004_GO_GSEA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "385bb880-d843-4b7d-acac-81be0fb7e499",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "!mamba install -y gseapy \n",
    "\n",
    "## gene-set enrichment analysis is java program for enricher, rust mode on python\n",
    "## https://gseapy.readthedocs.io/en/latest/introduction.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "12c54884-ef0f-49e4-8a19-a5133315ca97",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import gseapy as gp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "37263b6e-24e9-4f13-85c3-c15d5305a733",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\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>baseMean</th>\n",
       "      <th>log2FoldChange</th>\n",
       "      <th>lfcSE</th>\n",
       "      <th>stat</th>\n",
       "      <th>pvalue</th>\n",
       "      <th>padj</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ENSG00000000003|TSPAN6|776</th>\n",
       "      <td>644.288558</td>\n",
       "      <td>-0.765788</td>\n",
       "      <td>0.175089</td>\n",
       "      <td>-4.373697</td>\n",
       "      <td>1.221599e-05</td>\n",
       "      <td>6.274097e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000000005|TNMD|956</th>\n",
       "      <td>159.710798</td>\n",
       "      <td>-5.687670</td>\n",
       "      <td>0.456221</td>\n",
       "      <td>-12.466905</td>\n",
       "      <td>1.131349e-35</td>\n",
       "      <td>7.083891e-34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000000419|DPM1|912</th>\n",
       "      <td>1296.374962</td>\n",
       "      <td>0.186928</td>\n",
       "      <td>0.175445</td>\n",
       "      <td>1.065452</td>\n",
       "      <td>2.866713e-01</td>\n",
       "      <td>4.239209e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000000457|SCYL3|6059</th>\n",
       "      <td>988.661520</td>\n",
       "      <td>0.132975</td>\n",
       "      <td>0.188855</td>\n",
       "      <td>0.704114</td>\n",
       "      <td>4.813620e-01</td>\n",
       "      <td>6.217079e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000000460|C1orf112|676</th>\n",
       "      <td>333.909073</td>\n",
       "      <td>0.390114</td>\n",
       "      <td>0.280293</td>\n",
       "      <td>1.391807</td>\n",
       "      <td>1.639809e-01</td>\n",
       "      <td>2.757349e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 baseMean  log2FoldChange     lfcSE   \n",
       "ENSG00000000003|TSPAN6|776     644.288558       -0.765788  0.175089  \\\n",
       "ENSG00000000005|TNMD|956       159.710798       -5.687670  0.456221   \n",
       "ENSG00000000419|DPM1|912      1296.374962        0.186928  0.175445   \n",
       "ENSG00000000457|SCYL3|6059     988.661520        0.132975  0.188855   \n",
       "ENSG00000000460|C1orf112|676   333.909073        0.390114  0.280293   \n",
       "\n",
       "                                   stat        pvalue          padj  \n",
       "ENSG00000000003|TSPAN6|776    -4.373697  1.221599e-05  6.274097e-05  \n",
       "ENSG00000000005|TNMD|956     -12.466905  1.131349e-35  7.083891e-34  \n",
       "ENSG00000000419|DPM1|912       1.065452  2.866713e-01  4.239209e-01  \n",
       "ENSG00000000457|SCYL3|6059     0.704114  4.813620e-01  6.217079e-01  \n",
       "ENSG00000000460|C1orf112|676   1.391807  1.639809e-01  2.757349e-01  "
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "degres = pd.read_csv('datasets/cutleish-deseq2.tsv',sep='\\t',index_col=0)\n",
    "degres.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "957a9e62-da7b-420f-92f7-fccc659683aa",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7f6eb88c94e0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(\n",
    "    np.log2(degres['baseMean']),\n",
    "    degres['log2FoldChange'],\n",
    "    c='black', s=3, alpha=.1)\n",
    "plt.ylim(-10,10)\n",
    "plt.axhline(2,c='red')\n",
    "plt.axvline(np.log2(200),c='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e5350ea2-c3b9-4814-befd-abbd5d0cd3d3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\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>baseMean</th>\n",
       "      <th>log2FoldChange</th>\n",
       "      <th>lfcSE</th>\n",
       "      <th>stat</th>\n",
       "      <th>pvalue</th>\n",
       "      <th>padj</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ENSG00000000938|FGR|855</th>\n",
       "      <td>1318.101362</td>\n",
       "      <td>4.566750</td>\n",
       "      <td>0.361807</td>\n",
       "      <td>12.622053</td>\n",
       "      <td>1.596054e-36</td>\n",
       "      <td>1.056306e-34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000002549|LAP3|638</th>\n",
       "      <td>13809.498287</td>\n",
       "      <td>3.324975</td>\n",
       "      <td>0.275476</td>\n",
       "      <td>12.069930</td>\n",
       "      <td>1.522631e-33</td>\n",
       "      <td>8.482184e-32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000002933|TMEM176A|784</th>\n",
       "      <td>1206.861176</td>\n",
       "      <td>3.587925</td>\n",
       "      <td>0.311378</td>\n",
       "      <td>11.522750</td>\n",
       "      <td>1.013242e-30</td>\n",
       "      <td>4.707521e-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000004399|PLXND1|835</th>\n",
       "      <td>4642.099225</td>\n",
       "      <td>2.071518</td>\n",
       "      <td>0.237291</td>\n",
       "      <td>8.729880</td>\n",
       "      <td>2.549431e-18</td>\n",
       "      <td>5.222511e-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000004468|CD38|5371</th>\n",
       "      <td>2683.046556</td>\n",
       "      <td>5.669369</td>\n",
       "      <td>0.440219</td>\n",
       "      <td>12.878531</td>\n",
       "      <td>5.945620e-38</td>\n",
       "      <td>4.249746e-36</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  baseMean  log2FoldChange     lfcSE   \n",
       "ENSG00000000938|FGR|855        1318.101362        4.566750  0.361807  \\\n",
       "ENSG00000002549|LAP3|638      13809.498287        3.324975  0.275476   \n",
       "ENSG00000002933|TMEM176A|784   1206.861176        3.587925  0.311378   \n",
       "ENSG00000004399|PLXND1|835     4642.099225        2.071518  0.237291   \n",
       "ENSG00000004468|CD38|5371      2683.046556        5.669369  0.440219   \n",
       "\n",
       "                                   stat        pvalue          padj  \n",
       "ENSG00000000938|FGR|855       12.622053  1.596054e-36  1.056306e-34  \n",
       "ENSG00000002549|LAP3|638      12.069930  1.522631e-33  8.482184e-32  \n",
       "ENSG00000002933|TMEM176A|784  11.522750  1.013242e-30  4.707521e-29  \n",
       "ENSG00000004399|PLXND1|835     8.729880  2.549431e-18  5.222511e-17  \n",
       "ENSG00000004468|CD38|5371     12.878531  5.945620e-38  4.249746e-36  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HIGHEXPR_THRESHOLD = 200\n",
    "UPREG_THRESHOLD = 2\n",
    "\n",
    "highexpr = degres[degres['baseMean']> HIGHEXPR_THRESHOLD].copy()\n",
    "upreg = highexpr[highexpr['log2FoldChange']> UPREG_THRESHOLD].copy()\n",
    "\n",
    "upreg.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "02737e91-dce6-4d3d-96a1-8f78690d560f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1050"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(upreg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a2e29b0f-8f9a-429d-a634-a0a906f2e43e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ENSG00000000938|FGR|855', 'ENSG00000002549|LAP3|638',\n",
       "       'ENSG00000002933|TMEM176A|784', 'ENSG00000004399|PLXND1|835',\n",
       "       'ENSG00000004468|CD38|5371', 'ENSG00000005844|ITGAL|7275',\n",
       "       'ENSG00000006118|TMEM132A|75', 'ENSG00000007264|MATK|552',\n",
       "       'ENSG00000007908|SELE|3626', 'ENSG00000008513|ST3GAL1|801',\n",
       "       ...\n",
       "       'ENSG00000277734|TRAC|729', 'ENSG00000278196|IGLV2-8|268',\n",
       "       'ENSG00000278463|H2AC4|278', 'ENSG00000278588|H2BC10|233',\n",
       "       'ENSG00000278857|IGKV1D-12|122', 'ENSG00000280411|IGHV1-69D|162',\n",
       "       'ENSG00000281887|GIMAP1-GIMAP5|1899', 'ENSG00000284194|SCO2|819',\n",
       "       'ENSG00000285283|ENSG00000285283|942',\n",
       "       'ENSG00000285446|ENSG00000285446|931'],\n",
       "      dtype='object', length=1050)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "upreg.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "3b09c4d5-6dd6-4219-980d-3177b6a8b86a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ENSG00000000938',\n",
       " 'ENSG00000002549',\n",
       " 'ENSG00000002933',\n",
       " 'ENSG00000004399',\n",
       " 'ENSG00000004468']"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "upreg_ids=upreg.index.to_series().str.split('|').str[0].tolist()\n",
    "upreg_ids[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "c859d5d4-4ba1-4c90-a82b-95589dd3daf2",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\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>ensembl_gene_id</th>\n",
       "      <th>external_gene_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ENSG00000000938</td>\n",
