9u2bZNKpTNnztRdu6S/\nvz8zM5NcHLi/v7++vv7ChQsPHz7UvX25XD5nzhx/f3/ykNqCdtjrDgwMJCUl2draJiUldXZ2\nnjhxIjU1ldo/l1JeXr5///6oqChLS8uioqLk5GSZTGZggN/II4QQQq+C5/wXfeHChc7OztnZ\n2cPO4ejq6qJ2GCNFRkYuWrQIABQKRUlJSVhYGNWqI61cuTIqKkqpVCoUirKysoiICB6P5+bm\nJhQKr1y50t3dre94R0dHXV2dSCRydHTkcrmbN28GgC+++GLcuHFuOmpqary9vcmexdLS0oyM\nDN19cklyudzV1ZXK4urqSt74sNdtampqa2vbsGGDnZ0dj8cLCwv7+uuvlUqlboFarfbEiRPh\n4eG+vr5OTk4bN26cNm3a/fv3n8EbiRBCCKEXwHPYUszc3JzaKYFGowmFwujo6EuXLr355puD\n8s6dO/f8+fPd3d0+Pj6zZ882MjKysbEhT929e1elUjk6Og7KwmazPTw8AKC+vl6pVLq4uJBx\nZ2dntVrd2Ng4ZswYvcatra1DQkJsbW3JuEql6u/v12g0upWsra2tqamhFiXm8/l8Pp/cB0w3\nmVwur62tPXnyZF9f34wZM9atW8fhcO7cuTPsdZ2dnQsLC5lMplKpbG1t/fzzz6dPn85kMnUL\nbGlpkcvl7u7uWq22p6fHwsJCIvnR5EqEEEIIvdSew5ZiISEhISEh1OGECROCgoIOHTrE4/HG\njh2rmzImJobD4Vy+fDkhIcHQ0NDBwcHX13fx4sUA0NHRAQBUd11vb29wcDCVUSwWjx07lk6n\nUzvc0+l0ExOTzs5OFoul17irqyt1d319fRkZGWw2e+HChVTdNBrNwYMHw8PDyYFxI+np6Xn4\n8CGNRtu8ebNarS4oKNi+fXt2dnZXV9ew1zUwMCCbcQkJCbdv3zYxMUlLSxtUZkdHB0EQlZWV\nBQUFCoXCzMwsKipq2C3OEEIIIfQy0nvDbsGCBT/ZLcTn8ysrK/Pz82NjY3XjhoaGQUFBQUFB\nnZ2ddXV1169fl0qlDQ0NERERVlZWANDe3m5tbQ0ATCaTGk9GvtBqtdSgNIpardZ3nHyh1Wor\nKiqOHj1qZWW1d+9e3f1YKyoqDAwMFixYMPozMTY2zs/PNzMzI69ia2sbHh5eXV1taGg4ynUB\nYNu2bQqF4tNPP926deuBAwfGjBlDnerp6VGr1fX19VlZWSYmJufOnUtPT8/MzBx2gCNCCCGE\nXjovxKh5giDEYnFFRYXuOLPm5uYdO3aQY+zMzMy8vLzi4uKEQuHZs2dVKhWHwyEI4ubNm2Ri\nAwMDLpfL5XJtbW07OzvJLAMDAwqFgkygVqsfPXpkYWGh7zgAdHd3b9u27dixY+Hh4SkpKYO6\nIUtKSt56662f80zMzc2pNpyxsbGVldX9+/dHuu6dO3fIp8Fmsy0tLUNDQ/v6+gaN2yNrIhKJ\nLC0tWSzWihUrzMzMampqfsZbhBBCCKGXwAvRsAOAWbNm+fj4yGQyarbE+PHj6+rqqqurdZOp\n1WpDQ0OCIBgMRkBAQFFRUXt7u26CoqIisoQpU6YwGAyqZXP79m0DA4Np06bpO67VahMTE1ks\nVlZWlqen56Detfr6+rt373p6ev7kA6muro6JiaHmySqVynv37llbW4903aampr1791Jdd729\nvf39/XT6j3pkORwOjUZ79OgR9TD7+vqob3URQggh9LJ7DpMnAMDOzm5oyrVr14pEop6eHvKQ\nzWYHBARkZmY2Nzc7ODgQBNHQ0FBYWOjv70+2loKDg7/88svY2Fg+n29nZ6dQKKqqqr777rsp\nU6YAAIvF8vX1zc/PJ/u9cnNzPT09yUkbeo3X1dV9++23y5Yt++abb6hb43A4ZGdeVVUVl8vV\nXclvJLNmzXr48OHu3bsDAwONjIwKCwutrKzmzJlDEMSw13Vzcztw4EBWVpa/v//AwMDx48cn\nTpw4a9YsACgvL+/v7/fz87OwsFiwYMGePXvWrFljbGx85swZgiDIJVcQQggh9Ap4DpMnqIV2\nB2Gz2QKBICMjg4oIBAJra+uLFy+STZCJEycKBAJfX1/yLIvF2rVrV0FBwdWrVwsLCydNmuTk\n5BQdHV1eXk5OqoiIiMjLy9u5c6dGo5k3b15ERASZUa/xpqYmrVa7e/du3Vtbv37922+/DQA3\nbtz4mZMVWCxWYmLiwYMHU1NTGQyGi4tLbGwsQRAjXdfU1PT999/Pz8/fvn07g8GYPXv2hg0b\nGAwGAFRWVj5+/NjPzw8AYmNjc3NzMzMz+/r6HBwcUlJSdMf/IYQQQuilpt+GXXx8/Chn8/Ly\nBkW8vb29vb2pQ4Ig/Pz8yBbJsOh0emhoaGhoqG5wyZIlVPbIyMjIyMH7xOs1HhgYGBgYOFKF\nqSVOhrKzsysuLtaNTJ06NSlp8H7to9SHy+V++OGHQ9MnJydTr42MjMRi8Uh1QAghhNBL7UUZ\nY4cQQgghhH4l2rBbPiAEAPto+zbAhjfgjT7oE4Bgo6F4YABkIPtmk/jSXkcRiEbPnmApZt+z\nfVf7LgBsGy8OCgKnHBkAlPiJA87LAGA3bXefVhkP26gsaZAqgTgASId0DWgGON9tk8uGLTwN\n0h5b3Em6LwOA2ijxhb9MjoOtuglqo8Quf/lR3sp3xIsLZQDwAXxAB3ocxAHA2bfFX34Jzs7w\nzTfQ+xji7sr+DH9OgiQASJsqXrYMZnwsA4BvNomn75UBQDIkGwDNye/76+fNLGd0RkQAa7Ms\nbapYcmf4eu6xExMEbPxK9h68N976cVsL3QRMUiClPUH83XfAOySLh3jOrAf3b1l1QMfH8PHo\nj1QCEgMw6IZuGcjehXd3w5Nv/DO44uavmVrQ7oW9VGLdBBtoYq0WzME8GZIBYL+zeH2d7Pgi\nMY8HNumyj2eI/1gvAwAxiFnASofBO9EBwCbYxHXsE335o9ts+7N4QtJ/IjEQwx6n7u0FDw9Y\nXi77YKJ4e+uTszvMxckdMgAQacX7aD8q5HKweNFxmelRcWioFgDc3Wk11xjkjVwJEXv8VQYA\nmxjivX3DP+Ff7DScDoTAYijWgnYZLHu2haMXSv0fxeQvMkWkFe2j7Xte9XnBbTERf/To6X7d\nRFoRAPzxj7SDWSz/d3rb2+Gryomt0GpmBpMng0IBU6fCV18BgwFpaTB9OowZA2+/Dfe/Ml/z\nbkdXF/zjH2BgAB98AJWV8NVXEBMD9fWwZg0sWQKbNgGTCebmIJfD//wP/OlPwGSClRVERsLu\n3XDuHLi7w+uvgzVYT3mjxc0N+HxwdYXx4yE1FRLimB//RcnjwYYN8Ic/wJ07kJEBBgZQUwO3\nb0NYGHzzDbS2wu3bIBZDQQGcOwdOTuDjA2PGgLc3MBgQFQUmW2SGB8QDkbJt48WVlfCXv4BU\nqgWAxkYauWFCQwNQswZyc8HODhYvHvx8Dh2CNWvg+nUAgEmTYOxYaG0Fe3uor4fubpg370my\nlhY4dw6iosijX942wx47hBBCCKFXBDbsEEIIIYReEfqdPJGSknLt2rVBQTc3t4SEBAAQCAR0\nOl0qlRoZGVFnY2NjPTw8li9fTh5WVlaWlJS0tLQwmUwbG5vg4GB7e3sqsUajOX369I0bNxob\nG5lMpq2t7YoVK2bMmKHXm0IIIYQQejHpfbkTR0fH8PBw3YjuKm5tbW3Hjx9fvXr1sHnPnTuX\nm5sbFhbm5OSkUCgqKiri4+PT09OnTZsGAL29vYmJiS0tLYGBgcuXL+/r67t8+bJEIomLi3N3\ndwcAtVp9+PDhqqoqlUrF4/EiIyPJ7Vn1HSepVKrw8PCcnBxyPZGqqqrU1NRBN+jj47Nx48YH\nDx7k5+fX1tb29/fb29uvWbPm9ddfB4ATJ04cOXKESjx0mZhbt27Fx8cfPXqUvERLS0teXl59\nfT1BEI6OjgKBgFw8Txd5rZqaGrVa7ezsPGwahBBCCL2k9N6wMzU15XK5I511dHQ8deqUl5fX\nsNuVlpaWLl26lM/nU4lbW1vLysqioqIAoKCgoK2tLSsri1y1DgDc3d33798vk8l4PB5BEHl5\neVVVVSKRiE6n79u3TyqVbtq0CQD0He/v76+vr79w4QK1bwQAzJw5k+ynJPX392dmZpKLA+/e\nvbunp2fz5s0MBuPUqVPbtm2TSqXjx4+Xy+Vz5szx9/cnswzaxKK3t3fv3r3U3JeBgYGkpCRb\nW9ukpKTOzs4TJ06kpqZS++dS0tLS1Gq1WCwmCOL06dPJycmZmZk/8RYihBBC6CXxnMfYLVy4\n0NnZOTs7e9jJuV1dXdQOY6TIyMhFixYBgEKhKCkpCQsLo1p1pJUrV0ZFRSmVSoVCUVZWFhER\nwePx3NzchELhlStXuru79R0HgNLS0oyMjEH7tI4bN85NR01Njbe3t7u7e0dHR11dnUgkcnR0\n5HK5mzdvBoAvvvgCAORyuaurK5XF1dVVt0CZTKa7C21TU1NbW9uGDRvs7Ox4PF5YWNjXX3+t\nVCp1s/T399++fXvlypXz58+fO3fuqlWrmpqaHjx48IveOoQQQgi9cJ7DlmLm5ubkllwAQKPR\nhEJhdHT0pUuX3nzzzUF5586de/78+e7ubh8fn9mzZxsZGdmQ04sB7t69q1KpHB0dB2Vhs9ke\nHh4AUF9fr1QqXVxcyLizs7NarW5sbBwzZoxe466urnw+n8/nNzQ0DNpyg1JbW1tTU0MuVqzR\naEJCQmxtbclTKpWqv79fo9EAgFwur62tPXnyZF9f34wZM9atW8fhcMhklZWVDQ0N0dHR1BLQ\ndnZ2hYWFTCZTqVS2trZ+/vnn06dPZzKZutc1MjKaOXPmp59++tprrxEEcf78+ddff33cuHHD\nv3MIIYQQetk8hy3FQkJCQkJCqMMJEyYEBQUdOnSIx+PpdkEBQExMDIfDuXz5ckJCgqGhoYOD\ng6+v7+LFiwGgo6MDAKjuut7e3uDgYCqjWCweO3YsnU6ndrin0+kmJiadnZ0sFkuv8Z98IBqN\n5uDBg+Hh4eSAvNdee416Gn19fRkZGWw2e+HChT09PQ8fPqTRaJs3b1ar1QUFBdu3b8/Ozmax\nWD/88MOBAwcSEhJ0v5w1MDAgm3EJCQm3b982MTFJS0sbevW4uDixWPzZZ58BAIvFkkqlP1lh\nhBBCCL0s9N6wW7BggUQiGT0Nn8+vrKzMz8+PjY3VjRsaGgYFBQUFBXV2dtbV1V2/fl0qlTY0\nNERERFhZWQFAe3u7tbU1ADCZTGo8GflCq9UOGpQGAGq1Wt/x0e8UACoqKgwMDBYsWKAb1Gq1\nFRUVR48etbKy2rt3L5vNVqvV+fn5ZmZm5FVsbW3Dw8Orq6s9PDz27NmzbNmy6dOnD+oKJW3b\ntk2hUHz66adbt249cODAmDFjqFNKpXL79u2/+93vli9fbmBgUFxcvGPHjl27dpmYmPxktRFC\nCCH04nsh1rEjCEIsFldUVOiOS2tubt6xYwc5xs7MzMzLyysuLk4oFJ49e1alUnE4HIIgbt68\nSSY2MDDgcrlcLtfW1pbsNjMzMxsYGFAoFGQCtVr96NEjCwsLfcd/8mZLSkreeust3Uh3d/e2\nbduOHTsWHh6ekpJCdlsSBGFubk61HY2Nja2srO7fv19cXNzT0zN//ny5XN7e3g4A33//fVdX\n1507d8inwWazLS0tQ0ND+/r6Bo3zu3HjRnt7+8aNG6dOnTp58mSxWKxQKMjxfAghhBB6BbwQ\nDTsAmDVrlo+Pj0wmo2ZLjB8/vq6urrq6WjeZWq02NDQkCILBYAQEBBQVFZGNG0pRURFZwpQp\nUxgMBtWyuX37toGBwbRp0/QdH/026+vr79696