{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "copyrighted-scheduling",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# List of file paths to the TSV tables\n",
    "file_paths = [\n",
    "    \"../data/rnaseq_gene_counts/salmon.merged.gene_counts (1).tsv\",\n",
    "    \"../data/rnaseq_gene_counts/salmon.merged.gene_counts (2).tsv\",\n",
    "    \"../data/rnaseq_gene_counts/salmon.merged.gene_counts (3).tsv\",\n",
    "    \"../data/rnaseq_gene_counts/salmon.merged.gene_counts.tsv\"\n",
    "]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "varied-regulation",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Merged table saved to: ../data/rnaseq_gene_counts/merged_gene_counts.tsv\n"
     ]
    }
   ],
   "source": [
    "# Initialize an empty DataFrame for merging\n",
    "merged_df = None\n",
    "\n",
    "# Loop through the files and merge them on 'gene_id' using an outer join\n",
    "for file_path in file_paths:\n",
    "    # Read the current file\n",
    "    df = pd.read_csv(file_path, sep='\\t')\n",
    "    \n",
    "    # Ignore the 'gene_name' column if it exists\n",
    "    if 'gene_name' in df.columns:\n",
    "        df = df.drop(columns=['gene_name'])\n",
    "    \n",
    "    # Merge with the existing DataFrame\n",
    "    if merged_df is None:\n",
    "        merged_df = df\n",
    "    else:\n",
    "        merged_df = pd.merge(merged_df, df, on='gene_id', how='outer')\n",
    "\n",
    "# Write the merged DataFrame to a new TSV file\n",
    "output_file = \"../data/rnaseq_gene_counts/merged_gene_counts.tsv\"\n",
    "merged_df.to_csv(output_file, sep='\\t', index=False)\n",
    "\n",
    "print(f\"Merged table saved to: {output_file}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "wicked-event",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "LOC111099034\t3.655\t1.0\t0.0\t1.414\t1.0\t0.0\t0.0\t3.0\t2.0\t0.0\t0.0\t1.492\t2.577\t0.0\t1.0\t2.383\t0.0\t0.0\t0.0\t0.0\t1.707\t1.0\t1.369\t2.299\t3.0\t6.69\t1.0\t6.0\t1.0\t2.0\t1.0\t1.57\t4.0\t0.0\t0.0\t2.0\t1.0\t5.0\t1.0\t3.0\t0.0\t1.0\t0.0\t0.0\t0.0\t34.084\t36.066\t11.877\t3.67\t10.068\t10.233\t12.558\t10.744\t22.143\t8.711\t5.607\t9.417\t4.598\t10.0\t11.178\t15.274\t6.334\t8.846\t11.876\t25.466\t12.201\t9.413\t7.634\t12.0\t10.103\t0.0\t12.304\t23.469\t5.855\t15.522\t15.973\t10.046\t5.154\t17.732\t11.427\t12.695\t7.779\t9.144\t9.702\t1.77\t13.918\t28.254\t7.991\t10.947\t16.786\t11.803\t9.748\t16.555\t8.0\t19.393\t3.0\t39.105\t19.084\t19.948\t34.327\t53.583\t22.395\t15.646\t0.0\t23.92\t19.09\t4.542\t27.505\t11.748\t26.262\t22.641\t0.0\t0.0\t27.503\t55.096\t53.149\t34.145\t11.514\t16.965\t7.117\t44.08\t38.695\t11.324\t122.452\t64.01\t12.0\t29.203\t28.526\t12.207\t2.353\t18.163\t22.307\t14.214\t8.181\t2.551\t24.854\t23.76\t33.519\t56.136\t1.169\t65.986\t55.102\t49.974\t28.012\t18.467\t13.119\t47.735\t48.313\t16.465\t14.968\t13.891\t15.379\t53.118\t83.981\t17.059\n",
      "LOC111099035\t9.543\t14.0\t7.0\t17.2\t26.762\t7.0\t11.0\t3.0\t20.331\t2.227\t1.0\t17.828\t13.0\t15.474\t9.66\t15.909\t3.832\t9.0\t16.163\t21.0\t8.85\t32.193\t17.606\t12.54\t17.727\t16.0\t8.375\t14.919\t15.0\t27.273\t12.955\t11.637\t38.424\t21.647\t6.995\t12.0\t3.0\t25.946\t8.85\t7.554\t9.0\t12.0\t10.0\t8.0\t5.0\t43.302\t93.999\t60.912\t78.189\t144.934\t65.499\t54.685\t54.354\t70.324\t38.48\t54.258\t46.826\t66.152\t131.454\t81.531\t53.996\t32.765\t47.742\t160.872\t122.822\t111.256\t98.994\t69.955\t86.886\t51.0\t29.773\t67.232\t123.294\t62.042\t55.361\t94.329\t106.577\t81.856\t70.327\t139.794\t121.871\t128.002\t118.315\t96.222\t47.336\t121.34\t169.591\t125.878\t110.65\t77.769\t65.923\t59.753\t66.941\t68.515\t32.658\t6.61\t22.238\t22.165\t10.092\t40.385\t112.03\t40.028\t15.413\t44.025\t1.527\t50.496\t15.089\t16.031\t23.92\t15.25\t55.16\t13.818\t65.338\t140.491\t40.801\t86.258\t95.431\t50.776\t12.292\t9.649\t38.355\t121.841\t40.0\t195.022\t71.912\t14.127\t60.8\t16.506\t49.667\t3.424\t23.812\t36.208\t39.0\t24.366\t59.791\t14.411\t38.481\t107.564\t40.083\t275.891\t105.617\t10.311\t10.667\t43.306\t3.258\t46.946\t88.412\t4.712\t4.841\t29.445\t0.0\t14.416\t185.183\t222.962\t58.311\n",
      "LOC111099036\t0.0\t1.263\t1.568\t4.826\t6.976\t7.313\t1.216\t0.0\t1.68\t6.936\t1.143\t3.63\t3.069\t1.524\t4.436\t6.948\t2.591\t2.867\t5.369\t1.21\t5.237\t3.481\t0.0\t4.735\t1.307\t7.908\t2.528\t4.62\t7.108\t5.623\t14.118\t5.918\t7.927\t13.0\t1.247\t3.853\t5.054\t5.32\t4.656\t3.261\t1.359\t0.0\t2.196\t1.0\t0.0\t69.487\t109.948\t146.063\t146.343\t170.901\t46.025\t62.265\t40.749\t37.282\t54.811\t51.313\t67.398\t43.737\t52.662\t44.904\t86.002\t30.327\t58.664\t81.182\t67.546\t106.451\t82.219\t65.233\t40.06\t32.245\t331.505\t47.996\t116.767\t53.828\t92.009\t122.551\t75.982\t70.018\t49.435\t59.05\t60.177\t356.131\t212.092\t710.506\t49.116\t47.905\t83.03\t63.598\t62.824\t40.113\t56.22\t49.706\t44.871\t100.502\t129.975\t9.097\t41.495\t45.144\t38.805\t71.442\t169.643\t34.04\t33.53\t90.675\t114.842\t229.222\t42.258\t29.059\t6.502\t134.122\t52.494\t11.744\t58.526\t178.286\t218.38\t57.511\t106.668\t52.842\t53.109\t42.789\t157.788\t209.464\t36.885\t216.681\t63.377\t40.241\t72.38\t31.79\t68.632\t35.007\t44.741\t100.556\t146.873\t115.326\t59.603\t71.904\t98.427\t45.568\t115.175\t206.838\t114.095\t285.911\t78.859\t176.502\t77.32\t71.315\t67.305\t325.775\t33.2\t40.673\t60.659\t227.793\t205.931\t389.78\t33.157\n",
      "LOC111099037\t0.0\t0.0\t0.0\t0.0\t1.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t1.0\t0.0\t0.0\t0.0\t1.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t1.0\t0.0\t1.0\t0.0\t0.0\t0.0\t2.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t1.0\t3.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t1.0\t0.0\t5.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t3.0\t2.0\t1.0\t0.0\t0.0\t3.0\t0.0\t0.0\t1.0\t3.0\t0.0\t0.0\t0.0\t0.0\t0.0\t9.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t1.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t0.0\t6.0\t0.0\t0.0\t2.0\t0.0\t1.0\t0.0\t0.0\n"
     ]
    }
   ],
   "source": [
    "!head ../data/rnaseq_gene_counts/merged_gene_counts.tsv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "straight-implement",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156\n"
     ]
    }
   ],
   "source": [
    "!head -1 ../data/rnaseq_gene_counts/merged_gene_counts.tsv |\\\n",
    "tr '\\t' '\\n' |\\\n",
    "wc -l"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "extra-adaptation",
   "metadata": {},
   "source": [
    "there are 155 samples so including the 'gene_id' header there should be 156 strings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "dressed-norwegian",
   "metadata": {},
   "outputs": [],
   "source": [
    "#see if any values are NaN\n",
    "!grep 'NaN' ../data/rnaseq_gene_counts/merged_gene_counts.tsv |\\\n",
    "head"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "processed-romantic",
   "metadata": {},
   "source": [
    "looks like there are values for all genes in the table. Now let's get the meta data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ignored-belarus",
   "metadata": {},
   "outputs": [],
   "source": [
    "# List all metadata file paths (update the file paths or pattern accordingly)\n",
    "metadata_files = [\n",
    "    \"../data/SraRunTable.csv\",\n",
    "    \"../data/SraRunTable (1).csv\",\n",
    "    \"../data/SraRunTable (2).csv\",\n",
    "    \"../data/SraRunTable (3).csv\"\n",
    "]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "wicked-clothing",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Merged metadata saved to 'merged_metadata.csv'\n"
     ]
    }
   ],
   "source": [
    "from glob import glob\n",
    "\n",
    "# Define the columns of interest\n",
    "columns_of_interest = [\n",
    "    \"Experiment\", \"infection\", \"BREED\", \"treatment\",\n",
    "    \"Trait\", \"tissue\", \"collection_time\", \"Collection_Date\", \"BioProject\"\n",
    "]\n",
    "\n",
    "# Load and process each file, keeping only the columns of interest\n",
    "processed_metadata = []\n",
    "for file in metadata_files:\n",
    "    # Read metadata file\n",
    "    metadata = pd.read_csv(file)\n",
    "    \n",
    "    # Keep only the desired columns, fill missing columns with NaN\n",
    "    filtered_metadata = metadata.reindex(columns=columns_of_interest)\n",
    "    processed_metadata.append(filtered_metadata)\n",
    "\n",
    "# Combine all metadata into a single DataFrame\n",
    "merged_metadata = pd.concat(processed_metadata, ignore_index=True)\n",
    "\n",
    "# Save the merged metadata to a new file\n",
    "merged_metadata.to_csv(\"../data/merged_metadata.csv\", index=False)\n",
    "print(\"Merged metadata saved to 'merged_metadata.csv'\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "homeless-information",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Experiment,infection,BREED,treatment,Trait,tissue,collection_time,Collection_Date,BioProject\n",
      "SRX18040064,,ABC_VIMS_Family_2017084,Dose 1x10^6,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040063,,ABC_VIMS_Family_2017084,Control,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040062,,ABC_VIMS_Family_2017120,Dose 1x10^6,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040061,,ABC_VIMS_Family_2017120,Dose 1x10^8,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040060,,ABC_VIMS_Family_2017090,Dose 1x10^6,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040059,,ABC_VIMS_Family_2017120,Dose 1x10^7,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040057,,ABC_VIMS_Family_2017090,Control,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040056,,ABC_VIMS_Family_2017089,Dose 1x10^6,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040055,,ABC_VIMS_Family_2017084,Dose 1x10^8,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040058,,ABC_VIMS_Family_2017090,Dose 1x10^8,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040054,,ABC_VIMS_Family_2017120,Dose 1x10^8,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040053,,ABC_VIMS_Family_2017120,Control,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040052,,ABC_VIMS_Family_2017090,Dose 1x10^8,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040051,,ABC_VIMS_Family_2017090,Control,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040049,,ABC_VIMS_Family_2017090,Control,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040048,,ABC_VIMS_Family_2017089,Dose 1x10^6,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040046,,ABC_VIMS_Family_2017120,Dose 1x10^6,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040045,,ABC_VIMS_Family_2017090,Dose 1x10^7,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040044,,ABC_VIMS_Family_2017090,Dose 1x10^6,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040047,,ABC_VIMS_Family_2017089,Dose 1x10^7,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040043,,ABC_VIMS_Family_2017089,Dose 1x10^8,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040042,,ABC_VIMS_Family_2017089,Control,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040041,,ABC_VIMS_Family_2017084,Dose 1x10^7,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040040,,ABC_VIMS_Family_2017084,Dose 1x10^6,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040038,,ABC_VIMS_Family_2017120,Dose 1x10^6,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040037,,ABC_VIMS_Family_2017090,Dose 1x10^7,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040036,,ABC_VIMS_Family_2017084,Dose 1x10^7,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040039,,ABC_VIMS_Family_2017120,Dose 1x10^7,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040035,,ABC_VIMS_Family_2017090,Dose 1x10^6,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040034,,ABC_VIMS_Family_2017089,Dose 1x10^8,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040033,,ABC_VIMS_Family_2017089,Dose 1x10^7,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040032,,ABC_VIMS_Family_2017084,Dose 1x10^6,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040030,,ABC_VIMS_Family_2017120,Dose 1x10^7,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040029,,ABC_VIMS_Family_2017120,Dose 1x10^6,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040028,,ABC_VIMS_Family_2017090,Dose 1x10^6,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040031,,ABC_VIMS_Family_2017084,Control,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040027,,ABC_VIMS_Family_2017089,Dose 1x10^8,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040026,,ABC_VIMS_Family_2017084,Dose 1x10^7,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040025,,ABC_VIMS_Family_2017084,Dose 1x10^8,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040050,,ABC_VIMS_Family_2017089,Dose 1x10^7,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040006,,ABC_VIMS_Family_2017089,Dose 1x10^7,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040024,,ABC_VIMS_Family_2017120,Dose 1x10^8,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040023,,ABC_VIMS_Family_2017120,Control,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040022,,ABC_VIMS_Family_2017090,Dose 1x10^8,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040021,,ABC_VIMS_Family_2017090,Dose 1x10^7,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040020,,ABC_VIMS_Family_2017089,Dose 1x10^6,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040019,,ABC_VIMS_Family_2017089,Control,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040018,,ABC_VIMS_Family_2017084,Dose 1x10^8,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040017,,ABC_VIMS_Family_2017089,Dose 1x10^8,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040016,,ABC_VIMS_Family_2017120,Dose 1x10^8,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040015,,ABC_VIMS_Family_2017120,Control,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040014,,ABC_VIMS_Family_2017090,Dose 1x10^8,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040013,,ABC_VIMS_Family_2017090,Dose 1x10^7,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040012,,ABC_VIMS_Family_2017089,Dose 1x10^7,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040011,,ABC_VIMS_Family_2017089,Dose 1x10^6,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040010,,ABC_VIMS_Family_2017089,Control,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040009,,ABC_VIMS_Family_2017084,Dose 1x10^8,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040008,,ABC_VIMS_Family_2017084,Dose 1x10^7,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040007,,ABC_VIMS_Family_2017120,Dose 1x10^7,sensitive,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040005,,ABC_VIMS_Family_2017084,Dose 1x10^6,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX18040004,,ABC_VIMS_Family_2017084,Control,tolerant,mantle,,6/20/2018,PRJNA894694\n",
      "SRX7656996,B,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656995,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656994,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656993,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656992,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656991,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656990,D,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656989,D,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656988,D,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656987,D,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656986,D,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656985,C,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656984,C,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656983,C,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656982,C,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656981,B,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656980,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656979,B,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656978,B,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656977,B,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656976,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656975,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656974,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656973,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656972,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656971,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656970,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656969,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656968,D,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656967,D,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656966,D,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656965,C,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656964,C,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656963,C,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656962,C,Eastern Oyster,field,sensitive,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656961,B,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656960,B,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656959,B,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656958,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX7656957,A,Eastern Oyster,field,tolerant,Gill,,4/24/2018,PRJNA604121\n",
      "SRX13037871,,,Control,sensitive,gill,0.0,,PRJNA778545\n",
      "SRX13037870,,,Control,sensitive,gill,24.0,,PRJNA778545\n",
      "SRX13037869,,,Control,sensitive,gill,3.0,,PRJNA778545\n",
      "SRX13037868,,,Injection,sensitive,gill,24.0,,PRJNA778545\n",
      "SRX13037867,,,Injection,sensitive,gill,3.0,,PRJNA778545\n",
      "SRX13037866,,,Control,tolerant,gill,0.0,,PRJNA778545\n",
      "SRX13037865,,,Control,tolerant,gill,24.0,,PRJNA778545\n",
      "SRX13037864,,,Control,tolerant,gill,3.0,,PRJNA778545\n",
      "SRX13037863,,,Injection,tolerant,gill,24.0,,PRJNA778545\n",
      "SRX13037862,,,Injection,tolerant,gill,3.0,,PRJNA778545\n",
      "SRX9845543,,ABC_VIMS_Family_2014_286,Injected,sensitive,mantle,,6/26/2015,PRJNA691949\n",
      "SRX9845542,,ABC_VIMS_Family_2014_286,Injected,sensitive,mantle,,7/1/2015,PRJNA691949\n",
      "SRX9845541,,ABC_VIMS_Family_2014_286,Injected,sensitive,mantle,,7/22/2015,PRJNA691949\n",
      "SRX9845540,,ABC_VIMS_Family_2014_286,Injected,sensitive,mantle,,6/26/2015,PRJNA691949\n",
      "SRX9845539,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,7/1/2015,PRJNA691949\n",
      "SRX9845534,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,6/26/2015,PRJNA691949\n",
      "SRX9845523,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,7/22/2015,PRJNA691949\n",
      "SRX9845512,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,7/22/2015,PRJNA691949\n",
      "SRX9845511,,ABC_VIMS_Family_2014_286,Injected,sensitive,mantle,,7/22/2015,PRJNA691949\n",
      "SRX9845510,,ABC_VIMS_Family_2014_286,Injected,sensitive,mantle,,6/26/2015,PRJNA691949\n",
      "SRX9845509,,ABC_VIMS_Family_2014_286,Injected,sensitive,mantle,,7/1/2015,PRJNA691949\n",
      "SRX9845508,,ABC_VIMS_Family_2014_286,Injected,sensitive,mantle,,7/22/2015,PRJNA691949\n",
      "SRX9845507,,ABC_VIMS_Family_2014_286,Injected,sensitive,mantle,,7/1/2015,PRJNA691949\n",
      "SRX9845506,,ABC_VIMS_Family_2014_286,Injected,sensitive,mantle,,7/1/2015,PRJNA691949\n",
      "SRX9845505,,ABC_VIMS_Family_2014_286,Injected,sensitive,mantle,,7/22/2015,PRJNA691949\n",
      "SRX9845504,,ABC_VIMS_Family_2014_286,Injected,sensitive,mantle,,6/26/2015,PRJNA691949\n",
      "SRX9845503,,ABC_VIMS_Family_2014_286,Injected,sensitive,mantle,,7/22/2015,PRJNA691949\n",
      "SRX9845502,,ABC_VIMS_Family_2014_286,Injected,sensitive,mantle,,7/1/2015,PRJNA691949\n",
      "SRX9845501,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,6/26/2015,PRJNA691949\n",
      "SRX9845500,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,7/1/2015,PRJNA691949\n",
      "SRX9845538,,ABC_VIMS_Family_2014_286,Fed,tolerant,mantle,,7/1/2015,PRJNA691949\n",
      "SRX9845537,,ABC_VIMS_Family_2014_286,Fed,tolerant,mantle,,6/26/2015,PRJNA691949\n",
      "SRX9845536,,ABC_VIMS_Family_2014_286,Fed,tolerant,mantle,,6/26/2015,PRJNA691949\n",
      "SRX9845535,,ABC_VIMS_Family_2014_286,Fed,tolerant,mantle,,6/26/2015,PRJNA691949\n",
      "SRX9845533,,ABC_VIMS_Family_2014_286,Fed,tolerant,mantle,,6/24/2015,PRJNA691949\n",
      "SRX9845532,,ABC_VIMS_Family_2014_286,Fed,tolerant,mantle,,6/24/2015,PRJNA691949\n",
      "SRX9845531,,ABC_VIMS_Family_2014_286,Fed,tolerant,mantle,,6/24/2015,PRJNA691949\n",
      "SRX9845530,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,7/22/2015,PRJNA691949\n",
      "SRX9845529,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,7/22/2015,PRJNA691949\n",
      "SRX9845528,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,7/22/2015,PRJNA691949\n",
      "SRX9845527,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,7/1/2015,PRJNA691949\n",
      "SRX9845526,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,7/1/2015,PRJNA691949\n",
      "SRX9845525,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,7/1/2015,PRJNA691949\n",
      "SRX9845524,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,6/26/2015,PRJNA691949\n",
      "SRX9845522,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,6/26/2015,PRJNA691949\n",
      "SRX9845521,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,6/26/2015,PRJNA691949\n",
      "SRX9845520,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,6/24/2015,PRJNA691949\n",
      "SRX9845519,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,6/24/2015,PRJNA691949\n",
      "SRX9845518,,ABC_VIMS_Family_2014_286,Control,tolerant,mantle,,6/24/2015,PRJNA691949\n",
      "SRX9845517,,ABC_VIMS_Family_2014_286,Fed,tolerant,mantle,,7/22/2015,PRJNA691949\n",
      "SRX9845516,,ABC_VIMS_Family_2014_286,Fed,tolerant,mantle,,7/22/2015,PRJNA691949\n",
      "SRX9845515,,ABC_VIMS_Family_2014_286,Fed,tolerant,mantle,,7/22/2015,PRJNA691949\n",
      "SRX9845514,,ABC_VIMS_Family_2014_286,Fed,tolerant,mantle,,7/1/2015,PRJNA691949\n",
      "SRX9845513,,ABC_VIMS_Family_2014_286,Fed,tolerant,mantle,,7/1/2015,PRJNA691949\n"
     ]
    }
   ],
   "source": [
    "!cat ../data/merged_metadata.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "guilty-tribune",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 ../data/merged_metadata.csv\n"
     ]
    }
   ],
   "source": [
    "!wc -l ../data/merged_metadata.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "exclusive-finance",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156\n"
     ]
    }
   ],
   "source": [
    "!head -1 ../data/rnaseq_gene_counts/merged_gene_counts.tsv | awk -F\"\\t\" '{print NF}' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "southwest-account",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import necessary libraries\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "approximate-description",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Replace with the correct paths to your files\n",
    "gene_counts = pd.read_csv(\"../data/rnaseq_gene_counts/merged_gene_counts.tsv\", sep='\\t')\n",
    "metadata = pd.read_csv(\"../data/merged_metadata.csv\")\n",
    "\n",
    "# Simplify metadata for alignment\n",
    "metadata.rename(columns={'Experiment': 'Sample'}, inplace=True)\n",
    "\n",
    "# Align gene counts with metadata\n",
    "gene_count_samples = set(gene_counts.columns[1:])\n",
    "metadata_samples = set(metadata['Sample'])\n",
    "aligned_gene_counts = gene_counts[['gene_id'] + list(gene_count_samples.intersection(metadata_samples))]\n",
    "\n",
    "# Filter genes with low expression (e.g., total counts < 10 across all samples)\n",
    "filtered_gene_counts = aligned_gene_counts.loc[\n",
    "    aligned_gene_counts.iloc[:, 1:].sum(axis=1) > 10\n",
    "]\n",
    "\n",
    "# Calculate CPM normalization\n",
    "total_counts_per_sample = filtered_gene_counts.iloc[:, 1:].sum(axis=0)\n",
    "cpm_counts = filtered_gene_counts.iloc[:, 1:].div(total_counts_per_sample, axis=1) * 1e6\n",
    "cpm_counts.insert(0, 'gene_id', filtered_gene_counts['gene_id'])\n",
    "\n",
    "# Transpose CPM data for visualization\n",
    "cpm_values = cpm_counts.drop(columns='gene_id').T\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ce8171f8-2627-40fa-ad96-b3f1c80381b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "155"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(metadata_samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d7cdc505-57f6-457d-9538-598c37093853",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "155"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(gene_count_samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ede016db-fb96-4883-8e11-1881c3daae5d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'SRX18040024', 'SRX9845525', 'SRX9845503', 'SRX18040046', 'SRX13037867', 'SRX9845520', 'SRX9845524', 'SRX18040056', 'SRX18040061', 'SRX7656993', 'SRX18040025', 'SRX13037871', 'SRX18040004', 'SRX18040015', 'SRX18040037', 'SRX18040047', 'SRX9845522', 'SRX7656976', 'SRX18040035', 'SRX18040062', 'SRX7656978', 'SRX7656962', 'SRX7656984', 'SRX18040016', 'SRX7656975', 'SRX7656969', 'SRX9845535', 'SRX18040019', 'SRX7656961', 'SRX18040006', 'SRX18040031', 'SRX7656988', 'SRX9845532', 'SRX18040014', 'SRX7656971', 'SRX9845502', 'SRX7656989', 'SRX18040005', 'SRX18040053', 'SRX9845510', 'SRX9845534', 'SRX7656973', 'SRX18040034', 'SRX7656963', 'SRX7656972', 'SRX7656965', 'SRX13037865', 'SRX18040050', 'SRX9845515', 'SRX18040049', 'SRX18040026', 'SRX18040051', 'SRX9845506', 'SRX9845538', 'SRX9845504', 'SRX18040009', 'SRX18040017', 'SRX18040023', 'SRX9845513', 'SRX18040013', 'SRX7656979', 'SRX7656966', 'SRX9845518', 'SRX18040030', 'SRX9845543', 'SRX9845523', 'SRX7656957', 'SRX7656982', 'SRX7656981', 'SRX9845533', 'SRX7656980', 'SRX9845528', 'SRX18040038', 'SRX18040054', 'SRX9845530', 'SRX7656996', 'SRX7656958', 'SRX9845514', 'SRX18040018', 'SRX18040040', 'SRX7656994', 'SRX18040042', 'SRX7656992', 'SRX18040012', 'SRX9845519', 'SRX7656991', 'SRX9845542', 'SRX7656959', 'SRX18040011', 'SRX9845527', 'SRX18040044', 'SRX18040048', 'SRX18040028', 'SRX9845516', 'SRX7656983', 'SRX9845501', 'SRX7656964', 'SRX9845508', 'SRX18040064', 'SRX9845531', 'SRX18040039', 'SRX18040055', 'SRX7656960', 'SRX9845512', 'SRX18040029', 'SRX18040045', 'SRX18040063', 'SRX18040022', 'SRX18040052', 'SRX9845505', 'SRX9845500', 'SRX7656990', 'SRX9845517', 'SRX13037863', 'SRX7656968', 'SRX9845540', 'SRX18040007', 'SRX9845509', 'SRX18040041', 'SRX18040036', 'SRX18040057', 'SRX18040020', 'SRX9845539', 'SRX7656967', 'SRX13037869', 'SRX18040008', 'SRX9845526', 'SRX18040043', 'SRX9845536', 'SRX9845529', 'SRX13037862', 'SRX7656995', 'SRX9845511', 'SRX7656970', 'SRX18040058', 'SRX18040027', 'SRX18040060', 'SRX9845521', 'SRX18040032', 'SRX7656974', 'SRX18040010', 'SRX18040033', 'SRX13037864', 'SRX9845541', 'SRX9845537', 'SRX7656977', 'SRX7656985', 'SRX9845507', 'SRX7656986', 'SRX18040021', 'SRX18040059', 'SRX13037868', 'SRX7656987', 'SRX13037866', 'SRX13037870'}\n"
     ]
    }
   ],
   "source": [
    "print(gene_count_samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "false-creator",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>...</th>\n",
       "      <th>38259</th>\n",
       "      <th>38260</th>\n",
       "      <th>38261</th>\n",
       "      <th>38262</th>\n",
       "      <th>38263</th>\n",
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       "      <th>38533</th>\n",
       "      <th>38704</th>\n",
       "      <th>38740</th>\n",
       "      <th>38761</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SRX18040024</th>\n",
       "      <td>0.815760</td>\n",
       "      <td>7.681736</td>\n",
       "      <td>7.875921</td>\n",
       "      <td>1.872712</td>\n",
       "      <td>1.386825</td>\n",
       "      <td>7.422732</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.760534</td>\n",
       "      <td>0.033990</td>\n",
       "      <td>27.735791</td>\n",
       "      <td>...</td>\n",
       "      <td>230.846464</td>\n",
       "      <td>4.860567</td>\n",
       "      <td>9.347245</td>\n",
       "      <td>29.707244</td>\n",
       "      <td>272.123796</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX9845525</th>\n",
       "      <td>2.384616</td>\n",
       "      <td>5.478523</td>\n",
       "      <td>17.109884</td>\n",
       "      <td>2.116082</td>\n",
       "      <td>12.496580</td>\n",
       "      <td>16.235392</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.970089</td>\n",
       "      <td>1.059829</td>\n",
       "      <td>107.042890</td>\n",
       "      <td>...</td>\n",
       "      <td>4.733463</td>\n",
       "      <td>4.769232</td>\n",
       "      <td>4.239317</td>\n",
       "      <td>27.423083</td>\n",
       "      <td>117.773529</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX9845503</th>\n",
       "      <td>0.589330</td>\n",
       "      <td>4.125313</td>\n",
       "      <td>24.171191</td>\n",
       "      <td>4.349848</td>\n",
       "      <td>13.814691</td>\n",
       "      <td>7.323806</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.286191</td>\n",
       "      <td>1.375104</td>\n",
       "      <td>54.807533</td>\n",
       "      <td>...</td>\n",
       "      <td>360.353749</td>\n",
       "      <td>1.571548</td>\n",
       "      <td>4.911087</td>\n",
       "      <td>41.056686</td>\n",
       "      <td>404.870001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX18040046</th>\n",
       "      <td>0.920399</td>\n",
       "      <td>10.860714</td>\n",
       "      <td>1.992481</td>\n",
       "      <td>1.457913</td>\n",
       "      <td>2.361193</td>\n",
       "      <td>6.039477</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.409664</td>\n",
       "      <td>0.122720</td>\n",
       "      <td>38.165837</td>\n",
       "      <td>...</td>\n",
       "      <td>65.340631</td>\n",
       "      <td>3.006638</td>\n",
       "      <td>6.442796</td>\n",
       "      <td>22.028227</td>\n",
       "      <td>143.214157</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX18040056</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.726968</td>\n",
       "      <td>2.527253</td>\n",
       "      <td>4.680832</td>\n",
       "      <td>3.563355</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.229925</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>39.548665</td>\n",
       "      <td>...</td>\n",
       "      <td>127.297529</td>\n",
       "      <td>3.070717</td>\n",
       "      <td>8.576830</td>\n",
       "      <td>18.265472</td>\n",
       "      <td>119.175588</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 37048 columns</p>\n",
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       "                0          1          4         5          6          7      \\\n",
       "SRX18040024  0.815760   7.681736   7.875921  1.872712   1.386825   7.422732   \n",
       "SRX9845525   2.384616   5.478523  17.109884  2.116082  12.496580  16.235392   \n",
       "SRX9845503   0.589330   4.125313  24.171191  4.349848  13.814691   7.323806   \n",
       "SRX18040046  0.920399  10.860714   1.992481  1.457913   2.361193   6.039477   \n",
       "SRX18040056  0.000000   0.000000  10.726968  2.527253   4.680832   3.563355   \n",
       "\n",
       "             8          9         10          11     ...       38259  \\\n",
       "SRX18040024    0.0  11.760534  0.033990   27.735791  ...  230.846464   \n",
       "SRX9845525     0.0  14.970089  1.059829  107.042890  ...    4.733463   \n",
       "SRX9845503     0.0   6.286191  1.375104   54.807533  ...  360.353749   \n",
       "SRX18040046    0.0  28.409664  0.122720   38.165837  ...   65.340631   \n",
       "SRX18040056    0.0  12.229925  0.000000   39.548665  ...  127.297529   \n",
       "\n",
       "                38260     38261      38262       38263  38532  38533  38704  \\\n",
       "SRX18040024  4.860567  9.347245  29.707244  272.123796    0.0    0.0    0.0   \n",
       "SRX9845525   4.769232  4.239317  27.423083  117.773529    0.0    0.0    0.0   \n",
       "SRX9845503   1.571548  4.911087  41.056686  404.870001    0.0    0.0    0.0   \n",
       "SRX18040046  3.006638  6.442796  22.028227  143.214157    0.0    0.0    0.0   \n",
       "SRX18040056  3.070717  8.576830  18.265472  119.175588    0.0    0.0    0.0   \n",
       "\n",
       "             38740  38761  \n",
       "SRX18040024    0.0    0.0  \n",
       "SRX9845525     0.0    0.0  \n",
       "SRX9845503     0.0    0.0  \n",
       "SRX18040046    0.0    0.0  \n",
       "SRX18040056    0.0    0.0  \n",
       "\n",
       "[5 rows x 37048 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cpm_values.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "exact-coalition",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "      <th>gene_id</th>\n",
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       "      <td>1.992481</td>\n",
       "      <td>10.726968</td>\n",
       "      <td>4.444569</td>\n",
       "      <td>9.421239</td>\n",
       "      <td>8.486826</td>\n",
       "      <td>13.254392</td>\n",
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       "      <td>2.549536</td>\n",
       "      <td>1.857229</td>\n",
       "      <td>24.326298</td>\n",
       "      <td>4.496204</td>\n",
       "      <td>6.131769</td>\n",
       "      <td>10.132069</td>\n",
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       "      <td>19.567595</td>\n",
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       "      <th>5</th>\n",
       "      <td>LOC111099034</td>\n",
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       "      <td>2.116082</td>\n",
       "      <td>4.349848</td>\n",
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       "      <th>6</th>\n",
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       "        gene_id  SRX18040024  SRX9845525  SRX9845503  SRX18040046  \\\n",
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       "4  LOC111099033     7.875921   17.109884   24.171191     1.992481   \n",
       "5  LOC111099034     1.872712    2.116082    4.349848     1.457913   \n",
       "6  LOC111099035     1.386825   12.496580   13.814691     2.361193   \n",
       "\n",
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       "0     0.000000     0.322526    0.000000    0.435915     2.083967  ...   \n",
       "1     0.000000     0.118794   11.059077   21.442797    70.531010  ...   \n",
       "4    10.726968     4.444569    9.421239    8.486826    13.254392  ...   \n",
       "5     2.527253     4.048984    1.886362    0.000000     0.853420  ...   \n",
       "6     4.680832     5.144029    6.727929    4.326164     0.799980  ...   \n",
       "\n",
       "   SRX7656977  SRX7656985  SRX9845507  SRX7656986  SRX18040021  SRX18040059  \\\n",
       "0    0.000000    0.000000    0.917177    0.000000     0.000000     0.932781   \n",
       "1    0.000000    0.956842   76.302378    0.749367    13.823184    22.320120   \n",
       "4    2.549536    1.857229   24.326298    4.496204     6.131769    10.132069   \n",
       "5    1.502264    0.956842    0.843436    1.498735     0.000000     0.997276   \n",
       "6    7.788539   14.352623   12.134625   20.437493     1.929381     1.961839   \n",
       "\n",
       "   SRX13037868  SRX7656987  SRX13037866  SRX13037870  \n",
       "0     0.339653    0.922233     1.378084     0.648963  \n",
       "1     0.000000    0.000000     0.000000     0.000000  \n",
       "4     5.520068    0.922233    19.567595    10.700436  \n",
       "5     3.160458    0.922233     0.000000     0.327651  \n",
       "6     8.237119   11.947525     2.494721     6.980571  \n",
       "\n",
       "[5 rows x 156 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cpm_counts.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ec947493-8dd3-4b4f-894a-9ecd2c5cae2e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "about-simulation",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Summary statistics for the raw (unnormalized) gene count data\n",
    "raw_summary = filtered_gene_counts.describe()\n",
    "\n",
    "# Calculate library sizes (total counts per sample)\n",
    "library_sizes = filtered_gene_counts.sum(axis=0)\n",
    "\n",
    "# Display key statistics\n",
    "#raw_summary, library_sizes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "forced-documentary",
   "metadata": {},
   "outputs": [
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       "      <td>0.0</td>\n",
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       "      <td>SRX9845503</td>\n",
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       "      <td>13.814691</td>\n",
       "      <td>7.323806</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.286191</td>\n",
       "      <td>1.375104</td>\n",
       "      <td>...</td>\n",
       "      <td>360.353749</td>\n",
       "      <td>1.571548</td>\n",
       "      <td>4.911087</td>\n",
       "      <td>41.056686</td>\n",
       "      <td>404.870001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SRX18040046</td>\n",
       "      <td>0.920399</td>\n",
       "      <td>10.860714</td>\n",
       "      <td>1.992481</td>\n",
       "      <td>1.457913</td>\n",
       "      <td>2.361193</td>\n",
       "      <td>6.039477</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.409664</td>\n",
       "      <td>0.122720</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SRX18040056</td>\n",
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       "      <td>12.229925</td>\n",
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       "      <td>127.297529</td>\n",
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       "      <td>8.576830</td>\n",
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       "      <td>0.0</td>\n",
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       "        Sample         0          1          4         5          6  \\\n",
       "0  SRX18040024  0.815760   7.681736   7.875921  1.872712   1.386825   \n",
       "1   SRX9845525  2.384616   5.478523  17.109884  2.116082  12.496580   \n",
       "2   SRX9845503  0.589330   4.125313  24.171191  4.349848  13.814691   \n",
       "3  SRX18040046  0.920399  10.860714   1.992481  1.457913   2.361193   \n",
       "4  SRX18040056  0.000000   0.000000  10.726968  2.527253   4.680832   \n",
       "\n",
       "           7    8          9        10  ...       38259     38260     38261  \\\n",
       "0   7.422732  0.0  11.760534  0.033990  ...  230.846464  4.860567  9.347245   \n",
       "1  16.235392  0.0  14.970089  1.059829  ...    4.733463  4.769232  4.239317   \n",
       "2   7.323806  0.0   6.286191  1.375104  ...  360.353749  1.571548  4.911087   \n",
       "3   6.039477  0.0  28.409664  0.122720  ...   65.340631  3.006638  6.442796   \n",
       "4   3.563355  0.0  12.229925  0.000000  ...  127.297529  3.070717  8.576830   \n",
       "\n",
       "       38262       38263  38532  38533  38704  38740  38761  \n",
       "0  29.707244  272.123796    0.0    0.0    0.0    0.0    0.0  \n",
       "1  27.423083  117.773529    0.0    0.0    0.0    0.0    0.0  \n",
       "2  41.056686  404.870001    0.0    0.0    0.0    0.0    0.0  \n",
       "3  22.028227  143.214157    0.0    0.0    0.0    0.0    0.0  \n",
       "4  18.265472  119.175588    0.0    0.0    0.0    0.0    0.0  \n",
       "\n",
       "[5 rows x 37049 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert index (rownames) to a column\n",
    "cpm_values_ids = cpm_values.reset_index()\n",
    "\n",
    "# Rename the new column if desired\n",
    "cpm_values_ids.rename(columns={\"index\": \"Sample\"}, inplace=True)\n",
    "\n",
    "#preview output\n",
    "cpm_values_ids.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "based-balance",
   "metadata": {},
   "outputs": [
    {
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       "      <th>Sample</th>\n",
       "      <th>infection</th>\n",
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       "      <td>SRX18040064</td>\n",
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       "      <td>SRX18040063</td>\n",
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       "      <td>ABC_VIMS_Family_2017084</td>\n",
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       "      <td>mantle</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/20/2018</td>\n",
       "      <td>PRJNA894694</td>\n",
       "      <td>1.193892</td>\n",
       "      <td>...</td>\n",
       "      <td>215.640190</td>\n",
       "      <td>5.044789</td>\n",
       "      <td>7.269509</td>\n",
       "      <td>35.313522</td>\n",
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       "      <td>ABC_VIMS_Family_2017120</td>\n",
       "      <td>Dose 1x10^6</td>\n",
       "      <td>sensitive</td>\n",
       "      <td>mantle</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/20/2018</td>\n",
       "      <td>PRJNA894694</td>\n",
       "      <td>0.651034</td>\n",
       "      <td>...</td>\n",
       "      <td>292.493866</td>\n",
       "      <td>5.246572</td>\n",
       "      <td>8.846410</td>\n",
       "      <td>44.997972</td>\n",
       "      <td>222.041058</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SRX18040061</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ABC_VIMS_Family_2017120</td>\n",
       "      <td>Dose 1x10^8</td>\n",
       "      <td>sensitive</td>\n",
       "      <td>mantle</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/20/2018</td>\n",
       "      <td>PRJNA894694</td>\n",
       "      <td>2.083967</td>\n",
       "      <td>...</td>\n",
       "      <td>68.322907</td>\n",
       "      <td>1.387313</td>\n",
       "      <td>6.603612</td>\n",
       "      <td>27.246834</td>\n",
       "      <td>117.533186</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SRX18040060</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ABC_VIMS_Family_2017090</td>\n",
       "      <td>Dose 1x10^6</td>\n",
       "      <td>sensitive</td>\n",
       "      <td>mantle</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>PRJNA894694</td>\n",
       "      <td>0.146159</td>\n",
       "      <td>...</td>\n",
       "      <td>1.315434</td>\n",
       "      <td>2.192390</td>\n",
       "      <td>4.384779</td>\n",
       "      <td>45.309385</td>\n",
       "      <td>69.864149</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 37057 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Sample infection                    BREED    treatment      Trait  \\\n",
       "0  SRX18040064       NaN  ABC_VIMS_Family_2017084  Dose 1x10^6   tolerant   \n",
       "1  SRX18040063       NaN  ABC_VIMS_Family_2017084      Control   tolerant   \n",
       "2  SRX18040062       NaN  ABC_VIMS_Family_2017120  Dose 1x10^6  sensitive   \n",
       "3  SRX18040061       NaN  ABC_VIMS_Family_2017120  Dose 1x10^8  sensitive   \n",
       "4  SRX18040060       NaN  ABC_VIMS_Family_2017090  Dose 1x10^6  sensitive   \n",
       "\n",
       "   tissue  collection_time Collection_Date   BioProject         0  ...  \\\n",
       "0  mantle              NaN       6/20/2018  PRJNA894694  0.258556  ...   \n",
       "1  mantle              NaN       6/20/2018  PRJNA894694  1.193892  ...   \n",
       "2  mantle              NaN       6/20/2018  PRJNA894694  0.651034  ...   \n",
       "3  mantle              NaN       6/20/2018  PRJNA894694  2.083967  ...   \n",
       "4  mantle              NaN       6/20/2018  PRJNA894694  0.146159  ...   \n",
       "\n",
       "        38259      38260     38261      38262       38263  38532  38533  \\\n",
       "0   25.833410  20.425960  5.602057  15.254831   72.481994    0.0    0.0   \n",
       "1  215.640190   5.044789  7.269509  35.313522  237.042410    0.0    0.0   \n",
       "2  292.493866   5.246572  8.846410  44.997972  222.041058    0.0    0.0   \n",
       "3   68.322907   1.387313  6.603612  27.246834  117.533186    0.0    0.0   \n",
       "4    1.315434   2.192390  4.384779  45.309385   69.864149    0.0    0.0   \n",
       "\n",
       "   38704  38740  38761  \n",
       "0    0.0    0.0    0.0  \n",
       "1    0.0    0.0    0.0  \n",
       "2    0.0    0.0    0.0  \n",
       "3    0.0    0.0    0.0  \n",
       "4    0.0    0.0    0.0  \n",
       "\n",
       "[5 rows x 37057 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#merge meta data back with cpm data\n",
    "metadata_cpm_values = pd.merge(metadata, cpm_values_ids, on='Sample', how='outer')\n",
    "#preview output \n",
    "metadata_cpm_values.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "substantial-relief",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>NaN</td>\n",
       "      <td>ABC_VIMS_Family_2017120</td>\n",
       "      <td>Dose 1x10^8</td>\n",
       "      <td>sensitive</td>\n",
       "      <td>mantle</td>\n",
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       "      <td>6/20/2018</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SRX18040060</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ABC_VIMS_Family_2017090</td>\n",
       "      <td>Dose 1x10^6</td>\n",
       "      <td>sensitive</td>\n",
       "      <td>mantle</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/20/2018</td>\n",
       "      <td>PRJNA894694</td>\n",
       "      <td>0</td>\n",
       "      <td>0.146159</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Sample infection                    BREED    treatment      Trait  \\\n",
       "0  SRX18040064       NaN  ABC_VIMS_Family_2017084  Dose 1x10^6   tolerant   \n",
       "1  SRX18040063       NaN  ABC_VIMS_Family_2017084      Control   tolerant   \n",
       "2  SRX18040062       NaN  ABC_VIMS_Family_2017120  Dose 1x10^6  sensitive   \n",
       "3  SRX18040061       NaN  ABC_VIMS_Family_2017120  Dose 1x10^8  sensitive   \n",
       "4  SRX18040060       NaN  ABC_VIMS_Family_2017090  Dose 1x10^6  sensitive   \n",
       "\n",
       "   tissue  collection_time Collection_Date   BioProject Gene     Count  \n",
       "0  mantle              NaN       6/20/2018  PRJNA894694    0  0.258556  \n",
       "1  mantle              NaN       6/20/2018  PRJNA894694    0  1.193892  \n",
       "2  mantle              NaN       6/20/2018  PRJNA894694    0  0.651034  \n",
       "3  mantle              NaN       6/20/2018  PRJNA894694    0  2.083967  \n",
       "4  mantle              NaN       6/20/2018  PRJNA894694    0  0.146159  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reshape the filtered CPM data to a long format for plotting\n",
    "#.columns[10:]\n",
    "\n",
    "cpm_long_format = metadata_cpm_values.melt(\n",
    "    id_vars=[\"Sample\",\"infection\", \"BREED\", \"treatment\", \"Trait\", \"tissue\", \"collection_time\", \"Collection_Date\", \"BioProject\" ],  # Columns to keep\n",
    "    var_name=\"Gene\",                      # Name for gene column\n",
    "    value_name=\"Count\"                    # Name for count column\n",
    ")\n",
    "\n",
    "#preview output\n",
    "cpm_long_format.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "dc9f3420-4ac6-46bd-b49b-5aac0b56d368",
   "metadata": {},
   "outputs": [
    {
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       "      <td>PRJNA894694</td>\n",
       "      <td>0</td>\n",
       "      <td>2.083967</td>\n",
       "      <td>0.318891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SRX18040060</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ABC_VIMS_Family_2017090</td>\n",
       "      <td>Dose 1x10^6</td>\n",
       "      <td>sensitive</td>\n",
       "      <td>mantle</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/20/2018</td>\n",
       "      <td>PRJNA894694</td>\n",
       "      <td>0</td>\n",
       "      <td>0.146159</td>\n",
       "      <td>-0.835174</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Sample infection                    BREED    treatment      Trait  \\\n",
       "0  SRX18040064       NaN  ABC_VIMS_Family_2017084  Dose 1x10^6   tolerant   \n",
       "1  SRX18040063       NaN  ABC_VIMS_Family_2017084      Control   tolerant   \n",
       "2  SRX18040062       NaN  ABC_VIMS_Family_2017120  Dose 1x10^6  sensitive   \n",
       "3  SRX18040061       NaN  ABC_VIMS_Family_2017120  Dose 1x10^8  sensitive   \n",
       "4  SRX18040060       NaN  ABC_VIMS_Family_2017090  Dose 1x10^6  sensitive   \n",
       "\n",
       "   tissue  collection_time Collection_Date   BioProject Gene     Count  \\\n",
       "0  mantle              NaN       6/20/2018  PRJNA894694    0  0.258556   \n",
       "1  mantle              NaN       6/20/2018  PRJNA894694    0  1.193892   \n",
       "2  mantle              NaN       6/20/2018  PRJNA894694    0  0.651034   \n",
       "3  mantle              NaN       6/20/2018  PRJNA894694    0  2.083967   \n",
       "4  mantle              NaN       6/20/2018  PRJNA894694    0  0.146159   \n",
       "\n",
       "    log_CPM  \n",
       "0 -0.587445  \n",
       "1  0.076965  \n",
       "2 -0.186396  \n",
       "3  0.318891  \n",
       "4 -0.835174  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Log-scale the CPM values (handling zeros by replacing them with NaN, if necessary)\n",
    "cpm_long_format['log_CPM'] = np.log10(cpm_long_format['Count'].replace(0, np.nan))\n",
    "cpm_long_format.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "instant-mapping",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shellytrigg/bin/anaconda3/lib/python3.8/site-packages/plotnine/layer.py:284: PlotnineWarning: stat_boxplot : Removed 1637579 rows containing non-finite values.\n"
     ]
    },
    {