       "      <td>FGR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ENSG00000002549</td>\n",
       "      <td>LAP3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ENSG00000002933</td>\n",
       "      <td>TMEM176A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ENSG00000004399</td>\n",
       "      <td>PLXND1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ENSG00000004468</td>\n",
       "      <td>CD38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ensembl_gene_id external_gene_name\n",
       "0  ENSG00000000938                FGR\n",
       "1  ENSG00000002549               LAP3\n",
       "2  ENSG00000002933           TMEM176A\n",
       "3  ENSG00000004399             PLXND1\n",
       "4  ENSG00000004468               CD38"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bm = gp.Biomart()\n",
    "results = bm.query(dataset='hsapiens_gene_ensembl',\n",
    "                 attributes=['ensembl_gene_id','external_gene_name'],\n",
    "                 filters={'ensembl_gene_id':upreg_ids[:200]})\n",
    "results.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "e3c3e843-7952-41fe-baca-e7543272b5d9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "34c2752b-dc1d-4e5b-a246-b732afdddb62",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\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>ensembl_gene_id</th>\n",
       "      <th>external_gene_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ENSG00000000938</td>\n",
       "      <td>FGR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ENSG00000002549</td>\n",
       "      <td>LAP3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ENSG00000002933</td>\n",
       "      <td>TMEM176A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ENSG00000004399</td>\n",
       "      <td>PLXND1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ENSG00000004468</td>\n",
       "      <td>CD38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ensembl_gene_id external_gene_name\n",
       "0  ENSG00000000938                FGR\n",
       "1  ENSG00000002549               LAP3\n",
       "2  ENSG00000002933           TMEM176A\n",
       "3  ENSG00000004399             PLXND1\n",
       "4  ENSG00000004468               CD38"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "QUERYSIZE=200\n",
    "opts = dict(dataset='hsapiens_gene_ensembl',\n",
    "                 attributes=['ensembl_gene_id','external_gene_name'])\n",
    "\n",
    "res=[]\n",
    "\n",
    "for i in range(0, len(upreg)+1, QUERYSIZE):\n",
    "    converted = bm.query(filters={'ensembl_gene_id':upreg_ids[i:i+QUERYSIZE]}, **opts)\n",
    "    res.append(converted)\n",
    "    \n",
    "results=pd.concat(res)\n",
    "results.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e8cef951-f8db-4f5a-98c2-5fced8174b27",
   "metadata": {},
   "outputs": [],
   "source": [
    "## upper code is for query size 200, each 200, 400, 600 .... read and them concatination by pd.concat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "12679ab7-b3a8-4483-960d-e8aac34da846",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1049"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "a7e9122f-fb80-4027-a8a9-a7b4fe2f4c7b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "upreg_genenames=results['external_gene_name'].dropna().drop_duplicates().tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "1a72089d-6052-4c39-9f73-65dc0b00e696",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1038"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(upreg_genenames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "f37b6c3c-9430-4edc-a43a-5b03750a9df0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['FGR', 'LAP3', 'TMEM176A', 'PLXND1', 'CD38']"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "upreg_genenames[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "79daa809-af1b-4968-8828-92e0927a5b17",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "enr = gp.enrichr(gene_list=upreg_genenames,\n",
    "                gene_sets=['KEGG_2016','KEGG_2013'],\n",
    "                organism='Human',\n",
    "                outdir='test/enrichr_kegg',\n",
    "                cutoff=0.1\n",
    "                )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b637188-a0e4-41e4-b11a-31e18e080f65",
   "metadata": {},
   "outputs": [],
   "source": [
    "## KEGG is high quality but not much information for journal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "65b548f9-5c0b-4611-bcd5-717b5a47cdc6",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\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>Gene_set</th>\n",
       "      <th>Term</th>\n",
       "      <th>Overlap</th>\n",
       "      <th>P-value</th>\n",
       "      <th>Adjusted P-value</th>\n",
       "      <th>Old P-value</th>\n",
       "      <th>Old Adjusted P-value</th>\n",
       "      <th>Odds Ratio</th>\n",
       "      <th>Combined Score</th>\n",
       "      <th>Genes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KEGG_2013</td>\n",
       "      <td>HSA04060 CYTOKINE CYTOKINE RECEPTOR INTERACTION</td>\n",
       "      <td>66/257</td>\n",
       "      <td>3.736263e-28</td>\n",
       "      <td>4.819779e-26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.673163</td>\n",
       "      <td>421.438897</td>\n",
       "      <td>CD40;CXCL9;TNFRSF6B;CSF3R;FLT3;IL24;FASLG;CXCL...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>KEGG_2013</td>\n",
       "      <td>HSA04640 HEMATOPOIETIC CELL LINEAGE</td>\n",
       "      <td>35/88</td>\n",
       "      <td>1.827349e-22</td>\n",
       "      <td>1.178640e-20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.449726</td>\n",
       "      <td>623.158671</td>\n",
       "      <td>CSF1R;CSF3R;ITGAM;FLT3;CD3G;CD3E;CD3D;CSF2RA;A...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>KEGG_2013</td>\n",
       "      <td>HSA04514 CELL ADHESION MOLECULES</td>\n",
       "      <td>41/134</td>\n",
       "      <td>4.814869e-21</td>\n",
       "      <td>2.070394e-19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.343622</td>\n",
       "      <td>390.336160</td>\n",
       "      <td>CD86;CD274;CD40;ITGAM;SELPLG;CD80;SDC3;ITGB2;I...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>KEGG_2013</td>\n",
       "      <td>HSA04940 TYPE I DIABETES MELLITUS</td>\n",
       "      <td>21/45</td>\n",
       "      <td>9.825285e-16</td>\n",
       "      <td>3.168654e-14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.293756</td>\n",
       "      <td>563.053593</td>\n",
       "      <td>CD86;HLA-DRB5;CD80;PRF1;GZMB;FASLG;HLA-F;HLA-E...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>KEGG_2013</td>\n",
       "      <td>HSA04650 NATURAL KILLER CELL MEDIATED CYTOTOXI...</td>\n",
       "      <td>34/132</td>\n",
       "      <td>3.652305e-15</td>\n",
       "      <td>9.422948e-14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.518579</td>\n",
       "      <td>216.699837</td>\n",
       "      <td>ITGB2;PRF1;PIK3CD;FASLG;ITGAL;PIK3CG;ICAM1;PIK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>KEGG_2013</td>\n",
       "      <td>HSA04310 WNT SIGNALING PATHWAY</td>\n",
       "      <td>4/149</td>\n",
       "      <td>9.540126e-01</td>\n",
       "      <td>9.845410e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.502021</td>\n",
       "      <td>0.023634</td>\n",
       "      <td>SFRP4;FZD2;RAC2;PLCB2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>KEGG_2013</td>\n",
       "      <td>HSA04540 GAP JUNCTION</td>\n",
       "      <td>2/98</td>\n",
       "      <td>9.659813e-01</td>\n",
       "      <td>9.889809e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.379384</td>\n",
       "      <td>0.013131</td>\n",
       "      <td>PLCB2;ADCY7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>KEGG_2013</td>\n",
       "      <td>HSA00230 PURINE METABOLISM</td>\n",
       "      <td>3/145</td>\n",
       "      <td>9.825670e-01</td>\n",
       "      <td>9.980405e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.384160</td>\n",
       "      <td>0.006756</td>\n",
       "      <td>PDE4B;ADCY7;ADA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>KEGG_2013</td>\n",
       "      <td>HSA04530 TIGHT JUNCTION</td>\n",
       "      <td>2/136</td>\n",
       "      <td>9.941016e-01</td>\n",
       "      <td>9.989315e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.271250</td>\n",
       "      <td>0.001605</td>\n",
       "      <td>HCLS1;PRKCQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>KEGG_2013</td>\n",
       "      <td>HSA00190 OXIDATIVE PHOSPHORYLATION</td>\n",
       "      <td>1/128</td>\n",
       "      <td>9.989315e-01</td>\n",
       "      <td>9.989315e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.143016</td>\n",
       "      <td>0.000153</td>\n",
       "      <td>TCIRG1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>129 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Gene_set                                               Term Overlap   \n",
       "0    KEGG_2013    HSA04060 CYTOKINE CYTOKINE RECEPTOR INTERACTION  66/257  \\\n",
       "1    KEGG_2013                HSA04640 HEMATOPOIETIC CELL LINEAGE   35/88   \n",