+npSUW0Wm1iYiKLxcrKyvL09KRactXV1TEx\nMdS8WqVSee/ePWtr69bWVrlcHh0dLRKJyPVT3nvvvSNHjjQ1Ne3du5fqMuzt7e3v76fTf9Qj\nq1KptFotNU9Fq9VqNJqBgYHR64wQQgihl8VzmDwBAHbUzmo61q5dKxKJenp6yEM2mx0QEJCZ\nmdnc3Ozg4EAQRENDQ2Fhob+/P9n6CQ4O/vLLL2NjY/l8vp2dnUKhqKqq+u6776ZMmQIALBbL\n19c3Pz+f7PfKzc319PQkJ23oOz6KqqoqLperu5LfP//5z2+//XbZsmXffPMNFeRwOLNmzXr4\n8OHu3bsDAwONjIwKCwutrKzmzJkzb948kejJJq3k/Ixjx46x2eyenp4DBw5kZWX5+/sPDAwc\nP3584sSJs2bNAoDy8vL+/n4/Pz83NzcWi7Vr1y5y/efS0lKNRkMuuYIQQgihV8BzmDwxdKFd\nEpvNFggEGRkZVEQgEFhbW1+8ePHMmTMEQUycOFEgEPj6+pJnyTZKQUHB1atXCwsLJ02a5OTk\nFB0dXV5eTk6qiIiIyMvL27lzp0ajmTdvXkREBJlR3/FR3Lhx44033tCNNDU1abXa3bt36wbX\nr1//9ttvJyYmHjx4MDU1lcFguLi4xMbGEgQxUsmmpqbvv/9+fn7+9u3bGQzG7NmzN2zYwGAw\nAKCysvLx48d+fn5sNnvnzp1HjhxJTk7WaDT29vY7d+78ycYoQgghhF4W+m3YUYtxDCsvL29Q\nxNvb29vbmzokCMLPz8/Pz2+kEuh0emhoaGhoqG5wyZIlVPbIyMjIyMhBufQdJ9nZ2RUXFw8K\nkkuc6AoMDAwMDBy2hKlTpyYlJQ17athLcLncDz/8cGiy5ORk6jWHw9m6desoZSKEEELo5fWi\njLFDCCGEEEK/Em3YLR8QAoB582heXlBeDt3d0N0NLi5Q/imxDtadhtNK0/bpPb+7A3fY0+5r\nNCAWQ14+fFUPs2bB/XuQ214SAAFBQWBmBkv2lQBAPj9g+nRYmFZycm1A1SH7Kb5fffEFREaC\nZ3rJ1tkBilu2K7Z829UF5ubwxoclAPCPzQHn0mc6g3MR/a9GRmDTO7uB+a+4OChMmGm39Lb8\ne2CbwP374OsLhRmT/mvt9/z8kqvxAR+l0LkzVampsGXZDLqW3gANr89QPnwIHvLghjnHx4yB\ne5/NUGqVb2/47tAhOP645OTaAAYD2tthwgSYMwdS13Ffe+NrMzOIKikJgICxY8HcHDIbS9Za\nBOTfL3lnTIBCAcXFsGoVrFsHXntKAKA5O+DShj8QK07982/2NIB0bfoer4B//ANoNJg/HyZ+\nvoIefOL4caDRYMoUsLCA+np45x24lG+9dEPLuHEwf2fJDpeA5NqSY8EBcjm4uMDf/gb931u8\nAW/wDxXnrlm4/pPP1q6FW7fA3h7GjYMtWyA+HsaPhyNdJWthbejG+3Q65O828wKvNbDmvDjA\nT1ZyMTrgxg2YcPUPV+DKrvz7JWv5a2Ht+kkBb74Jr70GN2/C738Ps+JKAKDnWEB/P+SuXXAX\n7nJ9mzdeKsmAjFiIBYDVsNpjaVdvsS8A9Hlc4vEgOxt+r1xaDMXOzlBXB3Nh7oBLdWEhBAfD\nlzcNT8JJsXXAjJY3rcLKmprg3/+G3l4wMIClS6G/H9aeLNk6O0CpBLUaPm4q+fCNgHHjYMkS\n+OwzCD1eEgABJVCSOCeguloLAOto6/4AfyA/gRKQpMEwyzG+gP4Of/cG759Oh35bq2DVJ/DJ\n0Li/1r+UVvrb1+dV5a/1B4BVq2h1dWBtDa6uwGBA5fteb6VVfPIJ/OtfsHcvKBTQ1AQuLqBU\ngqkp3LsHmZmwZg3098P16zB+PMyeDQDwP/8Dra3wySdQVgbffgssFly/DosXA0GApSU4OsK3\n38L338O1a2BhASwW/O530NEBHA6YmsLp02BvD3I5vP021NZCbi6IRHD9Ovj7w6NHkJUFW7eC\njw8cPgxjx8Lhw/DFFzBnDiTcKFkKS9/drJ0xAzo7Ydo0qK+HgADIz4fiYrjfxE7Y/bCuDmxs\nYOZMOHoUzpzRAkAprfTk2gAeD6xFJQCwBtYcgkOX3wtgsSArCw53lqRD+mbYTD4f8j/nvhMB\nd+7Au+9CTAz8PquEPHUzMcDt/Sev/5sZoFbDyYES6pH+MthjhxBCCCH0ing2Y+xSUlKuXbs2\nKOjm5kZuey8QCOh0ulQqNTIyos7GxsZ6eHiQ0zMBoLKysqSkpKWlhclk2tjYBAcH29vbU4k1\nGs3p06dv3LjR2NjIZDJtbW1XrFgxY8aMZ1J5hBBCCKFXwzObPOHo6BgeHq4b0V3Uo62t7fjx\n46tXrx4277lz53Jzc8PCwpycnBQKRUVFRXx8fHp6OrksXG9vb2JiYktLS2Bg4PLly/v6+i5f\nviyRSOLi4tzd3QFArVYfPny4qqpKpVLxeLzIyEhyt64XLf7gwYP8/Pyamhq1Wu3s7CwQCMgF\njU+cOHHkyBHqaQyaNaxSqcLDw3NycthsNgBUVVWRy9fp8vHx2bhx49AHOygvqby8/OzZs3K5\nnMvlCoVCav9ZhBBCCL3snlnDztTUlMvljnTW0dHx1KlTXl5ekydPHnq2tLR06dKlfD6fStza\n2lpWVhYVFQUABQUFbW1tWVlZ1M6w7u7u+/fvl8lkPB6PIIi8vLyqqiqRSESn0/ft2yeVSjdt\n2gQAL1o8LS1NrVaLxWKCIE6fPp2cnJyZmQkAcrl8zpw5/v5PvlCn1iju7++vr6+/cOECtUwx\nAMycOZPsB6XSZGZmDl2Lbti8AFBeXr5///6oqChLS8uioqLk5GSZTGZggN/II4QQQq+C3+gv\n+sKFC52dnbOzs4edq9HV1UVtOEGKjIxctGgRACgUipKSkrCwMKpVR1q5cmVUVJRSqVQoFGVl\nZRERETwez83NTSgUXrlypbu7+0WL9/f33759e+XKlfPnz587d+6qVauampoePHgAAHK53NXV\n1e1/ubq6kvdYWlqakZExaFuwcePGuemoqanx9vYmey51DZtXq9WeOHEiPDzc19fXyclp48aN\n06ZNu3///i98UxFCCCH0gnlmPXZDd5gwNzenFr+l0WhCoTA6OvrSpUtvvvnmoLxz5849f/58\nd3e3j4/P7NmzjYyMbGxsyFN3795VqVSOjo6DsrDZbA8PDwCor69XKpUuLi5k3NnZWa1WNzY2\njhkz5oWKu7q6zpw589NPP33ttdcIgjh//vzrr78+btw4AJDL5bW1tSdPnuzr65sxY8a6devI\nr0f5fD6fzye3lxj2mdfW1tbU1AxdG2+kvC0tLXK53N3dXavV9vT0WFhYSCSSYUtGCCGE0Mvo\nmTXshu4wERISEhISQh1OmDAhKCjo0KFDPB6P3OeeEhMTw+FwLl++nJCQYGho6ODg4Ovru3jx\nYgDo6OgAAKq7rre3Nzg4mMooFovHjh1Lp9ONjY2f3A+dbmJi0tnZyWKxXqg4AMTFxYnF4s8+\n+wwAWCyWVCoFgJ6enocPH9JotM2bN6vV6oKCgu3bt2dnZ+uOUByWRqM5ePBgeHg4OYDv5+jo\n6CAIorKysqCgQKFQmJmZRUVFDdoJAyGEEEIvr2fWsFuwYMFPdv/w+fzKysr8/PzY2FjduKGh\nYVBQUFBQUGdnZ11d3fXr16VSaUNDQ0REhJWVFQC0t7dbW1sDAJPJTE9PJ3ORL7RaLTUojaJW\nq1+0uFKp3L59++9+97vly5cbGBgUFxfv2LFj165dxsbG+fn5ZmZmZC5bW9vw8PDq6mpPT89h\nnyGloqLCwMBgwYIFoyfT1dPTo1ar6+vrs7KyTExMzp07l56enpmZOezAR4QQQgi9dH7TUfME\nQYjF4oqKCt2xX83NzTt27CDH2JmZmXl5ecXFxQmFwrNnz6pUKg6HQxDEzZs3n1TXwIDL5XK5\nXFtbW7IbzMzMbGBgQKFQkAnUavWjR48sLCxetPiNGzfa29s3btw4derUyZMni8VihULxxRdf\nEARhbm5OtQWNjY2trKx+zri3kpKSt95666meP9lRKhKJLC0tWSzWihUrzMzMampqnqoQhBBC\nCL2wfuvpkLNmzfLx8ZHJZNRsifHjx9fV1VVXV+smU6vVhoaGBEEwGIyAgICioqL29nbdBEVF\nRWQJU6ZMYTAYVEvx9u3bBgYG06ZNe9HiKpVKq9VSc0e0Wq1GoxkYGKiuro6JiaHmyicCcAAA\nIABJREFUriqVynv37pHdk6Oor6+/e/fuT/bqDcLhcGg02qNHj6iH3NfXR31rjBBCCKGXnR4n\nTwCAnZ3d0JRr164ViUQ9PT3kIZvNDggIyMzMbG5udnBwIAiioaGhsLDQ39+f7McKDg7+8ssv\nY2Nj+Xy+nZ2dQqGoqqr67rvvpkyZAgAsFsvX1zc/P5/s98rNzfX09CQnbbxQcTc3NxaLtWvX\nLnJN5tLSUo1Gw+PxGAzGw4cPd+/eHRgYaGRkVFhYaGVlNWfOnNGfdlVVFZfLHTQOr7y8vL+/\n38/Pb6RcFhYWCxYs2LNnz5o1a4yNjc+cOUMQxNClUhBCCCH0ktLj5IlBC+1S2Gy2QCDIyMig\nIgKBwNra+uLFi2RTY+LEiQKBwNfXlzxLtocKCgquXr1aWFg4adIkJyen6Ojo8vJyclJFRERE\nXl7ezp07NRrNvHnzIiIiyIwvVJzNZu/cufPIkSPJyckajcbe3n7nzp1kQzAxMfHgwYOpqakM\nBsPFxSU2NpYgiNGf9o0bN4ZOeqisrHz8+PEoDTsAiI2Nzc3NzczM7Ovrc3BwSElJ0V27GCGE\nEEIvtWfTsIuPjx/lbF5e3qCIt7e3t/d/NswmCMLPz2+UFgmdTg8NDQ0NDdUNLlmyhMoeGRkZ\nGRk5KNeLFudwOFu3bh16d1OnTk1KShoaJ9nZ2RUXFw8KDrvESXJy8k/mNTIyEovFI10LIYQQ\nQi813HIAIYQQQugVgQ07hBBCCKFXBG3YPb4QAoCPaB+ljpe88w7Y7E87MVcyUO0SAk9WnKbv\nlqjeTWuJkVhnpf2cosbmSC5cAPfTTxKnvyZh3ZsqhidfCi/8XPLZgjRWlmRvjM16WD8o7xfL\nJby/pQHAR+aSLR1pigTJmISfdVHS3/9L4n0x7cY7EltbGPfh4IwDH0h274a4rp8usG2TZMLe\nEZOdnCfhXx98lkiXTJsGDcvTtmglKSlA3/YU1Sadmi/5w7U0ZqZEuTHtz/DnJHjylf2yesmZ\nGU9dGgB0x0vGpjzJuEUr+Yj2n0LSIX0zbAaAK/4Sj9IfFT4oJSnJWPLxx3B/3ZO466eSmt//\nKI0yUcJ8f3Cut+okF5yfBNs2STo6YNYRqj5bAOAj2kdDq/0xZP4RNj7Fff4mzsCZZbAMAIqh\neCksfd7VeWW9z5QkKn/Jp30UW7Rbhv2koV+G/OW9fZu2cNb4Tm1XQQHcCU4DgC1ayenTEBgI\nAPDVV0BuNUCjgYUFaLVw9CisWgUf0dKE3RJTU6iqgs8WpG3RSgBAqYQVK+Bvf4PaWvjH/DT3\ny5Kri9L8b0lmzgQAoP472qKVzJ4N+/fDvHlAp0NfHzAYIBBAXh7I5cDhgKsrXLwI334LBQWQ\nkQFKJXw8Jg0AJCBJg7S36iROTnD+PPj5/afMDY8k9+7B1atwd+WPPnXr7kvMzeEjWhp5s93d\nNJEIYmNh9mxQq2HVKhCLobER6HQwMwNra6ithQfr075eJ1mwANauhS++gAcPwNwcOjqg9r/S\ntmglZWVQ8/u0xvWSf/0LeDzYswceP4bjx8HEBP76Vzh9+pe3zbDHDiGEEELoFfHMZsUOKyUl\n5dq1a4OCbm5uCQkJACAQCOh0ulQqNTIyos7GxsZ6eHiQa4IAQGVlZUlJSUtLC5PJtLGxCQ4O\ntre3pxJrNJrTp0/fuHGjsbGRyWTa2tquWLFixowZer0phBBCCKEXk34bdgDg6OgYHh6uG9Fd\nfa2tre348eOrV68eNu+5c+dyc3PDwsKcnJwUCkVFRUV8fHx6evq0adMAoLe3NzExsaWlJTAw\ncPny5X19fZcvX5ZIJHFxce7u7gCgVqsPHz5cVVWlUql4PF5kZCS5raq+4ySVShUeHp6TkzNo\nPZGfGa+qqkpNTR30QHx8fDZu3Hjv3r38/Px//vOfRkZGLi4uERER1CMtLy8/e/asXC7ncrlC\noZDD4Yz0vty6dSs+Pv7o0aO43AlCCCH0ytB7w87U1JTL5Y501tHR8dSpU15eXsNuV1paWrp0\n6VI+n08lbm1tLSsri4qKAoCCgoK2trasrCxyNTsAcHd3379/v0wm4/F4BEHk5eVVVVWJRCI6\nnb5v3z6pVLpp0yYA0He8v7+/vr7+woUL1H4SpKeKz5w5k+zXpNJkZmbyeDylUrlt27bJkyeT\n+7B98sknH374IbnQSXl5+f79+6OioiwtLYuKipKTk2UymYHBMN+29/b27t27F4dXIoQQQq+Y\n5zzGbuHChc7OztnZ2cM2Mrq6uqidx0iRkZGLFi0CAIVCUVJSEhYWRrXqSCtXroyKilIqlQqF\noqysLCIigsfjubm5CYXCK1eudHd36zsOAKWlpRkZGbr74ZKeKj5u3Dg3HTU1Nd7e3u7u7jU1\nNZ2dnVu2bLG3t3d0dNyyZUtdXd2dO3e0Wu2JEyfCw8N9fX2dnJw2btw4bdq0kfaclclk5L6x\nCCGEEHqV6L1hR241pqurq4s6S6PRhEJhQ0PDpUuXhuadO3fu+fPnd+3adfPmTbKFZ2NjQw6h\nu3v3rkqlcnR0HJSFzWZ7eHgYGxvfuXNHqVS6uLiQcWdnZ7Va3djYqO84APD5/Ly8vPfff39Q\n3Z42Tqmtra2pqVmzZg0APH78mE6nU6MSTUxMaDTanTt3Wlpa5HK5u7u7Vqvt7u62sLCQSCSW\nlpZDS6usrGxoaFi7du1Il0MIIYTQS0rvX8UO3WosJCQkJCSEOpwwYUJQUNChQ4d4PN6gbqSY\nmBgOh3P58uWEhARDQ0MHBwdfX9/FixcDQEdHBwBQ3XW9vb3BwcFURrFYPHbsWDqdTu1wT6fT\nTUxMOjs7WSyWXuPP5KHp0mg0Bw8eDA8PJwfwOTk5qdXqTz75ZMWKFUql8tChQ1qt9sGDBx0d\nHQRBVFZWFhQUKBQKMzOzqKiooduO/fDDDwcOHEhISCD34UUIIYTQq0TvDbsFCxZIJJLR0/D5\n/MrKyvz8/NjYWN24oaFhUFBQUFBQZ2dnXV3d9evXpVJpQ0NDRESElZUVALS3t1tbWwMAk8lM\nT08nc5EvtFrt0LaLWq3Wd3z0O/0FKioqDAwMFixYQB5aWlpKJBKZTHbixAlDQ0M+n29iYmJq\natrT06NWq+vr67OyskxMTM6dO5eenp6Zmak7eFGj0ezZs2fZsmXTp09vaGh45lVFCCGE0PP1\nQqxjRxCEWCyuqKjQHWfW3NxMzg8AADMzMy8vr7i4OKFQePbsWZVKxeFwCIK4efMmmdjAwIDL\n5XK5XFtbW7LbzMzMbGBgQKFQkAnUavWjR48sLCz0HX/mD6ekpOStt97SjcyZMycvL+/w4cMF\nBQUrVqx4/Pixubk52dkpEoksLS1ZLNaKFSvMzMxqamp0MxYXF/f09MyfP18ul7e3twPA999/\nr/vNOEIIIYReai9Eww4AZs2a5ePjI5PJqNkS48ePr6urq66u1k2mVqsNDQ0JgmAwGAEBAUVF\nRWQDhVJUVESWMGXKFAaDQbUUb9++bWBgMG3aNH3Hn+1jqa+vv3v3rqenJxXp7u7etWtXS0vL\n+PHj6XT6tWvXTE1NHRwcOBwOjUZ79OgR9aD6+vqob4pJra2tcrk8OjpaJBKRa6m89957R44c\nebZ1RgghhNDzovevYsnJE4OCdnZ2Q1OuXbtWJBL19PSQh2w2OyAgIDMzs7m52cHBgSCIhoaG\nwsJCf39/8jvQ4ODgL7/8MjY2ls/n29nZKRSKqqqq7777bsqUKQDAYrF8fX3z8/PNzc1pNFpu\nbq6np+f48eMBQN/xZ6iqqorL5equ/Dd27Fi5XJ6VlRUWFvbw4cMDBw7w+Xw6nW5hYbFgwYI9\ne/asWbPG2Nj4zJkzBEHweDwAKC8v7+/v9/PzE4lEIpGILKehoeFPf/rTsWPHcB07hBBC6JXx\nHCZPEARx6tSpoSnZbLZAIMjIyKAiAoHA2tr64sWLZDNl4sSJAoHA19eXPMtisXbt2lVQUHD1\n6tXCwsJJkyY5OTlFR0eXl5eTkyoiIiLy8vJ27typ0WjmzZsXERFBZtR3/Bm6cePG0AkQ8fHx\nMpnsgw8+sLS0fOedd5YufbJJZWxsbG5ubmZmZl9fn4ODQ0pKCtloq6ysfPz4sZ+f3zOvHkII\nIYReKPpt2MXHx49yNi8vb1DE29vb29ubOiQIws/Pb5QWCZ1ODw0NDQ0N1Q0uWbKEyh4ZGRkZ\nGTkol77jJDs7u+Li4l8Zz87OHprS0tJSd+1iipGRkVgsHhonly/+mdVACCGE0MvrRRljhxBC\nCCGEfiUa7iuFRhJDi3neVUD/h2Rps+DHn7oculSoigaAY+OloV3Rv1lNSqZKA+78dpdDv70s\nbVYMLebkJCn/e3yjnwHdX97b3tKZf3/yVO8uk04+86MnrBZJZTKIoUVrN0hp2dE6JUhjaMO8\nFyZx0kep0bNzpP8SRgNAcpd0x/ho7sfSr/8YDQBmf5Z2Jo32DtpnSb+K+VGC//6HtMgzeqTL\nDarPsMnImwX4z3pnQiHk5IxY1KFDsGbNKJcaRgwt+n+v8ktgjx1CCCGE0CsCG3YIIYQQQq+I\nZzN5IiUl5dq1a4OCbm5u5Bh/gUBAp9OlUim1wykAxMbGenh4LF++nDysrKwsKSlpaWlhMpk2\nNjbBwcH29vZUYo1Gc/r06Rs3bjQ2NjKZTFtb2xUrVpCbxiKEEEIIIdIzmxXr6OgYHh6uG9Fd\nfa2tre348eOrV68eNu+5c+dyc3PDwsKcnJwUCkVFRUV8fHx6ejq53m9vb29iYmJLS0tgYODy\n5cv7+vouX74skUji4uLc3d0BQK1WHz58uKqqSqVS8Xi8yMhIcltVfcdJKpUqPDw8JyeHWhDu\nxIkTuqv+Usu7/LLyAeDWrVvx8fFHjx4lLzFS+UMNrduDBw/y8/Nra2v7+/vt7e3XrFnz+uuv\nj/yuIoQQQuhl8swadqamplwud6Szjo6Op06d8vLy0t26lFJaWrp06VI+n08lbm1tLSsri4qK\nAoCCgoK2trasrCxydToAcHd3379/v0wm4/F4BEHk5eVVVVWJRCI6nb5v3z6pVLpp0yYA0He8\nv7+/vr7+woULDx8+1L0duVw+Z84cf39/8pDaUvZpyyf19vbu3btXd47LSOXrGqluu3fv7unp\n2bx5M4PBOHXq1LZt26RS6TNfVxkhhBBCz8VvNMZu4cKFzs7O2dnZw07C7erqonYSI0VGRi5a\ntAgAFApFSUlJWFgY1aojrVy5MioqSqlUKhSKsrKyiIgIHo/n5uYmFAqvXLnS3d2t7zgAlJaW\nZmRk6O5vS5LL5a6urm7/y9XVlbyRpy2fJJPJyH1gRy9/kGHr1tHRUVdXJxKJHB0duVzu5s2b\nAeCLL7746fcPIYQQQi+DZ9ZjN3TrMHNzc6oriEajCYXC6OjoS5cuvfnmm4Pyzp079/z5893d\n3T4+PrNnzzYyMrKxsSFP3b17V6VSOTo6DsrCZrM9PDwAoL6+XqlUuri4kHFnZ2e1Wt3Y2Dhm\nzBi9xl1dXfl8Pp/PJ/fm0q2bXC6vra09efJkX1/fjBkz1q1bx+Fw7ty587TlA0BlZWVDQ0N0\ndLTuUs/Dlj/o+QxbN41GExISYmtrSx6qVKr+/n6NRgMIIYQQeiU8s4bd0K3DQkJCQkJCqMMJ\nEyYEBQUdOnSIx+MN6oKKiYnhcDiXL19OSEgwNDR0cHDw9fVdvHgxAHR0dAAA1V3X29sbHBxM\nZRSLxWPHjqXT6dRu93Q63cTEpLOzk8Vi6TU+0nPo6el5+PAhjUbbvHmzWq0uKCjYvn17dnZ2\nV1fX05b/ww8/HDhwICEhQffL1pHK1x3ROJLXXnuNekf6+voyMjLYbPbChQt/MiNCCCGEXgrP\nrGG3YMECiUQyeho+n19ZWZmfnx8bG6sbNzQ0DAoKCgoK6uzsrKuru379ulQqbWhoiIiIsLKy\nAoD29nZra2sAYDKZ6enpZC7yhVarHTrITK1W6zs+0j0aGxvn5+ebmZmRuWxtbcPDw6urqw0N\nDZ+qfI1Gs2fPnmXLlk2fPl23K3Sk8j09PUeq0iBarbaiouLo0aNWVlZ79+6l5lUghBBC6GX3\nm65jRxCEWCyuqKjQHfvV3Ny8Y8cOcoydmZmZl5dXXFycUCg8e/asSqXicDgEQdy8efNJdQ0M\nuFwul8u1tbUlu7XMzMwGBgYUCgWZQK1WP3r0yMLCQt/xUe7R3NycaqsZGxtbWVndv3//acsv\nLi7u6emZP3++XC5vb28HgO+//76rq2uk8n/mW9Dd3b1t27Zjx46Fh4enpKQM6jpFCCGE0Evt\nt16geNasWT4+PjKZjJotMX78+Lq6uurqat1karXa0NCQIAgGgxEQEFBUVEQ2bihFRUVkCVOm\nTGEwGFRL8fbt2wYGBtOmTdN3fKQbrK6ujomJoeaiKpXKe/fuWVtbP235ra2tcrk8OjpaJBKl\npqYCwHvvvXfkyJGRyv85D1+r1SYmJrJYrKysLE9Pz2Gn0yKEEELo5aXHyRMAYGdnNzTl2rVr\nRSJRT08PechmswMCAjIzM5ubmx0cHAiCaGhoKCws9Pf3J1sewcHBX375ZWxsLJ/Pt7OzUygU\nVVVV33333ZQpUwCAxWL5+vrm5+eT/Vi5ubmenp7kpA19x4c1a9ashw8f7t69OzAw0MjIqLCw\n0MrKas6cOQRBPFX5IpFIJBKRZZJzII4dO8Zms3t7e4ctHwDKy8v7+/v9/PxGqts///nPb7/9\ndtmyZd988w0V5HA4o3RAIoQQQuglosfJEyMtnMtmswUCQUZGBhURCATW1tYXL148c+YMQRAT\nJ04UCAS+vr7kWRaLtWvXroKCgqtXrxYWFk6aNMnJySk6Orq8vJycVBEREZGXl7dz506NRjNv\n3ryIiAgyo77jw2KxWImJiQcPHkxNTWUwGC4uLrGxsQRB/AblV1ZWPn78eJSGXVNTk1ar3b17\nt25w/fr1b7/99ihXRAghhNDL4tk07HQX4xgqLy9vUMTb29vb25s6JAjCz89vlBYJnU4PDQ0N\nDQ3VDS5ZsoTKHhkZGRkZOSiXvuMkOzu74uJi3cjUqVOTkpKGpvxl5Q+9xEjlJycnj54xMDAw\nMDBwpKsghBBC6GX3W4+xQwghhBBCeoINOzQiDWjwB39+s5+hn7q5c58cdnX9wk9jLlP6C3K9\nfUf83J8G/uj1h/ykyeVPPldZWin5L/ni/+DPr7xx3V/eGX//z68P58zgXyXaPvEGmlgDGm32\nj06RwaE/Pali03jpP4VPzm4bL9aAJiYGyDrfT/qJX9V/xzxJ0BX65AZrayFLKyVrG3ZtxLsm\n60P+O+jhkDe7gSbeQBOTr4n9YjICANTqvdTZNWsAANra/vO3ddeu4f/m5uSAVAoAT2r4i2HD\nDiGEEELoFfFsxtilpKRcu3ZtUNDNzS0hIQEABAIBnU6XSqVGRkbU2djYWA8Pj+XLl5OHlZWV\nJSUlLS0tTCbTxsYmODjY3t6eSqzRaE6fPn3jxo3GxkYmk2lra7tixYoZM2Y8k8ojhBBCCL0a\nntmsWEdHx/DwcN2I7iZXbW1tx48fX7169bB5z507l5ubGxYW5uTkpFAoKioq4uPj09PTyeXi\nent7ExMTW1paAgMDly9f3tfXd/nyZYlEEhcX5+7uDgBqtfrw4cNVVVUqlYrH40VGRhoaGv4G\ncZJKpQoPD8/JyaG2cPhl5QDArVu34uPjjx49ShZ14sSJI0eOUGepWcYtLS15eXn19fUEQTg6\nOgoEgpHWKxlat5+fFyGEEEIvnWfWsDM1NeVyuSOddXR0PHXqlJeX1+TJk4eeLS0tXbp0KZ/P\npxK3traWlZVFRUUBQEFBQVtbW1ZWFrVjrLu7+/79+2UyGY/HIwgiLy+vqqpKJBLR6fR9+/ZJ\npdJNmzYBgL7j/f399fX1Fy5coJYLJj1tOaTe3t69e/dqtVoqIpfL58yZ4+/vTx6Sq/oNDAwk\nJSXZ2tomJSV1dnaeOHEiNTWV2maNMmzdfmZehBBCCL2kfqMxdgsXLnR2ds7OztZtuFC6urqo\njShIkZGRixYtAgCFQlFSUhIWFka16kgrV66MiopSKpUKhaKsrCwiIoLH47m5uQmFwitXrnR3\nd+s7DgClpaUZGRm626ORFX7ackgymWzQBl9yudzV1dXtf7m6ugJAU1NTW1vbhg0b7OzseDxe\nWFjY119/rVQqBz3SYev2M/MihBBC6CWlx50nzM3NqR0aaDSaUCiMjo6+dOnSm2++OSjv3Llz\nz58/393d7ePjM3v2bCMjIxsbG/LU3bt3VSqVo6PjoCxsNtvDwwMA6uvrlUqli4sLGXd2dlar\n1Y2NjWPGjNFr3NXVlc/n8/l8clsIqmJ37tx52nIAoLKysqGhITo6WndFQLlcXltbe/Lkyb6+\nvhkzZqxbt47D4djZ2RUWFjKZTKVS2dra+vnnn0+fPp3JZA56PsPW7WfmRQghhNBLSo87T4SE\nhIRQE38BJkyYEBQUdOjQIR6PN6hrKiYmhsPhXL58OSEhwdDQ0MHBwdfXd/HixQDQ0dEBAFR3\nXW9vb3BwMJVRLBaPHTuWTqcbGxs/uR863cTEpLOzk8Vi6TU+0nPo6up62nJ++OGHAwcOJCQk\n6G7e2tPT8/DhQxqNtnnzZrVaXVBQsH379uzsbBaLRTbFEhISbt++bWJikpaWNvpbQzEwMPjF\neRFCCCH04ntmDbsFCxZIJJLR0/D5/MrKyvz8/NjYWN24oaFhUFBQUFBQZ2dnXV3d9evXpVJp\nQ0NDRESElZUVALS3t5P73DOZTGpMGPlCq9UO3cxerVbrOz7SPT5tORqNZs+ePcuWLZs+fbpu\nl6exsXF+fr6ZmRmZy9bWNjw8vLq62tPTk0ywbds2hULx6aefbt269cCBA2PGjBmpSkP9mrwI\nIYQQemH9puvYEQQhFosrKip0x341Nzfv2LGDHGNnZmbm5eUVFxcnFArPnj2rUqk4HA5BEDdv\n3nxSXQMDLpfL5XJtbW3J7i4zM7OBgQGFQkEmUKvVjx49srCw0Hd8pHt82nKKi4t7enrmz58v\nl8vb29sB4Pvvv+/q6iIIwtzcnGoLGhsbW1lZ3b9//86dO+TTYLPZlpaWoaGhfX19g8bSjeTX\n5EUIIYTQi++3XqB41qxZPj4+MpmMmi0xfvz4urq66upq3WRqtdrQ0JAgCAaDERAQUFRURDZ6\nKEVFRWQJU6ZMYTAYVOvk9u3bBgYG06ZN03d8pBt82nJaW1vlcnl0dLRIJEpNTQWA995778iR\nI9XV1TExMdScVqVSee/ePWtr66ampr1791Jdhr29vf39/XT6z+p5/TV5EUIIIfTi0+PkCQCw\ns7MbmnLt2rUikainp4c8ZLPZAQEBmZmZzc3NDg4OBEE0NDQUFhb6+/uT/VXBwcFffvllbGws\nn8+3s7NTKBRVVVXffffdlClTAIDFYvn6+ubn55P9W7m5uZ6enuSkDX3Hh/W09RGJRCKRiMxL\nznU4duwYm83u7e19+PDh7t27AwMDjYyMCgsLrays5syZ8/jx4wMHDmRlZfn7+w8MDBw/fnzi\nxImzZs0CgPLy8v7+fj8/v5Hq5ubmNlJehBBCCL0C9Dh5glpQdxA2my0QCDIyMqiIQCCwtra+\nePHimTNnCIKYOHGiQCDw9fUlz7JYrF27dhUUFFy9erWwsHDSpElOTk7R0dHl5eXkpIqIiIi8\nvLydO3dqNJp58+ZFRESQGfUdH8kzKYfFYiUmJh48eDA1NZXBYLi4uMTGxhIEYWpq+v777+fn\n52/fvp3BYMyePXvDhg0MBgMAKisrHz9+PErDbpS8CCGEEHoFPJuGne4iHUPl5eUNinh7e3t7\ne1OHBEH4+fmN0iKh0+mhoaGhoaG6wSVLllDZIyMjIyMjB+XSd5xkZ2dXXFz868sZWtTUqVOT\nkpKGJuNyuR9++OHQeHJy8k/WbaS8CCGEEHoF/NZj7BBCCCGEkJ5gww4hhBBC6BWBDTs0Ii1o\n8Qd/frMf8lO3H/ZTEZerIvLFvn2/8NO4Vil67veFPy/gD/n/m5j25ONBvhDTRFTk/9rPr7zx\nX/MnI1srGz3Bzp2DSwYA7xOyka44+cP/FPja+09eHz36JHH9RhEA7NoFWtDOmwe6V8/Wyubm\ny7SgZf5JNuhyI90s9Zr6969/haQkiI9/crhrFwBASgpMmPCfv626rwEgM/PJC6EQJk58Bn+7\nsWGHEEIIIfSK0O8aZikpKdeuXRsUdHNzS0hIAACBQECn06VSqZGREXU2NjbWw8Nj+fLl5GFl\nZWVJSUlLSwuTybSxsQkODra3t6cSazSa06dP37hxo7Gxkclk2trarlixYsaMGXq9KYQQQgih\nF5PeF6d1dHQMDw/XjbBYLOp1W1vb8ePHV69ePWzec+fO5ebmhoWFOTk5KRSKioqK+Pj49PR0\ncn3g3t7exMTElpaWwMDA5cuX9/X1Xb58WSKRxMXFubu7A4BarT58+HBVVZVKpeLxeJGRkYaG\nhr9BnKRSqcLDw3NycthsNhlpaWnJy8urr68nCMLR0VEgEFhYWFRVVZHrEuvy8fHZuHEjdXjr\n1q34+PijR49SRY0SH3pdXQ8ePMjPz6+pqVGr1c7OzmQdRnrvEEIIIfRy0XvDztTUlMvljnTW\n0dHx1KlTXl5ekydPHnq2tLR06dKlfD6fStza2lpWVhYVFQUABQUFbW1tWVlZ5Gp2AODu7r5/\n/36ZTMbj8QiCyMvLq6qqEolEdDp93759Uql006ZNAKDveH9/f319/YULF6h9IwBgYGAgKSnJ\n1tY2KSmps7PzxIkTqamp6enpM2fOJPsvSf39/ZmZmTwej4r09vbu3btXq9UOejhD48Ned5C0\ntDS1Wi0WiwmCOH36dHJycib19T5CCCGEXnLPeYzdwoULnZ2ds7OzhzZcAKCrq4vaeYwUGRm5\naNEiAFAoFCUlJWFhYVSrjrRy5cqoqCilUqlQKMrKyiIiIng8npubm1AovHJ9hgRcAAAgAElE\nQVTlSnd3t77jAFBaWpqRkTFoD9ampqa2trYNGzbY2dnxeLywsLCvv/5aqVSOGzfOTUdNTY23\ntzfZ40iSyWRjx44d+nCGxoe9rq7+/v7bt2+vXLly/vz5c+fOXbVqVVNT04MHD0Z5gxBCCCH0\nEtF7w47cakxXV1cXdZZGowmFwoaGhkuXLg3NO3fu3PPnz+/atevmzZtkC8/GxoYcQnf37l2V\nSuXo6DgoC5vN9vDwMDY2vnPnjlKpdHFxIePOzs5qtbqxsVHfcQDg8/l5eXnvv/++bsXs7OwK\nCwtNTEyUSmVTU9Pnn38+ffp0JpOpm6a2trampmbNmjVUpLKysqGhYe3atYNuc9j4sNfVZWRk\nNHPmzE8//VQul7e1tZ0/f/71118fN27cSOkRQggh9HLR+1exQ7caCwkJCQkJoQ4nTJgQFBR0\n6NAhHo83qAsqJiaGw+Fcvnw5ISHB0NDQwcHB19d38eLFANDR0QEAVHddb29v8P9v796jmrry\nxYF/k5MXISEIFqpBrIJYqqBSRSlaKtB1iwXlRqeAWNEUGEKxpI4WRK1Ei48BeQwP6wKJ2sdP\nHlMroH1YLlw7pbaMIvXWxbSMViSVYkUBIQHy+P2xmWMMCT7GOMr6flaWK+d79t7Z5+So33Vy\n9t6RkXTFxMREkUjEYrFsbW1JhMViCQSCrq4uPp9v1bil88BkMkkal56efuHCBYFAsGfPHuMC\ner3+wIEDMTEx9IN6v/32W3FxcXp6Olkzl2Ypfi9SU1MTExP/9re/AQCfzy8oKLjfFhBCCCH0\n2LJ6Yufv75+SkjJ6GYlEUl9fr1Qq5XK5cZzNZkdERERERHR1dTU3N3/33XcFBQWtra2xsbHO\nzs4A0NnZ6eLiAgA8Hi8rK4vUIm8MBsPIvEen01k7PvqRAsDmzZvVavWXX365adOm4uJiGxsb\nEq+rq2Mymf7+/mRTr9dnZ2cvW7Zs2rRpra2tdHVL8Xuh0Wi2bNny/PPPL1++nMlkVlVVbd26\nNTMzUyAQ3Fc7CCGEEHo8PRbz2FEUlZiYWFdXZ/x8WFtb29atW8kvsA4ODosXL05NTU1ISDh+\n/LhWqxWLxRRFnT17lhRmMpkeHh4eHh5ubm7ktpmDg8PQ0JBarSYFdDrdrVu3xo8fb+24pWO8\nfPky6a1QKHRycoqOjh4YGDA+3urq6ldeeYXerKqq6unpWbBggUql6uzsBIBff/31xo0bluL3\ncp7PnDnT2dmZnJw8efLkSZMmJSYmqtXq77///l7qIoQQQujxZ/U7dvdoxowZQUFBRUVF9G2w\ncePGNTc3NzY20jexAECn07HZbIqiWCxWWFhYRUXFggULnJyc6AIVFRUkF3R1deVyuefPnycj\nTC9cuMBkMqdMmcLlcq0at3SAly5dOnDgwMGDBymKAoD+/v7BwUEWa/j8t7S0XLlyJSAggC5/\n9epVlUqVlJRERzZu3BgUFMThcMzGjadHsUSr1RoMBnqcisFg0Ov1Q0NDd62IEEIIoSeC1RM7\nMnjCJOju7j6y5Nq1a2UyWU9PD9kUCoVhYWF5eXltbW2enp4URbW2tpaXl4eGhpLkLzIy8vz5\n83K5XCKRuLu7q9XqhoaGX375xdXVFQD4fH5wcLBSqXR0dGQwGCUlJQEBAePGjQMAa8fN8vHx\nKS4uzs/PDw0NHRoaOnLkyIQJE2bMmEH2NjQ0eHh4GM/wJ5PJZDIZed/a2rp+/fqPPvqITE1n\nKW5JbW3t4OBgSEiIj48Pn8/PzMwk8z/X1NTo9XrjqVUQQggh9ET7DwyeoCjq6NGjI0sKhUKp\nVJqbm0tHpFKpi4vLF198cezYMYqiJkyYIJVKg4ODyV6So5SVlX377bfl5eUTJ0709vZOSkqq\nra0lgypiY2NLS0szMjL0ev38+fNjY2NJRWvHzbKzs9u2bZtSqdyyZQuXy505c+abb77J5XLJ\n3jNnzrzwwgv3eWrvVX19fV9fX0hIiFAozMjIOHz48I4dO/R6/fTp0zMyMkZJRhFCCCH0ZLFu\nYpeWljbK3tLSUpNIYGBgYGAgvUlRVEhISEhIiKUWWCxWdHR0dHS0cXDJkiV09bi4uLi4OJNa\n1o4T7u7uVVVVxhEPD49du3aZLVxYWGg2bqmpUeIjgzt27KDfi8XiTZs2jfJZCCGEEHpyPRaD\nJxBCCCGE0L/vcRk8gR5DNmBzEk6+DC//+01VQsUK+MO/384jFnwi+6sl6+9e7n4UQ3EcmL/L\nO7psyF4PD7kz1pDDyH7b8OD9TIbbw4AaoXEezDsH53LWQppseGKg7+F7XzDzYOhpOL0AFjzw\n5z7RjjGOLTMs+0/34t/yAJf3QYfsNV0PfqXZgM0D171HB+HgGlhj7U95fNzXKVWCci2sNVvR\nLj27J334m3Xand3TA/tg33pY//lz2a9cWA8AfX2wfDnU15v/xGub1pOolzJ7zRr4k8LmL/CX\n5H8MF95ryAaAjRvhT+/YAMCfGOvpJi5fhvNr19sA9PfDPsO+PzFuX12krv327JvvrqcjpCkA\nKDLso/8EgHffBQCAnfvIBwGAyY+Xr79+x6bx0Mflyy2fsnuGd+wQQgghhMYITOwQQgghhMaI\nh/NT7M6dO0+fPm0S9PHxSU9PBwCpVMpisQoKCjgcDr1XLpcvWrRo+b9uO9bX11dXV7e3t/N4\nvKlTp0ZGRk6fPp0urNfrP/300zNnzly8eJHH47m5ua1YsYIsGosQQgghhIiH9oydl5dXTEyM\nccR4VraOjo4jR46sXr3abN0TJ06UlJSsWrXK29tbrVbX1dWlpaVlZWWR+X77+/sVCkV7e3t4\nePjy5csHBgZOnTqVkpKSmprq5+cHADqd7tChQw0NDVqt1tfXNy4ujiy3au04odVqY2Ji3n//\nfZPJ5EbGKysrDx8+TBegp32xFL9586ZSqTx37tzg4OD06dPXrFnzzDPPAEB7e3tpaWlLSwtF\nUV5eXlKp1NKKF2b7Vltbe/z4cZVK5eHhkZCQIBaLLXylCCGEEHrCPLTEzs7OzsPDw9JeLy+v\no0ePLl68eNKkSSP31tTULF26VCKR0IWvXr168uTJ+Ph4ACgrK+vo6MjPzyez0wGAn5/f/v37\ni4qKfH19KYoqLS1taGiQyWQsFmvfvn0FBQVvv/02AFg7Pjg42NLS8vnnn/f29hofjqW4SqWa\nO3duaGgo2aTX2LAU37t3b09Pz4YNG7hc7tGjRzdv3lxQUCAQCLZv3+7m5rZ9+/aurq7Kysrd\nu3fT6+TetQ+1tbX79++Pj493cnKqqKjYsWNHUVERk4m/yCOEEEJjwSMaFbtw4UI2m11YWLhr\n1y46caHduHGDrANGi4uLIxG1Wl1dXS2Tyeisjli5cuVzzz2n0WiYTObJkyeTk5PJCgoJCQkZ\nGRlSqZTD4Vg1LhKJampqampqRi7JZSmuUqkWLVrk4+NzL/Hr1683Nzf/+c9/Jr84b9iwYfXq\n1d9///2UKVM6Ojqys7MFAgEA8Hi8LVu2aDQaHo931z4YDIbKysqYmBgyyfPEiRMPHDjw+++/\nG6/JhhBCCKEn10NL7EYuHebo6EivasBgMBISEpKSkr766quXXzadPmPevHmfffZZd3d3UFDQ\nzJkzORzO1KlTya4rV65otVovLy+TKkKhcNGiRQDQ0tKi0Whmz55N4rNmzdLpdBcvXrSxsbFq\nfM6cORKJRCKRkHW9jPtmKa5Sqc6dO/fJJ58MDAw8++yzb7zxBvkZ1Gxcr9dHRUW5ubmRulqt\ndnBwUK/Xu7u7l5eX83g8jUZz9erVb775Ztq0aSZZnaU+tLe3q1QqPz8/g8HQ09Mzfvz4lJQU\nc18mQgghhJ5IDy2xG7l0WFRUVFRUFL359NNPR0REHDx40NfXVyQSGZdct26dWCw+depUeno6\nm8329PQMDg5+6aWXAOD69esAQN+u6+/vj4yMpCsmJiaKRCIWi2Vrazt8PCyWQCDo6uri8/lW\njd/v+enp6ent7WUwGBs2bNDpdGVlZVu2bCksLNRqtWbjTz31FH32BgYGcnNzhULhwoULmUwm\nSePS09MvXLggEAj27Nlzj324fv06RVH19fVlZWVqtdrBwSE+Pt56S5khhBBC6BF7aImdv7//\nXW//SCSS+vp6pVIpl8uN42w2OyIiIiIioqurq7m5+bvvvisoKGhtbY2NjXV2dgaAzs5OFxcX\nAODxePTzZOSNwWAY+duuTqezdnz0Ix3J1tZWqVQ6ODiQ1tzc3GJiYhobGxcuXGg2HhAQQI6u\nrq7uww8/dHZ2zsnJMR4DsXnzZrVa/eWXX27atKm4uNjG5u4zQ/b09Oh0upaWlvz8fIFAcOLE\niaysrLy8PLMPPiKEEELoifNIn5qnKCoxMbGuru78+fN0sK2tbevWreSJOgcHh8WLF6empiYk\nJBw/flyr1YrFYoqizp49O9xdJtPDw8PDw8PNzY3cNnNwcBgaGlKr1aSATqe7devW+PHjrR1/\ngGN3dHSkc0RbW1tnZ+fff//dUhwAuru7N2/e/NFHH8XExOzcuZPc5rx8+TI5G0Kh0MnJKTo6\nemBgwPh8joK0IJPJnJyc+Hz+ihUrHBwcmpqa7vdYEEIIIfR4etTDIWfMmBEUFFRUVESPlhg3\nblxzc3NjY6NxMZ1Ox2azKYricrlhYWEVFRWdnZ3GBSoqKkgLrq6uXC6XzmwuXLjAZDKnTJli\n7fj9HnhjY+O6devoMaoajebatWsuLi6W4gaDQaFQ8Pn8/Pz8gIAAOvO7dOlSTk4Ofcuwv79/\ncHCQxbqnO69isZjBYNy6dYts6nS6gYEB+ldmhBBCCD3prDh4AgDc3d1Hlly7dq1MJuvp6SGb\nQqEwLCwsLy+vra3N09OToqjW1tby8vLQ0FCSzURGRp4/f14ul0skEnd3d7Va3dDQ8Msvv7i6\nugIAn88PDg5WKpXkvldJSUlAQAAZtGHt+H2ZMWNGb2/v3r17w8PDORxOeXm5s7Pz3LlzBwYG\nzMZ/+OGHf/7zn8uWLfv555/pRsRisY+PT3FxcX5+fmho6NDQ0JEjRyZMmDBjxgwAqK2tHRwc\nDAkJsdSH8ePH+/v7Z2dnr1mzxtbW9tixYxRFkdG+CCGEEBoDrDh4gp5o14RQKJRKpbm5uXRE\nKpW6uLh88cUXJNWYMGGCVColU3IAAJ/Pz8zMLCsr+/bbb8vLyydOnOjt7Z2UlFRbW0sGVcTG\nxpaWlmZkZOj1+vnz58fGxpKK1o7fFz6fr1AoDhw4sHv3bi6XO3v2bLlcTlGUpfilS5cMBsPe\nvXuNG/njH//46quvbtu2TalUbtmyhcvlzpw588033+RyuQBQX1/f19c3SmIHAHK5vKSkJC8v\nb2BgwNPTc+fOnSbzKiOEEELoyfVwEru0tLRR9paWlppEAgMDAwMD6U2KokJCQkbJSFgsVnR0\ndHR0tHFwyZIldPW4uLi4uDiTWtaOE+7u7lVVVfcSnzx58vbt20eWNBsPDw8PDw83+4keHh67\ndu0aGd+xY8dd+8DhcBITE802ixBCCKEnHS45gBBCCCE0RmBihyzSgS4QAnWgM37Vzso2iZi8\nzgSYKfDfIBm91iivliV3+UTrvfbtA/Lm0n/f7oPx+wd4SUH6YBWTIfnRHLX/Xx/wADmp2TrQ\nvWV4wH6Sq64ACuiID/joQOcFXufPAx18Hp7XgS4bTDs5D+Y9mvNj6VUu/o9dqKGG0P/ssf/7\nrwe4vF/vevC/EeTft4SfrPuVvQ6vW6nlcTsesOfT9mVPynn4R03/l3HI0XzjP/7XcPzXyOE3\nq2G1DnSXl2eTisavf/zjduRqarKdHZDL4+ULw994ZibIGcmNjXdUZG4w/ehza5PljGQd6N6E\nN/c9m8xOydaBTs5IBgA5I1m8d/ij9xqGK+Y8k+x9MFsHOj4fSMXhl274g66/m0wf7Jofsun/\nK+k2AaCt7Y4gYe43NlNlZaa1HhgmdgghhBBCY8TDecZu586dp0+fNgn6+Pikp6cDgFQqZbFY\nBQUFHA6H3iuXyxctWrR8+XKyWV9fX11d3d7ezuPxpk6dGhkZOX36dLqwXq//9NNPz5w5c/Hi\nRR6P5+bmtmLFCrKIKkIIIYQQIh7aqFgvL6+YmBjjCJ/Pp993dHQcOXJk9erVZuueOHGipKRk\n1apV3t7earW6rq4uLS0tKyuLTBfX39+vUCja29vDw8OXL18+MDBw6tSplJSU1NRUPz8/ANDp\ndIcOHWpoaNBqtb6+vnFxcWw2+xHECa1WGxMT8/7779PDSysrKw8fPkwXoEcHX7t2TalU/vDD\nDxwOZ/bs2bGxsfQpqq2tPX78uEql8vDwSEhIEIvFDQ0Nu3fvNjlRQUFBycm379P++OOPaWlp\nH374oaWRrSP7dvPmTaVSee7cucHBwenTp69Zs+aZZ54xWxchhBBCT5yHltjZ2dl5eHhY2uvl\n5XX06NHFixebXb2qpqZm6dKlEomELnz16tWTJ0/Gx8cDQFlZWUdHR35+Pr1irJ+f3/79+4uK\ninx9fSmKKi0tbWhokMlkLBZr3759BQUFb7/9NgBYOz44ONjS0vL555/T0wsTKpVq7ty5oaGh\nZJPMxqfRaDZv3jxp0iSyzMYHH3ywa9cuMo61trZ2//798fHxTk5OFRUVO3bsKCoqeu6558j9\nTmJwcDAvL894zrn+/v6cnByDwWD2hFvq2969e3t6ejZs2MDlco8ePbp58+aCgoIHmJYPIYQQ\nQo+hR/SM3cKFC2fNmlVYWGg2Eblx4wa9EAURFxf34osvAoBara6url61ahWd1RErV66Mj4/X\naDRqtfrkyZOxsbG+vr4+Pj4JCQlff/11d3e3teMAUFNTk5ubO3I5L5VKNWfOHJ9/mTNnDgA0\nNTV1dXW9884706dP9/Lyeuedd5qbmy9fvmwwGCorK2NiYoKDg729vZOTk6dMmfL777/b29v7\nGGlqagoMDCR3KImioiKyRJhZZvt2/fr15uZmmUzm5eXl4eGxYcMGAPj+++/v7TtECCGE0OPO\niitPODo60reCGAxGQkJCUlLSV1999fLLL5vUnTdv3meffdbd3R0UFDRz5kwOhzN16lSy68qV\nK1qt1svLy6SKUChctGgRALS0tGg0mtmzZ5P4rFmzdDrdxYsXbWxsrBqfM2eORCKRSCStra0m\nMzOrVKpz58598sknAwMDzz777BtvvCEWi/v6+lgsFv2UoUAgYDAYly9fZjKZKpXKz8/PYDD0\n9PSMHz8+JSXF5GDPnTvX1NRUWFhIR+rr61tbW5OSkizNIGi2b3q9Pioqys3NjWxqtdrBwUG9\nXm+2BYQQQgg9cay48kRUVFRUVBS9+fTTT0dERBw8eNDX19fkVtO6devEYvGpU6fS09PZbLan\np2dwcPBLL70EANevXwcA+nZdf39/ZGQkXTExMVEkErFYLHrBUxaLJRAIurq6+Hy+VeOWzkNP\nT09vby+DwdiwYYNOpysrK9uyZUthYaG3t7dOp/vggw9WrFih0WgOHjxoMBhu3rx5/fp1iqLq\n6+vLysrUarWDg0N8fPwLL7xAN6jX6w8cOBATE0M/2Pfbb78VFxenp6fTC8jeo6eeeor+RgYG\nBnJzc4VC4cKFC++rEYQQQgg9th5aYufv7z/yVpMJiURSX1+vVCrlcrlxnM1mR0REREREdHV1\nNTc3f/fddwUFBa2trbGxsc7OzgDQ2dnp4uICADweLysri9QibwwGw8j8RqfTWTtu6RhtbW2V\nSqWDgwOp5ebmFhMT09jYGBAQkJKSUlRUVFlZyWazJRKJQCCws7Pr6enR6XQtLS35+fkCgeDE\niRNZWVl5eXn0w4h1dXVMJtPf359s6vX67OzsZcuWTZs2beTivPfCYDDU1dV9+OGHzs7OOTk5\nuKQYQgghNGY8tMTuXlAUlZiYmJaWFhQURAfb2tqKi4u3bt3K4XAcHBwWL168ePHir776qrCw\ncM2aNWKxmKKos2fPksSOyWSSIRo6nY7cNnNwcBgaGlKr1TY2NiR+69at8ePH8/l8q8ZHOUZH\nR0d609bW1tnZ+ffffweAuXPnlpaW3rhxQygU6nS68vJyR0dH8kuoTCYjP1uvWLHi888/b2pq\nohO76urqV155hW6wqqqqp6dnwYIFKpWqs7MTAH799VcnJ6