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d9eKLL2rhwoX6/PPP9eCDDxY7hsn1LJlf06bXs8Sa9oXp9SyxplnTgVvT8+bN04oVKxQZGakhQ4aob9++pZ79JjMzU1999ZXef/99rVy5UvPmzVPv3r392IKBsWPHDk2ePFkej0cNGjTQhRde6F3TK1eu1NatW/X3v/9dTz75ZKFLjPlizpw5SkxMVOXKlTV8+HCdccYZ2rhxoyZNmqRFixZ5v5X2+OOP67zzzvM+bsGCBXrllVe0ZcsWrVixQl27di12jPXr1/u1ptevX+/9f3/W9IYNGzRz5kw5jqOuXbvq5ptvVt26dSVJe/fu1TvvvKPly5drxowZ6tatW4nNFImJiZJUaBvnnynn5HVysn79+mn8+PH64YcfNGPGDN15553FjhETE6MLL7xQS5cuVVpamrZu3apt27Zp4sSJ6tq1q3r16qWzzz7b728v/vzzz3IcR7fffrv3g70aNWrotttu0z/+8Q85jqMHHnigUANn7dq1ddttt2nUqFHexpXi8j/88ENJeaeh79+/v+rVqyePx6OdO3dq2rRpWrFihXJzczV+/Hjl5uZqzZo1mjx5shITEzV27Fg999xzJdbAfrp05fV1txS4/XQw9tHBZOO+ztS+zeQ+Ldj7slPdh5ncb5naX5naT5naP7H2TjC19mxbd5J9a8/k60PWXh6T7+dYe3lMv1ezae2x7k6wbZ8nsfZOxuvNPKy9E4Lx+SUAlAUNWPBbZGSkrrvuOl133XXatGmT5s6dq2XLliktLU2bN2/Wli1bNHHiRHXp0kW9e/fW2Wef7XP2hg0b5DiOhg0b5n0RVqlSJQ0bNkz33HOPHMfRzTffXOgavjExMbr11lv1j3/8Qxs2bChxjNmzZ8txHA0fPlxXXHFFgduqVq2qYcOGKSoqStOmTdOsWbPUr18/NWnSRE8//bQeffRRbdu2TXPmzFHfvn2LzF+0aJEcx9E999xTqNO/JOeff77CwsL0zDPPaMGCBSUeBMp/4eaPP59qsyhff/21JKlr1656+OGHvS9azz33XF111VV6/vnntXHjRo0fP14PPfSQLrjggjLPY9WqVd7fdfv27SVJ55xzjoYMGaLXX39da9eu1YgRIwq9iG/btq0GDhyoKVOmaMWKFaVeU7ply5bq0KFDiffJzs7W9OnT5TiOBg4cWOZaTjZ37lxJUo8ePTRs2LACt0VFRemWW27R0aNHNX/+fM2dO7fEZo0jR44oNjZWkZGRBX6+ZcsWOY5T6PIoJ7v55pu1aNGiAm+2imJyPUvm17Tp9SyZX9Om17Nkfk0Haz1LrGnW9Kmv6W+//VaO4+i2227TJZdc4lPdlSpVUv/+/RUTE6MJEybo22+/LfaDivnz5/uUWZTjx4/7dL8vv/xSubm5atu2rUaNGuX9oOWKK67Qtm3b9MILL2jPnj0aOXKkRo4cqTZt2pRpHsuXL5fjOLrlllu826hJkyZKT0/XO++8owULFmjQoEEFPryQ8hoUdu/erWnTpmnJkiU+fYDRvHlz79lqipOTk+P9W9yzZ88y1fJns2fPliR17Nix0Df+6tatq4cfflhjx47VmjVrNGfOHN1xxx3FZh0+fFgxMTGFPujauHGj98O7P3+oKOU9n26//Xb97W9/048//ljifKOionTXXXdpxIgRWrFihebPn69169YpKytLS5Ys0ZIlSxQfH69evXqpV69eZb5M3IEDBxQeHl7ozEotWrRQRESEcnJyiv27duaZZyosLEwHDx4sNn/WrFmSpAEDBmjw4MEFbmvWrJkeeeQRvfbaa5ozZ47mzp2rPn366LzzzlObNm30f//3f9q6dasWLFhQ4u+d/XTpyuvrbilw++lg7KODyeS+ztR+ztS+LRj7tGDty051H2Zyv2Vqf2VqP2Vq/2Rq7Zl8fWnr2rNl3Un2rT2Trw9Ze3lMvp9j7eUx/V7NprVn27qT7Ft7vN48wbZ9nsTay8frTQA4dTRgISBatWqlVq1a6bbbbtOKFSs0b948/fTTT8rMzPS+6KlZs6b3Rc9pp51WYl5SUpIiIyPVsGHDAj9v1KiRIiMjlZ2drTPOOKPIxzZr1kzh4eFKSkoqcYzt27crLCysxBcnl112mT7++GMtX75c/fr1k5R3UPumm27SyJEjtXTp0mIP7u7Zs0eRkZFlOgCUr0uXLoqMjPR+A7s4//vf/4xcIz1f/gvim266qdA4tWrV0rhx4/TKK69owYIFeuGFF5SZmVnmF/W7du2SpELb6eRv9Xfv3r3Ix/bo0UNTpkzRjh07is0fNmyYpk6dqi1btqh27dq69dZbFRcXV+R9jx8/runTp0uSBg0aVKY6/iz/IM21115b7H2uueYazZ8/X5s3by4xKyYmRqmpqd7LcOVLS0tTbGxssfVIUlxcnGJjY3XkyBGf5x7o9SyZX9Om17Nkfk2bXs+S+TVtej1LrGnW9AmnuqYTExMVHh7u1ze9evfurTfffNP7jb6ivPTSS8bXdP43IG+99dZCH2o1b95cL7zwgp599lmtW7dOo0eP1mOPPeZtuvDF77//Lkm66KKLCvz8/PPP1zvvvCNJxf6OLr74Yk2bNk3bt28vcYwrr7xSX375pXbs2KF27dpp0KBBxX5j7/jx41q0aJEklXiWU1/k/z0s6W/DwIEDtXr1av3yyy8lZkVFRRXZYJOSkqLY2Fjvt0SLctppp6lKlSqlvm7NV6lSJXXv3l3du3fXoUOHNG/ePC1YsEB79uzRoUOHNH36dE2fPl0tW7ZUnz59dOGFFyo6OrrU3Ozs7CI//HQcx/tBY3FnzIuIiFClSpWUnZ1dbP7mzZvlOI769+9f7H2uueYaffPNN1q4cKH69OkjSapSpYqGDh2q8ePHa9GiRSXuk9hPl668vu6WArefDvY+2jST+zpT+zlT+zaT+7Rg78tOdR8WjP1WoPdXpvZTpvZPptaeydeXtq0929adZN/aM/n6kLWXx+T7OdZenmC9V7Nh7dm27iT71h6vN0+wbZ8nsfby8XoTAE5dWKgngPIl/0XPmDFjNHHiRA0ZMkSnnXaaPB6PDh48qGnTpumOO+7QI4884v2WcnHyTwtZ3M+Lu6xQWFiYwsLCSj0da1pamqKjowt9u/lkNWrUkCQdOnSowM/btm2r8PBw7dy5s8QxTkVZXuTUrVtXjRs3LtN/fz5oXpTDhw8rKiqq2G8JhIeH6/7771ffvn2Vk5Ojl156Sd98843P85ak9PR0xcTEFHpxm39wIzo6WlWqVCnysXFxcYqOji7xIEe/fv30yiuvqEOHDlq6dKnuvPNOzZo1q0yn6/XHkSNHVKlSpRK3c8OGDRUVFVXqm4lGjRopNze30JuZmjVrKj09XZmZmcU+NjMz07uNyyqQ61kyu6bdvp4l39e0qfUsmV/TptezxJpmTZ9wqms6OztbERERCg8PL/F+RQkPD/d++FKaqKgoRUdHl/k/Xxw6dEiRkZFq2rRpkbfHxMRo1KhR6ty5s44fP66nn35aa9as8bnO1NRURUdHF3q+1axZ01tbcc0ICQkJioqK0uHDh0scY8SIEfrXv/6lBg0a6LPPPtPdd9+t1atX+zxHfyUnJysiIqLQNxtP1qJFC0VGRpZ4ZidJqlevnrKzs7Vt27YCP69evboyMjJKfJ7k5OQoIyOj1NPEF6VmzZoaMGCAXn/9dT377LO6+OKLFR0dLY/Ho02bNmnChAkaOnSoXnzxRa1bt67ErOrVq+v48eNKTk4u8POkpCTvNxiLW1P79+/X8ePHVbVq1WLzjx49qpiYmBL/dtWuXVuStG/fvgI/79ixo8LCwvTbb7+VWMOpYj9t7+tuKXD76VDto00Jxr4u0Ps5U/s2k/u0YO/LTnUfFuz9ViD2V6b2U6b2T6bXnonXl7atPdvWnWTf2jP5+pC1l8fk+znWXp5QvFdz69qzdd1J9qw9Xm+eYNs+L39urL0TeL0JAP7jDFgwplatWhowYIAGDBigjRs3au7cuVq+fLnS0tK0ceNGbdq0ydvN/Wc1atTQwYMHtXfv3gLd8H/88YcyMjLkOI5+/fVXtWvXrtBjd+3apaysLO/OtTjVq1dXUlKSkpOTi9355neA/3nHHRYWpujoaKWnpxebX69ePf3666/67rvv1Llz5xLn8mffffedMjMzC13+488SEhK0f/9+DRo0qNhvqxfn6NGjuvHGG0u8T1hYmHJzc0vNuv322xUZGanPP/9cr7/+urKysnTllVf6NI/Y2Ngit2P+C8fSXmj78iatTp06evLJJ7Vo0SJNnDhREydO1IIFC3TnnXeWuo39FRUV5dPBpkqVKpV6atbzzz9f69ev13vvvadx48Z5mxq6du2qzz//XHPmzCl2e8+ZM0c5OTmnXOeprGfJ/Jo2vZ4l82va9HqWzK/pYKxniTXNms5zqms6ISFBO3fu1IYNG8p8ab5ffvlFx48fL/G07zVr1lRSUpLuu+8+nX/++WXK93VNezyeUj9oiYiI0MMPP6x///vfWrp0qZ555hn9/e9/9+m02tHR0UU2G+Q3xpX2wUpUVFSpvwdJOuOMM/Tiiy/q008/1UcffaRx48bpvPPO02233aZatWqV+nh/+PohVXR0tNLS0kq8T+fOnbVlyxb973//08iRI70/79Spk+bMmaNly5YV+hZevqVLlyorK6vYM8b5qnXr1mrdurX3THdz587Vzz//rIyMDC1cuFCLFi3SjBkzin18ixYttGrVKk2bNk233Xab9+cff/yxpLzt8OGHH2rUqFGFHvu///1PknT66acXm1+tWjUdOXJEqampio2NLfI++R80/rk5KDIyUjExMUpJSSk2X2I/7Zb9dCj20VLg9tNu2EcHksl9nan9nKl9m+l9WjD3Zae6Dwvlfsvf/ZWp/ZSp/ZOptWfy9aWNa8+mdSfZt/ZMvj5k7eUx+X6OtZcn1O/V3LT2bFt3kn1rj9ebJ9i2z5NYe/l4vQkAp44zYCEoWrdurXvuuUdTpkzRAw88oLPOOqvE+7dq1UqS9N5773kPQuTm5urdd9+VJMXHx+u9995TVlZWgcd5PB5NmTJFjuOU2J0vyfuiJP8UlH/m8Xj03nvvyXGcQi/2srKydOzYMVWrVq3Y/Isuukgej0cvv/yyVq5cWeJcTrZy5Uq9/PLLchyn1IM7zZs3lyRjp8esXbu2srKytHfv3lLvO2zYMF177bXyeDyaOHGiPv30U5/GqFGjhrKzs3Xs2LFCtzVp0qTEg9u5ublKS0tT9erVfRqre/fuev3119WzZ09t27ZNf//73/XWW2+VemC1NDk5OTpw4ECB/+rVq6f09PQSD/Dk5OQoLS2t2DMN5Lv00ktVr149bd68WU8++aT38jEDBw5UQkKCJk2apPfff19Hjx71Pubo0aN67733NGnSJDmOo8suu+yUajxZWdezZH5Nm17Pkvk1bXo9S+bXdDDXs8SaDpSKuqa7du0qj8ejF154oUzrbvv27XrxxRflOE6JH0Tkr+k/f9svkGrVqqWMjIxSz7oWHh6uhx56SN27d1d2draee+45LV68uNT86tWrKysrq8g1Vdq396S8M5mV9ns4eY7XXXedXn75ZbVt21bfffed7rrrLs2YMcOnhpSyatSokVJTUws9R0/m8Xh8WtNXXHGF4uLi9P333+uFF17w/g0cNGiQqlatqtdee01z5swp0BySm5urb775Rq+99pocx1GvXr0CUlf+me6efvpp75nuSjq1f76LL75YHo9HX331lR5//HFNnjxZTzzxhGbPnq3w8HDdfffd+v777zVy5EitWbNGu3bt0g8//KDx48dr/vz5chxH3bp1Kzb/jDPOkMfj8V5yrijTpk2T4ziFPrDMzs5WampqiWfYkthPu20/bWofLZndT7ttH32qTO7rTO3nTO3bgrFPC9a+7FT3YW7Yb5V1f2VqP2Vq/2Rq7Zl8fWnr2rNl3Un2rT2Trw9Ze3lMvp9j7eVxw7qT3LH2bFt3kn1rj9ebJ7hh7fF6s2i83iysLJ9fAoAvOAMWgioqKko9evRQjx49SrycyxVXXKElS5Zo2bJl+vXXX9WkSRP99ttv+uOPP1S5cmU98MADeuKJJ/TAAw+ob9++SkhI0IEDB/Ttt99q27Ztchyn1Gsf9+vXT0uXLtXChQu1e/du9evXT/Xr11dubq4SExP16aefek8p+ucP0fNP+Vnc5UEk6aqrrtLSpUu1detWPfvsszrttNPUoUMHNWrUSDVr1vR2s2dmZurQoUPauXOn1q5dqz/++EMej0ctW7Ys9ZvszZs317Jly4wdCGrevLl2796ttWvXqm/fvqXe/6abblJERIQ++ugj70H40jRq1Eg7d+7Ur7/+Wuig/0svvVTiY3ft2qWcnJwyfcOjSpUquu+++9SrVy9NmDBBX375pVasWKHhw4erU6dOPuecLCUlRSNGjCjytl9//bXYbyDs3LlTOTk5io+PLzE/IiJCI0eO1GOPPab169fr7rvvVpMmTdSsWTOdeeaZmj9/vvea5vlvePLf1Hg8HvXp00ddunTxq7aS+LqeJfNr2vR6lsyvadPrOX8Mk2s62OtZYk0HUkVb09dcc40WLVqkvXv36qGHHtJZZ52ljh07qnHjxoqPj/eeCSb/g4HExEStXbtW69atk8fjUb169XTNNdcUm9+sWTN99913Rtd0s2bNtHfvXv3www+lvu4JCwvTAw88oPDwcM2fP9/7YUtJGjRooD179uj3339X69atC9yW/+2+4vzxxx/Kzs4udT38Wb169TR27FjNmzdPkyZN0pQpU7xnz2ncuHGZsvIdPnxY/fv3L/K2xMTEYs9Ws2fPHmVnZ5facBIdHa1HHnlEo0eP1pIlS7Ry5Up16NBBzZo1U48ePfTFF1/otdde0+TJk3XaaadJyts+6enp8ng86tixY4lnnPPXyWe627BhQ4n3Pffcc9WrVy/Nnz9fv/zyi3755RfvB6E33nijLrjgAp133nlatWqVfv7550KPP/PMM9WzZ89i8/v27avvvvtOn332mfbt26f+/furQYMG3jU9ffp0ff/993Icp9C22LNnjzwejxISEkqsgf20+/bTJvbRktn9tFv30f4yua8ztZ8ztW8L5j4tkPsyE/swt+23fNlfmdpPmdo/mVp7Jl9f2r723L7uJPvWnsnXh6y9E7mm3s+x9vK4bd1JoVt7tq07yb61x+vNE9y29ni9Gfp9Xn627WsPAHxBAxZCpqQP71u3bq2BAwfqo48+0p49e7wHRhzH0Z133ql27drp0ksv1TfffKO33nrL+7j8F0QXXnihzjvvvBLHb9GihYYOHaopU6Zo69atev755wvcfvKLq/yu73zLly+XpCIvrZQvPDxcY8eO1YQJE7RkyRJvHSXJr/Giiy7SXXfdVerpOPNf/P76668l3q8oEREROvPMM0t8s96hQwctXLhQc+bM8ekgkCQNHjxYlSpV8p6ZpDTNmzfX0qVLtWHDBp/OunKy/LMbnHnmmWV6nJT3u3vllVf04Ycf6rPPPtPzzz/vV4504rlSlCVLlhR7ECj/Ou1/fn4VpV69enrxxRf1+uuv67vvvtOOHTsKXfvb4/EUOB1tdHS0BgwYUGKDQKCUdjDO9Jo2vZ4l82va9HqWzK/pUK1niTUdaBVhTVeuXFnPPvusnn32WW3atEnr1q3TTz/9VOJj8sdt3bq1Hn744RIv13UqZ8sJCwtT7dq1S11zZ511lpYuXaq5c+eW+sGFJDmOo/vuu0+RkZH65ptvvD8rTosWLfTdd99pw4YNhT7AKM2aNWvkOE6ZH5evd+/eOvfcc/Xf//5Xixcv1sMPP1zmy77lK2lNL126tNgPE7///ntJ8ulyYq1atdKzzz6r//znP97L4K1atarAfdLS0vTrr7965xMWFqbLLrtMw4cP97UUv/lyOvp7771XrVu31qJFi5ScnKyEhARdeuml3maSv//973r77bf17bffer9ZGxkZqd69e2vYsGElZp999tm68sorNWvWLC1fvty7Tv/ssssuU/v27Qv8jP10yWzYTwdyHy2Z30+7fR9dFib3dab2c6b2baHYpwViX2ZqH+bW/VZJ+ysT+ylT+ydTa8/k68vysvbcvO4k+9aeqdeHrL08Jt/PsfZOcOu6k4K79mxbd5J9a4/XmwW5de3xepPXmyc71c8vAaAojqekvStQjMcee0zVqlXTI488YnScdevWaeHChd4XO5dccon3BV1OTo4+++wzzZw5U0eOHJGUd9mOyy+/XFdffbXCwny7wubq1av1wQcfaMeOHQV+3qRJEw0aNKjIbzAfPnxYmZmZql69eokHX/P99ttvWrRokX766Sft2rWr0KUxKleurIYNG6pdu3bq3r27mjRp4tPcc3JydOjQIUlSnTp1fHpMWaSlpemBBx5QTk6OHnzwwTJdS3rmzJl6++235ThOkdfUznfo0CFt2LBBtWvX9l7Syhc5OTl69NFHlZSUpAceeOCUDuL8/vvvevXVV7VlyxZJKnXOJ9u/f3+Jt0dGRiouLq7I2x577DHt379fw4YNK9P1tBMTE7VgwQJt2rRJf/zxh44dO6bc3FxFR0crPj5ejRs31tlnn60uXbqUetmk/HkEYz1L5td0MNazZGZNm17Pkvk17Yb1LLGmWdNlX9OrV6/WwoUL9dNPPxW4rNTJqlWrprPOOks9evTQueeeW2pmRkaGtm7dKkk+NV744+jRoxo6dKg8Ho/GjRtXprXz9ttva+bMmSWuj927d2vlypVq1KiRTzXny8nJ0Z133qm9e/fqiSeeKNNji7J27Vq99tprOnDggKSyren169eXeHtsbKyaNm1a5G133XWXdu3apbvuukuXXHKJT+N5PB6tWbNGCxcu1KZNmwqdTS46OlqNGjXS2Wefre7du6t+/fqlZt56662qUaNGoUbEUElPT9eePXvkOI4aNGjgPbOUL2bNmqWPPvqo0DqrVq2a/vrXv6pfv36FHvP7778rJSVFDRo0UI0aNXwah/30jCLv44b99Knso6Xg76cDvY8OpUDv60zt50zt20K9T/NnXxaMfVgg91tu2V/5s58yuX8K5Noz+fqyPK49t647qfytPX9fH1b0tWfy/Rxrr7BAv1ezde3Zsu4k+9YerzeLVt72eVL5Xnu83gSAU0cDFsqFlJQUOY5zSh96Jycn68CBA3IcR7Vq1Sr2g/tASEtL8x4Iqly5cqnXIIZ5Ho9H8+fP9x7UGTRoUIhnVLGd6poO5nqWWNNuxJp2F5vW9NGjR5WUlFRgTcfHx6tatWrGxgyVAwcOyOPxGGsmCaSMjAx98skn3g8S77vvvhDPyDdZWVk6duyYPB6PoqOjFR0dHeophVxOTo62bdvm/V3WqVNHzZo1K/XMr6eC/bS7sI8OvfK8r3Pzvs2GfVlF3m8FY//E2gs+G9adxNpj7fnHretOsmPtse5Yd/5i7Z0a1h5rz19uXnsAcDIasAAAAAAAAAAAAAAAAADATxGhngAAAAAAwB0yMzOVmZlZ5Bnrjh49qp9++kn79u1TTEyMzjjjDO9lRwEACKZdu3Zp586dSk5OVnp6uqS8S9jExcWpYcOGatCgQYhnCAAAgPLq6NGjqly5ss+X3QUAVBw0YMG4/GsOmzrFpel8U2Pk5uZq5cqV+vHHH3Xw4EE5jqM6deqoU6dOOuecc6wYgxpCnx+MMaghz4EDB1SzZk2FhYWd8nxCkR+MMajBHWNQQ9mZbjgJRkMLNYQ+3/YakpKS9Nprr+n777+Xx+NR7dq1NWzYMHXt2lWSNHv2bE2ZMsV7Gvt8bdq00UMPPaSaNWuGvIY/27NnjxITE5WUlKT09HQ5jqPY2FjVr19fzZs3V+XKlf3ODkZ+eaiBbeQ+JptWTGXblmvjnG3JPXbsmD755BMtWrRISUlJJd43Pj5e3bt31zXXXKOqVauGbM5ARXTs2DHdf//9CgsL01tvvRXq6QDW2rBhg7Zt26acnBw1btxY7du3L/VSZRMnTlRaWpruvffeIM2ybEw2rZjKti3XZHZFyN24caPmzZunpKQkJSQkqG/fvmrYsKEk6fjx4/rggw80d+5c7+vE5s2b6/rrr1enTp1CNufSZGZm6v/+7//kOI5efPFF1+eazDY5ZwDIxyUIYcSePXv0v//9T2vWrCnwgVWnTp00aNAg1atXz9X5gRhj/fr1WrhwoVq1aqU+ffoUuG3Xrl165plntHv3bklS/jJ0HEeS1KpVKz388MOKi4sL6RjUEPp8anBPDf369VNcXJx69uypXr16ed94BYrp/GCMQQ3uGIMafGe64SQYDS3UQA2ByM/MzNT999+vPXv26OS3h2FhYXrqqaeUnp6uZ5991ntbtWrVlJKSIo/HI8dxVL9+ff373/9WVFRUyGrIl56ers8++0zz58/XwYMHi71fWFiYunTpomuvvbZMTV6m88tDDWwj9zHZtGIq27ZcG+dsW+4vv/yiZ555RseOHSuwr4qNjfXufzIyMpSamuq9zXEcVa1aVY8++qjatGkT9Dn7w1TjismGGNvmbFuuyWxTuUePHtWNN94ox3E0Y8aMgOVKvs/ZVOOKbbk2ztm2XBPZycnJevbZZ7V58+YCP69du7ZGjBih8847r9jcoUOH6siRIyWuPRPbwmTTiqls23JtnLNtuZ9//rkmT54sSd7PO8LCwjRy5Ei1b99eo0eP1rp16/Tnw+qO4+iOO+7QpZdeGvQ5++L48eMaOHBgwPfLpnJNZpucMwDkowELfrnnnntUvXp1jR07ttBt69at0zPPPKPjx48X+UKkcuXKeuKJJ9S2bduQ5QdjjFdeeUXz5s3Tfffdp549e3p/fvToUd1///1KSkqSx+NRvXr1VL9+fUnS7t27tWfPHjmOo8aNG+u5554rsdPd9BjUEPp8anBPDf369fM2bUl5b4L69Omjbt26KTY2ttjH+cp0fjDGoAZ3jEENvjHdcBKMhhZqoIZA1fD5559r0qRJioqK0pAhQ9SiRQtt2bJFH3zwgc444wxlZGRo+/btGjBggPr166eYmBhlZGRo9uzZeu+995Sdna1hw4bpL3/5S8hqkKRff/1VY8aM0eHDh4t8DV/UW9/w8HANGDBA119/fYnZwcgvDzWwjXyrIZhMNq2YyrYt18Y525a7b98+3XfffUpPT1d8fLwuv/xydejQQY0aNSq0b8jIyNDOnTu1du1azZ49W4cOHVJMTIxeeukl1alTJ2hz9pepxhWTDTG2zdm2XJPZtuX6km2qccW2XBvnbFuuqeysrCw99NBDSkxMlMfjUUREhKKjo5WSkiIpbx901VVXafjw4WWes6ltYbJpxVS2bbk2ztm23B07dujBBx9Ubm6uEhIS1LRpU23fvl0HDhxQfHy8hg8frueee04tWrTQ5Zdfrpo1a2rv3r368ssvlZiYqEqVKum1115T7dq1gzLn9evXF1lHUTIzMzV69Gg5jqNx48YVGOfPxzhN5do6ZwDwB5cghF8SExOLPFvM4cOH9a9//Uvp6emqUqWKrrjiCp1xxhmSpC1btujLL7/UsWPH9Pzzz+vVV18t8tIjwcgPxhibNm2SJJ199tkFfj5jxgwdOnRI1atX1z333KNzzz23wO3fffedXn31Vf3+++/6+uuv1a9fv2JrMD0GNYQ+nxrcU4OUd3CtUqVKSktL09atW7Vt2zZNnDhRXbp0Ue/evXX22WcXaBopK9P51OCOfGpwR/7XX3+t3bt3F9lw8vHHHysjI0OO42jgwIFFNpzs3r1b33zzTbENJ6bzqYEaAlnDihUr5DiORowYoYsvvlhS3pmnYmJiNGHCBO+H/IMGDfI+JioqSv369VN2drbeffddLV++PKQ1HDlyRKNGjVJKSoqqVKmi3r17q0GDBsrNzdXOnTs1d+5cZWdna8SIEerQoYO2b9+uRYsWaeXKlfrwww+Vm5urwYMHhyy/PNTANvKthmDat2+fnn76ab+bVp5++ulim1ZMZduWa+OcbcuVpE8++UTp6elq166dHnvsMcXExBS6T76oqCg1b95czZs311VXXaWxY8fql19+0fTp03XnnXcGbc4Agi8rK0tPPvlkkY0r+/fv1/jx40tsXCkvuTbO2bZck9nffvutfv/9d1WuXFm33XabunfvroiICCUmJuq9997TqlWr9MUXX+jIkSPes8GFcr47duzQlClT5PF4CjWtvPzyyxo+fLh+/PHHYptWJk6cqI4dOxbZtGIq27ZcG+dsW64kffXVV8rNzdU555yjxx57TBEREcrKytJTTz2l9evXa+LEiWrdurXGjRtX4IxxPXv21COPPKIdO3bo22+/LfR+0NScH3/88TJ9Lpp/38cff7zAz//cVGkq12S2yTkDgD9owEJA5TcnxcfH61//+leBFwWdOnXSxRdfrIcfflhJSUmaM2eOrrnmGlflB3KMpKQkRUREFGryWrVqlRzHKbIZRJI6d+6ssLAwjR07VkuWLCmxIcT0GNQQ+nxqcE8NklS1alW99dZbWrFihebPn69169YpKytLS5cu1dKlSxUfH69evXqpV69efl0K1XQ+NbgjnxrckW+64cR0PjVQQyBr2LlzpySpe/fuBX7evXt3TZgwQZKK/ZbopZdeqnfffdebEaoaPvnkE6WkpKh169Z64oknCn1J4q9//atGjRqlt956S88//7zOP/98nX/++Vq9erX++c9/atq0aerSpYtOP/30kOSXhxrYRr7VEEymmlZMZtuWa+OcbcuVpLVr18pxHN19990l5v5ZdHS07rnnHt1+++364YcfCt1ucs6A7UaMGOH3Y0N1wQ1TjSu25do4Z9tyTWYvW7ZMjuPohhtuUO/evb0/b9SokR5//HF99dVXmjhxohYvXqzMzEz94x//KPXygSbna6ppxWS2bbk2ztm2XCnvLEqO42jIkCGKiMg7dB4ZGamBAwdq/fr1Onz4cJHrLSoqSjfccIPGjBmjdevWBXXO0qntc0tqWjKVazLb5JwBoCxowEJAff/993IcRzfffHORXeS1a9fW0KFD9e9//1tr1qwpc4OU6fxAjpGdna3IyMhCP9+3b58iIyNLvHZzp06dVKlSJe3atavEuZoegxpCn08N7qkhX6VKldS9e3d1795dhw4d0rx587RgwQLt2bNHhw4d0vTp0zV9+nS1bNlSvXv31oUXXlimgwSm86nBHfnUEPp80w0npvOpgRoCWUN6erpiYmIKXYo3KipKsbGxSktLK/bsHlWqVFFMTIzS09NDWsPq1avlOI7uvPPOIs9QGxcXp1tvvVWjRo3S559/rgceeECSdO6552rAgAH64IMPNHv27GIPopvOLw81sI18qyGYTDWtmMy2LdfGOduWK+WdqTw6Olp169b1OTdf3bp1FRMTo+Tk5KDN2VTjismGGNvmbFuuyWxTufv371dxl949VabmbKpxxbZcG+dsW67J7N9//12S1KdPnyJv79u3r+rWratnn31WK1eu1Lhx4/Too48W+bloMOZrqmnFZLZtuTbO2bZcSTp06JDCwsIKfZmmadOm3n/nXynnz9q1ayfHcbR79+5Ct5mac+XKlZWRkaGWLVtq+PDhRV7tJ9/x48d1zz33yHEcvfXWW8Xez2SurXMGAH+4rgErMzNTiYmJSkpKUnp6uqKjoxUfH6/GjRuX+iISoffHH3/IcRx17ty52Pt07txZjuOUehAlFPmBHCP/VKHJyckFdviRkZHe6zwXx3EcRUREKDs7u8S5mh6DGkKfTw3uqaG4cQcMGKABAwZo48aNmjdvnpYtW6a0tDRt2rRJmzdv1sSJE9W1a1f16tVL7du3d1U+NbgjnxpCk2+64cR0PjVQQyBriIqKUlpamrKzs70fCEp5l6lIS0uTJB08eLDIs82lp6crLS2txAPXwajh4MGDio6OVqNGjYq9T5s2bSRJ27ZtK/Dziy++WB988IHWrVsXsvzyUAPbyLcagslU04rJbNtybZyzbbmSFBsbqyNHjpS6vylKWlqa0tPTVb169aDN2VTjismGGNvmbFuuyWxTuZGRkcrOztZll12m+vXrl+mxx48f1wcffFDs7abmbKpxxbZcG+dsW67J7LS0NMXGxio6OrrY+3Ts2FGjRo3S2LFjtXbtWo0ZM0YjR44s9H4rGPM11bRiMtu2XBvnbFuuJOXm5io6OrrQcYSqVatKkqpVq1bseqhUqZL3s41gzXnChAl6/fXXtWbNGo0ePVo33HCD+vbtW2TO8ePHvf8u7dLZpnJtnTMA+CPkDVgpKSn6+uuvNXv2bK1cuVJbtmwp8s2X4zhq2bKlunTpoksvvVSXX365d8cH98jMzFRMTIwqV65c7H0qV66sKlWqKDU11XX5gRyjXbt22rt3r+bOnavrrrvO+/NmzZrp559/VmJiYrEf7CcmJiotLa3UDzhMj0ENoc+nBvfUUJrWrVurdevWuu2227RixQrNmzdPP/30kzIyMrRo0SItWrRItWrV0sSJE12ZTw3uyKeG4OWbbjgxnU8N1BDIGho2bKgtW7Zo5cqVuvDCC70/X7FihbeRedmyZQX2sfmWLFkiSTrttNNCWkN+M3VJjdcZGRnecU8WFxenmJgYJSUlhSy/PNTANvKthmAy1bRiMtu2XBvnbFuulHdQavXq1Zo6dapuvfXWMmVPnTpVHo9HLVu2DNqcTTWumGyIsW3OtuXaOOcmTZpo27Ztatiwoa688soy5R49ejQk28JU44ptuTbO2bZck9nR0dFKS0tTTk5OiWegatu2rZ566imNHj1aP//8s5588kmNGjUq6PM11bRiMtu2XBvnbFtu/mOTkpKKXXulXZYzNze3yGOKpuZcq1YtjRw5UkuXLtV///tfvfXWW5o/f77uuOMONWvWrMS5lsRUrq1zBgB/+H5R6wBbsWKFhgwZorp162rQoEF65513tHnzZuXm5srj8RT6Lzc3V5s2bdKUKVM0aNAg1a1bV0OGDNHy5ctDVQKKULt27VK/nS7lfVgdFRXluvxAjtG3b185jqOPPvpIa9eu9f786quvlsfj0YQJE3Ts2LFCj0tJSdGrr74qx3F07rnnljgH02NQQ+jzqcE9Nfgq/5JpY8aM0cSJEzV48GDVrVtXHo9HBw8edH1+MMagBneMUdFraNiwoSRp5cqVBX6e33Ai5Z2ivyi+NJyYzqcGaghkDZ07d5bH49Hrr7+uBQsWKDExUfPnz9ebb74px3F0ySWX6OOPP9aCBQsKPO67777TlClT5DiOOnbsGNIa6tevr6ysLK1Zs6bY++S/d0xISCh0W1ZWVoHmsGDnB2MM2/ODMUYwagim/G9ST506tcyPLalpxWS2bbkms8k94S9/+YskadasWRo3bpw2bdpUauamTZs0fvx4zZo1S47jeDOCMecmTZpIytv//eUvfynTf5dddlmxY5rKtXHOtuXaOOfmzZvL4/Fo+/btJdblD1NzPrlxpST5jSvR0dHexpWSPgu2LdfGOduWazK7QYMG8ng82rp1a4m5ktSqVSuNGTNGsbGx2rhxo0aNGlXoSwKm51utWjWlpqYWm+tv04rJbNtybZyzbblS3pn3pbwzVv3Z8OHDi7xsYb78L47VqFEjqHOWpAsvvFCvvfaa+vTpo23btunvf/+7/vvf//p0jLMkpnJtnTMAlEXQPxlcsGCBnnjiCe+H7yef7apSpUo6/fTTFR8fr5o1a6patWo6cuSIDh06pKSkJO3YsUOZmZmS8nZoH374oT788EN16dJFY8eOVc+ePYNdToWWmpqql156qcDPMjMzlZubq4MHD6pWrVpFPu7o0aM6fvx4qad4N51veoymTZvquuuu00cffaQxY8boggsu0EUXXaRmzZppyJAhmjp1qkaMGKEePXqoQYMGkqRdu3Zp4cKFSk9PV9WqVXXNNdeUOH/TY1BD6POpwT01+KNWrVoaOHCgBg4cqA0bNmj+/PlW5QdjDGpwxxgVsYbOnTtr8+bNev3115WVlaVmzZpp27Ztevvttws0nNSqVavAa0xfG05M51MDNQSyhiuuuEKzZ8/W/v37C7w29ng8OuusszRs2DCtWrVKL730kiZNmqSEhAQdPHhQhw8flsfjUZUqVXTFFVeEtIYLLrhAW7du1csvv6z7779f55xzToHbly5dqkmTJslxHJ133nkFbktOTlZWVlaRDTXByi8PNbCNfKshmP7yl79o9erVmjVrlvbt26drr71WrVq1KvExmzZt0qeffqpVq1YV27RiMtu2XBvnbFuulHfG4xtvvFHvvfeeVq9erdWrVys6OloNGzZUfHy898txGRkZSkpK0s6dO5Wenu79zPHmm29W27Ztgzbn5s2ba+vWrQFvXDGVazKbXPPZpnLzzxjx50vuBoKpOTdo0ECbN2/W1q1bS13L+Y0rTz31VKmNK7bl2jhn23JNZrdp00abN2/W0qVLS82VpBYtWmjMmDF68skntXXr1mLP5GpqvjVr1lRSUpIOHTpU6HJew4cPL7FxJL9ppbgz4ZnKti3Xxjnblivl7fe2bt2qTZs2Fcou7jVqvs2bN0uS97hDsOacLzY2Vnfffbd69OihCRMmaNasWVqxYoWGDx+uCy64oMTHhiLX1jkDgK+C1oC1bds23Xvvvfrmm28k5X2YX7lyZV1yySXq0aOHunTpoo4dO5Z4OtOMjAytXbtWK1eu1OLFi/XNN9/o+PHjWrFihfr06aNLL71Ur7zyCqcUDJLMzMwCBzcdx/G+wF+zZk2x30jasGGDJJX6osF0fjDGGDx4sMLCwvTRRx9p2bJlhb7Zn5aWpq+//rrAzzwej+Li4jRy5MhiT78fzDGoIfT51OCeGk5FmzZt1KZNG2vzgzEGNbhjjIpSg+mGE9P51EANgayhcuXKGjt2rP79738XOKtI586ddc8996hy5cp6/PHHNWbMGB09elRHjx713qd69ep65JFHFBcXF9Ia+vbtq3nz5mnnzp16+umnVb9+fdWvX1+5ubnauXOn9u3bJ4/HowYNGujSSy8t8Ngff/xRkoo980ow8stDDWwj32oIJlNNKyazbcu1cc625ea79tprdfrpp+vdd9/Vr7/+qrS0NO/BrvwDzSd/yVPKO5B24403qkOHDkH93ZlqXDHZEGPbnG3LNZltKrd169Y688wzFRERUeKleYsSHR2te++9t9jbTc3ZVOOKbbk2ztm2XJPZ5557rj799FMtWLBAgwcP9ukSuc2aNdO4ceM0atQoHT58OKjzNdW0YjLbtlwb52xbrpT3Pm7u3LnasmWLLrroohKz/iz/bOFnnXVWUOf8Z23bttXLL7+sjz/+WJ9++qmee+45zZs3TzfddJNPjw92rq1zBoDSBK0Bq127dsrMzJTH41GnTp30t7/9TQMGDFCVKlV8zoiKilLXrl3VtWtXPfDAA0pNTdVHH32kN998U6tXr9bs2bPVrl27Yq/hi8Dp1atXibdnZ2cXe9vChQsl5b2RD1V+sMaQpOuvv17nnnuupk2bplWrVhU61ejJHxDWrl1bPXv21NVXX+3Tm6tgjUENoc+nBvfUAKB8MN1wYjqfGqghkDVIeZdT++c//6kDBw4oKSlJCQkJBU6f36JFC7355ptatGiRdu7cKcdxdPrpp+v8889XdHR0SLeRlPdecfTo0Ro/fry2bdumXbt2adeuXQXuc/rpp+vRRx8t9KWfzMxM9erVq8T3B6bzy0MNbCPfagg2E00rprNty7Vxzrbl5uvQoYM6dOigXbt26aefflJiYqKSk5N1/PhxSXn7m/j4eDVs2FBnnXWWTwerTMzZVOOKyYYY2+ZsW66Nc27QoIHGjx/vc9bJIiMj1bt372JvNzVnU40rtuXaOGfbck1mt2nTRkOGDFFOTo727dunpk2blporSY0bN9Yzzzyj6dOnF9pvmZyvqaYVk9m25do4Z9tyJalnz55+XWUpJydH9evX1/XXX68uXboEdc5FiYyM1JAhQ9StWze9+uqr+v777/XTTz+Vadxg5prMNjlnACiJ4ynq1ZgBYWFh6tGjh0aOHGnkUoELFizQ008/rUWLFpV6HWuE1oIFC5Sbm6uzzjpLtWvXti7/VMZIT0/X1q1btWfPHqWmpio3N1fR0dGKj49X48aNfTprV6jHoIbQ51NDaPLXr1+viIgIn74l5g/T+cEYgxrcMQY1lF1xDSdS3tnz/Gk4CWY+Nbgjv7zUYFowali1apXWrFmjAwcOyHEc1a5dWx06dFDnzp3LdIAvVPnBGMP2/GCMEYwagi2QTSvByrYt18Y525Zrko1zBlDQxx9/rJycHHXp0sXnxhVJ2rNnj7dx5b777rM+18Y525ZrOtsEN803JydHn3zyiXJycnTxxRerVq1aAck1mW1brslscs0L1Jy/+uorvffee0pLS5PjOJoxY0ZA5mcq12S2yTkDwMmC1oD19ddf6/LLLy834wAAAAAAAAAAAAAA4EZpaWk6duyYJBW6DKIbc01mm5wzAOQLWgMWAAAAAAAAAAAAAAAAAJQ3EaGeAAAAAADAHVJTU7Vy5Ur9+OOPSkxMVFJSktLT0+U4jmJjY1W/fn21bNlSPXr0UKNGjUI9XQAAJOV9m33dunXau3evJCkhIUHt27dXbGxsiGcGlF+sOyA0WHtAaLD2AAC+4AxYOGWmD9IE4yAQNYQ+vzzUwDZyxxjU4I4xqMEdY1CDO8agBneMQQ2l++yzz/Txxx8rPT29wM///JbRcRxJ0nnnnac77rhDcXFxrqkhGGNQQ+jzy0sNbmDyIIKpbNtybZyz23K3b9+u8PBwNWnSpMjbp0+frmnTpikjI6PAz6OionTdddfpr3/9a9DnXN5ybZyzbblum3Mo152/cybXHdnknlo2+zx3ZNuWa+Oc3ZbL2gt9rq1zBoA/owELp8T0QZpgHASihtDnl4ca2EbUQA3UQA3UQA3UYHMNr776qubOnSuPxyPHcRQfH6+cnBwdPnxYkhQREaE+ffooIyND27dvV2JioiQpPj5e48aNU7169UJeQzDGoIbQ55eXGoLB5EEEU9m25do4Z9tyJalfv36Ki4vTlClTCt329ttv64svvvCuz2rVqkmSjh49Kilvnfbv318333xz0OZsW66Nc7Yt18Y5m1p3JudMrr1zti3XZDb7PHvnzLawN1di7ZnOtXXOAOAPGrDgN9MHaYJxEIgaqMGGfGqgBmqgBmqgBmqgBpP5K1eu1DPPPKPw8HBdd9116tevn2JiYiRJKSkpmjZtmmbOnKnmzZvrn//8p8LDw/Xbb7/pjTfe0MaNG1W/fn29/PLLiogo/gr3/B4qRg1sI99qCBaTB89NZduWa+OcbcstKXvDhg169NFH5TiOunTpoptvvll169aVJO3du1fvvPOOli9fLsdx9MILL6hZs2ZWbwuex/bm2jhnU+uuPG0Lt+baOGfbckMx54q2z7NxzmwLe3NLyq5oa4/nMQCcuuI/ITcgPDw84JmO4yg7OzvguSjZypUr9e2335Z6kGb79u1FHqQZO3ZsiQdpTOdTAzXYkk8N1EAN1EAN1EAN1GC6htmzZ8txHA0fPlxXXHFFgduqVq2qYcOGKSoqStOmTdOsWbPUr18/NWnSRE8//bQeffRRbdu2TXPmzFHfvn35PVTgGthGvtXgBhs2bNDMmTPlOI66du1a7EGEGTNmqFu3bkUePA92tm25Ns7Ztlwpb/8lSR07dtQjjzxS4La6devq4Ycf1tixY7VmzRrNmTNHd9xxR0jnbFuujXO2LdfGOZtadybnTK69c7Yt12Q2+zx758y2sDdXYu2ZzrV1zgBQkrBgDubxeIz8h+A7+SDNoEGDvB9KSycO0lx33XXatm2bZs2aJUnegzQtWrTQnj17NGfOnJDlUwM12JJPDdRADdRADdRADdRguobt27crLCxMl1xySbH3ueyyy+TxeLR8+XLvzyIjI3XTTTfJ4/Fo6dKlIa2hPPwebK+BbeRbDW7w54MI+R9CSycOIpx77rmSVOZ6TGXblmvjnG3LlaSNGzfKcRwNGjSo2PsMHDhQHo9Hv/zyS8jnbFuujXO2LdfGOZtadybnTK69c7Yt12Q2+zx758y2sDdXYu2ZzrV1zgBQkqA2YEl5Z6yKjIxU/fr1A/Kfm07vX5GYPkhjOp8aqMGWfGqgBmqgBmqgBmqgBtM1pKWlKTo6WpGRkcXep0aNGpKkQ4cOFfh527ZtFR4erp07d4a0hvLwe7C9BraRbzW4gcmD56aybcu1cc625UpScnKyIiIi1KJFi2Lv06JFC0VGRurgwYMhn7NtuTbO2bZcG+dsat2ZnDO59s7ZtlyT2ezz7J0z28LeXIm1ZzrX1jkDQElCcl787OxsnXbaaRo2bJgGDx7sveYq7GH6II3pfGqgBlvyqYEaqIEaqIEaqIEaTNdQvXp1JSUlKTk5WXFxcUXeJzExUZIKnBFIksLCwhQdHa309PSQ1lAefg+218A28q0GNzB58NxUtm25Ns7ZtlxJioiIUHh4eKn3i46OVlpams+5tm0Lnsf25to4Z1PrTrJvW9iWa+Ocbcs1mc0+z945sy3szZVYe6ZzbZ0zAJQkqGfAGjRokCpXriyPx6Pvv/9ed911l0477TTdcMMNmj9/fjCnglNUvXp1paamKjk5udj7nMpBGtP51EANtuRTAzVQAzVQAzVQAzWYrqFNmzaSpHfeeafI2z0ej9577z05jqMzzjijwG1ZWVk6duxYiV+q4fdQMWpgG/lWgxtEREQoKiqq1PtFR0crKyvLFdm25ZrMJveERo0aKTU1tcTHeTwepaWlqUqVKj7n2rYteB7bm2sy21SuqXUn2bctbMs1mU2u+Wz2eeazbcs1mU3uCaw9s7kms03OGQBKEtQGrA8++EB//PGHJkyYoHPOOUcej0fp6en63//+p4svvlhNmzbVmDFj9PvvvwdzWvCD6YM0pvOpgRpsyacGaqAGaqAGaqAGajBdQ79+/SRJCxcu1D/+8Q8tXbpUO3bs0Pbt27VgwQLde++9Wrt2raS8y6+d7LfffpOkEi8Nz++hYtTANvKtBjcwefDcVLZtuTbO2e25hw8fVv/+/Qv8t2XLFkknGiOLsmfPHmVnZ6t69epBn7PtuTbO2bZct885mOsuUHMmt3zN2bbcQGWzzytfc2Zb2JPL2gt+rq1zBoCSBP0ShNWqVdMdd9yhO+64Q7/88osmTpyoDz74QAcPHtTvv/+u0aNHa8yYMerRo4eGDx+ua665xqcOVQRXv379tHTpUi1cuFC7d+9Wv379VL9+feXm5ioxMVGffvqp99IL/hykMZ1PDdRgSz41UAM1UAM1UAM1UIPpGlq0aKGhQ4dqypQp2rp1q55//vkCt3s8HknSjTfeqObNmxe4bfny5ZKkdu3ahbSG8vB7sL0GtpFvNQRb/kGEoiQmJqpZs2ZF3ubLQQRT2bbl2jhn23KlE/uioixdurTY7O+//16Sir3dtm3B89jeXBvnbGrdmZwzufbO2bZck9ns8+ydM9vC3lyJtWc619Y5A0BZBb0B62RnnnmmXnzxRT333HOaOXOmJk2apG+++UY5OTlasGCBFixYoOrVq2vQoEG65ZZb1KlTp1BOFycxfZDGdD41UIMt+dRADdRADdRADdRADaZrkKSrr75aDRo00AcffKAdO3YUuK1JkyYaNGiQunTpUuhx/fr10+WXX17ih1X8HipGDWwj39dbMJk8eG4q27Zck9nk5hk3blyxuZIUGxtb7G3ffPONJKl169ZF3m7btuB5bG+uyWwTuSbXnWTXtrAx12Q2uWaz2ecFJ9u2XJPZ5OZh7ZnPNZltcs4AUFaOp6S/SiHwxx9/aMqUKd4PPCXJcRxJeQ1bDz74oG6++eYQzhAnW716dZkP0hw+fFiZmZmqXr16qWc3M51PDdRgSz41UAM1UAM1UAM1UIPpGvIlJyfrwIEDchxHtWrVUlxcnM+PLQm/h4pRA9uobOvNpPXr15d4e2xsrJo2bVrkbXfddZd27dqlu+66S5dccknQsm3LtXHOtuWaZNu24Hlsb66tczbFtm1hW66Nc7Yt13S2CWxje3NtnLNtuSbZti14HgMl69GjhxYtWiSp5MY/VGyua8A62ZIlSzR58mRNmzZNqampkqQuXbp4v1kK9zB1kCZY+cEYgxrcMYbt+cEYgxrcMQY1uGMManDHGNTgjjGowR1jBKMG0/g9uGMM2/ODMUZ5WG8AAAAAAABu8NtvvxXbEFdW+WcwD6bSGrB+++0375x69OihHj16BHF2cAtXN2BJeU1YL7/8sj755BM5jqPOnTvTgAUAAAAAAAAAAAAAAGCB8t6AtXDhQvXs2VOS9OSTT+qpp54K5vTgEhGhnkBR9uzZo3feeUdTpkzRtm3bvD/3eDxq1KhRCGcGAAAAABVLbm6uVq5cqR9//FEHDx6U4ziqU6eOOnXqpHPOOSfU0wMAAAAAAADgcnXq1NFnn31W7O3r16/XyJEjJUlnnnmmxo4dW+x9Q9EzsnDhwqCPCfu4pgErOztbM2bM0KRJk/Ttt98qNzfX2zkYFxenwYMHa9iwYerQoUOIZwpfmD5IE4yDQNQQ+vxgjGF7fjDGoAZ3jEEN7hiDGtwxBjW4YwxqcMcYgchfv369Fi5cqFatWqlPnz4Fbtu1a5eeeeYZ7d69W9KJb3c5jqOvv/5arVq10sMPP3xKl2bj9+COMWzPD8YYNCMC7nTs2DHNmDFDq1at0r59+yTlfbDfuXNn9e/fX1WqVAnxDIHyh3UHhAZrDwgN1h4QGDExMerfv3+xt9eoUcP771q1apV4X8CtQn4JwnXr1mny5MmaOnWqDh06JCnvQ/2wsDD17t1bw4YN09VXX61KlSqFcpr4E38P0kjy6SCN6XxqoAZb8qmBGqiBGqiBGqiBGkzX8Morr2jevHm67777vKfJlqSjR4/q/vvvV1JSkjwej+rVq6f69etLknbv3q09e/bIcRw1btxYzz33XLHv2fg9VIwa2Ean3owYbCYPIpjKti3Xxjm7MXfs2LGqUqWK7r///kK37dixQ2PGjFFycnKhS0A4jqO4uDiNHj3ar29Hu3FbhCLXxjnbluvGOYdq3Z3KnMkNfTa5p57NPi/02bbl2jhnN+ay9kKba+ucEXgnX8Kve/fu1p1xiksQQgpRA9bhw4f1wQcfaNKkSfrxxx8lnfjwsmnTprr55pt18803q2HDhsGeGnxk+iCN6XxqoAZb8qmBGqiBGqiBGqiBGkzXcNddd2n37t2aPHlygeaRd999V5988omqV6+ue+65R+eee26Bx3333Xd69dVXlZKSoltuuUX9+vULWQ3l4fdgew1sI99qCCaTBxFMZduWa+OcbcuVpH79+ikuLk5Tpkwp8PO0tDTde++9OnDggMLDw9WtWze1bNlSkrR582YtWbJEOTk5Ou200/TSSy8pKirK6m3B89jeXBvnbGrd2bgtbMu1cc625ZrMZp9n75zZFvbmSqw907m2zhnBV1oDVlENTlu3btUbb7yh2bNna/fu3Tpy5Eih5qddu3Zp5syZWrx4sX766Sft3LlTx48fV/Xq1dWsWTP16tVLd955Z6m9KT169NCiRYskqcBz6uR5lWbHjh1q0qSJT/eFnYJ6CcI5c+Zo0qRJmjlzpjIyMrxPzMqVK+uaa67RsGHD1KtXr2BOCX7atGmTJOnss88u8PMZM2bo0KFDpR6k+f333/X1118Xe5DGdD41UIMt+dRADdRADdRADdRADaZrSEpKUkRERKEz96xatUqO4xSZL0mdO3dWWFiYxo4dqyVLlvB7qOA1sI18qyGYVq9eXeQZudLS0jRu3DglJSUVexAhKSlJ48ePL/bguals23JtnLNtuSWZPXu2Dhw4oJiYGI0dO1bNmjXz3ta3b1/95S9/0ciRI7V3717Nnz9fl19+udXbguexvbm2zrkop7rubNwWtuXaOGfbck1nF6Wi7fNsnDPbwt7cklS0tcfzGLZ5//33ddtttyk9Pb3Y+yxcuFC9evUq1IQnSYcOHdKhQ4e0atUq/fvf/9Zrr72m4cOHm5wyKoCgNmBddtllchzH+wTv1KmThg8fruuvv17Vq1cP5lRwikwfpDGdTw3UYEs+NVADNVADNVADNVCD6Rqys7MVGRlZ6Of79u1TZGSkOnXqVOxjO3XqpEqVKmnXrl3F3offQ8WogW3kWw1uEIiD58HOti3XxjnblivlNT86jqMbb7yxQG6+Zs2a6cYbb9Qbb7yhlStXhnzOtuXaOGfbcm2cs6l1Z3LO5No7Z9tyTWazz7N3zmwLe3Ml1p7pXFvnDHdYvny5xo0bJ8dxNHToUHXr1k2xsbHatm1bgbOaHT9+XB6PRy1btlTPnj3Vpk0b1apVSxEREdq7d68WL16sGTNmKDMzUyNGjFBCQoKuvPLKMs2lbdu2+uyzz7R+/XqNHDlSkjRw4EBdf/31he5bp06dUyscrhcWikEjIyPVr18/XXbZZdq9e7deeOEFjRo1yu//EHymD9KYzqcGarAlnxqogRqogRqogRqowXQNNWvWVHp6upKTkwv8PDIyUhEREXIcp9jHOo6jiIgI5eTkhLSG8vB7sL0GtpFvNbiBrwcRPB6PVq5c6Yps23JtnLNtuZK86+2iiy4q9j7dunWT4zj6/fffQz5n23JtnLNtuTbO2dS6Mzlncu2ds225JrPZ59k7Z7aFvbkSa890rq1zhjt8++23io+P15o1azRlyhTvSX+eeOIJ3XTTTd77tW7dWj/++KM2bdqk119/Xffcc48GDRqk6667Tvfcc4+mTZum1atXq06dOvJ4PHrwwQeLPFtWSWrVqqX+/fvrwgsv9P6sVatW6t+/f6H/YmJiArYN4E4hacDKzs7WzJkzNW7cuID8h+AzfZDGdD41UIMt+dRADdRADdRADdRADaZraNeunSRp7ty5BX7erFkzpaenKzExsdjHJiYmKi0tTbVr1w5pDeXh92B7DWwj32pwA5MHz01l25ZrMpvcE9LT0xUbG6sqVaoUe58qVaooNjZWKSkpPufati14HtubazLbVK6pdSfZty1syzWZTa75bPZ55rNtyzWZTe4JrD2zuSazTc4Z7vHmm2/qrLPOKvE+jRs3Vvv27Uu8z9lnn63x48dLkrZu3arly5cHbI6oeILegOXxeAL6H0LD9EEa0/nUQA225FMDNVADNVADNVADNZiuoW/fvnIcRx999JHWrl3r/fnVV18tj8ejCRMm6NixY4Uel5KSoldffVWO4xR5WbZg1lAefg+218A28q0GNzB58NxUtm25Ns7ZtlxJio+PV0ZGRqn3y83NLfLsdsWxbVvwPLY318Y5m1p3kn3bwrZcG+dsW67JbPZ59s6ZbWFvrsTaM51r65zhDo0bN1a/fv0Clnfy2as4KxpORVAbsCZPnhzw/yZNmhTMEvD/mT5IYzqfGqjBlnxqoAZqoAZqoAZqoAbTNTRt2lTXXXedsrKyNGbMGD333HP67rvv1KhRIw0ZMkSbN2/WiBEj9Oabb+rLL7/Ul19+qTfffFO33XabtmzZoqpVq+qaa64JaQ3l4fdgew1sI99qcAOTB89NZduWazK7ouamp6frww8/LPBfRESEsrOzdfjw4WIfl5aWprS0NFWtWjXoc7Y912Q2ueazA5EbzHUXqDmTG5pscgObzT4vNNm25ZrMrqi5rL3g55rMNjlnuMMFF1xQ4pnK/+zHH3/U3//+d11wwQWqU6eOKleuLMdxvP+1atXKe9/8M6gB/ogI5mBDhw4N5nAwKP8gzUcffaQxY8boggsu0EUXXaRmzZppyJAhmjp1qkaMGKEePXqoQYMGkvL+WC1cuFDp6emlHqQxnU8N1GBLPjVQAzVQAzVQAzVQg+kaJGnw4MEKCwvTRx99pGXLlmnZsmUFbk9LS9PXX39d4Gcej0dxcXEaOXKkqlevHtIaysPvwfYa2Ea+r7dgyj+IcLKTDyLUqFGjyMflH0SoU6dO0LNty7VxzrblSlJGRkahbI/HI8dx9MMPP6hnz55FPm7z5s2SpLp16wZ1zrbl2jhn23JtnLOpdWdyzuTaO2fbck1ms8+zd85sC3tzJdae6Vxb5wz3yv9cpjTZ2dm666679N///tfnq6sdPXr0VKaGCi6oDVgoX0wepAlGPjVQgy351EAN1EAN1EAN1EANpmuQpOuvv17nnnuupk2bplWrViknJ6dQZr7atWurZ8+euvrqqxUTE1NqNr+HilED28j39RYsJg+em8q2LdfGOduWe+aZZ5b4zeZ9+/YVe9vixYslSa1btw7qnG3LtXHOtuXaNmeT687UnMm1e8625ZrKZp9n95zZFvbmsvbM59o6Z7hXdHS0T/e777779NZbb0mSIiMjddlll+m8885TgwYNFBsb6z0D2v79+3X77bdLUqHPRIGyoAELp8TkQZpg5FMDNdiSTw3UQA3UQA3UQA3UYLoGSWrWrJkeeeQRpaena+vWrdqzZ49SU1OVm5ur6OhoxcfHq3Hjxqpfv36ZcoNVQ3n4PdheA9vIPUweRDCVbVuuyWxyTxg/fnyxjy1N/fr1df311+vCCy8sdJtt24Lnsb25JrNN5Zpad5J928K2XJPZ5JrPZp9nPtu2XJPZ5J7A2jObazLbdNM47LZz50698cYbkvLW6oIFC9SiRYsi7/vLL78Ec2ooxxyPr+daC7Dk5GR99dVX+umnn3TkyBFVr15d7dq1U9++fRUfHx+KKeEUmThIE8x8anBHfnmogW3kjjGowR1jUIM7xqAGd4xBDe4Ygxrcgd+DO8awPb+81OBG06dPV1ZWli688EI1bNjQimzbck1mk2uebduC57G9uSazWXvkBjOb3OBkm8A2tjfXZDa55tm2LXgeIxAWLlzoPWNZ9+7dtXDhwmJvf/LJJ/XUU0+VmDd58mQNGzZMkvTKK6/o7rvvLva+s2bN0lVXXSVJGjp0qKZMmVLoPj169NCiRYskFfxynr/zQ/kUkgasl19+WSNHjtSxY8cK3RYbG6sxY8bo/vvvD/a0AAAAAAAAAAAAAAAAEESBbsB65pln9Nhjj0mSvv76a1122WXF3veuu+7Sa6+9Jsn/BqzFixere/fukqRRo0Zp9OjRJc4P5VPQL0H43HPP6ZFHHinySSlJx44d00MPPaSMjAw9/PDDQZ4dAAAAAAAAABvl5uZq9erVkqTOnTuHeDZAxcC6A0KDtQeEBmsPsEdsbKz339u2bSv2fr/++qveeeedUx6vSpUq3n+npqaech7sFNQGrMTERI0cOdL7/w0aNNBll12mOnXqaP/+/frmm2+0c+dOeTwePfnkkxo4cKCa/D/27js8imp/A/g76Z1O6EV674KodJQeQEAQVKqA0r2CYqEIKCgoXKooRQTpRXpNkBB6j/QSQoCQQEghPZv5/cEvexPTNsme2Tmb9/M8PtebnXnP93t2x83unMxUqKBliURERERERPQvjx49wpkzZxAcHAwA8PT0RJMmTaz29mtE+Y3IkwiismXLFZnN3P9JSEjArFmzoCgKtm/fbrZc2eaCr2N5c0Vmi8oVddwB8s2FbLkis5krPpvveeKzZcsVmc3c/+GxJzZXZDYXz+U/TZo0Mf77jz/+iH79+qFIkSJptgkMDETXrl3NsmCqYsWKxn8/f/58nvNITpouwFqxYgUSEhKgKAqGDh2KRYsWwd7e3vh4UlISRo8ejWXLliExMRErV67kpdkkJvokjRYngdiD5fO1GEP2fC3GYA/6GIM96GMM9qCPMdiDPsZgD/oYI6/5fn5+cHBwQOPGjdM9ZjAYsGzZMhw4cCDdY6tWrcJbb72F4cOHw9bW1qI96GEM9mD5fC3GsNbFiCJPnovKli1XZDZzxZNtLvg6ljdXZDaPPeZqmc1cbbJF4BzLmysym7niyTYXfB2TDF577TU0bdoUp06dwv3791G9enV89NFHqFGjBgwGA06ePIk1a9YgOjoaAwcOzPC2gzlRqFAhNGzYEOfPn4e3tzeGDx+Odu3awd3d3bhNy5Yt4ezsnMfOSM80XYCVck/MGjVqYNmyZVAUJW0xdnZYtGgRjh8/jn/++ce4PemP6JM0WpwEYg/sQYZ89sAe2AN7YA/sgT2wB9E9zJ49G4UKFcrwS4a5c+fCz88PqqrCwcEB5cqVA/Dyr8MSEhJw4MABxMfHY/z48RbtwRqeB9l74ByZZzEiEaX35ZdfmrxtcnJyhvspioIZM2aYtS4ia8bjjsgyeOwRWQaPPSLrtX79erRp0wb37t3D06dPMWvWrHTbjB49GuPHj8/zAiwAmDVrFrp06YKkpCT88ssv+OWXX9I8fu/ePd4BzsopqqqqWg1WsmRJhISEYMaMGfjiiy8y3e67777Dl19+CU9PTzx+/Fir8igHvLy8Mj1JM2fOnCxP0iiKgpYtW2Z5kkZ0PntgD7Lkswf2wB7YA3tgD+yBPViqh7Nnz+Lbb7+Foijo1q0b+vfvD0dHRwBAfHw81q1bh+3btxu/ZKxdu7buejDXGOzB8vnW0oOWcnoS4erVq1AUBbVq1TL+PLOTCKKyZcuVsWbZcoGXx6aiKMjLV5gZ/ZW7bHPB17G8uTLWLOq4E1kzc+WtWbZckdl8z5O3Zs6FvLkAjz3RubLWTNrz8fFB69atAby8UpSPj0+mj0+ZMgVTp041KTciIgI///wztm7ditu3bwMASpQogebNm2PIkCFo1aoVAgICjLcQ/PDDDzP8bqhVq1bGCwhl9d+Ls2fPYsGCBfDz88Pjx48RExNjfIwLsKyfplfACg8PBwBUrlw5y+0qVaqUZnuSx9mzZ3H8+HEoigIvL69MT9IcPXoU7du3z/QkjaXy2YM+8q2hB86RPsZgD/oYgz3oYwz2oI8x2IM+xmAPpjl06BCAl18uDB48OM1jjo6OGDRoECIjI3HkyBEcOnRIlz1Yw/Mgew+cI8vx9/fP8UkEVVXh7+9v/P+KomS4nahs2XJlrFm23NQqV65sXPyYGYPBgKNHj0JRFOMX85mRbS74OpY3V9aaAfMfdyJrZq68NcuWKzob4HuejDVzLuTNTS2/H3t8HZOltWrVKsvnMrvHM1OgQAFMmTIFU6ZMyXSbChUqZJv97wVhmWncuDF+//33nJRIVkTTBVjx8fFQFMX4RWVmUh5PSEjQoiwyI9EnaUTnswd95FtDD5wjfYzBHvQxBnvQxxjsQR9jsAd9jMEeTHPz5k0oioJ33nkn02169uyJI0eO4MaNGznO5/OgjzFkz7eWHkQScfJcdLZsuTLWLFNuly5dsHv3bty7dw916tRBv379Mv1uMS4uzvgXyWPHjrVYzTLmylizbLky1Sz6uBNRM3Plr1m2XBHZfM+Tv2bOhZy5PPa0yZW1ZiKinNB0ARZZP9EnaUTnazEGe9DHGLLnazEGe9DHGOxBH2OwB32MwR70MQZ70McYWvQQEREBBwcHlC1bNtNtypYtC0dHR4SFheU4n8+DPsaQPV+LMbToQQSRJxFEZcuWK2PNsuUCwLBhw9CyZUssXLgQ27Ztw/Hjx/HRRx+hSZMm2e5riZply5WxZtlyZaxZ1HEnsmbmyluzbLkis/meJ2/NnAt5cwEee6JzZa2ZiCg3bCxdAFkX0SdpROdrMQZ70McYsudrMQZ70McY7EEfY7AHfYzBHvQxBnvQxxha9ODo6AhbW9tst3NwcIDBYMhxPp8HfYwhe74WY2jRgwjDhg3DnDlzUKZMGWzbtg2jRo3CmTNndJ0tW67IbOamVbVqVfz0008YMGAAnj9/jpkzZ2LWrFl4+vSp7mqWLVdkNnPFZ4usWcRxJ7Jm5orPZq422XzPE5stW67IbOamxWOPr2MiInOwyAIsf39//P3335n+k/q+q8eOHcty27///tsSLVAmRJ+kEZ2vxRjsQR9jyJ6vxRjsQR9jsAd9jMEe9DEGe9DHGOxBH2OYO99gMCA0NDTNP6VKlUJsbCzi4uKy3C8mJgZubm45qh/g86CXMWTP12IMLXoQRdTJc5HZsuXKWLNsuSlsbW3Ru3dvLFiwALVr18apU6fwySefYPv27UhOTtZVzbLlylizbLmy1iziuBNZM3PlrVm2XNHZfM+Ts2bOhby5KXjs8XVMRJRXFrkF4ddff53tNoqiAABatWqV7XZJSUnmKItyKOUkTWqlSpXC7du3ERcXBycnp0z3i4mJgYeHh0Xz2QN7kCWfPbAH9sAe2AN7YA/sQXQPUVFRGDZsWIaP3b17FzVr1szwsQcPHsBgMKBw4cIW78EangfZe+AcmdaD1lJOIrz++utYvHgxTp06hUuXLqFfv37o1q0bbGxy/7d5orJly5WxZtlyUytVqhRmzJiBw4cPY8WKFVi1ahW8vb3x8ccfo3z58rqpWbZcGWuWLVfWmgHzH3cia2auvDXLlis6G+B7now1cy7kzU0tvx97fB0TEeWeRRZgqapqiWHJzESfpBGdr8UY7CF/9MA5Yg/mGoM9sAdzjcEe2IO5xmAP+aeHrD6jHTt2LNMxUi7rXrly5Szz+Tzkjx44R6b1YCkiTp6LzpYtV8aaZctNrW3btmjSpAmWL1+Ov//+G5MmTULLli11V7NsuTLWLFuurDUD5j/uRNbMXHlrli1XdDbA9zwZa+ZcyJubWn4/9vg6JiLKOU0XYLVo0cJ4ZSuSn+iTNKLztRiDPeSPHjhH7MFcY7AH9mCuMdgDezDXGOwhf/SwfPnyLB+3t7fP9LELFy6gWLFiqF+/fpYZfB7yRw+cI9N6sDQRJ89FZ8uWKzKbuWl5eHjg008/RevWrbF48WL4+PjkOVO2ueDrWN5ckdkiaxZx3AHyzYVsuSKzmatNNt/zxGbLlisym7lp8djj65iIKCc0XYBlrg9jZHmiT9JocRKIPbAHGfK1GIM9sAdzjcEe2IO5xmAP7MFcY7AH03ooXrx4lo9nZdasWdluw+chf/TAOTKtB70QdfJcZLZsuSKzmZtew4YNsWjRImzZsiXdbURzQ7a54OtY3lyR2aKPPXMfd4B8cyFbrshs5mqTDfA9T2S2bLkis5mbXn4/9vg6JiIyjaLyfoBERERERERERPlSfHx8mpMIY8eO1X22bLkis5krnmxzwdexvLkis3nsMVfLbOZqky0C51jeXJHZzBVPtrng65iIKHNcgEVERERERERERERERERERERERJRLmt6CkIiIiIiIiOSSnJyMkydP4uLFi3j69CkURUHx4sXRuHFjNGrUyNLlERFRPpKQkICEhAS4ubmleywyMhKXL1/GkydP4OLigqpVq6JSpUoWqJLIuvC4I7IMHntElsFjj4iI8kLzK2A9efIEs2fPBgCUKVMGEyZMyNH+8+bNQ1BQEADgyy+/RJEiRcxeI+Wd6JM0WpwEYg+Wz9diDNnztRiDPehjDPagjzHYgz7GYA/6GIM96GMMc+T7+/vDx8cH1atXR7t27dI8FhQUhO+++w4PHz4EAKR8fFQUBQBQvXp1TJo0CYUKFbJoD5Yegz1YPl+LMWRejCjyJIKobNlyZaxZptywsDAsXrwY586dg6qqKFasGAYPHozXXnsNALBv3z6sWrUKcXFxafarWbMmPv3002y/P5RpLkTmylizbLky1Sz6uBNRM3Plr1m2XBHZfM+Tv2bOhZy5PPa0yZW1ZiIiU2m+AOvjjz/G0qVLYWdnBx8fHzRv3jxH+584cQItW7aEwWDA6NGj8fPPP4splLIk+iSNFieB2AN7kCGfPbAH9sAe2AN7YA/sQXQP//3vf3H48GGMHTsWrVu3Nv48MjIS48aNQ1hYGFRVRalSpVC6dGkAwMOHD/Ho0SMoioLy5cvjhx9+gIODg8V6sIbnQfYeOEd5X4wogsiTCKKyZcuVsWbZchMSEjBu3Dg8evTIeOwBgI2NDaZOnYrY2Fh8//33xsc8PDwQFRUFVVWhKApKly6NefPmwdHRUfq54OtY3lzZahZ53Mk2FzLmylizbLmisvmeJ3fNnAt5c3nsic+VtWYiopzSdAFWWFgYSpYsiaSkJAwfPhyLFy/OVc6oUaOwePFiODk5ITg4GB4eHmaulLIj+iSN6Hz2wB5kyWcP7IE9sAf2wB7YA3sQ3cMnn3yChw8fYuXKlWkWj/z+++/YsmULChQogNGjR6NJkyZp9jt16hQWLlyIqKgoDBo0CF5eXhbrwRqeB9l74ByZ1oOWRJ5EEJUtW66MNcuWCwA7duzAihUr4OjoiP79+6NKlSq4efMm1q5di6pVqyI+Ph537txBnz594OXlBRcXF8THx2Pfvn1Ys2YNkpKSMHjwYHTr1k3queDrWN5cGWsWddzJOBey5cpYs2y5IrP5nidvzZwLeXMBHntazLGMNRMR5YadloNt3rwZiYmJsLOzw+TJk3OdM3nyZPzyyy+Ij4/Hpk2bMGTIEDNWSaa4fv06AKB+/fppfr59+3Y8e/Ys25M09+/fx969ezM9SSM6nz2wB1ny2QN7YA/sgT2wB/bAHkT3EBYWBjs7u3RX7jl9+jQURckwHwCaNm0KGxsbzJgxA8eOHePzkM974ByZ1oOW9u7di4cPH2Z4EmHjxo2Ij4+Hoih49913MzyJ8PDhQ+zfvz/Dk+eismXLlbFm2XKBl1fDVxQFw4YNQ/v27QG8/Gt1FxcXLFq0CIqioGvXrujXr59xH0dHR3h5eSEpKQm///47/Pz8pJ8Lvo7lzZWxZlHHnYxzIVuujDXLlisym+958tbMuZA3F+Cxx9dxxjUTEeWGjZaD+fj4AACaNWuGMmXK5DqnVKlSeP311wEA3t7e5iiNcigvJ2nGjBkDVVVx7Ngxi+WzB/YgSz57YA/sgT2wB/bAHtiD6B6SkpJgb2+f7udPnjyBvb09GjdunOm+jRs3hoODA4KCgizagzU8D7L3wDkyrQctpT6J4OXlhZo1a6J79+4YNmwY/P39cfv2bXTp0gX9+vWDi4sLgP+dROjXrx9UVYWfn5+m2bLlylizbLkA8ODBAwBAy5Yt0/w89f9/++23M9w35ecpGTLPBV/H8ubKWLOo407GuZAtV8aaZcsVmc33PHlr5lzImwvw2NNijmWsmYgoNzRdgHXhwgUoioJ27drlOat169ZQVRXnz583Q2WUU6JP0ojOZw/sQZZ89sAe2AN7YA/sgT2wB9E9FClSBLGxsXj+/Hman9vb28POzg6KomS6r6IosLOzg8FgsGgP1vA8yN4D58i0HrQk8uS5qGzZcmWsWbZcAIiNjYWLi0u623s6OjrC1dUVAFC8ePEM93Vzc4OLiwtiY2M1q1m2XBlrli1XxppFHXcia2auvDXLlisym+958tbMuZA3F+CxJzpX1pqJiHJD0wVYT548AYA8Xf0qRUpGSiZpS/RJGtH57IE9yJLPHtgDe2AP7IE9sAf2ILqHOnXqAAAOHTqU5ueVKlVCbGwsAgMDM903MDAQMTExKFasmEV7sIbnQfYeOEem9aAlkSfPRWXLlitjzbLlpmTExMQgKSkpzc8TExMRExMDAHj69GmG+8bGxiImJgaOjo6a1Sxbrow1y5YrY82ijjuRNTNX3pplyxWZzfc8eWvmXMibm5LBY4+vYyIic9B0AdaLFy8AAAUKFMhzloeHR5pM0pbokzSi89kDe5Alnz2wB/bAHtgDe2AP7EF0D506dYKiKNiwYUOaKwz36NEDqqpi0aJFGX7uioqKwsKFC6EoSoa3ZdOyB2t4HmTvgXNkWg9aEnnyXFS2bLky1ixbLgCULVsWAHDy5Mk0Pz9x4gRUVQUAHD9+PMN9U24LWrJkSc1qli1Xxpply5WxZlHHnciamStvzbLliszme568NXMu5M0FeOyJzpW1ZiKi3NB0AVbKwquwsLA8Z4WHhwP430Is0pbokzSi89kDe5Alnz2wB/bAHtgDe2AP7EF0DxUrVkTv3r2RmJiI6dOn44cffsCpU6dQrlw59O/fHzdu3MCwYcOwbNky7N69G7t378ayZcvw0Ucf4ebNm3B3d0fPnj0t2oM1PA+y98A5Mq0HLYk8eS4qW7ZcGWuWLRcAmjZtClVVsWTJEnh7eyMwMBBHjhzBsmXLoCgK3nrrLWzcuBHe3t5p9jt16hRWrVoFRVHQsGFDzWqWLVfGmmXLlbFmUcedyJqZK2/NsuWKzOZ7nrw1cy7kzQV47InOlbVmIqLcsNNysGLFiiEsLAy3b9/Oc9atW7eMmaS9lJM0GzZswPTp0/H666+jRYsWqFSpEvr3749169Zh2LBhaNWqlfF2kUFBQfDx8UFsbGy2J2lE57MH9iBLPntgD+yBPbAH9sAe2IPoHgDgvffeg42NDTZs2IDjx4+n+3IqJiYGe/fuTfMzVVVRqFAhfP3111le5ZjPQ/7ogXNk+vGmlaZNm+LGjRtYsmQJEhMTUalSJdy+fRu//fZbmpMIRYsWRevWrY37mXLyXFS2bLky1ixbLgB07twZ+/btQ0hICObPn2/8uaqqqFu3LgYPHozTp09j/vz5WLFiBTw9PfH06VOEh4dDVVW4ubmhc+fO0s8FX8fy5spYs6jjTsa5kC1XxpplyxWZzfc8eWvmXMibC/DY02KOZayZiCg3FDVl+acG+vXrhw0bNqBevXq4cOFCnrIaNGiAy5cvo3fv3li/fr2ZKqScWr9+PTZs2ICMXkaqqkJRlHQ/SzlJU6lSJYvnswf2IEs+e2AP7IE9sAf2wB7Yg+geAODOnTvYtGkTTp8+DYPBkOl2xYoVQ+vWrdGjRw+4uLiYlM3nIX/0wDky/XgTLS4uDqNHj0ZISEiamlNOInz55ZcYMWIEwsPD4e7unuFJhIULF6JQoUKaZcuWK2PNsuWmePLkCebNm4fr168bf9a0aVOMHj0a7u7uuHXrFqZPn47IyMg0+xUoUACff/45atasyeeOr2POcQ5rFnHcyTgXsuXKWLNsuaKz+Z4nZ82cC3lzU/DY4+uYxDt37pylS8iRRo0aWboEkpCmC7B+/fVXfPTRR1AUBYcOHUqz0jQnvL290bZtWyiKgqVLl2LYsGFmrpRyQuRJGi3y2YM+8q2hB86RPsZgD/oYgz3oYwz2oI8x2IM+xmAPORMbG4tbt27h0aNHiI6ORnJyMpydnVG4cGGUL18epUuXzlUunwd9jCF7vrX0oAVRJ89FZsuWK2PNsuWmFhoairCwMHh6eqJgwYJpHouJicHRo0fx4MEDKIqCV155Bc2bN4ezs3OmebLNBV/H8ubKWjNg/uNOxrmQLVfGmmXLFZ0N8D1Pxpo5F/Lmppbfjz2+jkkkLsCi/EDTBVhhYWGoUKECoqOjUbVqVZw4cSLdm1d2nj9/jtdeew03b96Em5sbAgICULhwYTEFU46IOkmjVT570Ee+NfTAOdLHGOxBH2OwB32MwR70MQZ70McY7EEf+DzoYwzZ862lBy2IOHkuOlu2XBlrli1XJNnmgq9jeXNlrVkU2eZCtlwZa5YtV3S2CJxjeXNlrFm2XJFkmwu+jkmElAVYVatWtXAl2bt58yYXYFGuaLoACwAmT56M77//3nhP1Y0bN6JixYom7Xv37l306dMH58+fh6IomDhxIr777jvBFRMRERERERERERERERERERFRbnABFuUHNloP+M0336Bhw4ZQVRXnz59H3bp1MXr0aJw5cybDy/obDAacOXMGo0aNQr169XDhwgUAQP369TFlyhStyyciIiIiIiIiIiIiIiIiIiIiC7ly5Qpat26N1q1b48qVK5YuhwgAYKf1gE5OTtixYwfatm2LmzdvIiYmBosXL8bixYvh5OSE8uXLGy8LGB4ejvv37yMuLg4AkHKxripVqmDHjh1wcnLSunwiIiIiIiKrsmDBAlSuXBktWrSAm5ubpcshIiLKVHR0NE6ePImLFy8iMDAQYWFhiI2NhaIocHV1RenSpVGtWjW0atUK5cqVs3S5RFaBxx2RZfDYI7IMHntERJQXmt+CMEVUVBSGDBmCzZs3py1IUdL8/3+X98477+C3336Dh4eH8Bopc6JP0mhxEog9WD5fizFkz9diDPagjzHYgz7GYA/6GIM96GMM9qCPMbTowcvLC4qiwM7ODk2bNkWbNm3QsGHDdJ/NcovPgz7GkD1fizGseTGiyJMIorJly5WxZtlyt23bho0bNyI2NjbNz//93WHK+9err76KkSNHolChQharWbZcGWuWLVe2mkUed6JqZq7cNcuWKyqb73ly18y5kDeXx574XFlrJvMw9y0Ir1y5gjFjxgB4+Z1OnTp1zJIL8BaElHsWW4CV4vz585g3bx4OHjyI0NDQDLcpWrQo3nrrLYwfP54vdJ0QfZJGdL4WY7AHfYwhe74WY7AHfYzBHvQxBnvQxxjsQR9jsAd9jKFlD6qqGnMLFSqE1q1bo02bNihTpoxZ8vk8WHYM2fO1GEOLHixB5EkEUdmy5cpYs2y5CxcuxKFDh4zvVYULF4bBYEB4eDgAwM7ODu3atUN8fDzu3LmDwMBAAEDhwoUxc+ZMlCpVSvOaZcuVsWbZcmWrWeRxJ6pm5spds2y5orL5nid3zZwLeXN57InPlbVmMh8uwKL8wOILsFK7ceMGHj58iGfPnkFVVRQpUgSlS5dG9erVLV0a/YtWJ2lE5bMHfeRbQw+cI32MwR70MQZ70McY7EEfY7AHfYzBHkwfw83NDd27d8eRI0fw6NEjAP/7Uqpq1apo27Yt3nzzTbi4uOi2B2t4HmTugXOkTyJPIojKli1Xxpplyz158iS+++472Nraonfv3vDy8jK+H0VFRWHTpk3466+/ULlyZcyePRu2trYICAjA0qVLce3aNZQuXRoLFiyAnZ2d9HPB17G8ubLVLPK4k20uZMyVsWbZckVl8z1P7po5F/Lm8tgTnytrzWReXIBF+YGuFmCRPLQ4SSMynz3oI98aeuAc6WMM9qCPMdiDPsZgD/oYgz3oYwz2YPoYhQoVwqpVqwAA169fx6FDh3D8+HHExMQYx7O3t0ezZs3Qtm1b1K9fX3c9WMPzIHMPnCP9EXkSQVS2bLky1ixbLgBMnToVFy9exLBhw9C5c+d0jwPA2rVrsWnTJgwaNAheXl4AgMTERHzxxRe4ffs2PvroI3Tq1EnqueDrWN5cGWsWddzJOBey5cpYs2y5IrP5nidvzZwLeXMBHntazLGMNZP5cQEW5QdcgEW5osVJGpH57EEf+dbQA+dIH2OwB32MwR70MQZ70McY7EEfY7CH3I2RIiEhASdOnMDhw4dx+fLlNFcFKlKkCNq0aYM2bdqgZMmSuuvBGp4H2XrgHOmPyJPnorJly5WxZtlyAeD9999HdHQ0NmzYAHt7+wyznz17hsGDB6N69eqYPXu28eeXL1/G119/jVq1amHWrFlSzwVfx/LmylizqONOxrmQLVfGmmXLFZnN9zx5a+ZcyJsL8NgTnStrzWR+mS3Aat26tSXKScfb29v471yA9T+rVq3CoEGDUL58eQQEBOQqI+U7ZW9vb7Rq1cp8xemQjaULIOtQvXp1jBo1CqtXr8aECRNQr149AC9P2hw7dgxTp07FkCFDsHbtWjx+/Fh3+exBH/nW0APnSB9jsAd9jMEe9DEGe9DHGOxBH2Owh5xxcHBAy5YtMX36dPz666/o378/SpYsCVVV8fTpU2zatAkjR47E559/jkOHDumqB2t4HmTvgXNkeXfu3IGNjQ3eeuutTLfp0KEDVFWFn5+f8Wf29vb44IMPoKoqfH19Nc2WLVfGmmXLBYCYmBg4OztnejIMAAoWLAjg5Ymx1GrXrg1bW1s8ePBAs5ply5WxZtlyZaxZ1HEnsmbmyluzbLkis/meJ2/NnAt5cwEee6JzZa2ZtKGXxVeAvmqRxfbt2zF16lRs377d0qXohmbX07ty5YpZL/uWmYsXL+r6L1CtXcpJmpYtW+Lp06c4cuQIvL298ejRI+NJmk2bNqF69epo164d2rVrp6t89qCPfGvogXOkjzHYgz7GYA/6GIM96GMM9qCPMdhDzhUtWhR9+vRBnz59cO3aNRw6dAh+fn6IiYnBtWvXcP36dV32YA3Pg+w9cI4sR+TJc1HZsuXKWLNsuQBQoEABhIWF4fnz5yhUqFCG2wQGBgJAutuD2tjYwNnZGbGxsZrVLFuujDXLlitjzaKOO5E1M1femmXLFZnN9zx5a+ZcyJsL8NgTnStrzUT0UoECBVCtWjWULl063WPbt2/H6tWr8eGHH6J79+6ZZlSrVg1A+v+GWiPNFmA1bNgQH3zwASZPnoxKlSqZPf/q1av4+uuvsWPHDiQlJZk9n3JOxEkaLfPZgz7yraEHzpE+xmAP+hiDPehjDPagjzHYgz7GYA85V6NGDdSoUQMfffSR8RaFV65cyVMmnwd9jCF7vrX0YC4iT56LypYtV8aaZcsFgJo1a8LX1xerV6/GuHHj0j2uqirWrFkDRVHS3coiMTERL168QJEiRTSrWbZcGWuWLVfGmkUddyJrZq68NcuWKzKb73ny1sy5kDcX4LEnOlfWmkl762tXtsi4ff1vW2RcWfTo0QM9evTIU8b169fNVI3+aXYLQoPBgFWrVqF69ero27cvfHx8zJK5a9cu9OrVC/Xq1cO2bdugqmreiyWzq1GjBkaPHo1Vq1Zh/PjxqFu3rlT5WozBHvQxhuz5WozBHvQxBnvQxxjsQR9jsAd9jMEe9DGGFj2kcHR0RKtWrfDtt9/i119/NVsunwd9jCF7vhZjaHm85UbNmjUBAKtXr87wcVNOInh4eGiaLVuujDXLlgsAXl5eAAAfHx989tln8PX1xb1793Dnzh14e3tjzJgxOH/+PICXtxdJLSAgAABQqlQpzWqWLVfGmmXLlbFmUcedyJqZK2/NsuWKzOZ7nrw1cy7kzQV47InOlbVmIqLc0OwKWEePHsUnn3wCf39/4+X5y5Yti549e6Jly5Zo1qwZPD09s80JDg7GqVOncOTIEWzYsAGhoaEAXv4HtE6dOli0aJHoVigPUk7StGrVCk+fPpUuX4sx2IM+xpA9X4sx2IM+xmAP+hiDPehjDPagjzHYgz7G0KKH1IoWLWr2TD4P+hhD9nwtxtD6eDOVl5cXfH194ePjg4cPH8LLywulS5dGcnIyAgMDsXXrVuOtFnJ68lxUtmy5MtYsWy4AVKlSBR9++CFWrVqFW7du4ccff0zzeMofY77//vuoXDntX0z7+fkBAOrUqSP9XPB1LG+ujDWLOu5knAvZcmWsWbZckdl8z5O3Zs6FvLkAjz3RubLWTJQTqqrijz/+wOrVq3Hp0iWEh4fDw8MDxYoVQ+PGjeHl5YXevXun2+/cuXNYsGABjh49iuDgYDg6OqJGjRro27cvRowYAScnp3T7VKhQAffv38fKlSvRr18//PDDD1i3bh3u3bsHV1dXvPHGG5g6dSrq16+fYa3379/HnDlzcPjwYQQGBkJVVRQrVgzlypVDu3btMHjwYJQrV864/apVqzBo0CCUL1/eeNz4+PigdevWxm1Wr16dbiHkvXv3UKFCBQCAoigAAG9vb7Rq1QoA8PHHH2PJkiV46623sH///kzndufOnejWrRucnJzw5MmTdIsmczOHImm2AOvNN9/ExYsXsWrVKkyfPh2BgYEIDAzE/PnzMX/+fABA2bJlUb16dRQuXBhFihSBu7s7IiMjERYWhrCwMFy7dg1BQUHGzJQ3vPLly+Obb77Bhx9+CBsbzS7qRXkk4iSNlvlajMEe9DGG7PlajMEe9DEGe9DHGOxBH2OwB32MwR70MUZ2+bVq1dL9X/vlh+dBhjFkz9diDC16MJXIk+eismXLlbFm2XJT9OjRA2XKlMHatWtx7969NI9VqFAB/fr1Q7NmzdLt5+XlhY4dO6JAgQKa1Sxbrow1y5Yra80ijjuRNTNX3pplyxWdzfc8OWvmXMibm4LHHl/HRHnx4YcfYs2aNcb/7+HhgejoaISFheHGjRvw8fFJtwBr2rRpmDZtmvF16u7ujujoaJw6dQqnTp3CmjVrsH///ky/a4qKisIbb7yBs2fPwtHRETY2Nnj27Bl27NiBgwcPwtvbG6+++mqafS5cuIBWrVohMjISAGBvbw9XV1c8ePAADx48wPHjx1GmTBkMHTo0y34dHBzg6emJiIgIxMXFwcnJKd1/B21tbbPM6N+/P5YsWYLDhw/jyZMnmV6sae3atQCArl27pvsOO69zKIJmC7CAl/dSHTx4MD744AOsX78eixcvxsmTJ42PpzyxWUl9i8HmzZvjk08+QZ8+fbJ9Asm8RJ+k0eIkEHuwfL4WY8ier8UY7EEfY7AHfYzBHvQxBnvQxxjsQR9jaNHDrFmzhObzedDHGLLnazGGDIsRc0rUyXOR2bLlylizbLkpmjRpgiZNmuD58+cIDQ2FoigoWrQoChUqlOk+BQsWzDJTtrng61jeXFlrFnHciayZufLWLFuu6Gy+58lZM+dC3twUPPb4OibKjWPHjmHNmjWwsbHBDz/8gCFDhqBAgQJQVRWhoaHw8fHBwYMH0+yzZMkSTJ06FUWKFMHUqVPx3nvvoXDhwkhISMCRI0eMtz4dOHAgdu3aleG4U6ZMQYECBbBv3z60a9cOiqLg+PHjeO+99xAUFIQxY8akWYsDAP/5z38QGRmJV199FYsXL0bDhg2hKAri4uJw8+ZNbNiwwaS71jVv3hzBwcEYOHAgVq9ejXfffRerVq3K0bw1b94cFSpUQEBAADZs2IAxY8ak2+bFixf466+/ALxcsJWaOeZQBEVNvaLJAm7evImtW7di//79OHv2LKKjozPd1t3dHU2aNEGHDh3Qo0cPVKpUScNKiYiIiIiIiIjklJOTCHrJli1XZDZzxZNtLvg6ljdXZDaPPeZqmc1cbbJF4BzLmysym7niyTYXfB2TuZ07dw4AULVqVePPUt/Gbn3tyun20UJf/9vGf/f29gbwcg1Lo0aNTNp/zpw5mDRpEt5++23s27cv2+0jIyNRtmxZxMbGwtfXN91VqgDgzp07qFu3LmJiYnDu3Dk0bNjQ+FjKLQidnZ1x+fLldFd327JlC3r16gXg5e0GU99O0MXFBbGxsThx4kSGCxMzktEtCFOkLMBKuRJdZjK6BSEAfPnll5g1axZeffVVnDp1Kt1+a9aswQcffIDChQsjODgY9vb2API+hyJpegWsjFStWhWff/45Pv/8cyQnJ+PevXsICAhAWFgY4uPj4ejoiCJFiqBixYqoUKGC8ckhIiIiIiIifXj8+DFKlixp6TKIKAuFChUS9uWzqGzZckVmMzdvTHmfkm0u+DqWN1dktp6OPVN/P5RtLmTLFZnNXG2yc8oa3/NEZsuWKzKbuXljjcceX8dEpkm5mnpoaCiSk5NhY2OT5fabN29GZGQk2rZtm+HCIQCoVKkSmjVrhiNHjuDAgQMZLh7q1atXusVXANCtWzcoigJVVeHv759mAZaHhwdiY2MRHByckxaF6d+/P2bNmoXTp0/j9u3b6fpJuf1g7969jYuvAPPNoQhZP/sas7GxQaVKldC2bVv07t0bAwYMQO/evdGmTRtUrFiRi6+szOPHj6XO12IM9qCPMWTP12IM9qCPMdiDPsZgD/oYgz3oYwz2oI8xssufMmUKnj17lqtsVVWxbds2jB07Nlf7myo/PA8yjCF7vhZjaNGDlkT2IypbtlyR2daSq+f3KWuZYz1nM1d8dka5ej7uAPmeP9lyRWYzN+tsPR971jLH+TFXZLa15PLY03+uyGxr+xwvsxvRsRb5J6/atm0LBwcHnD9/Hi1btsTvv/+OoKCgTLf38/MDAJw4cQIlSpTI9J+U7QIDAzPMadKkSYY/t7e3R/HixQG8vCpcap06dQIAfPDBB5g4cSL8/PyQkJCQs4bNqGbNmqhfvz6A/y22ShESEoLDhw8DAAYMGJDmMXPNoQi6WoBF8hD9y4gWv+ywB/YgQ74WY7AH9mCuMdgDezDXGOyBPZhrDPZgWg8XL17EqFGjsH///hzlBwYG4rPPPsPq1auz/KDO5yF/9MA50mYxYk6I7EdUtmy5IrOZ+z+i3qdkmwu+juXNFZktKlfk74eyzYVsuSKzmSs+m+954rNlyxWZzdz/4bEnNldktrV9js/vptx7aJF/8qpKlSpYunQpXFxc4Ovriw8//BBly5ZF2bJlMWTIEPj6+qbZPmXRX0xMDJ48eZLpP3FxccbtMuLu7p5pTU5OTgCAxMTEND//4Ycf8PrrryMqKsr47+7u7mjRogV++uknREZG5noecqt///4A0i/A2rBhA5KSklC+fHm8/vrraR4z1xyKwAVYlCuiT9KIztdiDPaQP3rgHLEHc43BHtiDucZgD+zBXGOwh/zTQ5kyZRATE4MlS5bgm2++QWhoaJbbGwwG/Pnnnxg/fjxu3boFOzs7vP/++xbtwRqeB9l74ByZ1oOWRPYjKlu2XBlrli0XEPc+Jdtc8HUsb66MNYv8/VC2uZAtV8aaZcsVmc33PHlr5lzImwvw2BOdK2vNRDkxaNAg3Lt3D//973/Rs2dPeHp6IigoCCtWrMCbb76Jjz/+2LitwWAAAAwfPhyqqmb7z6pVq8xWZ5EiReDr64vDhw9j/PjxaNy4MZKTk3Hs2DFMmDABVatWxZUrV8w2ninee+892NjY4NatWzhz5ozx5+vWrTM+/u875VlyDrNjp9lIZFXKlCmDoKAgLFmyBMePH8fo0aNRrFixTLc3GAzYuHEjNm/ejKSkJNjb26Nfv34Wy2cP7EGWfPbAHtgDe2AP7IE9sAfRPfz8889Yt24dtm/fjsuXL2PUqFEYOHAgOnbsmG7bW7duYcGCBXjw4AFUVUWNGjUwevRolC5d2qI9WMPzIHsPnCPTetCSyH5EZcuWK2PNsuUC4t6nZJsLvo7lzZWxZpG/H8o2F7LlylizbLkis/meJ2/NnAt5cwEee6JzZa2ZtDetYubfL4pkjqtgAUDx4sUxatQojBo1CgBw6dIlzJ07F2vWrMGSJUvQpUsXdOrUCZ6engC0vS3ev7Vp0wZt2rQBAERGRmLHjh2YNGkSHj9+jCFDhuD06dOa1VKqVCm0atUKR44cwdq1a9GkSRPcvXsXJ0+eBJD+9oMAdDGHmVFUVVUtWcCxY8ewd+9eXLlyBTdu3EB4eDiioqIAvLxsWsGCBVGtWjXUrl0bnTp1wptvvmnJcun/JSYmGn8ZUVUVjo6OZj1JIzqfPbAHWfLZA3tgD+yBPbAH9sAeRPeQev/58+fjwYMHUBQFtWvXxujRo+Hp6YnExET88ccf+Ouvv5CcnAwnJye8//776Ny5c7q/QLJED9bwPMjeA+coZ8ebFkT2IypbtlwZa5Yt99/7mfN9Sra54OtY3lxZa07Zx9y/H8o2F7LlylizbLmis1P2yc/veTLWzLmQN/ff++XnY4+vYxLt3LlzAICqVasaf9a6dWvjv6+vXVnzmgCgr/9t4797e3sDAG7evIlGjRqZJb9u3bq4cuUKPvvsM8yZMwfLli3DiBEj4ObmhocPH8LDwyNHeRUqVMD9+/excuVKDBw4MNfb/NuWLVvQq1cvKIqCqKgouLq6AgBWrVqFQYMGoXz58ggICEizz+DBg7Fy5Up88MEHWL16dabZKf+d9Pb2RqtWrdI9vmLFCgwZMgQlSpRAUFAQvvvuO3z99deoX78+Lly4kG77vM6hSBZbgLVy5UpMnToVQUFB6R5LKSmjN6zSpUtj2rRpGDhwYLZf9JN4ok7SaJXPHtiDLPnsgT2wB/bAHtgDe2APonsAgKSkJPz555/Ytm0bDAYDnJyc0LVrV/j6+iI4OBiqqqJevXoYNWoUihcvnqNsPg/5owfOkf6I7EdUtmy5MtYsW24KEe9Tss0FX8fy5spas6jfD2WbC9lyZaxZtlzR2XzPk7NmzoW8uSl47PF1TOJY6wKshIQEODg4ZPr4q6++ijNnzmDMmDGYP38+wsLCUKFCBURFReHjjz/GokWLMt03Ojoa9vb2afJzuwArKSkJNjY2sLGxyXCfPXv2oHPnzgCAsLAwFCpUCEDWC7DGjRuH+fPno1u3btixY0emfaQca5ktwIqIiICnpyfi4+Nx4MABjBkzBtevX8ePP/6ITz/9NN32eZ1DkTRfgBUTE4O+ffti9+7dAP632ConFEVBx44dsXHjRri4uJi7RMohkSdptMhnD/rIt4YeOEf6GIM96GMM9qCPMdiDPsZgD/oYgz3kzO3bt7FgwQLcv38fiqJAVVW4urpi0KBBaN++fa5z+TzoYwzZ862lBy2J7EdUtmy5MtYsW25q5n6fkm0u+DqWN1fWmgExvx/KNhey5cpYs2y5orMBvufJWDPnQt7c1PL7scfXMYlgrQuwhg0bhhcvXqBv37548803UbhwYQDAs2fP8PPPP2PGjBkAgL1796JDhw4AgKVLl2LkyJEvx+/bF5MnT0adOnUAvLyy25UrV7Bt2zb88ssvOHfuHMqUKWMcL7cLsAICAtCuXTsMHToUXbp0QY0aNWBrawtVVXH8+HEMHToUN27cQNOmTY23/wOyXoD166+/YtiwYShcuDBOnjyJKlWqZFhPdguwAKBXr17YsmULGjZsiPPnz8PGxgYPHjxAqVKlMtw+L3MokuYLsHr27Int27cb/3+LFi3QqVMnNGnSBBUrVkSRIkXg7OwMAIiNjcWzZ89w7949nDlzBnv27MHff//9snBFgZeXF7Zu3apl+ZQFUSdptMrXYgz2oI8xZM/XYgz2oI8x2IM+xmAP+hiDPehjDPagjzG06MHf3x8LFixASEgIVFWFoiioWrUqJkyYgBIlSuQ5n8+DPsaQPV+LMbToQUsi+xGVLVuujDXLlguIe5+SbS74OpY3V8aaRf5+KNtcyJYrY82y5YrM5nuevDVzLuTNBXjsic6VtWbKG2tdgDVw4MA0t99zd3eHoiiIjIw0/uyTTz7BwoUL0+w3d+5cTJo0CQaDAQDg7OwMZ2dnREREGH8GAEFBQWlulZmXBVgVK1Y0bgDX6zcAAQAASURBVGNvbw8PDw9EREQgKSkJAODp6YnDhw+jVq1axu2yWoD17NkzVKtWDc+ePYOiKChatKjxAkq+vr7GRU+mLMDatm0bevbsafz/bdu2xaFDhzLcNkVu51CkjK8vJsiuXbuwfft2KIqCmjVr4uzZs/Dx8cHEiRPRunVrVKhQAe7u7rCzs4OdnR3c3d1RoUIFtG7dGhMnToSPjw/OnDmDmjVrQlVV7NixA7t27dKyBcpCXFwc4uLijG9miqKgTJkyxpWGes/XYgz2oI8xZM/XYgz2oI8x2IM+xmAP+hiDPehjDPagjzFE5sfHx2Pp0qX46quv8OTJE7i5ueHtt9+Gra0tbt68ibFjx2Lnzp267kGrMdiD5fO1GEOLHrQksh9R2bLlylizTLmi36dkmguRuTLWLFuuTDVr8fuhLHMha66MNcuWKyKb73ny18y5kDOXx542ubLWTJSRr7/+Gj///DO6detmXFwWGxuL0qVLo2fPntizZ0+6xVcA8Omnn+Lq1asYPXo0atasCVtbW0RGRqJIkSJo0aIFvvrqK1y6dMlsC4dKly6NHTt2YMyYMWjSpAmKFSuGyMhIODs7o2HDhvjqq6/wzz//pFl8lZ0iRYrg6NGj6N27N0qUKIHnz5/j/v37uH//vnFRl6k6deqEggULGv9///79s91H6zk0haZXwOrTpw82b96MEiVK4NKlSyhWrFiucp48eYIGDRrgyZMn6NmzJzZt2mTmSikn4uPjsXLlSuzbtw+qqsLd3R3NmzfH4cOHYTAY4OjoiAEDBqBr1666zGcP+si3hh44R/oYgz3oYwz2oI8x2IM+xmAP+hiDPWTv4sWLWLRoEUJDQ6GqKl577TWMGDECBQsWREBAABYsWIA7d+5AURRUr14dY8aMyfQS0JbqQYsx2IPl862lBy2J7EdUtmy5MtYsW67I9ynZ5oKvY3lzZatZ9O+HMs2FjLky1ixbrqhsvufJXTPnQt5cHnvic2WtmczDWq+ARZSapguwKlasiMDAQHz11VeYNm1anrKmTJmCb7/9FuXKlUt3qTPSjugP4VqcBGIPls+3hh44R/oYgz3oYwz2oI8x2IM+xmAP+hiDPWQtJiYGK1aswKFDh6CqKjw8PDBixAi8/vrrabYzGAzYunUrNmzYgMTERDg4OKBfv37o0aMHFEWx+BxpMQZ7sHy+tfSgJZH9iMqWLVfGmmXKFf0+JdNciMyVsWbZcmWqWYvfD2WZC1lzZaxZtlwR2XzPk79mzoWcuTz2tMmVtWYyHy7AovxA0wVYzs7OSEhIwLp16/Duu+/mKWvDhg3o168fnJycEBMTY6YKyVSifxnR4kM+e2APMuSzB/bAHtgDe2AP7IE9iO5h8ODBCAsLg6qqeOONNzB8+HB4eHhkuv2DBw8wf/583Lp1C4qioHLlyhgzZgzKlStnsR6s4XmQvQfOkemLEbUish9R2bLlylizbLmAuPcp2eaCr2N5c2WsWeTvh7LNhWy5MtYsW67IbL7nyVsz50LeXIDHnhZzLGPNZH5cgEX5gaYLsDw9PfH06VMsXLgQI0eOzFPWkiVL8Mknn6BYsWJ48uSJmSokU4k+SSM6nz2wB1ny2QN7YA/sgT2wB/bAHkT34OXlhYIFC2LkyJFo1qxZptullpycjB07dmDdunVISEiAvb09Nm/ebLEerOF5kL0HzpFpPWhJZD+ismXLlbFm2XIBce9Tss0FX8fy5spYs8jfD2WbC9lyZaxZtlyR2XzPk7dmzoW8uQCPPdG5stZM5pfdAiw94AIsyitNF2C9/vrrOHHiBFq0aAEfH588ZbVo0QK+vr5o1qwZ/Pz8zFMgmUz0SRrR+eyBPciSzx7YA3tgD+yBPbAH9iC6h59++gnDhg2Dm5ubSfmpPXz4EAsWLMCNGzewfft2i/VgDc+D7D1wjkzrQUsi+xGVLVuujDXLlguIe5+SbS74OpY3V8aaRf5+KNtcyJYrY82y5YrM5nuevDVzLuTNBXjsic6VtWYyPy7AonxB1dCcOXNURVFUGxsbddKkSWpycnKOM5KTk9VJkyYZc3744QcBlVJ25s2bp0ZFReVq36CgIHXixImql5eXxfK1GIM95I8eOEfswVxjsAf2YK4x2AN7MNcY7CH/9JBXycnJ6l9//ZXp43we8kcPnCNtjrecENmPqGzZckVmM9d8Mnufkm0u+DqWN1dktl6Pvax+P5RtLmTLFZnNXG2y88Ja3vNEZsuWKzKbueZjLcceX8ck2tmzZ9WzZ8+qkZGRaf5p1KiRLv5JXdPZs2ctPV0kKU0XYEVERKhlypRRbWxsVBsbG7Vhw4bq77//roaGhma7b2hoqPr777+rDRs2VG1sbFRFUdSyZcuqERERGlRO5pbdSRq952sxBnvQxxiy52sxBnvQxxjsQR9jsAd9jMEe9DEGe9DHGFr0IBqfB32MIXu+FmNYw/GWmsh+RGXLlisym7niyTYXfB3Lmysym8cec7XMZq422SJwjuXNFZnNXPFkmwu+jik7mS3Ayu0/x48fNy6eOn78uNlyuQCL8kLTWxACgJ+fHzp37oyIiAgoimL8ebly5VCxYkUULVoUTk5OAIC4uDg8ffoU9+7dQ2BgYOqrdsHDwwN79uxB8+bNtSyfiIiIiIiIUomJicFff/2Fvn37WroUIiKidPg+RaQ9HndElsFjj8gyeOwRmSajWxDmxZUrVzBmzBgAwIIFC1CnTh2z5AK8BSHlno3WAzZv3hy+vr5o1qwZ1JdX4IKqqggMDMTRo0exZcsWrF27FmvXrsWWLVtw9OhRBAYGptm2adOm8PX15eIricXExGD9+vXS5msxBnvQxxiy52sxBnvQxxjsQR9jsAd9jMEe9DEGe9DHGCLzo6OjsW7dOgwdOlTaHrQagz1YPl+LMbToQUsi+xGVLVuuyGzmin+fkmkuROaKzGau+Gxz52rx+6EscyFrrshs5orL5nuedtmy5YrMZi6PPa1yRWZb2+d4IrI8O0sMWqtWLfj5+WHfvn1Yv3499u7di9DQ0Cz3KVasGDp06IC+ffuiY8eOGlVK5hYdHY0dO3Zg165diImJMftqcNH5WozBHvQxhuz5WozBHvQxBnvQxxjsQR9jsAd9jMEe9DFGbvMfPXqEwMBAJCcno0SJEnjllVfSbRMTE4OtW7di9+7diI2NhaqqsLe3N2v9QP5+HvQ0huz5WoyhRQ9aEtmPqGzZckVmW3uuHt6n9DIXls4Vmc1c8dk5ydXDcZfTmpmrr2zm5i5bD8eetc+xNeeKzLb2XB57+skVmW1tn+OJSD8ssgArRYcOHdChQwcAQEhICG7cuIHw8HC8ePECAODm5oaCBQuiWrVqKF68uCVLpSyI/mVEi1922IPl862hB84Re2AP7IE9sAf2wB5k7SE4OBjz5s3DzZs30/y8fPny+PTTT1GuXDkAwIEDB/D777/jxYsXUFUVzs7O6NChA7y8vCzeg1ZjsAfL51tLD1oS2Y+obNlyZaxZplzR71MyzYXIXBlrli1Xppq1+P1QlrmQNVfGmmXLFZHN9zz5a+ZcyJnLY0+bXFlrJn2qU6cOvL29LV0GURoWXYCVWvHixbnISjKifxnR4kM+e2APMuSzB/bAHtgDe2AP7IE9iMyPiYnB5MmTERYWBlVV0zwWEBCAr7/+GosWLcKqVatw6NAhqKoKDw8PdO3aFZ06dYKbm5vF50iLMdiD5fOtpQctiexHVLZsuTLWLFuuyPcp2eaCr2N5c2WrWfTvhzLNhYy5MtYsW66obL7nyV0z50LeXB574nNlrZmIKKcU9d/vJEQmiImJwahRozL8ZQQAChYsmKcP4aLz2QN7kCWfPbAH9sAe2AN7YA/sQXQPmzdvxpo1a2Bvb4/evXujYcOGAIBz585h06ZNMBgMqF69Oq5duwYXFxf06dMHnTp1gqOjY7bZWvVgDc+D7D1wjkzrQUsi+xGVLVuujDXLlguIe5+SbS74OpY3V8aaRf5+KNtcyJYrY82y5YrM5nuevDVzLuTNBXjsic6VtWYyv3PnzgEAqlatauFKsnfz5k00atTI0mWQhLgAi3JF9Eka0fnsgT3Iks8e2AN7YA/sgT2wB/YguodJkybhxo0bGDx4MLp165bmsR07dmDFihVQFAUlSpTAt99+i2LFipmcrVUP1vA8yN4D50h/RPYjKlu2XBlrli0XEPc+Jdtc8HUsb66MNYv8/VC2uZAtV8aaZcsVmc33PHlr5lzImwvw2BOdK2vNZH5cgEX5gW5uQUhyOXPmDBRFwQcffJDml5EqVarA2dkZK1aswPXr11GyZMlcnaQRnc8e9JFvDT1wjvQxBnvQxxjsQR9jsAd9jMEe9DEGezBNUFAQAKBdu3bpHmvfvj1WrFgBABg4cKAu50iLMdiD5fOtpQctiexHVLZsuTLWLFsuIO59Sra54OtY3lwZaxb5+6FscyFbrow1y5YrMpvvefLWzLmQNxfgsSc6V9aaSZx/3y6SyJrYWLqA3FqxYgXatGmDtm3bWrqUfCm7X0ZS5PYkjeh8LcZgD/oYQ/Z8LcZgD/oYgz3oYwz2oI8x2IM+xmAP+hhDix5iYmLg6uoKFxeXdI+5uLjA1dUVAFC7du1c5fN50McYsudrMYYWPWhJZD+ismXLFZnN3P8R9T4l21zwdSxvrshsUbkifz+UbS5kyxWZzVzx2XzPE58tW67IbOb+D489sbkis63tc7y1a9SokVT/EOWGtAuw7t27Bx8fH/j4+Fi6lHxJ9Eka0flajMEe9DGG7PlajMEe9DEGe9DHGOxBH2OwB32MwR70MYYWPSQnJ8Pe3j7Tx1Mec3Nzy1U+nwd9jCF7vhZjaNGDlkT2IypbtlwZa5YtFxD3PiXbXPB1LG+ujDWL/P1QtrmQLVfGmmXLFZnN9zx5a+ZcyJsL8NgTnStrzUREuSHtAiyyLNEnaUTnazEGe9DHGLLnazEGe9DHGOxBH2OwB32MwR70MQZ70McYWvQgGp8HfYwhe74WY1jD8ZaayH5EZcuWKzKbueLJNhd8HcubKzKbxx5ztcxmrjbZInCO5c0Vmc1c8WSbC76OiYjyzs7SBRAREREREZFlJSYm4p9//oGqqukeS0pKAoBMH0/BvyYkIiJR+D5FpD0ed0SWwWOPyDJ47BERkTlwARblmuhfRrT4ZYc9ZD8Ge7B8vhZjsIfs87UYgz1kn6/FGOwh+3wtxmAP2edrMQZ7yD5fizG06CE6Ohpffvlllttk9/j27dszfYzPQ/b5Wowhe74WY1jbl+4i+xGVLVuujDXLlguIe5+SbS74OpY3V8aaRf5+KNtcyJYrY82y5YrM5nuevDVzLuTNBXjsic6VtWYiopxS1Kz+a2Nmr7zyitmywsPDER4eDkVRYDAYzJZLpvHy8oKiKHnOyexDuOh8LcZgD9nnazGG7PlajMEess/XYgz2kH2+FmOwh+zztRiDPWSfr8UY7CH7fC3G0KqHvFIUxeI9WMPzIHMPnKPs87Umsh9R2bLlisxmbtrsvMrofUq2ueDrWN5ckdkic/Mqs98PZZwLmXJFZjNXfDbf88Rny5YrMpu5abPzyhqOPb6OSbRz585ZuoQcadSokaVLIAlpegWsgIAAKIoCVVXN8h9Dsqy8rt3L7jUgOl+LMdhD/uiBc8QezDUGe2AP5hqDPbAHc43BHvJHD8uXL89Tvin4POSPHjhHpvWgJZH9iMqWLVdkNnNfEvk+Jdtc8HUsb67IbBG5on8/lGkuZMwVmc1csdl8z9MmW7ZckdnMfYnHnvhckdnW9jmeiOSm6RWwbGxsjAuwzEVReAUsSwgJCTFLTvHixS2Sr8UY7CH7fC3GkD1fizHYQ/b5WozBHrLP12IM9pB9vhZjsIfs87UYgz1kn6/FGFr0IBqfh+zztRhD9nwtxrCG4y01kf2IypYtV2Q2c8WTbS74OpY3V2Q2jz3mWsPrTbZc0dkicI7lzRWZzVzxZJsLvo5JtJQrYFWtWtXClWTv5s2bvAIW5YqmC7CKFi2K58+fo27dunm+lN/cuXOxcOFCLsAiIiIiIiLSUEREBOzs7ODq6mrpUoiIiNLh+xSR9njcEVkGjz0iy+CxR5Q7XIBF+YGmtyBs1KgRDh48iFu3bqFcuXJ5uqRfgQIFzFgZiSb6lxEtftlhD5bP12IM2fO1GIM96GMM9qCPMdiDPsZgD/oYgz3oY4zc5sfExAAAXFxcMnw8MTERa9asweHDhxEdHQ0AKFasGLp164auXbvmreh/yc/Pg57GkD1fizGs7Ut3kf2IypYtV2S2tefq4X1KL3Nh6VyR2cwVn52TXD0cdzmtmbn6ymZu7rL1cOxZ+xxbc67IbGvP5bGnn1yR2db2OZ6I9MciC7BiY2Pxzz//oHbt2loOT2Ym+pcRLX7ZYQ/sQYZ89sAe2AN7YA/sgT2wB5H5/v7++Oqrr1CwYEH89ttvsLW1TfO4wWDA1KlT8c8//6S5nXxISAh+++03PHnyBEOHDrVoD1qMwR4sn28tPWhJZD+ismXLlbFm2XJFvk/JNhd8HcubK1vNon8/lGkuZMyVsWbZckVl8z1P7po5F/Lm8tgTnytrzaRvV65cwZgxYwAACxYsQJ06dSxcEZHGtyDcunUrevXqBUVRsGLFCnz44Ye5zvr6668xc+ZM3oLQQkz5ZeSbb75J98sIACiKgi5dumT5IVx0PntgD7Lkswf2wB7YA3tgD+yBPYjuYf369fjzzz/RvXt3DBo0KN3j+/btw5IlS6AoCsqUKYNWrVrByckJf//9N27cuAFFUfDDDz+gSpUqFuvBGp4H2XvgHJnWg5ZE9iMqW7ZcGWuWLRcQ9z4l21zwdSxvrow1i/z9ULa5kC1XxpplyxWZzfc8eWvmXMibC/DYE50ra81kfua+BaHIBVi8BSHllo2Wg6W8SFVVNR5gJCd/f3+oqoqWLVumezMDgIMHD8Lf3x8AULZsWbz//vsYNmwYqlWrBlVVsWvXLty6dcti+eyBPciSzx7YA3tgD+yBPbAH9iC6h2vXrkFRFDRt2jTDx/fu3QsAqFixIubNm4devXqhS5cu+P77741XNT58+LBFe7CG50H2HjhHpvWgJZH9iMqWLVfGmmXLBcS9T8k2F3wdy5srY80ifz+UbS5ky5WxZtlyRWbzPU/emjkX8uYCPPZE58paMxFRbthpOVj58uWxYMECGAwGVKhQIU9Z3377Lb799lvzFEY5lpNfRmbPng0HBwcAQKdOnfD111/jn3/+weHDhzP9K3nR+eyBPciSzx7YA3tgD+yBPbAH9iC6h5CQEABA5cqV0z32/PlzBAQEQFEU9O7d25gPADY2NujTpw+++eYbXLt2LdN8Pg/5owfOkWk9aElkP6KyZcuVsWbZcgFx71OyzQVfx/LmylizyN8PZZsL2XJlrFm2XJHZfM+Tt2bOhby5AI890bmy1kxElBuaXgELAEaNGoWxY8fCy8tL66HJjPL6y4iqqlmepBGdzx7Ygyz57IE9sAf2wB7YA3tgD6J7CA8Ph6ura5r9U1y/fh3Ay8uyN2jQIN3jNWvWTFOnpXqwhudB9h44R6b1oCWR/YjKli1XxpplywXEvU/JNhd8HcubK2PNIn8/lG0uZMuVsWbZckVm8z1P3po5F/LmAjz2ROfKWjMRUW5oegUssh6iT9KIzmcP7EGWfPbAHtgDe2AP7IE9sAfRPSQkJMDGJuO/zbl9+zYAoHTp0nB2dk73uL29PVxdXREXF2fRHqzheZC9B86RaT1oSWQ/orJly5WxZtlyAXHvU7LNBV/H8ubKWLPI3w9lmwvZcmWsWbZckdl8z5O3Zs6FvLkAjz3RubLWTNpp3bp1njPGjBmT5wxvb+88Z4gQEBCAihUrAgDu3buX5zvNkVhcgEW5Ivokjeh89sAeZMlnD+yBPbAH9sAe2AN7EN2Du7s7wsPD8fz5cxQqVCjNYzdu3ICiKBn+JWHqGu3t7S3agzU8D7L3wDkyrQctiexHVLZsuTLWLFsuIO59Sra54OtY3lwZaxb5+6FscyFbrow1y5YrMpvvefLWzLmQNxfgsSc6V9aaSRvmWHxlLq1bt871IqxVq1YhICAArVq1QqtWrcxbWD62fft2XLx4EfXr10f37t0tXY5JNL8FIVkHd3d3JCYm4vnz5+keM8dJGtH57IE9yJLPHtgDe2AP7IE9sAf2ILqHV155BUD6v/KKiIjA1atXAQC1atXKcN9nz54hMTERhQsXtmgP1vA8yN4D58i0HrQksh9R2bLlylizbLmAuPcp2eaCr2N5c2WsWeTvh7LNhWy5MtYsW67IbL7nyVsz50LeXIDHnuhcWWsmyolVq1Zh2rRp8PHxsXQpVmX79u2YNm0atm/fbulSTMYFWJQrok/SiM5nD+xBlnz2wB7YA3tgD+yBPbAH0T28+eabUFUVGzZsgJ+fHxITExEcHIyff/4ZBoMBdnZ2eO211zLcN6WG8uXLW7QHa3geZO+Bc2RaD1oS2Y+obNlyZaxZtlxA3PuUbHPB17G8uTLWLPL3Q9nmQrZcGWuWLVdkNt/z5K2ZcyFvLsBjT3SurDWT9iqvWm+Rf4jMycbSBUyfPj1X/8yYMQPz58/HmjVrcPnyZSQnJ1u6lXxF9Eka0fnsgT3Iks8e2AN7YA/sgT2wB/YguoeWLVuiSpUqiIuLw5w5c9C7d2+MGDECFy5cgKIo6Nq1K9zc3DLc99ixY1AUBTVr1rRoD9bwPMjeA+fItB60JLIfUdmy5cpYs2y5gLj3Kdnmgq9jeXNlrFnk74eyzYVsuTLWLFuuyGy+58lbM+dC3lyAx57oXFlrJiLKDTtLFzB16lQoipLnnGLFimHYsGGYPHlyhvdxJfNq2bIldu/ejVu3bmHOnDlpHjPHSRrR+eyBPciSzx7YA3tgD+yBPbAH9iC6BxsbG0yZMgU//vgjLl68mCa/devWGDBgQIb7BQcH48yZMwCAxo0bW7QHa3geZO+Bc2RaD1oS2Y+obNlyZaxZtlxA3PuUbHPB17G8uTLWLPL3Q9nmQrZcGWuWLVdkNt/z5K2ZcyFvLsBjT3SurDUTmWLVqlUYNGiQ8f9PmzYN06ZNS7ONqqrGf4+OjsaCBQuwZcsW3Lx5E4mJiShbtiw6dOiAiRMnokyZMrmqIzY2FkuXLsXmzZtx7do1REdHw9PTEy1btsSECRPQoEGDTGsvX748AgICsHfvXixYsADnzp3D06dPMW/ePIwbNw4AcOLECWzZsgV+fn548OABQkJC4Obmhnr16mHAgAH48MMPYWtrm24MHx8ftG7d2jgP165dw8yZM3H48GGEhYWhbNmy6NWrF7766qs0x2rq/QBg9erVWL16dZrse/fuoUKFCrmaL5EsfgUs4OVkp/zz7///738yezwkJASzZs1CgwYN8PDhQ0u2ky+k/DJSv379dM+POU7SiM5nD+xBlnz2wB7YA3tgD+yBPbAH0T0AgLu7O6ZNm4ZFixZh4sSJmDhxIpYtW4axY8dm+OE5xaRJk/DVV1+hVKlSFu3BGp4H2XvgHJl+vGlFZD+ismXLlbFm2XJTiHifkm0u+DqWN1fWmkX9fijbXMiWK2PNsuWKzuZ7npw1cy7kzU3BY4+vY6LccHZ2hqenJ+zt7QEArq6u8PT0TPNPivv376NBgwaYPHkyzp07h4SEBNjb2+PWrVv473//i5o1a+LIkSM5ruH27duoV68eJkyYAD8/P0RGRsLBwQEPHjzAH3/8gSZNmmD58uVZZsydOxedOnXC/v37kZiYCBubtMuImjdvjrlz5+LEiRMIDw+Hs7MzwsLC4O3tjSFDhsDLywtJSUlZjnHo0CE0btwYa9euRWxsLJKSknDnzh3Mnj0b7du3R2JionFbBwcHeHp6wsnJCQDg5OSUbl6z+m+zJSlqyn+FLOTo0aMAgCVLlmDjxo2ws7NDx44d0bp1a7zyyitwdXVFdHQ07t69C29vb+zduxcGgwF9+vTB0KFD8ezZM5w+fRpr1qxBaGgoAKBRo0bG/2iSeEFBQbh//z4AoHLlymn+Q/JvwcHBCAgIgJ2dnclvaKLz2QN7kCWfPbAH9sAe2AN7YA/sQXQPovF5yB89cI70R2Q/orJly5WxZtlyRZJtLvg6ljdX1ppFkW0uZMuVsWbZckVni8A5ljdXxpplyxVJtrng65hEOHfuHACgatWqxp+lvspR5VXrNa8JAG4P7Gv8d29vbwDAzZs30ahRI5MzWrVqhaNHj2LKlCmYOnVquseTkpLQtGlTnD9/Hp6envjll1/QuXNn2Nra4sKFCxg2bBjOnTuHAgUK4MqVKyhbtqxx34CAAFSsWBFA+qs+RUVFoWHDhrh9+za6deuGb775BvXq1YOdnR0ePXqEOXPmYP78+bC1tcXx48fRtGlT474pV8BycnJCYmIihg8fjm+++Qaenp6Ii4vD06dPjVfk6t69Oz744AO0aNECRYsWBQBERERg7dq1+PzzzxEVFYU5c+bgs88+S9N36itZFSpUCO3bt8fs2bNRoUIFREdH47///S8mT54MVVWxZMkSjBgxIs3+AwcOxOrVq/Hhhx9i1apVJj8flmTxBVgA8Nlnn2HevHmoV68e/vzzT1SrVi3Tba9fv46+ffviypUr+M9//oPZs2cDACIjI9GrVy8cOnQIiqJgw4YN6NWrl1YtEBEREREREREREREREREREdG/5OcFWOvWrUP//v1hY2ODkydPokmTJmkeDwsLQ61atRAcHIwRI0ZgyZIlxseyWoA1depUTJs2Dd27d8fWrVuhKEq6sUeMGIFly5aha9eu+Ouvv4w/T337xH79+mHdunUm95va2rVrMWDAAFSoUAH37t1L81jqBVjt27fH/v3709XYtWtX7Nq1C61bt053BTAZF2BZ/BaER44cwdy5c1GsWDEcOnQoy8VXAFC9enUcOnQIRYoUwY8//ggfHx8AgIeHBzZt2oSCBQsCADZv3iy4ciIiIiIiIiIiIiIiIiIiIiKijG3cuBEA0LFjx3SLrwCgcOHCGDt2rHFbU6+htGLFCgDAp59+muHiKwDo378/gJfrcgwGQ4bb/PvKVTnRuXNnAC8Xij169CjT7T7//PMMa+zevTsAwN/fP9c16ImdpQtYsmQJFEXBkCFDULhwYZP2KVq0KIYOHYrvv/8eS5YsQatWrQAABQoUQN++fbF06VLegpCIiIiIiIiIiIiIiIiIiIhI52Jv3bB0CcKkXP2rTZs2mW7Trl07fPHFFwgLC0tz1avMBAUF4cGDBwCAd955J9MFWCmLrqKjo/Hs2TMUL148zePOzs6oV69elmMlJSVh9erV2LRpEy5duoSwsDAkJCSk2+7Ro0coVapUhhkZLTwDgNKlSwMAnj9/nmUNsrD4AqzTp08DAOrWrZuj/VK2P3nyZJqfp1wKLiQkxAzVEREREREREREREREREREREZEoD2dOsXQJwoSGhgL432KjjJQpU8b47yEhIdkuwHr8+HGa7U0RExOT7mdFihSBjU3mN8578eIF3n77bfj5+Rl/5uTkhKJFi8LW1hYA8OTJEwAvF3llxt3dPcOfOzk5AXi5yMsaWHwBVsqLIT4+Pkf7pWz/7xdToUKFACDTy6cREREREREREREREREREREREcko9XqYx48fo0SJErnKSVlElZlvv/0Wfn5+sLe3x9y5c9GzZ880C8kMBgPs7F4uOzL11onWzOILsAoVKoQnT57g77//xgcffGDyfn///TcAoGDBgml+nrKqztTbGRIRERERERERERERERERERGRZZT+cppFxtXiylvFihVDUFAQHj58mOk2QUFBxn//920CM+Lp6Wn898DAwFwvwMrOpk2bAABffPEFRo8ene7xlKtf0UsWX4DVpEkT7Ny5E2vWrMGIESPQuHHjbPc5ffo0/vjjDyiKgldffTXNY7dv3wYAFC1aVEi9RERERERERERERERERERERGQezlWqWbqEXEu5hV9mV4Bq3LgxgoKCcPjwYUyYMCHDbQ4dOgTg5YWGKlSokO2YFStWRIkSJRAcHIxdu3alWzdjLikLw5o0aZLh497e3kLGBbKfVz3K/GaOGhk6dCiAl/d0bN++PX777bdM7++YlJSEX3/9FW+//TYSExMBAB999FGabY4ePQpFUVCrVi2xhRMRERERERERERERERERERFRvuXh4QEACA8Pz/DxPn36AAD27duHM2fOpHs8LCwM8+fPBwC8++67UBTFpHEHDx4MAFiwYIHxQkWZef78uUmZ/1agQAEAwPXr19M9Fhsbi5kzZ+Yq1xTZzaseWXwBVteuXfHee+9BVVVERkbio48+gqenJ7p164bx48fjyy+/xPjx49GtWzeUKFECw4cPR0REBADgvffeQ+fOnY1ZgYGBOH78OACgffv2FumHiIiIiIiIiIiIiIiIiIiIiKxf7dq1AbxcYPX48eN0j/fu3RsNGzZEcnIyunbtip07dyI5ORkAcOHCBbz11lsIDg5GgQIF8MUXX5g87qRJk1C1alVERETgjTfewOrVqxEVFWV8PCQkBBs3bkTHjh0xceLEXPWWsu5m5syZ2L17t7Huixcvon379ggJCclVrilS5tXX1xe3bt0SNo45WfwWhACwevVqODk5YcWKFQBerr7bvXt3htumXF5syJAhWLp0aZrHkpOTsX79egDA22+/LbBiIiIiIiIiIiIiIiIiIiIiIsrP3n//ffz444+4efMmypQpg+LFi8PR0REAEBAQADs7O2zduhXt27fHrVu30K1bNzg5OcHe3t64YMrNzQ1btmxB2bJlTR7Xw8MDBw4cgJeXFy5duoSBAwdi8ODBKFiwIOLj4xEdHW3cNuXOdDk1Y8YMHDx4EE+fPkWXLl3g4OAAR0dHREVFwdnZGdu3bxe2NqdHjx74/PPP8ezZM1SrVg1FixaFi4sLgJeLssqUKSNk3Lyw+BWwAMDW1ha//vorDh8+jC5dusDe3h6qqqb7x87ODl26dMHhw4exfPly2NrapsmpUKEC3nnnHbzzzjtwc3OzUDdEREREREREREREREREREREZO2qVauGw4cPo3PnzihSpAhCQ0Nx//593L9/37hN+fLlceHCBcycORMNGzaEnZ0dEhISULlyZYwePRpXr15F27Ztczx2+fLlcebMGaxYsQIdOnRA0aJFERkZaazrvffew5o1a/Dzzz/nqrdXXnkFp0+fxoABA1C8eHGoqgoPDw/0798fZ86cwVtvvZWrXFMUKVIER48eRe/evVGiRAk8f/7cOK9JSUnCxs0LRU25pJSOxMfH49KlS3j06BGio6Ph6uqKUqVKoV69esaVgkRERERERERERERERERERESkb+fOnQMAVK1a1fiz1q1bG/+98qr1mtcEALcH9jX+u7e3NwDg5s2baNSokUXqIbnp4haE/+bo6IhXX33V0mUQERERERERERERERERERERERFlSRe3ICQiIiIiIiIiIiIiIiIiIiIiIpKRLq+AlZCQgAsXLuDx48eIioqCu7s7SpUqhQYNGsDe3t7S5RERERERERERERERERERERGRGaS+FSCRrHS1AOv06dOYPXs29uzZg4SEhHSPOzg4oEuXLpg4cSKaNGligQqJiIiIiIiIiIiIiIiIiIiIiIj+Rze3IJwyZQpef/11bN++HfHx8VBVNd0/8fHx2Lp1K5o3b45p06ZZumQiIiIiIiIiIiIiIiIiIiIiyiFvb29Ll2Ckp1pIXrq4AtbMmTPx7bffQlEUqKoKd3d3vPHGG6hatSrc3Nzw4sUL3Lx5E76+voiKioLBYMD06dNhb2+PyZMnW7p8IiIiIiIiIiIiIiIiIiIiIsqB3C58unLlCsaMGQMAWLBgAerUqWPOsohyxeILsG7duoVp06ZBURQ4ODhg2rRpGDVqFFxcXNJtGxsbi4ULF2LKlCmIi4vDtGnT0KdPH1SuXNkClRMRERERERERERERERERERERUX5n8VsQLl26FElJSVAUBdu3b8fEiRMzXHwFAM7Ozvjss8+wbds2KIqCpKQkLF26VOOKiYiIiIiIiIiIiIiIiIiIiIiIXrL4AqxDhw5BURS88847ePvtt03a5+2330bv3r2hqioOHjwouEIiIiIiIiIiIiIiIiIiIiIiIqKMWXwB1oMHDwDA5MVXKd566600+xMREREREREREREREREREREREWnNztIFxMbGAgDc3NxytF/K9in7ExEREREREREREREREREREZF1q1OnDry9vS1dBlEaFr8CVtGiRQEA169fz9F+N27cSLM/ERERERERERERERERERERERGR1iy+AKthw4ZQVRWrVq1CXFycSfvExsZi5cqVUBQFDRs2FFwhERERERERERERERERERERERFRxix+C8KePXti586duH//Pvr06YN169ZleTvCFy9e4L333kNAQAAURcE777yjYbVERERERERERERERERERERElFM3b960dAlEwiiqqqqWLCA5ORl169bFtWvXAAAlS5bEyJEj0b59e1StWhWurq6Ijo7GrVu3cODAASxZsgSPHz8GANSsWROXLl2CjY3FL+RFRERERERERERERERERERERET5kMUXYAHAnTt38PrrryMkJASKomS7vaqq8PT0xPHjx/HKK69oUCEREREREREREREREREREREREVF6urh0VKVKlXDhwgV07NgRqqpm+0/nzp1x/vx5Lr4iIiIiIiIiIiIiIiIiIiIiIiKL0sUVsFLz9/fH1q1bcerUKTx+/BhRUVFwd3dHyZIl0bRpU7zzzjuoVauWpcskIiIiIiIiIiIiIiIiIiIiIiLS3wIsIiIiIiIiIiIiIiIiIiIiIiIiWejiFoS5sXjxYjRs2BCNGjWydClERERERERERERERERERERERJRP2Vm6gNx6/PgxLl68CEVRLF0KERERERERERERERERERERERHlU9JeAYuIiIiIiIiIiIiIiIiIiIiIiMjSuACLiIiIiIiIiIiIiIiIiIiIiIgol7gAi4iIiIiIiIiIiIiIiIiIiIiIKJe4AIuIiIiIiIiIiIiIiIiIiIiIiCiX7CxdAFmXmTNnIikpydJlEBEREREREVkNOzs7fPnll2bP5Wd4IiIiIiIiIvMR9fmdiOTABVhkVklJSVBV1dJlEBEREREREVkNUYuk+BmeiIiIiIiIyHz4R05E+RsXYJEwTk5Oli6BiIiIiIiISFpxcXGajcXP8ERERERERES5o+XndyLSLy7AIiGcnJzQvn17S5dBREREREREJK2DBw9q8iUuP8MTERERERER5Z5Wn9+JSN9sLF0AERERERERERERERERERERERGRrDS9Apatra2WwxEREREREREREREREREREREREQml6QIsVVWhKApUVc1zlqIoZqiIiIiIiIiIiIiIiIiIiIiIiIgo9zS/BaE5Fl+ZM4eIiIiIiIiIiIiIiIiIiIiIiCi3NL0CVnJyspbDERERERERERERERERERERERERCaX5FbCIiIiIiIiIiIiIiIiIiIiIiIishaZXwCIiIiIyh59//hlHjhxJ93MnJycUKVIEtWrVQufOnVGxYsU0jw8dOhQhISFpfqYoCpydnVG8eHHUqVMHnTt3RqlSpTIdOyWjb9++eO+999I8NnnyZPj7+wMA6tWrh2+//TbbHpo2bYovv/wyy36fPXuGIUOGIDk5GY6Ojli9ejVcXFwy3f7KlSvZZqb266+/onjx4hn2kZ22bdti7Nix6X4eGxuLPXv24OTJkwgKCkJcXBxcXFxQtmxZvPbaa+jQoQMcHR1zXfvcuXNRpUoVk2oMDQ3FqFGjEBsbCwCYOXMm6tSpo8nYRERERERE+R0/w2f9GT5Fbj9Hp7h48SL27NmDGzduICoqCu7u7qhWrRq6dOmCunXrZjt+aqZ+jk4tJibGWP/jx48RFxeHggULoly5cqhXrx66d++e4X4vXrzAjh07cOrUKQQHBwMAPD098dprr6F79+4mzV1qy5cvx86dOwEAtWvXxqxZs3K0PxERERFRbnEBFhEREUnLzs4Obm5uxv8fGRmJhw8f4uHDhzh8+DA++ugjdOzYMd1+Tk5OcHJyAvDyFslRUVEICAhAQEAA9u/fj//85z9o1qxZnmq7dOkSrly5ku0XlKY4cuSI8VbO8fHx8PX1xVtvvZXp9nZ2dihYsGCWmS9evEBSUhIKFSqEIkWKpHnMzc0ty/2TkpLw4sULAEClSpXSPR4cHIyvv/4aT548AfDyC3IXFxdERUXh6tWruHr1Kvbt24cZM2akGzu1rGqwszP919ilS5cavzQ2lbnGJiIiIiIiopf4GT5zef0cnXrRkY2NDVxcXBAREYGTJ0/i1KlT6Nu3L/r162dyDzn9HH39+nV8//33CAsLA/DyuXZ0dERoaChCQ0Nx4cKFDBdgBQQEYPr06Xj69CmAl8+1oii4f/8+7t+/jyNHjmDWrFlp/mgsKzdv3sTu3btNrpuIiIiIyJx49oiIiIikVb169TR/yZiYmAh/f38sXboUjx8/xrJly1C9evV0f0XbvXv3NH/5mpiYiHPnzuGXX37B06dP8dNPP2H58uXw8PDIU31r1qzBnDlz8pQBwPiXwh06dMC+fftw+PDhLL+8rVGjBn7//fdMH4+Pj8fAgQORlJSEVq1awdbWNs3jkydPzrKejRs34o8//oC9vT1atmyZ7vGffvoJT548gZubG4YPH47mzZvD3t4e8fHxOHr0KH755Rc8fPgQixcvxtdff53pOFn1YCpfX1+cOXMG1apVw40bN0zezxxjExERERER0f/wM3zm8vI5eteuXcbFVz169EDv3r3h5uaG6OhobNu2DZs2bcKff/6JsmXL4o033si2/px+jr5//z6mTp2KmJgYNGrUCP369UOVKlWgKApiY2Nx584dnDhxIt1+cXFxmDFjBp4+fYoSJUpgzJgxqFWrFhRFwbVr17Bw4UI8ePAA3377LX7++ed03138m8FgwMKFC6EoCipXrozbt29nWzsRERERkTnZWLoAIiIiInOxt7dHgwYN8OWXX8LOzg7JycnYu3evSfs1a9YMn376KYCXl/338/PLdR0NGjSAjY0Nrl+/jlOnTuU6BwCuXbuGhw8fomjRohg8eDCcnZ1x7do1PHr0KNeZJ0+eRHR0NICXtxDMKW9vbwBAkyZN4O7unuaxkJAQXLt2DQAwZMgQtGzZEvb29gAAR0dHvPXWWxgwYAAA4Ny5c4iPj891H9l58eIFli9fDhcXFwwZMkTYOERERERERJRz/Az/Ul4+RxsMBmzYsAEA0Lx5cwwaNMh4lTFXV1cMGDAArVu3BgCsWrUKBoMhy/pz+jk6OTkZP//8M2JiYvDmm2/im2++QdWqVaEoCgDA2dkZtWvXxrBhw9Lte/DgQYSEhMDGxgZffPEFateubdyvRo0axtfF/fv3cfjw4Wxr2bp1KwICAtCtWzeUK1cu2+2JiIiIiMyNC7CIiIjI6pQrVw6VK1cGgBz9xWPNmjXh7OwMAAgMDMz1+GXKlDF+wbl27VqoqprrrJQvGVu2bAknJyc0b94cwP/+ojYvmVWqVMnxl5IpXyYDQLt27dI9nnK7AQDG5+DfqlSpAuDlF7UiF2CtWrUKz58/x4ABA1CoUCFh4xAREREREVHu5ffP8Hn5HH3r1i1EREQAQIa3+Ev985CQEPj7+2dZf04/R587dw537tyBg4MDhg8fblxAZYqzZ88CAOrVq5fuqmcAUKpUKTRp0gRA9t+BPHr0CBs2bECxYsVydKtFIiIiIiJz4gIsIiIiskpFihQBAMTExORov5QvWpOTk/M0/nvvvQc7OzsEBATg77//zlVGfHw8fH19AQCtWrVK879HjhzJVY1Pnz7F5cuXAeTu6lcpXyYXLlwYDRo0SPe4p6en8d8z++L81q1bAIBixYrl+RYRmfH398fBgwdRuXJldOrUScgYREREREREZB75+TN8Xj5Hh4aGGv+9TJkyGe5bunRp2Ni8PBV08eLFTOvPzedoHx8fAC+vIpbTz/cptWdWNwCULVsWAHD9+vUs/4Br8eLFSEhIwLBhw+Dk5JSjOoiIiIiIzMXO0gUQERERiZDyRV7KpfdN8c8//yAuLg4AUKJEiTyNX6xYMXTo0AG7du3C2rVr8cYbb8DW1jZHGSdOnEBMTAwqVKiA8uXLAwDq1KmDokWL4unTp7h06VKGi6CykvKlr729PVq0aJGjfePj43H8+HEAL79EzqifQoUKoWnTpjh16hR+++032NnZoXnz5rC3t0d8fDyOHj2KP/74AzY2Nhg8eHCW43322WcIDAyEwWBAwYIFUaNGDXTs2BE1a9bMcr/ExEQsWrQIiqJg5MiRxi+acyK3YxMREREREVHO5efP8Hn5HJ36ilOZLfBKTk42LlR78OBBhtvk9nN0yq0TK1WqhLCwMKxfvx5nz55FeHg4PDw8UL16dXTv3h3Vq1dPt29K7Vktnku5ZWJycjKCgoJQqVKldNscPnwYly9fxquvvopmzZqZVDcRERERkQhcgEVERERW59atW8a/Gq1WrVq22ycmJuLcuXP45ZdfAAB2dnZ4880381xH7969cejQIQQHB+PgwYPo0KFDjvZPudpUyl/MAoCNjQ1atGiBrVu34siRIzlegOXt7Q0AaNq0aY6+2AaAkydPIjo6GkDWV88aPXo0YmNjcfnyZcydOxfz5s2Di4uLcd9atWqhT58+2dZ+48YNuLq6IikpCSEhIQgJCcHRo0fRtWtXDB06NNNbG2zcuBEPHz5E586djbdpyKncjk1EREREREQ5w8/wuf8cXaxYMeO/BwYGonbt2umyg4KCjAuwUt/uMLXcfI5OTEzE06dPAQDR0dEYM2YMIiMjYWdnB0dHR4SFhcHPzw8nTpzAkCFD0K1bt3S1P3jwIMvbR6ZeMBYWFpZuAVZERARWrFgBJycnDB8+3KS6iYiIiIhE4QIsIiIishrPnj3D5cuXsWrVKiQnJ8POzi7Dy+Zv374d+/btA/DyryijoqKMX0ba2Nhg9OjRxtsf5EWhQoXQtWtXbNq0CRs2bECbNm3g4OBg0r6hoaG4cuUKbGxs0LJlyzSPtW7dGlu3bjX+da2Li4tJmVevXsXDhw8B5O72g4cOHQIAVK1a1XgbgIx4eHjgyy+/xIoVK7B//36oqmr80hh4eSWtlL9S/jdXV1f06NEDb7zxBsqVKwdHR0ckJyfj9u3b+PPPP3Hu3Dns3LkTBQoUQJ8+fdLtHxgYiC1btqBw4cJ4//33c9RfXscmIiIiIiIi0/Ez/P/k9nN0pUqV4OHhgcjISGzevDnDBVibNm0y/ntsbGy6x3P7OfrFixfGf9+5cyccHR0xYcIEvPHGG7Czs8Pjx4+xdOlSXLhwAStWrEClSpVQq1Yt4z4NGjTA+fPnceXKFVy/fj3dVbLu3buHs2fPGv9/Rren/PXXXxEVFYWBAwemWYxGRERERGQJOb8fCxEREZFO+Pv7o1u3bsZ/Bg0ahJ9++gnPnz83fvFXunTpdPvFxcUhPDwc4eHhiIyMNH5xW6BAAfz0009o3bq12Wrs0aMH3Nzc8OzZM+zevdvk/VJuFVi7du10XySXL18eFStWREJCAv7+++8cZQJA4cKFUb9+fZP3A/73ZTKQ/eKtW7duYeTIkfD29kb//v2xZMkSbNq0CQsXLkTXrl1x9+5dfP/999i7d2+6fV955RUMGjQIVapUgaOjI4CXX6hXrVoV33zzDZo3bw4A2Lx5c5ovewFAVVUsXLgQSUlJGDJkiMkL08wxNhEREREREWWNn+Ez/wyf28/RdnZ26N27NwDg/Pnz+Pnnn/Ho0SMkJSXh8ePHWLx4Mfz8/GBn9/Jv8f99Nee8fI5OfevA5ORkDBo0CK1atTKOVbJkSUyePBlFihRBcnIytmzZkmb/9u3bo2jRogCA77//Hr6+voiJiUFcXBxOnjyJb7/9Ns2tEP99W8Tz58/j6NGjKF++PLy8vEyum4iIiIhIFC7AIiIiImnZ2dmhYMGCKFiwIAoVKoQSJUoYL8u/ePFivPHGGxnu17dvX/z111/466+/sHHjRsyZMwf16tVDREQE/vvf/2b4V5W55ebmhp49ewJ4uXDH1OyMbl2QWsoXzCmLqrITHx8PX19f4762trYm7ZfC29sbycnJcHBwyPLWDjExMZg+fTrCwsIwcuRIvPvuuyhdujQcHR1Rrlw5DBs2DH369IGqqli1ahUiIiJMrkFRFHz44YcAXn4Bf/ny5TSP7927F9evX0eDBg3McvuJnIxNREREREREWeNn+Iw/w+f1c3S3bt2Mt0s8cuQIRowYgZ49e2L48OHYt28fGjdujMaNGwN4eeXn1PLyOdrZ2dn47y4uLmjfvn26bRwdHdGxY0cAwJUrV2AwGNLs8+WXX6JQoUIICwvDnDlz0LdvX/Tp0wezZs3CixcvMGjQIOP2qWuPj4/H4sWLoSgKPv744xx/x0FEREREJAJvQUhERETSql69OmbNmpWnDCcnJ1SvXh3ffPMNJk2ahNu3b2PJkiX49NNPzVQl0LVrV+zcuRPPnz/H9u3b8d5772W5/T///IPg4GAAwIIFC7BgwYJMt71+/ToePnyY4V8Jp5ZyqwMgd7cfTPmSuGnTpnBzc8t0Ox8fH0RERMDd3T3Tcbp3747169cjNjYWly5dQosWLUyuo2TJksbbK6TMEQBER0fj999/h52dHQYOHJjutgrx8fHGf09ISEBsbCxsbGyMV7rKy9hERERERESUPX6Gz/gzfF4/R6csQmrevDkOHjyIe/fuISEhAZ6enmjZsiXat2+PyZMnAwBKlSpl3C+vn6NdXFzg7OyM2NhYlCxZMtNFUGXKlDHmRUVFoWDBgsbHKlWqhIULF2L37t04f/48nj17BicnJ9SsWRM9evTA06dPjdumrn3Lli0ICQlBq1atUKFChXS1pyz0Sk5ONj7m4ODAhVpEREREJBQXYBEREREBsLe3x8iRI/Hpp5/i6NGj6NChA2rVqmWWbEdHR/Tp0wfLli3Djh070KVLlyy3P3ToUI7yDx8+jA8++CDbbYCXX3infPlpqqtXr+LRo0cAgHbt2mW57YMHDwAAJUqUyHQbFxcX40KmkJCQHNWSmRcvXhgXmI0dOzbLbadNmwYAqFixIubPn2+W8YmIiIiIiEg71vQZ3lyfo+vXr4/69eun+7nBYEBAQACAl98JpDDH5+hy5crhxo0bWe6b2r9vgQgA7u7u6Nu3L/r27ZvusVOnTgEAChYsmGZ+UubAx8cHPj4+mY539epVvPvuuwCAyZMno1mzZibXSkRERESUU1yARURERPT/qlSpgsaNG+Ps2bP4/fffMXv2bLNlv/XWW9i2bRtCQkKwadOmTLeLi4uDn58fAGDChAnG2wRkxNfXF4sXL4aPjw8GDBgAG5uM7y4dGhqKK1euAADatGmT49pTFm8VLVoU9erVy3LblBpCQ0Mz3SYuLg5RUVEAXn6JnBPBwcGIjIwEAHh6euZo37yy5NhERERERESUlrV8hhf9OfrcuXOIjo6Gvb09Xn/99Rztm5369evjxo0bePz4MQwGQ4ZXmAoKCgLw8paF7u7uOco/duwYgMxv7UhEREREpCdcgEVERESUSq9evXD27Flcu3YNly5dynbBkans7e3Rr18/zJ8/H3v37kWNGjUy3O748eOIjY2Fk5MTXnvttSxvkffGG2/gl19+wdOnT3Hx4kU0bNgww+2OHDmC5ORkODg44M0338xR3fHx8Th+/DgAoHXr1pku8kpRsWJFAEB4eDhOnjyZ4V+X7t+/H6qqAgCqVq2a5jFVVTP8i9gUq1evBvDyL5JTPzeenp7466+/Mt3vyZMnGDZsGABg5syZqFOnTrptcjs2ERERERERWYY1fIbP6+forLx48QIrV64EAHTo0AEeHh7Gx8zxObply5bYtGkTYmJicPDgQXTo0CHN4/Hx8di7dy8AoGHDhtl+p5Danj17cPv2bTg7O6Nr165pHhs3bhzGjRuX6b4///wzjhw5gtq1a+f5tpdERERERKYy/bddIiIionygZs2aqFmzJgDgzz//NGt269atUbZsWSQkJODSpUsZbnPkyBEAQKNGjbL84hYA3NzcjF+AplylKqvM1157Da6urjmq2c/Pz3hLgrZt22a7ffPmzVGgQAEAwPz583HgwAHj/lFRUdiyZQvWrFkD4OVcV65cOc3+o0aNwo4dOxAUFITk5GQALxdG3bp1CzNmzDAuBuvduzfc3Nxy1Et2LDk2ERERERER5Zw1fIbP6+fogIAArF+/Hvfv30diYiIAIDExEadOncLEiRPx8OFDlC1bFu+//35OpyBbZcqUwdtvvw0AWLlyJY4ePYqkpCQAwOPHj/Hdd9/h2bNnsLe3R58+fdLtv2XLFvj5+RmvNg28vPr0b7/9hmXLlgEAhg4dimLFipm9diIiIiIic+MVsIiIiIj+pVevXpg+fTquXr2Ky5cvo27duum2yepKSZmxsbFB//798f3332f4eHBwMPz9/QHA5NsCNG/eHBcuXMCpU6cQHR2dboHV1atX8fjxYwCmLaD6t5Qvk2vUqIFSpUplu72Liws+//xzzJgxA9HR0Vi4cCEWLlwIFxcX4xfIAFC6dGn85z//Sbf/gwcP8Ntvv+G3336DnZ0dXFxcEBcXh4SEBAAv593LyyvDL27zypJjExERERERUe7I/hk+r5+jo6KisG7dOqxbtw6KosDV1RUxMTHGPyyqUqUKvvrqKzg5OeV0CkwydOhQBAcH48KFC5g7dy4WLFgAR0dHvHjxAgDg4OCAcePGGa/0ldq5c+eMc+jo6AhFURAXFwfg5VXIhgwZgvbt2wupm4iIiIjI3LgAi4iIiOhfGjdujIoVK+LevXtYv359mi9vU/6S08HBIVfZzZs3R5UqVXDr1q10jx05cgSqqsLBwQGNGzc2Ka9Zs2ZYsmQJEhIScOzYsXSX+0/5q9qiRYtm+CV0VkJDQ3HlyhUAOVu8VatWLSxatAi7d+/G+fPn8fjxY8TFxcHNzQ1ly5bFa6+9hg4dOmT45e8nn3yCa9eu4c6dOwgPD0d0dDTs7e1RtmxZ1KxZE2+//Xa6v/Y1F0uOTURERERERLljDZ/h8/I5ukyZMujVqxf8/f0RHByMFy9ewMPDAxUrVkSLFi3QunXrHN36L6fs7e0xdepUHDx4EEeOHEFgYCDi4uLg6emJevXqoXv37ihTpkyG+3bt2hWFChXC7du38fz5c2M/DRo0QOfOnU36QzAiIiIiIr1Q1JQbhxOZwbRp06CqKpycnPiXKUREZHWSk5PRq1cvJCUlYfTo0XyvIyIiIqEOHjyIuLg4KIqCKVOmmD2fn+GJiMia8TM8ERERaUX053cikoO4P3sgIiIisjI3btww/vVsRpfOJyIiIiIiIiJ94Gd4IiIiIiLSEhdgEREREZkgMDAQixcvBgCUKFEClSpVsnBFRERERERERJQRfoYnIiIiIiKt2Vm6ACIiIiI927ZtG9avX4/Y2FgAgJ2dHUaOHAlFUSxcGRERERERERGlxs/wRERERERkKVyARURERJSF2NhYxMfHo0CBAqhZsyZ69eqFKlWqWLosIiIiIiIiIvoXfoYnIiIiIiJL4QIsIiIioiy89957eO+99yxdBhERERERERFlg5/hiYiIiIjIUmwsXQAREREREREREREREREREREREZGsuACLiIiIiIiIiIiIiIiIiIiIiIgol7gAi4iIiIiIiIiIiIiIiIiIiIiIKJe4AIuIiIiIiIiIiIiIiIiIiIiIiCiXuACLiIiIiIiIiIiIiIiIiIiIiIgol7gAi4iIiIiIiIiIiIiIiIiIiIiIKJfsLF0AWRdVVQEAcXFxOHjwoIWrISIiIiIiIpJXXFwcgP991jY3foYnIiIiIiIiyjvRn9+JSA5cgEXCpLzREBEREREREZG+8TM8ERERERERERFR7vEWhES5oCgKFEWxdBn5Gp8Dy+L8Wx6fA8vi/FsenwPL4vxbHp8Dy+L8Wx6fA+3kda7z+/56qIH7c38eA9yf+/MY4P7cX9b99VAD9+f+PAa4P79/ICJT8QpYZFbu7u6IioqCu7s7Pv30U0uXI4TBYMCTJ08AAJ6enrC1tbVwRfkPnwPL4vxbHp8Dy+L8Wx6fA8vi/FsenwPL4vxbXn56DubOnWv8jC1Cdp/h8zrX+X1/PdTA/bk/jwHuz/15DHB/7i/r/nqogftzfx4D3N/U/UV/ficiOfAKWERERERERERERERERERERERERLnEK2DlM4cPH8b8+fOz3e6PP/6Ah4eHBhUREREREREREREREREREREREcmLC7DyKRsbmywXWPFetkRERERERERERERERERERERE2eMCrHyqaNGi+PXXXy1dBhERERERERERERERERERERGR1GwsXQAREREREREREREREREREREREZGsuACLiIiIiIiIiIiIiIiIiIiIiIgol7gAi4iIiIiIiIiIiIiIiIiIiIiIKJfsLF0AWUZERATGjRuHhw8fAgCKFCmC2rVro0uXLqhQoYJliyMiIiIiIiIiIiIiIiIiIiIikgSvgJVPxcfH4969e7C3t4fBYMCjR49w4MABjBs3Dtu2bbN0eUREREREREREREREREREREREUuAVsPKZwoULo1+/fmjevDlKlSoFe3t7JCUl4erVq/j9999x8+ZNrFy5EoULF0bLli0tXS4RERERERERERERERERERERka5xAVY+06BBAzRo0CDNz+zs7FC3bl189913mDx5Mm7cuIHVq1fjzTffhI1Nzi+S5urqCmdnZxgMBnOVrSup+7LWHvWOz4Flcf4tj8+BZXH+LY/PgWVx/i2Pz4Flcf4tLz89B87OzoiKihI6Rlaf4fM61/l9fz3UwP25vyX310MN3J/7W3J/PdTA/bm/zPvroQbuz/0tub8eauD+pu+vxed3ItI/RVVV1dJFkH5cunQJX3/9NQBg3rx5qFy5crpt/vjjD6xbty7D/aOiotCvXz90795dZJlERERERERE+cIvv/wCd3d3fPrpp2bPnjt3Lvr162f2XCIiIiIiAIiLi0N0dDRcXV3h5ORk6XKIiIQS+fmdiOTAK2BRGtWqVTP+e3BwcIYLsKKjoxESEpJpRkxMjJDaiIiIiIiIiIiIiIiISL9UVcWpU6ewe/duXLp0CQCgKArq16+PLl26oHHjxlAUxcJVEhEREZkfF2BRjrm6uqJ48eIZPhYVFYXr169j+/btGD58uMaVacNgMODp06cAgKJFi8LW1tbCFeU/fA4si/NveXwOLIvzb3l8DiyL8295fA4si/NvefnpOVi2bJnwMdauXQtXV9cMP8Pnda7z+/56qIH7c38eA9yf+/MY4P7cX8v9DQYDvv32W+zduzfNz1VVxYULF3DhwgV4eXnh888/h42NjS574P7cXy/766EG7m/6/lp8fici/eMCLErjxo0bxn/39PTMcJsBAwZgwIABGT42d+5cREVFITY21qq/BE9ha2ubL/rUMz4HlsX5tzw+B5bF+bc8PgeWxfm3PD4HlsX5tzxrfw5iY2OFjxEdHQ0bG5ts5zGvc53f99dDDdyf+/MY4P7cn8cA9+f+ovdfuHBhusVX/7Zjxw4UKVIEH3/8sZAauD/3t8b99VAD9896fy0+vxOR/mW/vJyshqqqWT6elJSEtWvXAgCKFCmCSpUqaVEWERERERERERERERERSSwsLAx//vmnSduuXbsWkZGRgisiIiIi0hYXYOUjISEh+M9//oP9+/fjyZMnxp8bDAb4+/tj8uTJuH79OgDgww8/NOnyr0RERERERERERERERJS/7dq1C0lJSSZtGx8fjz179giuiJKTkxEREYHIyEgkJydbuhwiIiKrx1sQ5jM3b97EzZs3AQAODg5wcnJCTEyM8ZdiOzs7fPjhh2jVqpUFqyQiIiIiIiIiIiIiIiJZ3Lp1K0fb3759W1AlFBISgo0bN2LHjh14/vw5AKBo0aLo0aMHevXqhSJFili4QiIiIuvEBVj5SMGCBfHRRx/h2rVruHfvHiIiIhAdHQ1HR0eULVsWderUQceOHVG6dGlLl0pEREREREREZFGqqiI0NBQvXryAoigoWbKkpUsiIiIi0i1VVYVuT6a5fPkyxo0bl+4Wj0+fPsXy5cuxdetWzJ8/H9WrV7dQhURERNaLC7DyEUdHR3Tp0gVdunSxdClERERERERERLqUlJSEnTt3YsOGDWmuzFCzZk306dMHnTp1go2NjQUrJCIiItKfChUqCN2esvf48eMMF1+l9uzZM4wZMwbr1q1D0aJFNayOiIjI+nEBFhEREREREREREYD4+HhMnDgRx48fT/fY1atXMXXqVPj6+mLGjBmws7Per9VevHiBnTt3YteuXXj06BHs7e1Rt25d9O7dG6+++ioURbF0iURERKQzXbt2xfLly2EwGLLd1s7ODp07d9agqvxl7dq1WS6+ShEWFoZNmzZh5MiRGlRFRESUf/DP9YiIiIiIiIiIiADMmTMnw8VXqR06dAgLFizQqCLtXb58GT169MDcuXNx48YNREVFISwsDD4+Pvjkk08wYcIExMbGWrpMIiIi0hlPT09069bNpG3feecdFC5cWHBF+Ut8fDx27txp8vbbt283abEcERERmY4LsIiIiIiIiIiIKN8LDg42+aTV5s2bER4eLrYgC7h79y5Gjx6N58+fZ7rNsWPHMHnyZKiqqmFluRMXF4f79+8jICAAL168sHQ5REREVu+zzz5D9erVs9ymTp06GD9+vEYV5R+PHz9GdHS0yds/e/Ysy9/5iIiIKOes91rpREQkTEJCApKSkqT4wp2IiIiIiMgUO3fuRHJysknbJiQkYPfu3ejfv7/gqrS1dOlSk07cHTt2DKdOnUKzZs00qCrngoKCsGbNGuzZs8d4tS4HBwe89dZbGDBgACpXrmzhComIiKzTiRMncPPmzSy3uXr1Kk6fPo3mzZtrVBVlht/vExERmRcXYBHlUHh4OM6fP4/ExERUr14d1atXh6Ioli6LSLj4+Hjs3r0bmzdvNn6I9vDwQJcuXdCnTx+UKVPGwhUSEREREZG5hIaGYtu2bbhw4QIMBgMqVqwILy8v1KxZ09KlCXPv3r0cbR8QECCmEAsJDQ3F0aNHTd5+y5YtulyAdeHCBYwbNy7dQrKEhATs2rULBw8exHfffYcWLVpYqEIiIiLThIWF4cyZM0hISEC1atVQp04dXZ+LSExMxKxZs7Jd0G4wGDBr1izs2LEDtra2GlVn/Tw9PeHo6Ij4+HiTtvfw8EChQoUEV5W/JSYm4tq1a4iOjkb58uVRq1Yt2Nnx1DwRkTXjf+WJTBQYGIjly5fj0KFDSExMNP68SpUqGDBgADp16qTrDz9EefHs2TOMGTMGN27cSPPzyMhIrFu3Dlu2bMHMmTPRqlUryxRIRERERERmkZycjIULF2Lt2rUwGAzGn58/fx5btmxBkyZNMGvWLKs8WZPfP9P/888/aZ7z7Fy6dElgNbnz5MkTjB8/PsureMXHx+OLL77A6tWreSUsnTMYDPD398e9e/fg7OyMAgUKwNXV1dJlEREJ9+DBAyxduhSHDx9GUlKS8efly5dH//790aNHD13+3uLt7Y1nz56ZtG1wcDB8fX3RsmVLwVVZzv3797Fr1y7cu3cPdnZ2ePXVV9GxY0c4OzsLGc/Z2RkdO3bE9u3bTdq+a9euWS4GunPnDrZu3YqrV68iOTkZVapUQY8ePVCrVi0zVWy9YmJisHr1amzdujXNbR49PT3Rq1cv9O/fHw4ODhaskIiIROECLCITXL16FaNGjUJkZGS6x27duoUpU6bgxo0bGD9+vC4/+BDlRVJSEsaPH59u8VVqKV9gL1++HLVr19awuvzn9u3b2Lt3L4KCguDo6IgWLVqgVatW/MsZIiIiIjKLOXPmYPPmzZk+fubMGQwfPhwrVqyAm5ubhpWJV6VKFezfvz9H21uT1H9sZoqEhARBleTehg0b8OLFi2y3i4+Px9q1azFlyhQNqqKcSkpKwvr167Fx40Y8evTI+HN3d3d07doVQ4YMQYECBSxYIeUnSUlJiI+Ph8Fg4JV6SBPXrl3DJ598kuG5iPv372PWrFm4du0aJk+erLtzEadOncrR9idPnrTKBVhRUVGYPn06vL290/z80KFDmD9/Pj7++GO8++67QsYeMGAA9u7dm+1VsFxdXdG3b98MH4uLi8OMGTOwb9++ND//559/sH37djRr1gyzZs2Ch4eH2eq2JpGRkfjkk09w7dq1dI89efIEixYtwsmTJzF//nw4OTlZoEIiIhKJZ2uJsvHixQuMHz8+ww88qa1btw6VK1dGt27dNKosf3r06BH279+PwMBAODg4oEWLFnjttddgY2Nj6dKslre3N65evZrtdomJifjll1+wYMECDarKf0JCQjB16lScPn06zc/37NmD4sWL4/PPP+ctNIiIiIgoTy5evJjl4qsUd+/excqVKzF69GgNqtJOly5dsGTJEpOuAuXk5ISOHTtqUJV2SpQokaPtS5YsKaiS3DEYDPjrr79M3v7AgQP4z3/+I+yKSqqq4sKFC/Dz80NSUhIqVaqEtm3bWt3CRXNLTEzExIkTcezYsXSPRUVFYd26dfD19cUvv/yCokWLWqBCyg9UVYWvry82btyIU6dOITk5Gfb29mjVqhXeffdd1K9f39IlkpWKiYnBhAkTsj0XsW3bNlSpUgV9+vQRXlNycjISExOhqmq228bExOQoOzY2NrdlCZeUlIS///4be/bswcOHD+Hg4ICmTZuiZ8+eWf7OFB0djREjRmT6x8zR0dH44YcfEBMTg0GDBmVZg6qquHz5Mvz9/WFra4tXX30126t3VqhQAXPmzMHEiRMzXYTl6uqKuXPnZvi7nMFgwKRJk3D8+PFMxzh58iRGjRqFX375hQuIMjB16tQMF1+ldu7cOcyePZt/DEBEZIW4AIsoG3v27DH5srlr1qxB165ddfeXJ9YgPDwcs2bNgre3d5oPe1u2bEHZsmUxadIkNGvWzIIVWq8tW7aYvO2JEyfw6NEjlCpVSmBF+c/Tp08xdOjQNH/5m1pISAg+/fRTfPfdd2jXrp3G1eUvT58+xY4dO3Du3DkYDAZUqFABXl5eqFmzpqVLIyIiIsqzjRs3mrzt9u3b8dFHH8HR0VFgRdoqWrQo+vTpgz///DPbbQcMGAB3d3cNqtJO7dq1Ub58edy/f9+k7Tt37iy4opyJiIhAeHi4ydvHx8fj8ePHQm5DeOLECfz000+4e/dump/PnTsXPXv2xCeffAJ7e3uzj2sNFi1alOHiq9QCAwMxceJE/Pbbb/wOjswuKSkJ06ZNw969e9P8PDExEQcPHsTBgwcxePBgjBw50upff+Hh4Th48CDu3r0Le3t7vPnmm2jcuLHV921J+/btQ2hoqEnbrl27Fu+8846QK7OpqooTJ05gw4YNOHnyJAwGA5ydndGuXTu8++67qF69eob7FSlSJEfjFC5c2Bzlmt3t27fx6aef4uHDh2l+/s8//2DVqlUYPHgwhg8fnuGx8Ntvv2V5J4kUixcvRsuWLfHKK69k+PiuXbuwcuXKdL+XNWzYECNGjEDDhg0zzX799dexZs0arFmzBgcOHDAuxEq5ReGAAQNQrly5DPc9ePBglouvUly9ehUbN27EBx98kOHjSUlJ8Pb2xubNm3H16lUYDAaULl0aXl5e6Nq1q1RXsjQYDCYvQrx79y7+/vtvk3L37NmDjz/+GMWKFctricI8efIE+/fvx/37941342jatCnfB4iIssAFWETZ2Llzp8nb3rt3D/7+/qhTp47AivKfyMhIfPTRR+m+uEzx4MEDjB07FrNnz0arVq20LS4fuHnzpsnbqqqKmzdvcgGWmc2dOzfTxVcpVFXF9OnT0bRpU6s7EaQHycnJWLp0KX7//XckJSUZf37u3Dls2bIFjRs3xqxZs3T7xRERERGRKUw52ZIiIiIC165ds7qrgIwdOxbPnz9Pd8uV1Hr06IGPPvpIw6q0oSgKBgwYgJkzZ2a7bYECBYRfAVxVVfj7++Py5csAgEaNGmX5hw+5OREk4mraBw8exJdffonk5OR0j8XExOCPP/7A3bt3MW/ePN5K/l9evHhh0lX4AODy5cu4dOmS1f03iCxv3rx56RZf/duKFStQuHDhTG/fJbu4uDj89NNP2LlzZ5rbza5btw6vvPIKJkyYwD+EFWTXrl0mb/vw4UNcuHABjRs3NmsNmS1CjI2Nxc6dO7Fz506MGjUKAwcOTLdv+/btsX79epPHeuutt/Jartk9ePAAw4cPR0RERIaPJycn49dff4XBYMAnn3yS5rG4uDjs2LHDpHFUVcWmTZswadKkdI8tWrQIK1euzHC/8+fPY+TIkZg5c2aWf4j7yiuvYMqUKRg/fjz++ecfKIqC2rVrZ3slzk2bNplUP/DyD7cHDBiQ7vep8PBwjB8/HleuXEnz83v37uHnn3/G6tWr8dNPP6F27domj6U1VVVx7NgxbNy4EadPn0ZycrJJixBzcj7RYDBgz549+PDDD81VttlERkbi+++/x+HDh9NcHXjjxo0oX748PvvsM74PEBFlgvfsIspGdose/u3ffxVBeTd//vxMF1+lMBgMmDJlCqKiojSqKv8w5fYbqWX0JTPlXmhoKI4cOWLStjExMdi9e7fgivKnn376CStWrEiz+Cq1s2fPYsSIEfxvEBEREUlLVdUc3zbmxYsXgqqxHDs7O3z77beYM2dOmhOaiqLgtddew08//YTJkycLWbijB927d0evXr2y3MbFxQU//vgjPDw8hNVx8OBB9O3bF0OGDMH8+fMxf/58fPDBB/jggw8yXShYoECBHF1BwNXV1ex/PJRy6/jsPhf7+flh9erVZh3bGhw6dAhxcXEmb2/qSW5Z3b17F/Pnz8f06dMxY8YMLF26FI8fP7Z0WVYtODjY5EWAy5cvz/T2XjKLi4vDxx9/jC1btqRZfJXi7t27GDNmjMnfVVHO5PRcRE63N8XcuXOzXYS4cOFCbN++Pd3P69ata/JV4uvVq5fpIhZLmj9/fqaLr1LL6OpUly5dMmnfFBldKcnb2zvTxVcpDAYDvvnmGwQFBWU7hqurK8qXL49y5crB2dk5y21jY2Nx6dKlbDNTPHz4MF0NiYmJGDduXLrFV6k9f/4co0ePxoMHD0weS0uJiYmYPHkyJkyYgJMnTxp/r0tZhDhgwACsWbMmw31zen5Qj+cTo6KiMHz4cBw4cCDDc0P379/H2LFjcfToUQtUR0Skf9b5bRGRGeX0rxF5CXnzCg8Pz/Ivj1OLjo7O0V8JkWkyuxyxubanrPn6+uZoERy/ADM/f39/k25Dc/fuXaxYsUKDioiIiIjMT1EUFCxYMEf75HR7WSiKgjZt2mDRokXYsGEDVq5cCW9vb/z3v//Fm2++adW33FAUBZMmTcLkyZPTfbazsbFBy5YtsWLFCjRo0EBYDatXr8YXX3yBO3fupHvs6tWrGDduXIYnfW1sbNCjRw+Tx+nUqROcnJzyUmo627ZtM3lBxubNmzP9A4/8KqcnIUUsPNCD6OhofPbZZ+jTpw/WrVuHs2fP4vTp01i5ciW8vLzw3Xff8bUjyI4dO0z+w8KIiIhsv4OJiYmBr68vvL29cfr0aURHR5ujTKGWLVtmvPJgZpKTk/HVV1/h+fPnGlWVf+T02Db3uYhHjx6ZvAhx6dKl6epVFAUzZszI9grxxYoVw/Tp03NdpyjBwcEm3z4OQLq5yukfZkZGRqb72R9//GHSvgkJCdk+V48fP8by5csxe/ZszJkzBytWrEBISEim28fGxpo0dmr//gOOQ4cOwd/fP9v9oqKi8Ntvv+V4PC3Mnj0bBw8ezHKb+fPnZ3guKqe3BDVl++fPnyMoKEiz/+YuWLAAt27dynKblEWA/GNkIqL0eJ1romzUrl3b5JXciqKY/BceZJrjx4/n6K/JDh8+jH79+gmsKP/x8vLCtWvXTNq2Tp06qFy5suCK8pec/NUUAH75JcCGDRtM3nbHjh0YPny42U/kEBEREWmhbdu2Jp90K1WqFGrUqCG4IstzdnY2/pNfKIqCnj17onv37rh06RKuX78Oe3t7NG/eXPjt5s+ePYv//ve/WW6jqipmzZqF6tWrp7tyRu/evbF161Y8ffo0yww3Nzf0798/z/X+24EDB0zeNjQ0FBcuXECTJk3MXoc5BAUFYfPmzTh69Ciio6NRuHBhtGnTBj169MjRlcZyIqd/BKnnWziqqopz585hx44dCAgIgK2tLerXr4933nkHZcuWzXS/hIQEjB07FhcvXszw8eTkZGzZsgURERGYNWuW8Kvx3b9/H6dOnUJycjJq166NunXrWvUi1Bs3buR4+44dO6b7+YsXL7Bs2TL89ddfaRZdzZs3D127dsWIESPg7u6e53rNLS4uDhs3bjRp24SEBGzatMkqb8lrSTk9vsz938Ht27dDVVWTtn369Cn+/vtvtGnTJs3Py5UrhxUrVmDOnDnw8/NL85iiKHjjjTcwadIklChRwmx1m8vZs2dzdHeH06dPp/n/OT2u/3010aCgoBxdgWr37t0YN25cup/Hx8dj9uzZ2LVrV5p+fH198euvv+Kdd97BhAkT0r1+3N3dYWdnl6OFgIUKFUrz/7ds2WLyvgcOHMCECROEXlU1pwIDAzNc6J+RJUuWoEOHDmnmsVatWtku3kqtVq1aGf5cVVUcOnQIGzduxIULF4w/r1GjBvr06YNOnTrleLGXKSIjI7Fnzx6Ttk25IALPxxERpaXfT6lEOtGrVy+TF2C98cYbKFmypOCK8pfw8HCh21P2/o+9+46Oonr7AP7dFAih9yq9CkhvIkV671WK0jsCP3qRIkqV3nuT3jtI7wQUERUERJoYEKmBEEiy7x+c5J25M7s7d2aXDcn3c47H7GQuc7M7Mzsz97nPU758eUycONHQzWehQoXeQY/iljdv3kitL1OugYwRHxY58+zZM/z666+qcjVERERE74umTZti06ZNhgbemjZt6pGH/kqhoaH47bff8OrVK+TKlQt58uSJ1QP/MY2Pjw8++ugjpE2bFgCi/+9J33//vaH1IiMjsW7dOowcOVK1PHny5Jg5cyZ69erlMAgrceLEmDp1KjJlymS5v6JHjx5Jrf/ff/85/J3dbseFCxdw7NgxhIWFIWvWrKhWrRpSpkxptZsurVy5EjNnzlQ9B3j06BGuX7+OZcuWYejQoahTp47Lf+fNmzf4+eefcevWLSRMmBDly5dHwoQJHa7vaBDSXeu/Kw8ePMDAgQM1GUB+/fVXrFq1Co0bN8aAAQN0Ayc2bNjgMPhK6cCBA6hevTo+/fRTd3Vb5cKFC5g3bx5+/PFH1fLs2bOjXbt2ukFHsYFM4AUA3YzlT58+RdeuXXWzh7x8+RLr1q3DuXPnsGDBghiXSfL06dNSE2G3bt3qMAArLCwMW7Zswdq1a/Hff//Bx8cHOXPmRPfu3VG0aNE48X3+5s0bHD58GOfOnUN4eDhy5syJWrVqaQJWlIwGP0VxdxnMK1euSK1/+fJlTQAWAGTKlAkzZszAX3/9hT179uDly5dIly4dKlas6JHvX3eRfa4qZowqVKgQkiZNanhCbfny5VWv79+/L7X9x48f4/Xr14gXL170svDwcAwcONBhyeaIiAisX78ejx490gTy+vv749NPPzUcQFSoUCHV9aHdbjeU/SrK69evcfXq1Rj1HHXLli2G171//z5OnTql+hzr1KmDuXPnGjo2kyZNiipVqmiWR0REYMyYMdi1a5fmd5cvX8bo0aNx6NAhTJgwQfXZu4NsQoQDBw4wAIuISMAALCIXSpUqhZIlS2pmM4j8/f3RpUuXd9SruMPZgzl3rE+uHTx40PADqKCgINjt9jjxEOVd8fRsVnJNtkTA+1BSgIiIiEhPjhw50LdvX0yZMsXpeh9//LFHH7T/999/WLx4MXbu3Kkqa5I9e3a0bNkSDRo04D1HLPTkyROcOHHC8Pr79+/H0KFDNeWXcuXKhTVr1mDTpk3YvHlzdKmd5MmTo0GDBmjatCnSpEnj1r5HCQwMlCrFEhgYqLv8/PnzmDhxIm7cuKFaPn36dNSoUQP9+/dHokSJnP7bV65cwYYNG3Dy5Em8evUKqVKlQtWqVdGwYUOnf/+6deswffp0h79//fo1Ro0ahYCAAN1BQ+DtAPayZcuwceNG1US5xIkTo0GDBujQoYNu/0uVKgVfX1/doBY95cqVM7SeVeHh4YbvzaOCb27fvu1wnU2bNiE0NBSjR49WncsiIyMNZx8C3n5WngjAOnjwIIYOHar7Ody4cQMjRozA7du3Y+VzUNlzg142s9GjR7ss3XTjxg2MHDnS6bHmDcosK0Y4Cjr9/fff0aVLF01wysWLF9GlSxfkzZsXixYtitXZw3fu3ImZM2dqAm1nzZqFevXqoV+/fogfP76mnex74u7nhkbPv0bXz5w5Mxo0aADgbSC3p4P3rXJVOtHV+gEBAahfvz5WrFjhsq3NZkPTpk1Vy/T2CVf/hhjMu3PnTofBV0oHDhxAlSpVNN/lzZs3NxyA1bx5c9Vru90uvQ/FtJK6ZoIQlQFYyZIlQ7t27TBv3jyXbbt27ap7zM+bN083+Erp+PHjmDBhAkaMGCHVX1dkq2u4Wv/KlSvYsWMHbt26BX9/f5QsWRJ16tSJkVkgiYjchQFYRC7YbDbDD3YZKOF+pUuXho+Pj+EAoLJly3q4R3HPjh07DK979epVXL16FXny5PFgj+IW2QcTcak0yruSLFkylyVMxPWJiIiI3lefffYZkiRJglmzZmmugeLHj4/69eujT58+Hiv9dffuXXTt2hXBwcGa3924cQPffPMNLl68iK+++srj9+CPHj3C4cOH8eLFC2TMmBFly5aNU9d6EREROHfuHP744w/4+/ujbNmyyJIli8e29/DhQ6nMH2FhYXj69ClSpUql+V3y5MnRsWNHfPHFF7h+/TqAtwGGYrCWu5UsWdLwPXT8+PF1s0ifOHEC//vf/3QHMMPDw7Fz5078+eefmDdvnu4ktMjISEydOhVr1qxRLQ8JCcHChQuxYsUKjBw5EtWqVdO0DQkJwaxZswz1f8qUKahYsaLmXPDy5Ut07doVv//+u6bN8+fPsXLlSpw8eRILFy5E0qRJVb//8ccfpQZuT506hYIFCxpeX8a9e/ewceNG7Nq1Kzp7T8GCBdG0aVNUqVLF4TlwyZIlToOvouzevRt16tRByZIlo5fduXMHf//9t+E+nj9/HmFhYdID9s7cvXsXI0aMcPk5LFy4EHnz5kWFChXctu2YQDb4RRxAvnXrFo4dO2ao7cmTJ/HXX38hW7ZsUtv0JNnsP3rn7Fu3bqF9+/ZOgyquXLmCtm3bYt26dTE6oNput+O3336LLkuXP39+lCxZ0uWzutWrVzsMZn/z5g02bdqEO3fuYPr06ZrvpXz58uleAzkiluJV9v3HH3/Ehg0bEBQUhLCwMKRKlQrVq1dH48aNHZb/++CDD3D27FnD28+cObPhdd8HZcqUQWBgoGoCgDPVq1fXLOvQoQOCgoJcBvJ0794d2bNnVy3LmTMnEiZMaHhyZ6FChVTXw3a7XSqQd/369ZoArMKFC6N48eI4f/6807ZZs2bVtPXx8UH69Olx7949w33wVHlru92OixcvYsOGDTh37hzCwsKQJk0a1KxZE/Xr13eYUVQ2gExv3KpDhw4ICQnBqlWrHLbr1q2bJgAPeFtdYfXq1Ya2vWPHDnTs2NGtVXlkExw4mhDw33//Yfjw4Th37pxq+fHjxzF79mx07doVrVq1itHfAZGRkQgKCsKmTZvwxx9/wG63I2fOnGjYsCHKli0b4wNKich7GC1C5MLZs2cN3XS8efPGUFQ7yUmXLh1Kly5taF0fHx80bNjQwz2Ke2Qe/plZn5yTnXmlN/hA1lSuXNnwumnTpo2xZTCIiIiIjKpTpw527tyJcePGoU6dOqhevTr69euHXbt2YeDAgW4vdRElPDwc/fr1cznwuHPnTqxcudIjfQDeBgKNGDECdevWxdSpU7FgwQKMHDkStWrVwujRo1UZfZwJCwvDmTNncPToUZw7d046U+q9e/ewcuVKLF26FKtXr8Yvv/wiXZrIjMjISKxZswb169dHz549MXPmTEyZMgWNGzdGjx49cPnyZcP/1oMHD/Dbb7/hypUrCAkJcbqumf3KVUCVzWZDkiRJkCRJEumAvagyOrt27cKOHTtw4sQJl1kaGjVqZPjfL1WqlCYA6fnz5xg2bJjLwb/Lly9j9uzZur+bPXu2JvhKKSwsDMOGDdMttb5nzx5NxhpHHjx4gOPHj2uWjxo1Sjf4SunGjRsYNGiQZvkvv/xiaNtRLl26JLW+UUeOHEHTpk2xYsWK6Ow1kZGRuHjxIoYPH46uXbvqZjp79eqV1CS2DRs2qF7LZE+LYvTzMmr9+vV4/fq1oXWNlgx9n8gEDQBvJyIq7d69W6q9qwwnkZGRuHz5Mn788UdcvnzZ8GdjVu7cuaXW15sEOHToUEMZbW7cuCFV6utdO3HiBFq1aoX27dtjzpw5mDdvHnr16oVGjRphy5YtDr+Pb9y4galTp7r894OCgnSPIZnvkaJFi2oCeIC34xRfffUVunbtioMHD+L58+d4/fo17t27h6VLl6JRo0YOMxzVr1/f8PYTJEjgMBPi+ypBggRSz1aLFCmiWZYwYULMnTvXYYbChAkTYsCAAWjXrp3mdwEBAShcuLDh7YvbePDggea85MxPP/2kuT77+eefXQZfAcDNmzdx8OBBzXIjJYqjFCpUyCNBfOHh4Rg9ejQ6duyIffv24dGjR3jx4gX++usvzJkzBw0aNNC9hgHkgwr1MiHabDb06dMHy5YtQ82aNZEwYULYbDYkTZoUDRs2xOrVq9GhQwfdf2/v3r2GSwBGRkZi+/btUv11pVSpUlLXzB9//LFm2dOnT9G5c2dN8FWUV69eYdq0aVi8eLHpfnrakydP0KVLF/Ts2ROHDx/GvXv38M8//+D48ePo168fvvjiC/z777/e7iYRxVDMgEXkwsaNGw2ve+LECQQHBzucQULmyFzwMQuZ+8lG8jPy373Kly+PePHiGX7IpjeLmaypVasW1q1bZ2jd4sWLeywbBBEREdG7EhISgs2bN2PTpk3REyyOHz+OO3fuoEWLFh7LgnTixAlNyTVHvv/+e3z22Wduz2h0//59dOzYEf/884/md69fv8aOHTtw8eJFLFq0yOFkidDQUCxevBhbtmzB06dPo5d/9913qF27Nrp06eI0k9ajR48wbtw4HDlyRDXAu3btWuTOnRtDhgzxWNYfu92Or7/+2mEQydmzZ/Hzzz9j6tSpqsw9ovPnz2PFihWqIJ/48eOjWrVqaNeune7gVoYMGZAmTZrokoGuZM+eHUmSJDG0rqxTp05h1qxZmkHM1KlTo3Xr1vjss890Z+wbDc4DoJtdY+fOnYYD9Xbs2IHu3burMg8EBwcbKntkt9sxZcoUlClTRvV3/PTTT4a2HeXChQuqwd/g4GAcOnTIUNvz58/jzz//RI4cOaKXvXnzRmr7stl6jLh48SIGDx7sNIDk559/xoABAzBnzhzVc6jLly/j2bNnhrclTvg0mnFFydkzmBcvXmD9+vU4d+4c7HY7ihYtihYtWjgs+2O3210GBCn99NNPuHfvntPsJS9evMCVK1cQHh6OyMhIZMqUyfC/7w2y+6C4n8hkLnK2fnh4ONatW4f169erJjomS5YMDRs2xOeff+6yDCnw9hg5ceIEbt68ifjx4+PTTz91+hnIVhYoXry46vWjR4/wxx9/GG4fFQwU02zduhXffPONbpDV33//jW+++QZ37txB7969Nb/fsGGD4WDpDRs2oHXr1qrnSKVKlUKJEiUcBi5E8fX1dVgGdPz48dizZ4/Dtq9fv8bw4cOROHFizcTnfPnyoWTJkggKCnLZ/2bNmhnaD98n9+/fl5pcvHfvXt0sZIkTJ8akSZNw+/Zt7NixA3/99Rf8/f1RokQJ1KxZ02kFA5kScOI5xEwgb0hIiOpzNPoMFHh7bVq1alXVskaNGuH77783dD3Ttm1bp78PDw/H8ePHcfr0abx58wY5cuRAjRo1XAbJjRs3Djt37nT4+9DQUAwcOBBz587VBLzVr18fW7duddl34G32J2cTdwsUKIB8+fLh/v37sNvtSJcuncuxE6P3QmbXdyVdunSoUKECDh8+7HJdX19f3YQI8+bNw61bt1y2nz9/PipXruyxTJBRmQC3bt0anRH3ww8/ROPGjZ1OoH716hV69+7tdELB5cuX0b17dyxdujTWnQeJyDpGKhC5IDObLjIyEr/99psHexP3/Pvvvzh9+rShdSMjI7Ft2zYP9yjukQ0ozJcvn4d6EjclS5YMNWvWNLRu0qRJdVNfkzUys7CNlJogIiIiisnu3buHNm3aYMaMGaoBqJcvX2LDhg1o2bIljhw54vLfCQ4Oxrx58zBs2DAMHDgQw4YNw4kTJ5xm9pHJHPPo0SOcPHnS8PpGDR8+XDf4Sun27dsYPXq07u9evHiBbt26YdmyZargK+D/38P27ds7LHH96NEjdOjQAYcPH9YdwL169Sq6du2KH3/80eBfJGfjxo0uP4ewsDAMHDjQYbDRxo0b0a1bN02GpbCwMOzYsQNt27bFxYsXNe38/PzQoEEDw31t0qSJR8qW7N69G3369NHNIPHvv/9i6tSp+Pbbb3U/n02bNhnezo8//qjZ1w4cOGC4fWhoqOYY2Lx5s+GB/5s3b2r2I9nsOmKGBtmMSMuWLVO9lp3Molf2x6r58+cbyt5z/vx5zfMq2WxUoaGhqs9LtuwPoF8qKTIyEl9//TU+/fRTzJ49G0FBQTh37lz0QKejEoNRZT1l3L9/X3d5cHAwxo0bh9q1a2PgwIEYOnQoGjRogK5du+pmX4spZMs4ic/MZDP56a3/5s0b9O/fH1OnTtUEgjx58gRLly5Fhw4dnAZphIWFYcaMGahZsyYGDx6MefPmYfr06WjYsCH69u2Lmzdv6rZLnz49SpQoYbj/7du3V712FvSjRzZg7V24fv06xo0b5/JcumLFCt3rIZnz+P379zUD/D4+Ppg4caJuZqUo/v7++Oabb1CsWDHN7/78809Dz8cjIiIwY8YM3b8zTZo0Bnov/8xYVnBwMGbPno1mzZqhVatW6NSpEyZPniwVcGK323Hjxg388ssvuHr1qsvvufPnz0uVoDtz5ozT32fOnBldu3ZFv3790KtXL9SvX99p8NXdu3ddZpFUEo85M6WylUG5b968MRR4E+XixYua74FUqVLhu+++c1nStVu3bk7L2B44cAD169fHgAEDsHnzZuzYsQPTpk1D7dq1MXr0aIdBy9euXTN0DLx58wYzZszQLC9QoIAmuNSRli1bOv08lYxes8aEknx9+vQxVJWjV69eSJs2rWrZixcvDAdz2+12qQQYMh4/fozOnTuja9eu2Lt3L65fv47r169j+/bt+Pzzz/G///3P4T60fft2Q8fhX3/9JVXyk4jiDgZgEblg5KGLkuxMKXLu9OnTUjc9x44d82Bv4ibZB5qyddLJtUaNGhnK7lalShXDN31knFgWwplLly45fJBJREREFNO9evUKvXr1wp07dxyu8/r1awwZMsTh5KPIyEjMnj0b9erVw9KlS3Hp0iVcuXIFBw4cQJ8+fdCyZUuHQevXrl2T6q+zfprx22+/4cKFC4bWPXnypO5134QJE/Drr786bXv79m0MGzZM93cTJ050+XeFhYVh6NChhsuTGBUZGWk4gCYkJER3cOvcuXOYMGGC04HrkJAQ9OvXD48ePdL8rmXLloYy5OTOnRv16tUz1FcZUcF1ru6Dt2zZoju4JDNoarfbNeUcZbJe6K3vqJyOI2KJIdkAIHGgVzaDljjp8V2U2HTm9u3bhrK+RBED7owMVioFBgaqBlpTpkwp1d7X11fzmdntdvTs2RPbtm3T3Y8jIyOxZ88edO7cWfN+m8nmrJeF8OrVq2jTpg02bdqkCUo7f/48evfurQm+iylkSmf5+PhoJsEVKlRIansfffSRZtmMGTNw4sQJp+3+/PNPDB06VPd3YWFh6N27N1asWKHJhmO323H8+HG0a9cOV65c0W3fv39/Q8+W6tSpgw8//FC1TCYLYFR/HHn+/DlWr16Nzz77DI0aNUKTJk3QqVMn7Ny506OlGNetW2f42ebq1as1y2TfA73zfuLEiTF37lx8/fXX+Oijj6LPE0mTJsVnn32GDRs2OCz9JxMIfPXqVc01y927dw0HTyxatMjlWMj9+/exd+9ebNy4EVu2bDGc5XLr1q1o0KABli5dilu3buH58+e4f/8+NmzYgGbNmmH+/PlO95/IyEgsW7YMVapUQcuWLTF8+HD0798fn376KYYPH+4w2FQ2kNZM5kJnHAW1OvLkyRPV8ZAqVSoUKFDAcPvSpUurvkeeP38uPR6mtw8XL14c48aN0w1qTZgwITp16uSwBB/wNgBm8ODBuu9HREQEduzYgZ49e+pmwpQ5BqIC85RsNhvGjRunW95TqXr16ujYsaPTdV68eIFNmzZhzJgxGDhwIPr374/t27c7zeCpzAxqhNH1IyIiDF9nZcyYEQsXLnT4b8ePHx/9+/dH69atNb/76aefpI4LV993Zrx8+RI9evRwel939OhR9OvXT7O/ywaFbd68meNhRKTBACwiF2RncjhLu03yZNPmijXLyTqjN8ZRZFKNkzFz5swxFAi3detW1h73AJnU4wAMpVgmIiIiion27Nlj6FrmzZs3WLJkie7vZsyYgaVLlzq8fr1x4wY6d+6sm/VC9v7v7t27Dn/34MEDLFy4EP3790ePHj3QrVs3bNy40Wk5lL1790ptX1z//v372Ldvn6G2P/74oyZY5/79+4azDvz33384ePCgsY4adOnSJafvqUhvgHb58uWGBneePn2KLVu2aJbHjx/fUFm50NBQl+Un//77b8ybNw9ff/01xowZg+nTp7ucLLFhwwapgXfxb5UdgBEHfWQn1AQGBqpey94PioOORib+KIlldGSDAsWBe9lJja7K+Lx69QqHDx/Gzp078cMPP7jcvx0FpDgiBtDJBmCJ2Y/SpUsnNXBeqVIlzXGwYcMGQ0FkFy9e1ARByX7+gHafCwkJwZdffukymHDWrFlSWVbeldSpUxte18/PT1MGtUqVKkiaNKmh9okSJUKNGjVUy549e4bNmzcban/u3DndYOhZs2a5zJL4/Plz9O/fX/eYy5EjB+bMmeN0f65Xrx6GDx+uWS6bQcxRppc//vgDTZs2xZQpU/Dnn38iPDwcr1+/xi+//IJRo0bhiy++MHy+CwkJwY0bN/DXX3+5LIkWGRlp+HsceBtoYDWLl14wMvB2/6pZsyYWLlyIzZs3Y+PGjdi/fz/69evnNFDZVRC4q/W3bdtmOEjjv//+w9GjR3V/FxwcjAEDBqBBgwaYM2cOVqxYgfHjx6Nu3boYPHiww0ygAPDDDz9g7NixTgOBFi5c6LDkbmRkJDp06IBZs2ZpAq3Cw8Oxd+9e1K1bV/ezS548ucNt6jFy3r9x4wbOnz+Pn3/+2WWWwfjx40tt32azaYJnmzdvbrh9s2bNVK/NTOwVr0WAt4FNI0aM0M0q++LFCyxcuFA3gBF4u+98++23Lrf7yy+/YPHixbrLZeitHxER4TIQLSwszOmxcuDAAdSoUQMTJ07E+fPnceXKFRw/fhxjxoxBzZo1HVZ9qV69usvsYVF8fHycTkj4448/0L17d5QtWxYNGzZEgwYN0KJFCxw8eNDlcZ4lSxasWbMGs2bNQu3atVG4cGGUKlUKffr0wZ49e9CiRQvddrLjc67Wf/PmDY4cOYJNmzZh27ZtuHjxosu+r1u3TjeTrej8+fOa+7mnT59KZdkLDg52mT2ZiOIeBmARuZArVy7D68aPHx8FCxb0YG/iHqMPLaKIDz7IOtkHyJ4oARCX3bp1C2fPnjW0bkREhOEa9WSc7DHg7kwMRERERO+KXkCMI8ePH9cMfl67dg2rVq1y2fbhw4eYPXu2Zrls9htHATirVq1CnTp1sGjRIly9ehV37tzBTz/9hPHjx6NWrVoOBzxkg1fEySp79+6VunYUA5iOHDki1f6HH34wvK4RslkXxL8/ODjYZSkeJb0MWpMnT3Y6KBvlzp07uoNuwNuBmrFjx0Znzjh37hzOnz+P1atXo0mTJhg8eLDDmfkyQXhXr17FX3/9pVqWMWNGw+311pdtb7REjiPiMSc7aCYG2RgtWxVFzPgk+0zH0TOj169fY+bMmdHl1xYsWICZM2eicePG6N27N/7880/ddrL3fuL64v7gytOnTzWfgaMBTT16g+xLly413F4c/JYtPwhAM+i4a9cuw+fSmJgFa/v27YbXff36tSaILCAgAD169DDUvnv37ppB9v3790sFMoolY0NCQgw/FwoODsahQ4d0f1ewYEFs3boVQ4YMwUcffYTUqVMjY8aMqFevHlauXImvvvpKN2PaJ598YrjvgH7gRnBwMHr27On0u+Dq1avo1auX04DdGzduYNiwYahevTr69OmDL7/8EtWqVcPw4cMdHqsvXryQzmhk5DvLGWX5N0d8fHxcBpxGsVrNQ3Zird769+7dQ/v27XH48GHNc+KIiAgcOHAA7dq1073uCA8Px9SpUw1te8GCBbrnrREjRmgyLIpevnyJ1q1ba87BZcqUkcoGWbVqVYe/O3DgANq2bYuWLVtizJgx+Oqrr1CnTh2MGDHCYTbYnDlzIlGiRIa3X7hwYU3wbOnSpQ0FUiVOnBhFixZVLUuQIIFUJr+MGTNqAgIfP36Mvn37urymmDJliu41+ebNmw3vx5s3b9acM2WDucX17XY7Bg4c6PAzinLkyBHMnTtX93eHDh3C4MGDHWZUe/78Ob788kucO3dO87vEiROjVatWhvreoEEDhwkkpk6dilatWiEoKCj6/bTb7fjrr78waNAgtGvXzuX77OPjg9KlS+Orr77CmDFjMGzYMLRs2dLp9Zq7xvMiIyMxd+5cVKpUCYMGDcLy5cuxePFidO7cGbVr19YtAQu8PcfIZEETK1+YyTDs7qzERPT+YwAWkQv37t0zvG5YWBhLT7lZ2bJlXc5qVapUqZIHexM3Zc6c2aPrk3NGg6+iOBpMIvMczch0RPZGk4iIiCgmsNvthmYKR4mMjNQEMciUbj5w4IAmeEO2/JXeA/s1a9Zg2rRpDieGvHjxAl9++aVuqTTZrAPiwLlsFgwxcEG2bJGz9R88eIDBgwejYsWKaNCgARo2bIjmzZtj3759DgPdxGw8rojvl0z2LODt8xblwI/dbsfu3bsNt1+/fr1mWWRkJIYOHYqtW7c6/DujymGKA27h4eHSJQDFQJO6desabpsjRw5N+S7ZLHBixjqZ7D3A21KOSrIZkMR7pfr160u1F8u9VahQQap9xYoVNctev36NPn36YPny5brv56lTp9C+fXvdLDEffPCB1PbFQWfZIFK9e83q1asb2o86d+6MwoULq5Y9fvxYKpD08ePHquNWLxjGFXHQUSaA6bfffsP169edrhMSEoJLly7hxx9/xPXr1z1eplLMamZmfaPPhvXWk83ALZ53jx07JlVCbc+ePQ5/FxgYiMaNG2PhwoVYvHgx5s6di2HDhiFfvnwO28hkDQH0J3EuX77c0Ln4+vXr2Llzp+7vTp48iZYtW2Lfvn2q75mo7EctW7bEyZMnNe1krwP02hjNXBPF0TOkqEClHj16oHHjxmjYsCHq1KmDWbNmOb3ekK3OIa5vNRAVAIYPH+6yosI///yDkSNHapafOHHCcDWGsLAwTRBiaGgo9u/fb6j9kydPNMHwgYGBhr/LEiZM6PB8PXv2bAwePFiT7fT169fYs2cPvvjiC90MdgEBAVKlUBs3bqxZtn79ekPngefPn+sGbDZt2lRq++K1w9atWw0H9C5fvlyzTCbD69OnTzUZ/2Qr2ojr//zzz4azaK1fv16TWe/169e6+7YoMjISQ4YM0T0PdunSxWWp7YoVK2LAgAG6v1u6dKnLsuK//vorunXr5rKfsooWLSoVUP/pp59qltntdvTp0weLFy/W3ZcfPHiA/v37Y82aNZrf3b17V+qe7LffflMF3iZLlsxwwGsU2RLSRBT7MQCLyAXZgCpXDw5ITvLkyVGtWjVD68reoJAxMg9Q8+fPj5w5c3qwN3GP7Mw7mQdtZIzswzPZlPtEREREMYXVgW2ZyQNv3rzRBEHJBr6L175PnjzBtGnTXLaLjIzEqFGjNH9vsWLFpLYvZg2QvRYXMwPIBj84ytCwdu1a1K5dGwcOHEBoaCgiIyMRERGBmzdvYtiwYWjevLnuTO0CBQpIfQZ58+ZVvZYdrLDZbKpBu8uXLxsqPxjlyZMnmtJNBw8eNFTW7KefftKU+fL19ZUOAhTvFWrVqmV4EObzzz/XvN9GB52jiNl3y5YtK9Ve3OfFgCxXxPUrV65sOHNHvHjxNIOLWbNmRcmSJQ21T5o0KapUqaJZPnfuXJcl+F68eIH+/ftr9rf8+fMje/bshrYPaJ+XZMmSxXDbqPXFfcBms2HEiBHo2rWr7nuZMmVKDBkyBJ07d9b8zlW2Dj3K555mMprnyZNH9Vo2I7SjwM3g4GD07dsXVapUwbBhwzB69Gi0atUK1apVw4YNGzwWiCX7HojBJ48ePTIcjLxp0yZN9iTZ86i4vuw5xNn6drsdP//8M8aPH48xY8Zg3LhxWLt2LZ49e+awjWwWEDH7SmhoqFQgrl6Wk1u3bqFfv35OA4nCw8PRr18/zTETL148qeoWKVKkQNasWVXLjJ7DgLffIXoBbSEhIejZsycGDx6M8+fPR79P//77L5YtW4bGjRs7zP4ifjc7Y7PZUKZMGdWyVKlSGW4PaANRf/31V8PBK+fPn8e1a9dUyy5evCi1fXH9RYsWSZ0f5s2bp1nWrVs3l/uBr68vxo4dqxtosnfvXpfZCJ89e+YwS9QXX3yBtGnTuuj52+tQ8XswPDzccBlT4O0xJL5fVatWNXQ98eGHH2pKGAJygbjnz5/XfA9YnZBQu3Ztw22TJUum+Vv1MrQ6EhoaqgkY2759u+F7gidPnuD48eOa5T4+PhgxYgQmT56sOad89NFHGDt2LCZMmKCbuCAiIgILFiwwtP0LFy5IBx67EhAQYHg8ydfXVzeIcMmSJTh16pTL9t99951mQpCZsRFlm/jx40tNrk6YMCEnYxORBgOwiFyQvaH39EysuKhv376Gbv6GDBmCZMmSeb5DcUytWrUM3fQBQLt27Tzcm7gnRYoUUusnT57cQz2Ju2RS6AcGBiJ//vwe7A0RERGRZ9hsNs0goiti9lvZB97i+kbKpSiJ177r1q0znLnh3r17uHDhgmpZtWrVDJUCAt4OUIrZd2QHnsUMTOIgqCulS5fWLNu7dy8mT57s9NnEjRs30LZtW83yZMmSSWXBEgcbsmfPLpXBOk+ePKoALDEjmBFi8IBeVixHxCAOm80mVQLQz89PE3wSEBBgKAuVr6+vbvZo2eALMetEo0aNDAfRZc6cGSVKlFAtq1u3ruE+JEyYUDNhzs/Pz3AQV5YsWXQnuxjN3pIiRQpN5pnQ0FDDA88PHz7EgQMHVMtsNhu++OILQ+3Tp0+P6tWra5bpHZeONGzYUHe5j48POnbsiD179mDkyJFo1qwZmjVrhnHjxmHnzp26g5WAfAlHsU1AQID0PihmDpHNoqa3/tWrV9GgQQMcP35ccy57/PgxJkyYgN69e3vkGaxsFjTxON61a5fh8lcRERGaDE5iVjxXxPWtZnKMEhwcjPbt26Njx47YsmULzp8/j9OnT2Pq1KmoWbMmVq9erfv+G31+GEUsW3rz5k1NNhlnrl27pvnunThxoqFrgYiICEyaNEmz3NHxpad+/fqa7z2Z7EG1a9fWBFra7XYMGTJEtzRZlLCwMAwePBg///yz5neOSqzqsdvtmmshme9xQHvttm/fPqn24vqvX7+Wai8eb3qZzZzRyxqYIEECzJkzBw0bNtS9LsqZMydmz56NcuXKaX5nt9sNl4J99OiRbha3VKlSoXz58k7b2mw2NGzYUBM4HhwcjP/++8/Q9oG3QbNiAJOvry8mTJig+Y5TKlWqFGbNmqU5h0RGRloOxJUpwQhoJyRUrlzZ8PVcixYtNJ+xXmYyZ8QgQpkALgDYuHGj7nKbzYaKFStizpw5OHDgABYsWIDvv/8eCxcuRI0aNRx+X2/YsEGqDKORySuyOnXqZOj7bMCAAZrPym63GyppH0UsWSobROrv76+6Fnrx4oVmgoczL168kA5+JqLYjwFYRC7IPoDOli2bZzoSh129etXQjYORqHiSFxgYiOnTp7ucxdu7d2/d9P9kTfny5aUGQYxmjCPjGjRoYHjd0qVLSw8cEhEREcUUjoIB9JQuXVoTKCE7+C9ONhAHYl0Rt2e05EwUcYZ+QEAA/ve//xlq279/f82gl9HgrSjigFHOnDlRqFAhQ239/f11S5NMnDjRUPs///wThw4dUi37+eefpYLIxBJujjISOSIOcsuWzwPUgywvX77UDCQ7c/PmTdy7d0+1TCYDV3h4uCZzxYkTJ3DlyhWXbR1lJ5DJXKK3foYMGfDZZ5+5bGez2dCnTx9NsFbatGkNBx98/vnnmqxtwcHBugEBeq5du6YpVxYSEmJ48P6vv/7SZD45fvy4VPCGXvm1WrVquZxcljJlSkybNk03eKVdu3aGgpDSpEnjstRgggQJUKtWLbRu3RqtW7dGpUqVnAZHiJlojFA+x7TZbFLH8AcffKB5DuqsPJ3IZrNpAvZev36Nzz//XJMZSXT69GlMmTLF6Tq3bt3CtGnT0KtXL3Tu3BkdO3bE2rVrdTPORHFV8kkpfvz4mgAF2RJ84vrly5c3nEnDZrNpnleImRld0TvnPHz4EJ06dcKlS5d024SFhWHKlCm6pcPy5MkjlUWuVq1aqteuPnc9ymCrsLAwp4FLorNnz2oCfmrUqGHoffzggw/QunVrzfJSpUqhatWqLtunTZsWnTp10iwPCgrC6dOnXbYPDw/Xzd4kmwlPrP4hG0gg7sNiVjdXxPWtlo+T+R4HHE+mT5AgAYYNG4bdu3dj0KBBaNasGVq3bo358+djzZo1KF68uG67P/74QyoITi/45ujRoy4z6dntdowdO1ZzHSMbwOaojc1mcxqQ6+fnpxvwbbPZpDPaitfTH3/8seG2AQEBmuPV398frVq1ctk2UaJEaNKkiWa5bAYusRy0TAAcANy/f9/lOokTJ0a6dOkM3WscO3ZMavtiAJk7BAYGYs6cOahWrZruNVHKlCkxevRo3ff/559/lirJLZ7zU6VKJfVdWLlyZdW1lWw5cLNtiCh2YwAWkQsy6dtTpEiBXLlyebA3cZOr2btR9u3bZ+hBJ8nLmTMnVqxYgebNm2sGCaJmvOjNoCbrkiVL5nLWU5QECRI4nZ1E5sjM3Hr8+LEHe0JERETkWXXq1DGUvcLHx0c3S4xMAI3NZsNHH32kWlahQgXD7X19fTWZSmWvxfSu8+rUqYMhQ4Y4LEUXP358jBkzRjdIwVFJQEf0BtmNztpOlCiRJvjl1KlTTktDiebPn696LTPbG9AfYOrQoYOh9yF79uyoWbOmalmBAgWkJp8kSpRIE4AlSxmsExkZaWgQTEkcuNYrh+XIqVOn8Pfff6uWNWrUyHD7PHny6Gbf7d27t+6AVhQ/Pz+MGjXK4X1mv379UKBAAafbLleunG6Q0u7du6VKuO3YsUP1OqpsplFiEKXs5+coUKFHjx6YNGmS5hwVGBiIJk2aYMWKFciRI4du22LFimHEiBFOg7BSpEiBGTNmSGf5cEV20BfQHvctW7Y03Pazzz7TDLTL7MOffPKJJnhi3rx5hjN3OMp6aLfbMXv2bDRu3Bhr1qzBrVu3EBwcjEuXLmHy5MmoW7cuzpw5o/tv5sqVSzerjZ7GjRubyjrmjK+vr+FJXX5+fprBeNkMWHoBFrNmzTKUkXDOnDmazDU2m81QECjw9hmWuL+kT5/eUNsoiRIlUr1ff/75p9Q5KDIyUnMe9/Pzw5QpU5xOsk6RIgVmzZql+z1us9kwevRop2XQsmXLhvnz5+t+58t8j5w/f17Tf9ngF5FsEJx4DMqW8RSf+VevXl0qE1+dOnVUr2WDuV2VHg4LC0NoaChevXoV/Z+zcQrZADjxOgAAvv/+e0Ntw8LCNAFcadKkkXr/4sePr8koGxERgcGDBzstB3ry5En06tVLE/Bms9mks6iJ5zFn1zCimjVrato/f/4cs2fPdtk2JCREdz2Za1FAW0Jctpy17PvlimwQntHswbISJUqEb7/9Ftu3b0e3bt1Qo0YN1K1bF9988w127tzp8BzpKPjXkYiICM15y+j3EPA2C5qSme91liAkIhEDsIhcEGcROPPixQupmXbk2u+//y41e2zFihUe7E3cljZtWgwYMAC7du3Cd999h/Hjx2P79u2YPXu2VIp9kqd3M64nNDTU1KADObd161bD6164cEHzAJKIiIjofZEoUSJMnz7daRCQr68vhg8frjvzXyZrgt1uxy+//KJaVrduXYflkESVK1fW9FO2dJajAZbGjRtjx44d6NSpE3LmzIn06dPjww8/RI8ePbBjxw5Nxo4oJUuWlNq+WP7tyZMnOH78uKG2jx8/xokTJ1TLZDOAiQFosplcxQEn4G0W8alTpzoNLMmePTtmzpyp+ax9fHxQqVIlw9uvX7++6nWiRImky58lS5Ys+md3lDMT92lXxElkhQoVMhT8YbPZ0KNHD92Bdl9fXwwePBjLli1DzZo1kTx5cgQEBCBjxoxo164dtmzZ4jQw4MCBA5rsZqJTp04hKChIs1zmGRqgLTtp9N7X0fqymVucPcP79NNPsWTJEmzatAljx47FxIkTsWvXLgwePNhloGr+/Pk1Gf6UcubMabjUogzZzC8ANEGbBQoU0M3KIypfvrxu1sQyZcoYHrwWg2gBx6WY9ERGRuoGqyxYsMBpCbDnz5+jT58+mgxqUcaMGeOydFKFChXQu3dvzXKZ7E+AtpLCL7/8guDgYENt37x5owmQOHv2rNT2L1++rHr95MkTw98lkZGRup9X/fr1XWbU9Pf3x7fffqsJlkmZMqXud4sjqVKlUp0HzTyX12uzevVq/PXXXw7bPHr0CHPnznUYbBQvXjyMHj0aq1evRqNGjZAjRw5kyZIF5cqVw+TJk7FmzRqHGevEz8SV33//XfVadnK4uL5sGU7x75AN5hADJ9KkSWN4culHH32kCUSuUaOG1PYdZdx6/vw5hg8fjnr16mHGjBnYvn07Nm7ciC+//BKNGjXSXINFkQ3AEv/+v//+Gz/99JPh9mIJw0SJEklNaKhevbrmnH3gwAFD16O//vqrJlNXZGSkdACQmHEqR44c6NChg8t2GTNmRPfu3TXLd+3aZfhcsHv3bs33oEw5auDtd7qSXnC8M0WKFJFa3xXZLHKyGXxlpUuXDl988QW6d++OTp06oUqVKk6DzswEpInXw0YD3H18fDT3P4GBgShVqpThbefPn99UFl8iit0YgEXkgqMZUXrCwsKk0t2Ta0YfPkeRSTNN8p4+fYqtW7di8+bN2LJlC1atWsWsYx529+5dqYcvzh4ykjnOHrrpEWcfEhEREb1PcubMiVWrVqFNmzaqGcC+vr6oWrUqFi9e7LBEk2z5BTHzSrJkyTB8+HCX2RsyZMiAfv36aZY7y1ahx1H5GODtoG6RIkVQoEAB5M+fH0WLFkXRokU1WQKUSpUqZXjgMnHixJpBwkOHDkkNWokD77LBF+LAcaFChaSypzgKOCtatCg2btyITp06qcpK5s6dG0OGDMGKFSscBrAMHTrU0MzzNGnSoGfPnqplAQEBugEdjhQsWFDVP19fX6l9yMfHB1mzZlUtk8neBGgHHW02G7755hunAz++vr4YOXKkyxI9BQoUwKhRo7B8+XKsX78emzdvRo8ePZxmmHn16pWhMpYREREYN26cZh+SHTQTs0TIZo0Q15fN/uMqYO/69evYvHkz9u7diz179mDv3r0uJz0FBwejW7duTstwBQUFYeDAgW7POiEbhArov2edO3fGwIEDdTM6xIsXDy1btsTEiRN1P6/Dhw8bPo8dOHBAs0x2Upn4bwQHB2PRokUu24WHh2P8+PG6v0ucODHmz5+Prl27akrjZs2aFYMGDXL496dMmVKi99r1ZZ5DA9qAK9lzkPh+nz9/Xup76OTJk5plNpsNQ4cOxYABA3TPN8WKFcO8efN0g01v374ttQ/8/fffquMoS5YshttGyZw5s+r1L7/8olsiVrR3717s2rXL6Tq5c+fGoEGDMHXqVMycOROTJ09GxYoVnZ7rrGavkclClyFDBk0wuEwZzoCAAFSrVk21zOr3AGA8gCVv3ryaa0bZ908ZiB0lJCQEXbp0wd69e3XP03fv3kW/fv10z2HOrhP1iP2XzeT46NEjzd8sBgQ5kydPHs0yV+UPlTZu3Ki6FnBVulCP3ndx165d0aNHD4cBvR999BEWLFig+37rfS6OhIWFaYLpjFaiiFKmTBnVayPBY0rurirSsWNHqfXFCQ2i8PBwnD9/HkeOHMGpU6dMZduUIRP8BLy9jhH3OaNZ5CIjI7Fu3TrN8mbNmhnevsy6RBR3yN3VEsVBISEhHl2fnJMNZGAGMs+w2+1YtmwZFi1ahLCwsOjlZ8+exfr161GyZEmMHTvW6QxPMkfmphd4W4Khf//+HupN3GQ1fTsRERHR+yZVqlRo2rQpbt++jV9//RWRkZFInz496tWr57Q0mTsyKNWoUQP+/v6YOHGi7gP+4sWLY8yYMbpZugoVKiSVNUAcMIny+++/Y9SoUZpszKtWrULevHkxatQo3cEtHx8fDBkyBL169XIZWDFgwABNBqh///3XcN8BaAI8HGXTcET8vJIkSYLq1atryro50rRpU4e/S5UqFbp06YKOHTvi7t278PHxQYYMGVwOysWLFw958uRxObmqYMGCuoO2pUuXxrFjxwz1v3DhwpplGTJkMDwBI2HChJr9UDag5tatW5plgYGBmDFjBg4ePIiNGzfi559/RmRkJBInToyaNWuiWbNmmsAvZ8LCwhAWFoaUKVO6fP/3799vuIzl3bt3cfbsWdVxlD9/fql7WPF8Ips1QsxSJBv84ijY79GjR/jqq680wTCHDx/GrFmz0LNnT4f7/+LFiw0NTp45cwbHjx9HxYoVpfrsjJkSOHqD1zabDblz50bOnDnx448/qn6XMWNG5M+f32EAiUwGq3PnzuHOnTvSGXeUxMCDdevWGc5md+3aNfz++++62a4SJEiAjh07omrVqli7di1CQkKQOXNmNG7c2Omzr6NHj0r1/9ixY6qAF9kANDHwWTb4Q/xb3PUc3GazoXnz5mjSpAnOnTuHK1euwNfXF2XKlHEaHCIGpbry5s0bhIaGRmc7SZMmDVKmTGk4QCB16tSa84beYLwja9euRZ06ddz63Eg2eEX8DDNnzgwfHx9DpQBTpkypCX7Jnz8/ChcujJ9//tll+0aNGmkyzcgGYIkBNq9fv8bixYsNtd28eTM6dOig+gxlJwPolVycPXs2rl696rRdZGQkRo0aheLFi6uCuGSzJ1l9//QCnk6fPm24/YkTJ9C8efPo169evTL02Uf5+++/cffu3ehARpvNhjx58mgyszni6+urW9LXZrOhXbt2aNiwIbZu3Ypz587hzZs3yJIlC+rWrYuCBQs6PO5kS5KL5506depg2rRphtqmSZNGc+2SM2dOFC1a1NA9SaVKlTSBvkqvXr3C/v37cejQITx8+BAJEyZEpUqVULt2bYdZnrJmzYosWbLoXmOK/Pz88Pnnn+v+LiIiAt9//z3Wrl2ryjA6adIkVKpUCT169JC+9zAie/bsCAwMNPx9WKhQIdXrJ0+eOMxQp2fPnj0YOHCg6rqmfPnyaNCggcuqGFWqVNGUVCciApgBi8gl2YcXZmoEk2MyaacBc7P9yLW5c+di9uzZquArpaCgIHTp0kX6Jpdck80CxxKE7iczc8xms+k+OCD3uX//PtasWYPly5dj7dq1uHTpklvKxRAREdFbERER6NmzJ+rVq4ejR4/iv//+w+PHj/H777+jV69eqFmzpqZsWBSZ0uT+/v4oWrSo7u8qV66MnTt3olOnTsicOTPSpk2LQoUKYd68eZg3b57DgQrZsi96AyO//fYbunTpogm+inLlyhV07NgR169f1/19yZIl8d133zks5xE/fnyMHDlSt4yhbPYecf3PP/9cahBYr0RNt27dnA4ERWncuLHTYDwlf39/w/fqO3bsMJTZ+uDBgzhy5IhmuUwJQL3B1UuXLhlu//z5c8uT8PQGfoG3zzaqVauGuXPnYtOmTdiwYQN++OEHDBw40FDwVUREBPbv34+uXbuiadOmaN26NSpWrIhhw4Y5/Rv1ygo6I2bfqVKliuHnOP7+/ppSiGXKlDFcOsdms2kyvciWf9PL/PH06VN07tzZYSaiFy9eYMKECVixYoXmdyEhIZrMdM6sX7/eeGcNSJIkCfLly2d4/WzZsukGsx4+fBhdunTRBF8BbzNEDx8+3GGGIFdBC6I///xTan2RGHxy+PBhqfaO1v/777/Rt29fNG7cGBs2bMCePXswf/581KpVC6NGjcLTp0912zn67nBEDPiUPaeIgbsVKlSQCuCoWrWq6rVeNiBnXK3v6+uLEiVKoFq1aqhcubLLLIMJEyaU2r6vr68mmNlRMIEecd2IiAipfeiPP/5wWTo1LCwMN2/exPXr1w0FmBkJnFISs1/u2rXL8L/x+++/6wZ/G72W0FvPVflOkXjOOnLkiCZDqiPh4eGaoHHZsRlx/ZCQEE1ZP0devXqFbdu2qZYVKlTIcDltAJrSyzlz5pQ6DgoWLKi6xnr48KHUtczp06dVz5LNPFcW28hkYatUqZLDoNbw8HCcPHkSO3bsQFBQEH766Sfs27cPO3fudJopTPY8Il63yEyIePToke7xNmnSJJfXa/nz58fo0aMd/v706dOoU6cOxowZgxMnTuDKlSv48ccfMWnSJNSuXdtpudiCBQsa6n/q1Kl1A6rDw8MxaNAgzJgxQ1PeOSIiAj/88APatGmDa9euGdqODNksdmL/79+/L/WcODQ0VDP5ICqTY4cOHXTvz+LFi4fPPvsMY8eOlS5/TkRxA88MRC7IzERLmjSpwwfIZI7s++kslT6Zc/XqVSxZssTlen/99RcWLlz4DnoUt3g6rS+59tFHHxleN3Xq1DwPeciTJ08wZMgQ1KtXD9OmTcOmTZuwevVqdOzYEW3atJF6wET0Prt27Rrmzp2LWbNmYdGiRTh16pT0Q3oiImc6dOjgtATSv//+i2bNmukOjjVp0sTwdqpWrepw4PbUqVOoXbs2Fi5ciNu3b+P+/fu4ePEiunXrhk6dOjkcoJad8S6uHxkZiREjRrgs4RQSEoJRo0Y5fLj/ySefYNeuXRgyZAhKliyJHDlyoGDBgujduzd2796NunXr6raTvf8V10+cOLFuVic9NpsNvXv31ixPnTo1FixY4DCQxWazoWXLlhg4cKBUX42w2+1SASlipqXXr1/j4MGDhtufPXtWtR9HRkYazv4U5YcffpBaX2SkXJivry/ix49veED81atX6N+/P4YOHYoLFy5EL3/z5g327duHdu3aObzHly1fJq7v5+eHN2/eGGobERGhGTTz9fVFr169DLVv3ry55t6rRIkSSJ06taH2ANCwYUPNsnnz5hnKxj5r1izcuXNHtezKlSsOJ67pcZUdIyQkBNu2bcOSJUuwbNky7Nu3z+W/36pVK8Pb/+yzzzT71d27dzFs2DCX2dwWLFigm23OUVChI8HBwarXstlfxPOg7PeA3uDxzZs30bZtW90JceHh4di5cye++OIL6WxNesTvkV9//VWqvRiEkCxZMqksWGIp2ZIlS0oFL4jBI0p2ux3nzp3DyJEjMWjQIAwdOhSzZ8/G3bt3HbbJli0bMmTIYHj7pUqV0pxHKlWqZKicqZ+fHz799FPVspcvX0oP/jva5x48eIDvvvsOtWvXRu/evdGvXz/UrFkT/fr1U52bRbITzMRrIr3gZEciIiI0mWJ+++03p/1T2rRpk2b7tWrVMhxQnjBhQlSvXl2zfRlipiVX5XlFuXLlUr0+c+aM1HeheN2RIEEC3e8WR8TyZQkSJHB6XInEbZk5LymvfRInTiwdUCKec2rUqGEoIDp+/Pho37697u+eP3+OZs2aYeTIkbh161b0cfHy5Uts3rwZ9erVw759+3Tbli1b1nDffXx8NBNIjGa/At5+J+hlfkyaNCmWL1+Odu3aaSZlpEiRAl27dsWCBQscZg8+d+4c+vbt6/DzfPHiBYYNG6ZbbvHZs2eGr0//+ecf3eD7RYsWuTyXPH/+HD169JA+Z7ryxx9/SAUCnj9/XvXaUdlKZ/Ta+Pj4oFu3bti7dy/69++P6tWro1q1aujTpw92796Nfv36SZfOJqK4gwFYRC40adLE8EzN+vXrS81wINdkZ26x5rL7yZQP2L59u/QDW3KOmX28z0jK5iiPHz9mJjgPePLkCTp16oQffvhBdyDgypUr6Nq1q+ammyg2CQ4ORpcuXdCyZUssW7YM+/fvx/bt29G3b180atTIULYQsu7x48dYuXIlJk2ahPHjx2P27NnSJbPJmmfPnmHPnj3Ytm0b9u/fj3v37nm7S7HK9u3bDQ3+hoaGYvDgwZrluXLlQps2bVy2T506NXr06KH7u3379qF37966AV52ux0XLlxAgwYNdMvPy2aQEme8nz171nAWrStXrjgNAA8MDETjxo0xc+ZMTJ06Fd988w1atWrlNMt2/vz5pe5/xYFzAJg+fbqh0vDDhw93uF6mTJnwzTffoHTp0qpBuCRJkqBdu3bo3r27R7JP379/X2omfVBQkGqA5tmzZ4aDf6IoyziaGUCymr1HppSgUWPHjnWZSXnOnDmarB2ANpuQK+L6Bw4cMPwZREZG6pZ2qV69OgYNGuR0ALhu3bro06ePZrmPj49UKVQxWCskJAS7du0y1DYyMlIz6OooK5Ij4eHhuvf8ERERmDlzJqpVq4Zvv/0WW7duxebNm/HVV1+hatWqWL16tcNnBTLZX/TW3bBhg+FjYdWqVZplss8wxHO5bACWeC6SLQUnDp7a7Xb069fP5Wd5584djBw5UrNc9pgW1xczjbgiBuTdvXtXKnuLGMAQGBioKonoTLx48RwGmgQHB6NVq1bRg9eXL1/Gr7/+ihUrVqBhw4aYMGGCbrCer68vGjdubLj/es+B169fbygQMDw8XPPM08xzfb2AtevXr6NNmzZYs2aN6hlRZGQkjh07hs6dOzss1ylbjUNc31GWUkfEADKjZYiB/y+PphR1rWBEhw4dNO+fbClf8bO+ePGiVHsxc6bV8nUA0KlTJ0PZHFu1aoXcuXNLbU8knvMcZWB1RlnKzt/fX+o48PX11WRODQgIwIwZM5xmvAsMDMR3332nCYAD3h4nbdu2dXpNHhkZieHDh+s+B2nQoIHh69Ty5ctrPqsrV64YahvFUaBSwoQJ0aNHD+zevRvffvttdPbI3bt3o2PHjg7vWyIjI/Htt9+6PI/Z7XaMHz9e8z1w8OBBqWBwMeNbWFgYli9fbqjto0ePsHfvXqfr3L9/HytXrsS8efOwePFiHDp0yOnfJpsJ8vXr16rzhmwmR1fXjokTJ0bTpk3Ro0cP9OzZEy1btpTeBhHFPQzAInIhY8aMGDBggMv1PvzwQ3Tq1Okd9ChuSZQokeHsMz4+Pqy57AFHjx41vG5ISIj0jS45lzJlSm93Ic6T2affvHmjmX1H1n333Xea0gyisLAwDB06VJN+nzzj9evXCA0NZZDoOxIcHIwOHTroloEB3g609OzZE6dOnXrHPYs7IiMjMXfuXNSqVQuzZs3C8ePHcerUKaxYsQJNmjTBwIEDLZehIudCQkLw7bffokaNGhg1ahQWL16MWbNmoWHDhujbt6/TbApknJHMt1EuXLigOzu5V69e6NChg8OBjxw5cmDBggVImzat5nchISEYMWKEy20/efJEN0uObMkRsQ+HDh2Sai9b6sqVc+fOSQUQ6Q34BAYGOsywFSVNmjQoU6aMw9/v3bsXrVu3xpkzZ1RZFp89e4YlS5bg888/dznA//LlS2zcuBGff/45WrRogc8++wxffvkljhw54nBw1cxEBmXwhpmBc+WAi5mgMvEYkA3+cHfWgD///NPlQFiUBQsWaAbAxEwkrojr6wXkOLN27Vrd5X5+fk6vM/39/XXf6+vXr0uVIt28ebPq9U8//SSVdUHMAGXmWkD8OyIjIzFw4EAsX75cd/94+fIlpkyZgilTpuj+ezJZ5MQAELvdbjgADXj7fskGe4jEv1H2GBKz1hktYRlFfOYYFBRkeB86efKkJhBc9rmkuL5s8Ino9OnTUvdoJ0+e1Czr2rUr8ubN67Lt8OHDdUtYPn78GF988YXDcpR2ux0bNmxwWHqrefPmhspn1axZU5PpJjw8HJs2bXLZNsrGjRtV50F/f39kyZLFcPvAwEDN+iEhIfjyyy+dZrS32+2YMGGCbsZRmWocgYGBKFGihGqZbAk58RiWvabWW79Dhw4us/G1a9dON2g/Y8aMUtsX15fJhAloA6llryX1rj0ePHhgqKLBL7/8ojnmQ0NDpa5Ht2zZonqdJk0aqaCuokWLqgKwXr16JbUPRURE6J4z06VLhxUrVqB///6q83JgYCA+++wzrF+/3mHp8u3bt2syTOqx2+2655G0adPqZnkVpUiRAn379tUsl83k6Ow5pN1ux9WrV/Hzzz/jwoULCAoKclmq9uzZs4b+fuDtPZGYBUvMLOmKuP6RI0ek7kcc3T9GZemqU6cOZs2ahd27d2Pbtm0YMmQIatSo4fB6VfZ+wGazacpwyoiMjORkaiJyOwZgERnQpEkTjBkzRjcQwsfHBzVq1MDcuXOlZtmRMREREYaDGSIjI5n9wQNkSzDIrk/Oyc6E8sRM9LhOZtYQ4PzGm+Q9fPjQcOrsR48e6abfJvcIDQ3F+vXr0bhxYzRp0gTNmzdHlSpVMH36dOkHPCRnwoQJmvIiooiICIwYMYLnIA+ZPHkyFi9e7PBB5KFDh9CrVy++/x7y/PlzdOzYEZs3b9YdjD5+/Djatm3r8mE2uSYz6Ga327Fnzx7N8qhyDdu3b0eHDh1QqFAh5MuXD9WqVcOMGTOwZs0afPDBB7r/5uzZsw2XVf3ll180WQpkBx3Fc6vsvYxsthtXZMvuiFkbgLeDVq5mrT948AB9+/bVHeg/f/48Ro4c6TQI4MaNG/jyyy8dnhOvXr2Khg0bYvz48bhy5QpevnyJkJAQnDlzBv3790eHDh103zuZzD1RlIOGiRIlQp48eQy3TZcunVSpKz05c+ZUvZYt2+Nsws2TJ0+wcuVKjBkzBsOGDcPIkSNx8uRJp8eIOBDrzP379zXBF4ULFzacgShx4sSa7D2yWSH1rm8OHDiAb775xmkQyebNmzF16lTNclcl/URi8LrsOUAcsJMpfxhF/Ds3bdpkaCLcmjVrcPbsWdWyly9f6gbUOHLu3DlV9pawsDDp8lVW7wPELGqyGbDE9g0aNJBqX7VqVdVr2SBCMYitfPnyhifSJU+eXFMCT3YSnlg2SfZ7SS/jVsKECTFv3jxUr15d95yWNm1aTJo0CbVq1dL9NydPnmxoAHzPnj26WawDAgIwc+ZMVKhQQbedj48PmjdvjpEjR2oC9h48eKCbIdORkJAQTV9lngGFh4drvgt37tzp8t4NeHvsL1u2TLO8cuXKhrefPn16TcCQ7DEkZnKRDYLUew5ps9nQt29fLFq0CNWqVYvO9BMYGIiaNWti2bJl6NGjh+62qlevLvU3iEHnsvdj4vVO/vz5pdrrlS4bN26coQCWS5cuaYLp//zzT6l9WAzistlsaNq0qeH2YvlwI4FjIkfZQI8fP47Vq1ervidevnyJbdu2YdOmTQ4DnZYuXWp428HBwbh+/bpmeatWrTBgwACHWaayZ8+OBQsW6Ab8yWYR05tUAry9Hv7888/RoUMHrF+/Hrt27cKiRYvw2WefoVOnTg6DfZ2VgtcjXgvIngPEfVi2vLZeIHZoaCjatWuHffv26V7PPXnyBMOHD9fNBCj7/tvtds0x4G6PHj3Cr7/+ikuXLkllmSSiuIsBWEQG1axZE6NGjUKBAgUQP358+Pv7I1WqVOjQoQMGDRokPTuCjDl+/LhUSbsFCxZ4sDdxk2x2E9lZBuSco5s4R2TLrpBrsmU4xNTbZM2RI0ekZp+J6e/JPe7fv49mzZph4sSJqsH5kJAQrFy5Eg0bNsTp06e92MPY6+7duzhx4oShdZ8+fcpjwAN+/PFHQ9kkLl26hO+///4d9CjuGTdunO6DdaVnz545DCghY4wGPik5G6RJmzYtmjdvjkaNGqFJkyZo06YNypQp4zRARfaBvzjjWnbQTQzYkn3grwz+cQfZsjfi+x8ZGWk4i9kff/yhmzlx4cKFho6jq1ev6mYACw4ORufOnZ3uG7/++iu6d++uucZLmzat1LV35syZNRPhZAYdGzVqpBo4dpRVyZkCBQqoXsuWJNG7d7Db7Vi1alV01sXz58/j0qVL2Lt3L7788ku0aNHCYaCTo4wzjojrnzlzxnDWg+fPn2vK9Mieg8XnDREREfj2228NtV27dq0m+Ec2EFfcT2VLf4lBg+nTp5dqnyZNGs0+t3jxYsPtZ86cqXr99OlT6Wc4yvOOWI7PCHGgV/YYEgd+9TIqOSOet+vUqWN48LlYsWKaz0y2rOjPP/+seu3n54cRI0a4DMa02WwYPny45j0XA8Jc+fDDD1WvZQeGHT1zDQgIQObMmXWfd2fMmNFhprGXL19KTYqaM2eO7vJEiRLhu+++w7p169CyZUsUL14cJUuWRMeOHbFjxw4MGDBAd381k8VEmbnu1atXUkGFr1+/1pyP9cq7OnL+/HlN8LteaVZHbt68qZmcYLWUrNVsokqFCxdGnz590K1bN7Rv3x4DBgxAv379NN+dYn+MBkcnTpxYE3gtmwVPLEctm1X677//Vr1+8OCBVCb9hQsXql7LTgIVg08AoEKFCoaeDydMmBAff/yxapmZib16QWgbNmzA0KFDdcvFv3jxAkuXLsXQoUN1rxtkMyvqTQgB3mbTmzdvHrJkyQI/Pz/4+PggICAA1atXx4oVKxyWjK1Tp47U9vWq4ly5cgUdO3Z0mFjgwoULaN++vW4QluyEEnH9woULS7UvVKiQ6rVsYLXeZzh58mRD12Tjx4/X7CPiMemKv7+/ar9Nnjy5VHsfHx+H94BXrlxBv379UKtWLQwdOhTDhg1D3bp10aNHD92JMEREURiARWTAq1ev0L9/f/Tq1Qu//vorwsLC8ObNGzx8+BALFy5Ew4YNNTfc5B6yD+BdlagiebIPz2Rv9Mk5I7PmlMwMnJFzMg/hfXx8pGbdk2uyM7Bl1yfXwsLC0KFDB6cPwd68eYM+ffpID/qRa0ePHpUaSHN3OSxyXB5Jz/r166VLFpBz//77r+F7gr///pulOC2QzdwDOM72cvfuXXTu3BnVqlXDyJEj8fXXX6NNmzaoXLkyNmzY4PC8JjvgIA5ayj5wF4NlypUrJ9W+fPnyUuu7InsdIw7S/fTTT1JZzMRsSbdv33ZY7laPWL4NeFs62kgZtj/++AM7d+5ULXv9+rXUPvDs2TPNvlS7dm1DA085cuRA8+bNNctlJlP4+PhoBpFlSkclSJBAt6/Lly/HtGnTHJYnvHHjBjp37qwZ9AXk7wfF90+2dJNYJkl24F4ctD1+/LhUFioxWEl24Fp8v4oXLy71N4jZi7JlyyYVyFmsWDHV69u3b0tNarty5YoqYE520FJs4+fnJz34LmY0lP0uEYPYZM7D/v7+KFWqlGpZeHi44WtnveNFpuwSoL/PffLJJ5g4caLDSgkJEiTA+PHjdTM8NWzYUGr74nlMNohQL4gpPDwcAwcOxMKFC3UDmn766Sd07NhRN3vVyZMnpQIxXWV+zJEjB/r06YOvvvoKw4cPR6dOnZwG/JgJHlG2MXMdL7aRzQQorr97927DbSMiIjRlvGSDL8TvMdnSuI7O2Q8fPsTw4cNRr149TJs2DUuWLMHo0aNRq1YtjBw50mHQ+cuXL3Hr1i1D237+/LkmyEM2C574DO/y5ctS7cUgRiMZDJXEsQzZibhJkybVfJdu2LDB0PfhixcvNAGDqVKlkj6PiyVL//rrL0yaNMllu0OHDulmQJK9ltG7frbb7ejbty/atWuHW7duITw8HJGRkXj16hX27duHihUrOnx2Uq1aNcPb9vX11ZQhjYyMxNChQ11e0z558gQjR47ULJc9j4vXHcWKFZPKKlu/fn3VazMBTEqvXr3Cjh07DLcXSyrnyZNHaoJ5vnz5VK8fPXpkuC3guAThkSNH0LZtWxw7dkx1XWG323H27Fl06NBBqmwzEcUtDMAicsFut2PYsGFOL56fPHmC3r17S8+SIteM1ruOwgEv95Od1W2mbAQ5pjeLyBlPpNmN6xylhNYTGRmJS5cuebA3cY/sIIKZQQdybt26dYZmwEVERGDs2LHvoEdxi7fLYcV1drsdx48fN7z+f//9h2vXrnmwR3HP9u3bpYIQV69e7cHexH6OBosdqVKlimbZL7/8gkaNGumWAnv27BkmTJiAL7/8UjpLix7x4bxefxyx2WyoVKmSatlHH31kuL2Pj4/LMjU3btzA6NGjMWLECEyePNnlTGnZTKri32910Ff2/CUOUr548QLHjh0z3F7M1nXv3j2pLGZPnjzRDLr5+/ujVatWLgcPmzVrphtoI5OBOzIyUnOvIJOBq06dOpr77X/++cdhRhilR48eYdq0aZrljrI5OJI5c2bVa9nrCPH9L1OmjFR7MeuC7ECWGHSbLVs2qfbiOS9BggSoV6+eoba+vr5o1KiRallERIRUEKE4eUHMKGaEMmAradKkmoFIZ7Jnz64670REREhnMfvjjz9Ur2UzWImBsGJmOmeqVaumGSjesWOH4WeDFy5c0JwHrWbwivLTTz85PJ+EhoY6LJcpex4XAzFlMznqDXIvW7bM5bk8LCwMAwcO1ATcyn6PuDtzqZlnksr3LGHChNKZ5WUz34nE7yuZ8nMANIFw4nnJmdy5c2sCsGSzieoFLty/fx/t27fH3r17NcfjmzdvsGvXLrRv31434FSvvKwzY8aMUb2WHZ8Rr0dlg/jEYCG9jE/OiMdApkyZEBAQYLi9GLAVHh4uVY5406ZNqvfAz88PJUqUMNw+W7ZsmvP++vXrDQdRrVu3zvI9gd55pHfv3k7v46MCTcXyfYDctUhERIQmG/zZs2cNP0u+dOmS5npa9jwmPgd9+fKlVEC6uM+WLVtWavvi9/CBAwekgujEjO9+fn5S38ViILE7xkZu3ryJgQMHOv077HY7Ro4c6TDLGRHFbQzAInLh/PnzhmYuvHz5EnPnzn0HPYpbZAcAGHzifjIPUOPHjy81aEGuyc4g5jHgfrIPn86dO+ehnsRNpUuX9uj65JpMSbXff/+dpWjdzNvlsOK68PBw6QB/2eyV5JyjAUpHZMtPkZps5g/x/X7x4gU6duzo8qH7qVOndAfYZCcfFCxYUPW6YsWKhjPyli5dGhkzZlQt27dvn+FtR0ZGOiyzdOvWLVSrVg3NmjXD7t27cfHiRRw7dgydOnVCxYoVHWbQli2dJPt5icTrXNlBX7H9Tz/9JDWYfu/ePdW+YmYgXmzz999/46uvvnK5D06aNEkT7BIeHi4d+PzgwQPV65w5cxq6HvXz88MXX3yhWb5582bDg1ZHjx7VBMnLZGXz8fHRZOwyWrotijhI3Lt3b6n2/fv3V712VrpSj9Uyonp/b5cuXZA7d26Xbf/3v/9pziEHDx6U2o/d8Z0lBm80a9bMcNsmTZqoniHIngMAbRBc5cqVDbdNmTKlJggvffr0hv4NR8fQkSNHDG8fgGbgXDbzi16gxJw5c1wGhK9btw4zZszQLL9w4YLU9sXvE9kscOIx9ObNG0Olt4G3QdViJkNvTwZJnTq1VPaYZMmSIWXKlKplssEg4nlE9ll2pkyZpNYXiZOXc+bMaTggvWfPnprniO6YBDdixAiXgUh37tzBqFGjNMvFzIquiN/lstlvxPVln2uLAVtmsrAp/ffff1LPIcXPPzg4WOqZzO3btzXB1L169TLcXm9dmYomt2/f1gTyyhKv/X/55RfNuV2P3W7H8OHDNctdZeYTiQE44nnRFbGEomwJRvFa9NChQ1LfBdu3b1e9btCggdR+3LJlS9Vr2azs4vOWK1euSB0DYgCbeE43QvzemDJliuHrcSPZ3ogo7mEAFpELMoOOR44c0VzwkDViOnZXZGaIkDEyqZsLFCjAgV83k3145e7ZgySPn4F7Zc+e3XAKfT8/P03qbLLGbrdLD4TJZAsi1z755BOp9d1dDiuuM1OSTXbwnpyTDYRmRlzz7Ha79PsnZrqYOHGi4YfVa9eu1awru31xdrnNZjN83OqVXZIdcNFb//r162jcuLHDAcCQkBB07NhRt1ymTPYlQHt8yF6Hiu+/WAbHFXF7MuUPoyiDyNKmTSs14BMQEKDJnrNu3TpD72N4eLjmeY+vr6/l7Dd///03zpw5Y2j7ixYt0iw/efKk4W1HRkYiKChItUymdFJkZKRmfb3jwhkxU4zs/au4vtXsPTLZiwHolstMlCgR5s2bpykvGCVZsmQYNWqUbqCT7PbtdrvqOJQt+wNogz1q1qxpKAiwSJEimuc9ZoI6xcDRJk2aGD6OGzdurNnnHj58aGjwNjw8HGvWrNEsl80+IwYvyO7D4nkvNDQUy5YtM9R25cqVmqA32QAqsVycbAYqMQDr3LlzUgEsYqCBWIrLCrvdjgMHDqB169Zo3bo12rRpg86dOzvNJmmz2aSeDQcEBKjO+y9fvpQuwSdmLZMtp2x1LEEMnomIiDD8fa4X+CL7LF6cuHv58mXDEyjOnDmjCUSVvRYSr0VkA0nF989RkLwj4rWr1coQYjYgV0JDQ1Xnbtn9V69N3rx5MXDgQJftvvjiC83zh8jISOmS2o7KURolHkMyWdQeP36sCXyVnVQo3v/L7kNi+W/ZLG7iOUivRLUz4vdYQECA4edQvr6+mgAsqxNEjJQyVwoNDVWdB8xkpFLuQ+Hh4Yau5aP8+uuvpgLYiSh2YwAWkQt6aUidYekp9xLT4bsi+7COXJO58bt+/boHexI3cdDx/SObrp5cM3pujx8/vvRsU3LOTCp42Rmn5FzWrFmRM2dOQ+v6+fmhZs2aHu5R3GLmGLBahoTUPvjgA6n1xWAM8ixxoFg2g5Q4cCs78CwO2p04ccLwoMmJEyc02YNkB/30+tumTRtDbb/88ktNAJTsd6g4YCYbPCQGq1m9lzATPKIMvkiYMKFUAJa/v7+qfUREhGYWvzM//PCDapDHZrNJZ65Ily6d6rVeWUBHtm/frvkMZbMeWB30EwcdZYOIxUHWbdu2SbXftGmT6rWYkcsV8RpJNgjQ0UB1kiRJMGLECLRr1w4pUqSAn58f4sePjw8//BBjxoxB7dq1dduZeSalPA7NtBfPI35+fpg8eTKqVq3qsE3FihUxbdo0TQChmXLuuXLlUr3OnDkz2rZt67JdhgwZ8Pnnn2uWb9261fDg7e7duzUBYLLfI+JkE9mBY/G8vXDhQsOByHa7HfPmzVMtk83cIU6ClA3+EYNXZDO53rp1S/VaNou7I//88w+qVauGwYMH49q1a3j27BmePn2Kixcvon379mjRooXu87JHjx5J/Q3BwcGq85iZwAHxWkL2u9RqAJb43X/q1CnDARyrV6/WnAfFoERXxO+NvXv3SrUXs//IBgKLf7/V4BnZYHTxflE2eEQkewwD6vNe6tSppa5l4sePr3v91qxZM0yaNAnZs2fX/C5DhgwYMWIEevbsqfmdj4+P9Gdo5rtHSTwPypbz3bhxo+q1bCCueM6RDSgTA4f//fdfqfbitZjsOUjv2s/o9VRERISm/65KtIvEY1gmiyHw9vNX7vNmjkFlGzFDryt2u11qAgQRxQ0MwCJyQfbGS2a2Irkme9Mj+8CcXBMfiDrz9OlT/Prrrx7sTdwjm3mG2Ze8T/aBLzn333//GUodDryd6eioFBCZ4+PjIz2Ya7WEAqlFRkYaLkkVHh5uefYoqfn5+UkPhMkGDJFz1atXl1rfUcYScs1MKeusWbOqXss+8BeDZWSDHsUBD5kAMLvdjoMHD6qWyc5eFh/wHzlyxPAzBL2Bd9n3T3y/ZIOHxAEyqxmlM2TIIN1G2ee///5bKnPD8+fPVZ/ZkydPpAZdwsPDVQPnkZGR0p+BeJ0qM4EpIiLC8j548eJF1WvZexFxf5XNHiQGXzjLTKNHzFIgm1E7derUqteykzEcHTMXLlxAvXr1sHTpUjx69Ajh4eEICwvD77//jt69e6N///66wR/Ogp70iAFQZs7Den9zQEAAxo0bh7Vr16Jy5cpInz490qdPj4oVK+L777/H5MmTdQNlzJwDihQponodEhJiqPzSvXv3dDMBypQuevXqlSZLhWwAkJnzlpJ4zpB9LiyeQ2T7L+7DsseQGIgrmzlEfA5rtfwa8PZc3qRJE6f3NVHZJsVnYLKlfAFoAnFlyZZuFVkt2yieA2QCkR8/fqz53pIt4ylmopMNKBODTdKkSSPVXvz7ZScHWw1mF8kGj4jHYI4cOaS3qTxvJE6cWBMc7kzWrFkdlgD/9NNPsW7dOixcuBBdu3ZFly5dMGvWLGzdutVp9nnZkuJmAviVxPtv2Ws5MehQdjxQvPaUCd4BtM/yzWThVhIzYrkiHoN//fWXVBauOXPmqF43b95cavvi55c7d26pSW3i/b+ZY0i5PTNBkByTJCIRA7CI3Ew2RSg5J5u+XTZbELkme9HJ4Af3kn0ATt5n9UaZ1I4cOSL18OSHH37wYG/iJplgEh8fH+mSeeRcUFCQ1CzuLVu2eLA3cVPTpk0Nr1u6dGmpB97kWqlSpQwPxPj4+KBFixYe7hEpWS23IA6uyg56iQM2slkbxAEH2b9HfNj+9ddfS7VfsWKF6rVsBgAxgEo2YFQcNJbNQC1+XmYGH5TXeWaepygDqMwMmlot2yMO9ssO2omlm2UH7cQyM7ID1+L6VgcNrWaRk90HxGuksmXLSrXPmDGjZtm1a9fQo0cPp8F8R48exeDBgzVBkLL37+L7J/v+A47f8x07dqB79+44ePAg/vnnH/zzzz84cuQIevTo4XCinZkseOJzuF27dhnO3rF06VLNMqtlLGXPY1YD58XPTDbzhvi9IwZVuiIeM7J/j/i9YyaASUk2CFPP4MGDDQWT3r9/HwsWLFAtkw1+AdQl48x8j1gNOrOaMalgwYKq13plBZ0RM93IZkIUMzfKBnKKWeTFv8cVcTKA7He5eB63OqHsww8/lFpfDLp0RxY5mWyarr537XY7QkNDERYWhlevXiE0NNTpd5XdbpceS5DN/ikSM+LKEq+nZa/lxO9h2aBM8ZiRnZAiri/7foifl2w2UzGQWPa5uHgM+/r6okKFCobb16tXT/U6e/bsUufyePHiqb4L9a4NXXFn+V0iih04QkjkZlZrHJOa7I2zbIpbcj/ZNL/kHIMKvU925laxYsU81JO4STabD7P/uF/Hjh0Nr/vxxx+7rewEvSWbWfK3337zUE/irkaNGhm6JrXZbLqldMgaHx8fNGvWzNC6pUuXRqpUqTzco9jLzMC/bMCTSLx/k73uEh/Yi8Eorly9elX1WrZsjThgJBs4IAY7yD68FwPQZAdNxQEX2eARccBHtvwdoB64NpN9Rzlwa+Z5jPI9CAgIeOeZP63OmBczJovl4FwpVaqU6rVsGV1xn02bNq1U+xQpUqheWx30lL0Xy5Ytm2bZuHHjDA3gnzhxAufPn1ctE1+7EhERoTr3mimnrnfczJgxA6NHj9Yta/rkyROMGzcOEyZM0PzOTOllkcxkgN9//12TrUa2DKO4vux1QMmSJaXWd0U2iE1cX7aMpnj/K7sPiQFYVsvhWX2G9fr1a6njaNWqVarXyZIl05xXnEmVKpUqAMvMc2Wr5dPE41Q2eEG8T5EtXyYGbMnuw2IQoWw2I/GYlT0PidevssETYrCM7LWI+HnplexzRgyEFq9NjVAGLP7xxx9S1/Th4eEOS2Dv2bMHderUQe/evbF06VIsX74cAwYMQI0aNbB27Vq3fGcA1rOOWR2LEK9lrJb0ls1EmCxZMtVr2fOoeO1kZkKBklie2hWxv7Lt9cr3iaVdnRGDCO/evSu1b75+/Vp1P8DqIkTkDgzAInIzq2mHSa1w4cJS67PskfeJM5fIGjMDYeResoGgsg9byDnZh5lmBi3IuRo1aqBQoUIu10uUKBGGDh36DnoUt8g+/DGTuYCcS5EiBTp16uRyvYoVK6JEiRLvoEdxi91uN1xW7vz589IBKPT/zAx+WL32FwcIZAfCW7ZsqXotm8FKLNEhO2PfatYKkWzmlpw5c6pey2YPEgPGrAbxymbdANSDNnny5JFurwz4MfN5iOcMvYAcR/z9/aVm6Ouxmn1HPG7/+usvqfZioIORaz6l/Pnzq17LBhGKAV+yg47iZ75//36p9j/99JPqdXBwsFQGn7lz50ptT4/yM8yYMaPUuThhwoSaYIETJ05osuvp2bBhg+b9ihcvntQ+6evrq/nMxbKUroiBvOXKlTPcNl68eJogQtlA0K1bt0qtLxIHeWUDicX1ZYM/xIAh2esgMeOV1esoq6VsZcvfRWXlifLq1Supv+HJkyeq9mYCeWX3eZEYgGQ1AEv2bxCrT8huX3wGIxsMIwZfyGZRE/tfvHhxqfZiKVvZ+2/xnC17LWU1AE907Ngx6Tbnzp3TLFu2bBlGjBihG5T55MkTTJ48GRMmTNCcA83cTzgKADNLNjDsyZMnqtey43ti0KdsaVtxQons/Yx47WQ1I67VDMeyn6d4P/Lff//h6NGjhtuvXbtW9dpqCUEzgchm7oGIKHZjABaRm8nMsiHXypcvL/XwwujsePIcBmC5l+ysGXI/2YEcZoFzL/GBuitlypTxUE/iLh8fH0ybNs1pSRs/Pz9MnTpVuuwNuSb78E52fXLt4cOHhgZYDx8+rEm/T9ZdvHgR165dM7Tu69evsWPHDg/3KPay2WzSgyb58uWztE0xe0/fvn0Nt02XLh3y5s2rWiY7eUEcYLCadcGqypUrS30GNWrUUL2WDcASB2mtzviWzSAGqAOHkyVLJlXKKX78+KpBI9msGwA0ZWN79OhhuG3lypU1/ZU9hmQCvvSI99+y+4CYbcdI2S8l8T3XG8R1Riy3Jp4TXBEDLU6cOCHVXswedOjQIan2v//+u+q1bCC2r6+vap+5d++e1HnoxYsXms9s0qRJhttPnTpVs0ws5ePMxx9/rMncITsZQMwkWKdOHcNtU6VKpdm+bPYf8TO0SjZ4QlxftvyaGLgrW3rK3YHEZko3KcmeQwD1YPm///4rtQ+Gh4erzjtiIIYR4nef7PeAGHwhey1iNWuZ2H/Z7Yv7sGwgghiwJBsEKAbzy77/YhY92RKC4qRB2eAPMXjGzLW18lpANghUbA+8DYKbNWuWy3YbN27EDz/8oFpm5lrSaglC2eeGIvG4lz0GxM9cDOpzRQyYkg2AEt9zcYKKK0WLFrW0fZHs/YB4P3Xjxg2pz+DmzZuq9c0EMSoDSc2UtGQAFhGJGIBF5GbMwORegYGBmlm9zlSpUsWDvSEjzDz0JseYycT7ZD8Dq6meSS1HjhxSWcgqV67swd7ETXa7HVOmTHH6YDc8PBxjx45l5hkPqFSpktQMzLp163qwN3HTpk2bDD+EXLlypYd7E/fIDsSZGbijt+x2u/SAg9XzvvjAPXPmzIYDSVu3bq1ZJjvoJgbPyA5aiQNWspk4xQECPz8/qc9AvE4VM5m4Im7L6mQaM4HYys8gODhYauBOzHySPHlyqQks/v7+yJEjh2pZhQoV8Omnn7psmyJFCowcOVKzXPYYcvcEJtly3GIA1saNG6XaT548WfVadtBKDJaRzeAlnoPu378v1V48B8lmXhGPQdngE/GcJRs8BKgHfl+8eCFVivXff//VBL3JDFxaLTcHaDMmLVu2zHDbf/75R/MZyg7+u7uEvWxgrthf2ckUYtlP2WNI3L6yHJ8ZsqWARbJBmID6PTdTmUKZRczMJEgxC5nV7wHZfchqGThxH5B9Biaed2VL64rry/494vqygcTieVgM7nclYcKEqtdiUKgr4j4rMw4CaAN5zYyNiMHD33zzjeG2EydOVL22GvxihtXxOPFaQvYYFJ8Dy5aDzp07t9T6rlStWlVqQsP//vc/1Wurn4c4ucEVsa9msgoqzwNmvkeU+4DVkuhERAADsIhckr3xNPKgjox78+aNVDaZvXv3erA3ZAQvON3LTNpcci/Z1M3MAORed+/elRrcPXXqlAd7EzedP3/eUEaZW7duYenSpe+gR3GLr6+v1ENMq2U/SGv79u2G1w0KCrI8g5fUZK+FzGQuIPMuXLhgqb0Y8PTbb7/h3r17htquWrVKM+gmW7pYLHknG4AlDlDIDjiIA70ygQcAMGPGDNVrMxmolGRLb4tkBy0B9feWbOkwQD1IY7PZpAaxMmTIoPnMIyIiDJU9efTokaaEpRlnzpyx1F4cKJcduBYHvWQHzsXgFauBAMHBwVLri1ncrN4/W51Mc+DAAan1xc9PNgAMUAdemsnAcOnSJdVrmWDy8+fPuz14Qua5nt1ux6JFi6S2J5L93nBFNhBYvM6XDWASSzfJHsMiq2VRxXJwsswM/Cvf89SpU2sCopzx9/dXZasxcw6wev8lfuayx5C4D8iy+t0vBmLK9l88D8oGwYnf47IBUGIA2vHjx6Xai9+DVp+Lyz7TEvsvW8rWz89PFUQWHh4ulU3zyZMnqsl6NptNOgirSJEiUuuLDh8+bKm9GEQnE7wEaIMwZfdhq8egHpl9QAw4M1NGUkksq+qKmIXOTElK5XnHzLWg8txv5rm+WFKbiMj41SiRQb169YKPj4+pmukxUa5cufDjjz8aWtdmsyFv3ryx5m+PCTZv3iw162DBggWoX7++B3tErqROnZrHgBuZSd3M99+9ZB+eZM+enZ+BGx07dkzqAd6RI0fQqFEjD/Yo7lm3bp3hdbdt24b27dszCMiNDh48KDWLd8uWLaYGwElfeHi4dDaN27dvSz90JMdkH8CGhITEqu/h9u3bY/r06R7dRtQ9vJlBxzdv3lh6vwMDA1Xt582bZ7htcHAwfvzxRxQqVCh6Wdq0aaUy8BQpUkS1fdlBzP/++0/VXnbQL1GiRKr2e/bskWr/4MEDVXuzn2EUMyVHlO3FgDYjwsLCogeuzAwii8e8GEzizO3bt/Hq1SvVQFuvXr0MP4P4/PPPDQVrOfPPP/9YOobCw8NV7WWDL169eqVqLztwHhERYfmcq2xvJqOSsr2ZzBvK9may3yjbm5kMEhYWFt1vM1kF//333+iBPzPH0MOHD6P/hvDwcKlAZrvdjqCgIHz88cfS240i7kOy57HTp0+jXbt2prfv6+vr1n1YduDaZrOp2suWBHz27JmqfYIECaSzeinbm8lgpWxvZuBb2d5MWdZ48eJF/xtPnjyRyuD05s0bPHr0yFIAxPPnzy3tQzdv3rTU/t9//7XUPn78+Jba2+12S98jgHofKFCggNR+mDFjRlV72eDo+/fvWzoGwsLCVO2NTiSIIu4/mzdvlmoPvL0ejKpIYaaSwuvXr6PPXWaCKI8ePYoGDRoAMJdR98mTJ5b2QeX3GPD2vCrTh4CAAFX75MmTS2WVzZIli6q9bEbmM2fOoFy5clJtRMrt7927V2o/mDp1Kr777rvo11avpWQDeZMkSaJqb+Z54uvXr6PvJ8xkREuaNGl0H8xciynvR97F/TsRxXzMgEVulyRJElMPLGIqmRmkdrsdFy9e9GBv4p59+/ZJrW8mQp7cS7bOOTlndQYxWXfnzh2p9X///XcP9SRuki2lw8wn7hcUFGR43WfPnpmaeU+OyT4AlS39Q875+PhYLmlG1ogzkl2RzWAU072Le+uoe3hvlAwRJxucP39eqv3u3btVr2UfmIvXbbLBH+J1itWyO7IBUOK9gtUgAquZXGXL/gDqc6Zs+TZA3eenT59KvQd2ux3Xrl1TLZPZB1+/fm35GYTVEm5ie9l90Oq9i5nzhjOyZX9EskGQIrGcmywzWdGUx7GZY0h5HjYzaKksf2UmCNNM1i4l8RiUJX6PyF63mXnPnZG9bhEzcMkG0YkBW7IlDMVj2EzpJiWrx6CZTDhRgSeAuYFz5Xe5mfayZR9FVrOGyT4zESmzF5khHnNWswfJBsOJWet/+uknqfbi+2f1GJAJBAe013Kyk38A9fXfn3/+KV3OWln+1kwQpvJawkwAltXsleJ3t+z3gBgwJBtULAZPyV4LXL9+XWp9V7Zu3Sq1vpjRWCxPLUummg2gfY5boEABqfa+vr6q80iWLFmkJlOnSJFC9V1s5pyofM9i09g4EZnHACxyu2fPnknP1onJZL9wrV6kk5qZhz/kXbIlA4hiOtlBgFWrVnmoJ3GT7Ow9q4NYpGa326UfhrF0qnvJzmCXXZ+c8/HxkcooFi9ePGTPnt2DPYp7ZAeTxRIG77t3cW8ddQ9vJvBfptybHjFYRjaASJxhLjuQbrVsj/ieyQ64iNu3GsxiNXgla9asltqbeR7izuxHZoKJDh06FP2zmezD48aNk26jZDVozmr5N6vXDWYybThjdQJSmTJlpNYXg1+sBuOYCQJW/s1mgleUx70ymMoo5femmXOImWABJav7kBhwJFN+DnD/dUOKFCksrS8bOCCeQ2Q/Q/GYMxOApGR1UqaZY1D5HpgpKakMmjMTVGv1PGo1AMtqGU2r9+/iMSR7TIkBV7IBQOK1l+zfIx4zVsd2lKWRzTBTwlD53SM7iRRQn8etfg+buZa1Ov5TrFgx1WvZ86D4mcueh8Tznuy1nbsDgWXHZsTtu/va1BXxmM2fP7/UfiRO4PDx8ZGaJOSOEpDK/samsXEiMo8lCMntZs6cicSJE+N///uft7viFrIPAsLDw0098CB9Zm46+P5717Nnz/gZeBnff+96+PAhPwM3kn2AbrPZ+P67WfLkyaUeKqdJk4afgRvJPozjtaj7NW7cGGPHjjW0bpUqVaQH3si5zJkzS68fm46BJUuWeHwbynv4BAkSSD00z5gxo6X3+82bN5bav3r1StVedtDIz8/P8v6ibC97zo6MjFS1T548ufTgt5W/X2wvO2NebC973Qa8veePanf58mXp9nfv3o0OfDWTBeTRo0fRf4OZTKo3btywtA/dvXvXUntxH5IVERHh1mPAanvZskFi+0aNGmHZsmWG29asWdPSMSxuP126dNKZLJSDhGYCuNKmTRvdh6hShDJSp04d3d7MwPnTp08t7QN2u91Se2X/gbf3IjIBLQUKFHDrPiwbyCkeg7KBvMpzGCD/GYrvv5lAVGV7M9lzlO3NBCOFhYVFB/2YCeR48eJFdDZFM9fx4rWIrJcvX1pqrzwHmGH1GYq/v7+qfcmSJTUZSp0pW7asqr1sdZEHDx6o2suO5YjHgDIblFHuPIbMtPf19Y3+N8xk71Hugzlz5pRuX7hw4ej2ZgJ5w8LCLO2D9+7ds9T+119/VbWX2X8BYMqUKZg/f37061SpUkmdCzNlyuTW7yHZY8DqtaS4fdlSwuIzrGfPnkntR+I54J9//pG6pv/rr78QERERPfHLzLWY8p72Xdy/E1HMxwxYRC7IXvRaTftLaizh8v7hZ0ZxnZmyD+SY7ACM1cwPpCWmU3cmderUlrOhkJrsYLaZB7bknExJrtiWfSkmKFmypNT6Zgaf6f/JZEDy9fVFvnz5LG3P6oxvMVhM9pwpWyrKFatZA6xmgrHa3moZW7GEixHKz8zM/qBsY6aEYbZs2aJ/NrM/WC3D6e4MUrJks+14mtVjKEOGDFJZpNq1a6d6bTWTjZnrMOX9i5kyRMqAnT///FO6vbIEoJlj8OHDh9JtlKxmixEDNxs3bizVvkmTJpa2L5LNPiMO0stmFBO/B61mJLN6P221HL3VzJRmSmL+9ttv0T+bKSdo9bwhmy1GZLXcldXyw2LQW506daTai+vLBtGJ+6zV71Wr16ZWs8CZ2R+UfbaaiTFJkiTS7dOlSyfdRkk2YEd0+PBhS+3FYB3ZfcDMBAIld1+LyT6X9nY5afGY3bVrl1T7V69eqfZhM1nslOcdM4HAVss2ElHswwAsIhdkLxis1k0ntX/++cfbXSBJHPSiuC5Llize7kKsIps6m4HQ7icTUBIQEOD2hzdxney1kNUH+KS1efNmw+sePHjQ64Ppsc2sWbOk1t+0aZOHehI3yGTeiIiIsPy96+5BMtl/L6aVzbVa+snqAI7VkiPHjx+XbqN85mImiFUZbGMma0OFChWifzYzkaJs2bLSbZSsBhxZZbV0lbtZ3YcjIiKksh6IWd9ksw+JzDzDUh4DZrIHKQNuzASvKN8vM4EHVq89rZb7EjPnN27c2HAmj2LFiiFVqlSWti+SPY+Ln5nVc4LV99PqOcFqKTEzmRSV75mZQA5lGzOlcN1dzliWmYxNSlbLZYnnjalTp0q1/+6771Svrb4fVj8Pq0GI3rgWUz6DUQaWG6Vsc/XqVen2P/zwQ/TPZv7+e/fuSbdRsnres0o8BmTHB90dvCObyU8871rdh48dO2apvWwWPEB93Ji5FrPa3mrwMxHFPhwdIXIzd8+gjeuszoCgd89M2Qai2MTqDGBSk32Ay+8N95MZTL1z5w5nfrmZmfTt5D52ux2nTp0yvP7Dhw9NPbQmxy5duiS1vrcfwL/vZAfSZQIUPUEcpJMNqJIN9PY0q1kXrGZBtDroefLkSek2yswhZgbelQOlZgKokiZNGv2zmUHPH3/8UbqNkpm/2Z1iWslWq4N+s2fPllr/+++/V71+9OiRpe2bCUZS/s1mMtEos60ULFhQun3RokWjfzYTeGAmYEVJDOSVPSbEvzk8PNzw32G173pk9wGxD7JZ5cVjxur3iLez2pvJAqf8vJMnTy7dXhnIayYQ2up3r9X33Or9n9VrZ/HaQTYT3++//25p+yKrn4fVACyrz8XNfJ7K84CZCXHKbZrJ5qS8XzNzLeXtIEZ3k82K5+6EDmJgsivi+2f1WszMeVzJzDlR2Wczx6Dy3G8mq6HVSTREFPswAIvIzVj2heI6DjpSXMcShO4lG4DF72H3stvt0gFVDMByL9lgApbhdK/w8HDpIDirM/9JTfb95/eAeWbeO2XZnphA9hxoNWuEu1ndf729/5vJKKYcMDEz41wZMGNmwEU58GxmANBMmRIlbwdOx7QJVFYHUY8ePSq1vhgsY/U6ykxAm/JvNpONKW3atNE/mykD+uGHH0q3UbJahlMc6JUd+BUz361Zs8bwufC3336znHlFZHUfVgaFGiHuc1b3YauZLc2UP1MyU0ZTeR42MwiuPPeb+R61eh63+gwpplWPkN0H3X3t4u1gHKtZ5Mwcg8o2P//8s3R7ZcCMmesC5fbNBJbLlA6OicRjWDYQ1t2Z/GVLqYpBc1aPIavPQ3Lnzi3dRrnfmckmquyzmQCsmJZVmYi8jwFYRG5mteY0qbm7BjZ5HoNPKK5j8IN7yc6e8/bDNvL+rOnYRvYBLktAupe/v7/0Z/C+P0COaaxmgiDjzLx3VsvWeJu3A5ZE7/t1jJlADOUsfTODlspzhNWsD2aOAavZZrx97xDbjgGrWTSsXseaeT+V+52Zc6qy7I2ZEorKzCVmAsDMZBxSEgdqZe//du3apXq9fft2qfYbNmyQWj+msVo6VmR1ENlqVj0z21eeh80EQymPWzMBZN6+/2Lpq5jlo48+stTe6r2MmeARZdBVunTppNsrMzGaOR4qVqwo3UbJ28eg+JnJXsu4+1rQ2xnFrFYmSJ8+vXQb5Xto5nvA6vX8+34PR0Tux6fzRG4W02bQvu84gPL+YfkviuvMzLQhx2RTZ3t7ECu2sdls0g+zsmbN6pnOxFEpUqSQWl/2mCHXZPbpBAkSaDIxkDWyA3m8f3i3UqZM6e0uWBLTrhve94f3Zma8W83+kyVLluifzXyeyuscM8E3Vgf93vfPPKaxmn3Hakk6M+2V+62ZjGrKLF5mSmIqSy2byR5kNfuO1fOwmH1X9rlsTMvkKBtEJwb9efucYvUYSpgwoXSbJEmSRP+cOHFiS+3N7I9Wrz2tBrPHtEDauM5q9h8zn2eiRImif7b6PVS6dGnp9jVq1Ij+2cw5yEzwsJK3A7CsBq66+xj2dnZVq8HsN27ckG6j3AesTghRZhY1Svk9QkQEMACLyO28faMb2zCY5/3DsjsU11l9cEBqyrIwRsS0gdTYQPbhzZEjRzzTkThKNoU/g0/c7+HDh4bXDQ0NlT5vkXO8H3h3zJw/Hjx44IGevDvM2uheZgb9lAEfZgIhlNl7zDyPUWYJMDOAx6yHMYtsOT3xvGf1O8dqBgUz1xDKCUAy1yxRlOfxW7duSbe3Gjxi9TmqsgwpIH/vEtPu39/3+1mrGbnMBOIqz8PBwcHS7ZVBhGauC6zuw1aDJd73fSa2+eWXXyy1N3MMKc/jZoKBlIG8ZrLYKZ9ZmNkfxfO4LG8HHMW0Y9Dbz4TMBNIqmbkeVx43Zr5HlH1WZnQzivcDRCRiABaRmyVNmtTbXYhVOODy/rGa5pbofefuEgBxneyMagZCu5eZmXgxbRb5+052IM7qwB+pRURESAeYmBm8JMeUM7qNkA1apP9nZvDgfT/nxLSsEe/7dYyZgWvlMWvmXlLZ5tq1a9Ltjx07Fv2zmdnrVsuvkXtZHQS12t5q8IaZZ2DKwEczg54BAQHRP2fKlEm6vVVWv7efP39uqT2fO8YsZoIQlfuAmcBwZeCi1UyO3mC17CO5l9XJCWb2J2UbM8FIyvOgmUyKhw4div6ZkxvkuTtgytufgez9u8hMBiplBtQ8efJIt1cGXZn5PLwd9EZEMQ8DsIjczOqNP6l5ewYDyWMGLIrrvH2jG9tYLWFA1ph5iMDgB/eSfYDLIFDv4/2Ae5UqVUpqfTMPbOktM7ONvV3yg9zL6uCBmfJvynJRykAQo5Qzzs2Ub7t37170z2bKr8mWOyPPkg2CFge6rQZSmDkGlMETZravbG+m7I6yjZlgJKuZLswc90pWg+YYgBWzmClpqcwCZyaAS5l9x8zEam8/A4pp2XfiOqvXxmaCV5T3P2baK6/Frl69Kt3++vXr0T+b2R/j+mTu2Ba8Y/XzrFq1qtR7It7/m/leV15/mXmm5u1AXCKKefikjMjNOFBMcZ3V9PNE7ztl3XiyjrM5vcvMg6DMmTN7oCdxl2x2Fj6Ady8zD9IuX77sgZ7EXbIlANKnT++hnsR+ZvZ33v+Skpn9QRm0+vjxY+n2ygAoM9molNeaZgZsnjx5It2GPMdM8IY7mQniU167WT0PW80iFxgYKN3eTNCZkrcnXjKQOGax+j1iJvuQ8rxh5nvEarYXqzgBJ2YxEwirZCYoVXkt88EHH0i3T5MmTfTPZkoYKr/HzDyPUAZRxkWxLXjH6thQYGAgChcubHj9tm3bql6buTZXtlGW5DTKzPUfEcVuvMMgcrOYVsKA6F1jBiwicqeUKVN6uwsk6cKFC97uQqwi+wCWg0juZebh208//eSBnsRdsg8zvT2Q+z4zM2DC4JPYxeoAkJlzpvIZipmSlsr7T2UZKaOU2VLMBGDxnBOzeDsQ3UwghHK/N5NJRzkByEzwipnBdiWrmTu8HchrNYCM1KxmgzLzXF15rWgmG7NyH3gfjyFmcYtZrAafmGmvvJbJly+fdPusWbNG/2wmgMtqOeabN29aav++c3cAlrevTd0xPjpu3DhDE5yzZ8+OZs2aqZaZmZCVIkWK6J+VGd2MYgAWEYn4dJ7IzTjoRXEdb/wprvP2jW5sU6ZMGan1rZawIDUzg1jBwcEe6EncpZyNagQHkdzLzDmd10LuJbtPMxOleWYGAL09cE4xi5nrBuXAtZkALOV52kwAlnL7nFD3/vP2d4CZ86gyc4mZ7L/KrFXKkppGKa/dzQz8v+9Z0K2WUCTvU+6DZq7DldcyN27ckG5vNQOV1eCL2JY9531ndXKCmWtr5fWLmf1R2T5PnjzS7bNlyxb9s5lj0NvB0xTzpEqVCmvWrFGVGhflz58fK1eu1Fx75c2bV+p6KkmSJKrys6zEQETuwEgRIjeLbTWbiWQx+ITiOqvpxklNdiDN6oxbUjNzXaMsAUHWpUqVSmp9b5fAiG3MDMqxBJ57FSxYUGp95QxukmNm8IMPqMkq5bWzmQAs5XVHpkyZpNsry5ya2T7FLLKZP9z9DM9MIIRyIqeZTDrKEoLKkpxGKbM2mAlCjGkD57LfS7xucC9vBAMp73/u3r0r3V7ZJmPGjNLtvT0WwMngMYvVyQlmnqsrt3n//n3p9soynI8ePZJurwy6MhMIbTWDFsVOmTNnxv79+zF27FjVNX6+fPmwcuVKLF++XHd/8/f3R7Vq1Qxvp1mzZqrzeK5cuaT7yuoNRCTi1RmRm3n7pouIiLxLNliCnJMta8ogUPcyM6CiTN1N1skGdZopu0GOmRnQKF68uAd6EnfJDgKYyYBDb5kJYlYGrxCZoSxbaCYASjnoV6JECen2devWjf6ZEynef2IZGlfMlFpyN+V+byZ4RRm0ZSYbsPI5ppmBc6vPQd39HFU2ELNQoUJu3T5ZY2YfVh7HVsuAmtl+kiRJpNu4EyehxSxWM6KZoXxuZiaoNHPmzNE/mwnkvXXrVvTPZu6fOYGJHPHx8UGNGjXw1VdfRS/r27evy4D7L7/80tC5OX369Pj8888t95PVGIhIxAAsIjdjynr3YkAbEb1vrKYbJzXZh4n83nAvM8E8DEJ0L2VWAiNkgxbJ/bxd/ii2OX78uNT6ly5d8lBPYj8zAybMgEVWKQOozAxaKrM+mMmAVbp06eiflaXc6P30ySefSJWu7d69u1u3b/U8auacqgyENXPtrhw0NJO5RRlEaYa7Mya1aNHC8Lo2mw1NmjRx6/bjOqsZ0cwcQ8pnBmb2J+UzBGflrhzx9sA7xyJiFqvnNDPPtJTZd4oWLSr1b/j4+CBLlizRr2/fvi29/cePH0f/bOZazkzQF5EzKVKkwJIlS5w+n8ySJQsWL16smYBhJqiVpWCJSMQALCI345ete/H9fP9w1jDFdf/995+3uxCrpE2bVmp9Dpy5l5kH6LKlX8i5P//8U2p9BmB5H0tYuZdsRiseA+YpA2GMunPnjgd6QnFJunTpon82sw8qy6/5+PigWLFihttmyZJFVboqJCREevsUs8SLFw/t27c3tG7GjBlRsWJF1TKrzzOsBn+YCaRQZsAyM/CtPO7u3bsn3d4b2V6cqVu3ruGS3JUqVTIVcEOeYyajtZmSa0rKe16ZAM4oiRMntrR9q2JaGdC4zkwJe6uU+4C/vz+KFCliuG25cuVU30NmArCU919mAsg4lhC7xJSyqFmzZsWWLVswfPhwVabE7NmzY+zYsVi7di3SpEnjlm1xMjARiWLGmZAoFmHAEMV1LD1FcV1MewD9vsuRI4fU+sy+5F5mHiIYHfAgY2SDTzgD2vvMZI8gx5ImTSq1vrezEMQ1yoF/IjPXDc+fP7e0TfEZzOjRow3345tvvlG9NnMNwwGXmKddu3aoWrWq03VSpkyJ6dOnazJGde3a1dK2rT4TNBNErAw+MTMZRRksEBsmE8WLFw8zZ850GUiTLVs2jBgx4h316v3h7XOamWNI+QzATDCUskyVmUy2VrOBWi0h6O3PjNRKlSplqb2ZY+DBgweq1+PHjze0XwYEBGDUqFGqZVbvZc1kYqxUqZKlbVLMEpOCQhMkSIAGDRqovu8HDx6MGjVqODxGZLPQA7wnJiItBmAREZFbKdMOExFZJfsA1EzmBHLMZrNJD0aWL1/eQ72Jm2SPAT6Ady8zD8C9PQs+tvn444+l1i9YsKCHehL7mTl/xKQH7OR9Zs6ZyoE6M4PYYqaJdOnSYe7cuU4HAG02G8aPH4+8efNKb0/EMpwxj6+vL7755hv0798fGTNmVP3O398f9erVw/Lly5E1a1ZN21atWkltq2jRola6CkCdOdPMMaQM2hL/XiOUpasKFCgg3T6mZLpQKliwIJYtW4ZChQppfufn54f69etj6dKlnDiiw9sTi81cVyifQ+bJk0e6ff78+aN/NnMtZCbgRMnqe24maxd5zsiRI6XWd0fGLPGZQYoUKbBmzRqnmaUSJ06MDRs2uP3e1WazSf9NFSpUcGsfvE32e5HHcMxiJiMb7weISBTz7pCIiOi9xoh/InKnU6dOSa0vmy2IXKtXr57hdT/44ANTAz/kmN7goDNM3+9efn5+0gMxOXPm9FBv4iZns1P1tGnTxoO9id3MDADGxIF3er8oMy2Yyd6TPHlyzbLixYtj165dqFmzpmpg3NfXFxUrVsS2bdtQpUoVTTszA+8ccImZfHx80KJFC2zZsgWDBg2KXj5x4kR89dVXqtKXoqZNmxrezowZMyz1E1CfR80MxGfJkiX652vXrkm3v3XrVvTPZgaBvT1w7Gj7uXPnxuLFi1XBEG3btsXevXsxYsQIjwVfyX4vcvKEmtUynGbOycoMVGay/wQHB0u3cSczZRvJc/z9/ZE+fXrD60+cONHyNvXOI1mzZsWBAwfwv//9T1VqNUWKFBgyZAj279+v2093nNNlskkWLFhQ91rufVajRg2p9Tt06OChnpAZZq7FeD9ARCI+KSMiIiKiGEu2DAcfPrpfly5dDD+AGDx4sId7E/e0bdtWav3YNnvU22w2G0qUKGF4/USJEpmaeU+OJUqUCJ999pmhdYsUKaLKYkByzARTmSnVQ7GXmTJKyqArM1lEHAVtpUyZEl9//TVmz54dvWzOnDmYPHkyMmTIoNvGzPa9nS2GnPPx8VGVNDdyTTto0CCUKVPG5XqrVq1ye9lbM/9etmzZon/+66+/pNsrSxg+evRIuv2bN2+k27iTq3KTyskhn3zyiSoQwRMWLlwotf7cuXM91JO4Qxm0ZWYyivJ75I8//pBub7USgNWBe5agj3k2b95s6HOtWLGi5ZKFABASEqK7PH78+GjZsqUqyGv8+PFo3Lixw/6Z+R4S7yEaNWpkaGKen58fhg8fLr29mG7o0KFS63/xxRee6YiXyE4ijGnu3Lkj3cZM2UIiit0YgEVEREREMVaKFCmk1nf3IAi9HahaunSp0wErm82G4cOHu+XhIamVLFkSSZIkMbx+r169PNibuEnmgWjLli0tlyEhrW7duqFy5cpO18mZMycmTpzITBIWmAmekQlQpNjPzD6kPGc+f/5cur2r7KfKc4Kr84OZUtbeDj4hz5g5cybGjh2LpEmTan5XqlQp7Nu3zy0lLEWOBtGd+fHHH6N/NjMZRVnyzUwgh7tL0eqVDXRm1KhRbt2+VYUKFTJ8Lejr64vixYt7uEfvFzPB4Mr91szzAGXQlpnvATNtKHbz9/fHsWPHHAYh2Ww2fP7555g8ebJbtif73MwZR0HqzogTMuLHj49FixY5DcQJCAjArFmzVEHSsUVAQAD+97//GVp37Nixpq6fY7JZs2Z5uwuWmHmew0BYIhIxAIuIiIiIYizZmWAVK1b0SD/iuuzZs2Pbtm1o3bq16uGazWZDhQoVsHr1ajRo0MB7HYzFbDYbxo8fb2jdtm3bIk2aNB7uUdxTokQJQ/t3njx5pDOWkTF+fn749ttvMXjwYFWmDwBInDgxOnbsiMWLF8e68hXvmpngtZ49e3qgJ3HX+x5Ibib4Q9nGTHszGXsciYvBVGbKrMQVNWrUwMGDBzF16tToZfPmzcPs2bORMmVK3TZmzqPKgVcz+6AyYMXMOcTqwK+7s8DJZIQqUqRIjAy8Pnz4sKF+HT58+B305v1ipvyZMhjSTDYqq98jVvdBq1m8OfkjZvL398e2bdtw/PhxVZbq9u3b49y5c26dOOXO8mdmssjpbT916tRYtWoVhg0bhkyZMkUvT5o0KTp27IgtW7bEmgDUzJkza5a1bNkS/fv3d9jGZrPh66+/li5X+D5Ily6dVDDtkCFDPNgbeWYCy80EDxNR7MazAhERERHFWLly5TI8A89mszH7jwclS5YMffr0wfTp06OXzZw5E9999x1y5crlxZ7FfiVLlsR3333n9MFq27Ztuf97iM1mw5AhQ9C6dWuHD9bKli2LuXPnmnpgTcb4+vqiSZMmWL9+PUaOHBm9fMKECejatSuDCNxEpoypv78/smfP7sHexD1r166VWr9gwYIe6ok5ZgYslAEnZgax3Xne1ct25EpMC5qTzYLRpEkTD/Uk9lB+v3h6gM1MMJMyYMVqFrqYkMknXrx4WLlypcv1MmXKJF3u711JkCABTp065TB7Z6VKlXD69GndEqpxvbSvmX34yZMn0T+/fPlSuv2LFy+ifzbzPWQ1AMtq5hSW347ZEiRIgFatWkW/Ll26tNP1zexP7jxvmAlidPTdERAQgIYNG+Krr76KXjZp0iR07doVqVOnNt1HT2vWrJnU+vPmzdNd3qJFCxw4cAD169ePXpY2bVr06dMHhw8fRs2aNS310xF3BuSZtWHDBkPrpU+fHo0bN/Zwb+SYycgbGhrqgZ4Q0fuMAVhEREREFKPNmjXL0AOEfv36mRo4IznKgSczM5TJnAoVKmDv3r348ssvVaUMKlWqhM2bN6N3794xMgNAbOHr64s+ffpg165dqgeolSpVwpo1azB9+nSpUpFkns1mUx0DnPXvXmPHjjV8LjGanY+My5Qpk9Tg86JFizzYm3dDOVhuJpgpUaJEbuuLmeATq5lL3G306NFS63fu3NlDPYmbzARQKc+5ZjJg3b59O/pnM8HIyoH7mJIFLl++fDhw4IBuaSpfX1/06tULW7duffcdk+Dv748JEybg3LlzquCD+fPnY+LEiQ7vb4cNGya1nTJlyljqZ0xj5pyqvCf1RiZGd38PyAbTdO/e3a3bJ+8yE4TozuBZZUCiUTHtWsiqAQMGGF43WbJkTrOQJ0uWDLVr145+/fXXX6N169ZuvX4VyV4LKjOUuUuWLFmwZs0ap4HrefPmxfbt292+bavMBFPFtmOAiKxjABaRm8W02Y9ERETvu8yZM2PdunVImzat7u/jx4+P4cOHo2XLlu+4Z0TvVtKkSdGmTRtV9p8WLVroprwnz0idOrXqAWqLFi2YAY5ilQQJEmDjxo0uA9v69+8vlS2LjDNakmrWrFmWS4e5m5n+pEqVKvpnM4H07iw9aiZzyqtXr9y2fXcoU6YM0qdPb2jdpk2bxvlsOzGB1RJ+Dx8+jP7ZzDGoHBwNDg621BczHE3oSJYsGdatW6fKLDJlyhScPXsWn3/++bvqnmU2m001uO0qyFk2I8q4ceNM9SumMhMEqGxjJnOJss1///0n3d7dZMo7x4sXD8WKFfNgb+hdS5w4sXQbd2YCls2kCcS+zH02mw3ff/+9y/XixYuHXbt2vYMeyalWrZrU+kayTpqRK1cunD17Ft988w2SJUsWvTxfvnzYtWsXVq1aFSMnEZo5BjkpjIhEDMAicrOyZct6uwtEXsVsKETkCZkzZ8auXbuwbNkyFC5cOHp5mzZtcOLECTRo0MBrfSMiIopNsmTJggMHDqBly5aah8klS5bEpk2b0KJFCy/1LvYLDAzEiRMndDO/AG8H2dasWeOyhI03pEyZ0lL7Tz75RLpNuXLlLG1TyczAv9XgGU/4/vvvXZb2+fTTTzFw4MB31CNyRrkPmQmgypYtW/TPZjIwKAc/vbE/V6lSxenvlQFinswYElPYbDbMnDnT0LpdunSJde+JmVK2t27div7ZzPeQso2ny4wa0aJFC8NBMF9//bWHe0PvWr169aTbZM2a1W3b//jjj6XbFCpUyG3b9wa9IKA8efJg586dyJAhg26bEiVK4Pjx4zE2+GzZsmWG1mvevLmpgCOjbDYbqlevjokTJ0Yv69u3r8MJtjGBcnKIUbHtu5iIrPP+FSVRDCdbSmTMmDEe6kncFBOj4Mm5Nm3aeLsLRF7lLPU0WVegQAFViv1y5crxu4KIiMjNEiVKhP/973+YPXt29LK5c+dizpw5yJIlixd7FjcEBARg3bp1OHHiBFq1ahW9fMKECTh69GiMzbxXtGhR6TbKDFZmstq4cxKcmawPMVGSJEmwZcsW9O7dGwkSJFD9Llu2bJgwYQImTpzIa+gYQhlwYiYIsUmTJtE/lyhRQrp9njx5on92RxkiI6XjlWRLJcUFZcqUwbRp05wG5PXq1QudOnV6h72KuZTv06effirdvlKlStE/f/DBB5a27w42mw2bN292GQQwcOBAVK5c2a3bjgmKFCkitb4ng0e8QSYDWhR3fp+b+R7q06eP27bvDXnz5tVdni5dOmzfvh2zZs2KXta9e3ecO3cOc+fOjXGZaJUKFCiAFStWOA0q7dq1q1S5xbji6dOn0m3CwsI80BMiep8xAIvIBaOzjgAgQ4YMMTbq/X1VtWpVb3chzpMtA9G1a1cP9YTo/cAgRCIiIootlAM6MXmQIbYKCAhQlXp0Z7k9Txg0aJB0G+XAUMqUKaWCNxIlSuTWkh9mSk/F1CCmgIAAtG3bFlOnTo1eNmnSJGzYsAGVK1eOsf2Oi5SfxdixY6XbFyxYMPrn1q1bS7dXDvabCe4Ugx+WLFliuG3mzJm5LzrwySef4MSJExg2bJgqA0vdunVx5MgRj5VhrF69ukf+XaPEoFEjlNl/lMeDUR9++GH0zxEREdLtPbEPJ0qUCHv27MHgwYNV3/1+fn6oVKkStm/fjmbNmrl9uzHBhAkTpNafMWOGh3riHTabDRkzZjS8vrsDMf38/KSvrbJnz+7WPlgl259JkyY5/b2y2kfhwoXfm++tDz/8EEFBQZg7d67qe6Rp06YICgpCx44dvdi7mCs0NFS6jZnvDiKK3RiAReRC/vz5UbduXZfr+fv7Y8OGDe+gR3GLbCrlWrVqeagncde6desMr/vxxx+/NzchREbJph5u3ry5h3pCRERERO7EoDL3Spw4MQIDAw2vrwwuiyIz8KrM0OYOygG22EIZ4CY7uYrkmcmGrAw6TJAggdQzFTFrv5myOTlz5oz+2UwZzhcvXqhe58uXz1BgSIIECbB582bp7cUl/v7+aNiwIUaNGhW9rG7duh4tdTRy5Eip9d2dFbNYsWLSbfLlyxf9s5lAEOXfcO/ePen2Zkp/GmGz2dCkSRPV9+KcOXMwceJEh2XRYoMUKVIY3g/Spk2rCbqTHRuICWUnRZs2bTJ0jZoxY0Z06dLF7dufMmWK4XV79erl9u1bpcxY5UqSJEmQLl06D/bG+0qUKKH6HqlatWqM3O9jCjMlPWNLFl0ich+eZYkMGDlyJLp27erwIUiWLFlw6NAhZr/yAF9fX6kU6sqLSXKPVKlSGZqFmTlz5lg364gIAKZNm2Z43XLlyvEmloiIiMhL0qZNK7W+sqwxucf3339vaD1/f39MnjxZs7x8+fKGsioPGzYM+fPnl+6fMwkTJpRuIwbAUNxmpnSUOMi+Zs0aw2137typWSaT0aJp06aq12fOnDHcNoqyhGKUgQMHYsyYMQ7vjUuUKIHjx49Lb4s8L168eFKZ0BYtWuTW7ZsJJlGWDYwXLx7KlStnuG358uVVQZB6+7OnjRgx4p1v05Nkx0f0vnvnzp2rCg7Vkzx5ct3J8GPGjJHa/jfffCO1/rvg5+eHEydOOA3qLV26NLZt2+aR7X/88cdo27aty/UqVqzosWx8MsTsqWnSpEGHDh1ctvPx8cGWLVs81S16T5kJpjcTAE9EsRtHCIkM6tixI4KCgvDFF19ELytfvjwOHjyITZs2mUqRTMbMmTMH2bJlc7ne1q1bGfjgITVq1MDatWuRMmVKze98fHzQs2dPzlykWCtv3rxo3769y/XSpUsnNUuMiIiIiNxr6dKlUuvHhEGj2OaDDz7AqlWrnGbxSZgwIQ4fPuxwnY4dO2L58uW6GT6yZcuGDRs2oGHDhm7rcxQzz3VkJoxR7CebeUUvgC9nzpyGsnds2rRJN+Nc165dVRmBHMmaNaumbKg7y5zWqlULQUFBGDduXPSyHj164Pz585g7d67btkPut2rVKkPBpSNHjtTsM2YGrpXy5csnnQVOfBbcr18/Q9mD/P390a9fP9Uyd5SRks2mWL9+fcvbtEImc6URn376qdT6emUvfXx8sGbNGvTp00ezj8WPHx9t27bFnj17HPa9cePGhradKFEiVK1aVbUspmRH9ff3x+7du3Ho0CEULVo0ennVqlVx5swZqSxPZvTu3RszZ87UzbgXEBCAkSNH6gbSe4Ne6dFu3bph0KBBDseKUqZMif379zM7KGn8+eef0m1u3brlgZ4Q0fuMkQpEEmw2Gz7++OPo161bt+ZF2jtgs9mwYcMGDBw4UHcWTalSpXDkyBFkypTJC72LO3LmzIl9+/Zh6tSp0ctGjRqlCUwkio26d++OkSNHIiAgQPf3VatWxY4dO1iCk4iIiMiL0qRJY3jgT7bcvRFGZtsrFS5c2O19sMJd17J58+ZFUFAQevfurRqITpIkCWbOnImjR486vK6Okj9/fmzfvh3z58+PXjZ//nxs2LDB0AQtM8yUIDSSIYKMc7VfvA/q1q1reN0FCxboLi9dujROnz6tCUyw2Wxo3bo1goKCnJZ+W7lyJWrXru3wmK5cuTI2btyoWW4moNBV6SblRL5ChQpJ//skxx3ncV9fXxw4cACVKlXS/X2SJEkwZ84c3X3dHcF1RrIgRvnuu+80yz744APMnj1bkxVHKV68eJg5c6bmWbI7JlgfOHDA8LpGA4VkyGZmdPdEQtnsop06ddJdHnW+++GHH1TPomfOnInevXvDz8/P4b85ZMgQ1KhRw+l2kyRJgkOHDmmWe+IzsSJJkiSqY6Jp06ZO/3Z3KlOmDI4cOaJ6/ydNmoQTJ05IfdfJks2i5qh8ddOmTREUFKTKrFeiRAns2bMH+/btQ7Jkyax002O8nWAgrk8uuH37tnSbp0+feqAnRPQ+YwAWEb03mjVrhpMnT6pmV8ybNw+zZ8/WnY1BnqFMDa03I5kotqpbty5OnDiB//3vf9HLWrZsiTNnzmDcuHEMviIiIiKKASZNmoTatWs7XWfkyJGoWbOm27ctM2gMuGeg2p3sdrvb/i2bzYa2bduqMjRMnjwZZcqUkf539H72lNy5cxte18/PDx9++KEHexP3yJR/B2JmQM/IkSMNZaDq3bu30xJb/v7++Oabb1RBWvPnz0efPn0MDc6OHj0aQUFBqjKDjRo1QlBQkMPBar2s5658+eWX0m3Ic2TLqTkK5PDx8cHEiRNx9uxZtGnTJnr5qFGjcOjQIZQsWVK3nbPAQD16/06HDh1QtmxZl207dOiAIkWK6P6uePHi2LBhAxo1aqQKxPL390fjxo2xfv16FC9eXNPOHdmPAgMDDWXkLFWqFIYMGWJ5eyLZspB674MVGTJkQIUKFQytW7VqVaROndrlemZKBI8dOxb79+/XnGcTJEiAuXPn4tChQ7rnUjErmivly5eX7tv7Rvn+v4tkBOPHjze8bsKECV1mbyxWrFj0z506dTK0z3lTtWrVpNYvUKCAW7c/Y8YMqfWV729sYGYygGzQIBHFfgzAIqL3jnImj7dnBBBR3JMnT57onz/99NN3NvOMiIiIiIwZPXo0jh07pprBHRgYiC5duuDMmTNum7UvBgTZbDZVlgBnevfu7TQ7B3mHzKDT4MGDPdiT95PsoJUY7FC8eHGpQDtHGaS8beXKlWjfvr1uMEeSJEkwe/bsd5I9zWazqcpr1ahRw+lzNDP3tp988ompvpFnyA7cr1q1yunvfX19Ua5cuejXRiZiLlmyxPD2Z8+erbt8+vTp6Nq1q+45JVmyZPj666/RrVs3p/92pkyZMHToUFVg57Rp0zBkyBCHVRQePnxouO/OFCxYEMeOHUOuXLk0v4sfPz6+//57h3+7VdmzZzccFLR48WLNMtlAAr2g92+++Ua3LJxSkSJFMHr0aKltyUqRIgXWrl2r+q6YPn260ww/fn5+KF26tOFtKMusknuUK1fOYXClaMuWLR7uzbs3fPhwqfX1MgFa4e/v7zRAXOTpcpjvWuXKlaXbxLYgNCKyjpELREREREREREQUqwQGBqrK2kybNg2dOnVyGmBgtHxhlObNm2uWlStXDrNmzXIaRDJ06FCPBF/IlkAkrVSpUhkaSPrss8/QoEEDz3foPSM7aKiXNW737t2G2o4aNcot2Wo8pXv37jh79ixGjRoVvWzq1Kk4dOgQSpUq5b2OudCnTx/D65YsWdItJdvIvebNm2dovfz580sNshv10UcfuQxG9vX1xalTp5x+V3bs2BEnTpxA7969o5cNGzYMBw4ckMpiKWbAcsadZVADAwOxZs0aVfDPvHnzcPLkSdXEPk+YMmUK6tSp4/D3NpsN8+fP180iqFee1BnlOS5KQEAAFixYgP79+yNFihSq32XMmBGDBg3C3LlzTZX+fRdmzpyJzJkzu1xv3rx5zHzjIQsXLnQaUJowYULs2bNHs3/FBgEBAWjRooWhdT/99FNT2StdWbNmDVKlSuVyve+//z7WTShxdu50pHPnzh7oCRG9zxiARUREREREREREcZ5s6SZHZWpKly6NoKAgTJw4UZUtpHXr1ggKCkKjRo0s9dMRV9lARHoBZPT289uxY4du9oWMGTNi7ty50iWKHEmbNq1b/p2Yolq1alJBUcrSZlFSp06NH374AYkSJdJt4+vrizlz5pgaIPMG5TnATBmtd6158+aGAg/ixYvn8ew1ZE7x4sUxZ84cp+t88sknWL58ucf6UK5cOZw9e1ZVAhN4u9/MmDEDZ8+eNRx8oyyvJVviUJZM5qMoMsEP77KSw6hRo3D8+HHV35QyZUqMGDEC586dc5ixJX369IbKqAJAjx49HAbR+fv7o0WLFqoMUWPGjMHWrVvRtGnTGJ1N3mazYdOmTWjZsqXufpotWzZs2rTJ7eUbSe3bb7/FyZMnVSUts2fPjhUrVuDo0aMxvpS6hcCbAADF3UlEQVSgFf3790fDhg2drlOuXDlMnDjRI9u32WzYs2cP2rdvr3veyp07N/bs2ePxYFJvMFNm0xPBzET0fmMAFhERERERERERvXMypcb05M2b1009eStevHiGZzAPGDDA6UCqzWZDpUqVVJkhypcv7/HBV5ksWAMGDFC9zpEjh7u7895Knz49Fi5ciLlz50YvmzFjBrZt2+a0dJGsmTNnWmofGBjopp6YIx7DPj4+hrPvTJ061eEAfPLkyXHkyBH88MMPqFixYvTyESNG4OzZsyhZsqTpPpNz/v7+WLp0qdPza/LkybFq1apYPfj9vitZsiTOnj2L4cOHqwL/SpYsiYMHD6rK8nmKr68vBg0apMoANWvWLHz88cce37ZZynKLRnXv3t0DPXGPBAkSoH379tGvx40bh/r167tst3LlSpcltbp27Yp27dq5/LeU3xPp0qWzfO33rthsNvzvf//DqVOnMGTIkOjlM2bMwIYNGzweDEhvxY8fH61atYp+PXjwYHz44Yde7NG7M2zYMKxZswZly5ZV3T/kypULS5YswdSpUz16PNlstuhsniNHjoxePmvWLKxevTpWXwP079/f8LrvoqQ0Eb1/GIBFRERERERERETvXMaMGVWvZTMJeCJ7R+fOnV0Opg4aNCjGZo/q1q0bmjRp4nQdHx8fnDp1SrN8/vz5nurWe0uZzclIaSrZQZjs2bOrXssOpDVu3FhqfVcqVaoktb5eJrAiRYpg3rx5DrM9BQQEYNq0aYYCHZInT47PPvss+vUHH3wg1T8yJ2nSpFi+fDmmTp2qGujOkiULvvrqK+zYsUOz71LM4+vriwYNGqjKAXbs2NFUdo+4wkw5OSMBTe+j+fPnY+fOncidO3f0Mh8fHzRt2hSHDx9Gx44dvdi7dytbtmzRP7uzTCWRK7ly5cL06dNVwe0DBgzARx999M76YLPZVPdsMbV0qDu1aNECZcuWdblegQIFVGVyiYiiMACLiIiIiIiIiIgsk83upMwupPfamUyZMkmVOpPRvn17nD59GjVq1IheliRJEnTp0gVnzpzRlFSKaQYPHqxbFsTX1xdff/21w9JPyZIlg7+/v+HtDB8+3HJfY5tevXoZzkq1bNkyzbLatWtLbc/dA+Djx4+XWr9ly5a6y4sXL44DBw5g3LhxqsDKdu3a4eDBg/jkk08s9ZM8z9fXF+XKlUOfPn2ilw0bNgz16tVjAALFajIZrfRK1cYm6dKlU2WCmTdvHgYNGoTEiRN7sVdERJ43ffp0dOrUSTdbq4+PDz777DPda3kiIoABWERERERERERE5AbKcnuu+Pr6In369KplNpsNGzdudNk2adKk2Lp1q2Tv5Pj7+6NRo0bRrydPnuzwIXxMlDp1anz//feq0k9z585FzZo1nWZZ2rFjh6F/P3PmzGjQoIHVbsY6NpsNP/zwA5InT+50vZkzZ6JAgQKa5TIlT0qXLu0wy5RZPj4+GDFihKF1XWVM8/f3R9WqVVVlPcuUKWMqwwwR0bvSvn175MuXz+V6iRMnxsKFC99Bj4iIyBuiJt8MGjQoelm/fv0QFBSkmwWWiCgKA7CIiIiIiIiIiMiyWrVqIXPmzIbW3bBhg+7yrFmz4ujRo8iVK5fu7zt27IiDBw+a7iM5lypVKuzcudNpeZFixYph8+bN77BX75f48eNj//79WLhwIVKmTBm93N/fH507d8axY8dQpkwZ3baJEiVSlQtzJEOGDJg8ebLb+qxUv359TJgwwWFGOz8/PyxZsgTFihXzyPaJiLxt5cqVqFevnsPfFy5cGIcOHXqHPSIiIm/JkSNH9M958+b1Yk+I6H3BACwiIiIiIiIiInKLTZs2OS3J4+Pjg3Xr1jkN1EqYMCHWrFmjyrAzffp0nD9/Hl27dnVrf0krXbp0OHXqFBYtWoR06dJFLy9SpAiOHz/uMvMRvc2EVaRIEYwbNy562ezZs9G5c2eXJQrLlSuHJUuWIFOmTLr/bo0aNbB+/XqPloGrXLkygoKC0LNnz+hlWbNmxZIlS3DmzBl89NFHHts2EVFM8NVXX+HcuXNo06ZN9LJ69erh7NmzWLRokdNskkREREQUdzEAi4iIiIiIiIiI3MJms2HhwoXYv3+/KhArVapUmDhxIoKCglSziF39W1ESJEjg9r6Sc4ULF8aYMWOiX3fr1o2fwzvy0UcfYevWrRg+fHj0si+++AKHDx/G2LFjPRp8JfYjytChQxl4RSTw9/f3dhfIg2w2G8qVKxf9uk6dOvD19fVij4iIiIgopvPzdgdI7d9//8Xp06fxyy+/4ObNm3j06BH8/PyQOnVqFC5cGHXr1lXNPjTq/v376NSpk8v1Bg0ahLJly5rpOhEReUDatGlx//59b3eDiIiIiEhKihQp0K1bN3Tu3BkA8O2336Jo0aJe7hXR+0WZKe7jjz9GokSJvNgbotivQYMG2Lp1q+H1Z8yY4bnOEBERERHRe4cBWDHIv//+i44dO8Jut0cvCwwMxOvXr3Hnzh3cuXMH+/btQ58+ffDJJ5+Y3k6SJEng46Of/CxevHim/10iInK/zZs3SwXGFihQwIO9ISIiIiIiIiKKnYYOHWo4AMvHxwclSpTwbIeIiIiIiOi9wgCsGCQyMhIAULR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      "text/plain": [
       "<Figure size 1200x800 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 800,
       "width": 1200
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure Size: (1200 x 800)>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shellytrigg/bin/anaconda3/lib/python3.8/site-packages/plotnine/ggplot.py:587: PlotnineWarning: Saving 12 x 8 in image.\n",
      "/home/shellytrigg/bin/anaconda3/lib/python3.8/site-packages/plotnine/ggplot.py:588: PlotnineWarning: Filename: ../analyses/2025-01-03_RNAseq_all_AI_diffexp/Sample_logCPM_Boxplots.jpg\n",
      "/home/shellytrigg/bin/anaconda3/lib/python3.8/site-packages/plotnine/layer.py:284: PlotnineWarning: stat_boxplot : Removed 1637579 rows containing non-finite values.\n"
     ]
    }
   ],
   "source": [
    "#import library for plotting facet plots\n",
    "from plotnine import *\n",
    "%matplotlib inline\n",
    "\n",
    "# Create boxplots for each sample\n",
    "plt = (\n",
    "    ggplot(cpm_long_format, aes(x=\"Sample\", y=\"log_CPM\", fill = \"Trait\")) +\n",
    "    geom_boxplot() +\n",
    "    facet_wrap(\"~BioProject\", scales=\"free_x\") +\n",
    "    labs(title=\"Gene Counts Boxplots by Sample\", y=\"Log10(CPM)\", x=\"Sample\") +\n",
    "    theme_bw() +    \n",
    "    theme(axis_text_x=element_text(rotation=90, hjust=1)) +\n",
    "    theme(figure_size=(12, 8)  # Adjust width and height in inches\n",
    "    )\n",
    ")\n",
    "\n",
    "display(plt)\n",
    "\n",
    "plt.save(\"../analyses/2025-01-03_RNAseq_all_AI_diffexp/Sample_logCPM_Boxplots.jpg\", dpi = 300, units = \"in\", height = 8, width = 12)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95bd12ce-2fc1-4371-a2c9-5c373f8f160d",
   "metadata": {},
   "source": [
    "All samples show fairly even coverage and no super obvious outliers from here. \n",
    "The BioProject numbers are not in the same order as the datasets.\n",
    "From the top left going clockwise the order is Dataset 2, Dataset 4, Dataset 1, and Dataset 3. \n",
    "\n",
    "Now I want to try a PCA "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "24440e84-a036-48cb-9d63-a8733cc8dc0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "%matplotlib inline\n",
    "\n",
    "# Transpose the CPM data for PCA (genes as features, samples as rows)\n",
    "pca_data = cpm_values\n",
    "\n",
    "# Standardize the data (mean=0, variance=1)\n",
    "scaler = StandardScaler()\n",
    "scaled_data = scaler.fit_transform(np.log10(pca_data + 1))  # Log-transform CPM values\n",
    "\n",
    "# Perform PCA\n",
    "pca = PCA(n_components=2)  # Reduce to 2 principal components\n",
    "principal_components = pca.fit_transform(scaled_data)\n",
    "\n",
    "# Create a DataFrame for the PCA results\n",
    "pca_df = pd.DataFrame(data=principal_components, columns=['PC1', 'PC2'])\n",
    "pca_df['Sample'] = pca_data.index\n",
    "\n",
    "# Merge with metadata to color by treatment or batch\n",
    "pca_df = pd.merge(pca_df, metadata, left_on='Sample', right_on='Sample')\n",
    "\n",
    "# Plot PCA\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.scatterplot(\n",
    "    data=pca_df, \n",
    "    x='PC1', y='PC2', \n",
    "    hue='BioProject',  # Color by treatment\n",
    "    style='Trait',    # Style points by batch\n",
    "    s=100\n",
    ")\n",
    "\n",
    "# Add sample ID annotations\n",
    "for i, row in pca_df.iterrows():\n",
    "    plt.text(\n",
    "        x=row['PC1'], \n",
    "        y=row['PC2'], \n",
    "        s=row['Sample'], \n",
    "        fontsize=4, \n",
    "        ha='right', \n",
    "        va='top'\n",
    "    )\n",
    "    \n",
    "plt.title('PCA of CPM-Normalized Counts')\n",
    "plt.xlabel(f'PC1 ({pca.explained_variance_ratio_[0]*100:.2f}% Variance)')\n",
    "plt.ylabel(f'PC2 ({pca.explained_variance_ratio_[1]*100:.2f}% Variance)')\n",
    "plt.legend(title='Trait', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "plt.savefig(\"../analyses/2025-01-03_RNAseq_all_AI_diffexp/PCA_all_genes_normCPM.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d4be277-cba2-470e-8993-f9d3e91ccfe0",
   "metadata": {},
   "source": [
    "samples seem to cluster by tissue and study with the green and orange samples being mantle tissue and the red and blue samples being gill tissue. Blue is clustered pretty far from the others and this could be because these samples were in the wild and not in controled environments like the others.\n",
    "\n",
    "I still want to try the mutual information approach to see if any tolerant-associated genes are identified across studies"
   ]
  },
  {
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   "execution_count": 76,
   "id": "7fabc1c9-3e5f-450f-8b17-81c0bacf14a9",
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      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.feature_selection import mutual_info_classif\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "matplotlib.use('Agg')\n",
    "\n",
    "log_cpm = cpm_values.apply(lambda x: np.log2(x + 1), axis=1)\n",
    "\n",
    "log_cpm.head()"
   ]
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   "execution_count": 77,
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       "   SRX18040024  SRX9845525  SRX9845503  SRX18040046  SRX18040056  SRX13037867  \\\n",
       "0     0.860573    1.758992    0.668419     0.941406     0.000000     0.403297   \n",
       "1     3.117984    2.695665    2.357640     3.568119     0.000000     0.161945   \n",
       "4     3.149897    4.178705    4.653702     1.581342     3.551758     2.444818   \n",
       "5     1.522413    1.639733    2.419498     1.297434     1.818545     2.335993   \n",
       "6     1.255093    3.754522    3.888957     1.748973     2.506102     2.619185   \n",
       "\n",
       "   SRX9845524  SRX9845520  SRX18040061  SRX7656993  ...  SRX7656977  \\\n",
       "0    0.000000    0.521970     1.624787    0.000000  ...    0.000000   \n",
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       "4    3.381455    3.245926     3.833335    2.811485  ...    1.827631   \n",
       "5    1.529252    0.000000     0.890190    1.324820  ...    1.323234   \n",
       "6    2.950082    2.413097     0.847981    2.463374  ...    3.135623   \n",
       "\n",
       "   SRX7656985  SRX9845507  SRX7656986  SRX18040021  SRX18040059  SRX13037868  \\\n",
       "0    0.000000    0.938984    0.000000     0.000000     0.950678     0.421860   \n",
       "1    0.968527    6.272441    0.806833     3.889783     4.543503     0.000000   \n",
       "4    1.514617    4.662564    2.458435     2.834260     3.476650     2.704887   \n",
       "5    0.968527    0.882398    1.321198     0.000000     0.998034     2.056742   \n",
       "6    3.940413    3.715303    4.422064     1.550596     1.566493     3.207443   \n",
       "\n",
       "   SRX7656987  SRX13037866  SRX13037870  \n",
       "0    0.942783     1.249800     0.721559  \n",
       "1    0.000000     0.000000     0.000000  \n",
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       "5    0.942783     0.000000     0.408876  \n",
       "6    3.694604     1.805177     2.996492  \n",
       "\n",
       "[5 rows x 155 columns]"
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     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#preview the data before log transformation to confirm it worked\n",
    "log_cpm_T = log_cpm.T\n",
    "log_cpm_T.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "aba2bf7d-1650-4f47-af86-2055d2f44511",
   "metadata": {
    "scrolled": true
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    {
     "name": "stdout",
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      "31629    11.329019   11.871966    8.597696    11.680889     9.663807   \n",
      "25182    11.060153   11.873292    8.322923    11.344139     9.461672   \n",
      "8131     10.214297   11.632007    8.550435    10.079580     4.952148   \n",
      "19542     9.758298   11.573142    6.621255    10.178617    10.386631   \n",
      "16038    10.904822    6.666110    9.500014    13.092714     9.431723   \n",
      "14747     0.000000    0.000000    0.000000     0.000000     0.000000   \n",
      "17925    10.065207    9.456574    7.462903    10.884847     9.756352   \n",
      "20391     2.709679    0.000000    0.000000     2.921169     2.228267   \n",
      "25668     9.870725   10.996017    8.135505    10.106711     8.884303   \n",
      "17832     8.998482   10.137681    9.174322     9.989492     9.404664   \n",
      "13855     9.989954   10.474360    6.983805    11.984371     7.628141   \n",
      "13815     8.425941    7.834894    8.770392    10.073383     9.592800   \n",
      "10161     9.162521   10.558748    7.099456    10.117247     8.349049   \n",
      "30129    10.390867    8.144265    7.688447    11.895629     7.400678   \n",
      "61        8.140743   10.742885    8.330866     9.491393     9.086727   \n",
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      "37601     4.029407    0.000000    0.668419     0.000000     5.753374   \n",
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      "37121     8.676566    8.708646    5.369729     9.088419     8.485049   \n",
      "24635     8.102081   10.050616    6.345989     8.660027     8.092165   \n",
      "19340    11.568704   10.665900   10.636814    11.564167    11.406112   \n",
      "23552     8.445071    8.560856    7.768648     8.563162     8.909689   \n",
      "15130     6.319636    1.658683    6.511375     5.949891     8.574026   \n",
      "33956     8.851662    9.710351    7.462903     9.328420     7.611519   \n",
      "17436     8.136916   10.668389    6.919185     8.994820     8.525650   \n",
      "38030     7.136226    9.661153    6.091354     6.480540     7.420095   \n",
      "36451     8.948539   10.118897    7.467714     8.822123     7.253894   \n",
      "26521     8.653417    8.753846    6.377009     8.657598     7.196207   \n",
      "\n",
      "       SRX13037867  SRX9845524  SRX9845520  SRX18040061  SRX7656993  ...  \\\n",
      "13418     2.913356   14.291184   12.145946    13.132682    0.000000  ...   \n",
      "12860     0.307532   13.141259   11.264440    10.590561    0.000000  ...   \n",
      "2283      0.945431   11.552222   10.474216    12.633599    0.000000  ...   \n",
      "24020     2.463147   11.911433   11.981036    11.942933    1.324820  ...   \n",
      "31629     0.963736   10.901808   10.390346    10.714802    0.000000  ...   \n",
      "25182     1.129575   10.538236    9.358267    10.076441    1.324820  ...   \n",
      "8131      0.000000   11.560051    6.210576     9.722384    0.000000  ...   \n",
      "19542     1.878121    9.922367   10.711884    12.021949    0.000000  ...   \n",
      "16038     0.000000    8.873849    7.656024    10.632632    0.000000  ...   \n",
      "14747     0.000000    0.448462    0.000000     0.613959   10.703404  ...   \n",
      "17925     0.000000    9.194250    9.115335     9.801509    0.000000  ...   \n",
      "20391     0.000000    1.758998    1.883803     2.442550   12.125156  ...   \n",
      "25668     0.161945   10.357199    8.984393     9.935916    0.000000  ...   \n",
      "17832     0.000000    8.759952    9.710982     9.085239    0.000000  ...   \n",
      "13855     0.000000    9.405756   11.047616    10.891335    0.000000  ...   \n",
      "13815     0.307532    9.319425    7.943641    10.525017    0.000000  ...   \n",
      "10161     0.000000    9.661370    8.331472     8.710320    0.000000  ...   \n",
      "30129     0.000000   10.421329    8.743847    11.418048    0.000000  ...   \n",
      "61        0.000000    9.583070   10.911827     9.053949    0.000000  ...   \n",
      "6461      0.000000    8.440489    0.965840     9.563705    0.000000  ...   \n",
      "10170     0.439764    9.616734    8.843267     8.919546    0.000000  ...   \n",
      "37601     6.342503    0.448462    0.000000     0.077916   10.325868  ...   \n",
      "27880     0.000000    9.480317    0.316464     7.307762    0.000000  ...   \n",
      "23654     9.584619    9.416869    9.125449    10.746945    0.000000  ...   \n",
      "36717     2.152194   10.447735    9.299931     9.081993    0.000000  ...   \n",
      "31121     0.000000    8.229793    8.576841     9.043519    0.000000  ...   \n",
      "33623     0.000000    9.168582    9.669137     8.949249    1.324820  ...   \n",
      "33633     0.307532    8.695441    9.589687     8.868128    0.000000  ...   \n",
      "30124     0.776328   10.205545   11.348923    13.204597    2.003614  ...   \n",
      "31307     0.000000    8.532173    9.389859     8.783183    0.000000  ...   \n",
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      "33373     0.439764    9.215655    8.276177     7.324466    0.000000  ...   \n",
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      "33604     0.161945    8.517894    9.457017     7.814998    2.003614  ...   \n",
      "30765     0.000000   10.474755    9.842398    12.164111    0.000000  ...   \n",
      "21241     9.193739   11.145371   10.991775    11.782363    5.403430  ...   \n",
      "37121     0.161945    8.315921    8.663023    10.237234    0.000000  ...   \n",
      "24635     1.012464    9.223287    8.519727     8.123684    1.324820  ...   \n",
      "19340     9.088227   10.493663   10.261501    11.470916    0.000000  ...   \n",
      "23552     0.439764    7.460434    8.033245     7.846993    0.000000  ...   \n",
      "15130     3.812635    4.483056    0.771386     4.072066   12.132842  ...   \n",
      "33956     0.672626    9.728423    7.976114     8.510339    0.000000  ...   \n",
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      "38030     0.591579    8.121223    9.955222     9.956763    0.000000  ...   \n",
      "36451     1.298229    9.181926    9.404471     9.071019    0.000000  ...   \n",
      "26521     0.161945    6.719633    8.797830    10.551566    0.000000  ...   \n",
      "\n",
      "       SRX7656977  SRX7656985  SRX9845507  SRX7656986  SRX18040021  \\\n",
      "13418    0.910779    0.968527   11.226372    0.000000    14.499765   \n",
      "12860    2.176400    0.000000    9.953811    0.000000    13.445789   \n",
      "2283     0.000000    0.000000   11.800609    0.000000     9.926230   \n",
      "24020    0.000000    0.000000   12.056950    0.000000    10.134464   \n",
      "31629    0.000000    0.968527   11.215284    0.806833    10.948804   \n",
      "25182    2.840045    0.000000   10.315613    0.000000     9.739723   \n",
      "8131     0.000000    0.000000   11.797246    0.000000     5.686876   \n",
      "19542    0.000000    0.000000    7.907423    0.000000     8.482227   \n",
      "16038    0.000000    0.000000   11.074785    0.000000     6.420985   \n",
      "14747   11.303445   10.960185    0.000000    9.456336     0.000000   \n",
      "17925    0.000000    0.000000   10.204946    0.000000     8.062912   \n",
      "20391   11.619054   11.831614    2.664606   11.503915     2.163753   \n",
      "25668    0.000000    0.000000    9.232515    0.806833     9.947959   \n",
      "17832    0.000000    0.000000   10.608365    0.000000     7.746653   \n",
      "13855    0.000000    0.000000   11.217995    0.000000     7.803984   \n",
      "13815    0.000000    1.542844    9.775257    0.000000     7.764035   \n",
      "10161    0.000000    0.000000    8.808640    0.000000     9.441638   \n",
      "30129    0.000000    0.968527   10.253506    0.000000    10.326575   \n",
      "61       0.000000    0.968527   10.630403    0.806833     9.957153   \n",
      "6461     0.000000    0.000000    9.982511    0.000000     4.950478   \n",
      "10170    0.000000    0.000000    9.809981    0.000000     8.877835   \n",
      "37601   11.109221    6.881586    0.000000    9.245118     4.427964   \n",
      "27880    0.000000    0.000000    9.896355    0.000000     7.097719   \n",
      "23654    0.000000    0.000000    8.412652    0.000000    11.549802   \n",
      "36717    0.000000    1.952529    9.480179    0.806833     8.210300   \n",
      "31121    0.000000    0.000000   10.567618    0.000000    10.190701   \n",
      "33623    0.000000    0.000000   10.646519    0.000000    10.438108   \n",
      "33633    0.000000    0.000000   10.595239    1.699597     9.323734   \n",
      "30124    0.000000    2.752973   11.324778    0.000000     8.442265   \n",
      "31307    0.000000    0.000000   10.318517    0.000000     9.867271   \n",
      "32683    0.000000    0.000000   10.960938    0.000000     6.220795   \n",
      "28726    2.206421    0.000000   10.582866    0.000000    10.922026   \n",
      "33373    0.000000    0.000000    7.921673    0.000000    10.927765   \n",
      "28083    0.000000    0.000000    9.308091    0.000000     7.167235   \n",
      "31664    0.000000    0.000000    7.878033    0.000000     9.561384   \n",
      "16283    1.864011    1.542844   10.162341    0.000000     7.401230   \n",
      "35660    1.464732    0.000000   10.635735    0.000000     8.287115   \n",
      "33604    0.000000    0.000000    8.832637    0.000000     8.843166   \n",
      "30765    1.481198    0.000000   12.301726    0.000000     5.700184   \n",
      "21241    0.000000    4.739429   11.622067    4.399293    12.628166   \n",
      "37121    0.000000    0.000000    8.209325    0.806833     9.349340   \n",
      "24635    0.000000    0.000000    8.247225    0.000000     9.185672   \n",
      "19340    0.000000    0.000000   10.861138    2.802752     6.051663   \n",
      "23552    0.000000    0.000000    8.884514    0.000000     8.363108   \n",
      "15130   12.054133   11.728943    0.000000   12.115809     6.434221   \n",
      "33956    0.000000    0.000000    9.146013    0.000000     7.772679   \n",
      "17436    2.176400    0.000000    8.698291    0.000000     8.773525   \n",
      "38030    0.000000    0.000000    9.999765    1.321198     7.062281   \n",
      "36451    0.000000    0.000000    9.402926    0.000000     6.369509   \n",
      "26521    0.000000    0.000000    9.976317    0.000000     8.752194   \n",
      "\n",
      "       SRX18040059  SRX13037868  SRX7656987  SRX13037866  SRX13037870  \n",
      "13418    14.088442     4.245201    0.942783     0.000000     0.700393  \n",
      "12860    12.322145     0.121188    0.000000     0.583947     0.237021  \n",
      "2283     11.080604     0.000000    0.000000     2.528049     0.526479  \n",
      "24020    11.216256     2.562492    0.000000     0.583947     0.000000  \n",
      "31629    10.706506     2.084848    0.000000     0.000000     0.000000  \n",
      "25182    10.653007     1.859531    0.000000     0.000000     0.920508  \n",
      "8131      5.171508     0.000000    0.942783     0.000000     0.000000  \n",
      "19542    10.462711     3.610773    0.000000     2.514003     0.440635  \n",
      "16038     9.608688     0.000000    0.000000     0.000000     0.000000  \n",
      "14747     0.485183     1.629352    9.957061     9.927847     1.605810  \n",
      "17925     8.791830     0.000000    0.000000     0.000000     0.000000  \n",
      "20391     2.693118     5.199951   11.390634    10.745323     6.597908  \n",
      "25668     9.808742     0.359670    0.000000     0.000000     0.000000  \n",
      "17832     8.632870     0.000000    0.942783     0.000000     0.000000  \n",
      "13855    10.075221     0.000000    0.000000     0.000000     0.000000  \n",
      "13815     9.610212     0.000000    0.000000     0.000000     0.000000  \n",
      "10161     9.359921     0.232980    0.000000     0.000000     0.123372  \n",
      "30129     9.516657     0.000000    0.000000     0.000000     0.000000  \n",
      "61        9.249920     0.000000    0.000000     0.000000     0.000000  \n",
      "6461      1.205326     0.121188    0.000000     0.000000     0.000000  \n",
      "10170     9.346252     0.433514    1.508158     0.000000     0.000000  \n",
      "37601     0.000000     6.510878    6.851677     0.583947     5.979530  \n",
      "27880     1.650611     0.000000    0.000000     0.000000     0.000000  \n",
      "23654    10.811635     9.881950    0.000000    11.459941     9.874915  \n",
      "36717     9.428903     3.207457    0.000000     0.000000     1.332123  \n",
      "31121     8.883013     0.121188    0.000000     0.000000     0.123372  \n",
      "33623     8.511776     0.000000    0.000000     0.000000     0.000000  \n",
      "33633     9.034897     0.000000    0.000000     0.000000     0.000000  \n",
      "30124    11.832168     0.000000    1.508158     0.000000     0.000000  \n",
      "31307     8.695652     0.000000    0.000000     0.000000     0.237021  \n",
      "32683     8.072755     0.336728    0.000000     0.000000     0.123372  \n",
      "28726    11.001897     9.030216    0.000000     0.000000     8.479819  \n",
      "33373     8.259277     1.365881    0.000000     0.000000     0.000000  \n",
      "28083     4.285046     0.000000    0.000000     0.000000     0.000000  \n",
      "31664     9.155989     0.690112    0.000000     0.000000     0.000000  \n",
      "16283    10.354943     0.121188    0.000000     0.000000     0.000000  \n",
      "35660     9.663417     0.838886    0.000000     0.000000     0.000000  \n",
      "33604     7.496337     0.336728    0.000000     0.000000     0.123372  \n",
      "30765    10.944085     0.000000    0.000000     0.000000     0.000000  \n",
      "21241    11.571750     9.674665    6.221294    10.040375     9.785100  \n",
      "37121     9.016925     0.232980    0.000000     0.000000     0.000000  \n",
      "24635     8.461504     1.482311    0.000000     0.000000     0.702136  \n",
      "19340    11.218091     9.303812    0.000000    10.754342     9.014093  \n",
      "23552     8.162715     0.766416    0.000000     0.000000     0.237021  \n",
      "15130     4.537754     3.459496   11.127617     1.997713     4.839851  \n",
      "33956     8.681441     0.690112    0.000000     0.000000     0.000000  \n",
      "17436     8.960501     2.055374    0.942783     3.609553     1.311410  \n",
      "38030     8.560888     0.232980    0.000000     0.000000     0.000000  \n",
      "36451     8.289168     1.611259    0.000000     0.583947     0.000000  \n",
      "26521    10.238586     0.433514    0.000000     0.000000     0.000000  \n",
      "\n",
      "[50 rows x 155 columns]\n"
     ]
    }
   ],
   "source": [
    "# Calculate variance and prepare for mutual information analysis\n",
    "gene_variances = log_cpm_T.var(axis=1)\n",
    "\n",
    "# Select the top 50 most variable genes\n",
    "top_genes = gene_variances.nlargest(50).index\n",
    "# Subset the log-transformed CPM data for these top genes\n",
    "top_genes_data = log_cpm_T.loc[top_genes]\n",
    "#preview output\n",
    "print(top_genes_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "a1ca2ce4-2cbe-428f-a003-d314441cba90",
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata_sorted = metadata.sort_values(by=['BioProject', 'Trait'])\n",
    "sorted_samples = metadata_sorted['Sample']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "b264c777-0ea2-4482-b93e-d267e4af8c50",
   "metadata": {},
   "outputs": [
    {
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       "      <th>SRX7656990</th>\n",
       "      <th>SRX7656989</th>\n",
       "      <th>SRX7656988</th>\n",
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       "      <th>SRX18040008</th>\n",
       "      <th>SRX18040005</th>\n",
       "      <th>SRX18040004</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13418</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.667171</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.942783</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.968527</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.685398</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14.535182</td>\n",
       "      <td>14.267838</td>\n",
       "      <td>14.540351</td>\n",
       "      <td>15.550726</td>\n",
       "      <td>13.954985</td>\n",
       "      <td>13.451893</td>\n",
       "      <td>14.140120</td>\n",
       "      <td>15.641200</td>\n",
       "      <td>13.924816</td>\n",
       "      <td>15.245658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12860</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.685398</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>13.385424</td>\n",
       "      <td>12.323629</td>\n",
       "      <td>13.632753</td>\n",
       "      <td>14.423402</td>\n",
       "      <td>13.032163</td>\n",
       "      <td>14.362316</td>\n",
       "      <td>12.154792</td>\n",
       "      <td>11.699844</td>\n",
       "      <td>12.654843</td>\n",
       "      <td>13.430757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2283</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.991209</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.179921</td>\n",
       "      <td>12.250326</td>\n",
       "      <td>11.622152</td>\n",
       "      <td>11.786951</td>\n",
       "      <td>10.734371</td>\n",
       "      <td>11.403177</td>\n",
       "      <td>11.915130</td>\n",
       "      <td>13.496608</td>\n",
       "      <td>12.699713</td>\n",
       "      <td>12.466932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24020</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.121621</td>\n",
       "      <td>0.829677</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.991209</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>13.009512</td>\n",
       "      <td>11.899441</td>\n",
       "      <td>11.713367</td>\n",
       "      <td>12.562338</td>\n",
       "      <td>12.244963</td>\n",
       "      <td>13.090606</td>\n",
       "      <td>12.774032</td>\n",
       "      <td>12.675867</td>\n",
       "      <td>10.988661</td>\n",
       "      <td>13.424589</td>\n",
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       "    <tr>\n",
       "      <th>31629</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.806833</td>\n",
       "      <td>0.968527</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.369495</td>\n",
       "      <td>11.279083</td>\n",
       "      <td>11.482471</td>\n",
       "      <td>12.140074</td>\n",
       "      <td>11.886681</td>\n",
       "      <td>12.860895</td>\n",
       "      <td>12.835158</td>\n",
       "      <td>12.288786</td>\n",
       "      <td>11.352765</td>\n",
       "      <td>12.339945</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 155 columns</p>\n",
       "</div>"
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      "text/plain": [
       "       SRX7656990  SRX7656989  SRX7656988  SRX7656987  SRX7656986  SRX7656985  \\\n",
       "13418         0.0    0.667171    0.000000    0.942783    0.000000    0.968527   \n",
       "12860         0.0    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "2283          0.0    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "24020         0.0    1.121621    0.829677    0.000000    0.000000    0.000000   \n",
       "31629         0.0    0.000000    0.000000    0.000000    0.806833    0.968527   \n",
       "\n",
       "       SRX7656984  SRX7656983  SRX7656982  SRX7656968  ...  SRX18040019  \\\n",
       "13418    0.000000         0.0    0.685398         0.0  ...    14.535182   \n",
       "12860    0.000000         0.0    0.685398         0.0  ...    13.385424   \n",
       "2283     0.991209         0.0    0.000000         0.0  ...    12.179921   \n",
       "24020    0.991209         0.0    0.000000         0.0  ...    13.009512   \n",
       "31629    0.000000         0.0    0.000000         0.0  ...    12.369495   \n",
       "\n",
       "       SRX18040018  SRX18040017  SRX18040012  SRX18040011  SRX18040010  \\\n",
       "13418    14.267838    14.540351    15.550726    13.954985    13.451893   \n",
       "12860    12.323629    13.632753    14.423402    13.032163    14.362316   \n",
       "2283     12.250326    11.622152    11.786951    10.734371    11.403177   \n",
       "24020    11.899441    11.713367    12.562338    12.244963    13.090606   \n",
       "31629    11.279083    11.482471    12.140074    11.886681    12.860895   \n",
       "\n",
       "       SRX18040009  SRX18040008  SRX18040005  SRX18040004  \n",
       "13418    14.140120    15.641200    13.924816    15.245658  \n",
       "12860    12.154792    11.699844    12.654843    13.430757  \n",
       "2283     11.915130    13.496608    12.699713    12.466932  \n",
       "24020    12.774032    12.675867    10.988661    13.424589  \n",
       "31629    12.835158    12.288786    11.352765    12.339945  \n",
       "\n",
       "[5 rows x 155 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Subset and reorder the heatmap data to match the sorted samples\n",
    "top_genes_data_sorted = top_genes_data[sorted_samples]\n",
    "\n",
    "#preview top_genes_data_sorted\n",
    "top_genes_data_sorted.head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "a29c0392-a7bb-4f23-9f5b-63c018adbb66",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate mutual information for subsets of 10 genes\n",
    "sample_metadata = metadata.set_index('Sample')\n",
    "# Prepare data for mutual information calculation\n",
    "# Flatten the top genes data for each sample to compare with categorical labels\n",
    "expression_data = top_genes_data_sorted.T.values  # Shape: (samples, genes)\n",
    "\n",
    "\n",
    "# Encode thermal tolerance and day as labels for mutual information analysis\n",
    "labels_resilience_day = metadata_sorted[['BioProject','Trait']]\n",
    "labels_combined = labels_resilience_day['BioProject'] + \"-Trait\" + \\\n",
    "    labels_resilience_day['Trait'].astype(str)\n",
    "label_encoder = LabelEncoder()\n",
    "encoded_labels = label_encoder.fit_transform(labels_combined)\n",
    "\n",
    "# Calculate mutual information multiple times and average, because\n",
    "# it's a stochastic algorithm\n",
    "mi_scores_list = []\n",
    "n_repeats = 5\n",
    "for _ in range(n_repeats):\n",
    "    mi_scores = mutual_info_classif(expression_data, encoded_labels,\n",
    "                                    discrete_features=False,\n",
    "                                    # Each repetition uses a different\n",
    "                                    # random initialization\n",
    "                                    random_state=None)\n",
    "    mi_scores_list.append(mi_scores)\n",
    "\n",
    "avg_mi_scores = np.mean(mi_scores_list, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "ea4a1943-8e27-4a2f-89d1-b02df44357a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     Gene  Mutual_Information\n",
      "42  19340            1.198932\n",
      "23  23654            1.081305\n",
      "11  20391            0.980754\n",
      "39  21241            0.949565\n",
      "2    2283            0.842212\n",
      "16  10161            0.838332\n",
      "7   19542            0.832826\n",
      "46  17436            0.820358\n",
      "8   16038            0.802421\n",
      "34  31664            0.799587\n"
     ]
    }
   ],
   "source": [
    "# Create a DataFrame for averaged results\n",
    "mutual_info_results = pd.DataFrame({\n",
    "    'Gene': top_genes_data_sorted.index,\n",
    "    'Mutual_Information': avg_mi_scores\n",
    "}).sort_values(by='Mutual_Information', ascending=False)\n",
    "\n",
    "print(mutual_info_results.head(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "cd7f7a3b-cc98-4b47-a2ae-fa17167618ea",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SRX18040024</th>\n",
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       "  <tbody>\n",
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       "      <th>19340</th>\n",
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       "      <td>9.014093</td>\n",
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       "    <tr>\n",
       "      <th>23654</th>\n",
       "      <td>10.431148</td>\n",
       "      <td>8.969714</td>\n",
       "      <td>6.388147</td>\n",
       "      <td>11.362789</td>\n",
       "      <td>10.972430</td>\n",
       "      <td>9.584619</td>\n",
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       "      <td>11.459941</td>\n",
       "      <td>9.874915</td>\n",
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       "      <th>20391</th>\n",
       "      <td>2.709679</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.921169</td>\n",
       "      <td>2.228267</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.758998</td>\n",
       "      <td>1.883803</td>\n",
       "      <td>2.442550</td>\n",
       "      <td>12.125156</td>\n",
       "      <td>...</td>\n",
       "      <td>11.619054</td>\n",
       "      <td>11.831614</td>\n",
       "      <td>2.664606</td>\n",
       "      <td>11.503915</td>\n",
       "      <td>2.163753</td>\n",
       "      <td>2.693118</td>\n",
       "      <td>5.199951</td>\n",
       "      <td>11.390634</td>\n",
       "      <td>10.745323</td>\n",
       "      <td>6.597908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21241</th>\n",
       "      <td>11.762421</td>\n",
       "      <td>11.128956</td>\n",
       "      <td>10.971307</td>\n",
       "      <td>11.543657</td>\n",
       "      <td>11.617853</td>\n",
       "      <td>9.193739</td>\n",
       "      <td>11.145371</td>\n",
       "      <td>10.991775</td>\n",
       "      <td>11.782363</td>\n",
       "      <td>5.403430</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.739429</td>\n",
       "      <td>11.622067</td>\n",
       "      <td>4.399293</td>\n",
       "      <td>12.628166</td>\n",
       "      <td>11.571750</td>\n",
       "      <td>9.674665</td>\n",
       "      <td>6.221294</td>\n",
       "      <td>10.040375</td>\n",
       "      <td>9.785100</td>\n",
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       "    <tr>\n",
       "      <th>2283</th>\n",
       "      <td>10.647827</td>\n",
       "      <td>11.087409</td>\n",
       "      <td>10.255358</td>\n",
       "      <td>11.439858</td>\n",
       "      <td>9.868387</td>\n",
       "      <td>0.945431</td>\n",
       "      <td>11.552222</td>\n",
       "      <td>10.474216</td>\n",
       "      <td>12.633599</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
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       "      <td>11.080604</td>\n",
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       "      <td>2.528049</td>\n",
       "      <td>0.526479</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "<p>5 rows × 155 columns</p>\n",
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      "text/plain": [
       "       SRX18040024  SRX9845525  SRX9845503  SRX18040046  SRX18040056  \\\n",
       "19340    11.568704   10.665900   10.636814    11.564167    11.406112   \n",
       "23654    10.431148    8.969714    6.388147    11.362789    10.972430   \n",
       "20391     2.709679    0.000000    0.000000     2.921169     2.228267   \n",
       "21241    11.762421   11.128956   10.971307    11.543657    11.617853   \n",
       "2283     10.647827   11.087409   10.255358    11.439858     9.868387   \n",
       "\n",
       "       SRX13037867  SRX9845524  SRX9845520  SRX18040061  SRX7656993  ...  \\\n",
       "19340     9.088227   10.493663   10.261501    11.470916    0.000000  ...   \n",
       "23654     9.584619    9.416869    9.125449    10.746945    0.000000  ...   \n",
       "20391     0.000000    1.758998    1.883803     2.442550   12.125156  ...   \n",
       "21241     9.193739   11.145371   10.991775    11.782363    5.403430  ...   \n",
       "2283      0.945431   11.552222   10.474216    12.633599    0.000000  ...   \n",
       "\n",
       "       SRX7656977  SRX7656985  SRX9845507  SRX7656986  SRX18040021  \\\n",
       "19340    0.000000    0.000000   10.861138    2.802752     6.051663   \n",
       "23654    0.000000    0.000000    8.412652    0.000000    11.549802   \n",
       "20391   11.619054   11.831614    2.664606   11.503915     2.163753   \n",
       "21241    0.000000    4.739429   11.622067    4.399293    12.628166   \n",
       "2283     0.000000    0.000000   11.800609    0.000000     9.926230   \n",
       "\n",
       "       SRX18040059  SRX13037868  SRX7656987  SRX13037866  SRX13037870  \n",
       "19340    11.218091     9.303812    0.000000    10.754342     9.014093  \n",
       "23654    10.811635     9.881950    0.000000    11.459941     9.874915  \n",
       "20391     2.693118     5.199951   11.390634    10.745323     6.597908  \n",
       "21241    11.571750     9.674665    6.221294    10.040375     9.785100  \n",
       "2283     11.080604     0.000000    0.000000     2.528049     0.526479  \n",
       "\n",
       "[5 rows x 155 columns]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Do PCA plot for the top 10, genes in mutual information score\n",
    "top_genes_to_visualize = mutual_info_results.iloc[:10]['Gene']\n",
    "\n",
    "# Subset the log-transformed CPM data for these genes\n",
    "top_genes_data = log_cpm_T.loc[top_genes_to_visualize]\n",
    "\n",
    "top_genes_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "ce77f0ac-41eb-49d0-b414-b26074fe8690",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "%matplotlib inline\n",
    "\n",
    "# Perform PCA for the top 10 genes\n",
    "pca_data = top_genes_data.T\n",
    "\n",
    "scaler = StandardScaler()\n",
    "scaled_top_10_data = scaler.fit_transform(top_genes_data.T)  # Transpose so genes are features\n",
    "pca_top_10 = PCA(n_components=2)\n",
    "principal_components = pca_top_10.fit_transform(scaled_top_10_data)\n",
    "\n",
    "\n",
    "\n",
    "# Create a DataFrame for the PCA results\n",
    "pca_df = pd.DataFrame(data=principal_components, columns=['PC1', 'PC2'])\n",
    "pca_df['Sample'] = pca_data.index\n",
    "\n",
    "# Merge with metadata to color by treatment or batch\n",
    "pca_df = pd.merge(pca_df, metadata, left_on='Sample', right_on='Sample')\n",
    "\n",
    "# Plot PCA for Top 10 Genes\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.scatterplot(\n",
    "    data=pca_df, \n",
    "    x='PC1', y='PC2', \n",
    "    hue='BioProject',  # Color by treatment\n",
    "    style='Trait',    # Style points by batch\n",
    "    s=100\n",
    ")\n",
    "\n",
    "# Add sample ID annotations\n",
    "for i, row in pca_df.iterrows():\n",
    "    plt.text(\n",
    "        x=row['PC1'], \n",
    "        y=row['PC2'], \n",
    "        s=row['Sample'], \n",
    "        fontsize=4, \n",
    "        ha='right', \n",
    "        va='top'\n",
    "    )\n",
    "    \n",
    "plt.title('PCA of samples based on top 10 mutual info genes')\n",
    "plt.xlabel(f'PC1 ({pca_top_10.explained_variance_ratio_[0]*100:.2f}% Variance)')\n",
    "plt.ylabel(f'PC2 ({pca_top_10.explained_variance_ratio_[1]*100:.2f}% Variance)')\n",
    "plt.legend(title='Trait', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.savefig(\"../analyses/2025-01-03_RNAseq_all_AI_diffexp/PCA_top_10_mutual_info_genes.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dcddde3a-9ba6-4124-aa93-3719126fddb3",
   "metadata": {},
   "source": [
    "It appears the effect from experiment is much greater than the effect from trait. Let's see if we can get resolution if we ask the mutual information analysis to just focus on trait and ignore experiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "456fd3f9-7de5-41bb-ab88-efdaa6db9708",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate mutual information for subsets of 10 genes\n",
    "sample_metadata = metadata.set_index('Sample')\n",
    "# Prepare data for mutual information calculation\n",
    "# Flatten the top genes data for each sample to compare with categorical labels\n",
    "expression_data = top_genes_data_sorted.T.values  # Shape: (samples, genes)\n",
    "\n",
    "\n",
    "# Encode thermal tolerance and day as labels for mutual information analysis\n",
    "labels_resilience_day = metadata_sorted[['Trait']]\n",
    "labels_combined = labels_resilience_day['Trait']\n",
    "label_encoder = LabelEncoder()\n",
    "encoded_labels = label_encoder.fit_transform(labels_combined)\n",
    "\n",
    "# Calculate mutual information multiple times and average, because\n",
    "# it's a stochastic algorithm\n",
    "mi_scores_list = []\n",
    "n_repeats = 5\n",
    "for _ in range(n_repeats):\n",
    "    mi_scores = mutual_info_classif(expression_data, encoded_labels,\n",
    "                                    discrete_features=False,\n",
    "                                    # Each repetition uses a different\n",
    "                                    # random initialization\n",
    "                                    random_state=None)\n",
    "    mi_scores_list.append(mi_scores)\n",
    "\n",
    "avg_mi_scores = np.mean(mi_scores_list, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "e889e9e6-9bc7-431b-9d88-a8b7465e145f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     Gene  Mutual_Information\n",
      "13  17832            0.098989\n",
      "12  25668            0.079557\n",
      "30  32683            0.065978\n",
      "42  19340            0.062957\n",
      "28  30124            0.060187\n",
      "2    2283            0.054371\n",
      "31  28726            0.052483\n",
      "48  36451            0.038756\n",
      "15  13815            0.036269\n",
      "26  33623            0.033635\n"
     ]
    }
   ],
   "source": [
    "# Create a DataFrame for averaged results\n",
    "mutual_info_results = pd.DataFrame({\n",
    "    'Gene': top_genes_data_sorted.index,\n",
    "    'Mutual_Information': avg_mi_scores\n",
    "}).sort_values(by='Mutual_Information', ascending=False)\n",
    "\n",
    "print(mutual_info_results.head(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "2ee04f3b-c34b-4f83-b063-adf687ab8b32",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
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       "      <th></th>\n",
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       "      <td>10.996017</td>\n",
       "      <td>8.135505</td>\n",
       "      <td>10.106711</td>\n",
       "      <td>8.884303</td>\n",
       "      <td>0.161945</td>\n",
       "      <td>10.357199</td>\n",
       "      <td>8.984393</td>\n",
       "      <td>9.935916</td>\n",
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       "      <td>7.906383</td>\n",
       "      <td>9.657372</td>\n",
       "      <td>7.237319</td>\n",
       "      <td>8.666993</td>\n",
       "      <td>6.615376</td>\n",
       "      <td>0.439764</td>\n",
       "      <td>9.498579</td>\n",
       "      <td>10.992754</td>\n",
       "      <td>8.853408</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>10.960938</td>\n",
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       "      <td>6.220795</td>\n",
       "      <td>8.072755</td>\n",
       "      <td>0.336728</td>\n",
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       "      <td>10.665900</td>\n",
       "      <td>10.636814</td>\n",
       "      <td>11.564167</td>\n",
       "      <td>11.406112</td>\n",
       "      <td>9.088227</td>\n",
       "      <td>10.493663</td>\n",