       "2    KEGG_2013                   HSA04514 CELL ADHESION MOLECULES  41/134   \n",
       "3    KEGG_2013                  HSA04940 TYPE I DIABETES MELLITUS   21/45   \n",
       "4    KEGG_2013  HSA04650 NATURAL KILLER CELL MEDIATED CYTOTOXI...  34/132   \n",
       "..         ...                                                ...     ...   \n",
       "124  KEGG_2013                     HSA04310 WNT SIGNALING PATHWAY   4/149   \n",
       "125  KEGG_2013                              HSA04540 GAP JUNCTION    2/98   \n",
       "126  KEGG_2013                         HSA00230 PURINE METABOLISM   3/145   \n",
       "127  KEGG_2013                            HSA04530 TIGHT JUNCTION   2/136   \n",
       "128  KEGG_2013                 HSA00190 OXIDATIVE PHOSPHORYLATION   1/128   \n",
       "\n",
       "          P-value  Adjusted P-value  Old P-value  Old Adjusted P-value   \n",
       "0    3.736263e-28      4.819779e-26            0                     0  \\\n",
       "1    1.827349e-22      1.178640e-20            0                     0   \n",
       "2    4.814869e-21      2.070394e-19            0                     0   \n",
       "3    9.825285e-16      3.168654e-14            0                     0   \n",
       "4    3.652305e-15      9.422948e-14            0                     0   \n",
       "..            ...               ...          ...                   ...   \n",
       "124  9.540126e-01      9.845410e-01            0                     0   \n",
       "125  9.659813e-01      9.889809e-01            0                     0   \n",
       "126  9.825670e-01      9.980405e-01            0                     0   \n",
       "127  9.941016e-01      9.989315e-01            0                     0   \n",
       "128  9.989315e-01      9.989315e-01            0                     0   \n",
       "\n",
       "     Odds Ratio  Combined Score   \n",
       "0      6.673163      421.438897  \\\n",
       "1     12.449726      623.158671   \n",
       "2      8.343622      390.336160   \n",
       "3     16.293756      563.053593   \n",
       "4      6.518579      216.699837   \n",
       "..          ...             ...   \n",
       "124    0.502021        0.023634   \n",
       "125    0.379384        0.013131   \n",
       "126    0.384160        0.006756   \n",
       "127    0.271250        0.001605   \n",
       "128    0.143016        0.000153   \n",
       "\n",
       "                                                 Genes  \n",
       "0    CD40;CXCL9;TNFRSF6B;CSF3R;FLT3;IL24;FASLG;CXCL...  \n",
       "1    CSF1R;CSF3R;ITGAM;FLT3;CD3G;CD3E;CD3D;CSF2RA;A...  \n",
       "2    CD86;CD274;CD40;ITGAM;SELPLG;CD80;SDC3;ITGB2;I...  \n",
       "3    CD86;HLA-DRB5;CD80;PRF1;GZMB;FASLG;HLA-F;HLA-E...  \n",
       "4    ITGB2;PRF1;PIK3CD;FASLG;ITGAL;PIK3CG;ICAM1;PIK...  \n",
       "..                                                 ...  \n",
       "124                              SFRP4;FZD2;RAC2;PLCB2  \n",
       "125                                        PLCB2;ADCY7  \n",
       "126                                    PDE4B;ADCY7;ADA  \n",
       "127                                        HCLS1;PRKCQ  \n",
       "128                                             TCIRG1  \n",
       "\n",
       "[129 rows x 10 columns]"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enr.res2d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "f6ead902-d77f-4f71-8533-f6be9ae86085",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7f6e8f96d120>"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(np.log2(enr.res2d['Odds Ratio']),\n",
    "            -np.log10(enr.res2d['P-value']),\n",
    "            c='black',s=4)\n",
    "plt.axhline(5,c='red')\n",
    "plt.axvline(2,c='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "c37fd047-1885-44f9-aa9a-7411ba5e6c9b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\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>Gene_set</th>\n",
       "      <th>Term</th>\n",
       "      <th>Overlap</th>\n",
       "      <th>P-value</th>\n",
       "      <th>Adjusted P-value</th>\n",
       "      <th>Old P-value</th>\n",
       "      <th>Old Adjusted P-value</th>\n",
       "      <th>Odds Ratio</th>\n",
       "      <th>Combined Score</th>\n",
       "      <th>Genes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KEGG_2013</td>\n",
       "      <td>HSA04060 CYTOKINE CYTOKINE RECEPTOR INTERACTION</td>\n",
       "      <td>66/257</td>\n",
       "      <td>3.736263e-28</td>\n",
       "      <td>4.819779e-26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.673163</td>\n",
       "      <td>421.438897</td>\n",
       "      <td>CD40;CXCL9;TNFRSF6B;CSF3R;FLT3;IL24;FASLG;CXCL...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>KEGG_2013</td>\n",
       "      <td>HSA04640 HEMATOPOIETIC CELL LINEAGE</td>\n",
       "      <td>35/88</td>\n",
       "      <td>1.827349e-22</td>\n",
       "      <td>1.178640e-20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.449726</td>\n",
       "      <td>623.158671</td>\n",
       "      <td>CSF1R;CSF3R;ITGAM;FLT3;CD3G;CD3E;CD3D;CSF2RA;A...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>KEGG_2013</td>\n",
       "      <td>HSA04514 CELL ADHESION MOLECULES</td>\n",
       "      <td>41/134</td>\n",
       "      <td>4.814869e-21</td>\n",
       "      <td>2.070394e-19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.343622</td>\n",
       "      <td>390.336160</td>\n",
       "      <td>CD86;CD274;CD40;ITGAM;SELPLG;CD80;SDC3;ITGB2;I...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>KEGG_2013</td>\n",
       "      <td>HSA04940 TYPE I DIABETES MELLITUS</td>\n",
       "      <td>21/45</td>\n",
       "      <td>9.825285e-16</td>\n",
       "      <td>3.168654e-14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.293756</td>\n",
       "      <td>563.053593</td>\n",
       "      <td>CD86;HLA-DRB5;CD80;PRF1;GZMB;FASLG;HLA-F;HLA-E...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>KEGG_2013</td>\n",
       "      <td>HSA04650 NATURAL KILLER CELL MEDIATED CYTOTOXI...</td>\n",
       "      <td>34/132</td>\n",
       "      <td>3.652305e-15</td>\n",
       "      <td>9.422948e-14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.518579</td>\n",
       "      <td>216.699837</td>\n",
       "      <td>ITGB2;PRF1;PIK3CD;FASLG;ITGAL;PIK3CG;ICAM1;PIK...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Gene_set                                               Term Overlap   \n",
       "0  KEGG_2013    HSA04060 CYTOKINE CYTOKINE RECEPTOR INTERACTION  66/257  \\\n",
       "1  KEGG_2013                HSA04640 HEMATOPOIETIC CELL LINEAGE   35/88   \n",
       "2  KEGG_2013                   HSA04514 CELL ADHESION MOLECULES  41/134   \n",
       "3  KEGG_2013                  HSA04940 TYPE I DIABETES MELLITUS   21/45   \n",
       "4  KEGG_2013  HSA04650 NATURAL KILLER CELL MEDIATED CYTOTOXI...  34/132   \n",
       "\n",
       "        P-value  Adjusted P-value  Old P-value  Old Adjusted P-value   \n",
       "0  3.736263e-28      4.819779e-26            0                     0  \\\n",
       "1  1.827349e-22      1.178640e-20            0                     0   \n",
       "2  4.814869e-21      2.070394e-19            0                     0   \n",
       "3  9.825285e-16      3.168654e-14            0                     0   \n",
       "4  3.652305e-15      9.422948e-14            0                     0   \n",
       "\n",
       "   Odds Ratio  Combined Score   \n",
       "0    6.673163      421.438897  \\\n",
       "1   12.449726      623.158671   \n",
       "2    8.343622      390.336160   \n",
       "3   16.293756      563.053593   \n",
       "4    6.518579      216.699837   \n",
       "\n",
       "                                               Genes  \n",
       "0  CD40;CXCL9;TNFRSF6B;CSF3R;FLT3;IL24;FASLG;CXCL...  \n",
       "1  CSF1R;CSF3R;ITGAM;FLT3;CD3G;CD3E;CD3D;CSF2RA;A...  \n",
       "2  CD86;CD274;CD40;ITGAM;SELPLG;CD80;SDC3;ITGB2;I...  \n",
       "3  CD86;HLA-DRB5;CD80;PRF1;GZMB;FASLG;HLA-F;HLA-E...  \n",
       "4  ITGB2;PRF1;PIK3CD;FASLG;ITGAL;PIK3CG;ICAM1;PIK...  "