d7HADR3d29Z8+e3377LSYm5sUX\nX7zfe34IIYQQepw96gmKZ8yYERQUVFRURI+WGDduXHNzc2Njo3ExnU7HZrMpiuJyuWFhYRUV\nFSSJoVVUVJAWXF1duVwuPUrgwoULTCZzypQp1o5bOsDGxsZ169bRY1E1Gs21a9dcXFy6u7sz\nMzPb29vHjRvHYrFOnz5tZ2fn6ekpFosZDMatW7foAx8YGKB/+W1pably5UpAQADd/tWrV1Uq\nVVJSkkwmI/OhbNy40Xh2lVEYDAaFQsHn8/Pz8wMCAjCrQwghhMYYKw6eAAB3d/eRJdeuXSuT\nyXp6esimUCgMCwvLy8tra2vz9PSkKKq1tbW8vDw0NJRkHpGRkefPn5fL5RKJxN3dXa1WNzQ0\n/PLLL66urgDA5/ODg4OVSqWjoyODwSgpKQkICCC3r6wdN2vGjBm9vb179+4NDw/ncDjl5eXO\nzs5z586lKEqlUuXn569ataq3t7e4uFgikbBYrPHjx/v7+2dnZ69Zs8bW1vbYsWMURdHTmjQ0\nNHh4eBjPCCiTyWQyGXlPxkZ89NFH5OfU2trawcHBkJAQS3374Ycf/vnPfy5btuznn3+mg2Kx\neJQbkAghhBB6glhx8AQ9Ma8JoVAolUpzc3PpiFQqdXFx+eKLL0haM2HCBKlUGhwcTPby+fzM\nzMyysrJvv/22vLx84sSJ3t7eSUlJtbW1ZFBFbGxsaWlpRkaGXq+fP39+bGwsqWjtuFl8Pl+h\nUBw4cGD37t1cLnf27NlyuZyiKABIS0srKip67733nJycXnvttaVLl5Iqcrm8pKQkLy9vYGDA\n09Nz586d9HNvZ86cMR5IMbr6+vq+vr5RErtLly4ZDIa9e/caB//4xz+++uqr9/gRCCGEEHqc\nPZzEztKkG0RpaalJJDAwMDAwkN6kKCokJGSUjITFYkVHR0dHRxsHlyxZQlePi4uLi4szqWXt\nOOHu7l5VVWUcmTx58vbt20eWdHJyMp5zmMbhcBITE802bjzFyV0/mkx3PEqB8PDw8PDwURpE\nCCGE0BPtUT9jhxBCCCGErAQTO4QQQgihMYJhabFRhHwYPkthKQBkQuZG2NgtV4hyt41eRQGK\nbXCXMg/RLo5i0+C27QzFu4Z7+lBSPstWsaHvjvKZfIWNDSRd3wYA+Q6KdV3De/fwFCmaO0ru\nFSh27oTrbw0H/2yjeEf96I63RKyIVd3xcUpXxdq2++hA5QzFih8fWoePz1W8+nfT1v5nkSLw\n6/v+iM2DCjbbAADpjHQ6+H/LFTP/ug0ANmkUu3iP7jyjMS/dkG58paF/U7ohHQDSGelNSxVV\nVUD/L0BtV2x/l2XnoF3Xtc3xL4pz5wAADh4ELheio4HJhKgoeOkl2L8fUlMhLAxeew02bYLl\n/7ctbUCxaRMYDJCdDf7+0N8Py85tSzcoPv4Y5s4FDw9IZ2yzz1EsWQJLl4KtLZw5A1euQFAQ\naNRQ+Vc4MX9bqYsiehUIhTC4edvH0xRZWcDjwcaN4OoK1dXg6wtLGrelGxS5uXDz7W0A8If/\nU7zzDhQVweTJsHkzsHduA4D+jQp+5jbeLoVm07Z0gyKdsY0+WACGwQBkbgl7e7h5c/hUTJ4M\nly8DAGRmwsaNt0+RTgcUNfz+449h5UqLJ/PaNXjqKQB48NwM79ghhBBCCI0R1p2geOfOnadP\nnzYJ+vj4kDEEUqmUxWIVFBTQK6gCgFwuX7Ro0fLly8lmfX19dXV1e3s7j8ebOnVqZGTk9OnT\n6cJ6vf7TTz89c+bMxYsXeTyem5vbihUrnn32WaseFEIIIYTQ48nqK094eXnFxMQYR4xnZevo\n6Dhy5Mjq1avN1j1x4kRJScmqVau8vb3VanVdXV1aWlpWVhaZH7i/v1+hULS3t4eHhy9fvnxg\nYODUqVMpKSmpqal+fn4AoNPpDh061NDQoNVqfX194+LiyHKr1o4TWq02Jibm/fffp+cuuXnz\nplKpbGpq0ul0s2bNkkqlZAK5Udqpra09fvy4SqXy8PBISEgQi8XG5+fHH39MS0v78MMPTZYF\nsxQfpQ8IIYQQGgOs/lOsnZ2dx53I4mCEl5fX0aNHr1y5YrZuTU3N0qVLybzEXl5eb731loeH\nx8mTJ8nesrKyjo6O/Pz8P/zhDz4+Pn5+fikpKUuWLCkqKiJruZaWln799dfx8fFvvfVWU1NT\nQUEBqWjt+ODg4A8//JCdnU2vP0Hs2bPn6tWriYmJcrm8u7ubnp3EUju1tbX79+9fsmTJ5s2b\nAWDHjh1k/TGiv78/Jydn5COSluKj9wEhhBBCY8B/+Bm7hQsXzpo1q7Cw0GwicuPGDXrlMSIu\nLu7FF18EALVaXV1dvWrVKjJHMW3lypXx8fEajUatVp88eTI2NtbX19fHxychIeHrr7/u7u62\ndhwAampqcnNz6VXIiMHBwQsXLqxcuXLBggXz5s17/fXXL126dPPmTUvtGAyGysrKmJiY4OBg\nb2/v5OTkKVOmkDVniaKiIpFINPKkWYqP0od7/bYQQggh9HizemJHlhozduPGDXovg8FISEho\nbW396quvRtadN2/eZ599lpmZefbsWZLhTZ06lTxCd+XKFa1W6+XlZVJFKBQuWrTI1tb28uXL\nGo1m9uzZJD5r1iydTnfx4kVrxwFAIpGUlpZu23bHID4Oh/Pcc899+eWXKpWqo6Pjs88+e+aZ\nZ+zt7S21097erlKp/Pz8DAZDd3f3+PHjU1JSnJycSLH6+vrW1ta1a9eaHL6l+Oh9MFsYIYQQ\nQk8cqz9jN3KpsaioqKioKHrz6aefjoiIOHjwoK+vr8mtpnXr1onF4m1zOt4AABOgSURBVFOn\nTqWnp7PZbE9Pz+Dg4JdeegkArl+/DgD07br+/v7IyEi6YmJiokgkYrFYtra2JMJisQQCQVdX\nF5/Pt2p8lFORmpqamJj4t7/9DQD4fD75yfXGjRtm22EwGBRF1dfXl5WVqdVqBweH+Ph4srzY\nb7/9VlxcnJ6eTtbSpVmK37UPCCGEEBobrJ7Y+fv7p6SkjF5GIpHU19crlUq5XG4cZ7PZERER\nERERXV1dzc3N3333XUFBQWtra2xsrLOzMwB0dnaSJ/Z4PF5WVhapRd4YDIaR+Y1Op7N23NIx\najSaLVu2PP/888uXL2cymVVVVVu3bs3MzLTUTk9Pj06na2lpyc/PFwgEJ06cyMrKysvLE4vF\n2dnZy5YtmzZtWmtrK11Fr9ebjd9LHwQCgaVuI4QQQugJ8ljMY0dRVGJiYl1dnfFzaW1tbVu3\nbiW/wDo4OCxevDg1NTUhIeH48eNarVYsFlMUdfbsWVKYyWSSkRlubm7ktpmDg8PQ0JBarSYF\ndDrdrVu3xo8fb+24pWM8c+ZMZ2dncnLy5MmTJ02alJiYqFarv//+e0vtkJuXMpnMycmJz+ev\nWLHCwcGhqampqqqqp6dnwYIFKpWqs7MTAH799dcbN25Yit9LHx78m0MIIYTQ48Tqd+zu0YwZ\nM4KCgoqKiujbV+PGjWtubm5sbPT396eL6XQ6NptNURSLxQoLC6uoqFiwYAH95BkAVFRUkFzQ\n1dWVy+WeP3/e19cXAC5cuMBkMqdMmcLlcq0at3SAWq3WYDDQY0QMBoNerx8aGrLUT51Ox2Aw\nbt26NW7cOHLgAwMDtra2P/30k0qlSkpKolveuHFjUFAQh8MxG09OTr5rHx7oG0MIIYTQY8fq\niR0ZPGESdHd3H1ly7dq1Mpmsp6eHbAqFwrCwsLy8vLa2Nk9PT4qiWltby8vLQ0NDSfIXGRl5\n/vx5uVxO5kNRq9UNDQ2//PKLq6srAPD5/ODgYKVS6ejoyGAwSkpKAgICSJJk7bhZPj4+fD4/\nMzOTzL1cU1Oj1+t9fX1H6ae/v392dvaaNWtsbW2PHTtGUZSvr29QUJBMJiNttra2rl+//qOP\nPiLz1VmK19bWDg4OhoSEWOrDg363CCGEEHq8/AcGT1AUdfTo0ZElhUKhVCrNzc2lI1Kp1MXF\n5YsvviBpzYQJE6RSaXBwMNlLcpSysrJvv/22vLx84sSJ3t7eSUlJtbW1ZFBFbGxsaWlpRkaG\nXq+fP39+bGwsqWjtuFlCoTAjI+Pw4cNkOrrp06dnZGSQBM5SO3K5vKSkJC8vb2BgwNPTc+fO\nnSMnHL4X9fX1fX19ISEho/QBIYQQQmOAdRO7tLS0UfaWlpaaRAIDAwMDA+lNiqJCQkJCQkIs\ntcBisaKjo6Ojo42DS5YsoavHxcXFxcWZ1LJ2nHB3d6+qqjKOiMXiTZs2jSxpqR0Oh5OYmGi2\ncUsfYTZuPAuxpT4ghBBCaAx4LAZPIIQQQgihfx8mdsgiEYgOwSF7sM+ADHuwn5ybUwRF9mBP\nXl8sUNDvyWsP7GEBi7z/dNbtvT/Cj8bF2O+ZVrQHewUo6D/Nvk7CSdIZe7D/+6sKUnLPYI49\n2GcbcizVMml/cBDswf69PtPyGf05CgXYg/3f4e9bu27v3aXJsQf7KqiiO7bjVo7ureECO9kK\ntRpMTwJvuGQVVBvH8+wVn8PnIzt2ec1w+Q/gA3uwz+QrChyHIxXPDb9pWjr8ZoMqxx7sD7re\nPktvt9392Iueul0+9sfRypdOUhxhHLlrg/Qr+u9mWpN8fTt44Q93fKHXEi1+v4WcHHLV2YN9\nMRSToIPD8Ol9993hN/8L/0vefMz42FJTF+Hiv76CqtH7fwgOmS1DToLxeaPL03vJ66/wV3uw\nPwyHyZ+q2NtVzsE5e7AvhVJ7sP+Y8f/swf4gKC2eeThgD/bt0G527/vwvunpgkKTyG7Yfe9f\nHHnRV/Xfgsx8L9th+3vw3igVR/nbag/2n8AnlnYpXS1WVLoqMlijNWv8+vurir+/ervwzyvN\nVOxdfzuYZ3/7PbnSTOKH4NBf4C90fB/sa4XWHbDjm2CL/2SZvLKFt4N7BXcU6Hn7js0cO9Pq\nheMVxj0c7oOT4n3n4eBR77ufGT7w6ffVz5uWz4f8kVU+81XULlQY76X/bScXxrllZj535T+G\ngwH/oyDnEwD2w/sqFeRAztRDCgUoEq4qhO/m2IGda9dse7DXvZXjVZrjVZqzV5/zzDMwoyTn\n4EE4tzgnl5Ejk0FvL3zwAbSG5fT2gj3YF3FzJmXnuObk5DJyvvkGYs7lRLUoAKAzOufE9Jxc\nRk66QeHjAwsWQEsLvH42J5eRs3iyW+LPOb234MsvQemqWN+e47w7Jy0N5p9QJP6c098PCf81\npbcX+voAALKzYbjbb+ecWqywB3sPD3j5RE58POQycm7dgnSDwv9LxZ//DJoURV8f2IN9LiOH\nvniIn34afkOv39TRAZcvD7/fuPGO/0/J1BeNjQAAK1cCANy5rhZcugRlZaBSwVNP/bv/d2Ni\nhxBCCCE0RmBihxBCCCE0RjycwRM7d+48ffq0SdDHxyc9PR0ApFIpi8UqKCjgcDj0XrlcvmjR\nIjLvBgDU19dXV1e3t7fzeLypU6dGRkZOnz6dLqzX6z/99NMzZ85cvHiRx+O5ubmtWLGCLBqL\nEEIIIYSIhzYq1svLKyYmxjjC5/Pp9x0dHUeOHFm9erXZuidOnCgpKVm1apW3t7dara6rq0tL\nS8vKyiLz/fb39ysUivb29vDw8OXLlw8MDJw6dSolJSU1NdXPzw8AdDrdoUOHGhoatFqtr69v\nXFwcm81+BHFCq9XGxMS8//779Fwk7e3tpaWlLS0tFEV5eXlJpVKTFSl+/PHHtLS0Dz/8kFSp\nrKw8fPgwvZeeDsZSO9euXVMqlT/88AOHw5k9e3ZsbKzxqTZm0reGhobdu3eblDGZxBghhBBC\nT66HltjZ2dl5eHhY2uvl5XX06NHFixdPmjRp5N6ampqlS5dKJBK68NWrV0+ePBkfHw8AZWVl\nHR0d+fn5ZHY6APDz89u/f39RUZGvry9FUaWlpQ0NDTKZjMVi7du3r6Cg4O233wYAa8cHBwdb\nWlo+//zz3t5e+liGhoa2b9/u5ua2ffv2rq6uysrK3bt30+vYAkB/f39OTg69/AMAqFSquXPn\nhoaGkk0y/bKldjQazebNmydNmkTWW/vggw927dplPKEJYbZvzz33HLmHSpfJy8vDCYoRQgih\nMeMRPWO3cOHCWbNmFRYWGic0tBs3bgzeOT4kLi7uxRdfBAC1Wl1dXb1q1So6qyNWrlwZHx+v\n0WjUavXJkydjY2N9fX19fHwSEhK+/vrr7u5ua8cBoKamJjc313h9WwC4dOlSR0fHm2++6e7u\n7uvru2rVqp9++kmj0dAFioqKyDqwNJVKNWfOHJ9/mTNnzijtNDU1dXV1vfPOO9OnT/fy8nrn\nnXeam5sv0+Nw/sVs3+zt7X2MNDU1BQYGkrueCCGEEBoDHtodu5FLhzk6OtKrGjAYjISEhKSk\npK+++urll182qTtv3rzPPvusu7s7KCho5syZHA5n6tSpZNeVK1e0Wq2Xl5dJFaFQuGjRIgBo\naWnRaDSzZ88m8VmzZul0uosXL9rY2Fg1PmfOHIlEIpFIyPpddMfc3d3Ly8t5PJ5Go7l69eo3\n33wzbdo0Ho9H9tbX17e2tiYlJRlP3axSqc6dO/fJJ58MDAw8++yzb7zxhlgsttROX18fi8Wi\nn1YUCAQMBuPy5cuTJ082Pj9m+2bs3LlzTU1NhYWFZvcihBBC6En00BK7kUuHRUVFRUVF0ZtP\nP/10RETEwYMHfX19TW5ZrVu3TiwWnzp1Kj09nc1me3p6BgcHv/TSSwBw/fp1AKBv1/X390dG\nRtIVExMTRSIRi8WytbUdPh4WSyAQdHV18fl8q8YtnQcmk0nSuPT09AsXLggEgj179pBdv/32\nW3FxcXp6Ovmxlejp6ent7WUwGBs2bNDpdGVlZVu2bCksLOTz+Wbb8fb21ul0H3zwwYoVKzQa\nzcGDBw0Gw016Fp17o9frDxw4EBMTY/ywIEIIIYSedA8tsfP3909JSRm9jEQiqa+vVyqVcrnc\nOM5msyMiIiIiIrq6upqbm7/77ruCgoLW1tbY2FhnZ2cA6OzsdHFxAQAej0c/r0beGAwG4zyJ\n0Ol01o6PfqQAsHnzZrVa/eWXX27atKm4uJjL5WZnZy9btmzatGnGtzZtbW2VSqWDgwP5FDc3\nt5iYmMbGxoCAALPtODk5paSkFBUVVVZWstlsiUQiEAjs7Ozu2h9jdXV1TCbT39//vmohhBBC\n6DH3SOexoygqMTGxrq7O+NmvtrY2Mg4AABwcHBYvXpyampqQkHD8+HGtVisWiymKOnv27HB3\nmUwPDw8PDw83Nzdy28zBwWFoaEhNJnUG0Ol0t27dGj9+vLXjlo7x8uXLpLdCodDJySk6Onpg\nYOD8+fNVVVU9PT0LFixQqVSdnZ0A8Ouvv964cYOiKEdHRzp3tLW1dXZ2/v333y21AwBz584t\nLS09dOhQWVnZihUr+vr6HB0d7+uLqK6ufuWVV+6rCkIIIYQef496guIZM2YEBQUVFRXRoyXG\njRvX3NzcSBba+BedTsdmsymK4nK5YWFhFRUVJBmiVVRUkBZcXV25XC6dKV64cIHJZE6ZMsXa\ncUsHeOnSpZycHPqWXn9//+DgIIvFunr1qkqlSkpKkslkZM6RjRs3Hj58uLGxcd26dfTYVY1G\nc+3aNRcXF0vtdHd3Z2Zmtre3jxs3jsVinT592s7OztPT896/gpaWlitXrtB3BBFCCCE0Zlhx\n8AQAuLu7jyy5du1amUzW09NDNoVCYVhYWF5eXltbm6enJ0VRra2t5eXloaGh5D5WZGTk+fPn\n5XK5RCJxd3dXq9UNDQ2//PKLq6srAPD5/ODgYKVSSe57lZSUBAQEkEEb1o6b5ePjU1xcnJ+f\nHxoaOjQ0dOTIkQkTJsyYMcPHx0cmk5EyZEzDRx99JBQK+/v7e3t79+7dGx4ezuFwysvLnZ2d\n586d29fXZ7YdLperUqny8/NXrVrV29tbXFwskUhYLBYA1NbWDg4OhoSEjP5NNTQ0eHh4WJr6\nDiGEEEJPLisOnqAn2jUhFAqlUmlubi4dkUqlLi4uX3zxxbFjxyiKmjBhglQqDQ4OJnv5fH5m\nZmZZWdm3335bXl4+ceJEb2/vpKSk2tpaMqgiNja2tLQ0IyNDr9fPnz8/NjaWVLR23Cw7O7tt\n27YplcotW7ZwudyZM2e++eabXC7XUnk+n69QKA4cOLB7924ulzt79my5XE5R1CjtpKWlFRUV\nvffee05OTq+99trSpUtJU/X19X19fXdN7M6cOfPCCy+MXgYhhBBCT6KHk9gZT94xUmlpqUkk\nMDAwMDCQ3qQoKiQkZJSMhMViRUdHR0dHGweXLFlCV4+Li4uLizOpZe044e7uXlVVZRzx8PDY\ntWuXpWMZWWXy5Mnbt28fWcxSO05OTsbzDNNGTlM8sm8AgFOcIIQQQmPVQ7tjh8YeW5GtEIRc\nuH270Q7s6E2BQMQV3XEnUgQiLWhJAeO9fOAbN6LlmlYkdbnAJX+a7YwABHRnbG1FIhFYKmnW\nXdtncURMEdcWbEcWEIDAbEURWzQ0ZNoNEU9EbqwKQHDHqbMTCQyCkY3Y2AyfDXJ0djYiGxvg\narkAIBQO7+Lz7zhjdPwe2dmJuIP3VF4oFPFFQq7hPhofnUnP6YMdBVfEpb9oujyPN/yG/oKE\nDIv9pK83k69gJCEIzZYhjY88b6Rjxh9Nqg/HQWh8gKQbxlVM/jaNbNkGbMwWMP57ZykyyrVt\nCV3F1tb8X0kmMM22ede/TTDqyR/lAhYKRSLR8PV/V7a2IgC4fcL5ZpqlrxwgfxGMrpmRcSEI\nDWCgu20Hdnzgi0Bka6u39E+WSdBOIOIy/1XdVsSlbhcw7gkA2AlFXMad36mdSKsFk6vazk7E\nYABXY/qPqiUMYHCAnuXUtPzIy4YUY7OBK+LSe+mK5MIwe2KZzOEgi2V0hkV2AoGGK+JyOCKR\nCBiM4WZHXgzkGhBxhv+KiRgiJhN0OuAC19zlIeKKuEzmHV83gIjFAjIhxPA/ofRfWy4IhXRJ\nEYsFXBGXzRYJRUIQisjcZSRIWv7X9X/7vY2NiJQBAB4PyPkZcbJFzBGDFEZMoWG6i6IsFmAy\ngc2GkW0+AIbZpSAQQgghhNAT51GPikUIIYQQQlaCiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE\n0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE\n0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE\n0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE\n0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE\n0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE\n0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0BiBiR1CCCGE0Bjx/wGHkeqn\nGl2nZwAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Find marker genes & extract top 10 genes\n",
    "pbmc.markers <- FindAllMarkers(pbmc, only.pos = TRUE, min.pct = 0.25, logfc.threshold = 0.25)\n",
    "top10 <- pbmc.markers %>% group_by(cluster) %>% top_n(n = 10, wt = avg_logFC)\n",
    "DoHeatmap(pbmc, features = top10$gene) + NoLegend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the marker genes we assign each cluster their expected cell-types."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TxU7+GY4gAAAK4DGLEDZzI/YuRTbeM0TFhTmPyP02tqFHm4T4cii1HmfHZo/5lt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\nthwAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Assigning Cluster names based on marker genes\n",
    "# \"CD14+ Monocytes\" \"CST3\" \"ENSG00000101439.9\"\n",
    "# \"CD4 T\" \"IL7R\" \"ENSG00000168685.15\"\n",
    "# \"B\" \"MS4A1\" \"ENSG00000156738.17\"\n",
    "# \"CD8 T\" \"KLRB1\" \"ENSG00000111796.4\" (we use only for this particular set of cells)\n",
    "# \"NK\" \"GNLY\" \"ENSG00000115523.16\"\n",
    "\n",
    "markers.vec <- c(\"CD14+ Monocytes\"=\"ENSG00000101439.9\", \"CD4 T\"=\"ENSG00000168685.15\", \"B\"=\"ENSG00000156738.17\", \"CD8 T\"=\"ENSG00000111796.4\", \"NK\"=\"ENSG00000115523.16\")\n",
    "clusters <- character(5)\n",
    "for (i in seq_along(markers.vec)) {\n",
    "  idx <- which(top10$gene == markers.vec[i])\n",
    "  stopifnot(length(idx) == 1)\n",
    "  cluster.idx <- as.numeric(as.character(top10$cluster[idx])) + 1\n",
    "  clusters[cluster.idx] <- names(markers.vec)[i]\n",
    "}\n",
    "\n",
    "top10$cluster.name <- rep(clusters, each=10)\n",
    "df <- as.data.frame(top10)\n",
    "# write.csv(df, file=\"../extdata/top10.csv\")\n",
    "\n",
    "names(clusters) <- levels(pbmc)\n",
    "pbmc <- RenameIdents(pbmc, clusters)\n",
    "# saveRDS(Idents(pbmc), file=\"../extdata/idents.rds\")\n",
    "\n",
    "DimPlot(pbmc, reduction = \"umap\", label = TRUE, pt.size = 0.5) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since not all cell had been We subset to the cells that we have IDs for, and attach the labels in\n",
    "the correct order:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "idx\n",