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       "       SRX18040024  SRX9845525  SRX9845503  SRX18040046  SRX18040056  \\\n",
       "17832     8.998482   10.137681    9.174322     9.989492     9.404664   \n",
       "25668     9.870725   10.996017    8.135505    10.106711     8.884303   \n",
       "32683     7.906383    9.657372    7.237319     8.666993     6.615376   \n",
       "19340    11.568704   10.665900   10.636814    11.564167    11.406112   \n",
       "30124    10.224886    8.590411    5.523109    13.101016     7.569514   \n",
       "\n",
       "       SRX13037867  SRX9845524  SRX9845520  SRX18040061  SRX7656993  ...  \\\n",
       "17832     0.000000    8.759952    9.710982     9.085239    0.000000  ...   \n",
       "25668     0.161945   10.357199    8.984393     9.935916    0.000000  ...   \n",
       "32683     0.439764    9.498579   10.992754     8.853408    0.000000  ...   \n",
       "19340     9.088227   10.493663   10.261501    11.470916    0.000000  ...   \n",
       "30124     0.776328   10.205545   11.348923    13.204597    2.003614  ...   \n",
       "\n",
       "       SRX7656977  SRX7656985  SRX9845507  SRX7656986  SRX18040021  \\\n",
       "17832         0.0    0.000000   10.608365    0.000000     7.746653   \n",
       "25668         0.0    0.000000    9.232515    0.806833     9.947959   \n",
       "32683         0.0    0.000000   10.960938    0.000000     6.220795   \n",
       "19340         0.0    0.000000   10.861138    2.802752     6.051663   \n",
       "30124         0.0    2.752973   11.324778    0.000000     8.442265   \n",
       "\n",
       "       SRX18040059  SRX13037868  SRX7656987  SRX13037866  SRX13037870  \n",
       "17832     8.632870     0.000000    0.942783     0.000000     0.000000  \n",
       "25668     9.808742     0.359670    0.000000     0.000000     0.000000  \n",
       "32683     8.072755     0.336728    0.000000     0.000000     0.123372  \n",
       "19340    11.218091     9.303812    0.000000    10.754342     9.014093  \n",
       "30124    11.832168     0.000000    1.508158     0.000000     0.000000  \n",
       "\n",
       "[5 rows x 155 columns]"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Do PCA plot for the top 10, genes in mutual information score\n",
    "top_genes_to_visualize = mutual_info_results.iloc[:10]['Gene']\n",
    "\n",
    "# Subset the log-transformed CPM data for these genes\n",
    "top_genes_data = log_cpm_T.loc[top_genes_to_visualize]\n",
    "\n",
    "top_genes_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "2ee18923-cf47-4937-abeb-b1c3ac44894c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "%matplotlib inline\n",
    "\n",
    "# Perform PCA for the top 10 genes\n",
    "pca_data = top_genes_data.T\n",
    "\n",
    "scaler = StandardScaler()\n",
    "scaled_top_10_data = scaler.fit_transform(top_genes_data.T)  # Transpose so genes are features\n",
    "pca_top_10 = PCA(n_components=3)\n",
    "principal_components = pca_top_10.fit_transform(scaled_top_10_data)\n",
    "\n",
    "\n",
    "\n",
    "# Create a DataFrame for the PCA results\n",
    "pca_df = pd.DataFrame(data=principal_components, columns=['PC1', 'PC2','PC3'])\n",
    "pca_df['Sample'] = pca_data.index\n",
    "\n",
    "# Merge with metadata to color by treatment or batch\n",
    "pca_df = pd.merge(pca_df, metadata, left_on='Sample', right_on='Sample')\n",
    "\n",
    "# Plot PCA for Top 10 Genes\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.scatterplot(\n",
    "    data=pca_df, \n",
    "    x='PC1', y='PC2', \n",
    "    hue='BioProject',  # Color by treatment\n",
    "    style='Trait',    # Style points by batch\n",
    "    s=100\n",
    ")\n",
    "\n",
    "# Add sample ID annotations\n",
    "for i, row in pca_df.iterrows():\n",
    "    plt.text(\n",
    "        x=row['PC1'], \n",
    "        y=row['PC2'], \n",
    "        s=row['Sample'], \n",
    "        fontsize=4, \n",
    "        ha='right', \n",
    "        va='top'\n",
    "    )\n",
    "    \n",
    "plt.title('PCA of samples based on top 10 mutual info genes')\n",
    "plt.xlabel(f'PC1 ({pca_top_10.explained_variance_ratio_[0]*100:.2f}% Variance)')\n",
    "plt.ylabel(f'PC2 ({pca_top_10.explained_variance_ratio_[1]*100:.2f}% Variance)')\n",
    "plt.legend(title='Trait', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.savefig(\"../analyses/2025-01-03_RNAseq_all_AI_diffexp/PCA_top_10_mutual_info_genes.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "0fd309b1-07ae-472e-9ec5-bd1841446de1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot PC2 and 3 for Top 10 Genes (from analysis of top 50 most variable genes)\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.scatterplot(\n",
    "    data=pca_df, \n",
    "    x='PC2', y='PC3', \n",
    "    hue='BioProject',  # Color by treatment\n",
    "    style='Trait',    # Style points by batch\n",
    "    s=100\n",
    ")\n",
    "\n",
    "# Add sample ID annotations\n",
    "for i, row in pca_df.iterrows():\n",
    "    plt.text(\n",
    "        x=row['PC2'], \n",
    "        y=row['PC3'], \n",
    "        s=row['Sample'], \n",
    "        fontsize=4, \n",
    "        ha='right', \n",
    "        va='top'\n",
    "    )\n",
    "    \n",
    "plt.title('PCA of samples based on top 10 mutual info genes')\n",
    "plt.xlabel(f'PC2 ({pca_top_10.explained_variance_ratio_[1]*100:.2f}% Variance)')\n",
    "plt.ylabel(f'PC3 ({pca_top_10.explained_variance_ratio_[2]*100:.2f}% Variance)')\n",
    "plt.legend(title='Trait', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c80d3f7d-0c7d-4bab-b017-28845c71afdc",
   "metadata": {},
   "source": [
    "there still doesn't seem to be separation between traits after only focusing on the trait parameter. What happens if we select the top 500 genes instead of the top 50?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "1e5bae62-8297-4302-bd4b-f97f88ce3c6d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       SRX18040024  SRX9845525  SRX9845503  SRX18040046  SRX18040056  \\\n",
      "13418    10.549006   14.231360    8.411317    12.891633    12.981085   \n",
      "12860     7.814614   13.399327    8.800085    10.229377    10.453531   \n",
      "2283     10.647827   11.087409   10.255358    11.439858     9.868387   \n",
      "24020    11.862818   12.834475    9.982848    12.186969    10.026641   \n",
      "31629    11.329019   11.871966    8.597696    11.680889     9.663807   \n",
      "...            ...         ...         ...          ...          ...   \n",
      "16330     2.146719    0.000000    0.478078     1.654252     4.583580   \n",
      "11193     7.769204    3.298683    6.715974     7.017782     3.220461   \n",
      "4559      1.690554    1.505014    3.986174     4.057555     6.245675   \n",
      "23123     5.662757    8.280771    5.686108     6.508034     4.508412   \n",
      "32610     1.868378    4.123282    2.903546     1.934539     2.540486   \n",
      "\n",
      "       SRX13037867  SRX9845524  SRX9845520  SRX18040061  SRX7656993  ...  \\\n",
      "13418     2.913356   14.291184   12.145946    13.132682    0.000000  ...   \n",
      "12860     0.307532   13.141259   11.264440    10.590561    0.000000  ...   \n",
      "2283      0.945431   11.552222   10.474216    12.633599    0.000000  ...   \n",
      "24020     2.463147   11.911433   11.981036    11.942933    1.324820  ...   \n",
      "31629     0.963736   10.901808   10.390346    10.714802    0.000000  ...   \n",
      "...            ...         ...         ...          ...         ...  ...   \n",
      "16330     0.926800    1.616349    0.000000     1.221835    6.957054  ...   \n",
      "11193     5.115224    3.771061    6.363681     6.322274    0.000000  ...   \n",
      "4559      4.907796    7.399807    1.610097     3.121021    1.537965  ...   \n",
      "23123     1.900053    6.924035    7.857294     6.952572    4.004517  ...   \n",
      "32610     2.152194    4.903219    6.913918     1.556914    7.228787  ...   \n",
      "\n",
      "       SRX7656977  SRX7656985  SRX9845507  SRX7656986  SRX18040021  \\\n",
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      "31629    0.000000    0.968527   11.215284    0.806833    10.948804   \n",
      "...           ...         ...         ...         ...          ...   \n",
      "16330    7.427897    6.222588    0.000000    5.973750     1.660137   \n",
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      "23123    1.464732    1.542844    7.017791    2.458435     6.228875   \n",
      "32610    6.624785    7.294301    0.450877    7.313940     1.493220   \n",
      "\n",
      "       SRX18040059  SRX13037868  SRX7656987  SRX13037866  SRX13037870  \n",
      "13418    14.088442     4.245201    0.942783     0.000000     0.700393  \n",
      "12860    12.322145     0.121188    0.000000     0.583947     0.237021  \n",
      "2283     11.080604     0.000000    0.000000     2.528049     0.526479  \n",
      "24020    11.216256     2.562492    0.000000     0.583947     0.000000  \n",
      "31629    10.706506     2.084848    0.000000     0.000000     0.000000  \n",
      "...            ...          ...         ...          ...          ...  \n",
      "16330     2.249903     1.244944    6.355160     1.008529     0.000000  \n",
      "11193     3.779546     8.699035    0.947620     0.000000     6.083378  \n",
      "4559      2.023652     4.612198    1.913300     0.998476     5.746181  \n",
      "23123     6.059495     1.592391    2.898330     2.997332     1.980457  \n",
      "32610     2.069739     1.097063    7.169385     0.998476     1.225998  \n",
      "\n",
      "[500 rows x 155 columns]\n"
     ]
    }
   ],
   "source": [
    "# Calculate variance and prepare for mutual information analysis\n",
    "gene_variances = log_cpm_T.var(axis=1)\n",
    "\n",
    "# Select the top 500 most variable genes\n",
    "top_genes = gene_variances.nlargest(500).index\n",
    "# Subset the log-transformed CPM data for these top genes\n",
    "top_genes_data = log_cpm_T.loc[top_genes]\n",
    "#preview output\n",
    "print(top_genes_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "20993c47-2ec3-4463-9341-c30ff377cccb",
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata_sorted = metadata.sort_values(by=['BioProject', 'Trait'])\n",
    "sorted_samples = metadata_sorted['Sample']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "c1671f34-4e0d-4f31-989c-94a6ca41696b",
   "metadata": {},
   "outputs": [
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       "\n",
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       "\n",
       "[5 rows x 155 columns]"
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     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Subset and reorder the heatmap data to match the sorted samples\n",
    "top_genes_data_sorted = top_genes_data[sorted_samples]\n",
    "\n",
    "#preview top_genes_data_sorted\n",
    "top_genes_data_sorted.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "f6fb2e73-cdb3-4dd3-a30e-f663593290d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate mutual information for subsets of 10 genes\n",
    "sample_metadata = metadata.set_index('Sample')\n",
    "# Prepare data for mutual information calculation\n",
    "# Flatten the top genes data for each sample to compare with categorical labels\n",
    "expression_data = top_genes_data_sorted.T.values  # Shape: (samples, genes)\n",
    "\n",
    "\n",
    "# Encode thermal tolerance and day as labels for mutual information analysis\n",
    "labels_resilience_day = metadata_sorted[['Trait']]\n",
    "labels_combined = labels_resilience_day['Trait']\n",
    "label_encoder = LabelEncoder()\n",
    "encoded_labels = label_encoder.fit_transform(labels_combined)\n",
    "\n",
    "# Calculate mutual information multiple times and average, because\n",
    "# it's a stochastic algorithm\n",
    "mi_scores_list = []\n",
    "n_repeats = 50\n",
    "for _ in range(n_repeats):\n",
    "    mi_scores = mutual_info_classif(expression_data, encoded_labels,\n",
    "                                    discrete_features=False,\n",
    "                                    # Each repetition uses a different\n",
    "                                    # random initialization\n",
    "                                    random_state=None)\n",
    "    mi_scores_list.append(mi_scores)\n",
    "\n",
    "avg_mi_scores = np.mean(mi_scores_list, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "17db1ed3-ac23-4c71-b9a8-8af802971fdf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Gene  Mutual_Information\n",
      "211  17590            0.191470\n",
      "416   2570            0.164688\n",
      "446  27119            0.162414\n",
      "466  34478            0.133297\n",
      "323  18810            0.129636\n",
      "362   8590            0.129438\n",
      "92    3245            0.111709\n",
      "149   1439            0.109773\n",
      "490   2399            0.107807\n",
      "329  10092            0.104658\n"
     ]
    }
   ],
   "source": [
    "# Create a DataFrame for averaged results\n",
    "mutual_info_results = pd.DataFrame({\n",
    "    'Gene': top_genes_data_sorted.index,\n",
    "    'Mutual_Information': avg_mi_scores\n",
    "}).sort_values(by='Mutual_Information', ascending=False)\n",
    "\n",
    "print(mutual_info_results.head(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "1077a619-72c4-4ae9-b0d2-bd47377009ce",
   "metadata": {},
   "outputs": [
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       "    <tr>\n",
       "      <th>18810</th>\n",
       "      <td>6.176143</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.881440</td>\n",
       "      <td>5.526682</td>\n",
       "      <td>7.543956</td>\n",
       "      <td>3.288146</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.596757</td>\n",
       "      <td>6.134032</td>\n",
       "      <td>...</td>\n",
       "      <td>6.066187</td>\n",
       "      <td>5.581509</td>\n",
       "      <td>6.275987</td>\n",
       "      <td>5.719905</td>\n",
       "      <td>0.640170</td>\n",
       "      <td>4.330703</td>\n",
       "      <td>2.796936</td>\n",
       "      <td>6.188523</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.459180</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 155 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       SRX18040024  SRX9845525  SRX9845503  SRX18040046  SRX18040056  \\\n",
       "17590     5.806370    6.877514    6.606646     0.634351     7.817194   \n",
       "2570      4.475327    0.000000    0.000000     0.000000     0.000000   \n",
       "27119     1.827514    0.000000    0.000000     0.986782     0.000000   \n",
       "34478     4.333585    6.766829    7.193913     4.045463     4.666821   \n",
       "18810     6.176143    0.000000    5.881440     5.526682     7.543956   \n",
       "\n",
       "       SRX13037867  SRX9845524  SRX9845520  SRX18040061  SRX7656993  ...  \\\n",
       "17590     5.729354    6.542877    5.824050     0.783585    7.641418  ...   \n",
       "2570      2.141824    0.000000    0.000000     0.000000    0.000000  ...   \n",
       "27119     7.523004    0.000000    0.000000     0.530011    0.000000  ...   \n",
       "34478     6.406352    6.552424    5.842912     3.355042    0.000000  ...   \n",
       "18810     3.288146    0.000000    0.000000     3.596757    6.134032  ...   \n",
       "\n",
       "       SRX7656977  SRX7656985  SRX9845507  SRX7656986  SRX18040021  \\\n",
       "17590   11.635909   11.772391    6.537625   11.180058     6.519766   \n",
       "2570     9.173527    0.968527    0.000000    6.217967     2.749481   \n",
       "27119    0.000000    0.000000    0.000000    0.000000     6.099716   \n",
       "34478    0.000000    0.000000    7.161639    0.000000     2.950482   \n",
       "18810    6.066187    5.581509    6.275987    5.719905     0.640170   \n",
       "\n",
       "       SRX18040059  SRX13037868  SRX7656987  SRX13037866  SRX13037870  \n",
       "17590     6.731604     5.730380   11.157630     0.000000     5.755388  \n",
       "2570      0.000000     2.321586    7.584227     4.046896     2.087824  \n",
       "27119     1.873848     7.194129    0.000000     0.000000     7.245390  \n",
       "34478     4.419026     6.486715    0.000000     5.943321     6.251120  \n",
       "18810     4.330703     2.796936    6.188523     0.000000     3.459180  \n",
       "\n",
       "[5 rows x 155 columns]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Do PCA plot for the top 10, genes in mutual information score\n",
    "top_genes_to_visualize = mutual_info_results.iloc[:10]['Gene']\n",
    "\n",
    "# Subset the log-transformed CPM data for these genes\n",
    "top_genes_data = log_cpm_T.loc[top_genes_to_visualize]\n",
    "\n",
    "top_genes_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "6f46765d-9228-4a5a-aa71-2205d177fc81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "%matplotlib inline\n",
    "\n",
    "# Perform PCA for the top 10 genes\n",
    "pca_data = top_genes_data.T\n",
    "\n",
    "scaler = StandardScaler()\n",
    "scaled_top_10_data = scaler.fit_transform(top_genes_data.T)  # Transpose so genes are features\n",
    "pca_top_10 = PCA(n_components=2)\n",
    "principal_components = pca_top_10.fit_transform(scaled_top_10_data)\n",
    "\n",
    "\n",
    "\n",
    "# Create a DataFrame for the PCA results\n",
    "pca_df = pd.DataFrame(data=principal_components, columns=['PC1', 'PC2'])\n",
    "pca_df['Sample'] = pca_data.index\n",
    "\n",
    "# Merge with metadata to color by treatment or batch\n",
    "pca_df = pd.merge(pca_df, metadata, left_on='Sample', right_on='Sample')\n",
    "\n",
    "# Plot PCA for Top 10 Genes\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.scatterplot(\n",
    "    data=pca_df, \n",
    "    x='PC1', y='PC2', \n",
    "    hue='BioProject',  # Color by treatment\n",
    "    style='Trait',    # Style points by batch\n",
    "    s=100\n",
    ")\n",
    "\n",
    "# Add sample ID annotations\n",
    "for i, row in pca_df.iterrows():\n",
    "    plt.text(\n",
    "        x=row['PC1'], \n",
    "        y=row['PC2'], \n",
    "        s=row['Sample'], \n",
    "        fontsize=4, \n",
    "        ha='right', \n",
    "        va='top'\n",
    "    )\n",
    "    \n",
    "plt.title('PCA of samples based on top 10 mutual info genes')\n",
    "plt.xlabel(f'PC1 ({pca_top_10.explained_variance_ratio_[0]*100:.2f}% Variance)')\n",
    "plt.ylabel(f'PC2 ({pca_top_10.explained_variance_ratio_[1]*100:.2f}% Variance)')\n",
    "plt.legend(title='Trait', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.savefig(\"../analyses/2025-01-03_RNAseq_all_AI_diffexp/PCA_top_10_mutual_info_genes.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4709271a-5098-4b66-97c2-d35b51765896",
   "metadata": {},
   "outputs": [],
   "source": [
    "this gets a little more separation of samples but there is still so much variation from the experiments (PC1). I wonder what the other PCs looks like?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "63959def-0ef1-41be-8091-d97b87e7ab77",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PCA(n_components=5)\n",
      "[[ 2.91854274e-01  6.40416230e-01 -4.46497267e-01  8.54163960e-01\n",
      "   2.96011191e-01]\n",
      " [-2.36475303e+00 -7.20972299e-01  8.05321627e-01 -1.04793955e+00\n",
      "  -4.21697011e-01]\n",
      " [-8.28715178e-01  9.15121469e-02 -4.78366011e-01 -4.34998919e-01\n",
      "   2.96020578e-01]\n",
      " [-1.57841364e+00  1.92046993e+00  7.40961655e-01 -3.74393421e-01\n",
      "  -8.48363232e-01]\n",
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      " [ 3.65272012e+00  1.85290159e+00  1.05835754e+00  7.38204470e-01\n",
      "  -1.80036797e-01]\n",
      " [-1.12603310e+00 -1.42559994e+00 -5.54241163e-01 -4.46870139e-02\n",
      "  -1.10689939e+00]\n",
      " [-3.66716408e-01  2.61878260e+00  4.88302771e-01  2.24771119e+00\n",
      "  -1.02808236e-01]\n",
      " [-1.96178853e+00 -1.73145222e+00 -3.21112467e-01 -1.79218248e-01\n",
      "  -1.51245501e+00]\n",
      " [-2.70801480e-02  8.29887237e-01 -1.80981577e+00 -3.27602717e-02\n",
      "   4.03466691e-01]\n",
      " [ 3.35192088e+00 -2.19646558e+00 -4.79317852e-01  7.25582602e-02\n",
      "   9.48719488e-02]\n",
      " [-1.12439049e+00  1.74584408e+00 -9.70061777e-01 -9.22706017e-01\n",
      "  -8.41132291e-01]\n",
      " [-8.01767119e-01  1.05613805e+00 -1.81717474e+00  2.38346712e-01\n",
      "   3.07046839e-01]\n",
      " [ 1.92802005e-01 -2.43748797e+00  2.48624748e+00  5.07641548e-01\n",
      "   1.65160413e+00]\n",
      " [-1.19551116e+00  4.43935038e-02 -8.80013676e-01 -1.45969224e-01\n",
      "   3.97470238e-01]\n",
      " [-1.70167423e+00  1.04566778e-01 -1.21589611e-01 -1.08791142e+00\n",
      "  -1.19832586e+00]\n",
      " [ 3.17622037e+00 -2.27723185e+00 -4.16044648e-01 -5.11955140e-03\n",
      "  -7.26246225e-01]\n",
      " [ 2.56320179e+00 -1.12721703e+00 -9.65602884e-01 -6.73914207e-01\n",
      "   5.66547326e-01]\n",
      " [-1.85076190e+00 -6.76572115e-01 -3.82324502e-01 -5.16269714e-01\n",
      "  -1.23756322e+00]\n",
      " [ 3.36771009e+00 -1.22438080e+00 -3.97800382e-01 -7.72507410e-01\n",
      "  -1.33850078e-01]\n",
      " [-1.28997589e-01 -1.21545669e+00  1.07084761e+00  1.84667037e+00\n",
      "  -9.58227500e-02]\n",
      " [-1.23604381e+00  1.51909184e+00  2.78678715e-01 -8.75136240e-01\n",
      "  -1.04857079e+00]\n",
      " [ 8.55242837e-01  4.33605312e-01  2.72689440e+00 -4.07009172e-02\n",
      "  -9.18309947e-01]\n",
      " [ 3.04882909e+00  1.30259011e-01 -6.10777503e-01 -8.40919611e-01\n",
      "  -2.85942146e-01]\n",
      " [ 3.88359160e-01 -2.42422785e+00  2.44622451e+00  6.03653546e-01\n",
      "   1.66949478e+00]\n",
      " [ 1.01502575e+00  9.09955801e-01  2.77296883e+00 -3.66078366e-01\n",
      "  -1.17553851e+00]]\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "%matplotlib inline\n",
    "\n",
    "# Perform PCA for the top 10 genes\n",
    "pca_data = top_genes_data.T\n",
    "\n",
    "scaler = StandardScaler()\n",
    "scaled_top_10_data = scaler.fit_transform(top_genes_data.T)  # Transpose so genes are features\n",
    "pca_top_10 = PCA(n_components=5)\n",
    "principal_components = pca_top_10.fit_transform(scaled_top_10_data)\n",
    "\n",
    "print(pca_top_10)\n",
    "print(principal_components)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "f5e308cb-33f6-44e5-80b9-95ac1d39365f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot PC2 and PC3\n",
    "\n",
    "# Create a DataFrame for the PCA results\n",
    "pca_df = pd.DataFrame(data=principal_components, columns=['PC1','PC2', 'PC3','PC4','PC5'])\n",
    "pca_df['Sample'] = pca_data.index\n",
    "\n",
    "# Merge with metadata to color by treatment or batch\n",
    "pca_df = pd.merge(pca_df, metadata, left_on='Sample', right_on='Sample')\n",
    "\n",
    "# Plot PCA for Top 10 Genes\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.scatterplot(\n",
    "    data=pca_df, \n",
    "    x='PC2', y='PC3', \n",
    "    hue='BioProject',  # Color by treatment\n",
    "    style='Trait',    # Style points by batch\n",
    "    s=100\n",
    ")\n",
    "\n",
    "# Add sample ID annotations\n",
    "for i, row in pca_df.iterrows():\n",
    "    plt.text(\n",
    "        x=row['PC2'], \n",
    "        y=row['PC3'], \n",
    "        s=row['Sample'], \n",
    "        fontsize=4, \n",
    "        ha='right', \n",
    "        va='top'\n",
    "    )\n",
    "    \n",
    "plt.title('PCA of samples based on top 10 mutual info genes')\n",
    "plt.xlabel(f'PC2 ({pca_top_10.explained_variance_ratio_[1]*100:.2f}% Variance)')\n",
    "plt.ylabel(f'PC3 ({pca_top_10.explained_variance_ratio_[2]*100:.2f}% Variance)')\n",
    "plt.legend(title='Trait', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65b8e986-08c4-4f3a-a7b4-c14605bb3c19",
   "metadata": {},
   "source": [
    "this almost works! If you draw a line along the diagonal top left to bottom right. I'll check some other components for curiosity sake"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "f296806d-849e-4a9b-8438-035bb99d9cad",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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aa9asuasYbnb16lXrdX8zFxeXXE+v7t27t/V7e3t7atWqhWEYPP/889Zyb29vypcvf9fnLy/ceM1euXKFc+fOUbduXQzDsI7y54XOnTvb3OueOcPhdq/9bq6RG61cuZI6derYzMQpUqQI3bt3t2m3evVqLl26RNeuXW1+5uzt7Xn00Uez3D4D12fL3Ojxxx+3eT25/TnOze8EERG5v5Rsi9wjn3zyCatXr2b9+vXs3bvXeo9oJi8vL5KSknLdX0xMDAkJCYSHhxMXF0dcXByHDx+mcePGfPPNN7dduffo0aOULVsWOzvbH/uwsDBr/Z3q3Lkz9erVo3fv3vj7+9OlSxf+7//+L0ssc+fOpUqVKri4uODj44Ovry/Lly+3Jo43KlWqlM12ZuIdGBiYbfnN9yyGhIRkeRxTuXLlAHK89/zAgQMA9OzZE19fX5uvGTNmkJqaao11woQJ/PHHHwQGBhIeHs7o0aPvKMkpW7aszXaZMmWws7OziW3Lli00a9YMd3d3vL298fX1td4qkBlHw4YN6dChA2+//TZFixalbdu2zJ49m9TUVJvXlZiYiJ+fX5bXlZycbF1IKvP//ubYfH19c7WI19GjRylevHiWD49yurZu/j8GKFy4cJb/y9zK7L98+fJZ6kJDQ7Mc387OjkceecSm7HbXyJ1ydXXNcQr+tWvXcnXfN2T/8+Di4kLRokWzlN/t+csLx44dIyoqiiJFiljvPW7YsCFAtj/nd+vm85F5fd7utd/pNZLd/iEhIVnKby7L/F3SpEmTLD9zMTEx1p+5TC4uLllu07n5ZyG3P8e5+Z0gIiL3l+7ZFrlHwsPDs9yveaPQ0FD27NlDWlpajiNgN8ocve7UqVO29T///DONGze+u2DvkqurKxs3bmT9+vUsX76clStX8u2339KkSRNiYmKwt7fnq6++Iioqinbt2jF06FD8/Pywt7dn7Nix1vvYb2Rvb5/tsXIqN3KxqNXtZH448P777+f4SKnM+1g7derE448/zuLFi4mJieH9999n/PjxfP/99zzxxBN3fOybPxg4ePAgTZs2JTQ0lA8++IDAwECcnJxYsWIFH374oTVWk8nEd999x7Zt21i2bBmrVq2iV69eTJo0iW3btuHh4YHFYrnlzIec7sW/1+7l/+U/RbFixTCbzcTHx+Pn52ctT0tL4/z58xQvXjxX/WR3rnJz/nJ6/vfNC2/dSm77MJvNNG/enAsXLvD6668TGhqKu7s7J0+eJCoq6q4f4ZWdf/q1k/la582bR0BAQJb6G2fnQM6v5+Y+c/NznJvfCSIicn8p2RbJJ61bt2br1q0sWrTIZmp3dq5cucKSJUvo3LlztguqvfTSS3z99de3TLaDgoL47bffsFgsNqPbf/31l7X+btjZ2dG0aVOaNm3KBx98wJgxYxg+fDjr16+nWbNmfPfddzzyyCN8//33Nm/e79UzvOPi4jAMw+ZYmY9nyukRaZlTmr28vHL1XN5ixYrx4osv8uKLLxIfH0+NGjV47733cpVsHzhwgNKlS9vEa7FYrLEtW7aM1NRUli5dajOKl930U4DHHnuMxx57jPfee4/58+fTvXt3FixYQO/evSlTpgxr1qyhXr16txxJzfy/P3DggM2Ib0JCQq5GS4OCglizZg1JSUk2o9v/67V1s5ySv8z+9+/fb131P9P+/fuzHN9isXDo0CHraDbc/hq5U5kf2uzcuZPIyEhr+c6dO7FYLPf8OeGZI76XLl2yKc9uBDen85rbPn7//Xf+/vtv5s6dy7PPPmstX7169Z2Gfc/c6TWS3f5xcXFZym8uy/xd4ufnl2fP+M7tz3GmW/1OEBGR+0vTyEXySb9+/ShWrBiDBw/O9lm98fHxvPvuuwAsXryYK1eu0L9/fzp27Jjl68knn2TRokW3nC4YGRnJmTNn+Pbbb61lGRkZTJ06FQ8PD+uUzztx86O34L9JRmYsmSM3N448bd++na1bt97x8XLj1KlTLF682Lp9+fJlvvzyS6pVq5btSBNcXyG6TJkyTJw4keTk5Cz1CQkJwPURvJunxPr5+VG8ePFcT9X85JNPbLanTp0KYE3UsztfiYmJzJ4922a/ixcvZhnNu/ncd+rUCbPZzDvvvJMljoyMDGsS1axZMxwdHZk6dapNnx999FGuXlNkZCRms5mPP/7YpvzDDz/EZDLd1Yh/dtzd3YGsyV+tWrXw8/Pjs88+s/l/+Omnn9i3bx+tWrXK0teNsRqGwccff4yjoyNNmzbNk1ibNGlCkSJFsjyybdq0abi5uWUbU17KTPo2btxoLTObzXzxxRdZ2rq7u2c71Tu3fWR3zRqGweTJk/+HV5C37uYauVHLli3ZunUre/bssZZduHAhy2hzy5Yt8fLyYsyYMdneN535u+RO5PbnODe/E0RE5P7SyLZIPilcuDCLFy8mMjKSatWq0aNHD2rWrAnAL7/8wjfffEOdOnWA61PIfXx8rI85ulmbNm2YPn06y5cv56mnnsq2Td++ffn888+Jiopi165dBAcH891337FlyxY++uijO1qsLVN0dDQbN26kVatWBAUFER8fz6effkrJkiWpX78+AE8++STff/897du3p1WrVhw+fJjPPvuMChUqZJvY/q/KlSvH888/T2xsLP7+/syaNYuzZ89mSVZvZGdnx4wZM3jiiSeoWLEizz33HCVKlODkyZOsX78eLy8vli1bRlJSEiVLlqRjx45UrVoVDw8P1qxZQ2xsbJbnHOfk8OHDtGnThoiICLZu3cpXX31Ft27dqFq1KgAtWrTAycmJ1q1b869//Yvk5GSmT5+On58fp0+ftvYzd+5cPv30U9q3b0+ZMmVISkpi+vTpeHl5WUdSGzZsyL/+9S/Gjh3Lnj17aNGiBY6Ojhw4cICFCxcyefJkOnbsaH2279ixY3nyySeJjIxk9+7d/PTTT1nuDc5O69atady4McOHD+fIkSNUrVqVmJgYlixZwqBBg2wWQ/tflClTBm9vbz777DM8PT1xd3fn0UcfpXTp0owfP57nnnuOhg0b0rVrV+tjnYKDg3nllVds+nFxcWHlypX07NmTRx99lJ9++only5fz5ptv3nZq/dGjR5k3bx5wfZQasH4oFhQUxDPPPANcv8XinXfeoX///jz99NO0bNmSTZs28dVXX/Hee+9RpEiRPDknOalYsSKPPfYYw4YN48KFCxQpUoQFCxaQkZGRpW3NmjX59ttvefXVV6lduzYeHh60bt06132EhoZSpkwZhgwZwsmTJ/Hy8mLRokX5eg/5zRwdHe/oGrnZa6+9xldffUXz5s0ZOHCg9dFfpUqV4sKFC9bZAV5eXkybNo1nnnmGGjVq0KVLF3x9fTl27BjLly+nXr16WT6Uup3c/hzn5neCiIjcZ/d/AXSRB1t2j525lVOnThmvvPKKUa5cOcPFxcVwc3Mzatasabz33ntGYmKicfbsWcPBwcF45plncuwjJSXFcHNzM9q3b3/LY509e9Z47rnnjKJFixpOTk5G5cqVszxGyTBy/+ivtWvXGm3btjWKFy9uODk5GcWLFze6du1q/P3339Y2FovFGDNmjBEUFGQ4Ozsb1atXN3788cccH+3z/vvv2xwj8zFDCxcutCnP7jxnxr1q1SqjSpUqhrOzsxEaGppl3+weXWQYhrF7927jqaeeMnx8fAxnZ2cjKCjI6NSpk7F27VrDMAwjNTXVGDp0qFG1alXD09PTcHd3N6pWrWp8+umntz1XmY882rt3r9GxY0fD09PTKFy4sDFgwACbRxEZhmEsXbrUqFKliuHi4mIEBwcb48ePN2bNmmXziKFffvnF6Nq1q1GqVCnD2dnZ8PPzM5588klj586dWY79xRdfGDVr1jRcXV0NT09Po3LlysZrr71mnDp1ytrGbDYbb7/9tlGsWDHD1dXVaNSokfHHH38YQUFBt330l2Fcf+TRK6+8YhQvXtxwdHQ0ypYta7z//vs2jxIzjOuP/sru0Wm5Pc6SJUuMChUqGA4ODlkeA/btt98a1atXN5ydnY0iRYoY3bt3tz5qL1PPnj0Nd3d34+DBg0aLFi0MNzc3w9/f3xg1apRhNptve/zMaye7r4YNG2Zp/8UXXxjly5c3nJycjDJlyhgffvhhlnOSnczr5eZHkWXGf7OGDRsaFStWtCk7ePCg0axZM8PZ2dnw9/c33nzzTWP16tVZrv3k5GSjW7duhre3twHY/Fzmto+9e/cazZo1Mzw8PIyiRYsaffr0sT7S7cb/o//10V83/34wjOvX1KhRo6zbt/odnJtrJCe7d+82Hn/8ccPZ2dkoWbKkMXbsWGPKlCkGYJw5c8am7fr1642WLVsahQoVMlxcXIwyZcoYUVFRNj+fOf1f5nSObvdzfCe/E0RE5P4wGcY/ZFUREZH/UXBwMJUqVeLHH3/M71DkHyoqKorvvvvunsyqkIfPoEGD+Pzzz0lOTs7VYmciIvJw0T3bIiIiIrdx87PRz58/z7x586hfv74SbRERyZbu2RYRERG5jTp16tCoUSPCwsI4e/YsM2fO5PLly4wYMSK/QxMRkX8oJdsiIiIitxEZGcl3333HF198gclkokaNGsycOZMGDRrkd2giIvIPpXu2RURERERERPKY7tkWERERERERyWNKtkVERERERETy2EN1z7bFYuHUqVN4enpiMpnyOxwRERERkQLPMAySkpIoXrw4dnYayxPJ9FAl26dOnSIwMDC/wxAREREReeAcP36ckiVL5ncYIv8YD1Wy7enpCVz/ReDl5ZXP0eSt9PR0YmJiaNGiBY6OjvkdjuQTXQeSSdeCgK4DuU7XgWS6V9fC5cuXCQwMtL7XFpHrHqpkO3PquJeX1wOZbLu5ueHl5aU/pA8xXQeSSdeCgK4DuU7XgWS619eCbtMUsaWbKkRERERERETymJJtERERERERkTymZFtEREREREQkjz1U92yLiIiIiIhkMpvNpKen53cYUoA4Ojpib2+fq7ZKtkVERERE5KFiGAZnzpzh0qVL+R2KFEDe3t4EBATcdlFAJdsiIiIiIvJQyUy0/fz8cHNz00rqkiuGYZCSkkJ8fDwAxYoVu2V7JdsiIiIiIvLQMJvN1kTbx8cnv8ORAsbV1RWA+Ph4/Pz8bjmlXAukiYiIiIjIQyPzHm03N7d8jkQKqsxr53b3+yvZFhERERGRh46mjsvdyu21o2RbREREREREJI8p2RYREREREZFcCQ4O5qOPPsrvMAoEJdsiIiIiIiIPGJPJdMuv0aNH31W/sbGx9O3b1+Y4P/zwQ94E/YDRauQiIiIiIiIPmNOnT1u///bbbxk5ciT79++3lnl4eFi/NwwDs9mMg8Pt00NfX9+8DfQBppFtERERERGRB0xAQID1q1ChQphMJuv2X3/9haenJz/99BM1a9bE2dmZzZs3c/DgQdq2bYu/vz8eHh7Url2bNWvW2PR74zTy4OBgANq3b4/JZLJuy3VKtkVERERERB5Cb7zxBuPGjWPfvn1UqVKF5ORkIiMjWbt2Lbt37yYiIoLWrVtz7NixbPePjY0FYPbs2Zw+fdq6LddpGrmIiIiIiMhDKDo6mubNm1u3ixQpQtWqVa3b77zzDosXL2bp0qUMGDAgy/6ZU8q9vb0JCAi49wEXMBrZFhEREREReQjVqlXLZjs5OZkhQ4YQFhaGt7c3Hh4e7Nu3L8eRbbk1jWyLiIiIiIg8hNzd3W22hwwZwurVq5k4cSIhISG4urrSsWNH0tLS8inCgk3JtoiIiIiIiLBlyxaioqJo3749cH2k+8iRI7fcx9HREbPZfB+iK3g0jVxEREREREQoW7Ys33//PXv27OHXX3+lW7duWCyWW+4THBzM2rVrOXPmDBcvXrxPkRYMSrZFRERERESEDz74gMKFC1O3bl1at25Ny5YtqVGjxi33mTRpEqtXryYwMJDq1avfp0gLBk0jFxEREREReYBFRUURFRVl3W7UqBGGYWRpFxwczLp162zK+vfvb7N987Ty1q1b07p16zyL9UGikW0RESmQUjPMmC0GhnH9y2wxSMu49VQ3ERERkftFI9siIlKgpGWYMVvg29hjzNt2jEPnkgEI8fXg2TpBPF0rEDuTCScHfZ4sIiIi+UfJtoiIFBip6WYOJlyhx8ztXLhi+xiSA/HJjFjyJ5PXHuDr3o8RXNQNZwf7fIpUREREHnb62F9ERAqMhORUunyxNUuifaNzyWl0vk0bERERkXtNybaIiBQIV9PMTFi5n8vXMm7b9lJKOpNi/uZq2u3bioiIiNwLSrZFRKRASDdbWPnHmVy3X/brKSxZF1oVERERuS90z7aIiBQI2w+fJ82c+9XGUzMs7Dx6kYblfO9hVCL3xtU0M+lmC9sPn+dKqpkALxdqBRcm3Wzg6qS1CERECgIl2yIikivffPMNBw4cwMPDg5UrV1KtWjWaNm1KaGgoCxYsICIigm3btlGvXj3eeustJk6cSEhICAMHDsTf35+QkBDKlCnDihUrMAyD0aNHk5ycTKdOnZgyZQoXL160qYuOjgagRYsWPPbYY6xZsZQLq5dRuFlfLq6fhZ2DM67l6uAcEJJjzCmpmkYuBUtqupn4pFQmrPyLlX+eId383+kZRT2c6FK7FAObhuBoZ4ednSkfIxURkdvRNHIREcmVkydPUqJECTp16kR4eDjDhg3j5MmTBAUF4ePjw9SpU+nbty+VKlWiXbt21v2Sk5NJSEigVKlSLFu2jFGjRuHj40NCQgLTp0+3tr25ztPTk5EjR7JixQp+//13/IsUwuTsjuVqEvauXnhUj+TKH2tvGbOvl/M9PCMieSstw8KB+GQiJ29i2W+nbRJtuL7438fr43j6s62k3sEsDxERyR9KtkVEJFeGDBlCw4YNGT58OP/+978ZMGAAZcuWBeDEiRO4uLiQnp5us09KSgp16tRh0qRJLF++3Kbu2rVrnDlzhg0bNrBhw4YsxzOZ/jtqt27dOoxLpzDiD4DFgp2rFyn7t2Dn7J5jvH6ezlQL9L77Fyxyn2WYLTwzcztJt5mR8duJRF75dg+p6eb7FJmIFBRHjhzBZDKxZ8+e/A6F0aNHU61atfwOI18p2RYRkVxZunQpS5YswdXVlRo1ajB79mxmz57Nhg0bqFSpEq+99hqTJ0/m+PHjxMTEMGfOHOzt7YmNjWX8+PGEh4fz5JNPEh0dzYULFwgMDGT8+PG0aNGCRo0a2dT5+vqSlJTEO++8Q2RkJC+//DIvDniJ2rVrY+9RGAwLltQruFdqkmO83R8LIsOsFdKkYEjNMLMg9jgXU9Jv3xhY9ecZEq/mrq2IPDiioqIwmUzWLx8fHyIiIvjtt98ACAwM5PTp01SqVOmu+nRyciIkJITo6GgyMv63W7GGDBnC2rW3noF2Jwpi8q57tkVEJFfatGmTpWzWrFk220OHDgVg/vz51rLp06fbtAkPD7fZjoqKyrZuxIgRNu1cnexZMe8TOk7byu9E3jLW6oHevNCwDE4O+kxZCgYHOzu+2nY01+0NA2b/+wgvNSmrBdNEHjIRERHMnj0bgDNnzvDWW2/x5JNPcuzYMezt7QkICLjrPlNTU1mxYgX9+/fH0dGRYcOGZWmblpaGk5PTbfv08PDAw8PjjmN5kOhdiIiIFBiOdnb837/q0LKiP6Zs1oYymSCycgDf9H0MBy0eJQWICTh07sod7XPgbBIWQ7M3RB42zs7OBAQEEBAQQLVq1XjjjTc4fvw4CQkJ2U4j//nnnwkPD8fZ2ZlixYrxxhtvZBm1zuwzKCiIF154gWbNmrF06VLg+ofi7dq147333qN48eKUL18egN9//50mTZrg6uqKj48Pffv2JTk52dpndiPRM2bMICwsDBcXF0JDQ/n0009t6k+cOEHXrl0pUqQI7u7u1KpVi+3btzNnzhzefvttfv31V+so/Jw5c/LupN4jGtkWEZECw87OhKuTPVO6VOdiSjqztxzmQHwyJhOU8/fkubrBFHJ1xNlRI31y5/Jzxf29e/dxaVMMTn6P4FqmFkm7fyL94imcA0LwqNI823hN2X3iJCIPleTkZL766itCQkLw8fHhyhXbD+1OnjxJZGQkUVFRfPnll/z111/06dMHFxcXRo8enWO/rq6unD9/3rq9du1avLy8WL16NQBXrlyhZcuW1KlTh9jYWOLj4+nduzcDBgzIMQn++uuvGTlyJB9//DHVq1dn9+7d9OnTB3d3d3r27ElycjINGzakRIkSLF26lICAAH755RcsFgudO3fmjz/+YOXKlaxZswaAQoUK/W8n7z5Qsi0iIgWOs6M9AYXsGdSsnHVkz85k0nRa+Z9krrjfsmVLLly4wODBg1m8eDEtW7a0rrg/ffp0TCZTlhX37ezsaNKkCcuWLSM6OpqpU6eSkJDAV199ZbPi/o11np6evPLKK4wcOZIqVari4+XOZXM6JgcnvGq35eLGebiVr5djvOX8PfT4L5GH0I8//midnn3lyhWKFSvGjz/+iJ1d1knLn376KYGBgXz88ceYTCZCQ0M5deoUr7/+OiNHjsyyj2EYrF27llWrVjFw4EBrubu7OzNmzLBOH58+fTrXrl3jyy+/xN39+mKlH3/8Ma1bt2b8+PH4+/tniWXUqFFMmjSJp556CoDSpUuzd+9ePv/8c3r27Mn8+fNJSEggNjaWIkWKABAS8t/He3p4eODg4HBX0+Tzi5JtEREpsJRcS14aMmQIcXFxDB8+nOPHj3P48GH69esH2K64f+O9ipkr7vfq1YtRo0Zhb//fazJzxf3jx49n+yb4xpHpNu3acaV4TV56dSjuFRpimNPBnI6ds1u2sdqZIKpuaVw1i0PkodO4cWOmTZsGwMWLF/n000954okn2LFjR5a2+/bto06dOja/b+rVq0dycjInTpygVKlSwH8T+PT0dCwWC926dbMZ+a5cubLN7759+/ZRtWpVa6Kd2a/FYmH//v1Zku0rV65w8OBBnn/+efr06WMtz8jIsI5Q79mzh+rVq1sT7QeBkm0RERERrq+4f+DAAeuK+2PGjKFfv36YzWYqVapEeHg4kydPpkuXLsTExBAXF8eIESOIjY0lISGB8PBwihUrRnR0NIZhWFfcnzNnDvXr1+fChQvWuptX3N+wbi1Htu/AzeX6m9mUuB24hoTnGGtk5WJ4uuhtnMjDyN3d3WbEd8aMGRQqVIjp06fTu3fvu+ozM4F3cnKiePHiODjY/n65Mam+G5n3ck+fPp1HH33Upi7zQ0pXV9f/6Rj/RPotLSIiIkL+r7jfqElTOve+QucvtsEtpo/XKFWYiU9XxUWj2iLC9VkydnZ2XL16NUtdWFgYixYtwjAM6+j2li1b8PT0pGTJktZ2NyfwtxMWFsacOXO4cuWKNRHfsmULdnZ21gXUbuTv70/x4sU5dOgQ3bt3z7bPKlWqMGPGDC5cuJDt6LaTkxNmsznXMf4TaDVyERERkX8AJwd7Shd156eXH6dDjRI43/TougAvF15tXo4FfR/DyV5v4UQeVqmpqZw5c4YzZ86wb98+Bg4cSHJyMq1bt87S9sUXX+T48eMMHDiQv/76iyVLljBq1CheffXVbG9vya3u3bvj4uJCz549+eOPP1i/fj0DBw7kmWeeyfZ+bYC3336bsWPHMmXKFP7++29+//13Zs+ezQcffABA165dCQgIoF27dmzZsoVDhw6xaNEitm7dCkBwcDCHDx9mz549nDt3jtTU1LuO/37RyLaIiIjIP4Szoz3FvV15t10lottWYufRi6SkZuDv5ULVQG/SzRY9P17kIbdy5UqKFSsGgKenJ6GhoSxcuJBGjRpx5MgRm7YlSpRgxYoVDB06lKpVq1KkSBGef/553nrrrf8pBjc3N1atWsXLL79M7dq1cXNzo0OHDtbEOTu9e/fGzc2N999/n6FDh+Lu7k7lypUZNGgQcH3kOiYmhsGDBxMZGUlGRgYVKlTgk08+AaBDhw58//33NG7cmEuXLjF79mybmUP/REq2RURERP5hXJ2uv0VrWM7XptzeTlPHRR5mc+bMueXzpYODgzH+85SOTA0bNsx28bQb+7zdMbNTuXJl1q1bl+N+qamp1lXTM3Xr1o1u3brluE9QUBDfffddtnXOzs451v1T6aNRERERERERyROGYXDw4EHWrl1LxYoV8zucfKVkW0RERERERPJEYmIiFSpUwMnJiTfffDO/w8lXmkYuIiIiIiIiecLb27tALF52P2hkW0RERERERCSPKdkWERERERERyWNKtkVERERERETymJJtERERERERkTxWYJLtadOmUaVKFby8vPDy8qJOnTr89NNP+R2WiIiIiIiISBYFJtkuWbIk48aNY9euXezcuZMmTZrQtm1b/vzzz/wOTURERERERMRGgXn0V+vWrW2233vvPaZNm8a2bdse+oeli4iIiIiIyD9LgUm2b2Q2m1m4cCFXrlyhTp06ObZLTU21ecbb5cuXAUhPTyc9Pf2ex3k/Zb6eB+11yZ3RdSCZdC0I6DqQ63QdSKZ7dS3o2rp/oqKimDt3LgCOjo6UKlWKZ599ljfffJPNmzfTuHFja9uiRYtSu3Ztxo8fT+XKlW36uHTpEj/88INNn2PHjuWNN96wtvvhhx9o3749hmFkiSM0NJTDhw9z9OhRAgICbOqSk5N54403+OGHHzh//jylS5fmpZdeol+/ftY2Bw8eZMiQIWzevJnU1FQiIiKYOnUq/v7+WY6VmprKo48+yq+//sru3bupVq2atc4wDCZNmsQXX3zB0aNHKVq0KC+++CLDhw+3tvnkk0/4+OOPOXLkCKVKlWL48OE8++yz2Z7fBQsW0LVrV9q2bWs9P/+LApVs//7779SpU4dr167h4eHB4sWLqVChQo7tx44dy9tvv52lPCYmBjc3t3sZar5ZvXp1focg/wC6DiSTrgUBXQdyna4DyZTX10JKSkqe9ldQmC0GOw5fID7pGn6eLoSXLoK9nemeHzciIoLZs2eTmprKihUr6N+/P46OjtZByP379+Pl5cWpU6cYOnQorVq1Ii4uDicnpxz7dHFxYfz48fzrX/+icOHCtzz+5s2buXr1Kh07dmTu3Lm8/vrrNvWvvvoq69at46uvviI4OJiYmBhefPFFihcvTps2bbhy5QotWrSgatWqrFu3DoARI0bQunVrtm3bhp2d7Z3Or732GsWLF+fXX3/NEsvLL79MTEwMEydOpHLlyly4cIELFy5Y66dNm8awYcOYPn06tWvXZseOHfTp04fChQtnmTl95MgRhgwZwuOPP37L138nTEZ2H1X8Q6WlpXHs2DESExP57rvvmDFjBj///HOOCXd2I9uBgYGcO3cOLy+v+xX2fZGens7q1atp3rw5jo6O+R2O5BNdB5JJ14KArgO5TteBZLpX18Lly5cpWrQoiYmJBeI99rVr1zh8+DClS5fGxcXlrvpY+cdp3l62l9OJ16xlxQq5MKp1BSIqFcurULO4eVQaoEWLFiQlJTF27FgaN27MxYsX8fb2BmDZsmW0adOGX3/9lSpVqmTbR1RUFOfPnycuLo7WrVszYcIEIOeR7eeee46AgAAaNmzIyy+/zP79+23qK1WqROfOnRkxYoS1rGbNmjzxxBO8++67xMTE8MQTT3Dx4kXr9ZKYmEjhwoWJiYmhWbNm1v1++uknXn31VRYtWkTFihVtRrb37dtHlSpV+OOPPyhfvny256tu3brUq1eP999/31o2ePBgtm/fzubNm61lZrOZBg0a0KtXLzZt2pTlHN8st9dQgRrZdnJyIiQkBLj+HxYbG8vkyZP5/PPPs23v7OyMs7NzlnJHR8cH9o/Ng/zaJPd0HUgmXQsCug7kOl0Hkimvr4WH7bpa+cdpXvjqF24esTyTeI0XvvqFaT1q3NOE+2aurq6cP38+S3liYiILFiwAuOWoNoC9vT1jxoyhW7duvPTSS5QsWTLbdklJSSxcuJDt27cTGhpKYmIimzZtshkNrlu3LkuXLqVXr14UL16cDRs28Pfff/Phhx8C1wdETSaTTZ7m4uKCnZ0dmzdvtibbZ8+epU+fPvzwww/ZzkpetmwZjzzyCD/++CMREREYhkGzZs2YMGECRYoUsR7r5mTY1dWVHTt2kJ6ebr12o6Oj8fPz4/nnn2fTpk23PFd3osCsRp4di8ViM3ItIiIiIiJyr5gtBm8v25sl0QasZW8v24vZcu8nDxuGwZo1a1i1ahVNmjSxlpcsWRIPDw+8vb2ZP38+bdq0ITQ09Lb9tW/fnmrVqjFq1Kgc2yxYsICyZctSsWJF7O3t6dKlCzNnzrRpM3XqVCpUqEDJkiVxcnIiIiKCTz75hAYNGgDw2GOP4e7uzuuvv05KSgpXrlxhyJAhmM1mTp8+bX1tUVFR9OvXj1q1amUby6FDhzh69CgLFy7kyy+/ZM6cOezatYuOHTta27Rs2ZIZM2awa9cuDMNg586dzJgxg/T0dM6dOwdcnxY/c+ZMpk+ffttzdKcKTLI9bNgwNm7cyJEjR/j9998ZNmwYGzZsoHv37vkdmoiIiIiIPAR2HL5gM3X8ZgZwOvEaOw5fyLHN/+rHH3/Ew8MDFxcXnnjiCTp37szo0aOt9Zs2bWLXrl3MmTOHcuXK8dlnn+W67/HjxzN37lz27duXbf2sWbPo0aOHdbtHjx4sXLiQpKQka9nUqVPZtm0bS5cuZdeuXUyaNIn+/fuzZs0aAHx9fVm4cCHLli3Dw8ODQoUKcenSJWrUqGG9X3vq1KkkJSUxbNiwHGPNHHj98ssvefzxx2nUqBEzZ85k/fr11qntI0aM4IknnuCxxx7D0dGRtm3b0rNnTwDs7OxISkrimWeeYfr06RQtWjTX5ym3Csw08vj4eJ599llOnz5NoUKFqFKlCqtWraJ58+b5HZqIiIiIiDwE4pNyTrTvpt3daNy4MdOmTcPJyYnixYvj4GCb0pUuXRpvb2/Kly9PfHw8nTt3ZuPGjbnqu0GDBrRs2ZJhw4YRFRVlU7d37162bdvGjh07bBZFM5vNLFiwgD59+nD16lXefPNNFi9eTKtWrQCoUqUKe/bsYeLEidYp4i1atODgwYOcO3cOBwcHvL29CQgI4JFHHgFg3bp1bN26NcstwbVq1aJ79+7MnTuXYsWK4eDgQLly5az1YWFhABw7dozy5cvj6urKrFmz+Pzzzzl79izFihXjiy++wNPTE19fX3777TeOHDlis1iaxWIBwMHBgf3791OmTJlcnbvsFJhk++bpCSIiIiIiIveTn2fuFlTLbbu74e7ubl3H6nb69+/P2LFjWbx4Me3bt8/VPuPGjaNatWpZFh2bOXMmDRo04JNPPrEpnz17NjNnzqRPnz7WRyzfvKK4vb29NYm9UeZo8rp164iPj6dNmzYATJkyhXfffdfa7tSpU7Rs2ZJvv/2WRx99FIB69eqRkZHBwYMHrQnx33//DUBQUJDNcRwdHa33oS9YsIAnn3wSOzs7QkND+f33323avvXWWyQlJTF58mQCAwNzccZyVmCSbRERERERkfwUXroIxQq5cCbxWrb3bZuAgELXHwP2T+Dm5kafPn0YNWoU7dq1w2S6/aPJKleuTPfu3ZkyZYq1LD09nXnz5hEdHU2lSpVs2vfu3ZsPPviAP//8k4oVK9KwYUOGDh2Kq6srQUFB/Pzzz3z55Zd88MEH1n1mz55NWFgYvr6+bN26lZdffplXXnnFmuCXKlXK5hgeHh4AlClTxpo0N2vWjBo1atCrVy8++ugjLBYL/fv3p3nz5tbR7r///psdO3bw6KOPcvHiRT744AP++OMP67PKXVxcsryezJXcby6/GwXmnm0REREREZH8ZG9nYlTr648dvjltzdwe1brCfXnedm4NGDCAffv2sXDhQuD6NOmbp57fLDo62mYkeunSpZw/fz7b0fGwsDDCwsKsM5EXLFhA7dq16d69OxUqVGDcuHG899579OvXz7rP/v37adeuHWFhYURHRzN8+HAmTpx4R6/Lzs6OZcuWUbRoURo0aECrVq0ICwuzrsAO16e4T5o0iapVq9K8eXOuXbvGv//9b4KDg+/oWHdLI9siIiIiIiK5FFGpGNN61MjynO2A+/Cc7Tlz5uRY16hRoyzPxAYIDAwkPT3duh0fH28zDT27PoODg22e+tShQwfMZnOOx967d6/1+4CAAGbPnp1jW7g+VX3cuHG3bHNzPNm9tuLFi7No0aIc9wsLC2P37t25Pg7c+hzfKSXbIiIiIiIidyCiUjGaVwhgx+ELxCddw8/z+tTxf9KI9s0uXrzIli1b2LBhg80os9w7SrZFRERERETukL2diTplfPI7jFzr1asXsbGxDB48mLZt2+Z3OA8FJdsiIiIiIiIPuMWLF+d3CA8dLZAmIiIiIiIikseUbIuIiIiIiIjkMSXbIiIiIiIiInlMybaIiIiIiIhIHlOyLSIiIiIiIpLHlGyLiIiIiIiI5DEl2yIiIiIiIiJ5TMm2iIiIiIhIARAVFYXJZMJkMuHk5ERISAjR0dFkZGSwYcMGa53JZMLX15fIyEh+//33LH20a9cuS5/jxo2zaffDDz9gMpmyjSM0NBRnZ2fOnDmTbf2+ffto06YNhQoVwt3dndq1a3Ps2DFr/cGDB2nfvj2+vr54eXnRqVMnzp49a9PHe++9R926dXFzc8Pb2zvb46xdu5a6devi6elJQEAAr7/+OhkZGdm2jYuLw9PTM0tf6enpREdHU6ZMGVxcXKhatSorV67Mto87pWRbRERERETkTlnMcHgT/P7d9X8t5vty2IiICE6fPs2BAwcYPHgwo0eP5v3337fW79+/n9OnT7Nq1SpSU1Np1aoVaWlpt+zTxcWF8ePHc/Hixdsef/PmzVy9epWOHTsyd+7cLPUHDx6kfv36hIaGsmHDBn777TdGjBiBi4sLAFeuXKFFixaYTCbWrVvHli1bSEtLo3Xr1lgsFms/aWlpPP3007zwwgvZxvHrr78SGRlJREQEu3fv5ttvv2Xp0qW88cYbWdqmp6fTtWtXHn/88Sx1b731Fp9//jlTp05l79699OvXj/bt27N79+7bnovbUbItIiIiIiJyJ/YuhY8qwdwnYdHz1//9qNL18nvM2dmZgIAAgoKCeOGFF2jWrBlLl/73uH5+fgQEBFCjRg0GDRrE8ePH+euvv27ZZ7NmzQgICGDs2LG3Pf7MmTPp1q0bzzzzDLNmzcpSP3z4cCIjI5kwYQLVq1enTJkytGnTBj8/PwC2bNnCkSNHmDNnDpUrV6Zy5crMnTuXnTt3sm7dOms/b7/9Nq+88gqVK1fONo5vv/2WKlWqMHLkSEJCQmjYsCETJkzgk08+ISkpyabtW2+9RWhoKJ06dcrSz7x583jzzTeJjIzkkUce4YUXXiAyMpJJkybd9lzcjpJtERERERGR3Nq7FP7vWbh8yrb88unr5fch4b6Rq6trtiPXiYmJLFiwAAAnJ6db9mFvb8+YMWOYOnUqJ06cyLFdUlISCxcupEePHjRv3pzExEQ2bdpkrbdYLCxfvpxy5crRsmVL/Pz8ePTRR/nhhx+sbVJTUzGZTDg7O1vLXFxcsLOzY/Pmzbl92aSmplpHyzO5urpy7do1du3aZS1bt24dCxcu5JNPPrmjfu4klpwo2RYREREREckNixlWvg4Y2VT+p2zlG/dlSrlhGKxZs4ZVq1bRpEkTa3nJkiXx8PDA29ub+fPn06ZNG0JDQ2/bX/v27alWrRqjRo3Ksc2CBQsoW7YsFStWxN7eni5dujBz5kxrfXx8PMnJyYwbN46IiAhiYmJo3749Tz31FD///DMAjz32GO7u7rz++uukpKRw5coVhgwZgtls5vTp07l+/S1btuTf//4333zzDWazmZMnTxIdHQ1g7ef8+fNERUUxZ84cvLy8cuzngw8+4MCBA1gsFlavXs33339/R7HkRMm2iIiIiIhIbhz9d9YRbRsGXD55vd098uOPP+Lh4YGLiwtPPPEEnTt3ZvTo0db6TZs2sWvXLubMmUO5cuX47LPPct33+PHjmTt3Lvv27cu2ftasWfTo0cO63aNHDxYuXGidtp15z3Xbtm155ZVXqFatGm+88QZPPvmkNQ5fX18WLlzIsmXL8PDwoFChQly6dIkaNWpgZ5f79LRFixa8//779OvXD2dnZ8qVK0dkZCSAtZ8+ffrQrVs3GjRokGM/kydPpmzZsoSGhuLk5MSAAQN47rnn7iiWnCjZFhERERERyY3ks7dvcyft7kLjxo3Zs2cPBw4c4OrVq8ydOxd3d3drfenSpSlfvjw9e/akd+/edO7cOdd9N2jQgJYtWzJs2LAsdXv37mXbtm289tprODg44ODgwGOPPUZKSop1unrRokVxcHCgQoUKNvuGhYXZrEbeokULDh48SHx8POfOnWPevHmcPHmSRx555I7OxauvvsqlS5c4duwY586do23btgDWftatW8fEiROt8T7//PMkJibi4OBgvd/c19eXH374gStXrnD06FH++usvPDw87jiW7Dj8zz2IiIiIiIg8DDz887bdXXB3dyckJCRXbfv378/YsWNZvHgx7du3z9U+48aNo1q1apQvX96mfObMmTRo0CDLvc+zZ89m5syZ9OnTBycnJ2rXrs3+/ftt2vz9998EBQVlOVbRokWB60lxfHw8bdq0yVWMNzKZTBQvXhyAb775hsDAQGrUqAHA1q1bMZv/O6V/yZIljB8/nn//+9+UKFHCph8XFxdKlChBeno6ixYtynYxtTulZFtERERERCQ3guqCV/Hri6Fle9+26Xp9UN37HVm23Nzc6NOnD6NGjaJdu3Y5Pjf7RpUrV6Z79+5MmTLFWpaens68efOIjo6mUqVKNu179+7NBx98wJ9//knFihUZOnQonTt3pkGDBjRu3JiVK1eybNkyNmzYYN1n9uzZhIWF4evry9atW3n55Zd55ZVXbBL8Y8eOceHCBY4dO4bZbGbPnj0AhISE4OHhAcD7779PREQEdnZ2fP/994wbN47/+7//w97eHrg+on6jnTt3YmdnZ/Matm/fzsmTJ6lWrRonT55k9OjRWCwWXnvttdyd5FvQNHIREREREZHcsLOHiPH/2bg5cf3PdsS46+3+IQYMGMC+fftYuHAhcP2+ageHW4+5RkdH2zzzeunSpZw/fz7b0fGwsDDCwsKsC6W1b9+ezz77jAkTJlC5cmVmzJjBokWLqF+/vnWf/fv3065dO8LCwoiOjmb48OFMnDjRpt+RI0dSvXp1Ro0aRXJyMtWrV6d69ers3LnT2uann37i8ccfp1atWixfvpwlS5bQrl27Ozo/165d46233qJChQq0b9+eEiVKsHnzZry9ve+on+yYDMPI7iOZB9Lly5cpVKgQiYmJOa5GV1Clp6ezYsUKIiMjcXR0zO9wJJ/oOpBMuhYEdB3IdboOJNO9uhYK2nvsa9eucfjwYUqXLp3lkU+5tnfp9VXJb1wszavE9US7wp1Phb6fIiIiCAkJ4eOPP87vUAqs3F5DmkYuIiIiIiJyJyq0gdBW11cdTz57/R7toLr/qBHtm128eJEtW7awYcMG+vXrl9/hPBSUbIuIiIiIiNwpO3so/Xh+R5FrvXr1IjY2lsGDB1tX7ZZ7S8m2iIiIiIjIA27x4sX5HcJDRwukiYiIiIiIiOQxJdsiIiIiIiIieUzJtoiIiIiIiEgeU7ItIiIiIiIikseUbIuIiIiIiIjkMSXbIiIiIiIiInlMybaIiIiIiIhIHlOyLSIiIiIiUgBERUVhMpkwmUw4OTkREhJCdHQ0GRkZbNiwwVpnMpnw9fUlMjKS33//PUsf7dq1y9LnuHHjbNr98MMPmEymbOMIDQ3F2dmZM2fOZKm7MYYbv95//32ALHHe+BUbG2vtZ9WqVTz22GN4enri6+tLhw4dOHLkiLU+p36yiwlg3LhxmEwmBg0aZFPeqFGjLH3069cv2z7ulJJtERERERGRO2S2mIk9E8uKQyuIPROL2WK+L8eNiIjg9OnTHDhwgMGDBzN69GhrIguwf/9+Tp8+zapVq0hNTaVVq1akpaXdsk8XFxfGjx/PxYsXb3v8zZs3c/XqVTp27MjcuXOz1J8+fdrma9asWZhMJjp06ABA3bp1s7Tp3bs3pUuXplatWgAcPnyYtm3b0qRJE/bs2cOqVas4d+4cTz31VJbjZb7ezC8/P78sbWJjY/n888+pUqVKtq+pT58+Nn1MmDDhtuchNxzypBcREREREZGHxJqjaxi3YxxnU85ay/zd/Hkj/A2aBTW7p8d2dnYmICAAgBdeeIHFixezdOlS6tSpA4Cfnx/e3t4EBAQwaNAg2rRpw19//ZVjognQrFkz4uLiGDt27G0TzZkzZ9KtWzcaNmzIyy+/zOuvv25TnxlbpiVLltC4cWMeeeQRAJycnGzapKens2TJEgYOHGgdSd+1axdms5l3330XO7vr48NDhgyhbdu2pKen4+joaN0/8/XmJDk5me7duzN9+nTefffdbNu4ublliTsvaGRbREREREQkl9YcXcOrG161SbQB4lPieXXDq6w5uua+xuPq6prtyHViYiILFiwArie4t2Jvb8+YMWOYOnUqJ06cyLFdUlISCxcupEePHjRv3pzExEQ2bdqUY/uzZ8+yfPlynn/++RzbLF26lPPnz/Pcc89Zy2rWrImdnR2zZ8/GbDaTmJjIvHnzaNasmU2iDVCtWjWKFStG8+bN2bJlS5b++/fvT6tWrWjWLOcPQb7++muKFi1KpUqVGDZsGCkpKTm2vRNKtkVERERERHLBbDEzbsc4DIwsdZll43eMvy9Tyg3DYM2aNaxatYomTZpYy0uWLImHhwfe3t7Mnz+fNm3aEBoaetv+2rdvT7Vq1Rg1alSObRYsWEDZsmWpWLEi9vb2dOnShZkzZ+bYfu7cuXh6emY7/TvTzJkzadmyJSVLlrSWlS5dmpiYGN58802cnZ3x9vbmxIkT/N///Z+1TbFixfjss89YtGgRixYtIjAwkEaNGvHLL7/YxPvLL78wduzYHI/frVs3vvrqK9avX8+wYcOYN28ePXr0yLH9ndA0chERERERkVz4Jf6XLCPaNzIwOJNyhl/if6F2QO17EsOPP/6Ih4cH6enpWCwWunXrxujRo62Li23atAk3Nze2bdvGmDFj+Oyzz3Ld9/jx42nSpAlDhgzJtn7WrFk2iWiPHj1o2LAhU6dOxdPTM9v23bt3x8XFJdv+Tpw4wapVq2ySaIAzZ87Qp08fevbsSdeuXUlKSmLkyJF07NiR1atXYzKZKF++POXLl7fuU7duXQ4ePMiHH37IvHnzOH78OC+//DKrV6/O8fgAffv2tX5fuXJlihUrRtOmTTl48CBlypTJcb/cULItIiIiIiKSCwkpCXna7m40btyYadOm4eTkRPHixXFwsE3pSpcujbe3N+XLlyc+Pp7OnTuzcePGXPXdoEEDWrZsybBhw4iKirKp27t3L9u2bWPHjh0292mbzWYWLFhAnz59bNpv2rSJ/fv38+233+Z4vNmzZ+Pj40ObNm1syj/55BMKFSpkc//4V199RWBgINu3b+exxx7Ltr/w8HA2b94MXL/vOz4+nho1atjEunHjRj7++GNSU1Oxt7fP0sejjz4KQFxcnJJtERERERGR+8HXzTdP290Nd3d3QkJCctW2f//+jB07lsWLF9O+fftc7TNu3DiqVatmM2oM16d7N2jQgE8++cSmfPbs2cycOTNLsj1z5kxq1qxJ1apVsz2OYRjMnj2bZ599Nst92CkpKdaF0TJlJsYWiyXH2Pfs2UOxYsUAaNq0aZbHnj333HOEhoby+uuvZ5toZ/YBWPv5XyjZFhERERERyYUafjXwd/MnPiU+2/u2TZjwd/Onhl+NbPa+/9zc3OjTpw+jRo2iXbt2OT43+0aVK1eme/fuTJkyxVqWnp7OvHnziI6OplKlSjbte/fuzQcffMCff/5JxYoVAbh8+TILFy5k0qRJOR5n3bp1HD58mN69e2epa9WqFR9++CHR0dHWaeRvvvkmQUFBVK9eHYCPPvqI0qVLU7FiRa5du8aMGTNYt24dMTExAHh6emaJ1d3dHR8fH2v5wYMHmT9/PpGRkfj4+PDbb7/xyiuv0KBBg1uu3p5bWiBNREREREQkF+zt7Hkj/A3gemJ9o8zt18Nfx94u+1HT/DBgwAD27dvHwoULgesjwzdPPb9ZdHS0zQhy5orh2Y2Oh4WFERYWZrNQ2oIFCzAMg65du+Z4jJkzZ1K3bt1sF29r0qQJ8+fP54cffqB69epERETg7OzMypUrcXV1BSAtLY3BgwdTuXJlGjZsyK+//sqaNWto2rTprU/IDZycnFizZg0tWrQgNDSUwYMH06FDB5YtW5brPm7FZBhG1o9kHlCXL1+mUKFCJCYm4uXlld/h5Kn09HRWrFhBZGRklmkY8vDQdSCZdC0I6DqQ63QdSKZ7dS0UtPfY165d4/Dhw5QuXfqWC2fdSnbP2Q5wC+D18Nfv+XO2/1cRERGEhITw8ccf53coBVZuryFNIxcREREREbkDzYKa0TiwMb/E/0JCSgK+br7U8KvxjxrRvtnFixfZsmULGzZsoF+/fvkdzkNBybaIiIiIiMgdsrezv2eP97oXevXqRWxsLIMHD6Zt27b5Hc5DQcm2iIiIiIjIA27x4sX5HcJDRwukiYiIiIiIiOQxJdsiIiIiIiIieUzJtoiIiIiIiEgeU7ItIiIiIiIikseUbIuIiIiIiIjkMSXbIiIiIiIiInlMybaIiIiIiIhIHlOyLSIiIiIiUgBERUVhMpkwmUw4OTkREhJCdHQ0GRkZbNiwwVpnMpnw9fUlMjKS33//PUsf7dq1y9LnuHHjbNr98MMPmEymbOMIDQ3F2dmZM2fOZFu/b98+2rRpQ6FChXB3d6d27docO3bMWn/t2jX69++Pj48PHh4edOjQgbNnz2bb1/nz5ylZsiQmk4lLly5Zy0+fPk23bt0oV64cdnZ2DBo0KMu+06dP5/HHH6dw4cIULlyYZs2asWPHDps233//PS1atMDHxweTycSePXuyjeNuKNkWERERERG5Q4bZzJXtO0j8cTlXtu/AMJvvy3EjIiI4ffo0Bw4cYPDgwYwePZr333/fWr9//35Onz7NqlWrSE1NpVWrVqSlpd2yTxcXF8aPH8/Fixdve/zNmzdz9epVOnbsyNy5c7PUHzx4kPr16xMaGsqGDRv47bffGDFiBC4uLtY2r7zyCsuWLWPhwoX8/PPPnDp1iqeeeirb4z3//PNUqVIlS3lqaiq+vr689dZbVK1aNdt9N2zYQNeuXVm/fj1bt24lMDCQFi1acPLkSWubK1euUL9+fcaPH3/b136nHPK8RxERERERkQfY5ZgYzo4ZS8YNI7sOAQH4vzkMrxYt7umxnZ2dCQgIAOCFF15g8eLFLF26lDp16gDg5+eHt7c3AQEBDBo0iDZt2vDXX39lm7BmatasGXFxcYwdO5YJEybc8vgzZ86kW7duNGzYkJdffpnXX3/dpn748OFERkba9FOmTBnr94mJicycOZP58+fTpEkTAGbPnk1YWBjbtm3jscces7adNm0aly5dYuTIkfz00082xwkODmby5MkAzJo1K9tYv/76a5vtGTNmsGjRItauXcuzzz4LwDPPPAPAkSNHbvm674ZGtkVERERERHLpckwMJ18eZJNoA2ScPcvJlwdxOSbmvsbj6uqa7ch1YmIiCxYsAMDJyemWfdjb2zNmzBimTp3KiRMncmyXlJTEwoUL6dGjB82bNycxMZFNmzZZ6y0WC8uXL6dcuXK0bNkSPz8/Hn30UX744Qdrm127dpGenk6zZs2sZaGhoZQqVYqtW7day/bu3Ut0dDRffvkldnZ5k7ampKSQnp5OkSJF8qS/21GyLSIiIiIikguG2czZMWPBMLKpvF52dszY+zKl3DAM1qxZw6pVq6wjxAAlS5bEw8MDb29v5s+fT5s2bQgNDb1tf+3bt6datWqMGjUqxzYLFiygbNmyVKxYEXt7e7p06cLMmTOt9fHx8SQnJzNu3DgiIiKIiYmhffv2PPXUU/z8888AnDlzBicnJ7y9vW369vf3t94DnpqaSteuXXn//fcpVarUnZyWW3r99dcpXry4TaJ/LynZFhERuUPX0s2YLQaHz13hz1OJnLx0lQyzhbQMS36HJiIi91DKzl1ZRrRtGAYZZ86QsnPXPYvhxx9/xMPDAxcXF5544gk6d+7M6NGjrfWbNm1i165dzJkzh3LlyvHZZ5/luu/x48czd+5c9u3bl239rFmz6NGjh3W7R48eLFy4kKSkJOD6yDZA27ZteeWVV6hWrRpvvPEGTz755B3FMWzYMMLCwmyO9b8aN24cCxYsYPHixTb3j99LumdbREQklzIsFtIzLMzcfJivtx/jdOI1a11YMU+i6gbzVI2SONrrs2wRkQdRRkJCnra7G40bN2batGk4OTlRvHhxHBxsU7rSpUvj7e1N+fLliY+Pp3PnzmzcuDFXfTdo0ICWLVsybNgwoqKibOr27t3Ltm3b2LFjh8192mazmQULFtCnTx+KFi2Kg4MDFSpUsNk3LCyMzZs3AxAQEEBaWhqXLl2yGd0+e/as9V70devW8fvvv/Pdd98B10fxAYoWLcrw4cN5++23c/V6Mk2cOJFx48axZs2aW967nteUbIuIiOSC2WIhMSWdpz/byqFzV7LU7zudxOuLfmfZr6eZFVUbJwcl3CIiDxoHX988bXc33N3dCQkJyVXb/v37M3bsWBYvXkz79u1ztc+4ceOoVq0a5cuXtymfOXMmDRo04JNPPrEpnz17NjNnzqRPnz44OTlRu3Zt9u/fb9Pm77//JigoCICaNWvi6OjI2rVr6dChA3B9BfVjx45ZF3lbtGgRV69ete4fGxtLr1692LRpk81ia7kxYcIE3nvvPVatWkWtWrXuaN//lZJtERGRXDCAbtO3Z5to32hz3DmGLPyV95+ugrOD/f0JTkRE7gu3WjVxCAgg4+zZ7O/bNplw8PfHrVbN+x9cNtzc3OjTpw+jRo2iXbt2OT43+0aVK1eme/fuTJkyxVqWnp7OvHnziI6OplKlSjbte/fuzQcffMCff/5JxYoVGTp0KJ07d6ZBgwY0btyYlStXsmzZMjZs2ABAoUKFeP7553n11VcpUqQIXl5eDBw4kDp16lhXIr85oT537hxwfYT8xtHwzGdiJycnk5CQwJ49e3BycrKOrI8fP56RI0cyf/58goODrfeEe3h44OHhAcCFCxc4duwYp06dArB+UBAQEGAdab9b+thdRETkNswWg5/3J7D/bFKu2i/77RSXUtLvcVQiInK/mezt8X9z2H82bkpc/7Pt/+YwTPb/nA9bBwwYwL59+1i4cCFw/b7qm6ee3yw6Otp6/zXA0qVLOX/+fLaj42FhYYSFhVkXSmvfvj2fffYZEyZMoHLlytbHbdWvX9+6z4cffsiTTz5Jhw4daNCgAQEBAXz//fd3/NqqV69O9erV2bVrF/Pnz6d69epERkZa66dNm0ZaWhodO3akWLFi1q+JEyfavLbq1avTqlUrALp06UL16tXv6B7znGhkW0RE5DYyLBZmbTmc6/aGAbM2H2ZQs3K4Ov1z3nCJiMj/zqtFC5j8UdbnbPv73/PnbM+ZMyfHukaNGlnvbb5RYGAg6en//QA4Pj7eZhp6dn0GBweTmppq3e7QoQPmW6ywvnfvXpvtXr160atXrxzbu7i48Mknn2SZkp6TnF5bdmU3ys2zs6OiorLcn55XlGyLiIjchrODPb8dT7yjfX47kYjBrd8EiIhIweTVogWeTZteX508IQEHX1/catX8R41o3+zixYts2bKFDRs20K9fv/wO56GgZFtERAqEb775hgMHDuDh4cHKlSupVq0aTZs2JTQ0lAULFhAREcG2bduoV68eb731FhMnTiQkJISBAwfi7+9PSEgIZcqUYcWKFRiGwejRo0lOTqZTp05MmTKFixcv2tRFR0cD0KJFC/766y9Or4vBrmhp3MrX5fKuZWRcOEGR5i/kGG+62YKJ298bJyIiBZPJ3h73R8PzO4xc69WrF7GxsQwePJi2bdvmdzgPBd2zLSIiBcLJkycpUaIEnTp1Ijw8nGHDhnHy5EmCgoLw8fFh6tSp9O3bl0qVKtGuXTvrfpmLppQqVYply5YxatQofHx8SEhIYPr06da2N9d5enoycuRIVqxYgYeHJ4W93DHM16fhedVsjcnZ45bxlvJxw3Kb6W0iIiL3y+LFizlx4gTvvfderhZKk/+dRrZFRKRAGDJkCHFxcQwfPpzjx49z+PBh6zS4EydO4OLiQnp6Ok5OTtZ9UlJSqFOnDr169WLUqFHY3zC979q1a5w5c4bjx49jZ5f1s+cb34i0adeOlOI1GfjqUNwrNMxVvFF1g3F31p9ZERGRh5XeBYiISIGwdOlSDhw4gKurKzVq1GDMmDH069cPs9lMpUqVCA8PZ/LkyXTp0oWYmBji4uIYMWIEsbGxJCQkEB4eTrFixYiOjsYwDAIDAxk/fjxz5syhfv36XLhwwVrn6+tLUlIS77zzDpGRkWxYt5bD23fg7OQIwJW/NpN2+m+undiLS8kKWWKtWNyLCsW87vcpEhERkX8QJdsiIlIgtGnTJkvZrFmzbLaHDh0KwPz5861l06dPt2kTHm57f92NK5DeWDdixAibdg0bN6XVM4n0mLkdQuvjHlqf7Ph7OTMrqja6XVtEROThpnu2RUREcsHZ0Z5KJQrxw4v1qPOIT5Z6BzsTkZUDWP7S4xR2c8Ihm6npIiIi8vDQyLaIiEguuTjaU9bfkzm9apNwOZUVf5whJS0DH3cnWlctjoujPc4Odlp4RkRERJRsi4iI3Al7OxP2dvaULOJG7/qlybAYONqblGCLiEiBExwczKBBgxg0aFB+h/JA0hw3ERGRu2RnZ8JJI9kiInKPmUymW36NHj36rvqNjY2lb9++Nsf54Ycf8iZo0ci2iIiIiIjIP9np06et33/77beMHDmS/fv3W8s8PDys3xuGgdlsxsHh9qmer69v3gYqNjSyLSIiIiIi8g8WEBBg/SpUqBAmk8m6/ddff+Hp6clPP/1EzZo1cXZ2ZvPmzRw8eJC2bdvi7++Ph4cHtWvXZs2aNTb9BgcH89FHH1m/B2jfvj0mk8m6LXdPybaIiIiIiEgB98YbbzBu3Dj27dtHlSpVSE5OJjIykrVr17J7924iIiJo3bo1x44dy3b/2NhYAGbPns3p06et23L3NI1cRERERESkgIuOjqZ58+bW7SJFilC1alXr9jvvvMPixYtZunQpAwYMyLJ/5pRyb29vAgIC7n3ADwGNbIuIyAPjapqZdLMFwzBIy7CQmmHO75BERETui1q1atlsJycnM2TIEMLCwvD29sbDw4N9+/blOLIteU8j2yIiUuClZpi5cCWNGZsOs+lAAilpZnzcnWhfvQSda5fCZLr+jGwREZEHlbu7u832kCFDWL16NRMnTiQkJARXV1c6duxIWlpaPkX48FGyLSIiBVq62cJ7y/cxb9tRDOO/5ScuXuXXE4mMX7mfiU9XoWmYvxJuERF5aGzZsoWoqCjat28PXB/pPnLkyC33cXR0xGzWrLC8omnkIiJSYKVlWBi55A++3GqbaN/oarqZAd/s5ue/E7iWrjcQIiLycChbtizff/89e/bs4ddff6Vbt25YLJZb7hMcHMzatWs5c+YMFy9evE+RPriUbIuISIF16Fwy3+w4ftt2hgFvfv87Dnam+xCViIhI/vvggw8oXLgwdevWpXXr1rRs2ZIaNWrccp9JkyaxevVqAgMDqV69+n2K9MGlaeQiIlIgXU3L4IuNh3Ld/vyVNGL2nqVFBX8c7PVZs4iIFExRUVFERUVZtxs1aoSRzfSu4OBg1q1bZ1PWv39/m+2bp5W3bt2a1q1b51msDzu92xARkQLJ1cmBmD/P3tE+y349RWrGrafQiYiIiOQFjWyLiMhd++abbzhw4AAeHh6sXLmSatWq0bRpU0JDQ1mwYAERERFs27aNevXq8dZbb1lXRB04cCD+/v6EhIRQpkwZVqxYgWEYjB49muTkZDp16sSUKVO4ePGiTV10dDQALVq0wMfHhxPr5mHvXhjPahFc2vINAK7B1XEuEZptvJevpWPSTHIRERG5DzSyLSIid+3kyZOUKFGCTp06ER4ezrBhwzh58iRBQUH4+PgwdepU+vbtS6VKlWjXrp11v+TkZBISEihVqhTLli1j1KhR+Pj4kJCQwPTp02ndpg3pZgtffbuIxl1fJNHizN9HTuLi5s5bb41gxYoVzJs3D1ePQmAyYb6WjJ2TK971unL10M4c4/VyccxxITURERGRvKSRbRERuWtDhgwhLi6O4cOHc/z4cQ4fPky/fv0AOHHiBC4uLqSnp+Pk5GTdJyUlhTp16tCrVy9GjRqFvf1/H8d17do1Tp46zc4/D/DFpiMcPnKUJQ47uLzrKIsvb6RYwkkiT18mw2whMTGRNu3a8X/zvwKLGbj9kHWbqsVxdtTnzCIiInLvKdkWEZG7tnTpUg4cOICrqys1atRgzJgx9OvXD7PZTKVKlQgPD2fy5Ml06dKFmJgY4uLiGDFiBLGxsSQkJBAeHk6xYsWIjo7GMAz8i5XAs0FP/tg7A2ePMriW8bs+PdwwwMWLfcfiadB1AMP7dqJ1iB/zvl2E+epl7Fw9saSlcGnLN7g+UivbWIt6ONG8gj8Odkq2RURE5N5Tsi0iInetTZs2WcpmzZplsz106FAA5s+fby2bPn26TZvw8HBS080s3HWc2VuO4FG52fWKwuBcvLy1nXe9rgB8ts9E2xYV+Oj92ngv+5P5249Z67JjMsHYp6qQYTFwsM+xmYiIiEie0cf7IiLyj+Bgb+Kznw/mqm262WDK2jgMw+DtNhV5rl5wjgufuTnZ82n3Gjxetigujsq0RURE5P7QyLaIiPwj7Dh8keMXrua6/co/zjCmfSU8HB15IyKUFxqWYebmw/z8dwIpaWaKejjRvnoJOtYKxARKtEVEROS+UrItIiL5zmwx+PX4pTvaJ81s4diFFCoUL4Szoz1+jvYMalaWwS3KY29nIsNiwYQJJwdN4hIREZH7T8m2iIgA+fvM7L1797J0wy+kJBXCJagKSbtXkJEYj1ftdjj6lMwx5puf4uXq9N8/a/Z2GskWERHJCxs2bKBx48ZcvHgRb2/vHNsFBwczaNAgBg0adN9i+yfTx/0iIgLcu2dmZ7a9uc7T05ORI0eyYsUKvL29Ke7jiWFOx87Fg0J1OuFaugYZyedzjNfezkTJwm73+KyIiIhI3bp1OX36NIUKFQJgzpw52SbdsbGx9O3b9z5H98+lkW0REQHuzTOzz5w5w/Hjx7HL5nFbphtWNHvqqado064dyxt1AyAt4QjpF05QqE6nHONtGuqHs6aIi4iI3HNOTk4EBATctp2vr+99iKbg0LsUEREBrj8ze8mSJdZnZs+ePZvZs2ezYcMGKlWqxGuvvcbkyZM5fvw4MTExzJkzB3t7e2JjYxk/fjzh4eE8+eSTREdHc+HCBQIDAxk/fjwtWrSgUaNGNnW+vr4kJSXxzjvvEBkZSUxMDGPeG0P14KKYUxI5/9NkTA7OpCUczTZWkwlebByCk73+jImISP4wm83s3LmTlStXsnPnTsxm8z0/5nfffUflypVxdXXFx8eHZs2aceXKFQBmzJhBWFgYLi4uhIaG8umnn1r3O3LkCCaTie+//57GjRvj5uZG1apV2bp1q7XN0aNHad26NYULF8bd3Z2KFSuyYsUK4Po0cpPJxKVLl9iwYQPPPfcciYmJmEwmTCYTo0ePBq5PI//oo48A6NatG507d7aJPz09naJFi/Lll18CYLFYGDt2LKVLl8bV1ZWqVavy3Xff3avTd99pZFtERIC8fWb2jaKiorKtGzFihE27Fi1akG62MPj/fmWp24c5xmkywdutKxIa4ImdXQ7P+xIREbmH1q1bx8SJE4mPj7eW+fn5MWTIEJo0aXJPjnn69Gm6du3KhAkTaN++PUlJSWzatAnDMPj6668ZOXIkH3/8MdWrV2f37t306dMHd3d3evbsae1j+PDhTJw4kbJlyzJ8+HC6du1KXFwcDg4O9O/fn7S0NDZu3Ii7uzt79+7Fw8MjSxx169blo48+YuTIkezfvx8g23bdu3fn6aefJjk52Vq/atUqUlJSaN++PQBjx47lq6++4rPPPqNs2bJs3LiRHj164OvrS8OGDe/FabyvlGyLiMg/hqO9HZM6VaVGqcLM3HIoy6PAqgd6M6h5OR4tXUSP8hIRkXyxbt06XnvttSzl8fHxvPbaa0yYMOGeJNynT58mIyODp556iqCgIAAqV64MwKhRo5g0aRJPPfUUAKVLl2bv3r18/vnnNsn2kCFDaNWqFQBvv/02FStWJC4ujtDQUI4dO0aHDh2sfT7yyCPZxuHk5EShQoUwmUy3nFresmVL3N3dWbx4Mc888wxw/cP6Nm3a4OnpSWpqKmPGjGHNmjXUqVPHeszNmzfz+eefK9kWERHJa472dnQND+SZOkHsOX6JA2eTcLS3o3opb0oWdsPOBA6aPi4iIvnAbDYzceLEW7aZNGkSDRs2tFnHJC9UrVqVpk2bUrlyZVq2bEmLFi3o2LEjTk5OHDx4kOeff54+ffpY22dkZFgXNMtUpUoV6/fFihUDrn9IEBoayksvvcQLL7xATEwMzZo1o0OHDjbt75SDgwOdOnXi66+/5plnnuHKlSssWbKEBQsWABAXF0dKSgrNmze32S8tLY3q1avf9XH/SZRsi4jIP47zf0atawYVpmZQ4XyORkRE5Lrdu3fbTB3PztmzZ9m9eze1atXK02Pb29uzevVq/v3vfxMTE8PUqVMZPnw4y5YtA67f1vXoo49m2edGjo6O1u8zFyq1WCwA9O7dm5YtW7J8+XJiYmIYO3YskyZNYuDAgXcdc/fu3WnYsCHx8fGsXr0aV1dXIiIigOtPMwFYvnw5JUqUsNnP2dn5ro/5T6JkW0REREREJBfOnTuXp+3ulMlkol69etSrV4+RI0cSFBTEli1bKF68OIcOHaJ79+7/U/+BgYH069ePfv36MWzYMKZPn55tsu3k5JSrBeHq1q1LYGAg3377LT/99BNPP/20NeGvUKECzs7OHDt27IGYMp4dJdsiIiIiIiK5ULRo0Txtdye2b9/O2rVradGiBX5+fmzfvp2EhATCwsJ4++23eemllyhUqBARERGkpqayc+dOLl68yKuvvpqr/gcNGsQTTzxBuXLluHjxIuvXrycsLCzbtsHBwSQnJ7N27VqqVq2Km5sbbm5u2bbt1q0bn332GX///Tfr16+3lnt6ejJkyBBeeeUVLBYL9evXJzExkS1btuDl5WVzr3lBpWRbREREREQkF6pXr46fn98tp5L7+/vfk3uOvby82LhxIx999BGXL18mKCiISZMm8cQTTwDg5ubG+++/z9ChQ3F3d6dy5coMGjQo1/2bzWb69+/PiRMn8PLyIiIigg8/zP7pIHXr1qVfv3507tyZ8+fPM2rUKOvjv27WvXt33nvvPYKCgqhXr55N3TvvvIOvry9jx47l0KFDeHt7U6NGDd58881cx/1PpmRbREREREQkF+zt7RkyZEi2q5FnGjx4cJ4vjgYQFhbGypUrc6zv1q0b3bp1y7YuODgYwzBsyry9vW3Kpk6dmmPfjRo1yrL/tGnTmDZtmk3ZkSNHso375n0zmUwmXn75ZV5++eUcj12QaTlXERERERGRXGrSpAkTJkzAz8/Pptzf3/+ePfZLCiaNbIuIiIiIiNyBJk2a0LBhQ3bv3s25c+coWrQo1atXvycj2lJwKdkWERERERG5Q/b29nn+eC95sGgauYiIiIiIiEgeU7ItIiIiIiIikseUbIuIiIiIiIjkMd2zLSIicg+ZLQbpZgsmwNHeDjs7U36HJCIiIvdBgRnZHjt2LLVr18bT0xM/Pz/atWvH/v378zssERGRbF1Ny+Bqupnvdh1n8poDTF0fx+a4c5gtBtfSzfkdnoiIiNxjBWZk++eff6Z///7Url2bjIwM3nzzTVq0aMHevXtxd3fP7/BEREQAsFgM0i0W3lvxF4t2neDqTYl18UIuDGxSlg41S+DkoEfEiIiIPKgKTLK9cuVKm+05c+bg5+fHrl27aNCgQT5FJSIiYivDYtBt+nZ2Hb2Ybf2pxGsMW/w7Jy9dZWDTEJyVcIuIyD3UqFEjqlWrxkcffZTfoTx0Csw08pslJiYCUKRIkXyORERE5LqraWbGrNiXY6J9o4/Xx7H72CUshnEfIhMRkQdBo0aNGDRoUH6Hcdc2bNiAyWTi0qVL+R3KfVFgRrZvZLFYGDRoEPXq1aNSpUo5tktNTSU1NdW6ffnyZQDS09NJT0+/53HeT5mv50F7XXJndB1IJl0L+cOSYWbZ7uM42+cugZ7x8wEqBVTD2fHejG7rOhDQdSD/da+uBV1bDzaz2YzJZMLOrsCO0+Ybk2EUvI/UX3jhBX766Sc2b95MyZIlc2w3evRo3n777Szl8+fPx83N7V6GKCIiIiLyUEhJSaFbt24kJibi5eWV3+Hc1rVr1zh8+DClS5fGxcXlrvpIS0vjt99+o2bNmphMJgzDYNeuXVSpUgUnJ6c8jvi6qKgo5s6da1N2+PBhjh49ytChQ/n1118pUqQIPXv25N1338XB4fq46s3TyFNTUxk+fDjffPMNly5dolKlSowfP55GjRoB12/XHTRoEF9++SVvvPEGf//9N3FxcSQkJPDmm2+ye/du0tPTqVatGh9++CE1atSwxmMymZg+fTrLly9n1apVlChRgkmTJtGmTRuOHDlC6dKlbeLv2bMnc+bMuSfn617K7TVU4Ea2BwwYwI8//sjGjRtvmWgDDBs2jFdffdW6ffnyZQIDA2nRokWB+EVwJ9LT01m9ejXNmzfH0dExv8ORfKLrQDLpWrj/0jIsTN90iGk/H7yj/X54oR4h/h73JCZdBwK6DuS/7tW1kDl79GGRlpbG4MGD2bp1K127duWVV17hgw8+YMGCBdSpU4dJkybdk4R78uTJ/P3331SqVIno6Gjg+qhzZGQkUVFRfPnll/z111/06dMHFxcXRo8enW0/AwYMYO/evSxYsIDixYuzePFiIiIi+P333ylbtixw/QOU8ePHM2PGDHx8fPDz8+PQoUP07NmTqVOnYhgGkyZNIjIykgMHDuDp6Wnt/+2332bChAm8//77TJ06le7du3P06FECAwNZtGgRHTp0YP/+/Xh5eeHq6prn5+mfpMAk24ZhMHDgQBYvXsyGDRuyfCqSHWdnZ5ydnbOUOzo6PrB/bB7k1ya5p+tAMj1s18I333zDgQMH8PDwYOXKlVSrVo2mTZsSGhrKggULiIiIYNu2bdSrV4+33nqLiRMnEhISwsCBA/H39yckJIQyZcqwYsUKDMNg9OjRJCcn06lTJ6ZMmcLFixdt6jLf7LRo0QIXVzdmvf0qyZU641i4OJa0qyQsGUeRZv/CsXDxHGN2dr73/0cP23Ug2dN1IJny+lp4mK6rzER727ZtwPW/Ozt37uTAgQMAbNu2jcGDB9+ThLtQoUI4OTnh5uZGQEAAAMOHDycwMJCPP/4Yk8lEaGgop06d4vXXX2fkyJFZpn4fO3aM2bNnc+zYMYoXv/63aciQIaxcuZLZs2czZswY4PoHM59++ilVq1a17tukSRObvr744gu8vb35+eefefLJJ63lUVFRdO3aFYAxY8YwZcoUduzYQUREhHW9LT8/P7y9vfP0/PwTFZiJ9/379+err75i/vz5eHp6cubMGc6cOcPVq1fzOzQREfmHOHnyJCVKlKBTp06Eh4czbNgwTp48SVBQED4+PkydOpW+fftSqVIl2rVrZ90vOTmZhIQESpUqxbJlyxg1ahQ+Pj4kJCQwffp0a9ub6zw9PRk5ciQrVqygWtUqtG9/Q5+/rsKtbJ1bxuvl4kDJwrqtSUSkoPjtt9/YunUrN96Jm5low/UBwq1bt/Lbb7/dl3j27dtHnTp1MJlM1rJ69eqRnJzMiRMnsrT//fffMZvNlCtXDg8PD+vXzz//zMGD/52Z5eTkRJUqVWz2PXv2LH369KFs2bIUKlQILy8vkpOTOXbsmE27G/dzd3fHy8uL+Pj4vHrJBUqBGdmeNm0agPVegkyzZ88mKirq/gckIiL/OEOGDCEuLo7hw4dz/PhxDh8+TL9+/QA4ceIELi4upKen24w2pKSkUKdOHXr16sWoUaOwt//vYmXXrl3jzJkzHD9+PNuFYW58cwNQqogbgYWdOXE5AfOVi2RcPgcmU44j20/VKInZUuCWThEReWjVrFmTLl26sGDBghzbdO3alZo1a97HqHIvOTkZe3t7du3aZfP3DsDD47+3NLm6umb5G9ezZ0/Onz/P5MmTCQoKwtnZmTp16pCWlmbT7uaZDiaTCYvFksevpGAoMMl2AVzHTURE7rOlS5dy4MABXF1dqVGjBmPGjKFfv36YzWYqVapEeHg4kydPpkuXLsTExBAXF8eIESOIjY0lISGB8PBwihUrRnR0NIZhEBgYyPjx45kzZw7169fnwoUL1jpfX1+SkpJ45513iIyM5Pjx48SsXk2Qhx+nCzelcKPnSP59Dc4lK2Qbq5eLAy82KoOrk56zLSJSUJhMJl599VV27dplM6KdqWzZsrzyyitZEtW84uTkhNlstm6HhYWxaNEiDMOwHnPLli14enpmu75V9erVMZvNxMfH8/jjj9/Rsbds2cKnn35KZGQkAMePH+fcuXN3HD9g8xoeZAUm2RYREbmdNm3aZCmbNWuWzfbQoUOB60+myDR9+nSbNuHh4TbbN86gurFuxIgRNu2+/eYbUjPMzP33Ucas2IdH5WbZxunl4sC85x+lkNvDc5+jiMiDwDAMPvjgg2wTbbg+pfzDDz/k1VdfvScJd3BwMNu3b+fIkSN4eHjw4osv8tFHHzFw4EAGDBjA/v37GTVqFK+++mq2M7LKlStH9+7defbZZ5k0aRLVq1cnISGBtWvXUqVKFVq1apXjscuWLcu8efOoVasWly9fZujQoXe8wFlQUBAmk4kff/yRyMhIXF1dbUbUHzQF5p5tERHJP5b/PEPVyOaTaMt/po8ZD+kUsZs5O9jzbJ0glg6oR2TlABzs/vtmy9vNkd6Pl2bt4EaEFvPE2UGj2iIiBcmuXbtuOYUcri+atmvXrnty/CFDhmBvb0+FChXw9fUlPT2dFStWsGPHDqpWrUq/fv14/vnneeutt3LsY/bs2Tz77LMMHjyY8uXL065dO2JjYylVqtQtjz1z5kwuXrxIjRo1eOaZZ3jppZfw8/O7o/hLlCjB22+/zRtvvIG/vz8DBgy4o/0LGo1si4jILVnS0zGfO8eJESMo8eFH2Lm5YvrPfV6WtDTST53i7JixlJz8ETg7Y8rmk/SHjYujPZVLFGJSp2pYLAYJSak42Jvw93Ihw2xo6riISAFVpUoV6tSpw7Zt26y3uZYtW9Y60m0ymXjssceyLC6WV8qVK8fWrVttyoKDg9mxY0eO+2zYsMFm29HRkbfffpu333472/ZRUVHZrolVvXp1YmNjbco6duxos53drb+XLl2y2R4xYkSWmWEPKr0jEhGRHGUm2kc6d+HK5i0c7d4NS8pVDLPZmmgf7dqNKxs3cvTZnhipqRrh/g+TyYSroz3uzg4EF3WnZGE3HO3tlGiLiBRgTk5OTJo0icceewy4vhja119/TZcuXQB47LHH7tlztqXg0ci2iIjkLC2dI527kPGfR3ak/n2Ao927EfT112ScP8/Rrt0wX7wIwLXff+fY870Jnv91fkYsIiJyT2Um3L/99hs1a9bEZDIxePBgGjVqRJUqVZRoi5VGtkVEJGcO9hR5LsqmKPXvAxxq1YojHTpaE20Ak6MjvgMHYLl27T4HKXfLbDG4kppBcmoG19IfjpVhRUTygpOTE7Vq1bIugmYymahVq5YSbbGhkW0REcmRnbMzhbt1AyB+/ARreUZ8gk07k6MjgV98jmv16ti5uNzXGOXOXUs342BvYs3eeH7+O57UDAv+ni50e7QU/l4u2NuBve69FxER+Z8o2RYRkVvKTLgNs4WEiROzNrC3V6JdgKRmmFn66yneX7mfhORUm7ppPx+kziM+fNSlGoXdnHByUMItIiJyt5Rsi4gUIN988w0HDhzAw8ODlStXUq1aNZo2bUpoaCgLFiwgIiKCbdu2UaZMGZYuXcqHH37Ihg0bmDZtGlevXqVFixbs3LmTQ4cOUa1aNZ566imbusOHD/PHH3+QmprKG2+8wWeffcaBAweoUa0aXunpbD5/jnTDYGBRX2tMdu7uuFSqhElT5/7xrqWb+fLfRxjz0185ttl66DxPTtnMjy/Vx8fdCQd7Jdwi8mDKbuVskdzI7bWjv6AiIgXIyZMnKVGiBJ06dSI8PJxhw4Zx8uRJgoKC8PHxYerUqfTt25eGDRvSsGFDmjRpwuXLl1mzZg0mkwknJye8vLxwdnYmNTU1S93GjRt57bXXOHXqFFevXmXQoEF4e3nRtk4dqs77ir5FfEi86VnblsuXOdq9O5YrKdk+h1v+OU5eusrYlTkn2pkSklMZ+M1uLHofKiIPIEdHRwBSUlLyORIpqDKvncxrKSca2RYRKUCGDBlCXFwcw4cP5/jx4xw+fJh+/foBcOLECVxcXEhPT8dkMvHzzz/zxhtvYDabKVq0KC+99BLDhg1jwoTr916/8cYbRERE2NQ9//zzTJkyhYSEBOzt7bmWnMy1Cxe40KcvGRcu8Nn583QvXDhLXP9dpXy+zXO45Z/japqZLzYeIrcDOTsOX+B04lWCfNzvbWAiIveZvb093t7exP/nSRtubm7Whc5EbsUwDFJSUoiPj8fb2xv727zfUbItIlKALF26lAMHDuDq6kqNGjUYM2YM/fr1w2w2U6lSJcLDw5k8eTKDBg0iPj6e4OBgHB0d8ff35/333+fxxx8nJiaGnTt34ujoSOHChW3q0tPTsVgstGzZEi8vLxZ+/TU1t/wbc0YGn54/T0JGBr+kplH/iy9IO3SIhA8+tMaW+vcBjj3/PKX/79t8PEOSE2cHO5buOXVH+3y9/RivNCuLq5PeLojIgyUgIADAmnCL3Alvb2/rNXQr+uspIlKAtGnTJkvZrFmzbLaHDh1Keno6vXv3tpZFR0fbtGnRokWOdZUrV7Z+36FjRy47OXN65Ej6Fy2KydGRkp9/hlvNmvD445gcHa2rlJtcXfEfNgxLaip2zs53/yLlnkhJy+DqHT7e60ziNU0lF5EHkslkolixYvj5+ZGenp7f4UgB4ujoeNsR7UxKtkVEJEd2zs54tWkNwJl33qHkZ9Nwq1HDmkxnPhYsYcpUSs2ahUuFMCXat5DbBe7q1avHW2+9xcSJEwkJCWHgwIH4+/sTEhJCmTJlWLFiBYZhMHr0aJKTk+nUqRNTpkzh4sWLNnXvvvsuBw4cwMfHhzNnE0j892IMcwbej3fn8q5lZFw4QZHmL+QYr7OjlnYRkQebvb19rhMnkTulv6IiInJLmQl3yNo11xPtGx7vlflYsJCYVUq0cyG3C9xVqlSJdu3aWfdLTk4mISGBUqVKsWzZMkaNGoWPjw8JCQlMnz7d2vbmOk9PTzp37sxPP/1E23ZtqdvheSzXkgDwqtkak7PHLeN9PKQoznr8l4iIyF3RyLaIiNyWnbMzJh8fTHZZE69b1Ymt3C5w53TDY9RSUlKoU6cOvXr1YtSoUTYjMNeuXePMmTMcP34cu2zO/40L/hiGgee+ZXjWeDJXsXq7OfJE5WJ69JeIiMhdUrItIiK5cqtkWol27uR2gbsuXboQExNDXFwcI0aMIDY2loSEBMLDwylWrBjR0dEYhkFgYCDjx49nzpw51K9fnwsXLljrfH19SUpK4ttvv+XFF19k7Hvv4mUk4X35EFd8SnLlr82knf6bayf24lKyQpZYX21WjgyzgaNmV4qIiNwVJdsiIiL3SW4XuAOYP3++tWz69Ok2bcLDw222o6Kisq0bPnw4K1as4NFHH6V+/fqYLRYSr2bQ5Yut/E193EPrZxvnK83K0iU8ECcHZdoiIiJ3S8m2iIjIQ8Lezo5Crg78OPBxluw5yewtR9h7+jJw/dFgkZWL0bfBIzxS1F2JtoiIyP9IybaIiMhDxN7ODns7aFe9BO2rlyDNbCHdbODuZE+62cDVSUm2iIhIXlCyLSIi8hBy/M/CZzcugKbBbBERkbyjFW1ERERERERE8piSbREREREREZE8pmRbREREREREJI8p2RYRERERERHJY0q2RURERERERPKYkm0RERERERGRPKZkW0RERERERCSPKdkWERERERERyWNKtkVERERERETymJJtERERERERkTymZFtEREREREQkjynZFhEREREREcljSrZFRERERERE8piSbREREREREZE8pmRbRERE5CGVbrZgthj5HYaIyAPJIb8DEBEREZH752qaGTsT/PTHGY5eSMHJ3sTjZX0JDfDEYoCTg8ZiRETygpJtERERkYeAxWKQmmFm/Mq/+G7XCZJTM6x141fup7y/J0MjylM/pCgujvb5GKmIyINBH12KiIiIPATSzRY6f76NOf8+YpNoZ9p/Nok+X+5k0a4TXEs350OEIiIPFiXbIiIiIg+BMT/9xZ7jl27ZxjBgxJI/OHYh5f4EJSLyAFOyLSIiIvIQ+PHXU7lqZzHg858PcjUt6+i3iIjknpJtERERkQdYutkCQOp//s2NH387jZ3JdK9CEhF5KCjZFhEREXmAZdxBkp0pNcPChZS0exCNiMjDQ6uRi4iIiNxj33zzDQcOHMDDw4OVK1dSrVo1mjZtSmhoKAsWLCAiIoJt27ZRr1493nrrLSZOnEhISAgDBw7E39+fkJAQypQpw4oVKzAMg9GjR5OcnEynTp2YMmUKFy9etKmLjo4GoEWLFlSsXI1///vfxK/dS6Fm/Uj4YRzOJcJwC62Pg6dPjjE72GlMRkTkf6HfoiIiIiL32MmTJylRogSdOnUiPDycYcOGcfLkSYKCgvDx8WHq1Kn07duXSpUq0a5dO+t+ycnJJCQkUKpUKZYtW8aoUaPw8fEhISGB6dOnW9veXOfp6cnIkSNZsWIF+//ai7OzM3bObgDYu3tjSb+KyS7nx3sV9XCisLvjvTwlIiIPPI1si4iIyAMpw2IhPcOCg70dFouB2TBwc8qftz5DhgwhLi6O4cOHc/z4cQ4fPky/fv0AOHHiBC4uLqSnp+Pk5GTdJyUlhTp16tCrVy9GjRqFvf1/k+Nr165x5swZjh8/jl02I9CmG+633vjzBk6ePIn5bBzm5IsUad4P87VkkvespNBjHbONt0vtQNIzDBycsq0WEZFcULItIiIiD5TUdDP29ibW7Ytn/vZjnEq8ipODHbWDi9C7/iMU9XTC2SHnUd17YenSpRw4cABXV1dq1KjBmDFj6NevH2azmUqVKhEeHs7kyZPp0qULMTExxMXFMWLECGJjY0lISCA8PJxixYoRHR2NYRgEBgYyfvx45syZQ/369blw4YK1ztfXl6SkJN555x0iIyOpWbMmK1as4Gy6M7+7epC49f8wpyTiXqFRtrF6uznSq/4juDrd33MkIvKgUbItIiIiD4xr6Wbi4pN5fm4sZy+n2tT9cfIys7ccoW214rzfsSpODvfvbro2bdpkKZs1a5bN9tChQwGYP3++tWz69Ok2bcLDw222o6Kisq0bMWKE9fv09HQAvv38Q95fHccc+045xlnI1ZGvnn8Ud2cl2iIi/ysl2yIi8sAxLBaMtDRM/5mSm/m9SQs+PdAyzBaOnU+h0+dbSUkz59huyZ5TJKdm8FmPmjjaPzzXhJODHW9GhtGwvC9fbDzE1oPnrXVeLg48VaMk/RuXwcvV8b6P/IuIPIiUbIuIyAPDMF9PsK5s387FL+eReuAAAM5ly1L42Wdwf/RRAEz2SiQeRAYw9Ltfb5loZ1q7L54N++NpEuqPvd3D8zxpJwc7GpT1pW4ZH5KuZXD28jWc7O0I8nHHbDE0dVxEJA8p2RYRkQeCkZ5OxsWLHOv1PGlxcTZ16SdPkrxhA04hIZSaNROHwoUxOWql5QfNkXNX+PVEYq7bz9x8mIbl/B6qZBvA3s6EvZ09zh72FPVwzu9wREQeWA/P3CkREXmgWVJSONKla5ZE+0ZpcXEc6dwFS0rKfYxM7odr6WYW7z55R/tsO3SBNLPlHkUkIiIPOyXbIiJS4FmuXiVh8hQyTp26bduM06dJmDwFy9Wr9yEyuV8sFoPEq+l3vN+V1Ix7EI2IiIimkYuIyIPAzo7EJUty3TxxyRL8Xn/tHgb0cPrmm284cOAAHh4erFy5kmrVqtG0aVNCQ0NZsGABERERbNu2jXr16vHWW28xceJEQkJCGDhwIP7+/oSEhFCmTBlWrFiBYRiMHj2a5ORkOnXqxJQpU7h48aJNXXR0NAAtWrTg+MnTxC7ZwKWDCXjVbkvS7hVkJMbjVbsdjj4lc4zZTfcoi4jIPaKR7fvAMIy7qhMRkdxJ2bkLy5UruW5vuXKFlJ0772FED6eTJ09SokQJOnXqRHh4OMOGDePkyZMEBQXh4+PD1KlT6du3L5UqVaJdu3bW/ZKTk0lISKBUqVIsW7aMUaNG4ePjQ0JCAtOnT7e2vbnO09OTkSNHsmLFCp7u0J6J743Gci0JOxcPCtXphGvpGmQkn88+WKBGKW+tui0iIveMRrbvsWvpZlIzLDg72OHiaJ9tnYuDHc6O+mMvIg+O3I5wli9fnj179rBkyRLWr1/PtGnTuHr1Ki1atGDnzp0cOnSIatWq8dRTT9nUHT58mD/++IPU1FRGjx7NF/O/5uyFC9Rzd+doWhpxaamcTE/nnYBiOcZovnTp/p2Qh8SQIUOIi4tj+PDhHD9+nMOHD9OvXz8ATpw4gYuLC+np6Tj955FsACkpKdSpU4devXoxatQo7G9YKf7atWucOXOG48ePY5fNY9tMpv8ubGYYBt/PnELVlp05/v/s3XlYVGUbx/Hv7MMOAuIGuOAallrigqalolGZWRJqlmmZWtqmlbmGZVm2uJQppWa5tKipRYqa5ptmbmlaWaCoiNsoyD7rmfcPYmQCDQpc7891dQXnOQMP42GY33mWWwGr6TC2zGP4tbtwTelHoutxne2NJoQQ4hKSke0qZLY52PynifavbeDno+cw2xxubd/uO0H0699x4GQuFts/lykRQoirRXlHODt37kz//v3p2rUrOTk5rF+/HpVKhV6vx9fXF4PBgMViKdW2efNmnn/+eY4fP86RI0f4/tdfUQE6lQq9SkWWw4GH6uJ/4rQBAZfmybiOrFq1ipUrV+Lh4UGrVq2YP38+8+fPZ9OmTURGRvL8888zffp00tPTSU5OZsGCBWg0Gnbs2MHUqVOJiorirrvuIiEhgczMTEJDQ5k6dSoxMTF07tzZrS04OJjc3FwmT55MbGwsCQkJHD9xnNv9M9FYcjn77XRUWgNW05Ey+9q2fjV6RNZAex3V2RZCCHFpych2FSkO2sMX7cauOBk4fzsLHomiZZg/AN/uO8GzX+zF6YS+idtY8lhbmtTwkRFuIcQ1oSIjnIsWLaJ///44HA6CgoIYOXIkY8aM4Y033gDgxRdfpEePHm5tgwcPZsaMGZhMJgBCIiJ4KC+ftw4doqZOx+jg6nyUeZZchwOfMmpqq3188Ljllkv3hFwnevbsWerYvHnz3D4fPXo0AIsXL3YdS0xMdDsnKirK7fOBAweW2TZ+/HjXx23btgWK/v72OHqOx/0CyDGXvflZ50bBfDDgZnQStIUQQlQhCdtV6KUV+7ArRWuyLXaFgfO3M3fAzZzKsfDC8l8oXq5dYHXw/Je/8O3THS9jb4UQovKsWrWKlJQU1wjnlClTGDp0KA6Hg8jISKKiopg+fTqjR4/m8OHD1K1bF4CQkBDefPNNOnbsSHJyMjt37kSn0xEQEODWZrPZUBSF7t27Ex4eTkhwMIuqBXDzSQ/yFIXEs2fJcjjwKmPqMYBfr3vAITOKrkVGnYaWYf7sGNuV5T9nsHT7UY5nmzFo1dwSXo0ht9ajUYiPjGgLIYSocirndbRDV05ODn5+fmRnZ+Pr61ul38tid5CeWcj9H2zlXMHFS5HUCfBgxfBoAjx1//qPv81mIykpidjYWHQ63b/6GuLqV9nXQaHVgeJ0ctCUh0NxUifAE18PLVq1Go0sdLyiXY+vCY7cXNJ634ctPf2i5+nq1KHeiuVofHwuUc8un+vxOijJaldQqUCnUaM4nZhtDjz11984w/V+HYjzqupauJTvsYW4mlx/f3EuEYNWQ2g1D74c2v6igbsygrYQlc1sc3D8XCEzv0slad8JLHbF1da+QSBDOzWgTf1qsouvuKKoPTyo+9lSjg5+FMvvv5d5jqFpU8I+TETt4XGJeycuB732/N9VtUp1XQZtIYQQl4/81alCBq2GsGoeLB3Slh7v/q9Uu4dOI0FbXHHMNgc/HTrLkE92uYXsYlsPnmXrwbM8eVsEI7pESOAWVwyVVovGz496X3xO4S+/kPnxx1hSDwJgiGhAtYcexuOmG0GlQlXGOm4hhBBCiMp0zYbtssrOFG+e8s4779CrVy+2bdtGdHQ048aNY9q0aURERDBixAhCQkKIiIigQYMGJCUl4XQ6mTRpEnl5ecTFxTFjxgyysrLc2hISEgCIiYkhKCiIJUuWEBISwkOPDGZHyglOfTGRal0fRxdQy9VHi91B6uk8Wob5I3lFXClOZpsvGLRLmrUxlfBAT3reVOuK2dhPsdlQX2Ba3MXaxLWjOER7tGxJraZNUWmL/sw57XZURqNbqSghhBBCiKp0zQ6nllV25sSJEwBUq1bNVXYmMjKSXr16uR6Xl5eHyWQiLCyM1atXM3HiRAIDAzGZTCQmJrrO/Xubj48PEyZMICkpiYULFxIQEIDDWbTr+FOTpuHZsF2pPipOGDh/e6myYEJcLoVWB+9tTP3HoF1s1sbUK2ZWhmKxYP7lFxSrtXSb1VrUZrFchp6Jy0GlUqH28ECl06HS6Yo+vkKDtmKxoJjNZbdZrXLdCiGEEFepK+NdchUYNWoUnTp1YuzYsWzdupUnn3ySBg0aAHD8+HFX2ZmSCgoKaNeuHW+99RbffPONW5vZbObkyZNs2rSJTZs2lfp+Jd/EZWdnc2fPXvyw7yAjP1qPIz8L89F9mI/uw9dDi0eJUcDiXcolcIsrgRMnq385Xu7zj5wtYNeRzCrsUfkoFgtZn3zKkf4Pcmb2bLfArVitnJk9myP9HyTrk08luIgrimKxkL3iKwp/+aVU4FYsFrI+XYTlzz/luhVCCCGuQtfsNPKyys4MHjwYgKZNm9K5c2emT59OfHw8ycnJpKamMn78eHbs2IHJZCIqKoqaNWuSkJCA0+kkNDSUqVOnsmDBAjp06EBmZqarLTg4mNzcXCZPnkxsbCwajYa5H8zmuz0H0Ud3IKDzI+TtW094s1asebYz2YU2t03TLHaFyV//xtcjO1zOp0wIjmYWYLaVb1S72K4jWdwcHoDmAiWWqlpx0D49bRoAZ2d/AEDQsGEAnJk923Ws+JyAAQ+iNhguQ2+FOE+xWDi3fDmnXk5AZTAQmjgXjxtvRG00olgsZH78Maa330Hl6Un4xwswNGok160QQghxFZHSX1XE6lA4lW2m9+ytmHItbruOO5xOt7JgDYK9WD48Gm+D9l+XU5KyHteGsvYa6NKlC02aNGHp0qX06NHjonsN1K1bl5MnT5KTk4Nara7QXgPe3t48NeoFDoT3QhdQi5xdq3HknsUjIgpjnWYX7POomMYM7VT/sk0nd9rtHO7/IOa9e92OBzz8EABZHy90O2688UbqLl7kWst7rZLXhCubYrGQvXo1J8eNdx0rDtxeUVGcmTsX09vvnG/z9KTuokXo69erUOCW60CAXAfiPCn9JcSldc1OI7/c9Bo1IX5Glg9rT6swf7ddx0uWBbs5POA/B21x7Shrr4GMjAzCw8MJDAws114DO3bsYPz48RXeayAyMpL77r2X4svQGNYcR+4ZVFr9RfvcMMT78q7bVqsJ/3gBxptucjuc9fHCMoN2+McL4DKNwgvholLh2bIlaj8/1yGnxUL6Y0M4+uhjbkEbQB8eji4sFJUEJSGEEOKqIe84q5ArcJdR3qs4cC8b1l6CtnApa6+Bhg0bAnDs2LF/3GsgKSnJra0iew0A6LRq2tYPBEAfXJdqMcOxmY5csL+BXnq6NKn+b37USqNSq1Hp9WUG7pKKg7bKYEAlYVtcZmq9Hl1oKHUXLyoVuPN/+MHtXEPTpoR/+knRJm9y7QohhBBXjWt7HuUVQP9XwC5r5K+4PrEEbVGsrL0Ghg4disPhIDIykqioqIvuNdC6dWsCAwN55ZVXUKvVFdprID09ne/Wr8c3sCaKrg25u79BMefhERF1wf72bxuGzeG87KXrVGo1GAyEzfuIP9u0Bbvd/QStlrD586T0k7iinA/cizncrx9KdnapcwxNmkjQFkIIIa5SEraFuIL07Nmz1LF58+a5fT569GgAFi9e7DqWmJgIXHgt1sCBA10fR0WdD8/jx59fLwqwZMlizDYHC7ceZorB66J97dK0OiNub4jubzeSyrvuvHHjxuzZs4eVK1eyceNGZs+eTWFhITExMezcuZNDhw7RokULevfu7daWlpbG/v37sVgsvPjii3zwwQekpKTQqkULNNu28fOpk2TYbEyuUfN8p+x2zs5NJOiJ4aj0F58WL65Pl/K6nTRpklvboYMH2apRk3vGxJNBwW798r/vPtR6vQRtIYQQ4iokf72FEG6MOg0Pt6/L7Adb0TjEp1R7sLeBZ7s15IMHby4VtKH86847d+5M//796dq1Kzk5Oaxfvx6VSoVer8fX1xeDwYDFYinVtnnzZp5//nmOHz9OYWEhTz/9NP6+vtyWmYllbTJZDgceqtL9OjtnTqmyYEIUu5TX7ZEjR1xtWiD5vfd48GwmJrudbId7CcjT06ZR8PPPF6zDLYQQQogrl4xsCyFKMeg0dG0SQremIfx+MpedhzOx2hUahfjQsVEQNruzzKANRevOU1NTGTt2LOnp6aSlpTF06FDAfd25Xq9n0aJF9O/fH4fDQVBQECNHjmTMmDG88cYbALz44ov06NHDrW3w4MHMmDEDk8mERqPBnJdH9vbtWDKOk26zMTq4Oh9lnsUSHo6vXo8lJcXVt5JlwdQywi1KuJTXLUBQUBBPPv44z957L3ekpPJpfj6ZDgd/X5FRvGlaybJgQgghhLg6SNgWQpRJpy0K081r+xFZyxenE9R/7S9wsQ3Ky7vufPTo0Rw+fJi6desCEBISwptvvknHjh1JTk5m586d6HQ6AgIC3NpsNhuKotC9e3d8fX358vPP6fTXlHlfjZrEs2fJDQggcvky1Go1Rx4eiPmXX1z9K9y1S6bkilIu5XUbHh5O9aAgJg8cSNNff8Wu06HgJNrLi8DISAIffZRTkyfjOHcOOB+4wz9ZiKFxY6m1LYQQQlwlpM72NUJqaAq4fq8DxWIh/bHHKNi+w23XcSgKKsWB2zOqNaGJiddFWLler4WrhWK1Yj99msPxfXGcOQOU2HXcYMB65AiH+/V3bZrm0aIFYQvmF+2mX4FN/uQ6ECDXgThP6mwLcWnJ8I4Q4qqnNhgITUwkYMAAt/JeKrUalcFA+McLCBgw4LoJ2uLKp9br0VavTt2lS9AEBbmX99Jq3cqC/dugLYQQQojLS6aRCyGuCWqDgZCXxoDT6TZNvLgsWMhLYySoiCuKK3B//hkaPz+38l7FZcHqff4Z2pAQCdpCCCHEVUjCtiiTxeZAo1aVWR/cYv+rTda9iiuMSqWCMgKJrNEWVyq1Xo82KAiVVlvqOlXr9Whr1kSl00nQFkIIIa5C8g5UlGK2OVj3+ymyCqzYHYpbm8Xm4Ou9J8gz27ErygW+ghBCiPK6WB1ttV4vQVsIIYS4SknYFm7MNgff/HKCEUt+5t73t7oFbovNwZLtR3nui730fn+rBG4hhBBCCCGEuAAJ28KlOGiP+nIvTiccyyp0BW6H4mTJ9qNMWv0bAIfO5J8P3A4J3EIIIYQQQghRkqzZFm40ahUqoLge3LGsQnq9t5WODYNYuiPd7Vy1WoVapjcKIYQQQgghRCkysi1cjDoNPSJr8HZcC9QlMnTGucJSQTuiujfLh7XHy6AtcxM1IYQQQgghhLieSUoSbi4UuEsqGbQ1FzpJCCGEEEIIIa5jMo38CrNkyRJSUlLw9vZmzZo1tGjRgi5dutCkSROWLl1Kjx492LZtG9HR0YwbN45p06YRERHB008/zblz58jNzaVx48YkJSXhdDqZNGkSeXl5xMXFMWPGDLKystzaEhISAIiJiaFt27YsW7aMTZs2MXPmTMZPnER6ViEedVtiqN3E1cexsU3xNGgkaAshhBBCCCHEBcjI9hUmIyOD2rVrExcXR1RUFGPGjCEjI4Pw8HACAwOZOXMmQ4YMITIykl69erkel5eXR05ODmFhYaxevZqJEycSGBiIyWQiMTHRde7f23x8fJgwYQJJSUns27cPT09PvLx9eG/NHjLywT+6L4WHdrr1cfzK/WTlly4LJoQQQgghhBCiiIxsX2FGjRpFamoqY8eOJT09nbS0NIYOHQrAsWPHMBqN2Gw29Hq96zEFBQW0bduWkJAQkpKS3NrMZjMnT54kPT0ddRl1XEvWb/3uu++w2R18veF/nMttCpQ9cl28S/mK4e0J8NTLmm0hhBBCCCGE+BsJ21eYVatWkZKSgoeHB61atWLKlCkMHToUh8NBZGQkUVFRTJ8+nfj4eJKTk0lNTWX8+PHs3LkTi8XCvffeS2hoKAkJCTidTkJDQ5k6dSoLFiygQ4cOZGZmutqCg4PJzc1l8uTJxMbG0vLm1izdkU76su0EeFdDsRZwbssSIm7uSJ/ODZjz/UGUv7YpPx+4ownw1EngFkIIIYQQQogSJGxfYXr27Fnq2Lx589w+Hz16NACLFy92Hfvggw9ISkoiNjYWnU5HVFSU22MGDhzo+rhk2/jx410fm20Oavl7ENz5IeyKE//ovq7N0Dz1GhqH+PDs53tcgdvPQ4enXiPlv4QQQmC1K6hVYLEr2BwKXgYtdoeCh17eagghhLg+yV9A4WLUaejYMIjZD97MsE93UTfIy23X8R6RNYAWPPv5HprW9OXzx9vhodOglo3ShBDiumVXFByKky93HmPB1sOknM4DwKBVc9eNNXm8UwPCq3li0Gkuc0+FEEKIS6vCYdtisfDTTz9x5MgRCgoKCA4OpmXLltSrV68q+icqmdWuoFKBroxp31a7gkatomPDIOY/0pqb6vi7lfcqLgvmY7yFtvUDJWgLIcR1zq4oZOZZeWDuNtLO5Lu1WewKy3ZnsGx3Bi/0aMygDvUwaCVwCyGEuH6UO2xv2bKF6dOns3r1amw2G35+fnh4eJCZmYnFYqF+/foMGTKEoUOH4uPjU5V9Fv+S1a4wYsnPKE4n7/dv5Ra4rXaFRz/egb+nnrfibqJ13WroNKpS5b2MOg3REUHoNWoJ2kIIcZ2zO5xlBu2/m7rmDwK9DPRsUQujjHALIYS4TpRrV6uePXvywAMPULduXZKTk8nNzeXs2bMcO3aMgoICUlJSGDduHBs2bKBRo0asW7euqvstKqg4aK/99STrfjvF8EW7sf1Vuqs4aG9OOcOqvcd57vO9aNQqNGXsXg5FgVuCthBCXN+sdoUvdqb/Y9AuNi35D7Qa+dshhBDi+lGuke0777yTZcuWodPpymyvX78+9evX5+GHH+a3337jxIkTldpJ8d/YHAqLtx9l7a8nXceKA/dbfW7iycW72ZxyxtW2au9xoiOCuLdlbfRa2WVcCCFEaWo1LNh6pNznn861sPHAaW5vElJq1pQQQghxLSpXknr88ccvGLT/rlmzZnTp0uU/dUpULp1GTf82YfRqUdvt+LrfTnHjy8luQRsgvnWoBG0hhBAXVWh1cNCUV6HHbP7zDBa7o4p6JIQQQlxZ/tVu5OfOnePLL7/k4MGDjB49mmrVqrF7925CQkKoXbv2P38BccnpNGre7HMjAF/tybjgefGtQ0m4J1KCthBCXAWWLFlCSkoK3t7erFmzhhYtWtClSxeaNGnC0qVL6dKlC2vXriUsLIyXX36ZadOmERERwYgRIwgJCSEiIoIGDRqQlJSE0+lk0qRJ5OXlERcXx4wZM8jKynJrS0hIACAmJoYCO2T/tBylMIeAzgMxffU6htpN8WzSAa1PYJn9tdgVnM5L+QwJIYQQl0+FE9Uvv/xCo0aNmDp1KtOmTePcuXMALF++nDFjxlR2/0QlKg7cXZpWL7M9tnkNJveSoC2EEFeLjIwMateuTVxcHFFRUYwZM4aMjAzCw8MJDAzk/fffJyYmhsjISHr16uV6XF5eHiaTibCwMFavXs3EiRMJDAzEZDKRmJjoOvfvbT4+PkyYMIGkpCQ6tI1Cq9XgtJkB0Hj5o9gKUakvvAFaDT8DWplCLoQQ4jpR4ZHtZ599loEDB/LGG2+47ToeGxtLv379KrVz15J/Gn3o0aMH27ZtIzo6mnHjxlV49MFkMrF06VJ27tzJ5MmT3UYfNBqN63EvvjSOHz59m3P5TjwatcNQI8LVRy+9FkVxYlEcZdZDtdoVFKdTdpIVQogrxKhRo0hNTWXs2LGkp6eTlpbG0KFDATh27BhGoxG73e72mIKCAtq1a8egQYOYOHEiGs3513Sz2czJkydJT09HXcYmmSrV+aDsUJz0GzyMTz78AIBq3YbiMOeRt2cNfm3vL+Ox0C8qTOptCyGEuG5UOGzv2LGDOXPmlDpeu3ZtTp48WcYjBJwffejevTuZmZk899xzrFixgu7duxMYGMjMmTNJTExEpVKVGn1Qq9XcfvvtrF69moSEBGbOnInJZOLTTz91nfv1118THx9PWlqaa/ThmWeeYcKECQAkJCTwzrszeHj2Bk5b9Xi37ELOT1+6wna9IC9GdW/MvC1paNQqHm5X1+0NkdWuMGNDCrUDPLi3ZW0J3EIIcQVYtWoVKSkpeHh40KpVK6ZMmcLQoUNxOBxERkbSsmVLJk+eTKtWrUhOTiY1NZXx48ezY8cOTCYTUVFR1KxZk4SEBJxOJ6GhoUydOpUFCxbQoUMHMjMzXW3BwcHk5uYyefJkYmNjWb82Ce3+n3HknsHpsJGzfQWOgmy8mnUus6+3NgwmwFN/aZ8gIYQQ4jKqcNg2GAzk5OSUOv7nn38SHBxcKZ26FpVn9MFms6HXn38jUlmjD1AUlpfsOMqJwCDUHr4U/LEFtcELT72GEF8jS4e0ZdmuY7yx9g/XY4oDd3HQnrUx1dUmgVsIIS6/nj17ljo2b94818c2m417772X0NBQFi9e7DqemJjo9pioqCi3zwcOHFhm2/jx493Oi+kRS9htB3lnXQp+7eIu2M+afkbeeaAFOo0sUxJCCHH9qHDY7tmzJwkJCXz++edAUag7evQoL7zwAvfdd1+ld/Ba8U+jD1FRUUyfPp34+Ph/NfrQrFkzZs2aRURERKnRB8UJfYeN4s8jp/AP9QOngmLJ54G+/Xl/eHcy861sOHDKLWhPSToAwJBbG5QK2mOW7yPAU8dtjavLdEAhhLiOGXQahnWKINDLwDvr/uRsvtWtXaWCjhFBvBvfEm+jFrWs1xZCCHEdUTmdFdsXNDs7m/vvv5+dO3eSm5tLrVq1OHnyJO3atSMpKQkvL6+q6ut/lpOTg5+fH9nZ2fj6+l7u7lQqm81GUlISsbGxZZZps9oVXl79K4t+Ogq47zpuszvIszroO3cbB07muj2uQbB3qdIuLUP9WfxYWwxatbxxusL803Ugrh9yLQi4dNdBodWBTqMi+bdTbEk9g8WuEOJr5ME2YVTz1qNVq9CUMQtLXBryeiCKVdW1cC2/xxbiv6jwyLafnx/r1q1jy5Yt7N27l7y8PFq1akXXrl2ron+ikui1aibefQNQtKlNyfJeOq0Gb2DJkLalArcEbSGEEP/EQ180yynmhhA6NSpaUqZRq2S5kRBCiOvav6qzDRAdHU10dHRl9kVUsZKB++/lvYoD9xdD23Hv+1tJPZ1X6vHNa/tJ0BZCCHFBWrUarUFGsIUQQgj4F2F75MiRREREMHLkSLfjs2bNIjU1lXfffbey+nZd+a+lwerWrcvJkyeZPHkyarW6VGmwrKwst7JhJUuD6XQ6Nm7cyJkzZ3jl1Skov64lJ+00xnot0QfXdfWxRag/Wo1KgrYQQgghhBBC/IMK335etmxZmSPa7du358svv6yUTl2PikuDxcXFERUVxZgxY8jIyCA8PNxVGmzIkCFERkaWKg1mMpkICwtjx44djB8/nsDAQEwmE4mJia5zV69ezcSJE11tPj4+TJgwgaSkJG6++WY0Gg05uXlMXfkzP/3wPahUqDTua3k+2XaE+VvSsNgcl/CZEUIIIYQQQoirT4XD9tmzZ/Hz8yt13NfXlzNnzlRKp65Ho0aNolOnTowdO5atW7fy5JNP0rBhQ8C9NFhJxaXB3nrrLZKSktzaikuDbdq0iU2bNpX6fn8vDfbEiKc4rvjxweZU1B6++Nx8N3l715Z63JSkA3z842EJ3EIIIYQQQghxERWeRh4REcGaNWt48skn3Y5/++231K9fv9I6dr35r6XBWrduTWBgIK+88gpqtbpUabDMzExX2bC/lwZb/tVKvli/jY27/yTgtvZovPzJ2b6cpi2j+GhkB577fK/bpmlTkg5Q08+DmBtCMGhl8xshhBBCCCGE+LsKh+1nn32WJ598EpPJxO233w7Ahg0beOutt2S99n/Qs2fPUsfmzZvn9vno0aMBWLx4setYYmIicOFSDgMHDnR9HBUV5fp4/Pjxro8VxckdsXfRN3Ebe9LP4d/xQbddx78Y2o4+H/zoCtzt6gdK0BZCCCGEEEKIi6hw2B40aBAWi4VXX32VyZMnA1C3bl1mz57NQw89VOkdFJXHbHOgUlEqJKvVKjQqWPJYW/ombkMFbruOe+o1rsAd4KlnwaDWErSFEEIIIYQQ4iL+VemvYcOGMWzYMEwmEx4eHnh7e1d2v0QlM9sc7DySxW/Hc3i4XTiGErVPzTYHm/804e+pY8ljbQHcyntp1Go89fDl0PbotCoJ2kIIIYQQQgjxD/51nW2A4ODgyuqHqELFQXvQ/B1YHQqK08kj7eti0GlcQXvYot04FCeLH23DzeEBpcp7FQVuKfslhBBCCCGEEOVR4d3IT506xYABA6hVqxZarRaNRuP2n7iymG0O9mdku4I2wOvfHmD+1sMAbkEboN+HP/H1Lyew2EvvNi5B+78x2xwoTucF24r/DYQQQgghhBBXvwqPbA8cOJCjR48yfvx4atasWaqElLiy6DQqmtTwpUF1L34/cX5H8de/PcD3f5jYfjjTLeSF+Bpo1yAQFfLvWpnMNgd7j53jo/+lMatfK/RatVvbjwfPsmz3Md55oAU6TYXvgQkhhBBCCCGuMBUO2z/88AP/+9//aNGiRRV05+I2b97Mm2++ya5duzhx4gQrVqygV69el7wfVxONWo2HHr54vD195mx1C9w/Hjrrdm6Ir4EVw6MJ9jag00rgqyzFQfuhj7ZjsSs8+vEOPny4NXqt2hW0h3yyE5vDic3hZFa/lhK4hRBCCCGEuMpV+B19aGgozgtMha1q+fn53HTTTbz33nuX5ftfrYoCt5ovHm9Pkxo+ZZ5T3UeCdlWwOxSOnyt0BW2AzSlnePTjHdgcilvQBlj760nGf7VfppQLIYQQQghxlavwyPa7777Liy++yJw5c6hbt24VdOnC7rjjDu64445L+j0rw5IlS0hJScHb25s1a9bQokULunTpQpMmTVi6dCk9evRg27ZtREdHM27cOKZNm0ZERAQjRowgJCSEiIgIGjRoQFJSEk6nk0mTJpGXl0dcXBwzZswgKyuL1atX8+effxIbG0tCQgIAMTExtG3blmXLlrFp0ybefnc63gfXk7l1N9W6DXPrY7sGgdTwNcq67Eqm1aipE+BJ71a1WbI93XV8c8oZOr2xkdO5FuwlgnWQt57ht0XgUJxo5N9CCCGEEEKIq1aFhzAfeOABNm3aRIMGDfDx8aFatWpu/4nSMjIyqF27NnFxcURFRTFmzBgyMjIIDw8nMDCQmTNnMmTIECIjI92mxefl5WEymQgLC2P16tVMnDiRwMBATCYTiYmJrnNXr17N+PHj8fHxwWQy4ePjw4QJE0hKSmLfvn14enri5e3DxgOn+dmnLSpD6VJtK/ccZ+7/DpW5MZr4b/RaNS/3jKRvVKjb8ePZZuyKE5UKerWoTZ0AI8uHR1PD1+i2plsIIYQQQghx9flXI9tXC4vFgsVicX2ek5MDgM1mw2azXbJ+PPXUU6SmpjJmzBiOHTvGwYMHGTJkCDabjSNHjqDX6ykoKECv1+NwOLDZbGRnZxMVFcXAgQN5+eWX0Wg02Gw2HA4Hubm5ZGRkcOzYMZxOp+sxxT+boiiuc9etW4fN7mDd9z+w3NwMrac/WpUTg6b0NOV3kn9H5XTwYJsw9FJLu1KpgHF3NMapOFjxc8b54yp4rWcTYm+qg91qBa0GldOBzfbXTQ+7FdQacNhBZ/jH71PyOhDXN7kWBMh1IIrIdSCKVdW1INeWEGVTOS/XAuz/SKVS/eMGaZMmTeLll18udXzx4sV4enpWYe/cbd++nePHj3PixAmMRiMPPvggH3zwAZ07dyY3N5eGDRvyww8/0KFDBxYuXEiNGjWIi4tj7ty5VK9enbCwMAICAvj5559xOp3Ex8cDsGHDBpo1a0Zubq5b22effQZAixYtaNy4MQCLFi2if//+bNmyheTkZOLj42natOklew4up82bN7ue+927d1OvXj1uuukmateuzQ8//EDLli35888/adKkCYsWLeKRRx6hZs2azJ07F39/f2rWrEmNGjXYtWsXTqeTvn37UlhYyJtvvsljjz1GXl6eW1vJ51+j0bB//35ycnJ46KGH+Oabb8jIyGDIkCGX+VkRQgghhKgcBQUF9OvXj+zsbHx9fS93d4S4YvynsG02m7FarW7HLtUvWHnCdlkj26GhoZw5c+aaeyGw2WysW7eObt26odPpXMcVxYnVoTB4wQ72ZmQDRZuhLX60LUHeeix2hYfmbeePU0W7lNcJ8ODTwW3x99CivUZ2xH777bcJCAigW7duzJ07l2eeeYaVK1cycOBA5s2bx08//cQHH3yASqVi4cKFtG/fnoiICB599FF8fX3p06cPa9euZdKkSbz33nvExcWxePFivLy86Ny5M59++mmptqeeeopJkyYxadIkpk+fTurBg8Q9OZ6RS3/mxHcLCb5tAK/1bEK3MDWGxb0g7xToPHDGL0EV0rxoyDvnGHxyDxRkgcEX+n8B1SIuOsJ9oetAXH/kWhAg14EoIteBKFZV10JOTg5BQUEStoX4mwpPI8/Pz+eFF17g888/5+zZs6XaHY4rZ82vwWDAYCgdTHQ63TX7x6asn02nOPn4sfb0m7uN49mFfDY0miBvA3qtGr2isHhINH3mbCXPYmfp49EEeOqumaAN8MILL5CamsqkSZNIT0/nmWeeYejQoeh0Ok6cOOGa5aDT6dBoNOh0Omw2G9HR0QwaNIiJEye6jms0GhwOByaTid27d7s9pvj/Wq3W7fMnn3qG0ZNe5/HFe7A5wO5UcXvTmvS6pT6q2W0h50hRRy1mWHwvzgFfofIMhI97QEFmUVuhGZbcB0/vh3Jcu9fyNS4qRq4FAXIdiCJyHYhilX0tyHUlRNkqHLaff/55Nm7cyOzZsxkwYADvvfceGRkZzJkzh9dff70q+uiSl5dHamqq6/O0tDT27NlDtWrVCAsLq9LvfTVTq1UYULN4SFuyC6xU8zK4NuAqWYfbbHfg73FtBW2AVatWkZKSgoeHB61atWLKlCkMHToUh8NBZGQkUVFRTJ8+nfj4eJKTk0lNTWX8+PHs2LEDk8lEVFQUNWvWJCEhAafTSWhoKFOnTmXBggV06NCBzMxMV1twcDC5ublMnjyZ2NhYvvpqJVt3/cKnG/bg17kF+Qd+wHriTzb/7wfy7mmM8d6P0C28E8xFsw6wFaKa3wNUGlDs538IrQHu+4ii1d9CCCGEEEKIK12Fp5GHhYWxcOFCOnfujK+vL7t37yYiIoJPPvmEJUuWkJSUVFV9ZdOmTdx2222ljj/88MMsWLDgHx+fk5ODn5/fNTnFxWazkZSURGxs7AXvLiqKE4fTia6MMO1QFJxOrrmgfSWw2hXeXPsHif87BECwt4Flw9tT08+IRrHiMKW4B+6/0xqg3+cQ2hZ0xot+r/JcB+L6INeCALkORBG5DkSxqroWruX32EL8FxUe2c7MzKR+/fpA0frszMyiaa4dOnRg2LBhF3vof9a5c2eu0v3crghqtQr1BUZGNWoJ2VVFr1UzunvRRnVf/ZzBsuHtqeFrLLrpoTFCcENsD32D7qPbwFHGbp7xS8sVtIUQQgghhBBXjgqH7fr165OWlkZYWBhNmjTh888/JyoqitWrV+Pv718FXRTi0liyZAkpKSl4e3uzZs0aWrRoQZcuXWjSpAlLly6lR48ebNu2jVq1arF//34sFguTJk1ixIgRhISEEBERQXx8PMuWLWPTpk3MnDmTuLg42rdvT1xcHCEnf6Rz3kG2bThHXJ/7mTVrFgcOHGDWu2/x8bIk0jYU0CIEejf9251mCdlCCCGEEEJcdSo8nPnII4+wd+9eAF588UXee+89jEYjzzzzDKNHj670DgpxqWRkZFC7dm3i4uKIiopizJgxZGRkEB4eTmBgIDNnzmTIkCFs3ryZ559/nuPHj5OVlUVeXh4mk4mwsDD27duHp6cnfn5+AISEhJCXl4dWq6VagD9+3h447EWj108++ST+vt6QnY7fjrcwqBUs9jI69mlvOLEXbOZL+GwIIYQQQggh/osKj2w/88wzro+7du3KgQMH2LVrFxEREdx4442V2jkhLqVRo0aRmprK2LFjSU9PJy0tjaFDhwJw7NgxjEYjNpuNwYMHM2PGDEwmExqNhnbt2rl2La9evTpOp5Pt27dz8uRJZs6cSVZWFnPnzuWFF16gd+/evPjii/Tt2xfsFrDkwEfd6F3fAvUNvLjeTN/muqLSX8VLJmyFRSXABqyEmjfJSLcQQgghhBBXgQqH7b8LDw8nPDy8MvoixGVV3l3Le/TogaIodO/eHaPR6LZr+T333APAmTNnqFatGlOmTOHMmTP069eP5ORkdu7c6dqQ5IvlX7E9aRFb2tnJt8HO4w50Wg0MWAFe1WFBrNsu5SztC8/8ermeHiGEEEIIIUQFlCtsz5gxgyFDhmA0GpkxY8ZFzx05cmSldEyIS61nz56ljs2bN8/t8+KlEs2bN3cdS0xMLPW4V155BYCXXnrJ7XhMTIzr4z69e9Gnyy3wUTcoOEtMI0/o/0XRZmgqFTzyLcy/oyhw6zyh71Kk9JcQQgghhBBXh3KF7XfeeYf+/ftjNBp55513LnieSqWSsC1EeWkN4FcHBq+Dj++CXrPddx0PjCgK3J/2hrhPoMaNMoX8XzLbHOg0av44mUt2oRUfo44mNXywK06MOs3l7p4QQgghhLgGlStsp6WllfmxEOI/Kg7cT+0FRXEP01pDUeB+el/pNlEuDkXB5nCS+L9DLNp2lJM55zeZC/LWE986lOGdI9Dr1Gil/J0QQgghhKhEFXp3abPZaNCgAb///ntV9UeI64/WABp92WH6Ym3iopxOJ4VWhd7vb+Wt5D/dgjbAmTwrszYe5K6ZP5BTaMehKJepp0IIIYQQ4lpUobCt0+kwm6X8kBDiymdXnDy2cCe/nci56HmHzuTz4Ic/IevhhRBCCCFEZarwvMknnniCqVOnYreXVRBYCCGuDKmn8/jx0NlynfvbiRy2p51FUZxV3CshhBBCCHG9qHDprx07drBhwwaSk5Np3rw5Xl5ebu3Lly+vtM4JIcS/UWC18+H/DlXoMR/9kEaLsAA81LJhmhBCCCGE+O8qHLb9/f257777qqIvQghRKbRqNb+fyK3QY34/kYtRK5ukCSGEEEKIylHhsD1//vyq6IcQ4hqzZMkSUlJS8Pb2Zs2aNbRo0YIuXbrQpEkTli5dSo8ePdi2bRvR0dGMGzeOadOmERERwYgRIwgJCSEiIoIGDRqQlJSE0+lk0qRJ5OXlERcXx4wZM8jKynJrS0hIAIpqmR87foKU5CTOncvHv2N/FGshppWvU63r4+gCapXZX4fiRKWSddtCCCGEEKJyyDCOEKJKZGRkULt2beLi4oiKimLMmDFkZGQQHh5OYGAgM2fOZMiQIURGRtKrVy/X4/Ly8jCZTISFhbF69WomTpxIYGAgJpOJxMRE17l/b/Px8WHChAkkJSURe9fd3P7AEBRz0eh23t61eDZsd9H+1gv2wmJzVNXTIYQQQgghrjMVHtkG+PLLL/n88885evQoVqvVrW337t2V0jEhxNVt1KhRpKamMnbsWNLT00lLS2Po0KEAHDt2DKPRiM1mQ6/Xux5TUFBAu3btGDRoEBMnTkSjOb9+2mw2c/LkSdLT01GXURO75Ki0QaPG+fMyfFrdhT3HhCM/C3vOGVCpLjiy/XC7umg0MrIt/j2lsBCVTocjp2gHfI2fH06rFbWHx2XumRBCCCEuhwqH7RkzZjB27FgGDhzIypUreeSRRzh48CA7duzgiSeeqIo+CiGuQqtWrSIlJQUPDw9atWrFlClTGDp0KA6Hg8jISKKiopg+fTrx8fEkJyeTmprK+PHj2bFjByaTiaioKGrWrElCQgJOp5PQ0FCmTp3KggUL6NChA5mZma624OBgcnNzmTx5MrGxsbzyymRUBVn45yjk1+tEQOdHyNu3HkOdZmX2tba/B12bVUdbRogX4p8oZjOOc+c4+9E8sr/6CiW3aEaFJiAA//vvo9rAgai9vVEbDJe5p0IIIYS4lFROp7NCtW6aNGnCxIkT6du3Lz4+Puzdu5f69eszYcIEMjMzmTVrVlX19T/LycnBz8+P7OxsfH19L3d3KpXNZiuaPhsbi06nu9zdEZfJlXAd2B0KNsWJCtBr1KjVl2e02K4onMm1cs97P3Aqx3LB86p56Vk2rD11AjzQaa6dsH0lXAvXA8VsJn/bNjKeehqnpezrTO3lReicDzA2b37JA7dcBwLkOhDnVdW1cC2/xxbiv6jwO8ujR4/Svn17ADw8PMj96w7+gAEDWLJkSeX2Tghx1Si0Osg12/hk2xHeSv6DGRtS2HboLA5FuSxrobVqNdW89CSN7EjvVrUx/G2ncZ1GxV031iRpZAdq+xuvqaAt/j3FYsFpt1+4TVFcnzsVBcvBgxwbMfKCQRtAyc/n6GNDsJ88Wen9FeJyszqsWBxlX/8WhwWL/cK/G0IIca2r8DTyGjVqkJmZSXh4OGFhYWzbto2bbrqJtLQ0KjhILoS4BtgdCha7wriv9vPNLyewOs6Hkfc3HaROgAejYxrTo3kNDNpLW8Nar1UT6G3g1V6RJNwTyYbfT3E234q/h44uTUPQa9R46KWutiiiWCxYUlPR16mD2tsbVYk9AxSzGfPvBzA2aggeHqjUapw2G6Z33gGb7R+/trOwENPMmdSc/ApqD2NV/hhCXDJWh5WT+SfZd2YfXcO6YtCen7lhcVg4mnOUo7lHia4VjVEr170Q4vpT4aGc22+/nVWrVgHwyCOP8Mwzz9CtWzceeOAB7r333krvoBDiymaxK/R6bwsrfs5wC9rFjmUV8tRne1j44xHMl2m3bw+9Fm+Dlnta1GZQdD16t6qDn4dOgrZwUSwWLH/8yZEBD3E4vi9KXh5OR9H1qpjNFO79haMPP8zhBwfgLCzEqSg4zp0jf8vWcn+P3LXJOO3/HMyrklNRUC4wCu+02y/YJsTfFQftAd8OYMz/xrDm8BrXKHZx0B64ZiDPbXqOHzJ+wGw3X+YeCyHEpVfusP3111+jKApz585l7NixADzxxBPMmzePpk2bkpCQwOzZs6uso0KIK0+hzcGY5ftIOZ33j+dOSfqdw2fyL0GvxLVGsVpRzGW/UXfabBdsK/fXLw7aAwfiLCjAmpZ2PnDbbBTu/YX0xx7DabVi+f33osBtt1OwYwdUYEaX02bD/Ouv/6mv/4VTUXCazVgOHCj1nDkdDpT8AqyHDkngFv/I6rByquAUA74dQKY5EydOxm8Zz5rDa1Cciito51hzcDgdjPp+lARuIcR1qdzTyHv16kVISAgDBw5k0KBBNGjQAID4+Hji4+OrrINCiCuX1eYgad+Jcp3rdMIH3x/itd7NZURZlJtitXJ23jwMdevh3bkTaqPRre3MrFl4tm6NZ+vWfLZiBSkpKXh7e7NmzRpatGhBly5daNKkCUuXLqVHjx5s27aNxo0bs2fPHlauXMnGjRuZPXcuWTt2cGNWFvvNhRyz2WiSm8ud8X1ZHhTI2fUbaG80csxmJcVixb5jO2/n5fHSnDkoZ0x08fZBcTrZnJ+PEydPBgVf+Oe5TEHWqSg4bTaOPDgAy8GDhCYm4nFjc9RGY1HQzsvncL9+2E+eIGzBxxgaNZTd08UFqVVqvLReeOo8yTRnArgC985TO/nu6HfkWHNc5+vUOgI9Ai9Xd4UQ4rIp98h2Wloajz/+OEuXLqVRo0Z06tSJTz75hMLCwqrsnxDiCmW1K3y2Mx27Uv6RvW/3n+AybU4urkKK1crZDz/izLvTyXjuOfI2fe8akVWsVkzvTufs3ETShz9BwY4dHDt8mNq1axMXF0dUVBRjxowhIyOD8PBwAgMDmTlzJkOGDKFz587079+frl27kpOTw3ebNuHZvDk1RjyJt1qDTqXC6nSSmZrKuq++AocDnUrFzoJChtSvT0GHDmRaLFQPDSXe35+V2dlsys/jiaAg/DUaMi+wwRqArmbNS/TsuXNaLBx5cADm337DabGQ/thjFP6yr2hmwF9B23rwIEp+AUcHPozlzxQZ4RYXpFVr8TX4suiORdTxqeM67sTJV6lfuQVto8bI3Ji5NK3WVNZtCyGuO+UO26GhoUyYMIGDBw+yfv166taty7Bhw6hZsyZDhw5lx44dVdlPIcQVxq4oHM2s2M02i10hu/DyrlkVVwfFaiXrs884M2NG0QGHwxW4AUzvTidz3ryiNpuN9OFP8ET37nRs146xY8eydetWnnzySRo2bAjAsWPHMBqN2P7azGzRokX0798fh8NBUFAQTz37LF9kZPDgtDcZGhjEHxYzDsBfo+XBgAC+PHeOPqGhfN2tK2cLC/Hw8qJG8+asdzrxKedO9vr69THUb1Cpz1N52U+bsGZkuD4vDtyZny5yBe1iSn4B5v37L0c3xVXkQoG7JAnaQojrXYV3Iwe47bbbuO2225g1axZLly5lwYIFtG3blsjISPbu3VvZfRRCXMCSJUvcps02b94cHx8fbrjhBpYtW+aaNhsdHc24ceOYNm0aERERjBgxgpCQECIiImjQoAFJSUk4nU4mTZpEXl4ecXFxzJgxg6ysLLe2hIQEAGJiYrip1S2k/rSezHUbqNZtKIq1ENPK16nW9XF0AbUu2GetlNgS5aBSqfDt1o3Mj+adL5n1V+A++2Ei5v3ua589mjcn+dAhUg8fxsPDg1atWjFlyhSGDh2Kw+EgMjKSqKgopk+fzujRozl8+DB169YFICQkhDfffJNbO3dmp8HABn8/tGdM+Gk0BGk1zMvM5GZPD3wHPYLKaqXHHXfg6+uLw27H1qwZPX/9jWyHg/fPnMEJVNOW/ae12kMDcCoOVFz6ZRTamjWou3gRh/v1R8nOBooC9+mpU0udGzJuLH6975Vp5Fe4v7/+X2jZRHR0NC+99BKxsbEAzJo1i2PHjnH33Xej1+vdXuNLttlsNrflFiX/btxyyy0sWbKEkJAQBj06iHOJ5zgTcAa/KD90AedrN3cO7UyL4BaoVDKlSQhxffpP73p9fHzo0qULt912G/7+/vz222+V1S8hrhlmmwOH4kQpY7q1xe7AoSj/umxeRkaG27TZF154gbNnz5aaNhsZGUmvXr1cj8vLy8NkMhEWFsbq1auZOHEigYGBmEwmEhMTXef+vc3Hx4cJEyaQlJTEH7//RvPwYFQGr6KvuXctng3bXbS/tfyM+HnoLnqOEEuWLGHya68x45NPGO5UeDs/nx/y88iw2fjw9Gn27NzFZ+ey2F6Qz8LMTAZlZRI27yOOnz6NWq3mySefJDIykldeeYW77rqLzp07YzKZ+PLLL7njjjtYvXo1ISEhTJo0CbPZTLVq1UhPT+f0iROk/e8HctPSaGooGoUbERTMY4GB3ObtQ401a3lmyBAef+wxAIaPGMFry5fTtFMnbvTwYHhQEE8EBZX5M/l064b/ffeh1usv2fNYklqvRxcaSt3Fi1D7+V3wvJBxY/Hv00eC9lXg76//F1o2ERkZyT333ON6XKdOnVwzPf7+Gl+yreRyC3D/u7Fw4UICAgJw4CAtO43DymEUi4JK4x6q1x5ey6qDq2RjNCHEdetfhe3CwkIWLlxI586dadiwIUuXLuXZZ5/l8OHDldw9Ia5uZpuD5buPce/7WzDbHW6B22J3sGDLYfom/oTV/u8C96hRo+jUqZNr2uxTTz1Fzb/WhP592myxgoIC2rVrx1tvvcU333zj3l+zmZMnT7Jp0yY2bdpU6vuVHJ34ftNGjIWn4XQK9hwTjvwszEf3YT6674L97d82HFsZ5cGEKKk4RDzQty9R7dvz6vp1nPHwpLZOh79Gw6JzWcT5+RPl6cX90dHcOXw4uRYLGzZsQKVSodfr8fX1xWAwYLFYyMnJYf369a62zZs38/zzz3P8+HEKCwt5+umn8ffx4c6IhlgWLkSnKFjL+H1026X8r7JgKp2OsLlzCOjXD5Wx9DRZtZcXgY89Su2330Klu7w3mtR6PfrwcGq89FKZ7d633061Bx+UoH2V+Pvr/8WWTZTUvHlz3n//ffaXsVTg723Fyy3+/ncjOzubu3rdRUp6Cv0/709QvyACuwSS9b8st69XvGna2sNrJXALIa5LFZpGvm3bNubNm8fnn3+O1Wqld+/erF+/nttuu62q+ifEVas4aL+0ouhNywNztvHZ423x0GmwOhQWbDnMa98eAGDAvO18MigKvVZdoel2q1atIiUlxTVt9uWXX+aee+4hKirKbdpsfHw8ycnJpKamMn78eHbs2IHJZCIqKoqaNWuSkJCA0+kkNDSUqVOnsmDBAjp06EBmZqarLTg4mNzcXCZPnkxsbCxt27bFbHOwee9B9voGE9D5EfL2rcdQp1mZfa3uY+DhduEYdbIT+dWovFNWS+30PXs2hYWFxMTEsHPnTg4dOkSLFi3o3bu3W1taWhr79+/HYrHw4osvMnnyZLp27YpKpWLP3r2YcnNo6eHJSbsNg0qFDdAD3+q09OvbD0VRCAoKYuTIkYwZM4Y33ngDgBdffJEePXq4tQ0ePJgZM2ZgMpnQaDSYc3IoOJbBuaefppuHB908PHjbdJqe/mF43XorOatWuZ6H4sBdd+kS1F5eqLRaVDod1UePovqo5zi34iusqamgUmFo1hS/u+8GRSkVtC/V81lQUMCNN97IjBkzOHjwIDdHRlJt0WI2nDlTauf0/C1byN++w7VLubiy/f31/0LLJuLj41m3bh2KonD//fczd+5czp07x9133+0q3ep0OjEajUyZMsXVBriWW1itVre/G0EhQUybPo3lvy0noG4AZ1afwZHnoHr76jx383N89udnHMs9BpwP3GqVmpjwGAxauZkjhLh+lDtsN2vWjD/++IOWLVvy2muv0a9fP/wuMhVNiOuZzaGQcjrPFbQB9mVk88CcbSwZ0pZF2464gjbA9rRMJq3+ldd631ih79OzZ0/372uzMWLECDp16oTurzf3o0ePBmDx4sWu8xITE90eFxUV5fb5wIEDy2wbP36823lGnYYvPpzBjA0pzNqYinfzrmX2s7qPgc8eb4degvZVq3i0uXv37mRmZvLcc8+xYsUKunfv7pqympiYiEql4oYbbiA/P981otyhQ4cLjjYXt23evJnXX3+dYcOGsXz5cqpVq4anpyfR7drxfO069Nq4iV+AhgYDzY0efJKVyeBqgfy5YQNBgwbjHRbqWnvdsWNHkpOT2blzJzqdjoCAALc2m82Goih0794dX19fvliyhJgbbsC5axdb8vPZby5EZ/QgfPEi9HXr4tHiJk4lTHY9F0peHo68PFQeHhTfGlN7eAAQENcH51+jiSq9HtUF1m9fqufz8ccfp0mTJox44gkmjR/PLStXMeePA4wICubTrEwy7XbXGvPiTdNKlgUTV66/v/4DzCveNPAvxa//n3zyCUlJSfj5+fHS32Y2lHyN/3vbu+++C4Ber3f7u+FQHDRv1Zxj3x7j4LmDVL+7OkaNkTnd5nBj8I30bNCT/t/2dwVuT50nDQMa/vsfVgghrlLlDttdu3ZlyZIl3HTTTVXZHyGuCTqNmkYh3jzTrSHvrEtxHd+XkU2rhHVY/zaVukkNH8bGNsOhKGjUV9cGYnqtmhG3R3Bbk2Dmbj7E+t9P4/hrunx1HwP92oQxKLoeRr0GvWyOdtUaNWoUqampjB07lvT0dNLS0hg6dCjgPmVVr9eX2um7oqPNd911F0ajkZPHjzMqpAaZ8+Zxn78fN3p4Ev7XmufB1Ypq9o4Jrk7Gc89R+623mPTSS24BMSYmxvVx8eZ+xZo3b+76uE/fvihmM7k3NCP6hRe5tXZtwhcvQlenDiq1Gv/77gPgVMJktMHBhC9ZjLZ6ddRlTAtX6XTlmi5+KZ9PtVqN+dw5zixfjl7nvmbcJyYG9a5dbpumSeAW/0Sj1uCl82LhHQt56NuHyMjNYE63OTQLbOa2S3n/b/uTZc5iQY8F1POtJ6PaQojrTrnD9ozi8itCiHIxaDUM7VRU5qdk4C4raH85tD0eevVVF7SLGXQaWoYGMD2+JQ7FSWa+FZ1GTZCPHrvDKVPHrwHlnbJ6oZ2+Kzra/OVnn3GrRkPmvHmcsNnYml/AUauN0d26UePZZzj+/AuldikPmzcPjxY3/as1x2qjEZ+YGGppNBibNkVXp45rMzO1wVC0uZnBiGebKLQhIWUG7Svx+YyJicHT05PVX31FZ08vsNno5OXN+2fO4HVrR5rPmlk0Nb7kLuVWK7bjx/G4qWIzbcT1RaM6H7iPZB+hYUBDV3kvV+COXYSpwERd37oStIUQ1yWV899ug3wVysnJwc/Pj+zsbHx9fS93dyqVzWYjKSmJ2NhY1/RhcWWw2B28s+5PPvj+UKm28EBPvhnRsdKCtlwHl59iNqNSq0GrxWm3A1yWHaiv9mvBabfjyMnhcHxfbEePAuDRqhVh8z5CpdNhP3OGww/EuwK3V3R76sye/Z+fa8VsAbWqzK+jWCygVv/noH0pFV8HPbp2RZWVxeH4vjjOnHHbdVyxWrGlpxcF7pwcar42Bd8ePWRU+xpSla8HDsWBTbGVWUfbrthxOB0YNBK0rxRVdS1cy++xhfgv/lWdbXH9MdscaDUqtGUEQrPNgUatQneFTRGuSA3Syq5BHRQU5KpB+vCgwWz/ZglZO3/HIyIKY4kNxDQqFWo1qJAapFc7xWJBycsj8+OF5H3/PUpBARp/f/zuugv/PvcXhTQJL+Wm0mrR+PpSd+kSDsf3RRsUVBS0DQZUKhXaatWo+9lSDj8Qj6FB/UoJ2gBq44VDwdW8S7dar0dTvTp1ly4hf+uP+N3T0/XzlCwLZv7tN3y6dZNrVZSbRq1Boy579pJWrUUrbzWFENexKysdiSuS2ebgt+M5jF2xv1TZJrPNwc4jWbz6ze9Y7VdWSaeK1CCt7BrUrhqkTliw5TDbCkNw5J5BpXUPA4fO5PPAnG2lyoKJq4vTZsM0axYpHW/l7Ny5WP74A1t6OuZ9+zj12mv82T6anLVri0ZGRbm5AvdnS92CNhStjdZWq0a9L76otKB9rVPr9WirV3cL2iXbdKGhRWu4JWgLIYQQlUJuN4qLKg7a/T/8iUKbA4tN4c0+N6LTqF1Be9D8HVgdCjaHwsS7b0CvvTLu4VRkA6JixbVEBw0axMSJE9Fozt+tL65BnZ6ejrqMEf6SJbuys7MZ9NgQnk54h12/eqMPrku1mOEU/PkjHjUjKJmri3cp/+zxthi1GtRqGeW+migWK6Z33yVz/vwLnuM0mznxwouoNFp8unaRMFMBKq0WtY8PKo2mVFk8lU6HJsD/gjt+VyXFYnEtE1Cp1Kg9PS55H/6Ni92UkBsWQgghROX61+9QTpw4wYgRI/j+++9xOBxER0czffp06tevX5n9E5eR1a5wNLPAFbQBvtqTAcDbD9zkFrQBFv10FB+jllExjdFeAVPKK1KDtLJrUDtR8dpb0/lu7yH8o9uQ/ePnKOY8mrTpzNrx3fh462HeWe++S/nkr3+rcOkvcfnZT5+6aNAu6eTLL+MT062Ke3TtUV8kTF/qoK0UFuJ0KJz7/HMK9/yM02ZHV6c2Af37o69VCzQaVBrZEFCIquZ0OrE4LKXWiitOBbVKjcVukU3ZhBCX3b9+lzJo0CDatGlDQkICVquVWbNm0a9fP7Zt21aZ/ROXkV6rpl6QFx0aBrHut1Ou41/tyeD3Ezmkncl321m7mpeeB1qHoVwhe+5VpAZpVdSgbnXzLUT9dITJX/+OX7s4mtb04YvH2+Op1zC0cwNQnd+lvGWoPxPuvgFFccrI9lVEKSwkc175gjaAkptLzjff4HfXXeUqDyWuLE6bDdP0GWQtXozTanVry/rkUzxuuYU6M6aj8fGRf18hqpDFYWHkdyMZdMMgbgy+EZVKhVFrRHEqWBwWntjwBE+3fJqGAQ1Rq9QSuoUQl025hx+feuop8vPzXZ+npqbywgsv0KxZM1q0aMFTTz3FH3/8USWdFJePTqPm/f6t6NYsxO34H6dySwXtZcPaU9vfiF4rozpQVA7rwTbhjL+rqStoe+jVqNUqV1mwZ7o1pGWoP4uHtMWgUUvQvsqoPTzIXb++Qo/JSfoWp81WRT0SVcVps3F8zEtkLlhQKmgXK9y5k7T77seRn891VOhDiEvK4rAwdN1Qtp/cjtlh5mjuUfaY9mC2m7E4LAxaO4h9pn0UOgpJOZfCgcwDWOyyX4YQ4vIod9iuU6cON998M6tWrQLggQceoE2bNrz44os899xz9OzZk/79+1dZR8XlUxy4uzStXma7v6dOgvYFFAfuVU92KFXeqzhwfz60nQTtq5gjJ6dC5yu5uXCV1lO/XjkdDvI2bybn66//8Vz7iROcnDgRp2yGJ0SlczqdjPnfGPaY9vB257cJ9Ahk0NpBPLH+Cfac3kN6Tjon8k4w8/aZaNVaHk1+lMfWPcaBLAncQojLo9zTyEePHs3999/P8OHDWbBgATNnzqRNmzZs2rQJh8PBG2+8wf3331+Vfb0ulbd8VVRUFFOmTKFRo0Y0bdq0UspXHThwgEOHDtGiRQvu6tmLvK1LOffbKTzqtsRQu4mrj/WDvAkP9EStkrBYFoPuwjcgDHJzolKV9/elcePG7Nmzh5UrV7Jx40Zmz55NYWEhMTEx7Ny503Xd9+7d260tLS2N/fv3Y7FYmDRpErNnz+Zobg7tnKBXqUjKySFQqyXO3/+CfVT7+IByZe3cLy7O6XCQueDjcp+fu+E7FLNZNsITopLZFBtPtXqKu+rfRbBHMI+ve5wca9ENzyc2PME7t73DmvvW8OvZXxm2fhiF9kIAHkt+jA9jPqRxQGOZUi6EuKQqNLxSr149vv32W+677z46derE4cOHmTZtGu+++y59+vQptVOs+O8qUr6qTZs2rsdVRvkqX19fDAYDufmFbNh7iO8O5eIf3ZfCQzvd+rj7aBbPfra3VFkwIS618v6+dO7cmf79+9O1a1dycnJYv349KpUKvV7vuu4tFkupts2bN/P8889z/Phxjhw5wrq1azE2bIROpWJVTja+Gs0/vqj63tEDZD3vVUXJz6dgx47yP8BuJ3vlSpwOR9V1SojrkF6jp6ZXTVpWb4lOrUOtOv+Ka1WsPLPxGd7Z9Y5b0AZQq9ToNXqQt6lCiEuswnMZz549S//+/dmxYwc///wz7dq145dffqmKvgmKyld16tSJsWPHsnXrVp588kkaNmwIuJevKqm4fNVbb73FN99849ZWXL5q06ZNbNq0qdT3K3nDpHfv3jz3/Ius++Ennly0m4tl6a/2ZDD6i18kcIvLqiK/L4sWLaJ///44HA6CgoIYOXIkH374Ib1792bs2LHs3bu3VNvgwYOZMWMGJpMJgOCQEJ6f8wFfnjtHrkMhxseHsw47WX+VhPo7tY8PvnfdhVrC9lXFce5cxR9jOuMqDSaEqDx6jR4vnRchniF8GPMh/gZ/V5tVsbL4wGK3oO2l82JBjwXU86uHQSOj2kKIS6vc08g3bNhAv379MJlM1KpViy+++IJ58+axceNG+vbty5133snLL7+Mh8fVUWv0alHe8lX33Xcfe/bsYeHChUyaNKlSyld98+0a1m3eyre/mvDp4IViLeDcliWE3NCO+Y+1Yf6Ww6V2Ka/mpWPsnc3QyPrjcjH/VVLNWMZUc7PNgYqLT0MX7sr7+zJ69GgOHz5M3bp1AQgJCeHNN9+kY8eOJCcns3PnTnQ6HQEBAW5tNpsNs9XObV26Ur1mHQICg3l30SI63XUXxu+/Z8m5LAoVBb8LlH6qMWG8TCGvBJd6ucCzkyejPXuGMJ0evUpFqtVChs3G5Bo1L9hHlYdR1uaLa1J5f/+io6MZN24c06ZNIyIiglmzZnHs2DHuvvtu9Hq92xK2km02m83t97bksrhbbrmFJUuWEFw9mF739eKtN9+i1qlaFNxYgDWw9MaFErSFEJdbucP2E088wfPPP88TTzzBmjVrePrpp/npp5+47bbb2L17NwkJCbRo0UJ2JK9k5S1fZbPZeO6554iNjUWn01Va+aqYmBicX+xl5Z7j+Ef3de06XifAg9Z1qzF80W5X4A7xNfBox/o4FKeE7XIw2xxsO3QWL4OW5rX93AK32ebguwOnCavmScPq3hK4y6ki5d7effdd17HivQqKxcTElGqz2hVO5ZgxN41lz4kcfpi/nfo3x9G/cwPq+OoxvTud5vPnlxmmVQYDNSZNxCcmBrVB3vD9V8XLBbp3705mZibPPfccK1asoHv37q7lAomJiahUKm644Qby8/NdSwI6dOhwweUCxW2bN2/m9ddfZ9iwYWRlZVGgKChGI23UanIdClkOBx6qiwdpn9tvlxkM4ppU/PtXWFiIxWLB19eXZ599ljvvvBOr1cqUKVNo2bIlDocDPz8//vzzT0aNGsVjjz3Gtm3bWLlyJVu2bOGNN95gxYoVPP/88+Tm5pKbm8vKlStRq9V06NCB+vXr8+677/Lll18SFxfHnj17mDNnDuHh4ThwEPN0DHnGPF7u8TLzV8/nd+V3vCO9MdY5v1dC74a9aRjQEI1K/oYKIS6Pct92P3HiBHfeeSdGo5EePXq4plECGAwGXn31VZYvX14lnRSXj06jZlqfm7inRS238l46jdqtLFiIr4EVw6MJ8jag18pozj8pDtqPLdzJgI9+Yl9GtmuU22xzsOH30zy5eDfxc7eRcjoPi03Wfl4uiuKk0Opg2KJddHxjIx9vPcxPaZlsT8tk6Y50bn1zEy+t+p2gEU/S8PtNBD72GIZGDdHVro0xMpLqL7xAo61b8L3jDgnaleRSLhfQaDS0ad2aqS+9xPd5+aTbbIwOrk6gVkPuBdZkG5o0wfBXf8S1yel04rzALBWnolyw7VpQ/Pu3YMECTp06xa5du7j55psZM2YMaWlpBAcH4+/vz8yZM+ncuTONGjWiV69eNG7cmPfffx9fX19ycnIwGo3s37+f0aNH06xZMxISEvD19eXYsWNs3LiR8ePHc++999KmTRveeustUlJSyMrK4s577mT2l7PJtGVyu9/t/G/n/9iTsgdUoNK63+j/7MBn7DixQ3YiF0JcNuUe2e7Zsyf3338/PXv25IcffiA2NrbUOTfccEOldk5cGYoD95k8C4FeerfyXsWBO6vAir+HXoJ2OZhtDranZfLYwp3YHE5sDicDPvqJTwa34ebwADb8fpoRS3ajOCHPYid+7jY+e7wtEcEywn052BSF+Lk/svdY9gXPWbojnZ1Hsvh6RAeChg8jeOQI0GiK1uw6nRKyK9mlWC6gKArdu3fHaDSya88eztSuTcvQUHJOnyLx7FmyHA68ypomrtEQMuZFnE6n7MV0jXI6nTgtFkzTpxP89NNuv99ORcFpNmOaNYvqzzyD6hqc3VD8+3fLLbdgs9mwWq2sW7eOPn360KlTJx5++GEGDx5M7dq1WbNmDQcPHqRWrVrMnj0bjUbD3XffTfv27Xn11VcpLCzEaDSSnJzMH3/8wQMPPMDIkSO5//77qVu3LtOmTcNoNDJ58mSio6MZMGAA9w25j9zcXOY+PpdnH3wWXbQOBw4CuwVy6otT1HighquvVsXKExue4L0u79GyekvZiVwIccmpnE6nszwnWq1W5syZw4EDB7jpppsYNGgQWm25s/oVIScnBz8/P7Kzs/H19b3c3alUNpuNpKQk1zTyqmBXFLQXWIN4sTbhzmJzcPhsAX3mbCWn8PwGSkadmjub12TFzxkoJX4ra/oZWTE8mkAvPbp/uJlxKa6D64nZ5uCjH9J4c235lscMaBvOmNgmeOov/2ujXAuVy2m348jK4shDD2FNO1zmOSqdjlpvv4V3x45XTNkvuQ4qV3HQPjpoMIW7d+PZJorQuXNRGwyuoH3kwQGYf/sN786dqTNzxhURuKviOigO3cXrt4tvej300EOcOXOGqKgoPvvsM+Lj43nhhReoX78+o0eP5r333uPcuXPcfffdGAwG1qxZg9Pp5Nlnn2XmzJmuto4dO/L000/z7rvvYrVaeeKJJwgNCyW0USiKj8KP63/k6wNfE9QniNNfnUatV+MX7sdzDz3HJ799wjnLOVdf9Wo973d9n5uCb8KovTJ+Ny+XqnpNuJbfYwvxX5Q7bF8LruUXAnlDdXWx2B0cPlM6cP+dK2h769Fp/vlmhlwHlcuhOOkw9TtOZJvLdb63QcuucV2viBkIci1UPqfDAYpCzpo1ZH68EPOvv4LTiTY4GL/776PagAGoPT2vmKANch1UNsVq5ejARyjcvdt1zLNNFKGJiWC3u4J2Me/Onakzayaqyzw4cS1dBzaHjQJ7Aecs53hkzSOYCouWNXrpvJjffT4N/BtwOOcwg9cOdgVuP4Mfn9zxCbW9axeVALuOSdgW4tKq0Ku/1Wrlq6++4scff+TkyZMA1KhRg/bt23PPPfeg11/fL2BClJdBq6FukCdfPN7+goG7okFbVL7fT+SUO2hD0bT/7/80EXNDjX8+WVx1VBoNaDT49uiBb48eoNGAoqDSalHM5isqZIuqoQKMTZu6he2Cn7ZzpG9flEIz1kOH3M433ngjTkWRJQWVSKfR4YknOrWORbGL6J/UnwJ7QdGu4771AAj1DuXT2E95MOlBnDj55I5PqOlVE71Gj0NxYHfaMWgMRWu5VYATmWIuhKgS5Q7bqampdO/enePHj9OmTRtCQkIA+Pnnn/nggw+oU6cO3377LREREVXWWSEqy78tXVKyBEmDBg3cSpfk5eURFxfHjBkzyMrKcmsr3tE6JiaGtm3bsmzZMjZt2sSklxMITEkibf+f+LbuhS6wjquPD7YNJ8hbj1aC9mVzNr90KZl/cjpXNuK51rlNC/5r+YwE7euDSq8n5IXnAchatMh13Pzrb6XODRo5ksBHB6OWgYhKp9Po0Kq1RYH7zkVkW7Kp51sPg9aAQ3FgxYoKFZ/GfopdsXMk5win80/TonoLCh2F/HTiJzrV6cTR3KMMSR7C9Num06RaEwncQohKV+6wPWzYMJo3b87PP/9canpITk4ODz30EE888QRr166t9E4KUdkqUjqoV69ersfl5eWhVqu5/fbbWb16NQkJCcycOROTycSnn37qOvfvbT4+PjzzzDNMmDABLy8vPD098fL2YdsxM0dCY/DI98aed9YtbM/8LoWoetVKlQW7nlzOmyI6nY7ly74ha9M+/Dv0I/fnb7FlHcdQIwLvG7tdsM++xqt7iqYQ4uIuFLhLkqBd9VQqFTqNjiBjENUM1VxBu9BRyMPfPszBcwf5/K7PqeFVg6c3Ps29EffSqFojHvr2IY7kHGFS+0m0rtEarVrLY+seI7FbogRuIUSlK3fY3rJlC9u3by9zHYavry+TJ0+mTZs2ldo5IarKqFGjSE1NZezYsaSnp5OWlsbQoUMB99JBJZdGFBQU0K5dOwYNGsTEiRPRaErUxTabOXnyJOnp6ajL2ChOpTo/ifC7777DaneQvGkLi/OaYS/IxpZ5DL92cW6PMdsU1y7l12vgvpw3RRISEvhu4/foFCsqrR7f1veQtfkTPBtHX7C/WrWKTo2CqvhZEUIUK+8NucaNG7Nnzx5WrlzJxo0bmT17NoWFhcTExLBz504OHTpEixYt6N27t1tbWloa+/fvx2KxMGHCBEaPHo2npyf39OyJz513MnvGdAI1WuL8/V19UhmNBA4eJEH7EtFpim5wlgzaf2b9CcB9q+/juVue47O7PiPPlsdD3z7E4ZzDAEzaOonxbcczr/s8+n7Tl6c2PsXa+2XASAhRucodtv39/Tl8+DCRkZFlth8+fBj/En9shLiSlbd0UHx8PMnJyaSmpjJ+/Hh27NiByWQiKiqKmjVrkpCQgNPpJDQ0lKlTp7JgwQI6dOhAZmamqy04OJjc3FwmT55MbGwsLW5uzfd/mHh1+XZ8VGrOfjsdr6ad8TOf5LkHujAt+Q/XGu7iwL34sbY0q+l73QXuy3lTBODJkU/x3R8mfgecDhs4bKgNnhfsb/cbaqC/zv6NhLicKnJD7oYbbiA/P5+cnBzWr19Phw4d0Ov1+Pr6YjAYsFgspdo2b97M66+/zrBhwzh79ixBQUE8NGAAU6dMgY0b8VVr+PsridNsJn3IENcu5eLScTqdKE73Gudv7XyLozlH+enETxzNPXr+XJw4nA7UKjWeWk/eue2dS91dIcR1oNxh+9FHH+Whhx5i/PjxdOnSxbVm+9SpU2zYsIFXXnmFESNGVFlHxaVhtjlQq3CrpV2yTatWXRNriHv27Fnq2Lx589w+Hz16NACLFy92HUtMTHQ7Jyoqyu3zgQMHltk2fvx418dWu4PGNX1o0GMwZ/Ot1HzoHddmaEHeetrUq0afOT+6AneIr5G6gV5o1dffFjuX86bI6tWr+f3334nwspDla+Tgji14RERdsK++HlrGxDbBKLXmhbhkKnJDbtGiRfTv3x+Hw0FQUBAjR45kzJgxvPHGGwC8+OKL9OjRw61t8ODBzJgxA5PJhMFgoFpAAF8uXQobN5J18hT3BwayPPscWXY7ASV2HC/4absE7ktMo9bgqfVk4R0Leejbh0g9l+pq++LPL0qdP7bNWDrU7sATG57gndveoWFAQwwa+bcSQlSucofthIQEvLy8ePPNN3nuuedcI0BOp5MaNWrwwgsv8Pzzz1dZR0XVM9sc/JqRTU1/D4K9DW41nc02B7uOZNEoxIcAT901EbgvF71WQy0/I8uGt+e+97ei16pdu45rNWrqBnnxxePt6DPnRwI89awYHo2vUXtdPueX86YIwN13343NoXA6x0K8VkV6ZmGZ/Qzy1vPp4DYE+xhKjY4LIapOeW/IjR49msOHD1O3bl0AQkJCePPNN+nYsSPJycns3LkTnU5HQECAW5vNZkNRFLp3746vry8Ou50j8+YRa7GS4+vLknNZFCoK9R57FGduHtlffunqW1HgfpyweR8V7WQvqtzFAndJxUF70NpBTOs0TYK2EKLKVKj01wsvvMALL7xAWlqaW+mvevXqVUnnxKVjtjn45dg5Hpq3HT8PHSuGR7sCt9nm4KdDmTy6cAc1/IwsHxYtgfs/Khm4jVqNW3mvorJgXnw5tD1B3obrNmhfKXQaNSG+BjY+15m1v55k/pbD/H4iBydQP9iLh9rWpVfL2gDoZVRbiEuqIjfk3n33Xdex4s0Qi8XExFywrXnz5q6Phw4Zwhm7nbMfzClq8/BwbYamAtQGg9umaT5du+K026+bsF1yDf2CBQvw9fWlWbNm/P7776jVauLj48nKysJkMrFnzx5uv/127r33Xvr160e7du146KGHXCVmGzVqxLBhw5g4cSI5OTlMnTqVzz//nP3795OVlcXbb7/N+PHjOXbsGK+99hrffPMNx48fp379+owaPYqAjQGkfJlC2Mgw8vblYcu04dPSh/bt2xPfJJ7BawdzIv8EedY8nE7n5X7qhBDXqH/1zrBevXq0a9eOdu3aSdC+BpQM2mabwqkcC/e+vwVTngW7oriCts3hJD2zkN6zt5BVYMPuUP75i4sLKgrcHgR6la6jbdBqCK/mKUH7CqHVqNFq1HS/oQZLHmvLrwk9+C2hB18Nj+beVrXRa9UStIW4Dqj1eoKGDydw6OOA+67jxbuUB/TvD0DI2LH4x/W5rqaRF6+hj4uLo3r16sTFxdGoUSM6depE7969WbJkCWPGjOGGG27A4XAQHx9PZGQkffr04eTJkxiNRnJzc6lbty6BgYEsXbqUqVOnYrFYKCws5NFHHyUgIIC2bdvSuXNn6tSpQ82aNQkLC2Pfvn04HA6qVavGRws+ImlbEsbwopJ8Xo29sGXZUOvU7DXtZcGvC3i1w6uE+oTy5HdPsuf0Hsx282V+9oQQ16IKjWyfOHGC2bNn88MPP3DixAnUajX169enV69eDBw40G0jInF1OVdgw+Y4f2e3OHDf16oOif875NZWYHFQaLXj5yEljv6riwU0g2y0dcX5+40PuREixPWnOHB7tWuPR8sWbruOFwdun+4xeNx003UVtMF9Db2iKKxfvx6r1YrVasVkMtGwYUNsNhvHjh1Dp9Nhs9kACA0N5a677uKXX36hevXqvPHGGwwfPpyQkBCaN29Onz59+P333+natSu33HILWq2WgoICHA4HCxcuZO7cuQQGBvLRvI94cMCDHNEdweZlw5xiJndPLkHdg6j1UC1yduXgUdeDt3a+BcC87vMYtHYQwzcM5/0u79OieguMWuPlfAqFENeYcr9T3LlzJ02bNiUpKQmbzUZKSgo333wzXl5ejBo1iltvvZXc3Nyq7KuoIkadhlsbBTO7fys0JTbhOpVj4f1NB92CdqCXnhXD21PDz0NG8oQQQlyX1Hp9qaBdTKXX49GixXUXtKFoDf3KlSvx8PDAz8+P6OhoDh8+THBwMGPHjkWr1TJy5Ehq1KiBt7c3I0aM4Ndff+Wdd95h+PDhVK9eHZPJRGxsLHq9nrvuuouuXbuycuVKGjVqxJQpU/jyyy9p06YNWq2W3377jc8++4yoqCi8vb158KEHSTGnoIvWofHSoPXT4tXYi9o/1ca61oo++Py/11s732LN4TXM6z4Pb503L/7vRdlzQwhR6co9sv3000/zzDPPMHHiRAA+/fRTZs2axbZt28jKyuL2229n3LhxTJ8+vco6K6pOycA9bNFuHErp9UsStIUQQogiF6ujfb3W2C5rDf0LL7zg+jg+Pt71cfGu8QB79+51fXzHHXe4Pf62225zfdy9e3deeukl1+f79+93fdz7vt5Y7BYGrh3Ib2d/w6uBF1C0GVpsvVjsip3ByYNdm6apVWqqGapRYCvAQ+vB+13fR4WEbSFE5Sp3Ytq9ezcDBgxwfd6vXz92797NqVOnCAgI4I033uDLErtwiquPUaehW7MQ7rqxZpnto7o3ppa/BG0hhBBCXFnUKjUGrYEF3RfQLLAZABPaTaBng548vfFpLA4LC+9YSIR/BGqVmtc6vMbt4bczcetE3u/6PqE+oeg11+dNEiFE1Sn3yHb16tU5ceIE9evXB4rqa9vtdnx9fQFo2LAhmZmZVdPL60DJHTzXrFlDixYt6NKlC02aNGHp0qX06NGDbdu2ER0dzbhx45g2bRoRERGMGDGCkJAQ6taty8mTJ5k8eTJqtZpJkyaRl5dHXFwcM2bMICsri6SkJJxOJ5MmTXLtthoTE4NGoylaHmB30O3BJ5n38kh0tZri2aQDWp9AVx/fWfcnnRoFlyoLJoQQVxq7Q8EJrs0HbX9t6Pj3zQiFENeOkoH7fxn/o1OdTqhVaj7s/iE2xYZWpWXhHQvZdWoXbWu2Ra1S8/EdH2NX7BK0hRBVotzvOnr16sXQoUNZs2YNGzdupH///nTq1AkPDw8A/vjjD2rXrl1lHb3WldzBMyoqijFjxpCRkUF4eDiBgYHMnDmTIUOGEBkZSa9evVyPy8vLw2QyERYWxo4dOxg/fjyBgYGYTCYSExNd565evZqJEye62nx8fJgwYQJJSUmsXr2aF14aR67TyCOzN6Dy9EexFaJSu2/QdTrXQq/3inYpt9llJ3IhxJXH5lCwORSS9p3kgTnbaD5xLZET1xL3wY98/ctxbHYFq7x+CXHNKg7cnUI7YdAa0Gl0Rcc0Blcd7nY122HUGtFr9KhVagnaQogqU+6R7VdeeYUTJ05w991343A4aNeuHZ9++qmrXaVS8dprr1VJJ68HJXfwTE9PJy0tzbWe6dixYxiNRmw2G/oS68AKCgpo164dgwYNYty4cW5fz2w2c/LkSdLT01GrS99TKbkJiN2h8NOhsyzefhRjk7pU6zYUhzkP52/rGDzyWRZsPexaw10cuL96Ipogbz16beXtmG2xO1ChKnOaetGbY2elfr+/cyjOojqp6tJrthyK023zOCFExTkdDpx2e5kbRznt9qI247/fCdhqVziZXUjfxJ/IOFfo1vZz+jl+/uwcr397gMWPtSU0wKNKX0+EEJdPcbgui0atQaOW330hxKVR7rDt7e3NZ599htlsxm634+3t7dYeExNT6Z27nqxatYqUlBQ8PDxo1aoVU6ZMYejQoTgcDiIjI4mKimL69OnEx8eTnJxMamoq48ePZ8eOHZhMJlq3bk1gYCCvvPIKarWa0NBQpk6dyoIFC+jQoQOZmZkkJCTgdDoJDg4mNzeXyZMnExsbi01xsuD9t1HMeagNnmT/+Dl6ex4fvfw0d9zelDb1qrltmqZRq1CrVJW6kYjF7mDBlsOczDEz5o6mboHbaleYsSEFrUbF8M4NquQNss2h8P6mgwzpWB+DVu0WuG0Ohfc2pjKscwMM8uZciH/F6XCgFBRSsGM7Xu3bu4Vqp92OIzcX86+/4nnLLf86cOeabdz3wY+Yci0XPOdUjoU+H/xI0siO1PCT32chhBBCVJ0K1dkGMP6HUQdxYWXt4Dlv3jzXxxabg2eefQ6tRs3ixYtdxxMTEzHbHCh2O+uS1xAbG4tOd77+9cCBA10fR0VFuT4eP3682/dq3TqKR45kMWj+Dhp0e5Dlw4p2HdeoVW67lFf3MbBieDSB3vpKW/tYHLRf+/aA61hx4C4O2rM2prraKjtw2xwKo77Yy8o9x9l04DSLH2vrCtw2h8LwRbtZ99spfjqUyYJBrSVwC1FBxUH7SP9+WFIPUmvq6/h064baaHQF7cPxfbFlZFBnxvRSYbw8Cq0O3kr+86JBu1hmvpU31x7glV6ReOgr/GdQCCGEEKJcKm2nmPfff9+16ZaoXBabgz9P5/Fq0u+l1hqabQ5+OXaOWRtT/tP3MOo03BIewIJBrV1Bu3h0ubgsWOJDN1d60LbaFdbsP+kWtOdvOcxr3/4OUCpov7s+heW7MyptzWXJoA1FU037JW7DYlfcgjbAj4fOMnDeDqx2R6V8byGuB25B+88UUBSOv/AiuevWuQftI0fAbufYyKfI37oVxWyu0PdRqeCrPRnlPv/rX05QRoVDIYQQQohKU2m39JctW0ZaWhoTJkyorC8pOB+04+f8SL7VQaHVQcI9kei1alfQHvDRdnA6eCOqKLyWGNiuEKNOQ6uwANSq0uumjToN7RsEoVGr0GnUrp1+HYoTo859pLd419+y2v5Or1XT44YatKlXjZ/Szu9mP3/LYdbsP8mJbPc33C1D/bmnRW20lbR+2umEsABPt2M/p5+j9+wt+Bp1bn0CCPE1uq13F+KK47BfpM0KKi2UsY9DlVEUnBYzSn6+27HjL7yI+fcD5G7YUBS0XX10YD+bWZSeK2DXkSwKrOW/EWaxK2w9eIZuzWpU6PsIIYQQQpRXpYXtDRs2VNaXEn+x2hXSswpcQRtg6Y50AF6/70ZX0LbYFQx/Zdo5mw8yomuTfz3yfLFwXNxmdyjkmO3cN3srwzs34O6barnabA6Fs3lW7v9gKy/FNuX2JtX/MXAbdBoWDorioXnb3cJtWUG75BTvYnaHgv0Cwd6hOLE5lAv2Qa9VM6JLQwBmlhhB//1Ebqlze7WozZt9bpTSQeLK5bCD+RyoNaD2+FubDfLPgsEHdJ6VHrgvVr5wyeLFdBs3jqRhw7jJYmX6GROjg6vDvHm8cuokQVotYTo9oXo9u1u3xrB3Dy/3ub/c5QsPHDhA8ra9FJzyxLNxe3J2rcaRexaPiCiMdZpdsM+55ovcmBBCCCGE+I8kNVzB9Fo1YdW8uDk8wO340h3p9Jz1gytolxQbWRPFWXVzI4uD9r3vbyHtTD7PL/uF1XuPY7Y5XEH73ve3cCyrkBFLfua7A6cx2/55tKk4cLcKCyizPbK2b5lB2+ZQePnr39iellnq+9gcCi8u+4X9GdkX7UNx4B5xW8QFz5GgLa54xUH7o25F/1lL3DBy2CDfBB92gfk9wFYASuWWv7pY+cKg4GDe/+QTXty8mWb169GlxAabBYqTTLuDmjodO265mSmffkJQSEiFyhf6+vri7+2J02EDwBjWHEfuGVTai5fzCfIue7diIYQQQojKUKGR7b1797Jr1y46d+5M/fr1+fXXX3nvvfdQFIV7772X7t27V1U/r1t6rZoPH27Nox/vYHPKGdfxX45lu53nZ9QBDkKreVR4A6+LjUgtXbqUHj16sG3bNqKjo4tKjEU9yJEcDzLXfYDay5/hv33Pn/d2JOuPn1i6/Sja1g+gWAs5tfJ1hmcN44O4xmz7fj1AqRGp9evXs2HDBvR6PYqikKkP4fjunwi4bTDW43/gUb8VluN/4BtwK/F9evPWW28RERHBiBEjCAquzq4sPTsy9byftoueN9Vk9tuvY7cU0qdPHwK7DWXD3kPMn7WL3i1rM+PNKbzx2quu763RaNxGygyp6zHv3os69Cb0wXXdnqMJdzertKnrQlS6kkE781DRsYX3QJ0XQLFDYRZ82BVyMor+m98DHllTqSPc/1S+0MPTE8Xbm5CxY6F/fwAKFYUWHh709vNjjtFAtWbNXGXBKlK+sHfv3vS8pxfLb+sHgD64LtVihlPw548YapR9E83PQ0e7+oGV8rMLIYQQQpSl3GF7+fLlxMXF4e/vj8ViYcWKFfTp04dbbrkFjUbDnXfeycKFC+nXr19V9ve6VBy4B3+8g/+VCNzFfI1aFg6K4o+dm//VLt3FI1Ldu3cnMzOT5557jhUrVtC9e3cCAwOZOXMmiYmJqFQq7u7Zkxtvbsao5FOcsZpBlY0m7CbeTFxMtVsfpEB9Bq+CbPJ/3Yh3o3aMvbMpm9cnMeXVV5g5c6ZrROqZZ55hwoQJ/Pjjjzz44IMcTc9g4y+HOHhGQR8YhtYnELuHD7m7vqZajxFszVLRol6Ua2O0nNxcdh09xyGfmzCnbce/44N8s/trknf9SerWbzHXvpmNf5ymMLWobeWerxn051E8vbwZ9dyzrr0FEhISmDlzJqmH0nhrwTKsvg3w0JRe9D54wQ4WD2mLQaMusw63EJeV0wGpG84HbYCzB6EORcfXPl8Usv+yZMMeUn5/Au86zVizbsMFb7A1btyYPXv2sHLlSjZu3Mjs2bMpLCwkJiaGnTt3cujQIVq0aEHv3r0ZNmwYGRkZGI1G/Pz8aNq0KSNHjmTq1KkcOXIEh93Og/360f3oUT7JyuKLc+dYEBrGfnMhmQ47TYweNPPz4+UJE0CjqVD5wuTkZH78aTuRdarxp6WA3N1fo5jz8IiIKv1c/eX+m+tgV5z8yy0uhBBCCCH+UbnD9quvvsrLL7/M2LFjWbp0KX369OHZZ591lZB66623ePPNN6+5sF3RUd9p06a5Rl5DQkKIiIigQYMGbiOo5V2H6O3t7fqavv7VUH5ewdkf9uLbuhe6wDquPjau4UP9YC/++Jc/4z+NSBmNRmw2G3q9Ho1ajY9Ry6cPt6DLthuxNOjEuR8WoVKpXTv7Ou1WlIIsbjQ4sGfsR/u3qdclR6TatWtHu+iOvHzP/ZzKs6FY8tF4V8N8dN9f00B1RSNzGh0/pJzhg+8PklCrFm3atGX8vX3p8MAw19eyO52MXLQdft2J6eRxjOE5rraG1b0JC/Qs1RcoWtc9KSmVMzYD1W6+m3Pff0zAbYPczvk5/Rz95m4rCtxI4BZXGK0Bmt0D1jz45ln3tmWDQSmx/4FaQ0Z4b2o3iqJ77N1kZude9AbbDTfcQH5+Pjk5Oaxfv54OHTqg1+vx9fXFYDBgsVjIycnh9OnT3Hbbbdx5550kJiYyZswYjh49SuvWrel2++2MffFF4o6fwFBQSKqvH+k2K3q1moQaNc/37aN5PP1XWbBi5S1fGBMTg9nm4N73t/C7Ie6iT1dEdW+ei2mEh17K+AkhhBCi6pR7/uAff/xB/7+m/j3wwAPk5+e71tIB3HvvvaSmpl7g0Vevi61DLH5TOmTIECIjI92ej7y8PEwmE2FhYaXWGpZ3HWLx17TYHBzOdbLTvxMe9Vphzzvr1scdh7N4efVv//pnXLVqFStXrsTDw4NWrVoxf/585s+fz6ZNm4iMjOT5559n+vTppKenk5yczKefLKSat5E2PlnYd6/AULMRHg1ac27LEpTCXLS+wXz03rv0v+9uunW5nbvuuouEhAQyMzNLjUh5efnQ75EhnMouxFi7KbUemQEOG3VD/HltcCy33j+YnJ2rsOeYKEz7mY8//pjlP2ewa9dOFifOIOHRe6gR2d71vfEKgqj+eNRriTGsOR4NWhOcsprb63lRq0aI2/e+6667mPTyy3yy6Vd+OGZF4+VPzvblGEJv4I7IGgxoF+72PBUHblslr3UVolLojNCiP9z59oXPUWvgvvmMeu19Ot3ejbFjx7J161aefPJJGjYs2iiw5A02gEWLFtG/f38cDgdBQUGMHDmSDz/8kN69ezN27Fj27t1bqm3w4MHMmDEDk8mEyumk8OxZTMuWYcgoGl1/uFo1wvUGAvr1Q1e71vn+lSgLVtHSXwA6jYovh7anY8OgC57Trn4gy4e1r/ByGyGEEEKIiir3yLaPjw9nz56lbt26nDt3Drvdztmz50Pf2bNn8S6x6c21oiKjvsUKCgpo164dgwYNYuLEiWg059/UVWQdIhRt8nXgZA4vbThE7olD2DKPofUL4dyWJah1RgrTdqOvXo+Pj9xE3dtr8vrUN+h5913/abR97969hIeHs2nTJrfR9oyMDF566SXGjRvH0fR0pr4zixZ3DsBakIJHo3b4R/c9/xxY7Ax46GHXLuAXGpFq27Ytzzz3HEM+2cmmP0wA3PHiXBY/1hajTs0gu8JD1WrwU1omwT1H065BIA9GRzCo04cAWO0OYu4w0+v9xpwrsLm+rnfzrgDERIfwXv+nXRub/X007KZWN1Nzy2Fe+/YA/h0fBM5vhuZ0gr9R57ZLebNavqiQUW1xhdIZ4eaBcGIv7PmsdHv0M9AkllXffEtKSorrBtuUKVMYOnQoDoeDyMhIoqKimD59OqNHj+bw4cPUrVsXgJCQEN588006duxIcnIyO3fuRKfTERAQ4NZms9lQFIXu3bvj6+vLssWL6VK9OmTnsDEvl0NWG5a2bQgZ+xJBw4ZyOD4eW8bx8/3U/LtCGRq1Gk+9io8ebs2xrALm/ZDGn6fzcDqdRFT3ZnCHeoQHeqFRqWR2ihBCCCGqXLnf0XTt2pUnnniCESNG8NlnnxETE8OYMWOYP38+KpWK0aNH06FDh6rs62WxatWqcr0pjY+PJzk5mdTUVMaPH8+OHTswmUxERUVRs2ZN11rDiqxDPJh2hJVff8uPpmQ8W97F2W+n49W0M5w5xKOx0aQZIli/Ig/fqHuxpW6levWbWLPvOGkzZvDRhx+iUqlKjbar1Wpuv/12Vq9e7VqvbDKZ+PTTT91G20u2lVxjnZCQwN09e3KuwMadj4wl9/hB9LWbYVr+Cl5Nb8UYfhO6wFCeeulLTjwaj2f2ITrf2vEfQ3+oQ6Fz4zs5m5VNwepXSO82g+zscyQlJdHQ7oB6d/Bb0jwaGWuzeyecOnWK/fv3Y7VamThxEpbtn3Mu24xH3ZYYajdx/cxdm4Zwsc3ZDVoNA6PrAvDatwdK7TpesixY/zZhTLz7hlI1yIX4u/IuP6lVqxb79+/HYrEwadIkt9+N+Ph4li1bxqZNm5g5cyZxcXG0b9+euLg4kpOT3dZLz5o1i2PHjnF3bA/0jgKS3luC3VrALTf9rWO/fQXtn6TnXbGgdn/5nzdvntvno0ePBuDdd991HSu+8VYsJibmgm3Nmzd3fXx///4o99zD4fh4bjt8hL4vv4zfPT1RaTRoAgKou3RpUeA+cZJa06bhc/ttqI3GCj7rRVQqFXqtivrB3rx0Z9O/bo45cQKe+kqrdimEEEII8Y/K/c5j2rRpDBgwgKFDhxIdHc1nn33GuHHjaNasGSqVigYNGvDRRx9VZV8vi549e5Y6dqE3pYsXL3YdS0xMdDun5MgulH8d4oovP2PEkp9Zs/8kNR96Bz8PHV8MbYfj3AmmvPIKnlmpZK6bTbVWdwBQx2DGar/waPvDAwcyceIk9Lrz//TFo+1Hjx6lrFxacrTd5lDIMzsYvmgXWdk5aLwDUalUaP2qE9zhAc79vgWP+jejMvow+Y23+TAxkYjGtcsV+of2CGfRok/x7dULtVrl3nZ3PZbkNmH0qOfOh/6772bEyJEM+eh7ThWq8I/uy7n/feoWtsd9tZ+a/kZa1612wVrbxYE7oro3tzYKdivvVVwW7KZQf25tFCxBW5RLeTcdfP7553n99dcZNmwYWVlZbr8b+/btw9PTEz8/P6BoVDkvLw+tVuu2XhqgU6dOTH39NYxOMytfe5iE9lbe3a4mO9u9agFnU4t2LB+8rqjetvrShE+VRoPa25u6S5eSt2ULPl26uHYdV2m1rsBd+MsveEVH/+ug/XcSroUQQghxOZX7nUhISAjJyclux2bOnMkzzzxDQUEBTZo0QauVNzaVTadRM7NvS0Ys+ZkfD57li6Ht2Ld1A4cPHcTLy5P4OzphatKb5DkJ7Ntno3XLG7m1Q3SZo+3bt28n48QpGjdvQeN6YW6j7a++9hpzEufRqk17mjfPueBo+8njGby78Esy1QH4d+hH9o+fU/jnj9Sr4U/kseWk1m3HOXBtbjZ+xR46N6mO8tfuaRebYq/YrZw5fYo9u3eh/dt6SoNOg67EMafTycsJkzlX93Y2/3oKLjC12+pQGLxgJx8NvOUfA3fHhkFl1tHWa9Xc2ihIgrYot/IuPym5tlmj0bj9blSvXh2n08n27ds5efIkM2fOJCsri7lz5/LCCy8A8OKLL9K3b1+aN2vM+1MnsmL0bWDJAUqE1Xqd4eCa85+fSbmsgbtk0Ha1/RW4vTp0KNUmhBBCCHG1+s/vsurXr18Z/RAXURy4T2abqe5roNG9vdzarXaFU72/ZPeW74iNjUWn05UabXcoCu/O+oA+c7ay9rCNFbE3MSYqCp1GjV1RyDXbWZYbwWdrT7F8eHuioqJcO3eXHG13KAp7N37NfbO3snfLBjR6I7ffGk3j0CCmvDqFx4Y8zn5FIT8oHK86jeni2EXOmRtZv34dhw4d/Mcp9m+88Ua5pthPevllvtn2G2mqTHxuikGxFnBuyxI6d+3OmIfbMnzRbs7mW4uen78C98ono4mo7l1moAYuWjbtQm2K4kStVrn+X5JDUdCo1TidzlJr8cW1rbzLT3r06OFa22w0Gt1+N+655x4Azpw5Q7Vq1ZgyZQpnzpyhX79+buulc3NzmTn9Hc4d+pm7PXJp2khHwvcW7Cod9fz8IPZT2LPQfZfyrMNwcj/UueWShW0oCtwqTdm/SyqtFpXcsBVCCCHENUTldF5sRWuRpUuXEh8fX64vmJ6eztGjR4mOjv7PnatsOTk5+Pn5kZ2dja+v7+XuToXZHUqZpasACswW1q1d4wrbJTkUhUKrQp85W/n9RC4ANXyNrBjenmAfA7kWO/e9v5VDZ/IBCKvmyfLh7fH30F2gVJZCvsVB3JwfGXF7Q7o0re4aMbY7FLILbcTN2caEu5rRpv6FR5P/C5tD4UyuhXvf38rJnKJdi3tE1mBm35YAZGQVct/sra7A3btVbabed+MFg/a/oShOLHaFiat+ZeLdzfDQaVyB26EoFFgdTP76dxLuuQGDVn1JArfNZiMpKanM60Bc42xm+H0VrHgcVCps984n6RBF1wIO2LOoKHBrdND3MwiPLtpQTVzT5DVBgFwHl4LiVLA5bNiddrLMWeg1egKNgdgVOwbtlTNjp6quhav9PbYQVaVcwwizZ8/m5Zdf5pFHHuHuu++madOmbu3Z2dls2bKFTz/9lHXr1l2Ta7evBBcK2sBFQ6TN4WT30Sz+PJXnOnYyx8y9729lUs9mvLHmD1fQBjiaWcD//jxD7I01yrxANGo1Xgb4ZmRHbA7FLUxrNWr8PHQkP3NrqbbKpNOoCfIxsGJ4e+59fystwvyZ2bel63mo5W9k2bD23Dd7K50aB1dZ0O6buI096ef49Xg2nz/eDg+dBidOCqwO+nzwIwdO5pJ6Oo/Fj7W5ZIFbXKd0Rmj61x4TGgPUux0OfXe+rUV/UKnAP1yCthBCVCKrw8ovpl+Y/+t8fsj4AcVZVCK0hlcN4hrF0a9pP/RqPTqN3OgQ4npTrrD9/fffs2rVKmbOnMmYMWPw8vIiJCQEo9FIVlYWJ0+eJCgoiIEDB7J//35CQkKqut+iAow6DVH1qvFev5Y8sfhnHH+tnz6ZY2bop7tLnf9qr0him9e4aB1azV9lyzTq0ucU3xQoq60yFQfur0d2wM9D97eNzTTU8jeS9FRHqnnpKzVoAzicTlfQBvj1eA5xc37k88fboTidrqANsPtoFh/9L40nbo/AaneUmpJePAXd5lAqvZ/iOuMK3E5KvbzrjNCiX1HTlRi0FQUUG5Q1AuSwg1MBrb50mxBCXEY2h413d7/LJ799UqrtZP5JZvw8gy/+/IIFPRYQ7BEsgVuI60y5F8j17NmTnj17cubMGX744QeOHDlCYWEhQUFBtGzZkpYtW5ZZN1pcGYw6DZ0bVy8VuP/u1V6R3H9zHdd06LLWIlvtCnrtlbEWWadRE+CpR1NGzVy9VkOQt7rMtv9KcTrp1izEFbahKHDfOeN/KM6i2QHFHmgdyqAO9Xj8k12MuaMJtfyNrsCtKE7Mdgcjl/zM5HsiCfIxSOAW/01xkLbZSrdpr8CQDUVB214IeafAt457qFYcYM0r+s+rugRuIcQVw2w3s+TAkjKDdkkn8k/wyJpHWNlrJTokbAtxPanwbjRBQUFuZZzE1cOo09C1aQjDOzdg5neppdrjW4cSHxWG4nSSlW9l/Mr9vB3Xwm0tstWucCrHzJSk33nngRZXxNToi4XpqgjaULR7+aMd6wHw5to/XMcPny1wO++B1qFMuvsGHp6/ne1pmew4nMnyYe2p5W9Eq1Zjtjt4YM429mVksz9jKyuGt5fALa4vxUF7/h2QnQ6Dkoumumv1RUHbkgvzYsCcDYPXg3eIBG4hxBVBo9bw4b4Py3Xu8fzjLE9Zzv2N7kevkdcwIa4XsvXrJbJkyRJSUlLw9vZmzZo1tGjRgi5dutCkSROWLl1Kjx492LZtG9HR0YwbN45p06YRERHBiBEjCAkJISIiggYNGpCUlITT6WTSpEnk5eURFxfnKh20dOlSdu7cyeTJk0lISAAgJiYGjUZDUlISDkXh2RfG8k7CGPLUXuj8a+LVrJOrjxv/OE2e2Y7F7uDe97eSca6QB+b+yGdDitYi2xUnp3LM9H5/K6Y8C2fyfuKTwdfvWuQLBe5it4QH8Frv5gz46Ce2p2UCkJlvpffsrSwf1p7qvgZX0Ibz6+jXPXurhG1xfSgZtE/sLTo2L6YocAfUBWt+0eemv36/PuoqgVsIcUWwK3aS05LJseaU+zGLDyzmgcYPVGGvhBBXGnlHf4lkZGRQu3Zt4uLiiIqKYsyYMWRkZBAeHk5gYCAzZ85kyJAhREZGus0cyMvLw2QyERYWxurVq5k4cSKBgYGYTCYSExNd53799dfEx8e72nx8fJgwYQJJSUmsXr2asePH4+3rz11vJHEuOxelYdiCnwABAABJREFUIBuNb3W3Pt7ZvCaocAVtgP0ZOTww90fMdodb0AbYcTiLRxbsuCTP398tWbKEhIQE3n77bWJiYnj++edZu3YtR44cYerUqezdu5c5c+awf/9+evXqRWpq0Uj+iBEjeOWVV1i6dCk7duzg5ZdfZtKkSUDRcx0bG0tqamqptoSEBBISEti2bRsAy5YtY8SIETisVnJ2fEXWutnk/bLOrY8HTXmYrQ6GdmqAvkR4zsy3cvfMH+j29mZX0C7Wt02o1PMW/8hps+Esa5o44LRaL9h2xXFY4dSvYDpw/lhBZlHA/vUr96ANkHsSDm2kaOG5EEJcPlaHlR2nKvYe6EjOESwOSxX1SAhxJZKR7Utk1KhRpKamMnbsWNLT00n7P3tnHh/T9f7x9509e0IkxL7VvhNb7CQoiraprWoppZZSonYaqpa2P0RpUUu/ti6otYqiqF1RqpZYk5BIZN9mu/P7Y2RkJDQIEs779fKSzDkzOXNn5s79nOd5Ps+1awwaNAiA8PBwdDodRqMRjeZ+tCY1NZWGDRvSr18/pkyZgjJTf9r09HQiIyMJCwvLtlY+c6RZtlhITjex9MA1Uou4oy1aEefqbYg/uJq2LZtyIDQGs2zhj0sxfNiiHG/XLcbc3Zdt9z8XkYj//+0nKd1EQtr9i3iVQmJAk9LoTc/OdfxhZGxeBAQEEBsby6hRo9i4cSMBAQG2zYslS5YgSVKWzQuFQkHLli3ZsmULwcHBhISEEB0dzapVq2xzHxxzcXFh5MiRTJ48GScnJxwdHXFxdcWsUPGHxhe0J3CsYN/uLi7VSJ/lx1jRz5fv3qtL/5UnMJitDqVJehNJepPd/JFtyjOoWdlHGtMJBBajkfDhHyGpVBT96kukTK1bZIOBsIEfoPb2xnPK5Be4yhyi1kHh6tDjJ1jzNpjuXYSmxsKG97PObzcbqgdmb6ImEAheOZ40a3DBggWEh4fTsWNHNBqNXdZg5jGj0cjp06fZtGkTe/futcs2rFKjCnuX7SXWHItHUw8if4hEoVHgWscVh1IOD12zSTY9dEwgELx8CLH9nNi8eTOXL1/GwcGB2rVrM2PGDAYNGoTZbKZq1ar4+voyb948unXrxs6dOwkNDWXSpEkcP36c6OhofH19KVKkCMHBwVgsFooXL86sWbNYsWIFfn5+VK5cmQULFlCuXDkKFSpEUlIS06ZNo3379hhlC0ETJnM3Nhbn8h4Ybl8iMTWB/p1b81U/X3acu82QNae4Ep1M98VHWDuwAZIk8X+7LtnWHx6XZvd8VAqJxb3r0Kis53MX2vBiNy/27NmDWZY5cvQYnWZv5WqSBGYjCq1jlvtFJxtIM5ipUtSN796rS58Vx7M1p/uoVTkhtAX/SYbQTt67F4CIj0fZBHeG0E69l31hViqhvu+LXG7OUOugeP2sgvtB2s2GOu/lXZM3gUDw3HnSjfdmzZoxa9YsdDodmzZtsttczzzWuHFjqlSpQkqKtT1q5g37tavX4l3Qm9DoUMzJZlQuKtwbuxOzPeahYttB5YCT2ul5HBqBQJBHeGqxfe3aNYoXL45KJXT7o+jUqVOW25YtW2b3e1BQEABr1qyx3bZkyRK7Ob6+9hfPffr0AaBkyZK88847tG/fHoBJkybZzatXz5fe12Ppv+IEBdsN57POVXmzTjEAO5fyK9HJ/B0ez6BmZbBYLHYR7gwUEi9UaEPONy8cHBxYvHgxq1evxmKxcOfOHQ4dOkTjxo05c+YMH374IWFhYbRo0YKLFy/SsGFDmjdvzvjx42nVqhUeHh40aNCAzZs3s2nTJj7//HOqVq3K22+/TWi6E8Yr10k8tgHpXqSt4u3fsFjgb0tJKtaoQy/v27zZewCvfzAB6fwOkg8cRipZB12xynbPp1Ulb5EZK3gkFpOJ2NWrbUIbIGnXLiI+HkWRz6YTPvwjm9AGSNi2Der7IhsMoM7j7rdqHZRsBC0mwq5JWcerB4LvAJBEicXTkGYw46BRkmY0o1ZIyBbr+VwlPCIE+ZQn2XgHqFatGgsXLmTjxo1ZHjPzWJ06dVi9ejU9e/bMsmGfkpzC5OGTaf1Ja5BA6awk8UQiCoeHf546lOmAQTbgoHh45FsgELxcPLVCrlChAmfOnKFSpUq5sZ5XnidNiRoxYgTx8fEkJSVRoUKFbI3U5nz5f4yureS3HTv5d9tRdA2CbUZqzVq2YkQNJX8dPcj27/6gycyZxB7bTNy+oziU87UThy46NfVLF7SrQ37e5HTz4osvvuCjjz4iICCAb775xrbr3a9fP5YuXcqRI0fYvHmzbdfbz8+PcuXK4eTkRJEiRXjnnXfYsmULe/bsISQkhLJly7JkyRI6dHqDlp4V+WzutxR6YyyJJ7cwrFEh5EslGT5iBO8MHMmIxs34eX8qFrUDA5uWodM+d1Jio3Apm9XYqc/y4/z4QUOKeejQqfPPxpWst0YhFdqsab1yejpIUrZjgsdHUqko0LMn6X+fJXH7dtvtSbt2kbRrV5b57m+/BYBCk3MjsZyef3x8fDh37hx6vZ6pU6fapVZ269aN9evXs2/fPkJCQggMDKRRo0YEBgayc+dOrl69Ss2aNenatSsLFizgwoULLJg/j327f+P0ki/YdDKFve89EPkJ3Q13r4B7CZFC/oRExKXx3aGbbDwVQfK9Epaaxd3p17g07aoVRiGBUrTvFOQzniRrMCgoiK+//pr4+Hg6duxIpUqVbFmDOp2OGTNm2MYArl+/TqlSpTAYDHbZhj4+PqxetprCUmFMTiaQwZxqxr2xe7ZrVUgK+lTpg4NKCG2B4FUix1f1Xbt2zfZ2s9nM8OHDcXFxAWDDhg25s7JXlKepRU5MTLQZqWVXi6xVK7n+135WL/yCJd8szFKLPH7SFOaHneP6tWtEJqSz/pYb5qQYpAdcfxPSjHYu5QazjEKS8qSx17NMN2/STEHzCoU4DfhX9uaduiX4+aoSrUpJFR9X/jpykLsRd1HevcpbX23nhsWTAv4fknrpMNrC5ezWGZtiIPDbw6wf3Iii7pKtD3deRtbr0V+6TNrp07gHvm0nquX0dNL+Posx7Caur7+OQidSf3MDSa3GZ9ZMADvB/SAePbpT4OOPIRsR/ihyev4ZM2YMM2fOZPDgwcTFxdmlVp49exZHR0fc3NwA8Pb2Jjk5GZVKhaurK1qtFv29TZqhQ4cyccJ40CfRPDSYKqXjSInN5mspwzSt386XTnCbZcsza1EIYDCaAWg3fz9pJvu/czosnuHrTlHpDxfWDmiAi04lBLcgX/GkWYPjx4+3m5M5a/DBsblz5wKg0WiyZBvWqVuHccZxdNvaDanloz/HE+pPwNvR+5FzBALBy0eOxfYvv/xC06ZNKV26dJYxZ2dn24WV4Ol4UnHYoEEDvL292b59u93Yg7XIKqXCLvU7cy2yTq1kxIiRfD7nK7ouPESKs89DxWGGS/kPAxtyOyGNLWduM6RFuTwnuJ91rXy1atVYt3ErHm4qivkUttXKd+zQgbr16qFSKqncvg/JMQaS/tqAnJ6MQzlfPmxelte8XRjz898207TYFANvLTrEvqDmeV5sZwjtm33eQ05JxWIy4dGjOwqt1ia0wwYMwGIwgGzBtWMHIbhziQzBbU5KIuXAgSzjrh064D1uHE9iwZPT80///v1tLQeVSqXd5pSXlxcWi4Vjx44RGRlJSEgIcXFxLF68mE8++QSAsWPH0r17dzCbwGSwuY6vPmukZ/V7Ke+vtbU6j2c2TXsJBLdZtmAyy9xNMbD73yhS9Wa8XbW0rVoEAAdN7n32041mdl+4A0A2VhE2/r2dRLfFR9g81A+RUS4Q5ByFpMBR5cgPHX7g00Of8vvN3zFZ7M++xV2KM7LOSJoWa4pWmT/PWwKB4MnJsdhes2YNQUFBvPfee/Tt29d2+6pVq/jss8+oXLnyI+4tyClPKg5PnDiBXq+nS5cuFC9e/KHiMDY21jb2oJHali1bOH32Hxb9+heauiVJ+msrcnoyzq/VZ85b1bkWk8LCfVdsaz0XkUjvZcdYP7gRx67/g/n3ywxvVd4muA0mq4h8UIBbLBYMJhnpOUTDn3WtfLly5ahfv76tL/aDtfLpRjP/W/QVvZYeQ9EwEICPWpXn3YYluR2fzsJetflw1V82wT20ZbkXmp6fE2S9HsPVqzahDXBn1iwACvbtc19o34te3p48GVQqXNu3e6lSynOacl2hQgU7N9tFixaRlpaGv78/J06csEurzjx27do1W6r25MmTCQoKwtHRkc6dO3Pz2jX+PHqU1JhohnkWsluXOSHhISv+b3J6/mnbti2yLBMQEIBOp7PbnHrjjTcAiImJoUCBAsyYMYOYmBh69OjBzp07OXHiBOp7NeQ//fgDx478yZ9xV2jsA9fjLZRyV1jN0Op/AFf3wZrA+4I7LQ5unQb34k/8HF8k6UYz12JSmLb1PIeu3LUbG7/xHJ1q+jDp9cro1IpcqaNWKxV8ufMSo3JQ5XUhMolNpyPoXKuo7XwmEAj+G5VChbPamel+05lknsQvob9wJ/UOGqUGv6J+1CxUE5PFJIS2QPCKIlkslhzbMl2/fp1evXrh7e3N0qVL8fDwQK1Wc+bMmXwhthMTE3FzcyMhIQFXV9cXvZxcxWg0sn37dtq3b2+7kH0S9EYza4/dZOqW84DVdXxBj9qULOhIIRctq47csJmmaVUKlvSui6NGyXvLjpFiMDMmoAIDm5ZBtsD7K48jSRJLete1iWqLxYLeJPPud0cp4KQlpHutPBcNz23SjWb+uZVAr6XHGNi0DO82LEn3xUeISkznf/3rk5Bm5P2VJxjXviI9fEugfQrTudx6HzwKi9mMnJrGjR490F+2N9Bzbt6clMOHbUIbQOHmRqk1q1EXL/5Y9cN5nS+++AIPD49H+gFklHxER0ezePFihg0bRt++ffHz8+P111/n3Llz/Pvvv5QpU4bXX3/dbmzJkiW2VO3PPvuMpUuX8t577zFzxgxGJaeQfPgwM+5EMdG7cJa1ubRpg9esmfy6a9czfS/kCsZ0iDoHKzuCMdXeddyYDmFHrILbbIA3FkGVLlZDtXyG3mjmVFg87y07hv7eRmR2lPZ0YtOQxjhrVSieIr3c2s4xmsH/O8ZsXzNjjinRmx/9eJWLuLJ5aGOb0JdlCwaztbWjwSSjUSlIM5hw0OQfXwmBlefx3SCwYjQbMVvMSJKEWqFGkceMHZ/Ve+FlvsYWCJ6Gx/rGLFWqFPv37+fTTz+lRo0atgtJwcuDVq2ku28JAD7b/i/fvluHkgWc6LroEF4uWtYObADAon1XbEK7z/LjpBjMFHTS8HadYjahvf9yDAADvj/Bkt51USslm9A+fj0OgGFrTz0zwf2kZnOZzZ7Kli2brdnc/PnziYuLsxvLMJvz9/dHrVazd+9eYmJiCJ4+A53FSJEj/0fjt/6P7ouPcPlOMgDvfneUbcObsC+oOQWdNE8ltJ8XklKJwtGBkmvWZBHcyfv22c19WYU2PF7JR4abrdlsxtPTk+HDhzNu3Dhmz54NWNOq27ZtazeWOVVbq9VSsGBBflq3DunAQVLS0/nm7l16engAIDk6YklNta0tadcua+uvFs2f92F5fNQ68K4K722B22egVs/77b3UOijewNoWLPE2VOmcL4U2gMEs03/F8UcKbYBrMSkMXn2S5X180TyF2NabzOy5l0KeU87fTkRvklEpFZjMMsevx7H04FX2XYzGLFvQqhR0qF6EgU3LUtrT6aXfKBUIngS1Uo0asaEhEAisPPb2tEKh4NNPP6VNmzb07t0bs9n8LNYleIFkCO7Wlb3xdNYiSdaIx+Grd219uLvUKkp0kp4+y4+TrDdR0EnD+sGNcHfSsProDZvQBvjjUjQDvj/B7LeqM3TNXzahDfDbP5FsPhNBpxpFc/3CLbPZU1R0DMM+GsmWTb/QrGXr/zSbyzB7epjZHJBlLLPZXHBwMPv37ycxKZmQ3y8z+8uvaFe7GSN/OEWE7G77W4npJl6ff4AVfX3xdM4/YvRRgjuDl1loQ85TroOCgmxutmA1DJszZw5NmjSxS6v28PCwGzMajbZUbVdXV8xGI1F//km7pCQWJiYSbTLxV2oatd57j8ITJ3IraIy9S/nevdCief5p/eVdFQpXzdpHO6MPd8bP+YiMDT+tgyMrfvyFWwpvdCVroC5YnJR/9+NQpjb6WxfRFq1E/IFVeLToh9rDhy2LPmP81VrUrV75iTf8boTf4o/1e4gJvwu+3bjz27dYHN1RuxfBqXKzh67ZYJbRmGQGrz7J7n/txbreJLP+rwjW/xVBf79SjG1XSaScCwQCgUDwCJ44F8zPz4+///6bK1euUK5cuf++gyBfoVUrKeLmYHPJXdGvHu8tO8aRq7F0X3yEPo1K8fmvF0jWm/BwVLN+cCN83HWolQp6+Jbkwu0k1h0Psz3eH5eiqT/j9yx/Z0CT0s9EaAOMGjWKfy9eYmTQWE6ev8zP+/6icss3Mey/yq1rN1BptE/sRK7IxrH3wSyPIcM+InDYJDZvOkx64l1+2nIRXcnq1PF/EwmJi1FJgFVwd110iCHNy/JR69ce+1hkjuD/+uuvODs7o1KpqFq1aq7XDk+dOtWuldPRQ4c4odFwMfI20woXsVuXU6NGaEqXRnpJ3Y0fxw8gw80WsAmiDPz9/R86Vq1aNdvPg4cMwTJwIJHTplHyx58AcO/ejcLjxyMplVlcygv0eY8rPF7rrxfKo4R0PhPZGWRs+LXx9+frHadxrdaRtEuHcChTB4WDC0knt1Kg7TAkScKxfAPb/WRDOgfPXaV9QOsn3vAbP2kK1xwrcm6y1ZRONqZhSZVQlqjx0PWqlRJOGhXTt53PIrQf5LuD13HUqBjSopyd6aZAIBAIBIL75Fhsp6WlsWvXLlq0aGFr8+Xs7EyNGjVITExkx44dBAQEoH2JDJDyAjlNhfb19WXGjBm89tprVKpUKVdSoaOiojh37hwGg4EJk6Zw7YfpJFKUfyv6MeFeGjRAFR83ShZ0tIlNjUpB8BtVAewE94MMaFKaoICKz0Rom8wy6zdu4ouf9nHh0l0U2qK4+/Vm75avOX4tBtLNvNGmI1/+31x69ej+RE7k/2U2988/57l49TqqWo3waN6X5LO7qVmvAZuG+IEEPRYf4VRYvG3NJ2/G8SRVGZkj+NHR0VStWpVbt27x+uuvZ4ngV6lShZSUFBITE9m9ezd+fn5oNBq7lkwPju3fv9+uzVNGKyeFyQThEYTt/wOHbGrSkn79ldjq1