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enr.res2d.sort_values(by='Adjusted P-value').head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "10c9b3df-c412-450b-927a-36975f0c5f1b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Enriched term in CL'}, xlabel='$- \\\\log_{10}$ (Adjusted P-value)'>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gp.plot.barplot(enr.res2d,title='Enriched term in CL')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "9c672e3b-0b5c-4c5c-9a54-c04adb2eda8b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Enriched term in CL'}, xlabel='Combined Score'>"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CFBQghBBCCCEKiY+Px7p166SmsbW1/WaDAgDw+++/IyoqCuHh4ULT09PTcezYsa9eHj8/P0RGRmL9+vVC0xMSEnD06FGF8lq2bBlOnTqFpKQkoemRkZGIjIzk/7a2tpbY30BJeHt7QyAQCDVn+O+//3Dw4EH+7zp16vBBAQDYvXs33Nzc8OLFC6G8bt26hVu3bimtbET56tSpg3PnzqF3794i/VNkZmYKBXtK6siRIzLTNGjQgIICMlDzAUIIIYQQQorR0NDA2bNnMX78+ArTNn3dunVYt26d3B3tAUDz5s1hYGAgNM3MzAznz5+HhYWFxOW8vLywZcuWEpdVnFq1aom0M5fFzMwMN27cUKg5gI6ODlq1aqVg6UhZaN68OaKiojBs2DCxwzGKo6qqisaNG5dxyUhRVFOAEEIIIYQQMTQ1NbFu3TpMnjwZgYGBuHz5Mh4/foxPnz5BVVUVFhYWqFmzJry8vMq8+QBn/PjxGDRoEHbv3o2LFy/i/v37SElJQXZ2NvT09FC9enW4uLigVatW8Pb2FtuuGwDq16+PR48eYfny5Th27Bhev34NbW1tuLq6YsiQIRg2bJhIJ3/KsG7dOjRu3BiBgYG4d+8eUlNTZTZTMDU1xbFjx3D37l0EBQUhMjISsbGxSE1NhYqKCoyMjFCrVi3Ur18fXl5e6NChg9j+C0j5MDMzw86dO7FgwQIcPnwYly9fRnR0NFJSUpCeng4dHR1UrVoVderUQdu2bdGjRw9Ur169vItdqQjYtz4AKSGEEEIIIYQQQkqEmg8QQgghhBBCCCGVFAUFCCGEEEIIIYSQSoqCAoQQQgghhBBCSCVFQQFCCCGEEEIIIaSSoqAAIYQQQgghhBBSSVFQgBBCCCGEEEIIqaTUyrsAhBBCCCGEAEBBQQHevXsHfX19CASC8i4OIUSJGGPIyMhAtWrVoKJC76YrEgoKEEIIIYSQCuHdu3ewtrYu72IQQsrQmzdvUL169fIuBimCggKEEEIIIaRC0NfXB1D40GBgYFDOpSGEKFN6ejqsra3565xUHBQUIIQQQgghFQLXZMDAwICCAoR8p6hpUMVDjTkIIYQQQgghhJBKioIChBBCCCGEEEJIJUVBAUIIIYQQQgghpJKioAAhhBBCCCGEEFJJUVCAEEIIIYQQQgippCgoQAghhBBCCCGEVFIUFCCEEEIIIYQQQiopCgoQQgghhBBCCCGVFAUFCCGEEEIIIYSQSoqCAoQQQgghhBBCSCVVYYICdnZ2EAgECAwMlJrO09MTAoEA8+bNEzv/3Llz8PX1hZWVFTQ0NGBkZAQnJyd069YNq1atwosXL2SWpVu3bhAIBBAIBHj69Klc5Y+Pj8fIkSNhbW0NTU1N2NjYYNSoUYiPj5dreQBITk6GsbExBAIB1NTUpKbNysrCggUL4OLiAm1tbZiZmcHHxwc3btyQuZ7U1FTMnTsX9evXh4GBAfT09ODk5IRhw4bh/v37Epfbs2cP3N3dYWhoCAMDA7i7uyM4OFju7ZMkOjoaEyZMQL169VClShVoaGjAwsIC7du3x5o1a5CSkgIA+O233yAQCNCoUSPk5eVJzC8vLw+NGjWCQCBAs2bN+GOpyEfc+ZWUlIQ5c+agSZMmMDY2hpaWFqytrdGnTx+cOHFC6jbKOr8/ffqEJk2aQCAQwNHRkT9vwsPD+TIVx10LAoEAa9eulbju4cOHi92monnL+pREQUEB9u/fjz59+sDW1hY6OjrQ1dWFg4MDBg4ciJCQEDDG8OXLF9SoUQMCgQCrV6+WmuetW7egpqYGDQ0N+Pr6lujYxsXFieR75coVBAQEoGbNmtDR0YGhoSFcXV0xefJkqd8Z0o4P5/z589DW1oZAIMC4cePAGAMABAQEQCAQICAgQCh9XFwcn6eOjg4SEhIk5q2mpiZ2m7i8ZX2Kr1uaefPmiSyvqqoKU1NTtGnTBtu3b0dBQYHYZZVxruXk5GDbtm3o2rUrqlevDi0tLejr68PFxQUjRozA5cuXRZYpeo0ocr2LW05TUxPW1tbo27cvrl+/rvC+/lrnIfdRUVGBgYEBGjVqhDlz5iA1NVXi8tJI+u4KDAzk19WwYUP+vC4uIiICAoEAdnZ2/LSS7C9PT08AwteHIvtY0nJ6enr8Ppb397ok9wgAEBkZiZEjR8LZ2RmGhobQ1NSElZUVunbtih07duDLly8AxF9r8nzCw8MBSP5uKSonJwebN29Gu3btYGlpyf/utm3bFhs3bkR2drbEZYue8xMnTpSYbtGiRQp/zxBCCCkf0p88vzHjxo3Dxo0bAYB/+NDR0cGrV68QEhKCkJAQJCQkYOXKlRLzSE5OxtmzZ/m/9+zZgwULFkhd76NHj9CqVSt8/PiRv4l78eIFtm3bhiNHjiAiIgLOzs4yyz9p0iR8+vRJZrovX77Aw8MDd+7cgYaGBurUqYOkpCScPHkSp06dwp49e9CvXz+xy0ZFRaFz585ITEyEpqYmX67Xr19j165daNSoEerVqyey3OjRo7F161YAgLOzMwQCAa5fv85//vjjD5nlLi4/Px+TJk3Cxo0bUVBQADU1Ndjb20NfXx/v379HaGgoQkNDMX/+fBw+fBjz58/HsWPHEBUVhZUrV2LatGli8121ahWioqJgb2+PtWvX4tdffxVJ8/r1a7x58wYGBgaoW7euyHwbGxuhvw8ePIjhw4cjIyMDqqqqcHR0hI6ODl6+fInDhw/j8OHDaN++PQ4dOgRDQ0OF9sPHjx/Rvn17/Pvvv3ByckJYWBiqVq2qUB6///47Ro4cCR0dHYWW47Ro0aJEy0ny4sUL+Pr68kGmKlWqwMnJCYwxvHr1CsHBwQgODkbjxo0RERGBbdu2oUOHDpg9ezZ69OiBmjVriuSZm5uL4cOHIz8/H9OmTYOOjg6SkpJE0t2+fRvZ2dlwcHCAubm5yHwtLS3+/zk5ORgxYgT++usvAICRkRFq166NrKwsPHnyBA8fPsTGjRuxbNkyqTe/kpw9exY9e/ZEVlYWJkyYIDV4I85///2HpUuXYv369QqvGwDMzc3h4OAgcb6jo6PCeRa9ZnJzcxEbG4vw8HCEh4fj+PHjOHHihNSgZknOtdu3b6NPnz78Q565uTlcXV2RnZ2NuLg47NixAzt27ECXLl0QEhIisry1tbXINV2UpHlFl/v8+TOePn2KgwcP4vDhw9i4cSNGjx4NR0dHsdtUXuchVxbGGN6+fYu7d+8iKioKQUFBiIyMRLVq1aQuXxJ3797FsWPH4OvrK1d6cfsrLS0NDx48kDhf3Pd0kyZNoKmpKXE9RfexpOUSExPx+PFjPHz4ELt378bly5fh6uoqMc+S3CNkZmZi6NChOHjwIF+uWrVqQVtbG/Hx8Th16hROnTqFOXPm4Ny5c7CxsRG7D6Kjo5Geni7xfJb3t+fhw4fw8fHhA012dnZo0KAB3r17h7CwMISFhWH16tU4efIk6tSpIzWvrVu34rfffiuT84oQQshXxCoIW1tbBoDt2rVLajoPDw8GgM2dO1do+t69exkApqKiwtatW8eysrKE5j98+JDNnDmTLVu2TGr+69evZwCYkZERA8Bq1KjBCgoKJKbPy8tjLi4uDADr1asX+/LlC2OMsc+fPzNfX18GgNWrV4/l5+dLXe+FCxcYANa9e3cGgKmqqkpMO2rUKAaAOTs7s7i4OMYYY/n5+WzZsmUMANPW1mavX78WWS4+Pp6ZmJgwgUDA5s2bxz5//iw0/+7du+zBgwciy+3bt48BYLq6uuzixYv89NDQUKarq8sAsEOHDkndPnH8/PwYAKavr8/WrVvH0tLShObHxsayadOmMR0dHbZmzRrGGGOXLl1iAJiWlhZ78uSJSJ7Pnj1j2traTCAQsEuXLklc99y5cxkA5uHhIbOchw4dYioqKgwAGzt2LEtKSuLn5ebmsgMHDjBzc3MGgDVt2pRlZ2eL5CHp/P7w4QNr0KABA8BcXFxYQkKC0PywsDAGgIm7VLlrQVVVlQFgK1asEFv+H3/8Uew1Iy3v0oiLi2NmZmYMAGvSpAkLCwsTOv/z8vJYWFgYa9++PQPAPn36xBhjbMiQIQwA8/LyEpvvokWLGADm5OQkcn0XJe93CWOM+fj4MADM1NSUBQcHs9zcXH5ecnIymzBhAr+PVq9eLbK8tH146tQppqmpyQCwyZMni8zntnfIkCFC02NjY/k8VVRUmKamJnv79q3Y8nPHPjY2Vq68S0PaNbN7927+Gtm2bZvI/NKca7du3WI6OjoMAGvfvj27ffu20Pzs7Gz2999/s6ZNmzJDQ0OheZJ+L2SRtFx6ejrz9/dnAJiGhgb//StORTkPb968yapWrcoAMH9/f5llkXc7du3aJfT9U7duXbG/lVevXmUAmK2trdT1yHuOFL0+ip/3JV3u8ePH/O+4u7u71HwUvUfIyclhLVq0YACYpaUl2717N8vMzBRK8/DhQzZq1CimpqbGjh07JjEvec9nadf/8+fPWZUqVRgA1qZNG5Hf/Js3b7JGjRoxAKxKlSrs+fPnEvPnjv3YsWPFlmPhwoUl+h5KS0tjAETuCQiR5vGt52zrL7vZyh83sV2z97H45wmyFyJfHV3fFdd3ExTo2LEjA8CGDx9eqnI0bdqUAWAbN27kfzivXr0qMf3BgwcZAGZiYsLS09OF5qWnpzMTExMGgB09elRiHv/99x+zt7dnlpaW7O7du1KDAu/evWNqamoMALt27ZrIfO5Ba/z48SLz+vbtW6Ib5Dp16jAAbMmSJSLzFi9ezAc+FLF9+3Y+gFH8Jr+4hw8fsr///pv/e/jw4QwAa926tcjNWJs2bRgANmLECKl5yhsUSEhI4G/+Zs+eLTHdgwcPmJ6eHgPApk+fLjJf3PmdnJzM6tWrxwAwV1dX9v79e5Hl5AkKDBw4kAFgZmZmIoEexr5+UIC7Afbw8BC5+S1u48aN/HWTkpLCB1d27NghlO7x48dMU1OTCQQCqdcjY/J/l2zZsoUPdt2/f19iunnz5jEATF1dnUVHRwvNk7QP//77b6ahocEAsN9++01svrKCAqqqqqxfv34MABszZozYPCpKUIAxxp+HnTp1EplX0nMtKyuL1axZkwFg/fv3lxpczc/PFwmMKTsowBhjmZmZzNLSUuIDOqcinIecHTt2MABMT0+P5eXlSS2PvNvBBQVatWrFpzl48KDI8t9CUICxwiA3N794cLYoRe8RZs6cyQAwCwsLmeW9evUqi4yMlDhfGUGB5s2b88FXcQFsxgrvXbjfJjc3N4n5+/v784HLN2/eiKSjoAD5Gj4lpbIpbeaydoLeQp/2Kn3Y74PXs+ysnPIuIimCru+Kq8L0KVBaL1++BAA0aNCgxHk8efIEt27dgoaGBvz9/dG7d28AQFBQkMRljh49CgDw8/ODvr6+0Dx9fX306dMHAHDo0CGJeSxatAjPnz/HqlWrZFb/O3nyJPLy8lC7dm24ubmJzP/xxx8BAIcPHxaaHh8fj8OHD8PQ0FBsdXpJuKqrADBs2DCR+dy0+/fvy922Mj8/H4sXLwYAzJkzB40bN5aa3sXFBV27duX/XrFiBapWrYorV67wTRoAYMeOHXzV+xUrVshVFln++OMPpKamonbt2pgzZ47EdHXq1MGMGTMAABs2bEBaWprUfJOTk9G2bVvcv38f9erVQ1hYmNgqxvLo2LEj3N3dkZycXKJmHMp06dIlREZGQl1dHX/99Re0tbWlph8zZgx/3RgbG2PDhg0AgF9++YVvS88Yw4gRI5CdnY2ffvoJLVu2LHU58/PzsXTpUgDAjBkzxFZN5syaNQsuLi7Izc3FsmXLZOZ98uRJ9OrVCzk5OZgxY4Zcy0gyd+5cqKioYMeOHXjz5k2J8/kamjZtCgBi28qXVHBwMF6+fAlTU1Ns3boVKiqSf7JUVFTwyy+/KG3dkmhra6NJkyYAgGfPnpUqr7I8D4vijs3nz5/x4cOHkhdYDA0NDcycORMAMH/+fIn9SlR03D4CgFevXolNo+g9QlpaGt/0Z+3atUL9KojTsmVLuLu7l6D08gkNDcWNGzegrq6OnTt3QkNDQ2w6fX19bNmyBQBw/fp1XLx4UWy62rVro1+/fsjOzuZ/0wn5mrL/y8bUDgtxL/yhyDzGGEKDruD3QSVrfkdIZfPdBAUMDAwAAP/880+J8+Dac3p7e8PIyAgDBgwAUNieXFKnO1zHfpLayXLTb968KXZ+TEwMVqxYgTZt2sDf319mGeVd37t374QeIk6fPo38/Hy0adMGqqqq2LhxI3r27In27dtj+PDhOH36tNT12dvbw8LCQmS+paUlatWqJXUbi7t58ybi4uKgpqaGkSNHyrVMUUZGRnzfEVOnTsXbt2+RmJjIBzs2btyocLt+Sbg2oCNHjpTZ+eOIESOgpqaGz58/S9yfQGGHhW3atEF0dDQaNmyIS5cuwdTUtFTlnD9/PoDCgMnnz59LlVdp7N+/HwDQtWtXqW24JfHz80P37t2RmpqKcePGAShss3r16lVUr14dv//+u1LKefPmTbx69Uquc1BVVRUjRowAUBgElNbJ5fHjx9G7d2/k5ORg9uzZpb5RdnZ2Rv/+/ZGTk4NFixaVKq+ylpmZCQAl7tdCHO58GjRokEjQtTwxCZ3qKaqszsPiuGMDKPf4cAICAlCjRg08fPgQBw4cUHr+X4M8+0jRe4RTp04hIyMDZmZmfAChPHG/Z507d4atra3UtG5ubqhfv77QcuLMmTMHqqqq+PPPPyUGUwgpK5f2RuDlPenn3dXDN/Dk1vOvVCJCvl3fTVCgU6dOAAoj9j/99BNu3bqF/Px8uZdnjPE96XM/9K1bt4a1tTVSU1PFdl6Vk5OD169fA4DYjtGKTo+Li0Nubq7IOkeNGgXGGP+QKwv3ZkrS+rhRF4qmBYA7d+4AACwsLPDDDz9g3LhxOH78OEJDQ7Fz50506dIFvr6+Ijc2stZXdJ68b82uXbsGAHB1dYWxsbFcyxTXs2dP+Pr6Ij09HT/99BPGjRuH1NRU9OrVCz179ixRnsV9+PCB3yYPDw+Z6U1NTVG7dm0AEOqdvKjExER4enri4cOHaNy4MS5evAgTE5NSl7Vdu3Zo3bo1UlJSStwpnTJwx1ae/SXJpk2bYGBggKNHj2L9+vWYOnUqAGDz5s1KezDkyuni4iJXQKZ169YACh8cJI3QceTIEfj5+SE3NxcLFiyQ2fmYvObOnQtVVVXs2rVLqW/hlY3rfK00tbWK466j0pxPyvbff//x36f29valyqsszkNxzpw5A6Dwu7osgivq6uqYNWsWAGDBggXfZG0Bbh/p6enxge6iSnKPwB3fFi1ayAwqfw2Kfj9z55uk3zMAcHJygr+/P3Jycqi2APnqzuwUX4uluNPbQ8u4JIR8+ypcUGDo0KFSh9wRN+wUUPjGuHHjxmCMYcuWLfjhhx9gYGCAli1bYtq0abh9+7bU9V65cgWvXr2Cvr4+X1VdIBDwvfiLqx6YlpbG3/xUqVJFbL7c9IKCAqSnpwvN27lzJ65evYopU6bwD5OycKMTSFqfQCCAkZGRUFoAfFXsP//8EzExMVi7di0+fvyI9PR07NixA9ra2jh27BimT5+u0PqKzpNn5AQA/LBPNWrUkCu9JH/88QeMjIwQEhKCI0eOwMjISKnV54sOTyXuJlEcLt3bt2/Fzp89ezZiYmLQpEkThIaGSt2viuJqC6xatUrkXJNF2jXXo0cPufNRxrG1srLiq0dPmDAB6enp6Nevn1ATktLiyqnocQUkH9t+/fohNzcXixcvxuzZs0tfyP/HDeGYm5urcG2B3bt3Sz22x48fL1XZcnNz8eTJEwwfPhyXL1+GlpaWzN7x5T3X0tLS+Fovpf2umD9/vtT13r17V658MjIyMGLECCQmJkJNTa3UAciyOA857P9HH1i9ejV/PRX/flemwYMHo1atWnj8+DH27t1bZuspihvKVNxH3uBUYmIidu3ahcmTJwMo/M4RV1OgJPcIyvqtU5aSnm+yzjWutkBgYCBiY2MVLld2djbS09OFPkDh9wt96CPtE/9M8pC9RcU/Tyz3stLnfx9SMZV/6LoYScM3cbgheYrT19dHREQENm3ahB07diAmJgaZmZmIjIxEZGQkli1bBh8fHwQGBvIPzUVxP+g9e/YUagc9YMAArFixAqdPn0ZKSorQW92srCz+/5La5hUdLum///7j/5+cnIypU6fCxsZGoQcIbp2S1ld0nUXXx41/nJubi9mzZ2PChAn8vB9//BFfvnzBhAkTsGnTJkyfPh1mZmalWp80GRkZAAqHjSyNqlWrYuXKlRg+fDgAYOXKlbC0tCxVnkVx5QTkLyuXruiy4nz8+BGZmZliz8WS8vT0hKenJ8LDw7F27VqpfSAUJ22YOBcXF7nzUdaxHTVqFPbu3YurV6/C2NgY69atK1V+xSlazqLpZB3bsmj7P3v2bAQHB2P37t2YMWOG1Jo7RckakrAktVQuX74MgUAgMt3FxQUbNmyQ2i4ekP9cK8n1J4msIQn19PTETv/zzz8RGlr4hokbkvC///6DQCDAypUrS/2wVxbnobhjY2Zmhjlz5vDflWVBTU0Ns2fPRkBAABYsWID+/ftDVVW1zNYHSB+SUNp5L+646evrY9asWRJr+JTkHkFZ34fKUtLzTdZ3nr29PQYNGoTAwEAsXLgQf/75p0LlWrp0KR/ULur8+fNl0tyFfD+YinxNudI+p0pt1km+nqJNtUjFUuGCAjNmzEBAQIDE+Z6enhJrC2hpaWHy5MmYPHky3r17h5s3b+Lq1as4fvw4YmNjceLECfj6+uLSpUtCy2VlZfEd8xVv11+/fn3UqVOHbys5ZswYofVxcnJyxJapaHX8ojcSkyZNwsePH7Fz506FfvS4dUpaX9F1Fl1f0bIWDQhwRo0ahenTpyMzMxPh4eF8B4klXZ80XPVVLlBRGl5eXmL/rwxFq9l++fKF77dCGm6bJFXRnTdvHnbu3ImXL1+iXbt2uHLlSqn7EyhqwYIFaN26NdasWYPx48fLHXSIiIhQyvr19fWRmppa6mMrEAjQtm1bXL16FXXr1i1xJ4ySKHoOFk0n6dgGBgZi8ODB2LJlC/T09JTW2SVQ+MZu8ODB+PPPP7Fw4ULs2rVLruW8vb0RGBiotHIAhf23cA/+GRkZePr0KbKysmBlZYVGjRrJXF7ec6349Vcaw4YNw7x58xRe7s2bN3yQR01NDWZmZvD29sb48eOV0qShLM5DLuiSk5OD58+f49OnTzA0NESrVq1KWVrZBg4ciCVLluDp06fYs2cPhgwZUqbrO3TokMzO+8Thggl5eXmIjY1FUlISdHV14enpKTaoUtJ7BGX+1imDot/Psn7PipozZw727NmDoKAgzJw5U+7aCEBhDRaupgYApKenw9raGh06dJDrd5dUXq/7JOPkpnMy03X/sTM6dW7zFUpEZFG0Jiv5eipc8wFlqVatGnr27InVq1fj6dOnmDJlCgAgLCwMkZGRQmlPnjyJtLQ0mJubo127diJ5ce0Hi1cPNDQ05HvDllR1npuuoqLC/7hdvnwZwcHB6NKli0JVswHZVfUZY0hNTRVKW/T/pqamYt8Oampq8m9PirZblqdpgDxNDIqysrICgBJVM/yauHICwIsXL+RahktXdNnieV68eBFWVlaIiYlBhw4dZI5UoIhWrVqhXbt2SE1NxZo1a5SWr7y+tWOr6HEtumxxAwYMwObNmwEU1lpRVp8CnNmzZ0NdXR1BQUGl7vW+NBo2bIiIiAhERETg3r17ePPmDbp27YoLFy6gT58+SuuEz9DQkH+DX17n09y5c8EKh+5Fbm4u3r17hyNHjiitj4OyOA+5Y/PPP/8gMTERc+fOxfPnz9GpUyeljzxQnKqqKl9DaeHChQp1hvg1HTp0CBEREbhx4wYSEhKwdetWvH//Ht27d8eTJ09E0pf0HqGifR+W9HyTdK4VVaNGDQQEBCAvL0/h7z5NTU0YGBgIfYDCviroQx9pnx4/e0NNXXqNJCMzA7Qf5FHuZaXP/z6kYvpugwJFqampYfny5XzV8uIjFHA9CiclJUFNTU2kbSI31NyNGzeEbsY1NDT4KqnckIjFcdPt7Oz4CyEqKgpA4c2bpaWl0IcbFik/P5+fVrQ3Z65KpKT1xcfH82/1i1afdHJyAgCJVS2LzivaQaOs9RWdJ626ZlHckEsPHjzAx48f5VqmPJiamvLbJKl2SlEfPnxATEwMAIgdLpJTo0YNhIaGwszMDFFRUejcubNS3yRx1TDXrl0rdz8PysIdW3n2V3niyvno0SO5HpSuXLkCoLBXcq5HbnFGjhyJVatWASh8oFRmYMbOzg4BAQHIz89XesChNExNTbFv3z5YWVkhNDSU74xNGbjrqKKfTyVVVuchR0NDA/PmzYOPjw8SExMxbdq00hVYDv3790ft2rXx4sUL7N69u8zXV1oqKioYOXIkxo8fj8zMTIwdO1YkTUnvEbjje+3atQoRIFH0+5k736T9nhU1a9YsqKurIzg4WO4higkpDWsnK/zy51ioqokPDOga6mD+8d+gpSP53pcQUqhSBAWAwh9+bgieolXhk5OTce5cYdUjc3NzWFhYiP1wVeP37NkjlG+zZs0AQKT2AYebzqUrKi0tDe/fvxf6FL0x5KYVbasv7/qqVasGa2trfjr3o56QkCDUF0JR3NuMom8FuPU9f/4c79+/F1kmMTGRf5sgbhvFadasGezs7JCXl4dt27bJtUx54ZpRbN++XeZN3Y4dO5CXlwc9PT107txZalpnZ2ecP38eRkZGuHbtGnx8fCQeF0W5u7ujY8eOSE9P5x9Qv5a+ffsCAEJCQviROSqiZs2awcbGBnl5edi+fbvUtPn5+XwaX19fmb2IT548ma+qPnnyZJn5K2LWrFnQ0NDAvn37xL7RLC96enp83yjz5s1TaOQXabjzac+ePTLbNX+LyvI8LGrp0qVQUVFBYGAgnj8v26G5VFRU+NoCixYt+mY6lZo9ezb09PRw8eJFhIeH89NLc4/QuXNn6OnpISkpiW9+UJ6437PTp0/LHD7wxo0buHfvHoD/XYey2NraYtiwYRUucEm+b14DWmFd5CK09W8JdY3C70VdQx30GOeNTbeXwcXNqZxLSMi34bsJCiQlJUmdn5qaikePHgEQfqO9b98+5OXlwc7ODomJiRI/a9euBSAaFPD19QVQOI5v8ZvWjIwMHDp0CACExiieOHEiXyW1+Id7MFdVVeWnFe1joXv37lBTU0NMTIzYYYJ27twJAOjVq5fQdA8PD5ibm6OgoEBsL8nHjx/Hp0+foKKiAk9PT366s7MzPzKCuM6DuGl169aFo6OjyHxxVFVV+V6wFy5ciH///Vdq+piYGLHDPX0N48aNg6GhIR49eiT1Jufhw4f8cExjx46Vqy1/gwYNcObMGf5GtE+fPkq7gebKun79eqSkpCglT3l4eXnBzc0Nubm5GDJkiMxAx5YtW8rlYU9VVZV/a7p48WJER0dLTLto0SI8evQI6urq+O233+TKf+7cufjll18AAKNHj1Zab+w2Njb48ccfkZ+fL7ZjrvIUEBAAS0tLvHjxAvv371dKngMHDoSdnR2Sk5MxatQoqUPdMcawcuVKpaz3aynr85BTu3ZtdO/eHfn5+fxIBGXJz88PderUQVxcnNz9X5Q3ExMTviPGokPrleYewcjICD///DOAwt99WUOKRkZG8sMGloX27dujWbNmyM3NxY8//ijx9yYjIwOjRo0CUBi4UqS/npkzZ/KBS67mHCFlzampPabvmYC/v+zB8dTdOPYxEGPXD0O1WsrrfJqQ7913ExTo3LkzBgwYgEuXLon80N29exc+Pj7IyMhA1apV0bFjR34e94A8cOBAsR0Mcfz8/KCpqYmXL18KvaXv1asXnJ2dkZKSgqFDh/K9an758gVDhw5FSkoKXF1dFe47QJJq1aph6NChAAo7z+Ki/YwxrFixAhcuXICWlhb/QMLheoYGCt82cuNsA8Djx4/5YcT8/f2Fahhw6YHCG6WinTReunQJS5YsEUojr5EjR6JXr17IzMxEmzZtsGHDBpGHwzdv3mDWrFlo0qRJmb/dkqRq1arYtm0bBAIBFi5ciHHjxiE5OZmfn5eXh0OHDqFt27b4/PkzGjVqpNDDWvPmzXHy5EloaWkhJCQEgwYNUsoY3z/88AM6d+6MjIwM/P3336XOTxHBwcEwMTFBeHg4WrVqhfDwcKFtKigoQEREBDp16oSffvpJaW+VFTV69Gh07doVX758Qdu2bfmbf86HDx8wceJE/q3/kiVLZPasX9SKFSswevRoFBQUYMiQIThx4oRSyj1jxgxoamriwIED5bbvxNHU1OQ7MV26dKlS+hbgtlNbWxv79u2Dt7e3SBAxNzcXZ8+ehZubm8JDNlYEZX0ecqZOnQqgsCq8rCHmSktFRQVz584FgK82PKEyTJ48Gerq6ggNDcWtW7cAlP4eYd68eXBzc8P79+/h5uaGoKAgkWDp06dPMXbsWHh6esp8wVFaQUFBMDIywsWLF9GxY0c8fPhQaP6tW7fg6emJ+/fvw8jISOxLBGmsra0xfPhwFBQUCDV9JORrUFVVha6BjtRrlRAiAasgbG1tGQC2a9cuqek8PDwYADZ37lyh6Q0aNGAAGACmpaXFXF1dWZMmTVi1atX46UZGRuzq1av8MjExMfy8x48fyyxjz549GQA2atQooenR0dGsSpUqDAAzNDRkjRs3ZoaGhgwAMzY2Zg8fPpR7P8TGxjIATFVVVWKa9PR01rBhQwaAaWhosIYNGzIrKyt+uT179ohdrqCggA0YMIABYAKBgNWpU4fVq1ePqaioMACscePG7NOnT2KXHTFiBL+vateuzWrXrs3/PXr0aLm3r6jc3Fw2ZswYJhAIGACmrq7OateuzX744QdmZ2fH529sbMwuXrwoNg9ufwFgsbGxcq977ty5DADz8PCQK/3evXuZnp4ev49dXFxY48aN+eMOgHl5eUncf7LO71OnTjF1dXUGgA0bNowVFBQwxhgLCwvj8y+OuxaCgoLE5nn79m1+WXHXTNG8W7RoIfXz7NkzufYT5+nTp8zV1VXoGDZs2JA1aNBAaJ81a9aMZWVlic1D0WPEkfe7hDHGsrKymL+/v9B3RKNGjZiLiwtTU1Pjz8uVK1eKXV7a8WGs8JobOHAgA8A0NTXZ+fPn+XlDhgxhANiQIUOElpHnO2DcuHFCx7b4uc/lbW5uLvW4BgQEyNxHHHmOR2pqKtPX12cA2LFjx/jppT3Xbty4wWxsbPg8LCwsWOPGjVndunX56xIA8/HxEVqOu0asra2lrnP69Olilyt+zSiiIp2HnFatWjEAbMKECaXejl27dvHfe+IUFBSwevXq8eWytbWVuh55t6Hod36TJk2kHtcrV66IXU7ab8WgQYP4c0lZ9wgZGRmsV69efF7a2trM1dWVNW3alP/tBsCqV6/OoqOjJeYv73kp6buFc//+fVajRg1+vXZ2dqxp06asevXqQtPu3bsnNf+FCxeKnf/27VumpaXF5yWpHJKkpaUxACwtLU2h5QghFR9d3xXXdxMUSEpKYkFBQczf35/Vq1ePmZqaMjU1NWZkZMSaNWvG5syZw96/fy+0zIwZMxgA1rRpU7nKeOTIEQaAValShWVnZwvNe/36NRs+fDizsrJiGhoazMrKio0YMYK9efNGrrw58jwQMMZYZmYmmzdvHnNycmKamprMxMSEdevWjV27dk3mOnbt2sXc3NyYvr4+09LSYnXr1mVLlixhmZmZUpfbvXs3a968OdPT02N6enqsefPm7K+//lJo+8S5d+8eGzduHKtTpw4zNDRk6urqzNzcnHl5ebF169ZJfNBm7OsFBRhjLDExkc2cOZM1bNiQGRkZ8cfZ19eXHT16VOqy8pzfBw8eZKqqqgwAGz9+PGOsdEEBxhjr3r27XEEBWZ+oqCip2ydOXl4eCw4OZr6+vsza2pppaWkxbW1tVqtWLTZgwAB25swZPvghztcICnDCw8PZoEGDmJ2dHdPS0mJ6enrMxcWFTZgwQWpARJ4Hmby8PObr68sAMB0dHT4wWZqgwLt374RuuiUFBWR96tevL3PfcOQ9Hr/88ovI96oyzrWsrCy2ZcsW5u3tzapVq8Y0NDSYrq4uq127NhsxYgSLiIgQWYa7RmR9JAUTvlZQgFOW5yFjjIWEhPDnYVJSUqm2Q1ZQgDHGjh49WqZBAVmfooEpeX8roqOjmUAgYAKBgL9ulXGPwBhjV65cYT/++CNzdHRkenp6TENDg1WrVo116dKF7dy5U+ZvsLKCAowVXk9//PEHa9u2LTMzM2Pq6urMzMyMeXp6svXr17P//vtPZv6SggKMMTZ+/HgKChBCRND1XXEJGFPS+FGEEEIIIYSUQnp6OgwNDZGWlsYPT0gI+T7Q9V1xfTd9ChBCCCGEEEIIIUQxFBQghBBCCCGEEEIqKQoKEEIIIYQQQgghlRQFBQghhBBCCCGEkEqKggKEEEIIIYQQQkglRUEBQgghhBBCCCGkkqKgACGEEEIIIYQQUklRUIAQQgghhBBCCKmkKChACCGEEEIIIYRUUhQUIIQQQgghhBBCKikKChBCCCGEEEIIIZUUBQUIIYQQQgghhJBKioIChBBCCCGEEEJIJUVBAUIIIYQQQgghpJKioAAhhBBCCCGEEFJJUVCAEEIIIYQQQgippCgoQAghhBBCCCGEVFIUFCCEEEIIIYQQQiopCgoQQgghhBBCCCGVFAUFCCGEEEIIIYSQSoqCAoQQQgghhBBCSCVFQQFCCCGEEEIIIaSSoqAAIYQQQgghhBBSSVFQgBBCCCGEEEIIqaQoKEAIIYQQQgghhFRSFBQghBBCCCGEEEIqKQoKEEIIIYQQQgghlRQFBQghhBBCCCGEkEpKrbwLQAghhBBCCCFEMQ+ev8PR0PuIiX2PzKwc6GhpwNHWDL7t6qO+o1V5F498Q6imACFysLOzg0AgQGBgoNR0np6eEAgEmDdvntj5586dg6+vL6ysrKChoQEjIyM4OTmhW7duWLVqFV68eCGzLN26dYNAIIBAIMDTp0/lKn98fDxGjhwJa2traGpqwsbGBqNGjUJ8fLxcywNAcnIyjI2NIRAIoKYmO5747t07TJkyBc7OztDV1YWhoSFcXV0xZswYvHr1SubyjDG0bt2a39aIiAip6ffs2QN3d3cYGhrCwMAA7u7uCA4Olnv7ipJ1HDkBAQEQCAQICAgQmh4XF8eXW9YnLi5O4nJ///231PX37NmTT+vp6Sk1bU5ODkxNTSEQCGBtbY2CggKx26Lop2j5OVeuXEFAQABq1qwJHR0d/thPnjxZ6jkeHh4ukr+KigoMDQ3xww8/YOnSpcjMzJS4fEFBAfbs2YNu3brBysoKmpqaMDMzg7u7O37//Xekp6dLXHbevHkS96O8+yI8PFyhY1/0w51DRfeBNNHR0ZgwYQLq1auHKlWqQENDAxYWFmjfvj3WrFmDlJQUqctL24f79+9Hnz59YGtrCx0dHejq6sLBwQEDBw5ESEgIGGNCy8h77hS/TiRdP5IEBgZCIBDAzs6uRNtWXNHjJg9J3wtFj1nVqlXx33//iV3+7du3Eo8tl7esj6zvpJL8PgDAP//8g7Fjx8LV1RVVqlSBuro6TE1N4e7ujt9++w137twRu1xJjz0hpHTuPonHkFl7MHzefpyOeITY+BS8T8lAbHwKzl17jFELDmDQjCDcefSmvIv6VQUHB8Pa2hrGxsb49ddfhebFxcXB0dFR6r1AUUeOHEHbtm1RpUoV6OjowMnJCcOGDUNUVFRZFL3cUU0BQr6ScePGYePGjQDA32Tr6Ojg1atXCAkJQUhICBISErBy5UqJeSQnJ+Ps2bP833v27MGCBQukrvfRo0do1aoVPn78yD+cvXjxAtu2bcORI0cQEREBZ2dnmeWfNGkSPn36JNe2njt3Dn5+fkhPT4eenh6cnJyQk5OD169fY/PmzejcuTNsbW2l5rFz505cvXpVrvWNHj0aW7duBQA4OztDIBDg+vXr/OePP/6QK5+y0KRJE2hqakqcr6WlJXFeUFAQunXrJnbep0+fcPr0abnLcfr0af5B8e3btwgPD0fbtm35+Y6OjmjRooXIcrdv30Z2djYcHBxgbm4utfw5OTkYMWIE/vrrLwCAkZERateujaysLDx58gQPHz7Exo0bsWzZMkycOFFqebmyMMbw6tUr3Lp1C7du3UJwcDCuXLkCY2NjofTx8fHw8fHhH16qVauG+vXr48OHD/x5sGbNGhw8eBAeHh5y7DFRrq6uMDQ0lDjf0NAQWlpaYvdjUlISnj17Bk1NTTRp0kRkvqOjo1xlyM/Px6RJk7Bx40YUFBRATU0N9vb20NfXx/v37xEaGorQ0FDMnz8fhw8fRrt27eTevhcvXsDX1xf3798HAFSpUgVOTk78MQgODkZwcDAaN26MiIgIkXPX3NwcDg4OEvOXdxu/ZYmJidi8eTMmT55couWtra1hY2Mjcb60eSX5fcjMzMTw4cOxb98+AIC6ujpq1aoFAwMDfPz4Ef/88w+uX7+OFStWwNvbW+J3Dh17Qr6eK3eeY9Yfp5CTmy813bPXyZi4/Cjmj/FG2x++/2vww4cPGD58OAIDA1GzZk106dIFnp6e6NKlCwDgp59+wu+//w4DAwOZeU2dOhWrVq3C+PHjMX/+fFSvXh2vX79GREQEZsyYgTNnzpT15nx9jBAik62tLQPAdu3aJTWdh4cHA8Dmzp0rNH3v3r0MAFNRUWHr1q1jWVlZQvMfPnzIZs6cyZYtWyY1//Xr1zMAzMjIiAFgNWrUYAUFBRLT5+XlMRcXFwaA9erVi3358oUxxtjnz5+Zr68vA8Dq1avH8vPzpa73woULDADr3r07A8BUVVUlpr179y7T0tJiGhoabOPGjSw7O5ufl5+fz65du8ZiY2Olri8pKYkZGxuzhg0bsurVqzMA7OrVq2LT7tu3jwFgurq67OLFi/z00NBQpqurywCwQ4cOSV1fcZKOY3FDhgxhANiQIUOEpsfGxjIADIDMbRW3nKqqKqtVqxbT0tJiqampYtNu3ryZAWBOTk4MAPPw8JCaN3e8uXMnICBArjLJe+4zxpiPjw8DwExNTVlwcDDLzc3l5yUnJ7MJEybw+2X16tUiy4eFhfHziwsNDeXLPmrUKKF5KSkpzM7OjgFg9evXZ9euXROaHxMTw9q1a8cAMC0tLZH5jDE2d+5cifuRK1NYWJjMfSDJrl27GABma2srNZ20fcAYY35+fgwA09fXZ+vWrWNpaWlC82NjY9m0adOYjo4OW7Nmjdzli4uLY2ZmZgwAa9KkCQsLCxP6XsjLy2NhYWGsffv2DAD79OkTP0/SdSCLosvJuw/lpehxlfS9wB0zVVVVBoCZm5vz37VFvXnzRuKxlfc7RxpFfx9ycnJYy5YtGQBWtWpV9ueff7LPnz8Lpfn06RMLDAxkLi4uTFNTUySPkh57adLS0hgAkXObEMJY9LN3rHXAWtZswCq5Py2HrGVRj9+Wd9EZY2V7fd+8eZNZWFjwf/v5+bHly5czxhgLDg5m3bt3lyuf69evMwBs3bp1YucX/149efIka9SoEdPU1GQ1atRg8+bNE7r/AcC2b9/OevTowbS1tZm9vT07ceKEUB4PHz5k3t7eTFdXl5mbm7OBAwey5ORkfv6hQ4eYq6sr09LSYsbGxszLy0vk+7q0qPkAIV/B7t27AQDDhg3D+PHjRd4cu7i4YNGiRfjtt9+k5hMUFAQAWLx4MapUqYLY2FhERkZKTH/06FE8evQIJiYm2LVrF3R0dAAU1lQIDAyEiYkJ7t+/jxMnTkjMIysrCz/99BMsLS1lvnUCgFGjRiErKwtbt27FmDFjoKGhwc9TUVGBm5ubzOq/XK2ETZs2QVVVVWraRYsWAQBmzpwp9Obby8sLM2bMAAAsXLhQZrkrmoEDByIrKwuHDx8WO3/Pnj0QCAQYMGCAzLw+ffqEU6dOAQA2bdoEoLBanLSq+IraunUrTpw4AV1dXVy6dAn+/v5CzUxMTU2xdu1avvrz1KlT8eDBA7nz9/Lywpw5cwAABw4cEGr+MHbsWMTFxcHV1RWXL1+Gm5ub0LLOzs44ffo02rdvj6ysLAwYMADZ2dml2NrysWPHDhw8eBDa2toICwvD+PHjRd542NnZYenSpbh16xbs7e3lznvAgAFITk6Gh4cHrly5Ak9PT6io/O8WQVVVFZ6enjh//jw2btwo87qsjOzs7ODm5oakpCS+VtjXpOjvw7x58xAREYFq1arh5s2bGDp0KHR1dYXSGBkZYciQIbh37x5mz55dpuUnhMi29XAksmXUECguNy8fWw9Jb4L5PXBwcEBmZiaioqLw8eNH3Lp1C/Xq1cPHjx8xZ84cuWuN7tu3D3p6ehgzZozY+UWbgJ07dw4DBw7E+PHj8ejRI2zduhWBgYFYvHix0DLz58+Hn58f7t+/j86dO2PAgAH4+PEjACAhIQEeHh5o0KABbt++jbNnz+L9+/fw8/Pj5/fv3x/Dhg1DTEwMwsPD4evrK9KUr7QoKEDIV/Dy5UsAQIMGDUqcx5MnT3Dr1i1oaGjA398fvXv3BvC/G0Fxjh49CgDw8/ODvr6+0Dx9fX306dMHAHDo0CGJeSxatAjPnz/HqlWrpFadBoAbN27g5s2bcHBwwJAhQ+TaruJCQ0MRHByM4cOHo3nz5lLTclXSgcKAS3HctPv37yvUvrYiGDhwIADxx5e72W/RogVq1KghM6+DBw8iOzsbTZs2Rf/+/eHo6IiMjAypwSBF5OfnY+nSpQCAGTNmoG7duhLTzpo1Cy4uLsjNzcWyZcsUWk/r1q0BAKmpqfjw4QMA4NmzZzhw4ACAwsCEpHNUXV0dO3bsgLq6OmJjY7Fnzx6F1l3e8vPz+ZuMOXPmoHHjxlLTu7i4oGvXrnLlfenSJURGRkJdXR1//fUXtLW1paYfM2aMyPcJKTR//nwAwPLly/H58+evtl5Ffx9SU1Oxfv16AMD69ethbW0tNX81NTXMnDlTuYUmhCjkdcIn3H74ukTLRj2Ox4s3H5RcooqlSpUq2L17NwYPHowffvgBgwcPRseOHfHLL7/g559/RmxsLBo2bAhXV1eJL1wA4OnTp6hZs6bQi43Vq1dDT0+P/6SlpQEoDMJOmzYNQ4YMQc2aNdG+fXssXLiQb9LKCQgIQP/+/WFvb48lS5bgy5cv+OeffwAAmzdvRqNGjbBkyRI4OzujYcOG+PPPPxEWFoanT58iISEBeXl58PX1hZ2dHerWrYsxY8ZAT09PqfuPggKEfAXc2zzuC6AkuHba3t7eMDIy4t8Qcw984ty4cQMAxLZxLjr95s2bYufHxMRgxYoVaNOmDfz9/WWWkesYr0uXLkhLS8OyZcvQrVs3dOjQAWPHjpXZWSBXK8HExAS///67zPVx22dvbw8LCwuR+ZaWlqhVqxYAydtYUdnb26N58+a4cuUKXr8WvgngHmgHDRokV17cucMdQ+5faQElRdy8eROvXr2CmpoaRo4cKTWtqqoqRowYAaAwaJWXlyf3esRFxQ8dOgTGGOrXrw93d3epy9vY2KBz584ACq+bb8nNmzcRFxcn1z5W1P79+wEAXbt2ldpmncjWvn17tGzZEh8+fMCGDRu+2noV/X04ffo0Pn/+DEtLS/To0eOrlZMQUnLHw+6jNC+Hj126r7zCVFA9e/ZEdHQ0nj9/jnnz5iE8PBzR0dEYMWIE+vXrh7Vr1+LIkSP48ccfkZSUJDGf4h3CDhs2DHfv3sXWrVvx5csX/n7kzp07WLBggVDAYMSIEUhISBCqjVmvXj3+/7q6utDX1+fXf+fOHYSFhQnlwfX19eLFC9SvXx9eXl6oW7cu+vTpg+3bt8vdx5ciqKNBQr6CTp064c6dOwgKCoKOjg6GDRuGRo0ayV0FlzHG96TP3ey1bt0a1tbWePPmDUJCQtCrVy+hZbiO/QCgZs2aYvPlpsfFxSE3Nxfq6upC6xw1ahQYY3JXheU6edPU1ES9evXw5s3/er29cOECNm3ahDFjxuCPP/4Q2wM3Vythx44dIh3JifPs2TOp28fNe/HiBZ/2WzJo0CDcuHEDwcHBmD59Oj99z5490NTURJ8+ffhmAZK8fPkS165dg6qqKvr16weg8ByaN28ezp8/j/fv34sNqCji2rVrAArfTpuamspMz73xz8zMxP3799GoUSO51sN1PGloaMivh1u3vJ0Htm7dGidOnMD169flSl9RcNvp6uoq17VRkrxL2gEjETZ//nx4eXlh5cqVGDduXJnXqijJ7wN3zN3c3Mq9KUh2drZQ4ILrGTw3Nxe5ubnlVSxCKpwXb5JLtfzLtx/K/Zr6muvPzs7GmDFjsGfPHjx//hx5eXn875yjoyNu3rwptjNnBwcHRERECN0XGxkZwcjICG/fvhVKW1BQgPnz58PX11ckn6Kd8Ra9vwYKgw5cM8iCggJ069ZNbO3JqlWrQlVVFRcuXMC1a9dw/vx5bNiwATNnzsTNmzflqi0qLwoKEKKAoUOHYujQoQovN3XqVJw9exZ37tzBli1bsGXLFujo6KBhw4Zo2bIlevfuLbZHcs6VK1fw6tUr6Ovr81WCBQIB+vXrhxUrViAoKEjkpi8tLY3/wqlSpYrYfLnpBQUFSE9Ph4mJCT+P6/1/2rRpqF27tlzbmZCQAKCwmpWWlhaCgoLQo0cPZGdnY+fOnZg+fTo2bdoEJycnjB8/XmhZrlaCu7u72KYA4nCRUknbV3ReSaKq8+fP56sDl5S0L+z69evj7t27Euf37dsXEydORFBQEB8UuHnzJp4+fQpfX1+p283hagO0adMGlpaWAAprITRt2hS3bt3Cvn37ZI4EIAs3tCVXK0OWounevn0rV1Dg4sWLfJ8WvXv35tu7l3TdGRkZSE9Pl6sXYk6bNm0kzjM0NERqaqrceSmK205l3gAoO+/du3fz/aeIc+zYsUrxVrpt27bw8PDA5cuXsW7dOsyaNUvuZWV950RFRYk0QyvJ7wN3zJU1vGNpjv3SpUvFbvP58+f5fnAIIcC7BMlvtuWR+D5ZoVGLyoIy+zKSZeHChfD29kajRo0QFRUlVDMxNzcX+fni+2bo378/NmzYgE2bNmHChAlS19GoUSM8efJEoT58xOVx5MgR2NnZSRzyWyAQoEWLFmjRogXmzJkDW1tbHDt2rMQj3YhDQQFCFCBpWDZOdHS02PFP9fX1ERERgU2bNmHHjh2IiYlBZmYmIiMjERkZiWXLlsHHxweBgYEwMjISWZ57sOvZs6dQe98BAwZgxYoV/HBzRR/qs7Ky+P8X7eyvqKIdHhYdWzs5ORlTp06FjY2NQp1LffnyBUDhl+2WLVv4dvF6enr47bffkJiYiDVr1mDJkiUYM2YM/+XH1UrIz8/Hpk2bZI7RXnwbJW1f0W2UNHa4NLKGB3v27JnU6meA9CEJpQ3hBQAmJibw9vbGyZMn8e+//6JRo0YKNx3g0hdv/jFgwADcunULQUFBpQ4KZGRkAIBIJ2WSFE3HLVtcy5YtARSeG69fv+aj846Ojnz/BcpYtyJBAWlDEpb122BFt7M88pY1LF3R76fv3fz58+Hp6YnVq1fj559/ltkfC0fWd464NqQl+X2Qdcz379+P/v37i0zftWsXAgICRKaX5thPnz5d6MY2PT0d1tbW6NChg0LXJyHfu8tP/8abD3ElXt6qqgXfhK68iLtHLgsPHz7EgQMH+Bcvzs7OUFFRwc6dO2FpaYnHjx+jadOmYpd1c3PDlClTMGXKFLx69Qq+vr6wtrZGQkICdu7cCYFAwL+YmDNnDrp27Qpra2v06dMHKioquH//PqKjo/mOsGUZO3Ystm/fjv79++PXX3+Fqakpnj9/jv3792P79u24ffs2Ll68iA4dOsDc3Bw3b95EcnKy3C/s5EVBAUIUMGPGDLE3RBxPT09cvnxZ7DwtLS1MnjwZkydPxrt373Dz5k1cvXoVx48fR2xsLE6cOAFfX19cunRJaLmiPdAXf7CrX78+6tSpw3/5Fe0ptfj48eIUrbJZ9GZy0qRJ+PjxI3bu3KnQmxpunVWqVMHgwYNF5k+aNAlr1qzB+/fvERUVxX8hc7USJkyYgPr16yu8PknbB/xvG2V1nibOsGHD+N7yxQkICJD6dgwobPNemrdxAwcOxMmTJxEUFIR69erhwIEDMDY2luuH/fr163j+/Dk0NTVFqrb169cPU6ZMwb///otHjx7BxcWlxGXkHoi5oJAsRdNJepgu2mu6np4eGjZsiB49emDSpElCy5TFuiXZsGEDPD09FVpGWRTdTkXzTk1NLXXe3t7eCAwMVE6hvnEeHh5o27YtLl26hLVr12Lu3LlyLSfrO6e4kv4+yDqfzMzMhPqiefDgAd+xljilOfaamppiA6fq6uoiVW4JqcwaOFfHtXtxpVjeqtyvqa+xfsYYRo4ciTVr1vCBT21tbQQGBmLs2LHIzs7GH3/8ASsrK4l5rFy5Ej/88AM2b96MP//8E5mZmbCwsEDr1q1x/fp1PmDZsWNHhISEYMGCBVi+fDnU1dXh7OyM4cOHy13eatWqITIyElOnTkXHjh2RnZ0NW1tbdOrUCSoqKjAwMMCVK1ewdu1apKenw9bWFqtWrYK3t3fpdlQxFBQgpBxUq1YNPXv2RM+ePbF8+XJMmzYNq1atQlhYGN+rPOfkyZNIS0uDubk52rVrJ5LXgAEDMGPGDAQFBQnd9BkaGkJFRQUFBQUSq85z07kvHQC4fPkygoOD0aVLF4Wr+nLV2WvVqiW2CpS1tTX09PTw+fNnxMXFoWnTpvj06ROmTp2KqlWryjXkobj1SWsaIE8Tg4qsW7duMDQ0xL59++Dh4YHk5GSMHj1aau0IDvcGsUuXLiJvKi0sLODl5YXz588jKChI6O27orgf1hcvXsiVvmg6ST/K8g61Y2Vlhbt37yq8bn19/W/qLSS3n2JjY8sk79TU1DLJuzJbsGABLl26hDVr1sisglpSJf194M6nuLg4sfl6eXnBy8uL/7tdu3a4ePGicgtPCFFINw9X7Dh6HTkKDkkIAGqqKvDxlDwy0PdEIBCIHY61a9euco/KAxSO3MUNCyhNx44d0bFjR4nzxd3PFG9u6ODgwI8YVlzt2rVx9uxZmeUoLRp9gJBypqamhuXLl/PtvYuPUMD1Kp2UlAQ1NTUIBAKhz4wZMwAU9sRftDM9DQ0NvhoqNyRicdx0Ozs7PnobFRUFAIiIiIClpaXQh3uzn5+fz0/jhoMDACcnJwCQWF2eKxeXBwC8evUKHz9+RGpqKhwdHUXWyXVW6OPjA0tLS6Gba666qqTtKzpPVlX9ikpLSwt9+vTB+/fv+W2Xp+lATk4Of2yOHj0qct4IBAKcP38eABAcHFyq8W65Xv8fPXrEDxUozZUrVwAAOjo6CtUMkbZuSTV0JK1b1nCXFQ23nQ8ePODHNlZ23vLuQyKfFi1aoH379khLS8OqVavKZB0l/X1wc3MDUNjhoKR2tYSQiqWKgQ7aNC3ZvYxHY3uYVlHuEHbk+0JBAUIqABUVFdja2gIQrgqfnJyMc+fOAShss2lhYSH2w1WNLz72erNmzQBAbMS06HQuXVFpaWl4//690KfoAx83rWhbfe5GU9Ibx7S0NP6Bpvgb4v/++09kfe/fv+c7S/z48SPev38vVIWVK/fz58/x/v17kfUlJibyb4bFbeO3guub4fXr16hZs6bMofcA4NSpU/j48SPU1NQknjcWFhZQVVXFmzdvEB4eXuLyNWvWDDY2NsjLy8P27dulps3Pz+fT+Pr6SuxUR169e/eGQCDAvXv3ZI4o8Pr1a76Tpb59+5ZqvV9bs2bNYGdnh7y8PGzbtk2peXP7IiQkRGT4S1I6XO2ndevWKT2YU5rfh86dO0NPTw/v37/HsWPHlFouQkjZGduvFcyNFXu4NzXSxTj/1mVUIvK9oKAAIV+BrM7oUlNT8ejRIwDCb7T37duHvLw82NnZITExUeJn7dq1AESDAlw78oMHD4p06JaRkYFDhw4BKHyw4kycOBGMMbEf7mFfVVWVn1a0jwUfHx9oamri3bt3uHDhgsh27tq1C0Bh1W2u1kGDBg0kro8xxgdLrl69CsaYULtVZ2dnvqOVP//8U2R93LS6devC0dFRZP63onXr1vD19YWXlxd+/fVXuZbhmg4MGDBA6rnDVY3j0peEqqoqpk2bBgBYvHgxoqOjJaZdtGgRHj16BHV1dfz2228lXifH0dERffr0AQCMHDlSYidGeXl5GDFiBHJzc2Fra8sP3fatUFVV5UegWLhwIf7991+p6WNiYhASEiJX3l5eXnBzc0Nubi6GDBki1EmpOFu2bJHYQSQR1rx5c3h7eyMjIwMrV65Uat6l+X2oUqUKxo0bBwCYMGECBYMI+UaYG+tj3dResDCRr08csyp6WDvVF1VNv53mcqR8UFCAkK+gc+fOGDBgAC5duiQyRuvdu3fh4+ODjIwMVK1aVahdEvegNnDgQKk98vv5+UFTUxMvX74UqhXQq1cvODs7IyUlBUOHDuWHgvny5QuGDh2KlJQUuLq6Km2YMFNTU/5Gc9y4cULtvK9du8a/NZswYYJQR4ilwQ33tXjxYqFOGi9duoQlS5YIpflWCQQCHDlyBKGhoRg9erTM9J8+fcKpU6cAyG5qwNVCOHz4cIlGaOCMHj0aXbt2xZcvX9C2bVv+gYXz4cMHTJw4ke9EbcmSJahbVzntGzdt2gQbGxs8ePCA7wSoqMePH8Pb2xvnz5+HpqYmgoODlXb+fU0jR45Er169kJmZiTZt2mDDhg0iD+dv3rzBrFmz0KRJEzx//lzuvIODg2FiYoLw8HC0atUK4eHhfC0doHDY0oiICHTq1Ak//fQTVTlXADfc3t69e5Wab2l/H+bPnw83Nze8e/cOzZo1w59//onPnz8LLZubm4vDhw/jyZMnSi07IaTkaliZYOe8/ujdvj50tcX3L6SjpY6eXvWwc15/2FubfeUSkm8RdTRIyFeQn5+PvXv3Yu/evdDS0oK9vT20tLTw7t07vHv3DgBgZGSEgwcP8j2lPn78GLdv3wbwvwc3SYyMjNC5c2ccO3YMQUFBfEeFqqqqOHToEFq3bs0/VNrb2+P58+dIS0uDsbExDhw4wA+togyLFy/Gv//+i7CwMDg5OaFu3brIzs5GTEwMgMJequfMmaO09fn7+yM8PBzbt2+Hl5cXX3OAW9/o0aPl6iimrPTp00dqHwtLly5Fq1atlLrOAwcOICcnB1ZWVmjTpo3UtNwQN0lJSThx4gT69etXonUKBAIcPnwYw4YNw969e+Hv748xY8agZs2ayMrKwtOnT5GXlwd1dXUsXboUU6ZMKdF6xDExMUFERAR8fHwQFRUFd3d3WFlZoVq1akhJSeH7lTA1NcWBAweEOvJUhKyh5SZMmMDXWigr+/fvx4QJE7B582aMHz8eU6ZMgb29PfT19ZGUlMR3HGdsbIx69erJnW+NGjVw/fp1+Pr64vbt22jTpg2MjY1ha2sLxhhevXrFd9rZrFkzsaN5nDlzhh9KUhwHBwe+tlDxbZJWq2Hx4sUYNWoU//ebN29gamoqMX3nzp35tvby8PHxkdoj9suXL0vVKWXTpk3RtWtXuWpu/PnnnwgNDZU4v3Xr1liyZIlSfh80NDRw4cIFDBs2DAcPHsSPP/6I0aNHo1atWjAwMEBKSgoSEhL4YHKHDh0kfp+U9NgTQkrGtIoefhnihTF9W+Fc5GPExCYiMysXOlrqcLQ1h3dLF4kBg++Zp6cnGjRowNeQIvKjoAAhX8H58+dx7tw5nDlzBg8ePMC7d++QmpoKPT09NGvWDB07dsTYsWNhbm7OL8O9BWratCnfgZ80AwcOxLFjx3Dw4EGsX7+e79DP1dUV9+7dw4IFC3DmzBlER0fDzMwMfn5+mDNnDqpXr67UbdXU1MT58+exYcMG/PXXX3znVj/88AMCAgIwYsSIUrcjL27btm1o2bIlNm/ejAcPHgAorLY7ZswYuTrlK0vcjbskKSkpSl8nd+74+/vLDPioqamhb9++2LBhA4KCgkocFADAv4UfOXIkP8zko0ePoKamBkdHR7Rv3x7jxo2Dvb19idchibW1NW7fvo3g4GDs378fUVFRuHv3LvT19dG8eXN069YNY8eOlXu8eHG4c0uSos1wyoqamho2btyIUaNGYfv27QgLC8Pbt2+RmZmJKlWqwMvLC927d8fgwYNhZGSkUN4ODg64e/cuDhw4gCNHjuDWrVuIiYmBQCBAtWrV0LlzZwwcOBAdO3YU+2Y6KSlJalOp4m+hOdnZ2ULDoxZXvAZLQUGB1OtG0XGwZaUvWmOipObPny9XUODNmzd856ricMEQZf0+6Orq4sCBA5g8eTICAwNx5coVxMfH4/nz5zA0NETdunXRsmVL+Pv7o1GjRhLzL+mxJ4SUjo6WBnp61UNPyB8E/p4dPXq0XIddjIuLQ40aNRAVFYUGDRqUWzlKQsBK0+U0IYQQQgghSpKeng5DQ0OkpaV9U8OGEkJk+96v7285KEB9ChBCCCGEEEII+aZ5enpi4sSJ/N92dnZYsmQJhg0bBn19fdjY2Mgcwefw4cOoW7cutLW1YWJignbt2uHLly/8/F27dqF27drQ0tKCs7MzNm3axM+rUaMGAKBhw4YQCATw9PRU6vaVJQoKEEIIIYQQQgj57qxatQpNmjRBVFQUxowZg59++gmPHz8WmzYhIQH9+/fHsGHDEBMTg/DwcPj6+oKrWL99+3bMnDkTixcvRkxMDJYsWYLZs2dj9+7dAIB//vkHABAaGoqEhAQcPXr062ykElCfAoQQQgghhBBCvjudO3fGmDFjAABTp07FmjVrEB4eDmdnZ5G0CQkJyMvLg6+vLz8kdtGRkhYuXIhVq1bxQ37XqFEDjx49wtatWzFkyBCYmRWO9GBiYgJLS8uy3jSloqAAIYQQQgghhJDvTtGReAQCASwtLSV2jFq/fn14eXmhbt266NixIzp06IDevXujSpUqSE5Oxps3b/Djjz9ixIgR/DJ5eXml6sS4oqCgACGEEEIIIYSQ707x0QgEAoHEUWVUVVVx4cIFXLt2jR9Ja+bMmbh58yZ0dHQAFDYhaNasmchy3zrqU4AQQgghhBBCSKUnEAjQokULzJ8/H1FRUdDQ0MCxY8dgYWEBKysrvHz5Evb29kIfroNBbrjX/Pz88tyEEqGaAoQQQgghhBBCKrWbN2/i4sWL6NChA8zNzXHz5k0kJyejdu3aAIB58+Zh/PjxMDAwgLe3N7Kzs3H79m18+vQJkydPhrm5ObS1tXH27FlUr14dWlpa30zTAqopQAghhBBCCCGkUjMwMMCVK1fQuXNnODo6YtasWVi1ahW8vb0BAMOHD8eOHTsQGBiIunXrwsPDA4GBgXxNATU1Naxfvx5bt25FtWrV4OPjU56boxAB48ZYIIQQQgghpBylp6fD0NAQaWlpMDAwKO/iEEKUiK7viotqChBCCCGEEEIIIZUUBQUIIYQQQgghhJBKioIChBBCCCGEEEJIJUVBAUIIIYQQQgghpJKioAAhhBBCCCGEEFJJUVCAEEIIIYQQQgippCgoQAghhBBCCCGEVFIUFCCEEEIIIYQQQiopCgoQQgghhBBCCCGVFAUFCCGEEEIIIYSQSoqCAoQQQgghhBBCSCVFQQFCCCGEEEIIIaSSoqAAIYQQQgghhBBSSVFQgBBCCCGEEEIIqaQoKEAIIYQQQgghhFRSauVdAEIIIYQQQgghpCykpaXh5cuXyMnJgYaGBmrWrAlDQ8PyLlaFQkEBQgghhBBCCCHflfj4eFy5cgVPnz4FAAgEAjDGAACOjo5o3bo1rKysyrOIFQY1HyCEEEIIIYQQ8t2IiYnBn3/+iWfPnvHTuIAAADx79gx//vknYmJiyqwMmzZtQo0aNaClpYXGjRvj6tWrEtNGRESgRYsWMDExgba2NpydnbFmzRqRdEeOHIGLiws0NTXh4uKCY8eOKaWsFBQghBBCCCGEEPJdiI+Px+HDh1FQUCAUCCiKMYaCggIcPnwY8fHxSi/DgQMHMHHiRMycORNRUVFo1aoVvL298fr1a7HpdXV1MW7cOFy5cgUxMTGYNWsWZs2ahW3btvFprl+/jr59+2LQoEG4d+8eBg0aBD8/P9y8ebPU5RUwSXuKEEIIIYSQryg9