       "FALSE  TRUE \n",
       "   74  1068 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ids <- Idents(pbmc)\n",
    "\n",
    "idx <- colnames(sce) %in% names(ids)\n",
    "table(idx)\n",
    "sce <- sce[,idx]\n",
    "sce$cluster <- ids[colnames(sce)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The number of cells per cluster:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "          CD4 T CD14+ Monocytes               B           CD8 T              NK \n",
       "            351             346             187             130              54 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table(sce$cluster)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting counts with uncertainty\n",
    "\n",
    "In this section, we will begin to plot the counts for cells, for\n",
    "specific genes, and showing the inferential uncertainty as\n",
    "quantified by alevin. This is a unique aspect to the alevin\n",
    "quantification method, that it retains gene multi-mapping reads,\n",
    "instead of discarding these reads. alevin can also attach a measure\n",
    "of uncertainty to each count in the matrix. alevin computes the mean\n",
    "and variance of inferential replicates which are generated by\n",
    "bootstrapping the read data. `tximeta` will import these inferential\n",
    "mean and variance matrices by default (they are also sparse, similar\n",
    "to the counts matrix).\n",
    "\n",
    "We will first visualize the uncertainty, and later give an\n",
    "example of a set of genes where the uncertainty is indicating\n",
    "significant quantification uncertainty which is useful to consider\n",
    "when performing EDA (exploratory data analysis) or statistical\n",
    "analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "o <- order(colSums(assays(sce)[[\"counts\"]]), decreasing=TRUE)\n",
    "sce <- sce[,o]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now use a plotting function `plotInfReps` from the fishpond\n",
    "package in order to plot the inferential mean and variance for the\n",
    "cells, for various genes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "source(\"R/plot.R\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Attaching package: 'fishpond'\n",
      "\n",
      "\n",
      "The following object is masked _by_ '.GlobalEnv':\n",
      "\n",
      "    plotInfReps\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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p3JyclpaWlPnjyRJMnS0lLubdy48dmzZydOnJi73xwAAP8g2JkYc3NzBweHHC+h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\nAAAwBMEOAADAEP8fZkKW9pfN0HIAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title \"ENSG00000167286.9\""
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "library(fishpond)\n",
    "plotInfReps(sce, idx=\"ENSG00000167286.9\", x=\"cluster\",\n",
    "            legend=TRUE, reorder = T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we have x as a grouping variable for coloring the points, one can also specify x to be a continuous covariate, e.g. pseudo-time. An additional covariate cov can be used for additional grouping, e.g. batches, donors or lineages.\n",
    "\n",
    "Here we show the same plot but now subsetting the number of cells:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WfRokWZTvlMdyGqKHdTZBHsJEnatWtX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\nQBMUOwAAAE1Q7AAAADRBsQMAANDE/wOk4afpknqCEQAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title \"ENSG00000167286.9\""
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx <- sample(ncol(sce),200)\n",
    "plotInfReps(sce[,idx], idx=\"ENSG00000167286.9\",\n",
    "            x=\"cluster\", legend=TRUE, reorder = T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This time only 100 cells:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wcAwN8IdhbGysrK2dk5zVvo0kMdxNXVNT2dJ02adPbs2fXr1xcsWDDrb51ciRIl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\nHQAAgE38f5LkyY54aXfXAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title \"ENSG00000167286.9\""
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx <- sample(ncol(sce),100)\n",
    "plotInfReps(sce[,idx],\n",
    "            idx=\"ENSG00000167286.9\",\n",
    "            x=\"cluster\",\n",
    "            legend=TRUE, reorder = T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inferential variance (uncertainty)\n",
    "\n",
    "In this section, we will briefly talk about how the\n",
    "inferential uncertainty as stored in the variance assay may be useful\n",
    "in practice.\n",
    "\n",
    "Many users may prefer to just work with the counts matrix, and not\n",
    "consider the inferential mean and variance. We have found that,\n",
    "globally, this may not lead to too much of a problem, but for certain\n",
    "genes, it may be important to use the inferential variance in cases\n",
    "where it may signal difficult to quantify genes. Inferential\n",
    "uncertainty for bulk and single cell RNA-seq differential expression\n",
    "was a focus of the [Swish](https://academic.oup.com/nar/article/47/18/e105/5542870) \n",
    "nonparametric statistical method which we do not demonstrate here, but one can refer to\n",
    "the vignette of [swish](https://bioconductor.org/packages/swish) for\n",
    "more details (in particular the section on alevin data).\n",
    "\n",
    "Let's start by visualizing the uncertainty across all values in the\n",
    "matrix: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "var <- as.vector(assays(sce)[[\"variance\"]])\n",
    "mu <- as.vector(assays(sce)[[\"mean\"]])\n",
    "idx <- mu > 3\n",
    "df <- data.frame(log10mean=log10(mu[idx]),\n",
    "                 log10var=log10(var[idx]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 6 × 2</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>log10mean</th><th scope=col>log10var</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",