W0u5YKnR1KrKZxhwqdUWoX2vah15rZg6mJFcRs4EHbvflFLFXC/1GDixIncCT2LMjIcl5rtAO61VVSDbALl/cwD2ZiOtmhFKnTqwa/bN+OgvT/2OBt+WpWC6ANrca/7Onq9Hl3Riuiq+hN/cDW6Ytk7prWtUhi9ycz3R27k6Pl9+8dVBjQpI8S2QCAQCAQPIcdie/HixWzevDnbaI6rqyvz588nLCyMIUOG5OoCX3Vy2vfWZDJRv3592/1yKxW6Y8eODBk2nKPX7nIxQQmOaUgK+wurg6ExTNn8DxNfr2wTzhqVgumdqxKXauS3fyKzPK83axdlTNuKzywF0WCWWXqzANGl/SlY+n7k0LP9CNvPv90w06R8Mwr7FH0iJ/IHxx50Iu/YsSMfjzbTZ/lxDl25i1/7t1g7oAHae8dozcAGNsHdoEwBVvbzfaLjkbl2+ObNmxw6dIipU6cCuV87rFQqCQkJ4e7t2yz87DMMG38hqEBBvou9S5LZjIvS/r2R4VIuBHfukVlwSw+kh2cIbovFgln4adjxIjwcLly4gKenJzdv3MBi0uNYrj7JZ3eTePwXJKUabbHKJJ7YjFOlpqRdO4Ux7jbujbphuH2Jf379nvbd21C6RLEn2vALDg4m8e4dCutNKBSepN++jCE5EW2R1x56jAY0LcPuf6PIqW2qwSyz+ugN+jYuLQS3QPCCSDOmoVaqkZAwykbUCjVKhfg8CgR5hRyL7dWrV2cRE5kZMWIEwcHBQmznIkazzNCPRhJ+41oWEyaDSeb6jZs2IZU5orFixQru3r1L5cqV6dWrF4ULF6Zx48bExsby1VdfERkZyT///MPt27f54Ycf6N27NwDjxo3j1q1bFClShFu3bjF16lT27t3HwPGf03fxAfRxt3Cv2or4P9ehdHQFLLj79ST+z7XM/xPCL7ajfTlHLv57Hr1ez/hJUziybS2Jd+LRla6FplAp2xpvxafn+ILucUkzmJix/YLNhOxRHLgcw7pjN3mnXvFn0ttao1Kyom89Zv56gaCAimhVCpvDsBYFawY2YM6OC3zSriLaJ/z7mWuHa9WqRaNGjVi5ciWSJOV67bBOp+Oz4GCiLl+m6ZGjXLXILLl7lzizGRcPD3wmTeTu4iV2Ndx3Zs1C4aDDrWvX/JPSnMd5UGQ/OCYBZqPx+S0oH5DTjcvc9HBYs2YNkydPZsjQodxe8RuxFgue7UcQs20uCq0DGu9ytihzoU5Btr9ZsN1werUuzxvNyqJTK59ow69BgwaYZZnbcamcPPg7hdsPe6Qb+aBmZahQ2IUR60491nHdfymG9xqVeqz7CASCp8ckm7gSf4WV/6zk3N1zmGUzRV2K0q1CN5oWa4pskdEoxXeuQPCiybHYvnz5MjVqPLzWq3r16lzOxiRJ8GQYzTKxKQZ++HkDqTERdiZMAwd+wK24FLxKlue9vn7MmzePN998k9OnT/P999/j5uZGfHw80dHR1K1bl4EDB7JgwQJq1apF2bJliY6OZvDgwTRp0gSz2UxISAgFChTAbDYTFxfH77//jizLyBYLaQYDkxasIi45DUmpJunkFnQaNVtWzmPVsm85YE4lUeOAa73ObNi0iqpTpxI0piMfjRhBtwV7CD11GG2xykhKe3Fw+Opdm0t5bqeRKySJjX+F53j+ikM36F6/RK6uITMalZJJHSpjsWDXykehkNCiYFKHyk/l6p852ySjpceSJUvsWnrkZu3w+IkTsej13Oj9HlXOnrU+l3tmaJqSJXFu3sLONE3p6YmTn98TPz+BIDd4HPf4DHLLw6Fzl65IpRvQf8hIHMrXR1u0Is7V22Sb0p1y/g/M8bdIdq9Op9m7nzoCH/TJONLS0kjcNBdF4/7I6cmkXTlBxmZp2pEfqF+mAI1dArl84V9OLJmAS/O+qD18SDq1HYtRn2WzNDPpRjMKkUUhEDw3ZIuM3qznoz0fcfj2Ybuxm0k3OXzrMIWdCvNN628o5lJM9PcWCF4wOVY5JpOJ6Ojoh45HR0djMplyZVGvOhlCu8vXf/LN9QK06z6AuSFf88UXX4BCRfBXXzPnbyVLI7ywOHoyfOTHFC9enFGjRhEcHMzYsWNZtmwZUVFRxMTEsHz5ckaNGsWUKVNsF5U9e/akXLlylClThmHDhhEUFETDhg05cOAAXl5eFCtWjPETJ9Opy1v8OHMEDuZUJJWWAmWr06tlTWqV8KCImwPL+9TD6V7PVWetij4NSzJ9+nSuFWrMyRuxKBxccanTkeQzv1HAyX6HNcOl3PAfrXAel98v3CHFkHOX/CvRydyISf3viU+BJEnZ9sxVKKR81z5PUiiQtFpKfr8SXbVqdq7jkkplcynXli+P0tOTUuvWovLyElFtwQtl8+bNbNq0ybZxuXz5cpYvX86+ffuoWrUqY8aMYd68eYSFhbFz505WrFiBUqnk+PHjzJo1C19fXzp06EBwcDCxsbG2lG5/f3+aN29uN/ZgSvfe33fz768rcXXSISmUGG5fIvHIz9mmdJuS7uJbpRzd3nkHX19fxo0bR0REBCVLlrRF4AcOHEjVqlWzROCjo6MpUaIEW7ZsYcqUKRQsWJCEuLvs2rWLCYPf5ft+vrymv0S3QR9Ts1xxJrUqyugONfnhmy/ZtXMHlatUoUjNJgDI+lTSr58GScqyWZoZTxctsvyM0pQEAkEWTLKJ9397P4vQzkxkSiTvbn+XO6l3MMuia5BA8CLJcWS7SpUq7N69mzp16mQ7vnPnTqpUqZJrC3tVySy0byWkA9B9yRHWDmhAFR9XIhPT6brwT2KSDQC89e0hfv6gEUVd718M5bQlUbdu3R5qDFagkBcDRoxl+9nbVGz1Nie3LMd/cDALP+4BhmT6DPuEXecjqdOuO2/X9GTLmQ2EjHufuXNmcvDvy5xJj8Olhj9KJ3cSj22gU0BLVk5szfgNZ7O4lG8/e5v21YrkSoTbYrFwKyHtse8Xk6ynrJfzU//9VwVJoYB7gtsUFYXKx8cmpjO3BTMnJqAqVEgIbcEL53Hc45+Fh0PLVq3p82E6b39zGKnd8Iev890P+KSRO9OmTs61CHxcXBwHDxxAp9XSqGxBJr5dg0XRB2hXrQg//qPAQWOdbzDJ1CnhwR+JYLHIts3S+D9W4tGiX7brDaxbDK2o1xYIngsGs4ENlzfwd8zf/zk3yZjEZ0c+Y16LeaKGWyB4geRYbPfr14+PP/6YKlWq0KFDB7uxLVu28Nlnn/HVV1/l+gJfNcyyhbvJBhLT72cJpBrMdF9yhCEtyrH8z2s2oQ2QZjBzOyENn0xi+2kvKtONZvZdvMMhtxa4NLIQ9PPfzHmrOkeWT0OpkNj2922OerTApREMXXuKBT0+JHhqIbQqBR3bNON/q1az4tfDnDq2Ef2ti9StXZN3GpQh7OZNXC9tp2Whsmza9QfaopUoeGEjr/X5Go1KkSUNcsvWbSgkshgRxcbGsnXbdtvYgw7qu3YcJP7vCNyb9CTx5BbMSXdxKOeLrljlhx73jItNQc7JENyZhbZt7J7glrSa5yq0LbIMsozFbM5iyGYxm8FiyXZMIHjWqJQKCrvp+G1EUxbuC+XHE2HEpd6vq3/N25m+jUqjvf0Xv2478FSbpQ92UXjvvfeIiYmhWbNmVK8ey5ezZmCxWPAp7G0XgY+OvIXhxmlSI8C1cQ/bZqm2ePYb6V4uWlpU9LK1iBQIBM8WpaRkzb9r/nviPQ7dOkSCIQEvldczXJVAIHgUORbbAwcOZP/+/XTq1ImKFStSoUIFAC5cuMClS5cIDAxk4MCBz2yhrwo6tZKyhZxYN7AB3RYfIVlvFd2pBjNzfrtoN1etlFj8bl3qlymIktxLxVYpJGbvuIj5XmqgxQJBP/9NmtGMAomJm87ZzM3MsoXZv12kTWVvVPectKMibxPYrAa1NWU5vkPJDyEz2LZlEyXbt8OrkCehh3bw/vvD8fFwwPG6g82YLLMR0S+bNjNk9Hh+WLHEzojIYrHwy6bNfPTJRNYuX5ytg3q9pm2o2Pod6/EsUY3EIz8jqR4u+FwdVFQs7Jprx+9VQlIokB4ipiWlEkn5/DYxLLKMJS2N673exe2NN/Do3s0mqi1mM3JyMtd79KRg3z64duwoBPdzwmKxgNmMpLL/urHIMpJCgcVsfq7vkxeJWqnAzVHBiNblCQqowOU7yaQZzBRw0lDMwwHZAhpVVv+Ip4nAG+8Z5fXu3dvm4/CoCPyq1avZcuYWQT//jXuTXg99LhqlgkW96mA2W3gG3RsFAkE2RKVGcS3xWo7nW7Dw67Vf6VWpl4huCwQviMf6ily1ahXr1q2jfPnyXLp0iYsXL1KhQgXWrl3L2rVrn9UaXzm0aiXlvZxZN7ABztrs90MyhHbDsgWfScuVnwY1pEQBR9vvFgtM+uUfJvxyzs5FvEQBR34a1NDuvqNHj6ZVyxZE/r4CKeoyH48YTvny5QFrGqSjowOTX6/AoGZlba2uMtIgv/zySzZv2crmMxF0DDlIYrqBxORUIiMj2bdvH7v37GXDqQg6f/0nKXoTRrNsV/NssVj4Zu5sWnR9FwBNoVIU8P8QY/TD+8a+VbuYbWMhX2NMB8u9TReLDGYTmA2Pvs9LQmahrf/3X+7MnEnc2nXIev19od2tO4YrV7g9aTKJW7Yg6/UvetkvPbJez+1x4zAnJGDJ5OlhkWUsej0RYz5BTkmxZh28QjhoVKiUCioVcaV2SQ9KeTqhUipy3SzySdCplXSq4cP87jUp6JT9RlqJAo788IG1tEmkkAsEz49k4393WXmQJEMSZsurdY4VCPISOY5sZxAYGEhgYOCzWIsgE1q1koqFXRjaoiwzd1zMMv5O3eI0fa3QM0nfUykVuDmo2fhhI7osPMTN2OzNw0oUcGTDh41wd1Dbotpwv2bcycmROnXup0EajSZeq1iZfo0asHBBiF0a5ISJEzly9BiRUXc4nOROjIcnaTtX8q1aQZ8Bg/lsxucsX7GCn8KcSfCsRuT25YRrlfT/4EPiExLtestGRd6mXgVP/k0oQvTRzcjpyTiU8832ORRy0TK0Zfn8nUZuTAezHo4vhZNroPRkmFUSCpWD+oOgWiBIEjzC5OhxkfV6JKUS/eVQDLciUGg0VrM0nQ5Jq33upm+SQsGtKVPQ//uv7bY7M2eCRcatc2du9OiJ4dq9aIDFwu1Jk3GoXRtNiRJZIq6C3EHW6wkbMIDUY8dJPXGSUj+sQ+nmBgqFzc0+/exZ0v/5h1Jr16BwcnplItx5Ha1aiX/lwrSvWoRd56P49VwkKQYTBRw1dK1dDN/SBTDJ8hO3KxQI8jNr167l8uXLODs7s2PHjhx3DFiwYAHh4eF07NgRjUZj6xgwdepUuzGj0cjp06fZtGkTe/futSuxU7mpiPkthqRTSZQeW5q7u++iv63H512fh67XWeOMUhKfVYHgRZHjq0xZlpkzZw6bN2/GYDDQqlUrpkyZgoODw7Nc3wvhSU+kD2u98mDNcVxcnN1Y5ppjZ2dnJk6cyIyZs3H2KsbksaMxaFxQuxfBqXIz2xo3nIrg7brFqVDY5ZlEtjME9/rBjWj4+e+YHoj8qhQS6wc3xN1RjeqBtjfZ1Yx/u2Qpo348Q3+/WngVdrFLgzSYZD5ad4oxn31FQSct6+bsQesso/Wxlip0XXiIOW/X4Fd9RS6lx6H1qWAb23gqggkTJ9oi5A0aNACsdef+4fH0c3C2peI/SBE3HWsfkT2QLzCmQ/gxWNsNDCmg0Flvt1gg8ixsGgL7ZkKfbeBSBB6RTp9TLEYj8evXE/e//2G4dv3+gEqFS4sWeA4fhqZ4cRQ63VP/rRyvyWym8JQp6C9eeqDH92zufPElPBA59Z48CXXRokJoPyMsskzYwA9IPXYcAGN4ONff6UapH9ahcHKyCW0Aw5UrXO/eg9LrfxZiOw+R8b3SprI3TV4rRMb2mYNaiUIhiZRUwStLREQERYsWJSAggNjYWEaNGsXGjRsJCAiwdQxYsmQJkiTZdQxo1qwZs2bNQqfTsWnTJoKDgwkJCSE6OtpurHHjxlSpUoWUlBTAvsSufoP6LIlawmn9aQAKti5I1Pqoh65VQqJ96fbi8yoQvEBynLP22WefMX78eJydnSlatCjz5s1jyJAhz3JtL4yME2lgYGCutF6Jjo5myZIltrkPjrm4uDB58mS2b99O1apVKeTlzRf/N4/GPUdy99wBUi8dxpQchynhDglHfsZw5ypRx7bS5bN1tOvQiX/+tUa+Fy9ezIwZM1i3bh3Hjx/n008/ZerUqba1tW/fntDQ0CxjwcHBBAcHc+TIEQDWr1/PsGHDMMkWer8/iJiDa0k5/4fdMTLJFvZdjMZk/u/0a6NZ5sPVf7H5zC26LznCxcgk0o1W8WMwyfRdcYxfz0US+O1h7qbo2TOqBY6a+2/NuykG+q04zl834+wed3CzsvT3K20T2pnRqZXUKObO4XEtGduuIsULWDeFJAkqFnZhZtdq7AtqTlF3hzyRuvlEyGaIuQSr37IK7YeREAbLAsD4iDk5xGI0EjFqFFHB0+yFNoDJRNKuXVx/621ST/71XNO0rYZsjpRcsxrtvZIFGw8K7SmTce/aNV/UbMtpacipqSRs307s99+TsGkT5oQE5LQ0ay10HsViMODWpbP1A3cPY3g417p04VrnLjahnYFLgD9k06ta8OJRKRU4a1U43fuXXQtDgeBVYvTo0TRr1owJEyZw6NAhhg4dalcql9Ex4EGqVavGwoULOXfu3H+OrV69mp49e9qV2G3btg2zxYzXRS/cG7rnaK0NfRripnV78icrEAiemhyHdb7//nsWLlzIBx98AMDu3bt5/fXXWbp0KYqX7CJp9OjR1tTmCRNyrfVKZGQkYWFh2R6rzCm3BpNMZHQMfyW7YSndAI33X3i+PpLY7f/HsI8+4rvwMySe3EqBtsOQJYmLuopcjUmhZEkz6enpxMTE0KZNG7Zs2WK3a5phMAZkGctsMObk5ISjoyNOzi5s+/s2B/8NR9I4oCxRI8u6x6z/G0mS6FC9yEOj67JsIeinv9l13rrzmuGsvuZeK7O+K47xZ+hdABLTTAR+e5jfPmrKjo+a0uqrPzA+RMwPblaWkW1ee6RQ1qqVaNVK+jQqxcCmZbBYrNf+ssWCLJN/RXYGsgl2TgBTDkRt0m048BU0Hwcax/+en92fS0sjZtE3JO3c9ch5Fr2e8CFDKPvbDhTe3k/0t56EzIL7WufOGCNuZZlTKCgoXwhti9GInJJC1KxZJG7/FUvmjQuVCpdWrfAe+wnKggXzZFs1hU6Ha9u2ANweN54MowfTnWgg2m5uwQ8H4zloUJ58HgKBQPAgT9JeNSgoiK+//pr4+Hg6duxIpUqVbB0DdDodM2bMsI0BXL9+nVKlSmEwGOw6DWiUGtxT3antV5tzMedIOJZA6tVUUi6n4FTeyW6dLmoXJtSfgEoSGVwCwYskx5/Amzdv0r59e9vvrVu3RpIkbt26RbFixZ7J4l4UudGn+sHWK7NmzWLFihX4+fkRGxtrGytUqJBd65WbYTeRFErSE6LR/7kWY9QV7vwwgXd7dGdKxyrE/KHjhyitVWgp1ciyBYPJTGpqKhUqVGD27NlMnz79icX+nj17MJjM/Lr3IKuTKqLxqYhz9TbEH1xNsYpWwZ3ReszqUn4G4KGC2yjLvN+kNLv/jbJzVu+2+DDerjpu3LWvB+9Uw4eCzloUEoxvV4lPt57P8pitKnkR1LYCihzWBdvWdW+6QpIe0xowj5J8B67tz/n806ug1eQsN6cbzaiVEsps3hvpRjMapcIazVIqiVuTs5YjW+/c4U7Pnni3acNvv//+0FKMChUq2NWmLVq0iLS0NPz9/Tlx4gRXr16lZs2adO3a1W7s2rVrnDt3Dr1ez9ixY/nmm2+4fPkydWrX5r233mJHZBSHoyKZ6F3YfmHZRBvyGhazGXN8PNfeDsQUGZl1gslE0m+/kXr0KCXXrEZdrFieFKp2gnvsuGznFBz0gRDaAoEgX/Gk7VXHjx9vNydzV4AHx+bOnQuARqPJ0mlg3tx5pJvSGb5nOEd9j+LmmzVy7e3ozTetv8HbyVukkAsEL5gci22TyYTugRpMtVqdbapMfudp+1RnkPlECtCnT59sxx5svfJerx5U+fs8S7b+ibpqc35YPJ/VX03iwP4/aFK/Nl269eLdCXNxrNSUGtINju/cSEC98YSGhjJnzpynEvvXrl3j4sVLhMemkrL1K+TUBPQR5ynyWk3ay8do1caf9+esJcWjLPEHVuHRoh+L9zuzd/lMihQunG29ehEn8DjwJfoq3UlOjCftygnAQrpfT+L/tLrYO5SqRV2PNCwnjrDFXJPXO3Vm3oKvSbwTj650LTSFStmOz6mb8YTFplLELR+ngD8tFgtc+vXx7pMaC9EXoXBV203pRjNnwxOoUNgFJy12gjvdaObkjThqlXBHp5BI3LYdOTlnTqhRJiPuV64SuPQd4pKSHlnTllGblpiYyO7du/Hz80Oj0eDq6opWq0Wv12cZ279/PzNnzmTw4MGkpaUxYsQIJowfT9eAAH57vQPqhARcsrnAiJ47F0mns2sLluewwM0BA7MX2pkwx8dzs28/yv2++z8fMqc+FLmx+TF16lQCAwNp1KgRb7/1FidMJv5ISkSv1zPUs5DdujwCA0WdtkAgEDwGCkmBg8qBb9p8w+W4y3x//nvOxZzDJJso6lyUbhW70bx4c2SLjEYpNjIFghdNjsW2xWKhT58+aDNdoKanpzNo0CCcnO6nrmzYsCF3V/gK8maXznTs2In3P0wlPDaV+mUK4r9iuW1cbzKze8WXpBpMVC/WE51aidFoZMiQIbRv3z7bXqqQM7F/8OBBihYtysFtP9H+w8mYqnTAIeIkh5ZPY/2alaxc+g2HV35N10WHOR/ZgJIFHfl5UCOGD15BdHQ0LVu2zDaFvdvbXSldrSa9x83B3a8niSe3YE5NQKFxwLVeZ4pe2cy7Tdpw6eIFklPTeXv+Hi6fOoy2WGWkB1y0Y1MMvLnoEOsHN8pTgjungsbHx8dOmGQ21uvWrRvr169n3759hISE2ERLYGAgO3fuvC92Or9BcnwcgatTmd9Oxz93zJy7I5Mmm6iXNeP/Psb7mQTpRjMnbsTRf8VxShRwZP3gRjbBnW40c+pmHO8tO0alIq78MLABkrMzAApnZ9Q+RdBfuvywv0K/AgW5YTAw/pNPiIiOfmQpRkZtmtlsxtPTk+HDhzNu3Dhmz54NwNixY2nbtq3dWP/+/Zk/fz7R0dEolUr0aWnoU1K4O2AgBy9fwmKBs+lpRJtMFHJwsItomyJvk3buHxyqVskiuGWTCUmSXpgAtFgspJ39G/2FCzmab4qKInHXLlzbtHmk2dvjGPo87eZHXFwc3t7eJCUloTSb2TZhAsOdXQhOSSHBbMYt07G98V4fSq1bi9LNTZjVCQQCQQ6RJAmVpKJSwUpMbjAZtVKNQlJgMBtQK9Qimi0Q5CFyfHXz3nvvZbmtV69euboYwX00KgXFPRwp6u6QJT1bq7L24bZAjpzIH8dd/eDBgwwbNozPp01Ff34v6ReO0K3XO1w+d5q1a9aQmpqKowr+17s6tUIG8smQAP46dpi7d2MoUaI427Zt488//yQ4OJj4+HjOnDnDwoULqVixIgGyGXPUZe7uXISsT8apUlMycrvLFnLmjS5dsFig+ut9SKvcAYWDKy51OhL/x0pa9xnF3+HxthrumOS8J7hzKmjGjBljJ0wyO42ePXsWR0dH3NysaWHe3t4kJyejUqnsxA4KJYPnbUWlgGWnDJy4ZaaGt4ILdy2UvHOHOQdSeL0sHAk3U8FTwelIM5sumtg7vBCLFi0iMTmFIlXqM2bRRtJjbxPnVYY3gXbKs5iNeho3asKdO7codGU3B/bH8g7QSv6X+HLl6Pj++9Rq344lHTqy//ixrKnawJ7kJG4YDDjodI8sxQgKCrLVpmU83zlz5tCkSRN27tzJiRMnUKvVeHh42I0ZjUZkWSYgIABXV1fWr19Po6goDNeu8a5HAQDizGaqBn+KW4cO3OjZC/3lyxQcNIgCvd/FYjBgTk5GUiptIs9iMiEnJSGpVCgcHV+I4LakpRH3v1WPdZ+4VatxadWKRxVVPI4PRW5sfsyfN4/YyEhmB7TlDYORVSkpxJrNPHhEjWFhXO/WXQhugUAgeEIc1Pe7AulUz68LiEAgyBk5vrJZvnz5f08S5Cr/Zf6VUx4nqlWyZEl2796No6MDHh7utGjenH/+PkVUxE2GDh3KP//8w6yZn2OWZcoV8eDXLZso4OFB4cKF+euvvwgMDCQ11Ro9PXnyJF999RUTJkzg1q3b7EzwQtegO3H7lqH1qYzS0Q3ZkEr8n2s5UL4Oy37YRMTlcyTozTjonFE6uZN4bAOd27Vm5eBG/HExmve/P24nuPf8e4eeDUo+3YHOJXIqaB4UJpmN9by8vLBYLBw7dozIyEhCQkKIi4tj8eLFfPLJJ4BV7Pj5+RGeLJGaCn46iXo+SmQL+BZX4+XlheyoIORYOks66qzRykIKUjReJEqu7N69mwYNG3ErwYCsckBSqrGYjVwMu8O5vT8z6E1/VDevs2PW5+w5cJC6nd7l5o0b7Lq4m+a+9ZBiY9nz/vsUGzyIgjExkJq1D3tLZxcUzs68tnQp0r1Mi4eVYmTUpgG2NngZ+Pv7P3SsWrVqtp+7dumCpV07a0upe26uMxaE4N61K5JKRck1a4j/ZSNur7/OzT59kNP1lFq31nZ/i8mEOSmJ6926o9BoKLlm9YsR3EolhuvXH+suhuvX/7PmOac+FLmx+aHT6Zjx+edc+9//CEhPxyRJyFho7OREiYEDUBcuQtSMGTbTtAzBXWbLZiG2BQKBQCAQvFTkuyubr7/+mjlz5hAZGUmNGjUICQnJki4tsOdxolq1atXCz88PHx8fVq1aZeeu/tZbb3H79m06d+7MggULKFeuHHXr1OHmzZssWbKEkJAQ2rVrR2xsLCNGjMBkshqimcwyRyjH34mOaLzLoC1SAY/m1kwJ98bdAbAAIReVrBkwnBGjHGj9f/ugSS+b6zhA/TIFWNq7nk1wBwVUoEeDEnkiqg05FzRt27a1EyaZjfXeeOMNAGJiYihQoAAzZswgJiaGHj162Imd4sWLs3fXDmYNaM2RY8c5FWlGpYDOlaziMDzRjE4FRhk0Slh91kjPoR9hNpnw9PTk45EjGDPmE2aOGkLw1vPE7VtBwQr1qFqpBB82b8bYN7vQ1cmZz1u3opyXN9P6+7Lgiz287+vL6F7v4q1UoLl+nX893EmtWhXHY8eyHA+3NzphMZlsYvtZIikUoNNR8vuV3HivD25du9i5jksOOtw7d+ZGz5629PfMEdUMoW28cQOAGz16UnLNan7YvJnQK1eeW63z8JEj0V68gE9iIu1dXdmZlMix1NRsswdszz2b1ncP8jg+FLmx+TFu1CiSfX2JGDESzGZe0+psruNYLChcnO1cyj26dbNrEyYQCAQCgUDwMpCvxPYPP/zAxx9/zDfffEP9+vWZO3cuAQEBXLx4ES8vrxe9vDzLk7qrHz16jOjoaOrWrUfRoj52hmvBn81g7ar/0bhxY+Li4h5quHbj5k1mf/cjUbjj7teD1NBjOJTzpbtvcdpXK8LgVX/ZuZT3WHKEXR8349fhTVl7/CZDW5S3iWmdWmkT3P/eTqSvXym0qrxTl/Q4giazMHnQWA9g+vTpQFaH0sxiZ/OO3agqd8DrymXe9EhkRistA7cZOXv2LFW8VDTyUTDviIGgxlquU5xS7YaDUm2LSDZv3gwp8QJ1Yvfyu0LJzHd8ObL8D2YGvkUdjQYTFtKvXqW+UkW1cqXwMBqZ9l4f6ui0tHB2gTvRxBfypNbSJVxp448pKsq2NkmjoWD//igcHHheZAjuUuvWYjGZ7OuxzWZSDh9GfznUdpPx5k2ud+uO94TxRM343Ca0AfShoSQf/JOIsLDnWuucnJREupMTdZKTuaRPRycpsjV6y4y2QkXk9HQUuryTPqjQ6XBu0oSic/+PiBEjKfjBQDvX8cxtwbxGj8ajV8+8a1gnEAgEAoFA8IRIFosl+0bGeZD69etTr149FixYAIAsyxQvXpxhw4YxduzY/7x/YmIibm5uJCQk4Orq+qyX+1wxGo1s377dziDtaTCYzNyKT2fq5n9Y2Ks2OpXS2v4Jq0Hb9ZgUZv92ka971EarUti1D7N/HJmwuFTeXHSI+FSrSVXP+iWY0rEKAJeikui2+IhNcGdEsi0WC5IkZRu1TjeakSTylNB+YcgmMKTAT33gyh6MCh3bayym/ZmBqOV0UKigZk94/Qt4hCvpu98dRW+S+b53be5On0bi+vV24yofH6uYNptttyk9PSm5cgXp5/7h1rhxIMvWAbWaYvPn4dSwYa4KQJNZxgKos4nkGs0yEqB6RJRX1utJ3LqV2xMn2SKq2SJJFA4Oxq1jBxQ6HaGhoUybNo2wsDCKFCnCoEGDaNKkCVOnTiUmJoavvvoKjUbD3Llz6dy5M25ubowdO5aFCxdmqXX+5JNP7Mb69evHr7/+yv79+1m5ciXr1q2jZ9OmfNzYj4IqJRYL7E9J5vMiPhR6SIp18aVLcGrUyLrZkPmY5PI54UmQ09MxhkegLlE8S6q7dSwcdfHiQmg/Q/LC+0Dw4hHvg+dPmikNlULFndQ7mGUzng6eKCTFC6+rflbvhZf5GlsgeBryTWTbYDBw8uRJxo27369VoVDQunVrDh8+nO199Hq91UzqHomJiYD1RPOytSzLeD658bwMJjORCXp6fXeU2FQDvRYfYkXfemhVSkyyzI27qby37BiJehP9lh1m8bt10TxEcEtAYWc1Pw7w5d3vjuJfpTBj276GZLGKttIFtKzpX5e+y4/TrV5xPmxeGslitpo9WcBoNGd5TKVtzCruzLKMJEnZ9t02mWUUkmTbKMhLrFu3jtDQUJydndm5cyfVq1enZcuWVKhQgR9//BF/f3+OHTtGw4YNmTJlCrNmzaJcuXKMGDECLy8vypYtS9myZfl1+3YsciUmj/iSuANLCA4Opsy7TUnW+fDrTS2Wo0omt5OYHjwFgDZt2nDx4kWuXr1K5arV8Kzqx+YvR6MtWpFuCXdYNXYcZoWCxM2bbWs1370LKpX1H6AsWJCi335D8rlz3J76KajVIEk4NWqE5+BBaEqXxqxUYs6lz5lJlklON2GSLbg7qO1EtdEsE5dqRKuScNKqUGXTLxwAhQKHtm0pBEROm5694JYkvCdMwLFdW8xKJb9s2EBoaCharZaaNWsybdo0hgwZgl6vp2LFitSrV4+vvvqKUaNGcfXqVYoWLQqAp6cnM2fOpGHDhmzfvp2TJ0+iUChwdna2G0tNTcVoNNK6dWuUSiVHjx4l8tYtatepTeOoOwDcjbxNAScnsn4SQFuuLJq6dTGZzXYbIZC754QnRqlEKuqDWZKyvheUSqSiRTErFLn2PhFkJU+8DwQvHPE+eH4YTAYSjAmsOr+KX6/9SpIhCQCVQkXz4s3pVakXpV1Lo1G9mLZcz+q9IN5bAkH25JvI9q1btyhatCiHDh2iYcOGttvHjBnDH3/8wdGjR7PcZ+rUqXz66adZbl+zZg2Ojo7PdL0CwX/xyy+/4OTkRK1atfjtt9944403OHLkCK1bt2bXrl1cvHiRIUOGIEkSv//+O5UrV6ZIkSLMnz8fR0dH/Pz8+Ouvv+jRowdbt26lSZMm/PHHH2i1WqpXr87evXuzjHXq1Ik1a9ZQunRpwsPD8fb2pmnTpixevBh3d3f8/f1xd3d/0YdGIBAIBAJBPiI1NZUePXqIyLZA8AD5JrL9JIwbN46PP/7Y9ntiYiLFixfH39//pTsRGI1Gdu3aRZs2bZ46LchgMvPdn9f4eu8Vu9sLu+pITDOSminarFMpWNK7LpWLuP6nQ7pZtqB8SIT5UWMPfzyZVIOZXkuPcSUmGb9ynszvVguNSoHJLJOYbqLXd0e5GZtKm0rezH6rerYpyC+K9u3bExoayowZM4iOjmbr1q0MHDgQPz8/Tpw4Qfny5YmLi+P69etERUVx8uRJ6tatS+XKlRk6dCgffPAB5cqVIyIiAq1Wy+XLl9m5cyelS5cmNjaWu3fvUqJECVJSUjh16hRms5n27duzaNEi3Nw9KO3bmqAJU/j+rxhkkxseFTry66wQ6tZvyIieneD4YbbN+z8sFviodi2cfOsjubigdHWhwLvvPpVzdE6j+mXLleP4ydN89d1aCr0zjfiT23FRW1g8ti+h589w/tIVdkVqMZWoR/zJ7XhoYcm4PkTdCufC+fPo9XrGjBnD4sWLCQ0NpXbNmpTw9uaP8RPYffMGy8qWs1uXumhRSqxYjtLF5YU6Y1tkGYvJRNzqNcSvX48pMtI2pvTwwK1TJwr074dCo3noOnPznCDIv4j3gQDE++B5EZUSRfdt3Ukzpf3n3NlNZ9OgSAPUyuf7ejyr90JG9qhAILAn34htT09PlEolUZlMmACioqIoXDh7p16tVos2m1pAtVr90n7Z5MZzU6vVfND8NSySkv/bddl2+424jJR8qyjWqRV817c+VYu65ajf96NW9SQrNhpMvLPkCJfvpAASv1+8y4drz7D0vbqk6mUClxzjxt00QGLruTvI0jlCutd+bFH/rMgwrnNycqJOnTo24zpJkqhRowa+vr58+OGHNGvWDL1ejyRJjBs3jsDAQH7++WeqVq1KWFgY0dHRFCpUiA8//BC1Ws2tW7e4evUq1apVY/ny5bZ+yeHh4UydOhW9Xs+VK1c4eDYUfeJd3Nt/TNSacShS46jkqaZtJS+8b93gu//7ik8CAvipgBseY8dSMOkqUlo0qJ2QMIFFRtI4PdFzj4qKokSJEgQEBJCQkGAzHnv99dfx8vLim2++YcmSJRhMMgkOPrDjHGmpaSRfO4OxWGWCNv5LgI/EhjN3SNN54nBvzFSsMldiTZz580++mD2bwYMHYzKZGDVqFBPGj+etdu24O2AgzgYDKQ4OKDOVmQDIV68S0etdq0u5q+uLbUWl1eLVuzfe/fuhv3wZc3w8ChcXdBUqYDEaH24+J8ugUIDZmtJnd06QzaBQgtkEynxz+hfkAi/z954g54j3wbMjzZTGd+e/I94Un6P5X5/9mqYlm6JSvJhzcW6/F8T7SiDInnxztaXRaKhTpw6///47nTt3BqwGab///jtDhw59sYt7CdGqlAxqVhazbGH+76FZxjVKBav651xoPwvUSgW1S3pw+U6y7bY/LkXTdeEh7ibruZWQbrtdkqD5a14YzTLK/3B3fl7kxL1869athIaGcu7cORITExk1ahSfffaZzaALrBkcGQZd3bt359ixY5jNZr744gvGjRvHDz/8AFgNukaPHm0z6Aoa8wlt5i0ieNEaHD282LZiLkvnzaFfnbqM6vYOblWqUGLJIjRjuiMtaY5SvnN/YWpHqPY2lpYTkHTuoHo8g6uctqPTajTcOLaTmZ98yGe7bqBwcMWlTkdC/1jJ3Rb9UNR+E8O+FejK1EHp6Mp3cyazf/U8PhgwwK6XuT41FX1yMncHDMR44wZbExPp6OoKkoSjry+px47d7/t8z6U8Lwhuhc56XHUVK9rd/tA1yTIYU2HD+xAw54ExM+iTYOMH8MbXoHMXglsgEAhyCQmJbde25Xj+pbhLXIq7ROWClZ/hqgQCwYsmX11pffzxx7z33nvUrVsXX19f5s6dS0pKCn379n3RS8tV1q5dy+XLl/+zt2/jxo2ZOHEiX3zxBSVLlmTx4sWcPn2aChUqULZsWbZv347FYmHq1KkkJycTGBjI/PnziYuLsxvL6Jfr7++PWq1m7969xMTE8PHoIK7uWs3dncdxrdcZdcFitjW6Oaip7OOK5gWmZauVCqZ3rgrAD8fDbLefjUiwmydJMKtrdTrV9HlhGwNPSk7btgUFBXH9+nVKlSrF+fPn8fLyYs6cOTRp0sSuP7eHh4et9VeL5s0oUtSDN2oUocLr1ahTsQy/6HQE9+xBEz8/Ko0czrR3qmFJuEWh5g+IaWMq/LUS6eI2LH13ILmXhMcwe3mc5xURdpNhwz/C26c4fY79QuKxDWiLVyHt2l8YIkORFErUDs60963I2V//R4vmzTAajbZe5q6urvy0bh1typXD+PseACJMRopqtBQJDsb97beIX7/ezqXcGB5O2ukzODVu9GKj249DhtBe3g4i/4bIi1BmqjXCrVRYhfYyf4i+CN+1gf67hOAWCASCXOJG4o0cpY9n5njkcSoWqIhCyjslbgKBIHfJV1dZ77zzDtHR0UyePJnIyEhq1qzJjh078Pb2ftFLy1UiIiJy3Ns3I8oPkJ6eTkxMDG3atGHLli0EBwcTEhJCdHQ0q1atss19cMzFxYWRI0cyefJkgoOD2b9/P4lJycSZ1Ox3bIxDaTOm5Lt2Yjs6Wc873x7hhw8a2LUFe948THBnJr8KbXi83t1z5861uYFOnTrVLqUrc3/ujM2VDL6pVg1JklCqFHz21VdEFS9BoYF9Ue4cSf1ad4FHRK1TYpBWdoSPzjzT5wXwevUifDxuEt8dvGab41C6NgD9/crwSdsv7VzKM/cyf7tbN+T0dJJfq0DEqFGM8y5MkeBgXDt1BMC1QwcAq+CWJIp++QVOjRrmr5ZUErCyg1VoAyTdsv6fehcsLlahbTZiaTMduUh9pMRYLBYdCkfHLG3DcoM0gwnZAvsvRRObaqCgk5amr3kiAQ6afPXV89TIsoW0TF4XWrXi4a75AoHgiXiSQEW5cuVYsGAB4eHhdOzYEY1GYxeMyDxmNBo5ffo0mzZtYu/evQwbNgxvb2/KlStH3bp1WfDdAmIjYynQvAC3/ncLlZsKjZcG9wbuD12zUTZisVgyqvMEAsFLSL674hk6dOhLnzae0xRbTaa+tampqVSoUIHZs2czffp0lMr7wjI9PZ3IyEjCwsJQZHOB92DLrg+HDSd45pe8/c1hYsJCMcaG49YwMMv9juzaTK1fl9O3eUV+37WLWrVy9sWW+QvqSSPwzs7OtscsXaYMjpd3EbtrLwXaDLZbo6ezhi61i+YpY7S8RmZjO0mjwXvUx1gSIuDCVgDWnjVyOVbGWQM7Qk3ULKykVWkVFT0VrDtnpG25cI5MGUzjwGFMnPJprr7OUVFRnDt3jrR0PQOGfcyybxZw99ZNtIXL4Vy9jW3d28/eZkCT0hRw0jy017ZCp8O5eTOKfvklcnISrh072sS0Qqu1CW6FoyPOLVrkao/w54JJD41HwPp+1pTxDJa1AccCyC2mIZVvTtLuXSRt/BE5JQWlqxuunTri1KABFpMpVzYXDCaZxDQjM379l21/30Zvkm1jOrWCjjV8GN+uEs461Uv/uTSYZJQKiRPXY/n5r3DiU404apS0rVqYNpW8McmWfLkJKBDkRZ40UNGsWTNmzZqFTqdj06ZNdsGIzGONGzemSpUqpKSkAJCcnIxCoaBly5Z8//33FC1UFO7ZCsl6GXOSGU2lR2d8lXApkWdK2wQCwbPh5b7Syads3ryZTZs22VJsly9fzvLly9m3bx9Vq1ZlzJgxzJs3j7CwMHbu3MmKFStQKpWEhoYyZ84cfH196dChA8HBwcTGxlK8eHFmzZqFv78/zZs3txsrVKgQSUlJTJs2jfbt27N582ZmzpzF4l+PERd7l7u/zkNSaZHiw1jZtx7DWt53bzYl3SXG4sxhKlC/vi/jxo0jIiKCkiVL2r7YBg4cSNWqVe2+2JKTk4mOjqZEiRJs2bKFKVOmULBgQaKjo1myZIldBD7zmIuLC5MnT2b79u22xzSZZeJTjexR1kbSOmc5ljHJBt5feQJDpgt+waORZAOKk0ttKdURSTJFXSQCq6jxLapknJ+WiCSZku4KCjpKhBwzMLDYJapWrZbrr/Mbb7zB6DGfcPtONN2/O4ml6usodM44Vmhst+aI+DS6LjpEbIoBk/nhr3WG4M4stG1j9wR3vhTaAGoHeC0A3lxmNUHLQKFBfns1yTdMXG7RmoiRQSRu3Uby3n0kbNpEWP/3ueLvT/rZs8jp6Q9//BxgMsvcSUqn3fwDbPgrwk5oA6QbZX46EU77+Qe4m2zAJL+8n8t0o5nztxNo9eU+3ll8hJ9OhLPrfBSbTt9i8Kq/aPD57+z+Nwq9MbsO6gKB4HEZPXo0zZo1Y8KECRw6dIihQ4dSvnx5wD5Q8SDVqlVj4cKFnDt37j/HVq9eTc+ePUlNTaVhw4Z8+eWXbNu2jYSEBLoHdqewpTCGuwYcyzlSuFthks4kPXS9rhpXWpRokUvPXiAQ5FXyXWT7VeBxUmzXrFkDWFs5DBkyhPbt29vSh319fe3u06dPH9vPmccmTZpkNy+g3esUa36DaVv/pUjv/0OnVrD6/QZU9XGlQdmCqJQS/7frMm71u6JOuQPH13IwJjLHEfiGDRvSr18/pkyZ8lQReLMsk5Ru4oNFh7hxNzXL/Az+uBTNgO9PsKR3XTQqsb/038hw5x/bb6MbaQmNlZmwR09Ygsy1+DQG1bG+puGJMjoVGG+fR5Op9je3XmeDycykqcH85VSfuIR0LGYjmI2odI60qOjF3gt3kK17AoTHWQX3hsGN/jPC/TDyVdp4dmQW3Os/AEDuvIzUQ6e5NXaCbQPlQYwRt7jRpy8lvluKQ42aNmO2x0WSJHotPUp0kv6R824npNN72VF+/ajpE/2dvI7eaOb8rUS6LzmSZcMhg5hkA0PXnOKLt2vQoXoREeEWCJ6SnHqBdOvWjZ07dxIaGkpQUBBff/018fHxdOzYkUqVKhEcHIzFYkGn0zFjxgzbGGDzRjEYDBw/fpzo6Gh8fX3x8fFh8TeLKacuxzm3c6RdTcOUaMKhzEO6RgBvln8Tk2xCrRAu3gLBy4wQ24IsaNVKetUvCcAXv11i1fv1qeJzv4/2oGZlAfhyyRo6v6YiXu9K+ZJFc/TFNmnSJLsvqCJFiti+2DIi8CtWrMDPz4/Y2Fjb2IMR+LCwMH77bRefrt6DVCeQ1EuHMdy+hD7iPJ8O6MqFyCQ2/BVhe05/XIpm0KqTLO1d94XVlz8NOa1F8/LyYsOGDZw4cYJp06bZpXJ369aN9evXs2/fPkJCQggMDKRRo0YEBgayc+dOrl69Ss2aNenaIYDgjRcgVo9/WSVrzxo5HyOjAGoXUTKjlZZBW9MxW6CqlxLfokrmHUmn271Mi9x8nacFB3Phyg0ikhJwrOZPaugxnMr7Mq9bLTrW8GHT6QhG/nDaJrijEtO5FJVE3VIFUL1g7ZLT18zHx4dz586h1+uZOnXqk71mXbuyYMECLly4wIL58wi1FGfVAT13In8joNFkbk/q/1ChbcNkImLESMof2P9Ez9csW/jjUjTXH7HxlZlLUcmcuB5LvVIF8uVn8lEolRKDVp18qNDOzNj1f9O6kpcQ2wLBU/IkgQqA8ePH283JHIx4cCzDQ0Sj0bBkyRK7sXr16mEwG5j/13xW9lv5yLXW9a7LsFrDnnuPbYFA8PwRYluQLRmCu2MNH1x1arsLwYy2YD18x+KqU9vV/Obki+3BL6gnjcCvWr2aWTv+5buD13Gq6IdzJT9mv2k1Q1NIEmqlwmaaplRIvFWnGAazjC4f1kfltBZt9OjRdOnShe3btxMXF2dXU3b27FkcHR1xc3MDwNvbm+TkZFQqFa6urmi1WvR6PXFxCbh4FmVktQgm702nWSkVXk4yZTwUdK9mvTBY9ob9bn1Q5ypQtEiuv84NGjQg3Wjmz9AYPvjfSVwqNmZet1q0qWw1RQyoUpj/e6cmI384jVIhsfjdutQtVSBPCJecvmZjxoxh5syZDB48+IlfM7D6WUycMB70SXwf1JGCGjMxCgXxm7ZgMRhytGZzXByJO3fi6u//2C7sRrPMij+v/ffETCz78zrVi7njoHnxr1duYZYt7L0QzZ3/iO5nYJItrDx8gw+alskT71uBQPDkaJQahtceTlGXoiw9u5Q7qXfsxh1VjnQp34WP63z8wvprCwSC54v4pAseilatxFOpyDbqpFUpKeiU/djzQqNS8EnbSoD1on32m9XpWMMH7b2QZoZL+c8nwwnpXouWFfNv9Cinpnl9+vRh7ty5xMTEoFQq7VK5vby8sFgsHDt2jMjISEJCQoiLi2Px4sV8MmokvNGJsRMm0rZtW6SKbaHV+3ByHF0r3YVKMHZ3uk1sZ6HeAGvrqWeQpa9TK2lczpNv361DqsFMm8rettdRp1baBLerTk3DsgXzzGuc09esf//+dj3Bc/yaffIJYO2f3r17d6spmskA37UhIfYu7zd1YfzteG5s3ITrY6w7YcMGXFq0eGyxrVEpuBqT8lj3uRKdjEr5ckW19UYzP57IvjPCw9jwVzjDM/lhCASC/ItGqaFLuS4EvhbIn7f+5PSd05gtZkq7laZd6XbIFhmNMuetMgUCQf5GiG3BI3mUmM4LqZ8ZgrtjDR8qFna1E1oZbcF61C9BBW+XPCPCnoSc1qK1atUKWZbx9/dHp9PZpXK/8cYbAMTExFCgQAFmzJhBzJ0oenR7h53fTuDEzh9Rx9/BY/63JB13Ytq/tWg/+lt2XvyTEz99gfphQtrJE2r2eKw+249LhuDO+PnBsYAqhbMde5Hk9DVr27atrSd4jl6zmBh69Ohh1z8d4Keff2bTqoVEeptw1kg0+y4eZYEjNHVwoIzRyK+Jifg5OXEmPY3aDo7Mi4kmqJAXJTUapkdF4qlSUUKtoezlUJZ9/jkoFI/lHH87MpKwPVtISE7Dza87cXuXoVBpcXitIdrC2QvJF38GyX0UComYHEa1M4hJ0mfxpBAIBPkXncrqDdKkaBPqF6mPxWJBrVSjlPLOd5RAIHg+CLEtyPdoVAqq+Lhl20ZIrVRQubAr6nxujJbTWjSj0Ujnzp1tRnkPpnIDTJ8+HYDxY0ZB/E1Y2RGSbuNfC0ADFplJdZOA/XDkLHRfh3+LxrD2HfuWUgA6N3j3F5Ce/fF9lJDOSyI7g+xeszZt2rB//36cnZ1ZvHgxNWvW5NatW7z11lusW7eOf//9l7p161KhQgVOnz5NixYt2Lt3L0WLFmXBggV06tSJEydOsHnzZmrWrMn48eNZtGgRX331Ff4tmlKvYVPizu/BVWuhWzUdkWWa8MuvOxjk4ECc2cTUqEi0ksQ77h60cr7v3p8qW4g1manvqGJPTAxzx4/n6yVLiI6OZtWqVXbO8Znb4ri4uDBy5EgmT57MuIlTaBPvw48h05DTklA6uOJUtRWJR39+qNiuVMQVo1nO9RZgT9pvNzfa1Tm5uhO6cyVJei0uNduSeHILptjwLG0JM5MX378CgeDpkSQJrTKfG28KBIKnIn8rEIHgHo+6WM/vQvuZkZ4Ay9tC0u2Hz0mLg9Vvg1txqJ9JLCjVUPVN+OAAeL4GKnExkRMy6rgDAwPx9X14u7zmzZvTs2dPWrduTWJiIrt370aSJDQajV2ttt2YkysFS1Zixv99y9bLZvbd9Wbr1q14FS+GWpJwUCgop9Hg6+hkt6Y0WaamgwNjvLz4IzkFdfHitrEM5/h9+/axb9++LM8nczRWo5SQTm/ApXYHlI5uKBxcSb34JwqtU5b7ZdDfrzSOmtzf883pcX4WbQnXrl5FpZJF4N6xca3TMdu2hJlpXM6TNINoASYQCAQCwcuGiGwLBK8ihlTYOwNSYv57rj4R9n0OHeeBV2XQukCZZlbBrXZ89mvNC5j0D99QeNTYA+S0jluj0dj6uZrNZjw9PRk+fDjjxo1j9uzZgLVWu23btnZjpcuWZ8yC9RidilKlXhOcwyMwubgQcvEi/i4uWAC9Rea20cihlFRuGowMLliQc+lpxJpNVHNyonbQaKbPnp3VOb5+PWIrVyR46mQsktLeOd6/FdODp6BIvUvBZAuJBYuBRUbWp+BUtWW2x6JWcXeq+DxONXnOeZzjnEFutatLSU5i+ohR7Ok3GXNqAkpHt/9c7wdNy7xUJnGCVwtZtpCWqV+8g1qZJ8rMBAKBIC8gxLZA8CoiSXD2x5zPv7AVOs6FWj2f2ZLyLGYD/LMRqnTJKqpNevh3C1TqmCPBndM67qCgIFs/V7C6kM+ZM4cmTZrY1Wp7eHjYjZUqVYq0tDTatWtP/wED6NWrF5WqVKGoLFP/wkX+SotinJfVyX2Oj49tXcGFiwBQoH8/CjVuTKNWrezW3adnNwg/Bof64zt4ExS0tv+bNGkSGNPg6j4auP6IZfh2DE4+tF9wlCu12j/0OJQt5MyKfr4onlGd8pP0282tdnVKpZLlS7+lSkGJ6w4upFw4iOH2JdLDz6MrVjnLWv0re1OhsMszOQ4CwbNEbzSjUkocvRrLpjO3SEwz4uqg5o0aPtQvUwCTbLEZlgoEAsGrimSx/Ffz1ZeHxMRE3NzcSEhIwNX12URUXhRGo5Ht27fbanUFryY5fh9cPwgrXn+8B39rBVTt8lTry3eYDfDDu3BpBzQZBc0+uS+qTXpY/RZc2w+tp0KDD/NUOn3m94IKiBgdRNJvvz10vkeP7niPG4f04PvGmG4V2qvfsj5nnRv03WEV3BYZru6DH3qBbAInTyz9dmJyKcpXe66x7lgYcalG20N5OmvoVq84H7Yoh1alRPkSR7+MZpnPt//Lsj+vP3ROq0peLOpZB80zLHUR3w0CyP33QbrRzKmbcYxZ/zdhsWlZxosXcGD2mzWoVcJdeBLkMZ7VOeFlvsYWCJ4GEdkWCPIAOTV08vHx4dy5c+j1eqZOnWpn6NStWzc2bNjA999/T/v27QkMDKRRo0YEBgayc+dOrl69Ss2aNenatSvJcTEErk5lfjsd6SYLE/fo+cJfR7kCj7jo1yc+vwOSF8gstAEOfGn9v/lYsFjuC22A3VOt/+cxwZ2BpFZT9MsvSOvzHrHLlpO0bx8YjUhaLS4BARTs3w9N6dJZhTaAxQw/9rYKbbhf699nm9Vg78feVqENkBKD9GNv1IP/ZESr1xjVpgJ/hyeQkGbE3VFNtaJuGM2WVyJlWq1UMLZdJQLrFWfJ/qts/fs2epOMUiHRvEIh3vcrQ71SHqhy2RxOIHjWpBvNHLsWS98VxzHL2cdrwmLTePe7oyzrUw/f0gWE4BYIBK8sQmwLBHmADEOngIAAYmNjGTVqFBs3biQgIMBm6LRkyRLGjBnDzJkzGTx4MHFxcSQnJ6NQKGjZsiVnz57F0dERJyerIZW3tzfJycmoVCo7Uy2AJZsO0Lmi9eNf1Utp+/mROBeyiirFK3DasFiszuupd+1vP/AlJEfB3Stw87D9WEKEzRQrLyKpVDjUrInPnNkodDosRiOSWo2clobCweERd1RC93Xwv87WlHGwCu5v/LLOdfa2zjUb0Kqt9dC1S3rYTXmVsko1KgUVC7syvXM1vgysicEko1ZK6E0yGqVC1LUK8iWSBENW//VQoZ2BSbYwdM1fHJ/Y+jmtTCAQCPIeYktdIMgDjB49mmbNmjFhwgQOHTrE0KFDKV++PGBv6NS/f3/mz59PdHQ0SqWShg0b8uWXX7Jt2zb27NnDpUuXuHTpEpGRkYSEhDBkyBCWL19O165dmTBhAmfOnCEsLIzIVAX7IjTsu27K2QIdPKBMc6tRmtnw7A5EXkGSQKWD97ZAsXr2Y6dWZRXa9QZA2xmgfHa9xnMDSZJQ6Kz9XzOi2I8U2gBqHRSpaW3xpn7EXGdveP93cPHO88fheZMRydeoFEiShE4YSAnyKQaTzMa/IkjS5+y7IzHdxC+nIjCY5Ge8MoFAIMibvAIhKoEg75NTQ6e2bdsiyzIBAQHodDo7Q6c33ngDo9HI0aNHKVCgADNmzCAmJoYePXrYmWoVL16cWZ9NY4UqDL/kbYQlyOy8YiI0VubT5trs62hr9oBbp2D/F5AUBR3mgvIlP31kFtwrO0L48ezn5ROh/VRkCO6eP2df6692hPd3C6EtELzkWLDw08nwx7rPjyfC6Vyz6DNakUAgEORtXvKrZYEgf9CpU6csty1btszu96CgIACqVatmu23JkiVZ7tezZ080Gg3jx4+3u93f3//+L2odfYJXwsoOEHaMNW8+ooWXdxWrMdiGgaBQQrk2IBtffrEN9wX3W8tgbrWs4y6F4fUvnuuSclrf7+XlxYYNGzhx4gTTpk3LUt+/fv169u3bR0hIyCPr+4ODgwHwb9kM5a2TbN+nx4KFqc119xclm0CfDM6vjN+mQPBKolYqiEpMf6z7RCfpUb8C3gQWi4U0UxoWLEhI6FQ6FNLL/7wFAsGjeQWulgUCQbYoNdB7C/wyCM7/Yq1TfpDybaDLYjg4F0J3wZvL4TX/R6cTPyNyy0QuJyKzZcuWLFq0iOvXr/Px8KEYfxnGxHWpWU3kkiLh92B7l/JnTLb1/T//SEDLZnb1/aNHj6ZLly5s37qFuDu3sq3vd3Oz9oB+WH1/XFwcLi4ujBw6iMkj+sM/GwluriXkqIHoFJlCTveOhdlgNU3LcCnPgyZxAsHLQk7PhY0bN2bixIl88cUXlCxZksWLF3P69GkqVKhA2bJl2b59OxaLhalTp5KcnExgYCDz588nLi7Obsy24ebvj5tHAW7vW02SxRGnin4kndqOKeEOrvU6oy5YLNv16tQKzBYLCl7O0gmD2YBSUvJ39N9svbaVRH0iLhoX2pVuR22v2pgtZjQi40cgeGURYlsgeFWRJGt6cJdvoO3nWI58g3TnH6vo9nwN6vQBJ0+r0/ap/2F5awXSCxLakLsmcv8lMt3d3Rk3bhwbfvqBiO8/oKXDPw83kctwKX9Ognv06NGEhoYyYcIEwsLCuHYllEF+heDcBsJvXLfV9/fp04e5c+cSc+koyuv7aehbh34DBjFlyhS8vLywWCwcO3bMVt8fFxfH4sWL+eSTTwAYO3Ysbdu2RZJN1vZe/2y0tvrKQKUFyXz/tgyXciG4BYJnSk7PhZIk0blzZ9v90tPTiYmJoU2bNmzZsoXg4GBCQkKIjo5m1apVtrkPjrm4uDBy5EgmT56M0SzzWnFvjoUlo9A549YwkNSLhzAl332o2G5U1hOT2cLLaEiebkrnYuxFJv45keuJ1+3Gfrr0E8VcivFpw0+pXqg6OpUu+wcRCAQvNUJsCwR5jKeJ4Hp6epKUlET79u1znCa84JulhN24QQf/lvh1+YgN6/7HvjX7CEn9As5vsrZ88igFlTpgkS0vLDaRRWReu8agQYOA/zaR69ev32OJzO7du3P21Eku/jiVcVVu2S+kcmeIuw63T9+/7VGCW5ZBkXuphHb1/TVrMKOjD4M+noD5+HKqVumPb5/hzJs3j1bNmyLLMv4e4ei2Dub4+XpER8fY6vsBYmJiHlnf7+HhQVJSItOGdad9OQUKSUnwH3osaicKffIXJN7K6lK+YQAM/jPXnq9AILAnp+dCjeZ+NDU1NZUKFSowe/Zspk+fjlJ5X/mmp6cTGRlJWFgYimzOVVKmLgupyUlMGzGcNoODMacmYE6JwxgbjlvDwIeud0CTMi9luz+9Sc+5mHMM3DUQo2zMdk54UjgDdw1kQcsF1C1cVwhugeAVRIhtgSCP8TQRXIBixYrlOIIL0KRBA2b+tgNdQBPOTamD460o3MLM8Hemi4K460g/98XSeTGyQUahef4pcbllIgf/LTJjYmLoP3AQPcor+eeOGVetZDWR09Xg087fopQs1nr38BOPXrRJD/tnQ9MxuRbptdX3mwxWZ/RtI1n2xr1sg9SVkFifoKAgjLuC6dy5M+3PbEctp7Ok+gnoNR6KN7A91vTp0wEeWd8/acIEiHkbVrQHfRK+FXzumaEVBicvq0t5huB2LwG91oPZCMpsenYLBIKnJqfnwm7durFz505CQ0MZO3YsoaGhzJkzB19fX4oUKUJwcDAWi8VqmjlrFitWrMDPz4/Y2FjbWKFChUhKSmLatGm0b98epVLJhtXLKetqIcpi4e6v83Cq1BxD9A00hUpmWevbdYpRyOXlzHJRKBSM3DfyoUI7A7PFzKg/RvHHO388p5UJBIK8hGSxZFeo+XKSmJiIm5sbCQkJuLq6vujl5CpGo5Ht27fTvn171GpxkZvfCQ0NZdq0aYSFhVGkSBEGDRpEkyZNmDp1KjExMXz11VdcvXqVX3/9lf3797Ny5UrWrVvHu+++S+/evWnYsCEKhYLt27fz/fffU7hw4WwjuDNnzkROSyHx9hU2TWhLfFwsFmD7ZRPfd3GgsPMDUY7Kb2DpuhRJ9YrUn5n0sPptuPaHveu4LINZf19w+42ExiNA5QAqjTVFP/N9y7a09p/OzdRqs9EaSV7aGuKu3b9dksC7GsY7l9heYzHtzwxELadbW5i9t8Vq+Pa4/cCN6RBzCX7uC+9utArtjBpEY7o1yr95mPXxHQsKoZ2HEN8NAsj994HRLDNi3Wm2nb390Dkdqhfh/96p+VKao5lkE79d+42xB8fm+D4T60+kS/kuL7x++1mdE17ma2yB4GkQkW2BII/xNBHcyMhIypcvz7Bhw2wR2kdFcBNi77Jg3lck7P+GjqXSadLAKgZj0iS8u8yC8MPw7+b7izu/CUmpxtJlMZLi5UsLzIJKCz1/gpMroW6f+wJToQCLyhrV/fsHqNLF2hJL6wzvbrKK2QyhDXBlD6ztBj1+yL3WWEo16NytUebMgttigci/QZEpM+FphDZYa/s9X4Ohx63O45mfQ0ZbsCFHQTYLoS0QvAKolQrmdqtJ70YlWXrgGnsu3MEsW1AqJFpV9OL9JmWoVcL9pRTaYBXbG0I3PNZ9frnyC13Ld31GKxIIBHkVIbYFgjzG07QBy9ixzuC/0oRlo5Fx48Yj1YpHOr3KOqhQEjz/f5gK1ENVpw+SQgX/3LuoUGqQK7+NZDKA5sUYpT13VFqo2zeriLTIELoXKrSHlZ0g6pz19mX+oFBBxEn7+R6lc39tStV9wb2kJcTfyDrHpxa8t/HJhXYG6nviPbvNAtvYy3lhLRAIsqJWKqhXsgA1illFtd5oRqtWYjTLaJQKFIqX030cQKVQEZ0a/Vj3iU6NRi02IwWCVw4htgWCPEROzdEqVKjA6dOn2bRpE3v37mXRokWkpaXRokULfv/9d44dO0adOnXo2rWrbczf359r167ZmaoNHzkSh1OnqDVwAM7G6/xzdA/p5Toywbk619/pga5KFYqHfG01RbuwFfnN7zEqS6J9VYR2BtldIKm0UCEAfp8GUedYe9bI5VgZZ80xdoSaqFlYSavSKip6KlgXX5O2nXpwZOnyXGlN1rVrVxYsWEB4eDgdO3YkOiqKf46quHYxjaWdHnhtSje19kd/GqEtEAgE2aBQSOjuZTk5aq2XlMrnlPX0JC3QypUrZ3fu1Gg0dm3OMo8ZjUa779nM5+rqtapz5ecrxGvicW/kTuzeWAxRBhxKO+DRxCPb9WqVWsyy+bkdH4FAkDcQYQiBIA+RYY4WGBiIr68v48aNIyIigpIlS9rM0QYOHEjz5s3p2bMnrVu3JjExkd27dyNJEhqNBkdHR5sB2oNj+/fvZ8yYMdy6dctqqpaYSEzUHbRr1rE/pRxBS/YQHi9xpvu7mGNjSTlwgLBhI7B0/BpLnx0YKMrtqdOxGB9tCPPKoNJCq0nQcBgRSTJFXSQCq6jxLapknJ+WiCSZkq0HULBRT0IWfsPAgQOzvgbJyURHR1OiRInHMrZr1qyZ1XlYpUB7cSPR1/7BSZ2NoD40H/7+2VpbLRAIBC8JOf2+rFq1ql0LNNu5U6djy5YtTJkyhYIFCxIdHW03lvl7FrA7V//vf/+jvE95kEChUeAZ4InSSYlr3YfXKvsW9sUgG571YREIBHkMEdkWCPIQj9PSZfXq1fTs2ROz2YynpyfDhw9nzJgxNG3alPbt2zNp0iTatm1rGxs3blyWtlgN6tens58fU8aNJ1Cj4Ysv/sfNnbuhYEG41xom5cABwoZ+hEe3t7k1fhIF+vbFIssvrAXYw3ialmmPG1lu2bIlixYt4vr163z88ccku7cH6f84FmFk/00zYQky1+LTGFRXB22CCZ8xJ9dbk1WrVo2F8/+PjbM+IOnsr3zhr2X2nwYS0i246TK9OhYLbP7Q+nPVrvdTvgUCgSAf8yQt0MBafrVw4UI2btyY5TEzj9WpU8f2PZuammp3rk5NTuXT4Z8S8EkApiQTCgcFFpMFpcPDo9a9q/TGQfWKZYUJBAIhtgWCvEROzdGCgoK4fv06pUqVAqwR0Dlz5uDn58epU6f4+++/bX2SM8aaNGmC0Wi0M1U7efo00T4+VHdxJvncWWKPHqGRRo2z0v6CIeXgQVIOHgS1mgI9uqPQ5r1WLk/TMk2hUNCyZcscR5bd3d0ZN24cGzZsIOLmNVreWsjCaCMXY8xU9VJSu4iSGa20DNqajnlSS6rWHoFvw8a51posKSmJkHlzib+wn47qQ9zUSXx+wEBMqgWXMvWg7Wfwy0f3D06G4HYuBKWbWOu3BQKBIB/zJC3QgoKC+Prrr4mPj6djx45UqlTJ1uZMp9MxY8YM2xhg+541GAx252ofHx9+WPYDpVWlSXJKIvFkIi41XR661oCSARRzLva8Do1AIMhDiNZfLwmivYsAnux9IKenE79hA1HB0/5zrtfYsXh0eweFLm+KtSdtmfZgZDknLdPOnj3L1s2/MK7YcZvr+PyjeobXz2YjokRDq3O5Spt7tdOyGQzJ8J0/RF+w3pbhOq7UYEy6w/Z9x+63/irdzOqsnpvtxwR5HvHdIADxPnhWGGUj4w+MZ8f1HQ+d06J4C75o9sULb/mVgWj9JRA8X0RkWyB4xVHodLi/+SZIEnc+n4nFkLWmTNJo8Bo9Gvdu76DQ5I0Lhgd5mpZpjxtZjomJoX+/fvQon8Y/Ede5Gifzb4xMdIoFanS39ts+mclB/uZh+F/ne0I4ly5uFErQOEP/nVbBrXWxb++ldbfOcy8Fbt5CaAsEAkEuo1aomdFkBu9UeIeV51eyP3w/skVGQqJx0cb0rtybuoXrolaIDQ6B4FVFiG2BIJ9hMZuRlEpkgyGL8LWYTNb/jUZ4jB1rhVaLe5cuuHfqRNyPP5H022+YExJQuLriEuCPR2AgkkqVZ4U2PF3LtAf5r5ZpAMcOH4Q/58Hez6jipaRjBaBuf2g3EyyAxgkOh9y/c/H61nZhuUlmwa3U2Lf3Ut47vffZDI7uQmgLBALBM0CtUFPbuzZVPauiUqhIN6WjU+kwy2bUSjUKSXgRCwSvMkJsCwT5CIvZjJySQviw4RT5bDoqLy+bALaYTJgTEwEwxcejVquRHkdw30sN9+jRHY8e3ZGUSixms3UsD9Zov3BUWmh8ry5672f3hXZGqmCrSdb/D4dA4xHQYvyzEbwZgltSZJ+irnEVQlsgEAieIQpJge6eF4azxhmw9uIWCAQCsd0mEOQTMoT29e49SD16lOvdumO6cwfZYLAK7YQEbvbtB8DNfv0xxcU9UYsuhVaLQqu1RrLv/Sx4CBmCu8dP9kI7Y6zVJOvYsxLaGTyqj7Yy+wu+h9l1vEI2HgKBQCAQCATPFCG2BYL8giRx493eGK5cAcAcE2MT3OaEBK53644xIgIA0+3b3OjeXQin54FKC2Wa2wvtB8fyWGRZ1uux6PVZ3h8WWcai1yNnU7cvEAgEgqfDaDZilI2Exofy88WfWXdhHccjj2OWzehN+he9PIFA8AwQOS4CQT7BYjBQaORIwocNg3sRa3NMDNc6d0FSqTDHx0NGFFqS8Bw6FORcrhEWZI/qEbXsjxp7Ach6PWEDP8Bi0FNi+XLQapEkySq0DQZuvNcHhaMjxb/9Jk/X6OdFZNmCwSyTajBz9OpdUg1mfNx11CtdAKPJgoPm4T14BQLBy43epOfI7SMsPLOQ83fP240VdipMz4o96Vm5pzBTEwheMoTYFgjyCQqdDqcG9SkWEmInuOXk5CxzC0+ZjGu7dnm2RZfgxZAhtFOPHgXgZt++VsGt0diEdvqZMwCEfTAo7wtuk8G6mSHLoHggUcukt2Yb5Fartf8g3WgmPC6N2Tsu8PuFO5jl+1kDhZy19KhfnCEtyqNWSkjPaU0CgSBvoDfp+enST8w6Pivb8ciUSL48+SVnY84ys+lMIbgFgpcIkUYuEOQjMgvuR4kIlzZthNB+Esz3atzNpqxjpnup1bL5+a0nF5ENBhI2b7YJbYC0U6e52bcvhps37YQ2QOrhwyRu3Zp3U8pNBki5A+t6gDndPovDpIeEMPjpPTClP/OlpBvN/B0eT8eQg+w8H2UntAGik/XM+z2UHkuOYDCLbBOB4FVCtshciL3A7OOz/3Puzhs7WXFuBenP4bwlEAieDyKyLRA8IWvXruXy5cs4OzuzY8cOatasSatWrahYsSLr1q2jbdu2HDlyhAoVKnD69Gk2bdrE3r17WbRoEWlpafj7+3PixAmuXr1KzZo16dq1q93YtWvXOHfuHHq9nsmTJxMUFISjoyNvdOhAzWpV2ZWWytGEBCZ6F866uAejfIL/xmyEtFjYMBDeXAY6t/vmYiYDJEfBluHw9kprWy9F/koJVmg0uL3xBoYbN4ldutR2e9qp01xt2y7L/IKDPsC1Q4cnj2xbLFahq1CCPsVat65UAYqHmrblmAyhvbQVJEXCig7QZyugA9loFdrftYHUWEi9C73WW9uiPSPSjWb6rThBmvHRGzEnbsQxbsNZPutSDQd1/nr/CASCJ8NgNrD03FIs5MxDZc2FNfSt2vcZr0ogEDwvxBW5QPCEREREULRoUQIDA/H19WXcuHFERERQsmRJChYsSEhICAMHDqR58+b07NmT1q1bk5iYyO7du5EkCY1Gg6urK1qtFr1en2Vs//79jBkzhlu3bnH37l08PT0ZNGAAK5ct47cOHdCazLg8RPCZoqPzbkQyL5IhtJe2hqv74LvWkJ5gjXBnCO2lreDKHljmD4aUfBnhVmg0FBo+jALvv//IeQUHfYDnhx8+udA2GSD8uHXj4rMiMLsUzCgCy9rCv5usx/tJ/QQsFjCm3hfaABEnrYLbrLcX2gDXD1qj38/ILDDdaGbl4Rsk67PJhsiGzadvof8PUS4QCF4e9GY9+8P353h+TFoMf0b8+QxXJBAInidCbAsET8jo0aNp1qwZEyZM4NChQwwdOpTy5csDEB4ejk6nw3ivrnr16tX07NkTs9mMp6cnw4cPZ+nSpXTt2pUJEyZw5syZLGP9+/dn/vz5REdHo9VqKeDuzo+rV2PZtYs/r17lusHA2fQ0ok1ZL/Jv9u1nawsmyAEWGZa2gfib1t9jr94T3PH3hXZylHXszr+w4vXnVguc2yg0GrxGfIRrp07Zjrt16UyhIUOeXGibjbBjrFXw/rsZ5Ezvz4iT8HM/WN7OKpifRABLEqgdoNa79rdHnISv68PiFveFNlgj6o2GP7N0co1KwZqjN3I83yRbWH30phDcAsErwq3kW8iWx9tcvBx/GXM+3NAVCARZEWnkAsETsnnzZi5fvoyDgwO1a9dmxowZDBo0CLPZTNWqVfH19WXevHkEBQVx/fp1SpUqBYC3tzdz5syhSZMm7Ny5kxMnTqBWq/Hw8LAbMxqNyLJMQEAArq6uyBYLN1esoAMSJT0KABAnm6k2fTpKDw8iRo2yrc189y43evai7M7fXsShyX9YLNB0tDVNPEMAxl6FhfWt4jE94f5chcraN9ukt4q+J+RZlyFcvnyZDRs2cOLECaZNm0ZgYCCNGjXi7bfe4uL58+z9bQc7b95kRYkSduvSh17BYjaDSvX4Rl7GNNg/B0589+h54cdh9ZvQZztIT5BOrdJC0yDrz/vn3L89/kbWeT1+hOL1n+q1ehR6o0xU4uO17LkclYQkG0Em+3IEk8H6PhPlIALBU5PTc23jxo2ZOHEiX3zxBeXKlWPBggWEh4fTsWNHNBoN27dvx2KxMHXqVLsxo9Fod44eNmwY3t7elCtXjsKFC/Pbod+49r9rlB5bmjub7gDgXMUZx3KOD12zAgXkz/1cgUDwAEJsCwRPSKdsIoPLli2z+z0oyCoI5s6da7stODjYbo6/v/9Dx6pVq2b7+YN+/UirU5ewAQOwGAwgScxcsgTXdtZ622ILFnAjQ3ArlXhPGP/MUmfzBab0+y7VshmU2ofXCqt1UC3Q+nNmwZ0SYz9PoYJ3Vll7Zz+leMsoQwgICCA2NpZRo0axceNGAgICbGUIS5YsQZIkqlSpQkpKiq3UwM/P76FlCBljBw8epEuXLmzfvp24uDi8vb1JSkpCKcuU/m4Z2pRUEp2yXuylnz1736X8XluwHCOb4PCCnM29eQSu7YcyzUB6AlGZIbgtMmsXzuRyrIyzBnaEmqhZWEmrshoqDpjPunUHafu6R7YX05kvisuWLWt3MZ2cnExgYCDz588nLi7Obizjc+rv70+NOvVIufgn+ptnKdBmEEmntmMx6tGVroWmUKksy5YkCKxdBLUhHiyOWev/TQZIjgRHT2uduRDcAsFT8Tjn2s6dO9vu16xZM2bNmoVOp2PTpk0EBwcTEhJCdHS03Vjjxo1t52iA5ORkFAoFLVu2pFGjRpR+rTQrT63EnGJGoVPgGeBJ1IaoR4rt6oWqo3ySjUiBQJDnEN/iAkE+QaHT4VCjOsWXLEHS6Sgy4zNbe68Ml/KiX3wBgM/nM3Bu2vTVdCQ3poE+EY58A6vfstYJ//gunP/FGqU2PiSdOENwd5ib/bgkQeD/ckVow7MvQ+jTpw/btm0jOjoapVLJ/Hnz+PD99/m/Dh1JP3OGrYmJdHR1BUDl42O3tgyXcotejyUHGzZr164leOpkvgrqjf/yWMbsSue3UBM34mVmHdRzJtLMtycMbLlo5PMDeqbus74Gwwa/z/Rpwaxbtw6A9evXM2zYMAACAwOZO3cut27dYsWKFUyePJkNGzYAsGDBAoYOHQqSxKabrnx/xsCJWyYCq6jxLapknJ+WiHQHStbvREFPL5t/QtWqVe0uppOTk4mOjqZEiRJs2bKFKVOmULBgQaKjo1myZIlt7oNjLi4uTJ48me3bt3Pp/D94urkgaZ2Q9amkXz8NkoSkzNq6R5JgRqeK+HrLSEtbwfK29vX/JgMk3bKWLax8/f6GkUAgeGIe51ybmWrVqrFw4ULOnTv3n2MZ5+jU1FQaNmzIl19+ybZt2wD4ce2PvPH2GzlebzGXYtTyqvUkT1UgEORBRGRbIMhHZAjucr/vRuHkZCemFTodjvXqwu+/49S4cb4W2jlN+/Px8bE5tk+dOpVhQz7EW3+VcomH6FZZYv15I/uumwhp70Dg51toVMaFwLGL2Hkhgas3wm3p17aUwPZt8XYsydo/9Hg7Swysk6luWaWD4r6QS/1Pn1cZgr+/Pzqdjhmffcat48dpnpgAOgciTEaKqjUU/OADvEaOIOqLL7O4lCft3IlL27ZI/1G/HRERQdHC3gQUOElsUSWjGmrZeMFIQDkVBR0lQo4ZWNJRx5hdema21jJ4WzpxaRaSY26huBtHyxIlOHv2LI6Ojri5udmeZ3JyMiqVyi6CDzB06FAmjh8L8Td5I3oeHXs60ueXdCbs0ROWIHMtPo1BdcywsgPhYQ3RabUYjUY0mZ5HxkVxv379mDJlCkrl/ShSeno6kZGRhIWFocgmspw52r/r99+p4pTM9duXkI3pKBxccanTkfg/VuLRop/d/T7rVJEuFXSolrWBhHDrv+Vtoe8OUDtahfZ3bSD5jvXfytfhvW0iwi0QPAU5Pdd269aNnTt3EhoaSlBQEF9//TXx8fF07NiRSpUqERwcjMVisZ5PZ8ywjQG2c7TBYOD48eNER0fj6+sLQERYBEH9gzi65ShyusydTXdwqe7y0PUOqDYAk2xCmc86XggEguwRYlsgyGcodDqkh6T3KrRau//zKzlN+xszZgwzZ85k8ODBxEXfJvnKERRx/9CyqoqzURKOanDTWY+Tt5NEckoqqk0f4FpqJFqV0ibemjVrxqzPP0cnp/D9uN54OUgoHjy8xjSrEOq/C3TuT92+6lmXIRiNRgoUKMCdO3dYsGABfxw4QI1q1bCUKkXEtu0UUqqI7NCBfRo1xbZs4Wx6GrElitP/ZhjToyIp0awZ1RIS6KHRsH79evbt20dISIit9jswMJCdO3faasarVyzHmP4z+O2Mgb+jzHR4TcWn+/TsvW6kqpcSowz9a6uZf9RAdKoFpQIaFpXo9+WXTJkyBS8vLywWC8eOHSMyMpKQkBDi4uJYvHgxn3zyCQBjx46le/fu1np5fSJ81wZLyl16bUijuKtEgh5qF1Eyo5WWQVvTMVuOUlV3B9+g9cybO5du3bvbLqYnTZpkd1FcpEgR28V08eLFmTVrFitWrMDPz4/Y2FjbWKFChUhKSmLatGm0b9+eBg0akJRupNzZa6icC6B0cifx2Aa0xavYvU4qhURAZS/Ul36yiuwMov6xCu7m42Dbx1aRnUHkWbh9CnzqgCL/bp4JBC+SxznXrlmzxnbb+PHj7eZkiOfsxjLO0RqNhiVLlmQZ05v0zGk6h9GMxiQ/vHNBnyp96FCmAxrlExpUCgSCPIcQ2wJBPuSxjavyGaNHjyY0NJQJEyYQFhbGtWvXGDRoEGCf9pfZsV2ZGkND9b/0C9AyZa8eLycJC3AswkxkskxIewfi0iwsPpnOJ16rYeJ5xo6fSPfu3alWqQILZ05k45iWJCQmM9hPw/LTRmJSZTwdM0UUY6/mquB+1sTGxlKhQgXat29v27RY/+OPtKxShb/37GVV7F2Wzplt27QYdO0aCr8myL/tIKVYMUqVLZujiPOhQ4e4dvkC1+NM1CmiZGZrHT3WpzG3rY6bCTL9a2mYd8RA23IqZAsElFWhU8HxaC3Rs2bh6+vLG29Y0yxjYmIoUKAAM2bMICYmhh49ethF8LFY+OmHtRzbspw//RTsvmrGVSvxmpeW/p+ttrqS/zmXZW9kpPqHwcHRBI3ZAthfTD94UZz5YhqgT58+2Y5NmjTJbp5GpWDn6oX0XHoUmvTK9rUwyRZm/HaFL7r0AGMK7Jx4fzDqH/jhgfsp1dBtjVVoq4XQFgjyM1qVFr+ifvzQ4Qe+PfMte27uwWS5L7predWiX9V+NPJpJIS2QPCSkbevFAUCwStJTtP+2rZta3Vsb9UC3anvOB5hJjrFgm9RJW9UtKZ7x6RaKOAgMeOAnphUCz2qqdl5JoITo/qjdipGUlISIfP+j/jf59GxVDqVq6tZeNxAqklBgZ7LQJ8Av462dylf2QEGH3qBRyhndO7cmddeey3LpkUBX18SwsNxiIuz27SIiY2l8KxZNCtYgPc/+OCxIs6B3Xtx5/q/hB1cx6EwM50qqGheSsXZKJlirhJBja3ZFtW876dGLpkxCpp8bFcDP336dCBr5ChzBP/td7rxdqkE2DWZxiVU913HSzSA1wJAqYH9s62T1Y7QcrK1Vv8ZiVatSknFIi78+lETvtx5iV/P3UZvul9rXczDgd4NS9K3cWkkpQJ8B1gHMgvuzGQI7VJNhdAWCF4StCot5d3L85nfZ+jNeq7EX8FkMVHcuTgFHQqikBSoFOKyXCB42RCfaoFAkOd4nLQ/m2P7nLIs6ZTVuGx6S6tYGd/EPrXev5IMXcaBxpnxnwRBl+rwc1+wyNQrrrWaoZVtAUig0tx3KVdpod1sq5lVHhdCx44d4+LFi9luWlSrUSPrpkVAAA6urpw8fZq7jxlxLl6iBLO+Xs6K3gfxKxBDbJqF4D/0WCxQyCmbemOFCuoPejKzOZUO6n9g/XnvZ/faezWw3g7WNm5gdUbvvRkKV3vmr5VWpaR4AUc+71qN6V2qcupmHGkGM0XcHKjs44rJLKNWKu6vv8EQuH0Gzv6U9cGaj4cyLayiWyAQvDRIkoROpUOn0lHbu/aLXo5AIHgOCLEtEAheDtLiHnN+LLaGDGoHa0T0reWwcSC8tcIqtDOEYEZbsO1B0PMnKOab54U2WFOf27dvb02/vsd/blqQNb0achZxRpbpM3cXLG0J6Qn4Fn2IwY8kwRsLrW2vnpQMwV31TWubrMyvh0prFdx13ss6loknNuLL1DKsW7dudjXt7/Xqfr+m/c+dHLxX096yZUu+WrSI69ev8/Hwofx76jD/rNrItTtpLH1wk+jsT1DvfWtLNGGSJBAIBAJBvkWIbYFAkOs8CxHzMGOurl27Wo3BDsj4lzShVkjsvW4iJtXCzNaPEMQaZyBTW6UMwT3iLGhd7SOuGW3BXgsArVu+ENovBJUG3IvDgL2wYYC1fvpB3IpDu5lQtvXTH0eVDlyKZC9IVdqHj93jiYz44uLs+ujm1EXd3d2dcePGseGnH4kIPYt231Si45NxUmfjv3Dn/H2X8gf7cAsEAoFAIMg3iF4iAoEg18kQMYGBgfj6+jJu3DgiIiIoWbKkTcQMHDiQ/fv3M2bMGG7dumUTMRl9j3MqYuLi4nBx1DJ58Ntsv2yijo8SpQQphv/oD12pk7W2NzNqB3AqlH1qs1p3b0wI7Uei0oJ7Cei3A4Ycg0bDoEZ3a6T23Y3w0ZncEdoZPEqI/odIzWn/XTsjPqXSro/unj17uHjxol1N+5AhQ1i+fLldH3SAs6f+4uLZE7S8PIUrt+L4wl+Lt7NEglEJZVvaLy7DpTxzH26BQCAQCAT5ChHZFggEuc4TuYnfEzEZfY9zaszVtm1bJJUWGg2Hed8DMLKhlvlH9Q9foM4Nqr2VVWyb9GA2WtOclZqsNbOS2J/MERnHrVAFa/2xRbYeU5WDtV90HonUPrYRX0AAOp3OrmVYTmvaY2Ji6D/wA3o0r8Q/dyPx0El8fsBATLqEy7troGJbOBRib5p29wrEXATvannmmAkEAoFAIMg5QmwLBIJc53mKGA8PD2vf42/X075dW7ac2cW/MTLRKY+IbAfMsArADIxpVqH910q4GwqSEorVhWpvW6OKGsdnfMReYvLwsXsiIz6evKb92PHjVlf0v1tSZesIq0ncO2ugdBPrhMwu5Sod9NpgFdoim0IgEAgEgnyJENsCgSDXed4ixtb32GyEzcPoeGZt9gtTKK1O4tXetqY7yzKY9bDlI/hng/X+GZxcDjvGQYNB0HSMcIYW5A5qHVTvBkjWmvLSTe6XLah0VsEtKaFIDSgqemwLBAKBQJCfEWJbIBC8PCjV0Gk++H0Mh0MgdLe15tWxoFVg1//A2ndZda8NmNkAy9vDrb+yfzx9IvwxG+JvQqeQrGnnAsGToNZB9XcAS1Z/AJUO6vW3tpkTQlsgEAgEgnyNENsCgeDlQqmBQq9B21n3U5gtsjVNPLOwMaTC758+XGhn5sw6KB8AlTqKCLcgd3iUkFZpHz4mEAgEAoEg3yDcfgQCwctJ5lphSZE1gqhQwuk1OX+8wwuA/3A4z8uYDQ93tTYbrSn1AoFAIBAIBIJcQ4htgUDwanJhmzVNPKdEnITkO89uPc8Skx7+WpV9GymTAU58B+b0Zya4zbIFk1mI+TyNSQ+yCZKiIO46pCfcu020HRMIBAKB4EkRaeQCgeDVQzZD/I3Hv19SJLgVy/31PEtMBji6APbNgBNLoe8O0Dj9P3v3HVdl+f9x/HX2ARkyFCe4tURDK8qVpgakqUVFjoZp+dNyVaIirtCvWTZUKsvdcDTMtDIlUzNzUmpqaqCgDAcIyD7798cR5AgYloDj83w8fAj3dR+5zs0Rzvu+rutz2Uf2zUbYPA12fwh/fgmDvwf09u25/iOD2YJaqeSP05n8npiJxWajhY8rD7ashcliw0krW1ndEKwW+8yG2GWwbyFknLzc1rgrdBgJTbtJvQIhhBDiX5CwLYS4IaxatYq4uDhcXFzYuHEjAQEB9OjRg1atWrF69WpCQkLYvXs39erV4/DhwxgMBqZPn86oUaPw8fGhWbNm9O/fnzVr1rBt2zaio6MJCwujY8eOhIWFERMTw8mTJwkICCD0sceI+mQLxBsIaqqi0AwHzlpYd9zM1udqlN/Jm3Et7e4P4ZdZ9o/PHYFlIZcCt/PloA32kfvlj1yXwG0wW/j+4Bmit8SReCHfoc3bRcsz9/vx0oPN0KhkclW1slqgIBOWPQzpf5duT/jF/qftU9DvA6lXIIQQQlwjeacjhLghpKSkUL+OD2FhYQQGBhIREUFKSgp+fn54eXkRPX8ew4YNY/v27YwfP57U1FQyMzPJzc0lLS0NX19fDh06hLOzM+7u7gD4+PiQm5uLWq3Gzc0NnU6HwWAgMysLV782TO2qY0OcmW6N1Axqo6Fn46vcf9S5gXeLKroa15H6ikJc547Akp7w9dDLQbv4XB2gBIXiX385g9nC+1viee2rg6WCNkB6rpH3Nsfx0oo/MMnU8upls8Enj5QdtEv68wvY/Lp9P3ohhBBCVJiEbSHEDWHcmJF0vcObyEkR7Ny5k5EjR9K8eXMAkk8nojdnYyrIZejQocyfP5+0tDRUKhUdOnTgnXfe4YcffmDLli0cP36cvXv3cvbsWaKjo3n55ZdZtmwZoaGhREZGcvDgQQAUzp7Q4J7ir7/ikIlBba8ycnfXUzfn+tV7noeHZjgeSzsOf33reMyvIzy91h64/2XYtlht7E3IIHpL/D+e+9Nf5/jolxMUmm7Ca3orsJjh2Hdw/mjFzt+30L6mWwghhBAVJtPIhRDVz1TI+vcjiNv4EU7KFrQP6M6s2W8yfPhwLMYC/HVnCfTcxLyxjxMy4g2sVivBwcHo9Xr27dtHWloagYGB9OvXD4D09HQ8PT2ZNWsW6enpDBw4kJiYGGJjY9FoNHh4eJCTk8eM5Mb0arEPgMQsG41qlnP/0ckDuoQ7Vji/Wah1cN8w+8c/TSn7nOsQtAHMVisLtp2o8Pmf7jrFiG5N//XXu14KjBasNnulea1aeZtMb7fC7gUVP91ssK/rDhwm+38LIYQQFSRhWwhRvUyFcOgr+mYvgw5aIBHuVYEKli78EPYtAdNX4K4k3H0PZPxAmzETitdPL1q0qNQ/OXPmTAAmTZrkcDwoKKj44ynTptmnxR7vBWuHMTeknP45e8Gz68Gp5n9+qlW5Lr1Pnz788MMP7Nixg0cffRS9vhNbD7iQnp7O7J5XhKXe74Ja+5+CNsDFAhM7T1yo8PlpOQZ2xKXTrWXt//R1/w2L1YrFCueyC/l01ynOXCxAo1JyfxNPHm1XH6uVW7uIm0oLyfuu7TFJe+CeIZXTHyGEEOIWJGFbCFG9VBo49JV9/WiRfYvAXAhu9eCXNx3PP74BHhh/fb62xglaPgyj9sPO+XBw9eXtwNzqwd1DIPBF+3nXoThaSkoK9evXJzg4mIyMDF577TXWrl1LcHCwfV16dDSLFi1i/PjxzJ49mxEjRhSvS1cqlXTv3r3C69IBWrduzZ49e9CrVdyd9jXbCy6QZyxjr/A1Q2HIJtA426uU/9vnl3nta3r/PpfLA81roVT+t6B/LUwWK9kFJkau2s+uK24OrN2fwszvjzK8W1OGdWmCRl01o9yVdSPmvvvuw9PTk08//ZRTp07ZCwSGhvJ+9HyO/ZDH+72cOHzewuQtBt4O0tPM8yrP12KEqvs2CSGEEDc9CdtCiOqlVMGgr2DFE5Cw/fLx/Z+VPrf2HTAk5vpWRdY4Qc2G0PN1CHkDCrNBoQSdq31LpOs4ZXbcuHHEx8cTGRlJUlISCQkJDB8+HIDk5GT0ej0mk6nMdelDhgxh2rRp1K5dG5vN5rAuPTMzk4ULF+Lr64vFYmHRokUsXboUFxcXBj4VxrbFk9icsJOQZmp2JxtKhatRy2Lx+bE1zZ58naYt7mDDxk3YbDamT59Obm4uYWFhzJ8/n8zMTDZs2FDcFhUVBdhnDGg0Glas3UDmtj+p2fVZMrcuRanW4dSiA7o6zcq//CrFfx1QvyZWq42cQjN9oneQerGwzHNyDGbmbDpOeq6BiIfvQFsFgbsyb8R4e3tTo0YNhxsxI0eNZvK61wEz/rVVPNqqAm8H3BsiaVsIIYSoOAnbQojqp9bBoK9LB+6SioJ20R7R11vRemxnz8vHrvPXWb9+PXFxcTg5OdG+fXtmzZplX5duseDv709gYCDz5s0jJCTkX61L//jjj7lw4QJt2rRBrVZz+vRpFr89hcltzvBltpUXvyvgAV8V/nd34FG9Bsy/ApBrAuW5c3Q/+C7fHe1N1MxZRH/wAWlpaXz++ec8+uijAHz33XdERUURHR1NWloarq6uvPLKK0ydOpWoqCh+2rIVhdmAtSAHlZMbNfx7kL3n66uG7Xv8PFFUYdo2WqyM//pguUG7pGW/JRLiX4d7/TwrfeS9sm7EnD9/nvDwcBYvXoxGo2HixIkMGDDAvoSiThtgf8U7GfiC/f+fEEIIISpEwrYQ4sZQFLjnNAVDTun2Z9eB1uU/7f9c3fr27Vvq2NKlSx0+Dw8PB6BNmzbFxyq6Lv2ee+4hPj6eGTNmcPr0aaxWK9OHhdEl9QN+TjATWF/FrCEP2q/lZ59DjbvJ/3MeHRqoGNJOw7SDRlRtVMXXuLCwkLNnz5KUlISyjOt+ZUgeM+YVfjxynlPO7iid3Mg//htKXfnhrKWPK3fUdS23vTLkFJrZcux8hc9ftP0kdw2sib4ybvCUUFk3Ys6fP0/btm356aefOHDgABqNfVbIV99+z94zCn7TK/B1tRBzwkx8hpXXu+lQlXVjof7d4NW8Uq+BEEIIcauRsC2EcFCVRbxCQ0N5//33SU5Ops/DQWTs/ZLDm9MxWGxM73bF9O1f3rJP80ZbLdflZlAysLVr146OHTvyyfp1KDqNwL/2fHtgu9CV/mfOE7N5C/GNfJny0HT2/TiRNH0TAge/Tt36vkRFRWGz2WjYsCFvvvkmy5cvp3PnzmRkZBS31apVi5ycHGbMmEGvXr347rvvOHr0KC1qGDirVpJjs2I15FHDv3u5/R3TsznWMpaQVxajxcqXsUnX9DW3HDuPtQo6WVk3YkwmExs2bOChhx6iV69exec8+eSTPPloH4jbBF8/z8rHr3ITy7UO9F+BTCEXQgghro2EbSGEg6ou4tW1a1fefGMW+pOb2L52GbN76hjxQyGZBTY8nEq8ud+3GFBAyCx7JWVRSsnAVhSyFi1ZigYLdO0CTXsQfml7r5UrV9pPNBey6LMm0KpX8XUNDAx0+HcHDx5c/HHJtilTHLcS69OnD4UmCztPXGAEYDBby+3rxJBW9GhVu0rWQxcxW6ycy/7n6eMlWW1wsdCEs+4W/HWp0UPzIHj6G9g4sfSe2wqlvb1vNOhrguoWvAZCCCFEJZLfnEIIB5VdxGvChAkAxWtH29zRnA+H3M3a96cwtL2G+XuMpOXbUHk1AveacObg5c7tuzSKJ4H72mj00Kyn/ZpduT5arbdXZL9O11OvUdGxqRcbx3bh/S3xfP/nmeLQrVRAw4z9tHLOI3vfUfrMiil35kSnTp2YPHkyb7/9Ns2aNXOYOdG0aVOHQm0VLuKmc+Lr2a9iatsfjUc90r6dja7+HTi36oza1avc56RT38JbgGmcwLcjDN8BZ/6EYz+AKR9q1IJ2T4POzf7auImXbwghhBDVRcK2ELcom8WCzWRCodWC1YrNZELp5PSPj6vsIl4xMTHExsai0WjIyckhev48snZ9Tp9aSkwW+0hicEAD3EbvsAfBFU9Awi+XO5jyO9jKHzEV5bja1mXXYVuzkvQaFY29XZj5qD8z+vlzKiMfi9VG/ZpOfPT+Ebw96/DwwyFkZ6Tx2uiXWLtwNsHubfEqSCB67rss+uhDFLoaxYXZAIeZE1cWaqtoEbfp018n9LFHWXbC/m+qatTEaipAcZX12I28nKmpV4HZaN+L/EoWk/31eJ2vYZUqel7124NPa7BZQKm5vlX/hRBCiNuQhG0hbkE2s5ncXbvJXLkC4+kkFCol+tb+eD4/GH3LlqBSlVsBurKLeIF9lLHIpMjJYB4PXz4Nf2+iTRt/x6rjg76CFU/aA3e99jD4e1DKqPbNwElr/xVzR1234mMRE8YTf+wvIse/StKfv5KwYR7D26tgo5rkbYXoC5WYvlWh7T0bLGYA8vPzHWZOqFSXw/G1FHFTKhU08XahXrqGNMDzoeFYCnPJPbAR9/ufKPM5vBfWFoUxBw5/A+0GOYZqixkKsiAuBto8br85dLO7mW8aCCGEEDcYCdtC3EKsRiMACaGhWBMSHdqMCYlkf/89zoH30nDBAnByQnGjTA1Va+Gpz+GnadAtwnF7L7XOHrh/mgo9poLaSaa03sTWf/sNcYd+x+nkJtq7FTKrh47h3xdisYF/bRWB9VXMW7yS/oe3EXOsLfEnTjBl2nSHmRN169b9V0XckpKS2BQTQ1M3H867dSN731os+RepcWe3Mvv6ep9WBNRWoVgaBGnHIf8CdBptf01azFCQCUt6QmYiGHPh7udujcAthBBCiOtCwrYQtwib1Yo5IwMAU+oZypsYm793H6eefRa/lStR6G6gUSyVFoL/BzZb6f2t1Tp7JXIbErRvcn379oVTURACYA+mS/s5Lm8I76QDLrCyazK8tAaUqlIzJ/5tEbcvVq+i0GRh7f4UIjWaciuTRwQ359n2XpeDNsBW+0wNurx6OWjX9IOwz+CbF+1tVwZus0FGi4UQQojblLxrFeIWYTMaSXvzrQqdW3jkLzJXrsJ6qSL4DUOhLB20HdrkR9ZNzWqBuM2gdbYX3wocBnf1B7f6ZZ+fHgeJv173Nfp6jYrH2tVn+/gHea5jI1xLVBpvXc+NOU+0ZWiXpvY1y1eOVG+dCd8Oh8U97EF7wEr7yPbg78G9gf2GUBGLEeJ/BvO1VUAXQgghxK1BRraFuEVY8/LI/e03eKhnhc7PXLkSz2efqeReCVGC1WIPpC9shqS9YMwDZy/oM9++7nnX+3B6t+Nj9nwEDQLtAf060mtUNPBwZmJIS6b3uZMCowW1SolSYc/LapUSrE7w/I+w7GHHqvh/fgmNu9qD9vev2D/vFgGdx14O5xYjfDXYXt07+A24d4hMMRdCCCFuMxK2hbgF2Gw2sjduBGvFRwBNSUmYkpPR+vlVYs+EuMRiBFMeHPgcDqyCwqzLbTV94e7n4ek19nX7+xZfbrsQX6lVsYuKuJW5j7ZSaa8RcGXg9u3gGLQBtr0BKKDzK6DgctAG2BRh/1sCt6iAAqMZlVLJkdSL5BsteNbQ0sLHBbPFhk5zC29DJ4QQtyAJ20LcCsxmrBezr/lhlpycSuiMuFmsWrWKuLg4XFxc2LhxY7l7XterV4/Dhw9jMBiYPn26w57X/fv3Z82aNWzbto3o6GjCwsLo2LEjYWFhxMTEcPLkSQLatiH0oQ5EPdUODDkENVVxLtfG4fNWjBYbrz94Gn5+HY5vsAduQ/blEKtQVX1/AwIIDQ3l/fffJzk5mT69exGX3ZmTW/cQUEdFaFtf+9T29DjHC7ptFrb8dBSZCRD3k2Nb6u+gHFbJ31FxMzNZrOQbzMzfEs9XvyeRXWAubmvg4cSzHfwY3LExGpWi3N0khBBC3FgkbAtRSSoaDFq2bMmBAwdYt24dW7duZcGCBRQUFBAUFERsbKzDm/+SbQkJCcWBYtq0aUR8uxb9uXPofv2VQxkZpBbk00qn5yFX13L7qLpK2/VkNRpRKBQoNKVHKG2XKqgrtLKdV1VLSUmhfv36BAcHk5GRwWuvvcbatWsJDg7Gy8uL6OhoFi1axPjx45k9ezYjRowgMzPTYc/rQ4cO4ezsjLu7OwA+Pj7k5uaiVqtxc3NDp9NhMBSS+WEIrrYcXumqY+rWQqIe1NOnpY0xP5ZYz5y8D74dYZ9W/tc6e3GxOv72UXGVpgr7a69l0LVrV96c/QZ6hRG3oyvRqRQYzMCfX9invz/zLXz2KKTuL34Kir0LS1/oNk9ge3QBCmU1/Mq1mMpvs5rt7Rqn8s8RVcJssXI+28DjC3ZyNrv0Gv/kzAJmbTjGpiPnWPHCfehlhFsIIW4KUm1IiEpSFAzCwsIIDAwkIiKClJQU/Pz8ioPBsGHD6NatG4MGDaJnz55kZ2ezefNmFAoFWq3W4c3/lW3bt29n/PjxpKamkpWVhdHbm0yLhVq1auGiUqJRKDDayim1DGgaNkTToEGlXwer0ciFxUs48/rr2EyOb/xtRiPn332P8+++Vxy6RdUZN24cXbt2JTIykp07dzJy5EiaN28OQHJyMnq9HpPJxNChQ5k/fz5paWmoVCo6dOjAO++8ww8//MCWLVs4fvw4e/fu5ezZs0RHR/Pyyy+zbPFCQvv1IXLiBA5u+QayTlNyMM5mszFzu5GRgVfcZDn2AxRkwJ397J/f/7J9K7jK7u+yZYSGhhIZGcnBg/bp4m3uvIMP357J4QVDCPXNJPIBHQfPWez92v0h/PImPLsO6rUr/yK3eQLjIx+w6egFDGbLf/+mXQuLEbbOsn9sKizd9sNrkPI7mAqqtl+iTP0X7SozaJf0+6lMxqw+gMFUxa8lIYQQ/4qMbAtRScaNG0d8fDyRkZEkJSWRkJDA8OHDAcdgoNVqWbFiBYMGDcJiseDt7c3o0aOJiIjgrbfs1cUnTpxISEiIQ1upQNGpEz1rehARG8s095qo9E68m3ae3riV2T+PgQOxmc0oVJU3QlIUtNPnzy8+VnfaNBQaTXHQzli+vLit9quvyAh3FVq/fj1xcXE4OTnRvn17Zs2axfDhw7FYLPj7+xMYGMi8efMICQnBarUSHByMXq932PO6Xz97KE5PT8fT05NZM14nPe08A/3VxIwNILbW42jOH8SjoYIcA8z4xUCv5mqifjFyJtfKjtMWWnpf8RqMXQrtnoHMU1C3beX2d9Ys0tPTGThwIDExMcTGxqLRaMjJyiR67jtk7V1NH58LxJyA2FQLGpUCOr8KZw5A4g6samesYStQz72z9AV29sL22EKi1h/l892nmPWYP4+1b4BTVYxKWoywKRJiP4W77oVTv0GzrvZRbIsR1o+Cg6vtf55eA/XvlhHuamK2WPnx8FmSMip20yPmr7NcyDNSr6Z8v4QQ4kYnYVuISlLRYBAeHk5iYiKNGjUC7NNa58yZQ5cuXRze/Ht4eDi0mUwmh0ARu38/Zzw9aV6zOTt//4O/crJRl7OuT+/fGo+BA1BW4j7bVqORnE2bHIL2xa/XAFA3KqpU0M5YvhxNw4Z4hD1Z5nRzcf317du31LGlS5c6fB4eHg5AmzZtio9duec1wMyZM8FsYFJIfdgYDakmaOBB0IQomLUYjDCl6+XX2/0NrvLr5+xh+4j2oK8oOQHrav1dtWoVy5cvx8XFhddee6142caZM2do1qxZ8bKN7777jsOHD6NWq9FqtZw5cwYfHx/i4+Pp378/OTk5bNu2DVf3muw/dJSODw6jqfJ7Yn7dR6EZ2vUdQVa7l/hw10cknjrFq12OEbd8JIf/MGCw2JjerUQBtPwLWH6Zw/ieo9hz8gJvbDjGE3c3LP95Xy8WE/zyFuxdCMpL/VkzFMKWQvOHLgdtsG9L9vnjMPQnqNUK1HKzq6rZgGW/JVb8fBss2ZHAuKCWOGllOrkQQtzIJGwLUUmuJcjMnTu3+FhUVJTDOUFBQeW2lQxAixcvxpCXx8bNm2m1fz9dEhLL7Jdz4L00XLCg0gOtUqvFNTiYGuvWk7djR/Hxi1+vIXfzz1iyshzOd7r7bmo+8Tioq/7Hks1ms09xVyhQ3uJBv9KKjN13L2F3qoj5OJKTmVZ7IbG7FfbX7C85BDW2cn8DNWv+MrEt0Ux0r6uMytms4Oxpr9xdwb3Vr/d6bqvRiEd+Pmc3bkK19BPcTjyKrkErDLXb4ebixsiOHfmpZXNSV41l+2+7md1Tx4gfCskssOHhdPkml/qXN3AG1gwbxeMLY/n2QAqPtauPRlWJq7hsNvvMgD8+gfxLhROtZlg9ELyaQdoxx/ObdIXarUAlQbs6aFRK/jpz8Zoec/RMNjbKXyYkhBDixiBhW4hbiPLSFOzGa9di2LWbzBWfYzydhEKlQt+6NZ5DnkffogWoVFVSzVap1dLgww9Ifullh8BdVtD2XboEhVZbpVV2rQUFoFKRExOD8WQCqJQ43303zvfei81srtSR/+pSqUXGti/ATacoLiSWmZmJq5eeV54MYOqqvdTQKHDWgLv+H77HXs3sfysrPmpX0WUbZa3nHjJkCNOmTaN27drYbDb27N5N3Kef8kriKS6azcx/YRgzv99DqErJhIhIeteuQ6JXTf5e9BoRrRKo117D/D1G0vJtqJp2BcsFOHekuG8lA/fsmJP0blO3csO2WguudWHoZljW+/Jxq7l00G4RDE99ftsH7YrehOrUqROTJ0/m7bffplmzZg43oZo2bcqGDRuw2WxMnz6d3NxcwsLCmD9/PpmZmQ5tRTdOg4KCUKlUpP+yArPVivv9T5Kz/0dMmano6jTDpe1DZfb3KuU4hBBC3EAkbAtxC1KoVLg80IUaHe63j2BfGrlVOlX9Gr+iwJ304ovk79lbql3fpk21BG2byURa9PtkffUV1iu2QNPUr4/3SyNw69On+AbGreJ6htLiImPvvU3m1g9Z+GY2Ezrr4A6YuLmQkGZWFGcPwlODYdVetiSYsQF7UyyczbVSx6WcwHn/iOKiaP+kKCQlJiayY8cOnJ2dadasGdOnT2fAgAEMHz6c1NRUnnzySdq1a8dbb72F1WolKyuLd999l+3bt7N//36ysrLQaDRMjYggcfduho4dSzOdjnSzGee08zxxbyB39+/Pr+vXM3HLVrbl5/KwbyHjYgrILLBxZy0V5hp1eSelPT27P0AX1QyHKuXKnDNo1SosVitV8jIvCtzPrIedh8o+p/lDErQvqehNKIVCwaOPPlr8uJI3ob777juioqKIjo4mLS2Nzz//vPjcK9tcXV155ZVXmDp1KlabjXsfH8ae71diNRbgdm8/Mrd/hnPLTuX2t7F3xf5/CCGEqF4StoW4RSlUKofiZ6u/+qrKtiKbOHEiH330EXFxcdxzzz10vv9+Fp48iUtWFmE1azr0U+PjY+9rFQft08P+j/xdu8psN6WkcCZyMsakZLxHDC97hNtUAEo1qMqYdm4qBJXa3n6DqZQiY2+8QfqO5QxsoibmhNleSEwJHk4KcvbvZMYPTejVxpv7vXPtj8u3lR+0fTuAV9MKP5+ikDRkyBA++uij4pDUvHlzhg8fzu7du4tDUnh4OC1btqR3794cPnyYzMxMZs6cycaNG1mwYAHR0dFcyM7G9+678TmdRLuzZ1mffZFR3rX4/Nw5emzcRHZmFs8plOhq1eLtbzcw9/l7MZw8yZBBT2A935Y/PbsyZcFyYpZ9h/azPpC6n5W5HTgW6863n44n6/hejLs6E9KzO63ubM3qlZ8T0uuR67Y/ePfu3VmwYAGJiYm8+uqrHD50iLXffsu+5Fxmdrvi9djiYRkiveRaCloWyc/Pd7gJpSrx87awsJCzZ8+SlJSEsoylECV/3tls8PR9fuz5/tLnFhNYTCh1zuX2d2jnxjhrb7yfL0IIIRzJ1l9C3CaqciuygoICxo4di4eHB4/37cuCkSPR/R1X5g+cnM2bOVvGtmCVxVpQQNr8+eUG7ZIufPQRBX/8gc1qdWwwFULqH5B/ofQ+xqYCOL0TDDn2abvVYNWqVcycOZN169bRq1cvxo8fz6ZNmzh16hRHjx6lZ8+etGvXjq5du/LOO+/g6+tLt27d+OWXX/j0009p2LAhbdq0oVGjRhw5cgStVsvFixepUaMG9957L8uXL2fq1Km0b98erVaL2WKhptaK2WqjiYcSixUautu/21PaZTDl8bu4f+I60Nunnc/sri+7455NYMAqUFQ8RFR0O7CSikJS0XZgJRUWFnIuPZ0/fRtysG5dhzZzaipFEclw9Cjpi5cz9rP9NL+/F8bgOXzx+xl+jUvnQFIWW+KysQ3+AXpOJ6V2V7RunuTVv5eunTswOWIiKacT8dsyAi+dheh5cxk2bJjD/6GiqftpaWn4+vpWeH/wmjVrEhERQXBwMCmnE+mr2srjjz9OZkEZoXrjBDi5Tbb+wn4Tat26dcU3oZYtW8ayZcvYtm0b/v7+jB8/nnnz5pGUlERMTAzLly9HpVKxb98+3nzzTQIDA3nkkUeIiooiIyODhg0b8uabbxIUFES3bt0c2mrVqkVOTg4zZsygV69e9Ovbh+M/LkNnyUfl7E5+/F6cmgWW29f7Gnvi61V+EBdCCHHjkNuiQtwmqnorMqPRiKGggILFi0n7Yz8vennxzcUsMs1mPK4ogpb11dcA1Jk6tdILtynU6uKvVxEXFi/GqX17FEWj26ZCSN4LK54AFx97FWdnL/sIt6kATmyFL58Bj0bwwmbQuVb5CHfRjRVfX1/i4+MZP3789VuXfUW4y8zMxLVGDV55oi1Tl8YAULuGEmXJiQrrXoKwz2DIJtj6Pzi+Aawl9gnWukDbMHgoCtROFS6KBpdG6v8+Xv5I/T13M2/ePPr3709MTAzx8fFMmTLFYaS+bt26REVFYbPZikPS8uXL6RgYyNFx4/hw7z5sgKdaTZ7VyoL0dLo3b8FvPj4cfus9LqibMO6H08SnpEHKKkL79qZ7c3cUvy+He54n/ORgjvg+w95dX5CSkcbokS8xvP5RcD1N8o7f0Pv2xlSQ+89T960W9u7ZU7w/eGZmJgsXLmTChAlgNTNxYgQDBgzg0KFDHD/6FxF3JmH8cy1fHc9k0n1OwBU3fywm+GIQPLUCGj9wW2/9dS0FLVeuXFl87MrK/IGBjiF58ODBZbZNmTLF4by72t/NU+dz6f/xbviH6eMLn70HVRXOBBJCCPHvSdgW4jZRlVuRubm58fUXX/CglxcZy5bTx82NVVmZFFit1AkMpOHc9zgzKdKhaFrWV1+ja9ESj/5PVWrgztm6tVSBtqvJ27kLa16efSp5yaBtNkDWaVjy0KXA7X05aFvNcCEeFve0B26tq31aeRUZN24cR48e5eWXX8ZmszFy5Mj/vi77ynDH5ZsuCqUKWj8GxHCxEEbco2bZARPp+Va8nZX2a7V6ANz/EgT/Dx5+C07+AsYc+7riZj3tc2m1pUfr/rFw1UM9OXMqjv5PPs6BQ0cIDg6+vPwhL4dWvrWo5eXJokWLeOKJJ4qXP9xxxx3Fyx9+/vlnrFZrqanbBoOBj06dYoybG36Xpg+P8PYGwKVdOxo8/ji9bPDRLydY+1McNTsNoF3Dmix9uRN89hic2AI/TWH90ULiLm6hrmdPXO5qwxtN9zF86XEsd2nw97QRWHsb8957h5A+oeVP3e/zCBjzSN+/AU93F8f9wTf+SOye39CcP0T62RSGDh3CwPYeHEnZyRdHIUOXwc48E/73h0CnsfDVc5B73n6BiwL3kBjw8Zetv6qJTq2iWW0Xvh/dmVkbjrL56Hks1suzEWpoVTzarj4RD9+BXqNEqZSwLYQQNwMJ20LcJqp6K7InnnoKm8lEytmztIn5iTZOTg5Vx6+sUl6jc2dqPhVWqUHbZjZjTEi4xgfZMJ85i9rT0/557nnHqeNZp+2hum0Y/DbPceq4IQcMuaBxpip/3K5fv55jx46h1Wq58847mT179n9fl10y3F1x0yUnv4AZ3yfS6w43VJYCPtxnJN8EniW2wMJqgZ3RsOsDe2Gux5fYR/3/wVULV3nUJHreeyxq9yeKM81p3X8+eXl59iUOP8XQ+Z670H7zPG4mX3Q1uzssf+jcuXPx8oeyRve7de5MvQMH6JKRAU6lbwLkbtnC2ZkzqTNpEiO6NkOnVvHe5r/560w2O4+n0L7bVPTJsWDIpm/LS69p1a+gd4ML6SztV2IUued4wu8fDmo9bdq2LT5cPGpqtYAxD5aFMLPJEfh5KpMmzLYXNrOaofAiQXGRYDsBhxex97dfoTATFj/ElDppbLhrBL3yPOGp5YDCXqV8Sc/LgbtVH6jjL4XSqplOrcLX05l5/duRb7Twy/HzXCw04eOq58FWtbHZkH21hRDiJiNhWwhRaRQaDfXfeYeU117DfCHDoep4UeD+IDiExOyL1GvRnE2PPFKphdumTZlCxBdf4nwhHV+NltZ6PRuys/FSq0sVbnOgufSjUqOHVo/AYwth7TD7ftAAF5Pg13ccH+PiAy/8bP+7ikcL+/bty8MPP0zLli3p1asXGo2m3BsrJW+QXDklFmDmzJkATJo0yeF4yZsuU6ZMsU+h/+tOWPt/3Fv/KoHAZoW67couLFeGcpc/WMwkJ8ajP7kRk68RbdYpVmzsxaDXv8JiMuDtXoPRmlVE/JrCWw9dgJa+TIzN+cflDx06dGDwoEFMfOopXow/cdW+Za1aDUCdSZMY3KkRz3Tw44t9SSzZlYLrg41o+cylImmGS3tdW4yQl+74j/R8HS4F7TJZrWDKh2Uhl7cTi11i/7vXHCi8aJ9dceFSX3e8Z/+760R44SdY8oj989BFl8N00bZgS3qCX2cI/ViC9g1CoVCg16jQa1Q81r5BdXdHCCHEfyRhWwhRqYoCt81qLbW9l1KrpTA4iFYeHjzcuzeZ2dm8+sorfPP118Xri+fPm8fCjz5CpdXSunXryyOXJUYnyyrcVtbIZVZ2NoWuLhSaLdznrGZ99kU8VeqrVopUODuj9fW9fECjhzv6AFcE7pKqMWhXG40TtH7UPh38h1fKLrql0sADE6DzmAqHu3KXP5iM+GuSCLzHwLzdJsI76UiMP0ajXRHwwHh8kjcyJymXLr4qe4X0HV+haT0AD1fncpc/6PV69u7ZQ/KuXTTZf4Azej078/I5bTTxWscO+M6dy9mZ/3Morpe1ajXaBg3xfO5ZFFo1A+/zJeyehigVClS4Yhv8A4qlQWVfj+5Trx60wb5+XaW1L1MoKXYJZKfY983OTLx8XKGw1wsA+2Oe/wG27XG83kXbgv3fr+DsKUFbCCGEqCQStoUQlU6h0VDeCsPwiRPtI5eTJpGUlETcnj08qdPx97LlHDh9GpOTnvSv11Dr8VA+/+ST/1y4rXPIw3QzGHl33z7yrVb613Qtt3AbgPsjvbEW2IOSUn8pFGn00PZJOLoOjn5X+kkFzbCHmSpcp13MYgabhTI3m7AY7X+XDFc2m30q8pUjzTabPbhZzBV/Hmq9PXDf2Rf++AwOfw0Fmfbp4i17QeCL9nOuIdxddflD1y7w/SuEu38OwNwQPcRvhvjNRHUCsBe1W3XEgvmOUDwatCSoVx8CAgLo1KlTqdkTmzZtommzZhTm59OvXz8mrlpJU52WJr6+NFm5irUbf2Sbk57wDh34vzVf007vRL/AQHZZzCS8/jrt2rVz3Hpr7BjOJCVzYK+FdX/msfW5K/ZGbnBPBa+rDgZ9BSuehIRfLh//e6PjeQoFPDIX2va3v0YBdO7l/JtaqFELlDItWQghhKgssvWXEKJarV+/nm/XrkWnUtEkKZlJp5NY+esOdqWm0EwBz6FgztgxxHftxokDB/CtW7e4ONvTTz9NSkoK//d//0fz5s3Zvn07e/fuRa/X88gjj9CgQQNWrlzJoUOHsNlszJkzh32x+3g6MYEUkxFPlYpVWZkcLCjg/fQ0AF5JTeHTjAzOm018W1BAdGYmnwwfTsH+/US/9x4jR47EZszH9tf3rFm7jlEbyhix3DIT8tNLbwtW2axm+5Tl3HOXg3URiwnyM+x/ivplNsC3w0v31WYDcyF88yIYLtoDd0VpnEBbA+55Hp77Hl7eA0M2QsdR4ORxfSteq7TwyHvQ7unyz1GqSGkURv02nQkbMOiq294Vbb115tw5akyfhsmnDhddXWn/5pscORFPDRcXanp60vDjj6hTvwHG2rVo9MH7uHt6otfrHbfeeughUk6dpNuJ/zGoRSE9G5dxw2L1ADh72F54758UBe7GXctuLytow9VvlEjQFkIIISqVjGwLIapV3759sRYUkPD4ExgvjSz/74r9jYd6emHJymLkX0cxJSWhbdyYqKgo3n77bTw8PAgODqZWrVrFxbPmzZvH4sWL2b17d/EWV4sWLWLEiBHMefttXhkzBl1qKvfFxVFDqSRA78T+S6PXXioV+TYrGmdnfPv35+9Tp8jcuYuko8cYsmQxs86fhfgtHP5gEM4qC+76MsbsHaqUe1V4ffJ/YjVDYbZ9Ha4hFwZvutxmMdn3BF/c0x7Khv4E+pqw6in7PsuJO+xV05297duUmQvh076QtBeSYy9tYeZ+bSP1at3ljytz6zOVFvpGQ1aS46hvkYdmMu7eocQnJv3jtnclZ0Go9Xp6jBnN4IEDeX32bHzq1Cmuzv7xkiU0DnsSJdClZ08ee+wxevTowbfffsvp06dp2rgRKz7/jCH1T/DG3wn8csrMR484MWpDAT4uSpp5Kunvr2HNgSy2fdeV6K9+IWzsG3Ts3IWwsDBiYmKKaxBcOVKeXbs/G5bFYMPG9G4lQrVnU7h7cOVdZyGEEEJcMwnbQohqZS00kPHpZxhPnvzHc235+Zz93ywafrQAhUpV4b3Dr5xK3rFzZwYPGsTkMWOocfxvCuPiOFRYQJrZzNQmTbEFBfGNUsGYnj1JHvESb+fn8YiHB+qaLnAhAcXXi9lywoAN2Jti4azVizr3Pw77Fl9ew12Vgbtk0C4qlPVpX2g60z4qXXjRHrQvJtnbljwEgzdAixB72L6YfHmbMiePy0EbIOOkvW34jquG7att0fX5ypX06BnE3j17qF+/Hn8fO4rBYCi11Vb//v1Zs2YN27ZtIzo6mrCwMDp27Hj1ADp6JCrjRVat/A0frZFhd18xRT3+J9af9SHuZOI/bnt3ZXX22D/+IO3CBe67/36H6uwXL17k4KFDeHl60qVLF+677z4WLlzInXfeiVarZcTLI5n0UG2+2RXP4r5OrDxkwl2nINfrLpR1m9Bdu4VD5wpw1oC7xgyf9sPH+2Fyc3JK7WNeNFL+zddfkZJwnG3zXyOqm47oPUbS8qzUqnFpgtqFePj+VXh4tqzBFkIIIW4QEraFENVKoVGTuXp1hc/P370bS0YGyrp1K7x3eHlbXHV85BH6vh+CzWQicuJE2o0Zw/wvviA9LY0BAwey9dgxtpw/j/pSUbc1Gzay93Acv1lNjLnfPnKbbnbG59Vt2Nzqo2gQWLpomqIK9sO1mOHMQcg8dflY0bZOf30Lv/zvctAGe7hO3Q+NH3A89lEX0Lvbg1tJd/QF5dVvFpS1RdcXX62hY9fuHM+0sXLCTLq/MIV1qz5g9eL3mfjqaIettrp3786hQ4dwdnbG3d2+ztjHx4fc3NzyA+hXX5Jy4ijbol+itiafMrcePrGFvs0UMGa1Q7G6/1qdPT4+nhkzZpCUlMQ333zD2LFj6dKlC9OnT+epJ5/g5ckvc/KdYObvuUAzLyWq7pPo0MiVIc8PZtqEsdQ+8RU2c6H9Zk37cUSHjyAzt6DUPuYDBgzg0MH9HD/yJxGeP7CtIAMop6BaUZVyCdxCCCHEDUHCthCiWhmTkjCfOVPxB9hsZMfE4PnMM9e0d/hVQ5Rez+wPPgAgcsqU4sPW9u156IEHONV/AJasLO5Z9SWPf7oCjTEevnkenL2Y8fVmqOGDQqlyrFLu3uDSSLFn5U8j1+jB9354agV8Mchxr+/vx4K1xJpghRJCF0PznnBim/3zopsDeWn2PyV1GgsPRv5jVfUrZxmcOHEStX8Q787YzPmdh7EWmFi//zRm93tpFTqamhdPYLLCfffdzwsvDGXatGnUrl27eKr22bNniZ77LplZ2SxcvLh0AP0jluOH9xPhtpZ12TmM6Kxl2QET6QUKvP1awfmjlzsX/zOs7g/9V//j87DZbBjMVixWG+m5BtRKJT5uOkwWW/Eex/98k2cI8z5bQUi/j7Aee47g3j3Qd3mJfV+/RlrGXAK7BtFv4ihY3pv0+nfh2WUos+a8W+Y+5unnzzN06AsM9D3HkTpZPNJCQ9QvBmw2qBUyHpJ225cBFIldYv+ehrxRNcsXhBBCCFEuCdtCCAdXmw58vfe9nj59OmMjI9Fe2vfaW63iWKGBLbm5LC+x3dYP2dmcMhpxVirZkZdLu88/p7e3N3f6+1dKn0pObW7SuDFfarUUpKcxEjj17FD8Pl2C5onPUPjcYQ/amkvrk4u2BVN/Cr6BVRO0i2icoEnXy4G7LEVBu1Uv+/lNH4THl8CaIfaiaFfqOKZCQRscA2hAQDvOtwpl7fvTcfHvjsbbD129FmTHrsepyd3YrFayPO/ghc8P4v3nPi5cSCcwMNBhqranuyuzoqaSnpXDwEHPOgbQs6kM/b8RDLyvDkfSknm6rYYP9xnJNyvwfPZTuPMRWD8a9n92uYMJv8K5Q+Dj77ievASDycLRM9ks+OUkPx89h9lqvyaeNbSE3dOAYQ80xUWnrthNngkRYDbQ5usT9mut1jve5DEXwtg/mal2Ao3+qvuY792zC758Do5vACCwvgr6zIO7BgI2xyrlCiX4dQSrRcK2EEIIUc0kbAshHJQ1HXjt2rXF+15HR0ezaNEiFArFf973OjMzk3yTidxL+163c3KmmVZH/hV7V58zm/BRq+lUowYXLRZeDXuKrWfP8nDv3pXSp6Kpzd06deLrt99maFoan6tUZJjNeGZlcerZofguW4hh+x+o65zFqV07x23BWjwEClWFw05Fb3DUq1ev3JsC/fv3Z836DWzbuoXox8YyYMz/cD+1ngAPC1vjjZzMtBLQ5WFCWz/K+x8u4NixY7wfHc13cVYO71JgKCxwLLgFcPdzFZ4GXxRADWYLK/ec5vXv/sK711iHc9zvexwAba1GAPx5Jo8RT45jdPfmxaPGADNfnwZ56UyquR7qeUHAnaB2tgdQsxFyUtk7ugE8+QlsmwW7F3BvQy08+Sk062EPnI+8a//H9n9mn1I98Euo3br8oG22sOjXk7wd83eptow8Ix/9cpIv9iWx8sX7aVKrBjp1BSp5q3X2r13WNVTrQaWr2PVVaSHsk8uBu888e9XxopsgRduCJf5qv3nSspdjRXIhhBBCVAsJ20IIBxUtOqbValmxYsV/3ve644MP0i03j3f37KGdkzPfZ2fTx83NoU9DPL04ZTQyLz2NsxYLk3+KYcSoUZXWpw4dOjB44EAinnuOgl+2g7e3Q38sWVkkPBYG2PcQb7jwY4fAveqrtdcUnrdu3cpTTz3Fjh07MBqNtGjRgpSUFHJzc9m0aRNxcXFkZ2eTnp7OJ598wjPPPEN4eDhHjhxBqVSSkZHBTz/9xB0tW2DIvcijYz/DRQWFhYWolQrcdAp0KgWGhD2QncLIEcOYPPV1MBey/eNxzA60MOIHG5kFNjycSoS/T/terlJewRsHaqWST3YmVvj19sW+JF57qEWJi2uCvHR7sbeLyfY/y3rB8xtApYecVHvBtrw0+LQfPLvOfmPDt4M9aBdtLabS2gO3SmNfc+7bodwAWmiysOHQmTKDdkmZ+SYGLtrNz691q1jYhquH6WtZz18UuE/+Ao26OD6Xom3BTu+ChvdL0BZCCCFuELLPthC3IFtZU4IBo9nyj49dv34969atK16PumzZMpYtW8a2bdvw9/dn/PjxzJs3D4DExEQaNWpUvO/1nDlz6NKlCzExMcyaNQuNRlOqzWQyORYri43lMzdX2lwKqilmE/U1jtOWt+TmsCU3B51CyV0tWrJ08eJK7dPe3buZMWIEjffspWuNGnyYns5FixWfJk2o+8YbqGrWvHytTSaShv0fhUeOYC20r40umh0QFhZWoX2dGzVqREBAAL/++isnTpzgyy+/RKlU4uzsjNlsRq/X4+3tTZs2bVi2bBkFBQXo9XqaNGnCO++8Q05ODgcPHOBMUgKJu77lwfpGIrvVoFevXnyyv4DQOzREPqDj4KkMe1DNOWtf1/3Zowxtls78PUbS8m2orvyNUFSl/Br2DI87l0PihfwKnQv2UePfTly4fMBmg6Pf2b92kTMH7YE7btPloA2Q+gd8/jh0nwJNu5few1ulhYfnXDVoA2hUSt796epBu0hmvomF209QYPzn/0vXnUprL2pX1nNR6+zr9iVoCyGEEDcMha28d+W3oOzsbNzd3bl48SJuV4yc3exMJhMbNmygV69eaDSyTu92lZdfyOafNtHjoWBqOOlQlBg5KzRZSEzPo0ktF7TqG+s+m81k4vQLL5C/Z+9Vz1PXrkXjb75B5eXl8NyuN6vJhCUtncT+T2E+bw92Gl9fGq1ehcrNDWNycnHRNABd8+b4rVyB0tkZhco+4lmyWnXdunUZPnx4cbXq9PR03n33XU6ePMmPP/7IF198QZ8+fdi0aRP33HMPWq2WrVu3cu+99/Lrr7+yZMkStm7dSseOHZk1axZ9+vRhyJAh3HvPPTz5xBO0adOaboFt+Tb8QeKS02hUU8nhdAUJtR4i4j4r2cd+ITbFSIHJxozuer464cyi5KZMe/ZB3Pa+R8wJMzW0CoaPHAu1WsL3rzhWVHdvAC/vAa3LP167bcfPM3jZvmu63v97zJ9B9/ldPmA2wM5o2DLj6g9UaaD/SmhUTgCtAJvNxq4TFxi4eE+FH+NZQ8veST1Ql7o7ceOR3w0C5HUgLqus18Kt/B5biP/ixn+nIISoEIPJwslLI4ovfhqLwWwtHuEuNFk4kprNYx/uZOgn+zCarVf7p6qcfSr2QlyDg8s9R9eyJY2++gqlu3ulBm0ApUaDqpY3jVZ/gbp2LYegrVCr0dSrh9/qVahq1iwzaFd0dkDRiPrgwYMJDw+nZcuWeHl50aFDB/bs2cP7779Pnz59aNu2LSaTiTVr1vD666/TqEED5rzxBg81aUK/33/nwJYtzJw+lSbOudSpoWD+HiOHzlk4deoUX11oge2BCQy6S4+LVsHBsxYysrJ597VnmfPFDpw0Cl7rqOOIug0z9+pYfVTJvpYRvP6Lkenb7CP1uXcOole/J4iPj2ffvn28/vrrTJ8+HYCoqCiioqLYvXs3y5cv57P33yL/+E5sNisZWxaTtf0zDGfjy7vUANTQXrGiSa2DjqPsI9blKQ7aXf7TaK7JYmXnyQv/fGIJGXlGzmYX/vOJQgghhLityZptIW4BBpOFE2l5PL90L1MC4I+kLJ5evIfPX7gPlVLBkdRsnl68hwKThV/j0hn6yT6WPHfvDTXCrdTpqDfnLSwTxnNh+ScUHjmCzWxG27ABns88g97fH2w2FOqq+bGl1GjgUuBW6HXFQRtAqdWiqVePRl98gcrTwyFoAxWrVv3aK2C10Ka5HxhzwZLHoo8+tDeWWB9dtK9zUbVqa2Ehedk5NFq3Hlu+/eZK/+QUfJcuRKcfyp4xjzLmfiUPvvweExf/zIQJE/h+3TcE/99qvMY/TvQ+M4tWfoui8QM8+lc8pB6ATqPJTUhAeSGT7j2b8d0PR4mKXkH0+KdJu/tVPj+k4dHHQgH47rvviIqKIjo6mrS0NFxdXXnllVeYOnUqAQEBNPR2R52ci7UgB5WTGzX8e5C952t0dZqVfZ0VcG7/z0R9l1h6jXvLx1kdt4oQ1+PsTrbQyVfF5C0G3g7S0yxsMqPmrcOnzl6aNWtG06ZN2bBhAzabjenTp5Obm0tYWBjz588nMzPToS0qKgqwV/w+dOQvfvw5lvwCD5xbdsRqLCBt3Ww8e/4fGo965b4+zJbbZlKYEEIIIf4lCdtC3AKUCgWbjpwlx3h5f+XYU5kMWryHp+5tyLR1RygwXV5jejApi+TMfBp4ON9YgVurRVmvHrVfGWs/oFCA1YrCyanSR7PL7I9GA95eKJTKUiFfqdWirlsHhUrlELQrxGKCvzfBrvftRa2K1GsP9w0H/8dAqSlVQMtqMJD/++8kjxoFlsvfT2teHqeHDMN36UJenfct8ccOM3XRTxw7/jdjxozhpZdegib3kNzwMfQu2ZgadECrdQavZtD1C/LvuJcOCV8xZMgQpk2bhkqlgZYPQ5dX+eKkG2u+XUN+fj5z586lZs2adOrUiYyMDObPn09hYSEff/wxf//9N05OTpjMJhra0jj62yrM2WmYLiSjdq9N3vHfMJw+hOdDw0n7dja6+nfg3KozjQpP8OXe32jZsgWTJk0iJiaGjIwMUk6foiDtFLsPHmPp2QKOveyCQqHg0VaXvg+H15Cb44dSqaJ79+6lbgJ8/vnnPProo8DVbxC0bXsXXm41sOXa16TnHtyEc/MOV/32qZQKvF3+eTs0IYQQQtzeJGwLcQvQqJW8/GAzjEYjmE8UH//9VCa/n8p0ONdNr+bL/+tAfQ+nGypol6R0cvrnk6qIUlt+qLpaW7nMRvjyGfh7Y+m21D9g7TD4fRk88w1onB2aFWo1Z6ZMdQjaRYoC95/PDuLk+fOYdu6iyb33smjhQkaPGYPFYsG/cy8C772HeR8upH///sT8vI34E42YEtCVffv2kZaWRmBgIHXr1iXqjTnYLCpqaCw8//zzXLx4kfj4eEJDQ3n//fdp164dfn5+LFiwAFdXV1QqFQEBAUydOpW77+9E3KlkjMZ8lM7uaOu1RIECha4GAKoaNbGaCtBpNYS1b052Yw01atQgMjISo9HI7l27eC40iNw1YziTVYhepcBkhRK7g5GfdJAOlrMMmb2PaTPfQlXiZkhhYSFnz54lKSkJpbL0a7zkjZsnnnicXn370fDBgZiz78SSl4k5Ox0UinJHtnveUfumWK8thBBCiOolYVuIW4RWrWRk9+ZsjjlR7jlFQbtxRfcJFteX2QDrR5YdtEs6vQtWDYRBX4PK/mPaZrWSt2sX5tTUch9mzcvDf9FS2qhU9PauxYnnn0ejUJSewh4eDsDKlSuLjy1atMjhnMDAwOKPSxZ7W7ZsGa+99lpxsbcOHTowceLE4mJvDRo0YMbr0/BZ9Cnf5rcg8aflmDNTwQbGM39jyc3E86Hh6Cz59FAcYtiz04j58Qfmzp1LixYtaB9wFxpbIcumvYCrspBX7tfy+xkrb+40M7h3R2JO/EJ8hpUpD+jY99cp0gYEEPjMbOo2aERUVBQ2m42GDRvy5ptvsnz5cjp37kxGRkZxW61atcjJyWHGjBn06tWLmJgYdu3ZS6t6NUlxq4VHt+fJPbQZXYM7y73O/9e1Kbob9EaVEEIIIW4cEraFuIUUjVTf28iDHSeySrW/EdqWprVd0MioXPXIPQ9/flmxc09uhXOHoV4AANaCArI3/PjPjzObsZnNoNMB9uJz/8X69euJi4srLvY2a9Yshg8fbh8p9/cnMDCQefPmERISUrx9mrtLDZL/PkQ/34uk9X6QQ+oWJGcWYCnIpnYtL+qcisGvhpVBgwayfevPHD58mE6dOjFjxgy+Wr2SRXNnMa2NhcQsNX9fsGKwKpn94VqULYNZec/bxVXKF/V1AnUB3N8MfPwJvP9+h74PHjy4+OOSNw+mTHEsvBYUFMQEk4Wwj3fxZ/JFXNr0LPd6vPpQC1rXdauWZQ1CCCGEuLlI2BbiOlm1ahVxcXGlizy1asXq1asJCQlh9+7ddOrUicmTJ/P222/TrFkzRo0ahY+Pz38q8uTi4sLkyZN5fcb/ANi8YgGFFnBq1A5d/VbFfVz6WwI97qiNWmmTsHAdVPR73rJlSw7E7mXdZx+w9TFYsM9IgdlGUFM1sakWTmZaCaijIvQOjUNbwvxxHHbpgsFsY0p4OMt37eRiRgadatTgtNFInNGAyWZjlHetcvtoMxqLg/e/UaFib5dGytu0aVN8bMmSxYC9Er5GpcRosYItBJ1GicEchJPm8syKoKCg4o+f7D+QJx8PhT8+pdOP4Zeqjq+CRp3tJ3QcZf97ywxQ6+Hpb8Cn9X/eX1qrUvLl/3Xg9e+OsHZ/CoUmx4r99Ws6MbZnc/oG1JNZIUIIIYSoEBneEuI6SUlJoX79+oSFhREYGEhERAQpKSn4+fnh5eVFdHQ0w4YNw9/fv7hwE0Bubi5paWn4+vry3XffMW3aNLy8vEhLS2PRokUORZ5Ktrm6ujJ16lQ2bNiAv78/vfv05URaLrm5uVg1emp2GkDByViHPv5+KpOnF+9x2BZM/HsV/Z5369aNQQMH0LOxkmyDjc0JZhTY1yC76RToVAoMZkq1bd9zgPETI0lNTeXU6SR+O3MWBaBRKOjh6sowTy8ulrF+uyTFv1lXfh3pNSpUSgVOGhVOWhVKhcIhaJdJo4f2z0Kvty8Hbc2ldfxF24L1fN0etOu3v9z2HyiVCvQaFVMfac0fUx7if4/5838PNOHlB5vx2ZBAto9/kD53SdAWQgghRMXJyLYQ18m4ceOIj48nMjKSpKQkEhISGD58OADJycno9XpMJhPaEuEnPz+fDh06lKgCffmN/LUUeSo0WUjJLODdA4eZfL8esLdpVUq6NPfm17j04nNjLwXuz1+4D51aeduOcFd0VLpevXocPnwYg8HA9OnTHWYijBs3jvfff5+ePXtSr149PvvsM/r27Utqairff/89KSkpfPXVV4SFhfHs8y9wh7mQ3ckWcg02co02nviygD9HuMAdMHFzISHN1Hg7KRh9n5aInw0M7ejJ/EsVtJV6HT53tOLpv47yXloar9WqxUcXLjDIw+Oqz9NmMv2nke1qo9FD+2fAZisdptU6uH8E2KzXJWiX5HSpCttT9zbEbLHZb26olCiVClRKCdpCCCGEqDgZ2RbiOlm/fj3r1q0rXtu6bNkyli1bxrZt2/D392f8+PHMmzePpKQkYmJiWL58OSqVin379vHmm28SGBjII488QlRUFBkZGcVFnoKCgujWrZtD25VFnpKTk/jhx42c/yMGJycnrMYCCvZ8wfzxQ/hs6H0Me6CJQ19PpudxPseAyWIt59nc+io6Kr19+3bGjx9PamoqmZmZDjMR5s+fz4EDB3B2dqZ9+/b07t2b3377jT179tC8eXO6devGt99+S2ZmJnn5ebw7tAs7Tpvxclaw8YSFRjUVxJwwM+tXAxoleDgp8HFRMGenkS6+KkzOPljNJoKDg2nUuDH1W7fmE6uFu52d+PDCBc6bzfyRX3DV51ndI9v/iVpffphW66570Hb455VK9BoVOo0KpfL2vCElhBBCiP9GRraFuE6uZW1rRatAQ8WLPO3Y9C0Lt8WhyjtO4x5P8+mLHWlSy77V0riglgAs3H4Szxpa1ozoSB03HdrbeEpsRWciDB06lPnz55OWloZKpXKYiVC7dm38/f05ffo048aNo06dOmRmZrJw4ULmzJkDwMSJEwEIDQ2Fu+8E1tGxoZpPH9Pw1m9G7quvIqjp5R/FUQ+WWHv8yEu0CRgEantgfn3KFAoffZRTzw/hQZPpqs/PrVcvgNt25oIQQgghRHW7acL2//73P3744QcOHDiAVqslKyururskxA1Fp1YxpFMjNsccZ9mQQJqU2N5Lq1YyLqglNXRq+t5Vj/o19bd10IZ/V2Vbr9c77Efdr18/ANLT0/H09GTWrFmkp6czcOBAYmJiiI2NRaPR4OHhQU5uHjO+2EOvgHqcSDrHG78aSc+34VreDG+9OwQMKA7aAEqdDr2/P76LFpE8ZgzWixdLP06hoOZTT+E1Phx++qkSrpwQQgghhKiImyZsG41GnnzySTp06MCSJUuquztC3JCKAnRjL+dShZy0aiUvdWuKzWa77YM2/Psq21fORACYOXMmAJMmTXI4XrLK9pQpU+z7bKc/zv1Lg8GYW37nVFp4agWUUcNOqdfj1C6AFjt+5eKGDVz85hvMaeko9Xqc778fz8HPoXJ3x1LGOn8hhBBCCFF1bpqw/frrrwOwfPny6u2IEDeB8sK07K9dzdQ68GoGL26B9SMhaW/pc+q0hUfeAx//crezUl4qeObeqxduwcEo1Gp7dXmLBaXe/hhLiWnmNpts9SaEEEIIUdVumrD9bxgMBgwGQ/Hn2dnZAJhMJkz/sN7xZlP0fG615yWuTXW8DqxGI8pyinBdre32pQJXXxj4LVxMhiNfQ8FF0LnCHX3Buzn2IW0VVOT7qFJhNRiw5uejcnZGccVrwJifj9loROnsLN+L6mY22v9Wl/F9uFrbfyC/GwTI60BcVlmvBXltCVE2he0m22x3+fLljB07tkJrtqdPn148Il7SypUrcXZ2roTeCSGEEEIIcXvJz89n4MCBXLx4ETc3t+rujhA3jGod2Z44cSJvvvnmVc85evQorVq1+lf/fkREBK+++mrx59nZ2TRs2JCgoKBb7geByWTip59+4qGHHkKj0VR3d0Q1qcrXgc1k4szkyeRu/5X6776DU/v2xdObrUYjqa+NI3//fhp+8D66O+6QUdVKYDUaMaenc/r5IVguXACg5sCB1B75MiaLhc1bt9JkfjSKdPs+617/9394PvesfC+qmtkI2SnwWT/Iz4Aur8H9L9tHsc1GyDgJKx6HwovQYxq0f9a+5OA6kN8NAuR1IC6rrNdC0exRIYSjag3br732msO2RmVp0qTJVduvRqfTodOVfsOi0Whu2V82t/JzExVX2a8Dm8lESkQE+ZtiUAJnXx5JgwUf4nxpa7IzY8ZSuGMHSiD1hRfxXboETevWxWFcXCcaDWmTIiE1laJV+jnLlqG2mHEODgFAkZ6O6tJymosff4xXv76o69RBoZIieVXCbIDCNPgkBPLtN0T45X+gsELXCZDxN3zW2x60AX6KALUK7h583QI3yO8GYSevA1Hker8W5HUlRNmqNWzXqlWLWrVqVWcXhBDXyGaxYL6QQf6+2MvHTCaSR7yEz+TJ5PwUQ96O3y63FRaS/cMPOLVtWx3dvaXZbDbqvfUmpy9coCD28vcj89PPSP/iS4i6vIxGodPRcNEi1F5eErSrklIDNWpBTd/LYRtg2xuQuh9O77octAE0TlA3AG6uFV5CCCGEKMNNU5r49OnTHDhwgNOnT2OxWDhw4AAHDhwgN/cq2+cIIa47hUqFytODRqtXofL0LD5uM5k4O22aQ9AGcH/8cXwmTkShvqXrMf53VitYLeW0WcpsUygUKLRafJcsxumee8r9p4uCtlPbNsXVykUVUSpB7QSDf4B67Rzb/t5YOmg/sw7q3lVuJXohhBBC3DxumrA9depU2rVrx7Rp08jNzaVdu3a0a9eO2BKjOUKIqqHUalHXqVMqcF/J/fHHqTt9GgqZXnZ1ViuY8uHnKLAYr2izgCEbtv4PLKWrvZYM3Bpf3zL/+Xpvz8HprrYStKvL1QJ3EQnaQgghxC3nphlqWr58ueyxLcQNRKnVoqlXj/rvvMPp558v1a5r1Yq6M2fcVvs7r1q1iri4OFxcXNi4cSMBAQH06NGDVq1asXr1akJCQti9ezctW7bkwIEDrFu3jq0//8yCD+ZT8Ms8gmqnEftNDCe9uhPQ/m5CH+3Hgui5FPwyl6A6mSRs/o3DLl0wmMxMnTqV8PBwnJ2d6du7Nwe2b+fAoUO0VCp5yNXVoV/5e/bi2rVrNV2VG09Fv0/16tXj8OHDGAwGpk+fzqhRo/Dx8aFZs2b079+fNWvWsG3bNqKjowkLC6Njx46EhYURExPDyZMnCQgIoHv37ixYsIDExEReHTOKXefbcPLIRQKUfxN6R4lfwb4dwPe+6rsoQgghhLjubpqwLYQoX1F4cHJyYsWKFWzfvp2goKCrh7ytW1mwYAEFBQUEBQURGxtbHBBCQ0Md2hISEopDR8mQ1++RRzj31ptsy7hAlsXCq7VqF/fJcOIEeb/9hvM999w2I6opKSnUr1+f4OBgMjIyeO2111i7di3BwcF4eXkRHR3NokWLUCgUtG7dmrzcXLIzzrN56Uw6185FW1eN2/mD6DILMNxxB9lpyWxeNpPOPgVoVWq2/7KN2a/6MmKTjQsXLuDt7c0zAwYwe/p0Wv62E7XZhFFTutJ45uefg0qFz2uvopBK5BX+Po0fP57Zs2czYsQIMjMzyc3NRalU0r17dw4dOoSzszPu7u4A+Pj4kJubi1qtxq2GEzqtBkN+LjVr1iQiIoJvvvqClKP7cPPyQXdXKAbVWTCuBJvV3qkTW2DbbOj8ynUtjFalzAZQKEFVxkwWU6F9hF8lrz8hhBC3j5tmGrkQonxF4eGJJ56gRYsWTJgwgZSUFPz8/IrDw7Bhw+jWrRuDBg2iZ8+eZGdns3nzZhQKBVqtFjc3N3Q6HQaDoVTb9u3bGT9+PKmpqcUhb/gLL/Dh0KE0OXoMFQryrVbHTl0qmpYfG4u1sLB6LkwVGzduHF27diUyMpKdO3cycuRImjdvDkBycjJ6vR6TyT4VfMWKFQx6+mksKPD29mL0fVoW/2Ei9A4Nka0SOLhiCpalvfFW5RW3DW2vYf5v2aSdP49Op8PD3Z0vly7F9tNmeqpUDPfy5rihEDQa1D4+Dn3L/OQTzr3zLjajsVS/bzcV/T4NHTqU+fPnk5aWhkqlokOHDrzzzjv88MMPbNmyhePHj7N3717Onj1LdHQ0L7/8MsuWLCK0a1si3b7h4N4dYDZwaP/vHD+wm+7tmxLaq7u97YwJ+r1vD6dFtr0BO96zh9abjdkAmYmwZUbppRCmQkg7CtvfuTmfmxBCCPEvyci2ELeAcePGER8fz9SpUzl27BhjxozhpZdeAhzDg1artYe8QYOwWCx4e3szevRoIiIieOuttwCYOHEiISEhDm0lQ4dOp8OzZk0W9x+A/uxZ8K7Fc56efJaZgfO992KIi8OSlQVcrlLeYMGHt8UI9/r164tnGLRv355Zs2YxfPhwLBYL/v7+BAYGMm/ePMLDw0lMTKRRo0YA+Nz3BHNObKKL71/EnDATm2pBY0rFw6DHx0XBnJ1GuviqMHUahzVJT3DLmri5uWEDzvz8M310On7Ly+NwYQFqlRrfJYtRt27N8c2bHfp38euv8HruWdQ+Prd1RfKKfp9CQkKwWq0EBwej1+vZt28faWlpBAYG0q9fPwDS09Px9PRk1qxZpJ8/x8BenYmZ2JXYU9loSCD9xBCGvvgSAx/uxJH406SsHEPs6Tw0itPgGwH9V8LqgZdHuLe9YR/97TDSvg/3zaAoaC8NhoJMMOTCw7Ptz6MoaC9/BIy5YDFAt4ibd/ReCCGEuAYKm+322V8kOzsbd3d3Ll68iJubW3V357oymUxs2LCBXr16yV6Ht6Gi8HD8+HHOnz/PihUrGDVqFM8++yzp6ekEBgbyxRdfEB4eztixY5k7dy5gLzzo7OxM69at0el0xMbGUlBQwIwZMxzaGjVqRExMDDVq1OD/XnyRD999j7gPPiBEqeSk0cBJg5G8pk34cOdOTElJJA4YiCUjo7h/nkOHUHvsWCmUdjUWI6wdDofXlN3e+x0IeLpU8SybyUTSiJfI27EDhVZLw8WLcGrbFrNSyY8//oj/2m8x7t6NsoYzvss/Qdeiuex3XlnMBpjbBnLPXT7m5AFDNtlD6OehYMy73ObVFF6OtRe/+/Vt+zGdm72QmneL61IordJ/N5iNkJ0Cix60P8ci9wyFR961b29WFLSLdJ0ID7wmU8qrkLxHEEUq67VwK7/HFuK/kLB9i5BfpAKq7nVgNZmwXLhA4lP9MZ87h3toKHVfn45Co8FqNGI+c6Y4cHs8+yw+4167adYKV2XxrNDQUN5//32Sk5Pp07sXpswUDnz4POuOm9n6XI3LnXLxgVePgrLs0WibyUTy2FfwfO5ZnNraq44XvRZCevbk3CuvUmvUKAnalc1UCMl7YcUTjtOlVRp7VXlbiaUWOld47nuo1QpsFljeGy6cuK5BG6roZ4LZACuehIRfHI/73g9nDzneYNC6wODvodYdUnW9Csl7BFFEwrYQVUvWbAshrplSo0Hl5UWjL1bjOXRocdCGS9uC1a1Lo1Ur8X7ppZsqaMPl9e9hYWEEBgYSERFR5vr3kuvYi4pnpaWl4evre/XiWSXWxgN07dqV5KQk9Eor3U6/w6A2Gno2vmKFT+45+Oq50mthL1FoNDSInl8ctEuyKFX4LvwYW+Mm/Hk+n7hzOVisNgpN5ezpLf49jR4aBMKgrx2nSVtMZQft2q3sjynaFmxozHUN2lVGrYNBX0HjKyren94tQVsIIcRtTdZsCyH+FaVGA15e1H5lLAq144+SosDtPWL4TTd1vGj9e2RkJElJSSQkJDB8+HDgn4tnDRkyhGnTplG7dm1sNptD8azMzEwWLlzIhAkTAPva+AEDBtCm9Z18+O4brB3XlbubZrDikIlBbcu4Zke/g6+HwBNLy5x+q1AqUZQI2kWTlr7Yl8zuxCy2/Z2GwWwPfD5uOgbe58eLXRqjU6tQKW+f7dkqXVHgHvglfNqvdLtSdTloqy99v4r24fZscvOuZS4K3GWNcANoa0jQFkIIcduRsC2E+NeUVwnSyptoNLukSiuelZ7OwIEDiYmJITY2Fo1GQ052NtFz3yFr+8f0aZgDqEnMstGophK6TYRzf8HR9Zc7d/Q7WPMCPLGs3CnlRYyXgvXsTccwWBzD9LlsA+/99DfrD6Tw1fCOuDupUSlvvYlO1bEk4NixY7w/921+P5bE1p0G0vNtzO5ZIlwqlKBxBq64waFUgvL6BO2Sz/vHH3/ExcUFtVqNv79/pTzvqKgoAIJ6PIiLW3cmr/6Rt4P0NPMs8Zqq0wbqtbsuz08IIYS4WUjYFkKIEvr27Vvq2NKlSx0+Dw8PB6BNmzbFxxYtWlTqcTNnzgRg0qRJDseDgoKKP54UGQkBGfDHpwDMDdHbi6G1ewYUCseiaQoFtOxtn5Z8lbBtNFt57auD9Kp5lScKnEjL4+nFe/huVOern3iTqvT9tK9YEjBy5EgmR9hvktx9YCLbFZBnvKIsisUES4PsU8Zr+lXKSHbJ552Wloa/vz+pqan07t37uj/vzMxMXF1deWXkCKaOH01UrR94tFUZby1O74bvX71cpVwIIYS4DUjYFkKI6qTS2sM12AN3UdXxohD22Ef2v498A49+DHf2+8dpuKlZBWz7O41egf/85f86k82uE+l0bOaNUnFrTSev6iUBmAohPx0+6QPGXF7poGP+HoP9JknJWqQFmbCk8gJ3yed9+vRpdu7cyfTp0yvleYeEhKCwmu3bex1cBQ9cZYZE7BL73xK4hRBC3CYkbAshRHUrCtxtwqDBvY5hWqW1B+57hkL9u/8xaOcbzSz+9eQ1ffnFOxK4p5Enes2ttfd2VS4JAPhqzTfs/XElv3VWkFFg42i6lTSDBl7YAoYcWPnk5SrlBZmw8ikY9XulPu927drRsWNHPvnkExQKxXV/3h5uNchJT2bGs13p1cRK0kWIOWEm/qKa1+cuRnXgM8c13LFLQOcC3afYq7QLIYQQtzDZ+usWIdt6CJDXwU3PbAR1OSN+ZkOFRkALTRb6L9zN0dRM3gq0MH6vqtSa7SvVctGxb3LPf9NjUZKpEM4dhk/72qtwl6w6bsNxW7Ci/bc9GlVqUbQq+ZlgMcKXz8HxDfbPi6qO+/jbq7CXLJpWRc9bOJLfDaKIbP0lRNWSkW0hhLjOKlqYq1OnTkyePJm3336bZs2aMeqV14oLVDVt2pQNGzZgs9mYPn06uYUmwsIeY/78+WRmZjq0FReoCgrCplDy908rSTt/DgKf4fymj7E510RTsy417uxaZn8tt88918ql0dsD5rPrYfVAe0XyklXHi7YF++ZF+zm3QuC0GAEVhH1iD9wJ2y9XHbdZQam+XKX87J8StIUQQtxWbr3ys0IIUc0qule3v78/jz76aPHjSu7V/d133zFt2jS8vLxIS0tj0aJFxede2ebq6srUqVPZsGEDd7Vrj5erHpvRPl3ZairAmn8RlVvtcvvr5+mMyWItt11cg6LAPfaQY9AuamsQCGP+vDUCp8UIuWkQ3Q7OH7MH7mFb7UFboYCLyTDvLshKtgfuF7feGs9bCCGEqCAJ20IIcZ2NGzeOrl27EhkZyc6dOxk5ciTNmzcHHAtUlZSfn0+HDh145513+OGHHxzaCgsLOXv2LNu2bWPbtm2lvp6iRGEzJ42K92ZGovGsi8FgQF+/FR7dX6Dg5L5y+/tMB7//8GxFKRq9PVCqy1hfX9x2kwfOoqC9uAdknbL/ff4ouDe0b292MRmWPAQXk+DjTpCVBK51bv7nLYQQQlwDmUYuhBDXWUULc/Xv35+YmBji4+OZMmWKQ4GqunXrEhUVhc1mo2HDhrz55pssX76czp07k5GRUdxWq1YtcnJymDFjBr169eL777/nyF9/4WrORqlUUngmDmNuNrq6Lcrsq7eLlkfa1kOjknuv4hqotLCqP+ScsX9uMcLinjBglX30ekkQ5F+wt5kK7GH8lSPV1l0hhBCiOkiBtFuEFD8RIK8DYWe2WDmblcfvO7ZctUCaq07NF//XgWa1a6BV31qVyIVdpf1MMBvso9dLgyAv3bFNqQKr5fLnKq19/bpvh3+spi8qh/xuEEWkQJoQVUuGMoQQ4hajVinxcLZXNe/lXxeNyjFsKxXQvVVtvhvVmaYStMW/odaBewMYEgM1vB3bJGgLIYQQgEwjF0KIW5JWbb+XGtW3Na8/2pYNh8+QkWvEVa8mxL8urno1WpUSpfLq24KJG5jNBhaDfY206oot46xWe1tlFr4rGbg/6mSfLn6lp1ZI0BZCCHHbkrAthBC3ML1WhUajof+9vpgtVtSyNvvWYLPZp3J/9ijUqMUqcxBxJxLs2839+CMBbf3pYf6ZpncG8M1OBfXr1+f333+nXr16HD58GIPBwPTp0xk1alTxdnP9+/dnzZo1bNu2jejoaMLCwujYsSNhYWHExMRw8uRJAgICCA0N5f333yc5OZk+DweTfvo4h7flYjSaeP3BK0O17dIfIYQQ4vYj77qEEOI2IUH7FlEyaJ/eBUfXk/LjXOrX9SHsyScJvKcdEQ32kpIYh9+5Tbi6uvLhB+8zbNgwtm/fzvjx40lNTSUzM9Nhu7lDhw7h7OyMu7s7AD4+PuTm5qJWq3Fzc0On02Ew2LeU69q1K8mnT6E3Z9PvzFtEdFSSUVBGqP7iaTi1s+xRbyGEEOIWJyPbQgghxM3EZoFd0fagfcm4ZvHE528gcsJmkv7YTII2l+F326eWp6en46nMwVSQy9ChQ5k/fz5paWmoVCo6dOjAkCFDmDZtGrVr18Zms7F3717Onj1LdHQ0mZmZLFy4kAkTJgAwceJEBgwYQJs7WvDhrAmsnfAQ7VsZmLndyMjAS1PZSxZIsxjtVcsHrAa/jqBxqtJLJYQQQlQnCdtCCCHEzUSphk5j7PtaH14DwPrjJuIubMIpw0p7TwWzejgx/PtCDBjx8/Nj2NDnmffBR4SEhGC1WgkODkav1ztsN9evXz/gUjj39GTWrFmkp6czcOBAYmJiiI2NRaPRkJOTQ3R0NFnbPqRP/XyifrFwJtfKjmQFLV9ZCzX9HKuUW4zw9RDZ+ksIIcRtR8K2EEIIcbNRaeGxj+wfH15D35alt/BZ2s8JU9dJ5GW3wLdxU8LDwwFo06ZN8TmLFi0q9biZM2cCMGnSJIfjQUFBxR9PmjAORg6GxT3o4pfqWHVcobAXTSsK3Bpne5tS3nIIIYS4vcgCPiGEEOJmpNLCYwuhyYNltwf+H9z/UuV97Rre8MLP4NHYcXuvklXKa/rCM99C3bukIrkQQojbjtxmFkIIIf6DVatWERcXZ68EvnEjAQEB9OjRg1atWrF69WpCQkLYvXv3dakE3r17dxYsWEBiYiKvjh1Ly6a+rPn1L7YdLCC61xXrobMSoTJ3disK3CNjwWp2DNNFgXvU/tJtQgghxG1CRraFEEKI/yAlJYX69esTFhZGYGAgERERpKSk4Ofnh5eXF9HR0detEnjNmjWJiIgg+KGHSDl9kkP/64pzfjLu+jJS9d+bYN3Iyn3yKi2o1GWHabWu/DYhhBDiNiAj20IIIcR/MG7cOOLj44mMjCQpKYmEhASGDx8OQHJyMnq9HpPJdN0qgR86eJDjx44QUXsr8/YcxgbsTbFwNtdKndrekJ9xuXPHN8Bdj9qLlGlKr+sWQgghROWRsC2EEEL8B+vXrycuLg4nJyfat2/PrFmzGD58OBaLBX9/fwIDA5k3b951qQSenp7O0BdeYOD99TiSGsuY+3X2x+XbqPPIZOgaDmteKK5SXuzkL9Cih320WQghhBBVQsK2EEII8R/07du31LGlS5c6fH49K4Hv3bfPPlL9w2vwx6f2x0VFQeexoFA6VCkv1vgBCdpCCCFEFZOwLYQQQtxsVFro/Y79Y7cG9qBdFKZLbgtW915IR4K2EEIIUQ0kbAshhBA3I5UWer8LNmvpMF20LZixEGJ+rp7+CSGEELc5CdtCCCHEzUp1laJnKrWMaAshhBDVSLb+EkIIIYQQQgghrjMJ20IIIYQQQgghxHUmYVsIIYQQQgghhLjOJGwLIYQQQgghhBDXmYRtIYQQQgghhBDiOpOwLYQQQgghhBBCXGcStoUQtyWr0QiAzWot3WYw2NtstirtkxBCCCGEuHVI2BZC3HasRiOm5BROPT8EW0GBQ+C2GgwYT5zk9AsvYjMYJHALIYQQQoh/RcK2EOK2Uhy0Bw4kf9cuEp9+pjhwFwXtU888Q96OHZx+/nkJ3EIIIYQQ4l+RsC2EuG3YbDZs+fmcGjgQS1YWAIajR4sDd1HQtublAVCw/wDJL7+MQqGoxl4LIYQQQoibkYRtIcRtQ6FQoHBywvP5wQ7HDUePciLkYRIHDiwO2gAKZ2dqjR5TvIZbCCGEEEKIilJXdweEEKIqKXU6PAcPBiDtvbnFx81paQ7nKZyd8Vu2DF2rlih1uirsoRBCCCGEuBXIyLYQ4rZTFLi9R40qs12h1UrQFkIIIYQQ/4mMbAshqtWqVauIi4vDxcWFjRs3EhAQQI8ePWjVqhWrV68mJCSE3bt307JlSw4cOMC6devYunUrCxYsoKCggKCgIGJjYzl58iQBAQGEhoY6tCUkJHD48GEMBgMTJ07ko48+Ii4ujvYBAbgbDfx24QJGm5WR3rWK+6R0c0PXrCkKjaYar4wQQgghhLiZyci2EFWoaG/na227laWkpFC/fn3CwsIIDAwkIiKClJQU/Pz88PLyIjo6mmHDhtGtWzcGDRpEz549yc7OZvPmzSgUCrRaLW5ubuh0OgwGQ6m27du3M378eFJTUykoKGDs2LHUdHWlb7t2/Pjmmwz19CTNbOaixVLcJ0t6ur1oWmFhmftwCyGEEEII8U8kbAtRRWwmEwUHD2ItLCyzrfDw4TLbbnXjxo2ja9euREZGsnPnTkaOHEnz5s0BSE5ORq/XYzKZAFixYgWDBg3CYrHg7e3N6NGjWbx4MaGhoURGRnLw4MFSbUOHDmX+/PmkpaWhUqkozMmhIC2NjOEjCHVy5vPMTDIsFlRX9Mtw9CiJg56WwC2EEEIIIf4VCdtCVAGbyUTqpEhOP/sc2Rs3OoRqm8lEyiuvcuqZZ8n99dfbLnCvX7+edevW4eTkRPv27Vm2bBnLli1j27Zt+Pv7M378eObNmwdAYmIijRo1wsPDAx8fH+bMmUOXLl2IiYlh1qxZaDSaUm0mkwmr1UpwcDCurq6sX7uWu3f8hjU3FzM2rNjo7OHBnZ9+UmoNt+HoUZJGjEChlB+VQgghhBDi2siabSEqWVHQzv7uOwDOREwCwK1XLxQKBSmvvErO5s0ApIx9hfpz38OlSxeUen219bkq9e3bt/hjm8WCQqVi6dKlDueEh4djs1iYO3du8bGoqCiHc4KCgspta9OmTfHHTzz1FFlqNeeiZtBCp6elh2dxMTSn9u1RqJSkzbWHe6WrKz6RkVgNBimUJoQQQgghromEbSEqkc1qxZqfT8H+/SUO2jgTMQnzufMUHNhP7tZtl9ssFnJ+2ozrgw9WeV+rm7WwEEtGBiovr1LBtrjN0/M/34RQ6nTUfPxxAM6//Y49aLdsUfw1PZ9/HoALS5bit+JztH5+ErSFuBGYjWAxglINWMFmA22N6u6VEEIIUS6ZGylEJVIolShr1KDRF6vRNGhwucFmI+299xyDNuD2SG/q/W8mCvXtdR/MWlhI3s6dxAeHcHHtt1gNBoe2nM2biQ8KJmfz5usyzb4ocDf7KcYetEsEeKVOh+fzz9N000YJ2kLcCEwFYDXDqR2w7iVYFgKf9IGfX4es02A2/PO/IYQQQlQDCdtCVDKFWo3K3b104L6C2yO9qffGG7fddlNFQTt59BgwmTg7fXpx4C4K2qnjJ4DZTOr4Cdc1cJc3Uq7U6VB5eEjQFqK6mQrgYjJ8cB989hj8tQ5S90NyLOz5GOa2gW+Ggfn2qnUhhBDi5iBhW4gqoFCrUdWsSYMPPyizXVO/PvXeeuu2C9oACo2GtPfmgtlcfOzs9OlkrlrNxfXf2YN2UTVwq9W+nvo6FSxTKBT/qk0IUQXMJsg9B0uD4EJ8+ef99S2sfMo+xVwIIYS4gdxec1WFAFatWkVcXBwuLi5s3LiRgIAAevToQatWrVi9ejUhISHs3r2bli1bcuDAAdatW8fWrVtZsGABBQUFBAUFERsby8mTJwkICCA0NNShLSEhgcOHD2MwGJg+fXpx20MPPsi5t+bwRkoy4bVq46fVFvfJlJrKxfXrcQsJuW0Ko5Xk9/lnJPbvjzEhsfjY+dmzS52nqV+PRqtWSnVwIW51NhtYDbAhHPIz/vn8k9vgz6+gbRiobr+blkIIIW5M8o5V3HZSUlKoX78+YWFhBAYGEhERQUpKCn5+fnh5eREdHc2wYcPo1q0bgwYNomfPnmRnZ7N582YUCgVarRY3Nzd0Oh0Gg6FU2/bt2xk/fjypqamcOnWKzZs3g9VKxtvvUH//fnq4uJTu1KWiaVduC3Y7UKhUKF1caLR6NdrGjco9T1O/Ho1Wr0bl4XHbrWkXotoZ88FqgcJsMOWDxWwvWFZZLEbIz4T4zRV/zN6PK68/QgghxL8gYVvcdsaNG0fXrl2JjIxk586djBw5kubNmwOQnJyMXq/HZDIBsGLFCgYNGoTFYsHb25vRo0ezePFiQkNDiYyM5ODBg6Xahg4dyvz580lLSwPAy9OT0BMn+fTHHx364Rx4L+q6dS8fkMCN38qVKEqM+F8+QYHfypUStIWoaqZCSPsbNk6ANxrA7Ibwv7qwsCv8+YW9OJnVcv2/rkJpnx5us1b8MWcOQl769e+LEEII8S/Ju1Zx21m/fj1xcXE4OTnRvn17Zs2axfDhw7FYLPj7+xMYGMi8efMIDw8nMTGRRo0aAeDj48OcOXPo0qULMTExxMbGotFo8PDwcGgzmUxYrVaCg4PxbdiQ2l5efPDtt9zt7MQZk4mdefmc8/Oj5+LFkJNDYv8BmJKS7J2z2Sg4cBD33r2r7fpU5TT7qVOnEh4ejrOzM30ffhjzH38wOeFkqWn22GzkbNlCzcdCJWwLUVXMBti3CH6aYp/WXdK5w7B+JOycB4M3gLMXKFXX92sXZF774wovglvdfz5PCCGEqALyrlXcdvr27Vvq2NKlSx0+Dw8PB2Du3LnFx6KiohzOCQoKKretTZs2xR/P+N//sE6aROKAgRhPnODjYS8WVx23ubvTaPWq4sBdMyyMOpGTqrVQWtE0++DgYDIyMnjttddYu3YtwcHBxdPsFy1ahEKhoHXr1uTl5RVPpe/cuXO50+yL2rZv387s2bMZMWIEFy5cwNvbm2eeeoqZY8cyJv5E2dPsgXOvR6FQKHF/9FGUeqkSLkSlMhXAkW8hZjIAqw6Z+OaoiRyjjYRMKwYL3FtPRZ+WR/jr2zYU3vEkrjU9yMjIICcnh5SUFLp06cKFCxfYt28fvr6+hIaGotFoWLx4Mc2aNePcuXP8/fffPPbYY7i5ubFt2za0Wi0DBgwgNek0f/78I8lH83mhnYZNJ8wkZFlpX1fF7J5XqWsh+24LIYS4gcg0ciEqmUKlsu+1vWolXiWCNpTYFmz1KrxfGkGdKZOrvSJ5VU6z1+l0eLi5sWL2bJS7dl2uOg6oPD1R167l0Lez06dz8dtvsRbKvrpCVCqVxr6P9SUpOVYUCujZRE1wMzVP3KnhAT8VZis0c87m9x0xpKYk4+TkRK1atWjcuDEJCQlcuHCB7OxsAEwmE+fOncPd3R13d3d8fHzQ6/UUFBRQs2ZNatSogVKpxGAwMHLkyyRcVPBoKzVbEs183McJF62C9HxbeT0Gr6Yyqi2EEOKGImFbiCpQFLhrjRlTKkwXBW7vl16q9qAN9mn269atK55mv2zZMpYtW8a2bdvw9/dn/PjxzJs3D6B4mv2VU+ljYmKYNWvWP06zd3Nzw6ZQcG7HDvq6uhVPs19vteD3zRqafPddqaJpGZ98gkIp23IJUWmsFoj7CXLOFB8a11HHrB56fkuy8NURM5//aWL932aaeypJzrZiyEhBq9Xx7LPPotFo2LNnDxkZGdx3332MGjWKpk2b8tlnn/HTTz+xf/9+fv31VyIjI/nxxx/R6XScP3+elStX0rhxYw4ePEhScgp5Bgvb0jw4lWW/CfdgIzVNPK7yf//eYZWzflwIIYT4lxQ225ULsW5d2dnZuLu7c/HiRdzc3Kq7O9eVyWRiw4YN9OrVC80NENhE9bgZXwc2iwVrQQGnBj2N4fhxh6rjKBRYc3OLtwXTNm5Eo9WrUbq4oFBdx/Wht6Cb8bUgrr9/9Tow5sFPU2Hf4uJD64+b+PaoiaMXrOSboHtjFRn5Ns7n27i/voraLkqS7nyJQrMNpVJJYmIi3bp1448//uDPP/+kVatWPPnkk/Tr14/JkydjsVhwcnIiJiYGPz8/OnTowO+//05iYiKdO3embdu2LFr4Mffe4Uf79DV8cyiP83k2AuqomBNUxjTyOm3ghc2gvv22TqwI+XkgilTWa+FWfo8txH8ha7aFENVKoVKhdHLCb8XnpIaPp27U6w5Vx4u2BUudOJF6s2dL0Ba3pYoWLqxXr15xAcLp06czduxYsrKyyMnJ4emnn2bNmjVs27aN6OhowsLC6NixI2FhYcTExFwuatg7iKgVO+CMgaCmKtLybBw5b8W3ppKljzqX38nwCKjh/Y/PZebMmcUfT506tdzznnzySfuWY2eG8PjqQeUXTGtwDzz9DSjL2MlACCGEqEYyjVwIUe2KAnfDBR+W2t6raFuwhgsWSNAWt62iwoVhYWEEBgYSERFBSkoKfn5+xYULhw0bxvbt2xk/fjypqalkZmaSm5tLdnY2vr6+HDp0CGdnZ9zd3QH7Dgu5ubmo1WqHooaZF3NwrenF1K46NsSZ2X7KwvhOWlJzbGQWlDMZTqUFnev1f+JaZ6jXHl49Bo+8Z//Y2RNcfKBlL3sl9CGbQOsKSnlLI4QQ4sYiI9tCiBtCUYgua2uv4jYJ2uI2NW7cOOLj44mMjCQpKYmEhASGDx8OOBYuLFmAUKVScf/99+Pj48OGDRuoW7cuNpuNvXv3cvbsWaKjo8nMzGThwoVMmDABgIkTJxISEoKi4X1g3AnA0PYa5u8xkpZvQ1Venr2jD9gqab20xsm+9dhdA6DdM/bibQCmfFDpJWQLIYS4YUnYFkIIIW5w69evJy4urrhw4axZsxg+fDgWiwV/f38CAwOZN28eISEhxQUI9Xo9sbGxGAwGHnvsMR5//HEA0tPT8fT0ZNasWaSnpzNw4EBiYmKIjY0tLmqYY7Qy48969Gp+CpMFrDYIbqrGTVdOgbKOo0FzlSnm/5VCYQ/dJVXm1xNCCCGuAwnbQoh/xVpYiEKjoWD/fkxnzqJ0dsL5nntQ6HT2PwqpGC7E9dK3b99Sx5YuXerweXh4OABt2rQpPvbRRx8VF0MqUrRmetKkSQ6PDwoKKv54ypSpkD8SFj4A2am08bnKrJIHxkPtVhV/MkIIIcRtQsK2EOKa2Gw2bCYTF5YsJeuL1ZjPp11uVKtx7dGdWq+8gqZuXZQ6XfV19AZks1qxGY0o9faKyVajEYVSWebUeSGqlVIFencYth3WDIWEX0qf4+wJXSfC3YNBLf/XhRBCiCvJOzwhxDWxGY2cfn4IBX/8UbrRbCZnUwy5v+7Ad8li9HfeKYEbe8jGZiM/9ncyli+n8MgRbFYr2oYN8Rg4ELeQYGw2G0qtVFMWNxC11h6oB30FOWfh92WQnQIqHTTpBnf2A6tZgrYQQghRDgnbQogKsxYWcnba9LKDdgm2/HySXhxGsy0/w20etm0WC9bcXE4PfYHCw4cd2grS0ynYv5/zb71Fw8WL0DZqJDcnxI1FqbL/8fCDrhPAagEF9sJkKvXlYmVCCCGEKEVKeAohKsxaWMjFH36o2Lm5uWSuXIW1sLCSe3Vjs5lMJA56ulTQLsmclsapQU9jPnvWPgouxI1I4wQ6F9C62IO2EEIIIa5KwrYQokKsBgOZq1aB2Vzhx2SuXo3iNp4abS00kPHJpxjj4//53Nxczs16A5vRWAU9E0IIIYQQlU3CthCiQmxmM8a4fw6NJZnPnr2tw6NCoyZz9eoKn5/7669Yc3IqsUdCCCGEEKKqyDwwIW5iq1atIi4uDhcXFzZu3EibNm1wdXWldevWrFmzhpCQEHbv3k3Lli05cOAA69atY+vWrSxYsICCggKCgoKIjY3l5MmTBAQEEBoa6tCWkJDA4cOHMRgMTAkP59M/D5KVkUGnGjU4XFhAsslEK52eh1xdy+/kbbwFmPHUKcxnzlT8AVYr2TExeAwcKFunCSGEEELc5CRsC3ETS0lJoX79+gQHB5ORkcHo0aOZMWMGfn5+eHl5ER0dzaJFi1AoFLRu3Zq8vDyys7PZvHkznTt3RqvV4ubmhk6nw2AwlGrbvn07s2fPZsSIEZxOSeG3jAz8AY1CgYtShUZhxmizlds/db16KDQ3TgGlK29OBAQE0KNHD1q1asXq1auv682J6dOnM3byZLQX0vHVaNEpFMQZDZhsNkZ51yq3j9acHLBYQLYDE0IIIYS4qck0ciFuYuPGjaNr165ERkayc+dOxowZQ926dQFITk5Gr9djMpkAWLFiBYMGDcJiseDt7c3o0aNZvHgxoaGhREZGcvDgwVJtQ4cOZf78+aSlpaHU6ah31108XasWX2dl8ZCrK8O9vDluKL8Amkf/p7Bd+vo3gqKbE2FhYQQGBhIREUFKSorDzYlhw4bRrVs3Bg0aRM+ePYtvQCgUinJvThS1bd++nfHjx5OamkpmZib5JhMZZgt1NWp6uLoyzNOLixbLVfuo8vCUfbeFEEIIIW4B8o5OiJvY+vXriYuLw8nJifbt2/P666/Tr18/AgMD8ff3JzAwkHnz5hEeHk5iYiKNGjUCwMfHhzlz5tClSxdiYmKIjY1Fo9Hg4eHh0GYymbBarQQHB+Pn54dP3bqsrF2Luy9m8VteHocLC1CXM91Z6eaGx4ABN9RWVuPGjSM+Pp7IyEiSkpJISEhg+PDhgOPNCa1WW+bNiYiICN566y0AJk6cSEhIiENbyZsTKpWKjj160O1iNu/+/jsBeic+unCBQR4e5XdQrcYtJLgqLoUQQgghhKhkEraFuIn17dvX4XOTycSoUaPo2rUrmkvTt8PDwwGYO3du8XlRUVEOjwsKCiq3rU2bNsUfz5g1C6vRSNILL5C/dx+datQos1/KGjXwXbzohqtEfuXNiVmzZjF8+HAsFst1vzmh1+vZt28fp93daKPX8+GFC6SZzfyRX0Bjbdk3IFx7dEdxA92cEEIIIYQQ/56EbSHENVFoNPguWcKFZcvIXLXaoQCYQqPBNTiIWmPGoK5d+4Ya1YbSNycAli5d6vD59bw5sXjJEqxGI6efe44e+w9ctW8qb2/qTJ4sYVsIIYQQ4hYhYVsIcU0UCgVoNHg++xxeQ4dScPgw5nPnUDo54RQQgEKtQemkr+5u3jAUGg2+y5aRMmYsub/8UuY52qZN8V20EKW7u1QhF0IIIYS4RUjYFkL8K0q9fQTW+a67qrknNzaFQoFCr6fB+9EYU1LIWLaMwiNHsJktaP188Rj0NM53twebTQqjCSGEEELcQuSdnRA3KWt+vsMe1konp2rsjfgnCo0GXaNG+EyYACqV/XtntqDQ61AoZWMIIYQQQohbjYRtIW4iNosFbDYMcXFkfPYZxoREUCjQ39EKz8GDsXl6VncXxT9QOjtf/uTGqh8nhBBCCCGuIwnbQtwkbGYzluwckl96iYIDBxzaCv74g8wVK3Hq2QMeegib1Vo9nRRCCCGEEEIAIHMXhbhJWAsKSHzqqVJBu6TcX3cA9mAuhBBCCCGEqD4StoW4CVgLCjg/Zw6mpKQKnZ+5ajXWwsJK7pUQQgghhBCiPBK2hbgZKBRc/O77Cp+e9fXXKDSaSuyQEEIIIYQQ4mokbAtxE8jd9gu2goIKn28+cwZDXFwl9kgIIYQQQghxNRK2hbgJmNPOX/tjMjIqoSdCCCGEEEKIipBq5EL8C6tWrSIuLg4XFxc2btxIQEAAPXr0oFWrVqxevZqQkBB2795Ny5YtOXDgAOvWrWPr1q0sWLCAgoICgoKCiI2N5eTJkwQEBBAaGurQlpCQwOHDhzEYDEyfPp3lv+3kXEYGnWrUwGizsSc/jyyLhVdr1S63jyoXlyq8IkIIIYQQQoiSZGRbiH8hJSWF+vXrExYWRmBgIBEREaSkpODn54eXlxfR0dEMGzaMbt26MWjQIHr27El2djabN29GoVCg1Wpxc3NDp9NhMBhKtW3fvp3x48eTmprKqVOn2JGagkKpRKNQ0FqvR4WC/Kts76Vyd0d/xx1VeEWEEEIIIYQQJUnYFuJfGDduHF27diUyMpKdO3cycuRImjdvDkBycjJ6vR6TyQTAihUrGDRoEBaLBW9vb0aPHs3ixYsJDQ0lMjKSgwcPlmobOnQo8+fPJy0tDQDv2rUZ8cTjfJ2VBcBznp74abXl9s+tTx/Z/ksIIYQQQohqJNPIhfgX1q9fT1xcHE5OTrRv355Zs2YxfPhwLBYL/v7+BAYGMm/ePMLDw0lMTKRRo0YA+Pj4MGfOHLp06UJMTAyxsbFoNBo8PDwc2kwmE1arleDgYPz8/PCpW5fPzWbu8fJia24OJw1GMiyWcvvnNXQISienKroaQgghhBBCiCtJ2BbiX+jbt2+pY0uXLnX4PDw8HIC5c+cWH4uKinI4JygoqNy2Nm3aFH88Y8YMrAYDxsGDOT30BSzp6WX2S+vrC4BSr6/AsxBCCCGEEEJUFplGLsRNQqnToW3cmGZbfqbuG7PQ+/ujdHFB6eaGc+C91I+OptGXXwDIHttCCCGEEEJUMxnZFuImory0TtvtkUdw79MHhdr+X9hqNKJQqTBfpWiaEEIIIYQQoupI2BbiJqS8YuS6KIQjYVsIIYQQQogbgkwjF0IIIYQQQgghrjMJ20IIIYQQQgghxHUm08iFEFXOWlBQPOVdodVKQTchhBBCCHHLkbAthKgSNrMZrFaMqalkrVqN6dw5lDodzh3ux713b2xmC0on2bJMCCGEEELcGiRsCyEqndVoxJKZScorr1Lwxx8ObRfXrePcrDeo9fLL1BzQ/3KxNyGEEEIIIW5iEraFEJXKZrFgycoi4fEnsKSnl3mONTubc2+8gTkrE+/hw1HqdFXcSyGEEEIIIa4vKZAmhKhUNouF1PDwcoN2SRcWfITx5Mkq6JUQQgghhBCVS8K2EKJSmc+fJ3/P3gqff2HJUnsBNSGEEEIIIW5iEraFEJXGWlhI1pdfXtNjcjZtQqGWFS5CCCGEEOLmJmFbCFFpbBYL5vPnr+0xJhPWvLxK6pEQQgghhBBVQ4aPhLjNrFq1iri4OFxcXNi4cSMBAQH06NGDVq1asXr1akJCQti9ezctW7bkwIEDrFu3jq1bt7JgwQIKCgoICgoiNjaWkydPEhAQQGhoqENbQkIChw8fxmAwMGX8eCZv2YrrhXR8NVr8tFr25OeRZbHwaq3a5fZRIRXJhRBCCCHETU5GtoW4zaSkpFC/fn3CwsIIDAwkIiKClJQU/Pz88PLyIjo6mmHDhtGtWzcGDRpEz549yc7OZvPmzSgUCrRaLW5ubuh0OgwGQ6m27du3M378eFJTU7mYn4/R04MMs4W6GjWt9XpUKMi3Wsvtn65VKwnbQgghhBDipidhW4jbzLhx4+jatSuRkZHs3LmTkSNH0rx5cwCSk5PR6/WYTCYAVqxYwaBBg7BYLHh7ezN69GgWL15MaGgokZGRHDx4sFTb0KFDmT9/Pmlpaai1Wrr068ek1q35Jdc+Nfw5T0/8rhKmPZ95GpvNVvkXQgghhBBCiEok08iFuM2sX7+euLg4nJycaN++PbNmzWL48OFYLBb8/f0JDAxk3rx5hIeHk5iYSKNGjQDw8fFhzpw5dOnShZiYGGJjY9FoNHh4eDi0mUwmrP1aV/IAABZrSURBVFYrwcHB6PV69u3bR5KfL20SEtiam8NJg5EMi6XMvulaNMe9Tx8UGk0VXhEhhBBCCCGuPwnbQtxm+vbtW+rY0qVLHT4PDw8HYO7cucXHoqKiHM4JCgoqt61NmzbFHy9euhSrwUDmqtWcf/NNHnQpe9Ra16I5vp98AipVxZ6IEEIIIYQQNzCZRi6EqHRKnQ6P/k/RdOOP1HzqKZQ1nIvb9P7+1JvzFo3XrEHl5oZCwrYQQgghhLgF3BQj24mJicyYMYMtW7Zw9uxZ6tWrx9NPP01kZCRaKaQkxE1Bqdej9fPDZ+IE6kybiq2wEIVaAwpAoZC9tYUQQgghxC3lpnh3e+zYMaxWKx9//DHNmjXj8OHDvPjii+Tl5fH2229Xd/eEENdA6eQEgMLZ+R/OFEIIIYQQ4uZ1U4TtkJAQQkJCij9v0qQJx48fZ8GCBRK2hRBCCCGEEELccG7aNdsXL17E09OzurshhBBCCCGEEEKUclOMbF8pPj6e6OjofxzVNhgMGAyG4s+zs7MB+P/27j0oqvvu4/hnEUEU0BhvcRCrYrwWRUQUU8BUBXUsdoyJWg0i0TRVM1bbeIktRlu10TTRRGOcWEhMmGjHeKmtsQwRxUs00ayK4i2x1YB4RUBQQfb3/GHZ5yGAlz4LJ+L7NbMz7u/8zjmfxe/ofvmdPVtSUuL8HuHaouz11LbXhQdDHaAMtQCJOsAd1AHKVFctUFtA5WzGmMq/h6cGzJw5U3/605/uOiczM1MdO3Z0Ps/KylJERIQiIyP1/vvv33XfuXPn6rXXXqswnpycrPp8XhQAAAD4fysqKtLo0aOVl5cnX19fq+MAPxiWNtuXLl3SlStX7jqnbdu2zjuOZ2dnKzIyUr1791ZSUpLc3O5+FXxlK9utWrXS5cuXa90/BCUlJUpJSdGAAQNUt25dq+PAItQBylALkKgD3EEdoEx11UJ+fr6aNGlCsw18j6WXkTdt2lRNmza9r7lZWVnq16+fgoODlZiYeM9GW5I8PT3l6elZYbxu3bq19j+b2vzacP+oA5ShFiBRB7iDOkAZV9cCdQVU7qH4zHZWVpYiIyPVunVrLVmyRJcuXXJua9GihYXJAAAAAACo6KFotlNSUnT69GmdPn1afn5+5bZZeBU8AAAAAACVeii++mvcuHEyxlT6AAAAAADgh+ahaLYBAAAAAHiY0GwDAAAAAOBiNNsAAAAAALgYzTYAAAAAAC5Gsw0AAAAAgIvRbAMAAAAA4GI02wAAAAAAuBjNNgAAAAAALkazDQAAAACAi9FsAwAAAADgYjTbAAAAAAC4GM02AAAAAAAuRrMNAAAAAICL0WwDAAAAAOBi7lYHqEnGGElSfn6+xUlcr6SkREVFRcrPz1fdunWtjgOLUAcoQy1Aog5wB3WAMtVVC2XvrcveawO445FqtgsKCiRJrVq1sjgJAAAAULsUFBSoYcOGVscAfjBs5hH6FZTD4VB2drZ8fHxks9msjuNS+fn5atWqlc6dOydfX1+r48Ai1AHKUAuQqAPcQR2gTHXVgjFGBQUFatmypdzc+JQqUOaRWtl2c3OTn5+f1TGqla+vL/+RgjqAE7UAiTrAHdQBylRHLbCiDVTEr54AAAAAAHAxmm0AAAAAAFyMZruW8PT0VEJCgjw9Pa2OAgtRByhDLUCiDnAHdYAy1AJQsx6pG6QBAAAAAFATWNkGAAAAAMDFaLYBAAAAAHAxmm0AAAAAAFyMZruW+de//qX4+Hi1adNGXl5eateunRISElRcXGx1NFjgj3/8o8LCwlS/fn01atTI6jioIcuXL9ePfvQj1atXT6Ghodq/f7/VkVDDdu7cqaFDh6ply5ay2WzauHGj1ZFggYULFyokJEQ+Pj5q1qyZhg0bphMnTlgdCzXs3XffVWBgoPO7tfv06aOtW7daHQt4JNBs1zLHjx+Xw+HQe++9p6NHj+rNN9/UypUrNXv2bKujwQLFxcUaMWKEXnrpJaujoIasXbtW06ZNU0JCgg4ePKhu3bopKipKFy9etDoaalBhYaG6deum5cuXWx0FFtqxY4cmTZqkL774QikpKSopKdHAgQNVWFhodTTUID8/Py1atEgHDhzQV199paeffloxMTE6evSo1dGAWo+7kT8CFi9erHfffVfffvut1VFgkaSkJE2dOlXXrl2zOgqqWWhoqEJCQvTOO+9IkhwOh1q1aqUpU6Zo5syZFqeDFWw2mzZs2KBhw4ZZHQUWu3Tpkpo1a6YdO3YoPDzc6jiwUOPGjbV48WLFx8dbHQWo1VjZfgTk5eWpcePGVscAUM2Ki4t14MAB9e/f3znm5uam/v37a+/evRYmA/BDkJeXJ0m8J3iElZaW6pNPPlFhYaH69OljdRyg1nO3OgCq1+nTp/X2229ryZIlVkcBUM0uX76s0tJSNW/evNx48+bNdfz4cYtSAfghcDgcmjp1qvr27auuXbtaHQc17MiRI+rTp49u3rwpb29vbdiwQZ07d7Y6FlDrsbL9kJg5c6ZsNttdH99/M52VlaXo6GiNGDFCEyZMsCg5XO2/qQUAwKNt0qRJysjI0CeffGJ1FFigQ4cOstvt2rdvn1566SXFxsbq2LFjVscCaj1Wth8S06dP17hx4+46p23bts4/Z2dnq1+/fgoLC9OqVauqOR1q0oPWAh4dTZo0UZ06dXThwoVy4xcuXFCLFi0sSgXAapMnT9aWLVu0c+dO+fn5WR0HFvDw8FBAQIAkKTg4WF9++aWWLl2q9957z+JkQO1Gs/2QaNq0qZo2bXpfc7OystSvXz8FBwcrMTFRbm5cwFCbPEgt4NHi4eGh4OBgpaamOm+G5XA4lJqaqsmTJ1sbDkCNM8ZoypQp2rBhg9LS0tSmTRurI+EHwuFw6NatW1bHAGo9mu1aJisrS5GRkWrdurWWLFmiS5cuObexsvXoOXv2rK5evaqzZ8+qtLRUdrtdkhQQECBvb29rw6FaTJs2TbGxserZs6d69eqlt956S4WFhYqLi7M6GmrQ9evXdfr0aefzM2fOyG63q3HjxvL397cwGWrSpEmTlJycrE2bNsnHx0c5OTmSpIYNG8rLy8vidKgps2bN0qBBg+Tv76+CggIlJycrLS1N27ZtszoaUOvx1V+1TFJSUpVvqvmrfvSMGzdOH3zwQYXx7du3KzIysuYDoUa88847Wrx4sXJyctS9e3ctW7ZMoaGhVsdCDUpLS1O/fv0qjMfGxiopKanmA8ESNput0vHExMR7fhwJtUd8fLxSU1N1/vx5NWzYUIGBgZoxY4YGDBhgdTSg1qPZBgAAAADAxfgwLwAAAAAALkazDQAAAACAi9FsAwAAAADgYjTbAAAAAAC4GM02AAAAAAAuRrMNAAAAAICL0WwDAAAAAOBiNNsAAAAAALgYzTYAPALCw8OVnJxsdYxaIS0tTTabTdeuXbM6Sjm9e/fW+vXrrY4BAAD+g2YbAKrZuHHjZLPZZLPZ5OHhoYCAAM2bN0+3b992zjHGaNWqVQoNDZW3t7caNWqknj176q233lJRUZEk6dNPP1XPnj3VqFEjNWjQQN27d9eaNWvuef7NmzfrwoULGjlypHNs1apVioyMlK+v7z0bx1u3bql79+6y2Wyy2+1Vzrt69aqmTJmiDh06yMvLS/7+/nr55ZeVl5dX6fwrV67Iz8+vwvm//vprBQUFydvbW0OHDtXVq1ed227fvq3g4GDt37+/yhzFxcVq0qSJFi1aVOn2+fPnq3nz5iopKanyGHcTFham8+fPq2HDhv/V/tVlzpw5mjlzphwOh9VRAACAaLYBoEZER0fr/PnzOnXqlKZPn665c+dq8eLFzu1jx47V1KlTFRMTo+3bt8tut+t3v/udNm3apH/+85+SpMaNG+vVV1/V3r17dfjwYcXFxSkuLk7btm2767mXLVumuLg4ubn97z/5RUVFio6O1uzZs++Z/ZVXXlHLli3vOS87O1vZ2dlasmSJMjIylJSUpM8++0zx8fGVzo+Pj1dgYGCF8RdeeEFPP/20Dh48qLy8PC1YsMC57Y033lDfvn3Vq1evKnN4eHhozJgxSkxMrLDNGKOkpCQ9//zzqlu37j1f0/eVlJTIw8NDLVq0kM1me+D9q9OgQYNUUFCgrVu3Wh0FAABIkgEAVKvY2FgTExNTbmzAgAGmd+/exhhj1q5daySZjRs3VtjX4XCYa9euVXnsoKAgM2fOnCq3X7x40dhsNpORkVHp9u3btxtJJjc3t9Lt//jHP0zHjh3N0aNHjSTz9ddfV3muyqxbt854eHiYkpKScuMrVqwwERERJjU1tcL5vby8TGZmpnPe4MGDjTHGfPPNN6Z9+/YmPz//nuc9fPiwkWTS09PLjZe93szMTLN//37Tv39/8/jjjxtfX18THh5uDhw4UG6+JLNixQozdOhQU79+fZOQkFDhZ3b58mUzcuRI07JlS+Pl5WW6du1qkpOTyx0nIiLCTJkyxfz2t781jz32mGnevLlJSEgoNyc3N9dMnDjRNGvWzHh6epouXbqYv/3tb87t6enp5qmnnjL16tUzfn5+ZsqUKeb69evljhEXF2fGjBlzz58PAACofqxsA4AFvLy8VFxcLEn6+OOP1aFDB8XExFSYZ7PZKr1c2Rij1NRUnThxQuHh4VWeZ9euXapfv746der0wBkvXLigCRMmaM2aNapfv/4D7y9JeXl58vX1lbu7u3Ps2LFjmjdvnj788MNyq+1lunXrppSUFN2+fVupqanO1e9f/vKXev311+Xj43PP8/74xz9WSEiI/vKXv5QbT0xMVFhYmDp27KiCggLFxsZq165d+uKLL9S+fXsNHjxYBQUF5faZO3eufv7zn+vIkSMaP358hXPdvHlTwcHB+vvf/66MjAxNnDhRY8eOrXCp+wcffKAGDRpo3759ev311zVv3jylpKRIkhwOhwYNGqTdu3fro48+0rFjx7Ro0SLVqVNHkvTNN98oOjpaw4cP1+HDh7V27Vrt2rVLkydPLneOXr16KT09/Z4/HwAAUAOs7vYBoLb7vyvbDofDpKSkGE9PT/Ob3/zGGGNMp06dzM9+9rP7Ota1a9dMgwYNjLu7u/H09DSrV6++6/w333zTtG3btsrtVa1sOxwOEx0dbebPn2+MMebMmTMPvLJ96dIl4+/vb2bPnu0cu3nzpgkMDDRr1qyp8vwZGRkmPDzc+Pv7m1GjRpm8vDzz4YcfmpiYGPPdd9+ZgQMHmnbt2plXX331rudfuXKl8fb2NgUFBcYYY/Lz8039+vXN+++/X+n80tJS4+PjU241WZKZOnVquXn3uhrAGGOGDBlipk+f7nweERFhnnrqqXJzQkJCzIwZM4wxxmzbts24ubmZEydOVHq8+Ph4M3HixHJj6enpxs3Nzdy4ccM5tmnTJuPm5mZKS0urzAYAAGqG+107cQCAS2zZskXe3t4qKSmRw+HQ6NGjNXfuXEl3Vqnvl4+Pj+x2u65fv67U1FRNmzZNbdu2VWRkZKXzb9y4oXr16j1w3rffflsFBQWaNWvWA+8rSfn5+RoyZIg6d+7sfJ2SNGvWLHXq1Eljxoypct8uXbpox44dzudXrlxRQkKCdu7cqSlTpigsLEyffvqpQkJCFBoaqqFDh1Z6nFGjRunXv/611q1bp/Hjx2vt2rVyc3PTc889J+nOyv2cOXOUlpamixcvqrS0VEVFRTp79my54/Ts2fOur7W0tFQLFizQunXrlJWVpeLiYt26davC1QDf/3z6E088oYsXL0qS7Ha7/Pz89OSTT1Z6jkOHDunw4cP6+OOPnWPGGDkcDp05c8Z55YKXl5ccDodu3bolLy+vu+YGAADVi8vIAaAG9OvXT3a7XadOndKNGzeclxRL0pNPPqnjx4/f13Hc3NwUEBCg7t27a/r06XrmmWe0cOHCKuc3adJEubm5D5z3888/1969e+Xp6Sl3d3cFBARIutN4xsbG3nXfgoICRUdHy8fHRxs2bCh3I7LPP/9cf/3rX+Xu7i53d3f99Kc/deZMSEio9HjTpk3T1KlT5efnp7S0NI0YMUINGjTQkCFDlJaWVmUOX19fPfPMM84bpSUmJurZZ5+Vt7e3JCk2NlZ2u11Lly7Vnj17ZLfb9fjjjzsv7y9T9vdUlcWLF2vp0qWaMWOG8+Z2UVFRFY7z/Ruy2Ww2553D79UYX79+XS+++KLsdrvzcejQIZ06dUrt2rVzzrt69aoaNGhAow0AwA8AK9sAUAMaNGjgbFi/b/To0Ro5cqQ2bdpU4XPbxhjl5+dX+TVTZauYVQkKClJOTo5yc3P12GOP3XfeZcuW6Q9/+IPzeXZ2tqKiorR27VqFhoZWuV9+fr6ioqLk6empzZs3V1hVX79+vW7cuOF8/uWXX2r8+PFKT08v1zSWSU1NVWZmprNhLi0tdX5l1/18dVd8fLwiIyO1ZcsW7dmzp9wd4Hfv3q0VK1Zo8ODBkqRz587p8uXL9zzm9+3evVsxMTHO1XqHw6GTJ0+qc+fO932MwMBAfffddzp58mSlq9s9evTQsWPHqqyhMhkZGQoKCnqwFwAAAKoFK9sAYLFnn31Wzz33nEaNGqUFCxboq6++0r///W9t2bJF/fv31/bt2yVJCxcuVEpKir799ltlZmbqjTfe0Jo1a+56SXZQUJCaNGmi3bt3lxvPycmR3W7X6dOnJUlHjhyR3W53fqe1v7+/unbt6nyUNYDt2rWTn5+fJCkrK0sdO3Z03ggsPz9fAwcOVGFhoVavXq38/Hzl5OQoJydHpaWlzv3/73HbtGkjSerUqZOaNWtWLuPNmzc1efJkrVq1ynkjtb59+2r58uU6dOiQ1q9fr759+971ZxseHq6AgAA9//zz6tixo8LCwpzb2rdvrzVr1igzM1P79u3TL37xi/9qRbh9+/ZKSUnRnj17lJmZqRdffFEXLlx4oGNEREQoPDxcw4cPV0pKis6cOaOtW7fqs88+kyTNmDFDe/bs0eTJk51XSGzatKnCDdLS09M1cODAB34NAADA9Wi2AcBiNptNycnJ+vOf/6yNGzcqIiJCgYGBmjt3rmJiYhQVFSVJKiws1K9+9St16dJFffv21fr16/XRRx/phRdeqPLYderUUVxcXLnP+krSypUrFRQUpAkTJki605QGBQVp8+bN9527pKREJ06cUFFRkSTp4MGD2rdvn44cOaKAgAA98cQTzse5c+ce9Mei1157TUOGDFH37t2dY8uWLZPdbld4eLiGDh2q4cOH3/UYNptN48ePV25uboU7ia9evVq5ubnq0aOHxo4dq5dffrlCw38/5syZox49eigqKkqRkZFq0aKFhg0b9sDHWb9+vUJCQjRq1Ch17txZr7zyivOXFIGBgdqxY4dOnjypn/zkJwoKCtLvf//7ct9/npWVpT179iguLu6Bzw0AAFzPZh7kzjwAgIdOTk6OunTpooMHD6p169ZWx0E1mTFjhnJzc7Vq1SqrowAAALGyDQC1XosWLbR69eoKd9lG7dKsWTPNnz/f6hgAAOA/WNkGAAAAAMDFWNkGAAAAAMDFaLYBAAAAAHAxmm0AAAAAAFyMZhsAAAAAABej2QYAAAAAwMVotgEAAAAAcDGabQAAAAAAXIxmGwAAAAAAF6PZBgAAAADAxWi2AQAAAABwsf8Bg3fjWIXZNUwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot PC3 and PC4\n",
    "# Create a DataFrame for the PCA results\n",
    "pca_df = pd.DataFrame(data=principal_components, columns=['PC1','PC2', 'PC3','PC4','PC5'])\n",
    "pca_df['Sample'] = pca_data.index\n",
    "\n",
    "# Merge with metadata to color by treatment or batch\n",
    "pca_df = pd.merge(pca_df, metadata, left_on='Sample', right_on='Sample')\n",
    "\n",
    "# Plot PCA for Top 10 Genes\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.scatterplot(\n",
    "    data=pca_df, \n",
    "    x='PC3', y='PC4', \n",
    "    hue='BioProject',  # Color by treatment\n",
    "    style='Trait',    # Style points by batch\n",
    "    s=100\n",
    ")\n",
    "\n",
    "# Add sample ID annotations\n",
    "for i, row in pca_df.iterrows():\n",
    "    plt.text(\n",
    "        x=row['PC3'], \n",
    "        y=row['PC4'], \n",
    "        s=row['Sample'], \n",
    "        fontsize=4, \n",
    "        ha='right', \n",
    "        va='top'\n",
    "    )\n",
    "    \n",
    "plt.title('PCA of samples based on top 10 mutual info genes')\n",
    "plt.xlabel(f'PC3 ({pca_top_10.explained_variance_ratio_[2]*100:.2f}% Variance)')\n",
    "plt.ylabel(f'PC4 ({pca_top_10.explained_variance_ratio_[3]*100:.2f}% Variance)')\n",
    "plt.legend(title='Trait', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.savefig(\"../analyses/2025-01-03_RNAseq_all_AI_diffexp/PCA_top_10_mutual_info_genes.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "827bad94-1702-4973-90a5-d54f68fd013b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PC Loadings:\n",
      "            PC1       PC2       PC3       PC4       PC5\n",
      "17590  0.283363 -0.151067 -0.386169 -0.426099 -0.202002\n",
      "2570   0.385194 -0.109851  0.195560  0.143744 -0.163394\n",
      "27119  0.160606  0.269451  0.386070  0.569040 -0.346168\n",
      "34478 -0.443682 -0.105781  0.179414 -0.161363  0.060826\n",
      "18810  0.176732  0.139126 -0.600612  0.209978 -0.455759\n",
      "8590  -0.267937 -0.049600  0.326621 -0.407488 -0.758983\n",
      "3245  -0.456724  0.147060 -0.254414  0.193409 -0.094286\n",
      "1439   0.213019  0.589123  0.006932 -0.370742  0.067265\n",
      "2399  -0.043760  0.681087  0.089209 -0.161428  0.089895\n",
      "10092 -0.435626  0.164107 -0.302063  0.192043 -0.060816\n"
     ]
    }
   ],
   "source": [
    "# Extract PC loadings\n",
    "pc_loadings = pd.DataFrame(pca_top_10.components_.T, \n",
    "                           index=pca_data.columns, \n",
    "                           columns=[f'PC{i+1}' for i in range(pca_top_10.n_components_)])\n",
    "print(\"PC Loadings:\")\n",
    "print(pc_loadings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "b589f7fb-2015-43ab-a155-b04db4ca8fed",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save theloadings data to a new file\n",
    "pc_loadings.to_csv(\"../analyses/2025-01-03_RNAseq_all_AI_diffexp/MI500trait_top10genes.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "90b14b9f-aae1-4b78-87b0-44e880848f89",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              Sample infection                     BREED    treatment  \\\n",
      "216690   SRX18040064       NaN   ABC_VIMS_Family_2017084  Dose 1x10^6   \n",
      "216691   SRX18040063       NaN   ABC_VIMS_Family_2017084      Control   \n",
      "216692   SRX18040062       NaN   ABC_VIMS_Family_2017120  Dose 1x10^6   \n",
      "216693   SRX18040061       NaN   ABC_VIMS_Family_2017120  Dose 1x10^8   \n",
      "216694   SRX18040060       NaN   ABC_VIMS_Family_2017090  Dose 1x10^6   \n",
      "...              ...       ...                       ...          ...   \n",
      "5164130   SRX9845517       NaN  ABC_VIMS_Family_2014_286          Fed   \n",
      "5164131   SRX9845516       NaN  ABC_VIMS_Family_2014_286          Fed   \n",
      "5164132   SRX9845515       NaN  ABC_VIMS_Family_2014_286          Fed   \n",
      "5164133   SRX9845514       NaN  ABC_VIMS_Family_2014_286          Fed   \n",
      "5164134   SRX9845513       NaN  ABC_VIMS_Family_2014_286          Fed   \n",
      "\n",
      "             Trait  tissue  collection_time Collection_Date   BioProject  \\\n",
      "216690    tolerant  mantle              NaN       6/20/2018  PRJNA894694   \n",
      "216691    tolerant  mantle              NaN       6/20/2018  PRJNA894694   \n",
      "216692   sensitive  mantle              NaN       6/20/2018  PRJNA894694   \n",
      "216693   sensitive  mantle              NaN       6/20/2018  PRJNA894694   \n",
      "216694   sensitive  mantle              NaN       6/20/2018  PRJNA894694   \n",
      "...            ...     ...              ...             ...          ...   \n",
      "5164130   tolerant  mantle              NaN       7/22/2015  PRJNA691949   \n",
      "5164131   tolerant  mantle              NaN       7/22/2015  PRJNA691949   \n",
      "5164132   tolerant  mantle              NaN       7/22/2015  PRJNA691949   \n",
      "5164133   tolerant  mantle              NaN        7/1/2015  PRJNA691949   \n",
      "5164134   tolerant  mantle              NaN        7/1/2015  PRJNA691949   \n",
      "\n",
      "          Gene       Count   log_CPM  \n",
      "216690    1439    0.172371 -0.763536  \n",
      "216691    1439   11.813329  1.072372  \n",
      "216692    1439   76.081422  1.881279  \n",
      "216693    1439   54.530127  1.736637  \n",
      "216694    1439  128.992312  2.110564  \n",
      "...        ...         ...       ...  \n",
      "5164130  34478  103.437949  2.014680  \n",
      "5164131  34478  115.617613  2.063024  \n",
      "5164132  34478  115.137104  2.061215  \n",
      "5164133  34478   82.676139  1.917380  \n",
      "5164134  34478  105.836173  2.024634  \n",
      "\n",
      "[1550 rows x 12 columns]\n"
     ]
    }
   ],
   "source": [
    "sub_cpm_data = cpm_long_format[cpm_long_format['Gene'].isin(pca_data.columns)]\n",
    "print(sub_cpm_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "3e684ce1-92a8-4bef-86c8-e485acb8b536",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shellytrigg/bin/anaconda3/lib/python3.8/site-packages/plotnine/layer.py:284: PlotnineWarning: stat_boxplot : Removed 371 rows containing non-finite values.\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 1200x800 with 10 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 800,
       "width": 1200
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure Size: (1200 x 800)>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#import library for plotting facet plots\n",
    "from plotnine import *\n",
    "%matplotlib inline\n",
    "\n",
    "# Create boxplots for each sample\n",
    "plt = (\n",
    "    ggplot(sub_cpm_data, aes(x=\"BioProject\", y=\"log_CPM\", color = \"Trait\")) +\n",
    "    geom_boxplot() +\n",
    "    facet_wrap(\"~Gene\", scales=\"free_x\") +\n",
    "    labs(title=\"Gene Counts Boxplots by Sample\", y=\"Log10(CPM)\", x=\"Sample\") +\n",
    "    theme_bw() +    \n",
    "    theme(axis_text_x=element_text(rotation=90, hjust=1)) +\n",
    "    theme(figure_size=(12, 8)  # Adjust width and height in inches\n",
    "    )\n",
    ")\n",
    "\n",
    "display(plt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "967ac018-161c-4e63-8225-7ddde758e67b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#save subsetted data to analysis folder\n",
    "sub_cpm_data.to_csv(\"../analyses/2025-01-03_RNAseq_all_AI_diffexp/MI500trait_top10genes.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "99d4ff44-fe51-479e-ad5a-7b62d7286c2b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#save subsetted data to analysis folder\n",
    "cpm_counts.to_csv(\"../analyses/2025-01-03_RNAseq_all_AI_diffexp/cpm_counts.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "9db5c147-20d1-48c3-95da-df8228cbc5bd",
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "The condensed distance matrix must contain only finite values.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[133], line 30\u001b[0m\n\u001b[1;32m     24\u001b[0m col_colors \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mDataFrame({\n\u001b[1;32m     25\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mTrait\u001b[39m\u001b[38;5;124m'\u001b[39m: sample_metadata[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mTrait\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mmap(trait_colors),\n\u001b[1;32m     26\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBioProject\u001b[39m\u001b[38;5;124m'\u001b[39m: sample_metadata[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBioProject\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mmap(bioproject_colors)\n\u001b[1;32m     27\u001b[0m })\n\u001b[1;32m     29\u001b[0m \u001b[38;5;66;03m# Generate the clustered heatmap\u001b[39;00m\n\u001b[0;32m---> 30\u001b[0m g \u001b[38;5;241m=\u001b[39m \u001b[43msns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mclustermap\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     31\u001b[0m \u001b[43m    \u001b[49m\u001b[43mheatmap_data\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     32\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcmap\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mviridis\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m     33\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcol_colors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcol_colors\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     34\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfigsize\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m15\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     35\u001b[0m \u001b[43m    \u001b[49m\u001b[43mxticklabels\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# Hide sample labels for better readability\u001b[39;49;00m\n\u001b[1;32m     36\u001b[0m \u001b[43m    \u001b[49m\u001b[43myticklabels\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m    \u001b[49m\u001b[38;5;66;43;03m# Keep gene labels\u001b[39;49;00m\n\u001b[1;32m     37\u001b[0m \u001b[43m)\u001b[49m\n\u001b[1;32m     39\u001b[0m \u001b[38;5;66;03m# Add legend for the color bars\u001b[39;00m\n\u001b[1;32m     40\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m label, color_map \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m([\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mTrait\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBioProject\u001b[39m\u001b[38;5;124m'\u001b[39m], [trait_colors, bioproject_colors]):\n",
      "File \u001b[0;32m~/bin/anaconda3/lib/python3.8/site-packages/seaborn/matrix.py:1258\u001b[0m, in \u001b[0;36mclustermap\u001b[0;34m(data, pivot_kws, method, metric, z_score, standard_scale, figsize, cbar_kws, row_cluster, col_cluster, row_linkage, col_linkage, row_colors, col_colors, mask, dendrogram_ratio, colors_ratio, cbar_pos, tree_kws, **kwargs)\u001b[0m\n\u001b[1;32m   1250\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mclustermap requires scipy to be available\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   1252\u001b[0m plotter \u001b[38;5;241m=\u001b[39m ClusterGrid(data, pivot_kws\u001b[38;5;241m=\u001b[39mpivot_kws, figsize\u001b[38;5;241m=\u001b[39mfigsize,\n\u001b[1;32m   1253\u001b[0m                       row_colors\u001b[38;5;241m=\u001b[39mrow_colors, col_colors\u001b[38;5;241m=\u001b[39mcol_colors,\n\u001b[1;32m   1254\u001b[0m                       z_score\u001b[38;5;241m=\u001b[39mz_score, standard_scale\u001b[38;5;241m=\u001b[39mstandard_scale,\n\u001b[1;32m   1255\u001b[0m                       mask\u001b[38;5;241m=\u001b[39mmask, dendrogram_ratio\u001b[38;5;241m=\u001b[39mdendrogram_ratio,\n\u001b[1;32m   1256\u001b[0m                       colors_ratio\u001b[38;5;241m=\u001b[39mcolors_ratio, cbar_pos\u001b[38;5;241m=\u001b[39mcbar_pos)\n\u001b[0;32m-> 1258\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mplotter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmetric\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetric\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1259\u001b[0m \u001b[43m                    \u001b[49m\u001b[43mcolorbar_kws\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcbar_kws\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1260\u001b[0m \u001b[43m                    \u001b[49m\u001b[43mrow_cluster\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrow_cluster\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcol_cluster\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcol_cluster\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1261\u001b[0m \u001b[43m                    \u001b[49m\u001b[43mrow_linkage\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrow_linkage\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcol_linkage\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcol_linkage\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1262\u001b[0m \u001b[43m                    \u001b[49m\u001b[43mtree_kws\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtree_kws\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/bin/anaconda3/lib/python3.8/site-packages/seaborn/matrix.py:1129\u001b[0m, in \u001b[0;36mClusterGrid.plot\u001b[0;34m(self, metric, method, colorbar_kws, row_cluster, col_cluster, row_linkage, col_linkage, tree_kws, **kws)\u001b[0m\n\u001b[1;32m   1125\u001b[0m     kws\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msquare\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   1127\u001b[0m colorbar_kws \u001b[38;5;241m=\u001b[39m {} \u001b[38;5;28;01mif\u001b[39;00m colorbar_kws \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m colorbar_kws\n\u001b[0;32m-> 1129\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot_dendrograms\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrow_cluster\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcol_cluster\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmetric\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1130\u001b[0m \u001b[43m                      \u001b[49m\u001b[43mrow_linkage\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrow_linkage\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcol_linkage\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcol_linkage\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1131\u001b[0m \u001b[43m                      \u001b[49m\u001b[43mtree_kws\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtree_kws\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1132\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m   1133\u001b[0m     xind \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdendrogram_col\u001b[38;5;241m.\u001b[39mreordered_ind\n",
      "File \u001b[0;32m~/bin/anaconda3/lib/python3.8/site-packages/seaborn/matrix.py:974\u001b[0m, in \u001b[0;36mClusterGrid.plot_dendrograms\u001b[0;34m(self, row_cluster, col_cluster, metric, method, row_linkage, col_linkage, tree_kws)\u001b[0m\n\u001b[1;32m    970\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mplot_dendrograms\u001b[39m(\u001b[38;5;28mself\u001b[39m, row_cluster, col_cluster, metric, method,\n\u001b[1;32m    971\u001b[0m                      row_linkage, col_linkage, tree_kws):\n\u001b[1;32m    972\u001b[0m     \u001b[38;5;66;03m# Plot the row dendrogram\u001b[39;00m\n\u001b[1;32m    973\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m row_cluster:\n\u001b[0;32m--> 974\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdendrogram_row \u001b[38;5;241m=\u001b[39m \u001b[43mdendrogram\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    975\u001b[0m \u001b[43m            \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata2d\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmetric\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetric\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlabel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m    976\u001b[0m \u001b[43m            \u001b[49m\u001b[43max\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43max_row_dendrogram\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrotate\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlinkage\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrow_linkage\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    977\u001b[0m \u001b[43m            \u001b[49m\u001b[43mtree_kws\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtree_kws\u001b[49m\n\u001b[1;32m    978\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    979\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    980\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39max_row_dendrogram\u001b[38;5;241m.\u001b[39mset_xticks([])\n",
      "File \u001b[0;32m~/bin/anaconda3/lib/python3.8/site-packages/seaborn/matrix.py:687\u001b[0m, in \u001b[0;36mdendrogram\u001b[0;34m(data, linkage, axis, label, metric, method, rotate, tree_kws, ax)\u001b[0m\n\u001b[1;32m    684\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m _no_scipy:\n\u001b[1;32m    685\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdendrogram requires scipy to be installed\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 687\u001b[0m plotter \u001b[38;5;241m=\u001b[39m \u001b[43m_DendrogramPlotter\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlinkage\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlinkage\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    688\u001b[0m \u001b[43m                             \u001b[49m\u001b[43mmetric\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetric\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    689\u001b[0m \u001b[43m                             \u001b[49m\u001b[43mlabel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlabel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrotate\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrotate\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    690\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ax \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    691\u001b[0m     ax \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39mgca()\n",
      "File \u001b[0;32m~/bin/anaconda3/lib/python3.8/site-packages/seaborn/matrix.py:495\u001b[0m, in \u001b[0;36m_DendrogramPlotter.__init__\u001b[0;34m(self, data, linkage, metric, method, axis, label, rotate)\u001b[0m\n\u001b[1;32m    492\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrotate \u001b[38;5;241m=\u001b[39m rotate\n\u001b[1;32m    494\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m linkage \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 495\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlinkage \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcalculated_linkage\u001b[49m\n\u001b[1;32m    496\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    497\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlinkage \u001b[38;5;241m=\u001b[39m linkage\n",
      "File \u001b[0;32m~/bin/anaconda3/lib/python3.8/site-packages/seaborn/matrix.py:562\u001b[0m, in \u001b[0;36m_DendrogramPlotter.calculated_linkage\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    558\u001b[0m         msg \u001b[38;5;241m=\u001b[39m (\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mClustering large matrix with scipy. Installing \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    559\u001b[0m                \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m`fastcluster` may give better performance.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    560\u001b[0m         warnings\u001b[38;5;241m.\u001b[39mwarn(msg)\n\u001b[0;32m--> 562\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_calculate_linkage_scipy\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/bin/anaconda3/lib/python3.8/site-packages/seaborn/matrix.py:530\u001b[0m, in \u001b[0;36m_DendrogramPlotter._calculate_linkage_scipy\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    529\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_calculate_linkage_scipy\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m--> 530\u001b[0m     linkage \u001b[38;5;241m=\u001b[39m \u001b[43mhierarchy\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlinkage\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43marray\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    531\u001b[0m \u001b[43m                                \u001b[49m\u001b[43mmetric\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmetric\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    532\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m linkage\n",
      "File \u001b[0;32m~/bin/anaconda3/lib/python3.8/site-packages/scipy/cluster/hierarchy.py:1065\u001b[0m, in \u001b[0;36mlinkage\u001b[0;34m(y, method, metric, optimal_ordering)\u001b[0m\n\u001b[1;32m   1062\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m`y` must be 1 or 2 dimensional.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   1064\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m np\u001b[38;5;241m.\u001b[39mall(np\u001b[38;5;241m.\u001b[39misfinite(y)):\n\u001b[0;32m-> 1065\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe condensed distance matrix must contain only \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m   1066\u001b[0m                      \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfinite values.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   1068\u001b[0m n \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mint\u001b[39m(distance\u001b[38;5;241m.\u001b[39mnum_obs_y(y))\n\u001b[1;32m   1069\u001b[0m method_code \u001b[38;5;241m=\u001b[39m _LINKAGE_METHODS[method]\n",
      "\u001b[0;31mValueError\u001b[0m: The condensed distance matrix must contain only finite values."
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x1000 with 5 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1000,
       "width": 1500
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import ListedColormap\n",
    "import numpy as np\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "\n",
    "# Pivot the data for the heatmap\n",
    "heatmap_data = sub_cpm_data.pivot(index='Gene', columns='Sample', values='log_CPM')\n",
    "\n",
    "# Extract metadata for color bars\n",
    "sample_metadata = sub_cpm_data[['Sample', 'Trait', 'BioProject']].drop_duplicates().set_index('Sample')\n",
    "\n",
    "# Generate color palettes\n",
    "trait_palette = sns.color_palette(\"Set2\", len(sample_metadata['Trait'].unique()))\n",
    "bioproject_palette = sns.color_palette(\"Set3\", len(sample_metadata['BioProject'].unique()))\n",
    "\n",
    "# Map metadata to colors\n",
    "trait_colors = dict(zip(sample_metadata['Trait'].unique(), trait_palette))\n",
    "bioproject_colors = dict(zip(sample_metadata['BioProject'].unique(), bioproject_palette))\n",
    "\n",
    "# Create color bars\n",
    "col_colors = pd.DataFrame({\n",
    "    'Trait': sample_metadata['Trait'].map(trait_colors),\n",
    "    'BioProject': sample_metadata['BioProject'].map(bioproject_colors)\n",
    "})\n",
    "\n",
    "# Generate the clustered heatmap\n",
    "g = sns.clustermap(\n",
    "    heatmap_data,\n",
    "    cmap=\"viridis\",\n",
    "    col_colors=col_colors.values,\n",
    "    figsize=(15, 10),\n",
    "    xticklabels=False,  # Hide sample labels for better readability\n",
    "    yticklabels=True    # Keep gene labels\n",
    ")\n",
    "\n",
    "# Add legend for the color bars\n",
    "for label, color_map in zip(['Trait', 'BioProject'], [trait_colors, bioproject_colors]):\n",
    "    for key, color in color_map.items():\n",
    "        g.ax_col_dendrogram.bar(0, 0, color=color, label=f\"{label}: {key}\", linewidth=0)\n",
    "\n",
    "g.ax_col_dendrogram.legend(\n",
    "    loc='center',\n",
    "    ncol=2,\n",
    "    bbox_to_anchor=(0.5, 1.1),\n",
    "    bbox_transform=plt.gcf().transFigure,\n",
    "    fontsize=10\n",
    ")\n",
    "\n",
    "# Show the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "b8e96974-c50d-478b-93c7-117a99a48a98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 800,
       "width": 1000
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "%matplotlib inline\n",
    "\n",
    "# Transpose the CPM data for PCA (genes as features, samples as rows)\n",
    "pca_data_1 = cpm_values\n",
    "pca_data_2 = cpm_values\n",
    "pca_data_3 = cpm_values\n",
    "pca_data_4 = cpm_values\n",
    "\n",
    "cpm_values[cpm_values.rows.isin(pca_data.columns)]\n",
    "\n",
    "# Standardize the data (mean=0, variance=1)\n",
    "scaler = StandardScaler()\n",
    "scaled_data = scaler.fit_transform(np.log10(pca_data + 1))  # Log-transform CPM values\n",
    "\n",
    "# Perform PCA\n",
    "pca = PCA(n_components=2)  # Reduce to 2 principal components\n",
    "principal_components = pca.fit_transform(scaled_data)\n",
    "\n",
    "# Create a DataFrame for the PCA results\n",
    "pca_df = pd.DataFrame(data=principal_components, columns=['PC1', 'PC2'])\n",
    "pca_df['Sample'] = pca_data.index\n",
    "\n",
    "# Merge with metadata to color by treatment or batch\n",
    "pca_df = pd.merge(pca_df, metadata, left_on='Sample', right_on='Sample')\n",
    "\n",
    "# Plot PCA\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.scatterplot(\n",
    "    data=pca_df, \n",
    "    x='PC1', y='PC2', \n",
    "    hue='BioProject',  # Color by treatment\n",
    "    style='Trait',    # Style points by batch\n",
    "    s=100\n",
    ")\n",
    "\n",
    "# Add sample ID annotations\n",
    "for i, row in pca_df.iterrows():\n",
    "    plt.text(\n",
    "        x=row['PC1'], \n",
    "        y=row['PC2'], \n",
    "        s=row['Sample'], \n",
    "        fontsize=4, \n",
    "        ha='right', \n",
    "        va='top'\n",
    "    )\n",
    "    \n",
    "plt.title('PCA of CPM-Normalized Counts')\n",
    "plt.xlabel(f'PC1 ({pca.explained_variance_ratio_[0]*100:.2f}% Variance)')\n",
    "plt.ylabel(f'PC2 ({pca.explained_variance_ratio_[1]*100:.2f}% Variance)')\n",
    "plt.legend(title='Trait', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ac9acbe9-c05e-4717-9ffc-6b30938fd7e9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2d981246-0286-45b4-aeaf-6391d3b1fe0d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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