PR2GhoZIS0uDgYFBeReHEKJEX+v63rdvH549eyYxIFCUQCCAo6Mj+vXrp9QyNGvWDI0aNcLmzZv5abVr10aPHj2wdOlSufLw9fWFrq4ugoKCAAB9+/ZFeno6zpw5w6fp1KkTqlSpgn379pWqvFRTgJAKwM7ODgKBAIGBgVLTeXp6QiAQYN68eWLnnzt3Dr6+vrCysoKGhgaMjIzg5OSEbt26YdWqVXjx4oXMsnTr1g0CgQACgYBvgyVLfHw8Ro4cCWtra2hqasLGxgajRo1SKPKanJwMY2NjCAQCqKlJ7u6EK5ukj6Qv9Vu3bmH16tXo168fatSowaePiIiQu4ycgQMH8svv2bNH4eWLio6OxoQJE1CvXj1UqVIFGhoasLCwQPv27bFmzRqkpKQIpQ8PD5e5D7iPpOXkxaUPDw8v1TaK8/PPP/P5X7hwQWrawMBAkW3T1NSEubk56tatiyFDhmDPnj3IysqSmIe82x8XF8eni4uLE5oXEBAg134PCAgQyTczMxMrVqyAm5sbjIyMoKGhgapVq6Jhw4YYMWIEgoOD8d9//wktM2/ePAgEAnh6ekosb0FBAfbs2YNu3brBysoKmpqaMDMzg7u7O37//Xekp6dLXJbLXyAQoEePHhLT7dmzR2Y5xOG+1wQCAaZMmSI17bp16ySeu8VduXIFAQEBqFmzJnR0dGBoaAhXV1dMnjxZ6ndcaa4BWR9p18jp06cxePBg1KpVC3p6etDW1oadnR169eqF/fv3Izc3Vyi9rO95Dnc+Fj/fuOvFzs5Orm0ses7L+hS/JgDgxo0bGDhwIOzs7KClpQV9fX3Y29ujQ4cOWLx4Me7fvy9XOQgRhzGGB68ScTn6BW4+eY0vWTnlXSRSwaWlpeHp06dyBQSAwnPsyZMnSEtLU1oZcnJycOfOHXTo0EFoeocOHXDt2jW58oiKisK1a9fg4eHBT7t+/bpInh07dpQ7T2moo0FCvhPjxo3Dxo0bARRWQXJwcICOjg5evXqFkJAQhISEICEhAStXrpSYR3JyMs6ePcv/vWfPHixYsEDqeh89eoRWrVrh48eP/M35ixcvsG3bNhw5cgQRERFwdnaWWf5Jkybh06dPcm4t0KJFC7HTJa1rxIgRuHfvntz5SxIaGorg4OBS55Ofn49JkyZh48aNKCgogJqaGuzt7aGvr4/3798jNDQUoaGhmD9/Pg4fPox27dqJ5CFpH1R0ubm52L9/P/93UFAQ2rdvL3M5TU1NNGnSBEDhj3haWhri4uLw4MED/PXXX5g8eTI2b96MXr16lVnZAcDc3BwODg4S5zs6Ogr9HR8fj7Zt2/JBNktLS9jb2yM7OxsxMTG4e/cuduzYgejoaLi6uspdjvj4ePj4+ODOnTsAgGrVqqF+/fr48OEDrl+/juvXr2PNmjU4ePCg0E2FOCdOnMC///6LRo0ayb1+RezduxfLly+Hqqqq2PnyBNdycnIwYsQI/PXXXwAAIyMj1K5dG1lZWXjy5AkePnyIjRs3YtmyZZg4caIyiw9XV1epPVWLm5ecnIy+ffsiLCwMAKCvr4+aNWtCXV0dr1+/xtGjR3H06FE4ODjg8uXLqFq1qlLLXBJNmjSBpqamxPlaWlpCfy9btgzTp08HYwxaWlqws7ODgYEB4uPjceHCBVy4cAFRUVE4fPhwWRedfGfy8gtw4OpdHLx6H6+S/ndvoKOpji5Na2No+6aoZkw1SYioly9flmi52NhYNGjQQCll+PDhA/Lz82FhYSE03cLCAomJiVKXrV69OpKTk5GXl4d58+Zh+PDh/LzExMQS5SkPCgoQ8h3Yt28fNm7cCBUVFaxZswajRo0SurF79OgR9u7dK7Oq1v79+5GXlwcjIyOkpqZiz549mD9/vsQ3a/n5+ejTpw8+fvyIXr164a+//oKOjg6+fPmCwYMH4+jRo+jbty+ioqKgoiK5YhL3oN29e3ecPHlSrm1W9A1/zZo14eLigh9++AE//PAD+vbti7dv3yqUR1ZWFn766SdUq1YNlpaW+PfffxVavih/f38cPHgQ+vr6WLRoEQICAoSOT1xcHLZu3Yr169fjwYMHYoMCJanlUBGcPXsWHz584M+zo0ePYvPmzdDV1ZW6nKWlpcg25+fn459//sHvv/+OkydPonfv3tiyZQtGjRpVZuX39vaWWaunqGHDhuHp06dwcHDA7t274ebmxs/LycnBxYsXsWPHDqk1ZIr7+PEjWrZsibi4ONSvXx+bN28Wyvfx48f4+eefERoaik6dOuHSpUtC84tSVVVFfn4+5syZg5CQELnLIC8nJyc8efIEoaGh6Nixo8j8J0+e4Pbt23w6Sfz8/HDixAmYmppi3bp18PPz4/fZhw8fsGjRIqxbtw6TJk0CYwyTJk1S2jZs2LBBoZoSaWlpaNmyJX/cV6xYgc6dO0NdXZ1Pc/v2baxYsQKHDh3C+/fvK0RQ4NChQ3LXMLh+/TqmTZsGAJg+fTqmTZsm8h124MABJCUllUVRyXcsJzcPk7b/jciYOJF5mdm5OBRxH6F3n2HzWF84Vzf/+gUkFVpOTo7QKAPyEAgEyM7OVnpZit8/M8Zk1la7evUqPn/+jBs3bmDatGmwt7dH//79S5WnPKj5ACHfgd27dwMofPgYP368yJseFxcXLFq0CL/99pvUfLg2S4sXL0aVKlUQGxuLyMhIiemPHj2KR48ewcTEBLt27YKOjg6AwpoKgYGBMDExwf3793HixAmJeXAP2paWljJrJZTG0aNHsXfvXkycOBHu7u4S31hKs2jRIjx//hxr1qyBvr5+icuyY8cOHDx4ENra2ggLC8P48eNFAjZ2dnZYunQpbt26BXt7+xKvqyLizrOxY8eiTp06+PLlS4l7z1VVVYWbmxtOnDiBGTNmAChsmlC0t+HylJCQgPPnzwMAdu3aJfJgrqGhAW9vbxw5ckSuGjWcsWPHIi4uDq6urrh8+bJIvs7Ozjh9+jTat2+PrKwsDBgwQOINT7du3aCnp4dTp07h1q1bCm6hbAMHDgQguTYAdz4MGjRIYh5bt27FiRMnoKuri0uXLsHf318oiGJqaoq1a9fyVe6nTp2KBw8eKGkLFDd27Fg8ffoULi4uuH79Onx8fIQCAkDhW/kDBw7gyJEjMgNiFRH3u9OuXTssWbJE7HfY1KlTsWrVqvIoHvmG/X44TGxAoKhPn//Dz5uPI+M/5T/IkW+bhoaGQgEBoPDBWlotKUWZmppCVVVV5A1+UlKSyJv+4mrUqIG6detixIgRmDRpklBTMktLyxLlKQ8KChDyHeCqSpWm2tOTJ09w69YtaGhowN/fH7179wbwvxt2cY4ePQqg8A1e8YdkfX199OnTB0Dh2ydJuAftVatWSa2eW95iYmKwYsUKtG/fHn5+fiXOJz8/H4sXLwYAzJkzB40bN5aa3sXFBV27di3x+iqatLQ0/P333wAKa0v4+/sDkH6eyWvhwoVo2LAhcnNzK8yDSGxsLP9/ZVVLfPbsGQ4cOACg8GFZ0nWjrq6OHTt2QF1dHbGxsRIfyk1MTDB+/HgAheeksnl4eMDa2hrHjh3Dly9fhOYxxhAcHAxtbW34+vqKXT4/P5/vlGnGjBmoW7euxHXNmjULLi4uyM3NxbJly5S3EQp4/vw53+HTzp07YWJiIjV9z549pTZHqaiU8btDSHEf0r/g5M1HcqVNTv+CkzcflnGJyLemZs2aJVquRo0aSiuDhoYGGjduLNJn0oULF+Du7i53PowxoYC+m5ubSJ7nz59XKE9JKChAyHeAe0Pzzz//lDgPrp2ut7c3jIyMMGDAAADAwYMHJb5hvHHjBgDJbdu56ZKGSuEetNu0acM/HMpr/Pjx6NChAzp16oQxY8bg9OnTCkeG5cUYw6hRoyAQCPh+G0rq5s2biIuLg5qaGkaOHKmkEn47Dh48iKysLNSvXx8uLi7w9/eHQCDAxYsXkZCQUKq8VVRU+H166tQpZRS31Iq+PS3N9VnUoUOHwBhD/fr1Zd4I2NjYoHPnzgAK970kU6ZMgYGBAc6ePYvr168rpZwcgUCAAQMGiK0REhERgbi4OPTo0UNi7ZubN2/i1atXcl0zqqqqGDFiBIDCoGVeXp5yNkIBBw8eREFBARo2bIjmzZt/9fV/Lcr43SGkuOPXHyIvv0Du9IcjosuwNORbZGhoCEdHR7mr1AsEAjg5OSn9xdTkyZOxY8cO/Pnnn4iJicGkSZPw+vVrjB49GkBhs6vBgwfz6Tdu3Ii///4bz549w7Nnz7Br1y6sXLmSr20HABMmTMD58+exbNkyPH78GMuWLUNoaKhS+tGhPgUI+Q506tQJd+7cQVBQEHR0dDBs2DA0atRI7iry3Ns6AHwwoHXr1rC2tsabN28QEhIi0nlbTk4OP9aqpKgsNz0uLg65ublC1We5B23GWIketDds2CD09+bNm9G6dWscPnwYZmZmCucnzc6dO3H16lXMmjWr1G/0uB5iXV1dYWxsrIzifVO4GgHceWZnZwd3d3dERkZi7969Mnupl6Vly5YAgLdv3yIxMRGWlpalK3Apubi4wMbGBq9fv4a/vz9mzZoFHx8fVK9evcR5cueQrM4DOa1bt8aJEyekPuwbGxtjwoQJWLhwIebOncs3eVCWQYMG4ffff0dQUJDQDY48TQe47XVxcYGpqanMdbVu3RpA4YgP9+/fL7POEyVR9Ph8qzp16oQjR47gypUr8PPzw9ixY+Hm5gYNDQ2F8snOzhYKPHMjZuTm5oqMzEC+f4/fvlcofez7j/gvKxtqqvSe81vwta7p1q1b4/nz53IPSdiqVSull6Fv375ISUnBggULkJCQAFdXV5w+fRq2trYACpsXcvfRQOFoQtOnT0dsbCzU1NRQq1Yt/P7770J9JLm7u2P//v2YNWsWZs+ejVq1auHAgQNo1qxZqctLQQFCKpChQ4di6NChCi83depUnD17Fnfu3MGWLVuwZcsW6OjooGHDhmjZsiV69+7N99ouzpUrV/Dq1Svo6+vzVdW54f1WrFiBoKAgkaBAWloaCgoKo/lVqlQRmy83vaCgAOnp6ULVaLkH7WnTpqF27dpyb2unTp0wbNgwNG7cGFZWVvjw4QOOHTuGmTNn4sqVK+jWrRsiIiIU6rRNmuTkZEydOhU1atTg26yXBjdMozKqqUmLgvv4+OD48eOlXocyxcXFISIiQmToSH9/f0RGRiIoKKjUQQFra2v+/0lJSWKDAqXtkGf37t18e2pxjh07xg/xp6Kigp07d8LHxweJiYkYN24cxo0bh2rVquGHH36Al5cX+vXrJ9fDLoc7h2rVqiVXei5dRkYG0tPTJXY4OnnyZKxfvx4XLlxAREQEH2BRBhcXFzRs2JCvEVK1alVkZ2fj0KFDMDc3R/v27SX2nlzS7QUKg0PKCAq0adNG4jxDQ0OkpqbyfyvzGv/apJW5fv36uHv3Lv93QEAAjh07htOnT+PQoUM4dOgQNDQ0UK9ePbRo0QI9evSQq3PGpUuXYv78+SLTz58/z/dTQyqPhHeKBQUA4PSZM1BTKX1Ha6TsZWZmfpX1WFlZoXfv3jh8+DAYY2KDA9xQq71794aVlVWZlGPMmDEYM2aM2HnFOyz++eef8fPPP8vMs3fv3nwTX2WioAAhFYiDgwPMzSX3pBsdHS123HF9fX1ERERg06ZN2LFjB2JiYpCZmYnIyEhERkZi2bJl8PHxQWBgIIyMjESW597W9ezZE9ra2vz0AQMGYMWKFTh9+jRSUlKEHuqLjgkv6c1Q0U5bio7Bzj1o29jYYPbs2RK3V5wzZ84I/W1lZYVx48ahWbNmaNGiBW7evIl9+/ZJffOoiEmTJuHjx4/466+/hPZNSWVkZACAUjoWkzYkoYuLS6nzV7Y9e/aAMcbXQuH4+flh4sSJuHfvHqKjo6W2GZel6H7l9nVx0vZbdnY2bt++LXUdsoYkLN6GvF27drh37x6WLVuGw4cPIzU1Fe/evcPx48dx/PhxTJs2DUuXLpXrZgBQ/Bwqvk8kBQWMjIz4To3mzJmDS5cuyZW/vAYNGoTJkydj3759mDx5MkJCQpCamooJEyZIDeKVdnuVQdqQhMWbPSjzGv/apA1JWPycV1NTw8mTJxEYGIgtW7bgzp07yMnJwe3bt3H79m2sW7cOLVq0wL59+4Su9+KmT5+OyZMn83+np6fD2toaHTp0kDliDvn+vMINPAyV/h1cVNUq+ujetUsZlogok7h72LJSu3ZtDBs2DFeuXOGHBC46KoGjoyNatWpVZgGBbw0FBQipQGbMmIGAgACJ8z09PXH58mWx87S0tDB58mRMnjwZ7969w82bN3H16lUcP34csbGxOHHiBHx9fUVu9LOysvgxpIu3669fvz7q1KmDhw8f4sCBA0LRzqLjVefk5IgtU9EqoUUfqLkH7Z07dyrtTVDTpk3Ru3dv7Nu3D0ePHlVKUODixYsIDg6Gj48PunRRzk0H9wBRvMO1kvjWhiTkOrorfp6ZmpqiQ4cOOHXqFIKCgrB8+fISr+Pz58/8/yU9UEjbb3FxcTLf8Co6JCEA2NvbY/v27di6dSvu37+PW7du4fz58zh9+jS+fPmC8ePHw9DQUKh9oSSKnkNF08kaNWPSpElYt24dwsLCcPnyZaVWge/fvz9+/fVXBAUFYfLkyXwwsmhzAnHKcnvlpciQhMq8xr82RYYkBAr7cPjxxx/x448/IiUlBTdu3MC1a9dw4sQJPHz4EJGRkejQoQPu3r0rMdigqakpdp66urrIiA3k+9erRT0EXryDAjn7CPJtUZfOk2/I1z5WVlZW6N+/P9LS0hAbG4vs7GxoamqiRo0aFbpz6/JADXAI+Q5Vq1YNPXv2xOrVq/H06VO+SnZYWJjIEIMnT55EWloazM3N0a5dO5G8uLbfxXuHNzQ0hIpK4VfIp0+fxJaDm66iosI/oF2+fBnBwcHo0qULX8VaWbhh2Z4/f17qvPLy8jB69Gjo6Ohg3bp1pc6Pw0Wki/ZKXxn8888/ePLkCdTV1flRKYrizrO9e/fyzVJKomj7PGm1bsqLiooKGjRogBEjRuDQoUOIiYnha0YsXLhQrjy4c+jFixdypefS6evry3zzamBgwH9fKHskAktLS7Rr1w53797FlStXcObMGTg7O0tt2gSUfHuLLvs1lfYa5/qCyc/Pl5qO60SxJMOrlgUTExN06dIFixcvRnR0NNasWQMAePz4MR94JkQWK1NDtK0v3zC8etqa8HVzLeMSke+BoaEhGjRogGbNmqFBgwYUEBCDggKEfOfU1NSwfPlyvm118Z6iuVEHkpKSoKamxrex4j5cO/obN24Ijf2uoaEBGxsbAP8bmqo4brqdnR0fHY6KigJQ+LbW0tJS6NO0aVMAhTfD3DRu6DV5cOtQRo/jnz9/xvPnz5GXl4dmzZqJlJXrTGzcuHGwtLSUOJxacVxv8Q8ePMDHjx9LXc5vBXee5ebmwsTEROQ842oPxMfHl6raOlcLwMbGRinj9pY1Gxsb/P777wAKg1mSAmxFceeQpFpDxV25cgUA5O4Jf/z48TAxMcGVK1dw8eJFuZaRF1eDZ9CgQcjJyZGrRg+3vY8ePcKHDx9kpue2V0dHB/Xr1y9FaUtG0eNTHHezWrSfAnG4+RXx5lYgEGDixIn8dzqNUEAUMc+/PVyspQd1tTTUsPrHrjAx+Paa6RBSEVFQgJBKQEVFhe/ttGhV/+TkZJw7dw5A4VtVCwsLsR+u6n/xcc653k6L1z7gcNPF9YqalpaG9+/fC32K3vBz04r2RSDLw4eF4xWXpmf34nJyckTK+f79e74HXW475H3Ab9asGezs7JCXl4dt27YprZwVWW5uLh/cMTExkXie6enpARCtlSKvgoICfp8qq7nH11B09A5JTXGK6t27NwQCAe7duydz+MDXr1/j9OnTAAp7QpaHvr4+fvnlFwDA3Llz5VpGXj179oSenh5ev37ND1UoS7NmzWBjY4O8vDxs375datr8/Hw+ja+vr9I6HFVEnz59oKKigqioKH7YVkU4OjoCKAwcShMdXTgUm5OTk+KF/Eq4c1ue85oQjp62JnZO8MNgr8Yw1NESmqciEKC1aw0ETuyLH5xsyqmEhHx/KChAyHcgKSlJ6vzU1FQ8evQIgHBnUfv27UNeXh7s7OyQmJgo8bN27VoAokEB7u34wYMHRTr0ysjIwKFDhwBAqJfUiRMn8j3BFv9w1W1VVVX5adL6WCjq/fv3/LCK4ppBKMrIyEhiORljfFvroKAgMMYQHh4uV76qqqqYPn06gMLq4v/++6/U9DExMQgJCSnVtpS3M2fO4MOHD9DV1UVcXJzE8+zIkSMACseXL0kPxbNnz8a9e/egrq5e6lEMlOXLly8yt4WrdWJkZCTXcJqOjo58E4yRI0dK7LgpLy8PI0aMQG5uLmxtbeV6AOf8/PPPMDMzQ2RkpFKHJ9TR0cGUKVPg5eWFUaNG8cFKaVRVVTFt2jQA4KumS7Jo0SI8evQI6urq+O2335RWbkU4ODjwAZgff/xRZsDw+PHjQrWwOnbsCKCw1surV6/ELnP58mU+sKKM77uSkPW7k5ubi1u3bgEQ7aSQEFm0NdUxuUdrnFs4Aqt+7IqZfdtiwcAOCJk3DOtH9YCzjJoEhBDFUFCAkO9A586dMWDAAFy6dElkDNi7d+/Cx8cHGRkZqFq1Kn/DCUCooy9pw7T5+flBU1MTL1++FKoV0KtXLzg7OyMlJQVDhw7lH36+fPmCoUOHIiUlBa6urkrrO2D69OkIDg4Weci6d+8e2rdvj0+fPsHc3FxoTNeKaOTIkejVqxcyMzPRpk0bbNiwQSSo8ubNG8yaNQtNmjRRSh8J5ano6BZcbQBxvLy8ULVqVXz+/BnHjh2TK++CggJcv34dPj4+WLJkCQBg8+bNcg9fV9aePXuGmjVrYuHChSJt4vPy8vhO9wBg8ODBfD8dsmzatAk2NjZ48OABWrduLVJj4PHjx/D29sb58+ehqamJ4OBgoc5BZdHV1cWvv/4KoLCfB2WaN28eQkNDsXnzZrmXGT16NLp27YovX76gbdu2fECT8+HDB0ycOBHz5s0DACxZsqRUo1iU1saNG1GrVi08evQIzZs3x8mTJ8V+N/v7+8PX11eoU8I2bdqgefPmyMvLg6+vL548eSK03D///MN3SNm3b99yO9dHjRqFbt264e+//xap0fXixQv07dsXL1++hI6ODvz8/MqljOTbp6WhBq8GDujTsj66N6uDasY0IgUhZYFGHyDkO5Cfn4+9e/di79690NLSgr29PbS0tPDu3Tu8e/cOQOFbyIMHD/LDZD1+/Jgfek1W799GRkbo3Lkzjh07hqCgIH5IN1VVVRw6dAitW7fGkSNHEBoaCnt7ezx//hxpaWkwNjbGgQMH5H7QkSUmJga///471NTUYG9vD0NDQyQnJ/N9F1hYWODkyZNih11cvny5UK/2XNvtrl278lWMbWxsZL65V5b9+/djwoQJ2Lx5M8aPH48pU6bA3t4e+vr6SEpKQlxcHADA2NgY9erVE5uHrHHkAwMDYW8v2mGTqampxGXq1q2LsLAwoWk+Pj5Sewx++fKlxA7sUlNT8ffffwOAzPbjqqqq6NevH9asWYOgoCCRN9uJiYn8NjPGkJ6ejlevXvEBFTMzM2zduhU9e/aUup7SOnPmjNR97+DggF27dgEobFv9/v17zJkzB3PmzIG5uTmsra2RnZ0tVHZPT08sXrxY7jKYmJggIiICPj4+iIqKgru7O6ysrFCtWjWkpKTw14SpqSkOHDggdRhGScaOHYtVq1bh/XvFxw1XNoFAgMOHD2PYsGHYu3cv/P39MWbMGNSsWRNZWVl4+vQp8vLyoK6ujqVLl8qsKaLoNfDzzz9Lbbs/YcIEoQ40q1SpgsjISPj5+eHKlSvw8fGBvr4+atasCTU1Nbx584Z/0+7s7CzS/8X+/fvRoUMH/Pvvv3B2doaDgwOMjY2RmJjI1x5o3ry51MDKmzdvpG5n586d+b4+OH369JE4SgAALF26FK1ateL/DgkJQUhICNTV1fnvr8TERLx9+xYFBQXQ0tLC7t27ldqkixBCiPJRUICQ78D58+dx7tw5nDlzBg8ePMC7d++QmpoKPT09NGvWDB07dsTYsWOFemPn3t42bdpUrjapAwcOxLFjx3Dw4EGsX78eGhoaAArH77537x4WLFiAM2fOIDo6GmZmZvDz88OcOXOUejP4008/wcLCAv/88w/evXuH58+fQ0dHB02bNkWXLl0wduxYiTfBmZmZSElJEZmelpbG/1/aW2xlU1NTw8aNGzFq1Chs374dYWFhePv2LTIzM1GlShV4eXmhe/fuGDx4sNggByC5LwdO0eH5ihK3HzjiOrqTNa6wtNECDh06hOzsbFhaWsLLy0tqPkDhebZmzRqEhoYiMTGR7yATKBzikttmdXV1GBoawtbWFo0aNUL79u1lPtAoS1JSktSq00X3e/369XH37l2cOXMGFy9eRFxcHB4/fozc3FyYmZnB09MT/fr1Q79+/RQOnllbW+P27dsIDg7G/v37ERUVhbt370JfXx/NmzdHt27dMHbs2BJ3RKejo4OpU6cKjSFfnrgaDyNHjsTOnTtx9epVPHr0CGpqanB0dET79u0xbtw4sYGw4hS9BmS17y/aRIpjYWGBy5cvIyQkBPv378e1a9fw7NkzviPVXr16wc/PT2zfB7a2trhz5w42b96Mo0eP4vHjx4iNjYWhoSF/zgwdOpT/HhanoKBA6naKu665QLEkRfPbvXs3Lly4gDNnzuDff//Fu3fv8OzZM+jo6KBevXrw8vLiAzeEEEIqNgFjcg4ESgghhBBCSBlKT0+HoaEh0tLSZA6hSQj5ttD1XXFRnwKEEEIIIYQQQkglRUEBQgghhBBCCCGkkqKgACGEEEIIIYQQUklRR4OEEEIIIYQQQr47+fn5ePbsGT58+ICcnBxoaGjA1NQUDg4OUFVVLe/iVRgUFCCEEEIIIYQQ8t3IyMjA7du3cfv2bWRmZgqN8FNQUAAdHR00adIETZo0gb6+fjmWtGKg0QcIIYQQQkiFQL2TE/L9+lrXd1xcHPbt24fc3FxIe9QVCARQV1dH//79YWdnV2bl+RZQnwKEEEIIIYQQQr55cXFxCAoKkhkQAADGGHJzcxEUFIS4uLivU8AKioIChBBCCCGEEEK+aRkZGdi3bx8YYzIDAhwu7b59+5CRkaHU8mzatAk1atSAlpYWGjdujKtXr8q1XGRkJNTU1NCgQQOReUeOHIGLiws0NTXh4uKCY8eOKaWsFBQghBBCCCGEEPJNu337tlw1BIrjagzcuXNHaWU5cOAAJk6ciJkzZyIqKgqtWrWCt7c3Xr9+LXW5tLQ0DB48GF5eXiLzrl+/jr59+2LQoEG4d+8eBg0aBD8/P9y8ebPU5aU+BQghhBBCSIVAfQoQ8v0qy+s7Pz8fq1evRmZmZonz0NXVxaRJk5QyKkGzZs3QqFEjbN68mZ9Wu3Zt9OjRA0uXLpW4XL9+/fiREY4fP467d+/y8/r27Yv09HScOXOGn9apUydUqVIF+/btK1V5qaYAIYQQQgghhJBv1rNnz0oVEACAL1++4NmzZ6UuS05ODu7cuYMOHToITe/QoQOuXbsmcbldu3bhxYsXmDt3rtj5169fF8mzY8eOUvOUFw1JSAghhBBCCCHkm/XhwweoqKigoKCgxHkIBAJ8+PBBKWXJz8+HhYWF0HQLCwskJiaKXebZs2eYNm0arl69CjU18Y/oiYmJCuWpCKopQAghhBBCCCHkm5WTk1PqPAQCgVLyKZpfUYwxkWlAYdMHf39/zJ8/H46OjkrJU1FUU4AQQgghhBBCyDdLQ0Oj1HkwxpSSj6mpKVRVVUXe4CclJYm86QcKR024ffs2oqKiMG7cOABAQUEBGGNQU1PD+fPn0bZtW1haWsqdp6KopgAhhBBCCCGEkG+WqalpqZoOAIVBAVNT01KXRUNDA40bN8aFCxeEpl+4cAHu7u4i6Q0MDBAdHY27d+/yn9GjR8PJyQl3795Fs2bNAABubm4ieZ4/f15snoqimgKEEEIIIYQQQr5ZDg4O0NHRKfXoAw4ODkopz+TJkzFo0CA0adIEbm5u2LZtG16/fo3Ro0cDAKZPn474+Hj89ddfUFFRgaurq9Dy5ubm0NLSEpo+YcIEtG7dGsuWLYOPjw9OnDiB0NBQRERElLq8FBQghBBCCCGEEPLNUlVVRZMmTXD16lUwxhReXiAQoEmTJkoZjhAoHD4wJSUFCxYsQEJCAlxdXXH69GnY2toCABISEvD69WuF8nR3d8f+/fsxa9YszJ49G7Vq1cKBAwf4mgSlIWAl2WuEEEIIIYQoWVmOY04IKV9lfX1nZGTgjz/+QG5urkKBAYFAAHV1dYwbNw76+vpKL9e3gPoUIIQQQgghhBDyTdPX10f//v0hEAjk7pGfS9u/f/9KGxAAKChACCGEEEIIIeQ7YGdnh0GDBkFdXV1mYICrITBo0CDY2dl9nQJWUNR8gBBCCCGEVAjUfICQ79fXvL4zMjJw584d3Lp1C5mZmXyNAMYYGGPQ1dVFkyZN0Lhx40pdQ4BDQQFCCCGEEFIhUFCAkO9XeVzf+fn5ePbsGT58+ICcnBxoaGjA1NQUDg4OSutU8HtAow8QQgghhBBCCPnuqKqqwtnZubyLUeFRnwKEEEIIIYQQQkglRUEBQgghhBBCCCGkkqKgACGEEEIIIYQQUklRnwKEEEIIIYQQUsZyC/JxMSEGh17dxrP098jIzYKGihpMtfTQsZor/OyawFLbsLyLSSohGn2AEEIIIYRUCDT6APke5RXkY/uzqzgYdwsfsj9LTKcqUEFrC0dMrN0ONfXNvmIJvw66visuaj5AyHfIzs4OAoEAgYGBUtN5enpCIBBg3rx5YuefO3cOvr6+sLKygoaGBoyMjODk5IRu3bph1apVePHihcyydOvWjR8b9unTp3KVPz4+HiNHjoS1tTU0NTVhY2ODUaNGIT4+Xq7lASA5ORnGxsYQCARQU5NeKSosLAzdu3eHmZkZNDU1YWdnhzFjxiAhIUHu9THG0Lp1a35bIyIipKbfs2cP3N3dYWhoCAMDA7i7uyM4OFju9QH/O86KfMzMzFCjRg0IBAKsXr1aav63bt2CmpoaNDQ0cP/+fQDAvHnzRPJUVVWFmZkZ2rdvj71794rkEx4eLnf55BUXF8cvExcXJ/dy4sqvpaUFS0tLNGrUCCNHjsTx48eRn58vMY/AwEAIBALY2dnJXF/dunUhEAigra2N9PR0qWkDAgLE7hMtLS3UqlULw4YNw8OHD6WWSdaHK7O4/SDPJzw8XGpZi38CAgJEypqZmYkVK1bAzc0NRkZG0NDQQNWqVdGwYUOMGDECwcHB+O+//2TuW3HbrqGhgZSUFIlp8/LyYG5uzqcv/t1X0nO16HLyKr5PZSn+fS3vMS/+4X4XZH3/c7hjLe5YAsCBAwfg7e0NCwsLaGhowMTEBC4uLujTpw82btyo0PcoId+jzLxsjPtnLzY9CZMaEACAfFaAsMTHGBixA7c+xH6lEhJCzQcIIRKMGzcOGzduBADo6urCwcEBOjo6ePXqFUJCQhASEoKEhASsXLlSYh7Jyck4e/Ys//eePXuwYMECqet99OgRWrVqhY8fP8LQ0BCurq548eIFtm3bhiNHjiAiIkKuoWUmTZqET58+yUy3bNkyTJs2DQBgYWGB+vXr4/nz59i8eTMOHjyIy5cvo06dOjLz2blzJ65evSozHQCMHj0aW7duBQA4OztDIBDg+vXr/OePP/6QK5+mTZuievXqQtOys7Nx+/ZtAECTJk2gqakpNL9q1aoYOXIkOnTogNmzZ6NHjx6oWbOmSN65ubkYPnw48vPzMW3aNNSrV09ovoGBAerWrcunffbsGUJDQxEaGorTp08jKChI7ANSixYt5Nq2sla0/AUFBUhNTUVMTAyioqKwfft22NnZITAwEB4eHiVex927d/HgwQMAQFZWFg4fPoxhw4bJXM7c3BwODg783x8+fEBsbCx27dqFPXv24NixY+jSpYvYZTU1NdGkSROJeVetWhUAYGNjI/ZYREdHIz09HdbW1rCxsRGZb2goXK21eFmLc3R0FPo7Pj4ebdu25QOElpaWsLe3R3Z2NmJiYnD37l3s2LED0dHRcHV1lZivJLm5uThw4ADGjBkjdv65c+eQnJwsV14V5VyVxMLCQmwZnz17hqSkJInHxsLCQinrz83NhZ+fH44fPw6g8NyoXbs2VFVV8fLlS8TExODw4cNgjGHcuHFKWSch35q8gnxMvnUQkcnPFVouIzcLY2/uxa4WQ1HHqFoZlY6QIhgh5Ltja2vLALBdu3ZJTefh4cEAsLlz5wpN37t3LwPAVFRU2Lp161hWVpbQ/IcPH7KZM2eyZcuWSc1//fr1DAAzMjJiAFiNGjVYQUGBxPR5eXnMxcWFAWC9evViX758YYwx9vnzZ+br68sAsHr16rH8/Hyp671w4QIDwLp3784AMFVVVbHpwsPDmUAgYADYypUr+bJlZ2eziRMnMgDMycmJ5ebmSl1fUlISMzY2Zg0bNmTVq1dnANjVq1fFpt23bx8DwHR1ddnFixf56aGhoUxXV5cBYIcOHZK6PmliY2MZAAaAxcbGSkw3ZMgQBoB5eXmJnb9o0SJ++4se/7lz5zIAzMPDQyh9fn4+W7NmDb/uffv28fPCwsL46coi73YWJ6n8jBUe9/Pnz7OWLVvy5//p06dF0u3atYsBYLa2tlLXNXnyZKHz39PTU2p67pgMGTJEZN67d+9Y27ZtGQBWtWpVlpeXV6IyySLpO0GRskrToUMHBoA5ODiwa9euCc3Lzs5mp0+fZr6+viwmJkbuPLltd3BwYAKBgDVv3lxi2r59+/LntbjtLOm5WpLluPRhYWFypVf2sSltfkuWLGEAmLa2NgsODhY6JwsKCtitW7fY+PHj2e7du6XmX1xaWhoDwNLS0hRajpCKaNPjMOZ6Yk6JP23PrWQ5+dLvQb4ldH1XXNR8gBAiYvfu3QCAYcOGYfz48SJvm11cXLBo0SL89ttvUvMJCgoCACxevBhVqlRBbGwsIiMjJaY/evQoHj16BBMTE+zatQs6OjoACmsqBAYGwsTEBPfv38eJEyck5pGVlYWffvoJlpaWMmslrF27FowxdOrUCVOmTOHfbGtoaGDlypWoU6cOnjx5gn379knNh6uVsGnTJqiqqkpNu2jRIgDAzJkz0bZt2/9j787jatr+/4G/TvOoQaUkRZki05VZMpMhQsiUa5aZLxcXma/5modrqBsRMguJQuZL5jEyXKkonUqa1++Pfnt/zunMdSLX+/l4nAftce199t5n7/de67344e3atcPs2bMBAIsWLZK7DHVYs2YNrKyscP78eezcuVNs3LNnz7Bo0SIIBALs2LFD4vuXRkNDA5MnT0aPHj0AQOE+K4t0dHTQoUMHREVFYfDgwSgoKICPjw9SU1NVXlZ+fj6/DzZu3AhNTU1cvHgRb9++LVbZbGxssGHDBgDAhw8fZDYjKMs+fPiA8PBwAMDu3bvRrFkzsfE6Ojro0qULQkNDlaoNVFTlypXh5uaG69evIzZW8q1ceno6jh8/jipVqpT5WgA/Au53Ys6cOfDx8RG79gkEAjRq1Ajr1q3DkCFDvlcRCfmucgvyEfL6VomWkZSVhvD4x2oqESGyUVCAECLh1atXAID69esXexnPnj3DrVu3oKOjAx8fH/Tp0wfA/wIF0hw+fBgA4O3tDWNjY7FxxsbG6Nu3LwDg4MGDMpexePFixMbGYvXq1RJVnYviAhRc2URpamqiZ8+eAIADBw7IXEZERAT27t2LESNGoGnTpnLX9+zZM/5hTlo1cm7Y/fv3lc6/UFzm5ub8Q+b06dP5dr+MMYwcORLZ2dkYO3YsWrZsqdJy3dzcABRWYf5RaWpqYtu2bbC2tkZqaiq2bt2q8jIiIiLw4cMHWFtbo3///mjbti0YYyrnjRBlb2/P/z8nJ6fYy/le4uL+1z62JNcWeQYNGgSgsKlSUYcOHcLXr18xcOBAldr+E+nU8TtByH9ZxIfHSFaQQ0AZJQ0sEKIMCgoQQiRwGWFv3rxZ7GX8/fffAIAuXbrA1NQUAwcOBFD4gJ2dnS11nuvXrwOQ3ZaXG37jxg2p4588eYKVK1eiTZs28PHxUVhGLueAra2t1PHccK5cRXG1EsqXL48//vhD4fq45Tg5OUlt12ttbQ1HR0cAsrdRnby9vdGjRw+kpqbybX63bduGy5cvo1KlSkptU1HsP9Khjb6+PoYOHQoAOHXqlMrzc8d/v379oKmpyR//8oJiinC5IrS0tPjj5Ecimmm6JNcWefr27Qs9PT2pwRcuUMAFDkjJqON3gpD/sgOv/1HLcmJS3uJFWqJalkWILBQUIIRI6Ny5M4DCB5ixY8fi1q1bcrOxFyX6RpR7GHJzc4OdnR1SU1Nx8uRJiXlycnL4qtXSEt+JDn/9+jVyc3Ml1jl69GgwxvgEiYpwNQlk9WrADf/06RNSUlIkxnO1EpYvXw5zc3OF6+PensvaPtFx3+pN++bNm1GuXDkcPnwY69evx8yZMwEAW7ZskaitoQwu2aKTk5Nay/k9cLUkuIdxZWVkZPDJ17jj38vLC/r6+njy5Alu376t0vKSk5Nx8uRJvibJ2LFjYWZmptIyygJnZ2c+eaGPjw82bdqEf//9V63rMDExQffu3REbG4tr167xw//9919ERUWhcePGqFGjhlrX+bPifieWLVuGWbNm4eHDh/+ZoCAh6vBcjQ/yL9KS1LYsQqShoAAh/2HDhg2T2zXVxYsXpc43c+ZM/PLLL2CMYevWrWjcuDHKlSuHli1b4rffflP4kHTp0iW8efMGxsbG6NatG4DCNqb9+/cHIP1tqVAoREFBAQDIfODhhhcUFEh078Zl/582bRpq1aolt3wcV1dXAP9rtiCqoKBALHdB0Z4MuFoJzZs3VyqjvOgy5D3QceOU6TlBHWxtbbF8+XIAwKRJk5CWlob+/fvz35uyGGP4888/cfz4cQCFtRCkkXc8cs01ygo7OzsAhTVCFHUnKCo0NBSZmZlwcnLijzHRc0FRbYHAwECx/WJhYYHu3bsjKysLmzdvxrp162TO++bNG7n7ePLkyUpvhzKKlrXohwuOAIV5J3bu3AkDAwMkJCRg/PjxsLOzg62tLXr16oWNGzfi06dPJS4TVxNAdD/v3bsXBQUFKtUS+JGO1e9h+fLlqFKlCnJzc/HHH3/AxcUFZmZmaNeuHRYsWIBnz54ptZzs7GykpaWJfYDC3g3oQ58f+ZORm6W28y0168t33x51fUjZRF0SEvIfVq1aNVhZWckcz3U/VpSxsTGio6OxefNm7NixA0+ePEFmZiauXLmCK1euYPny5fD09ERAQABMTU0l5uduxnv16gV9fX1++MCBA7Fy5UqEhYUhOTkZ5cuX58dlZf3vx1NHR0dqeUUT3on2Y/7x40fMnDkTlStXxty5c2Vub1Hjxo3DmTNnEBYWhiVLlmD27NkQCATIycnB5MmT+e7kiq6Pq5WQn5+PzZs3K90+mdtGWdsnuo2q9NNeUqNHj0ZwcDAuX74Mc3NzuQ+dnJiYGP5Nem5uLmJjY/naFL1795bZfENegjdnZ+dilL70GBoa8v9PT08Xq/4uD3f8F90HAwcOxMGDB7Fv3z6sWrUKWlrSf4KLdiWXkZGBuLg4xMfHY9u2bWjRooVEF5EcRV0SyqulUhyKuiQUPccBoH379rh37x6WL1+OQ4cOITU1FfHx8Th69CiOHj2K3377DcuWLcOECROKXaYuXbrAwsICBw4cwLp166CtrY09e/ZAS0uLD0wq40c6Vr8HW1tbxMTEYO3atQgMDMTr168hFApx4cIFXLhwAQsWLMDw4cOxceNGuclKly1bhgULFkgMDw8P55PNEvIj0gRQoKb0JU8fPUbYox+/CUFmZub3LgKRgYIChPyHzZ49G76+vjLHu7u7y6wtoKenh6lTp2Lq1KmIj4/HjRs3cPnyZRw9ehRxcXE4duwYvLy8cOHCBbH5uP7YAcmHonr16qF27dp49OiRRF/ienp6/P9lJVETzUUgGmyYMmUKUlJS+LeQyurevTumTJmCtWvX4vfff8fKlSvh4OCA2NhYfPnyBYMHD+Yf8IyMjPj5uFoJkyZNQr169ZReH7eN8pLEcdsoun2lTSAQoG3btrh8+TJcXFzkBpI4aWlpfKJGDQ0NmJqawt3dHUOGDIGvr6/MQEl0dLRay16aMjL+lyBK2YDA+/fvERkZCUDy+O/SpQvMzMyQlJSE8PBweHh4SF1Gly5dEBAQIDYsLy8PmzdvxqRJk+Dm5oaHDx+iUqVKEvNaW1t/030srayKODk54a+//sK2bdtw//593Lp1C+Hh4QgLC8OXL18wceJEmJiYFDtrvba2Nry9vbF582aEhYXB3t4eDx8+RNeuXWFpaan0cn6kY/V7MTExgb+/P/z9/REXF4ebN28iMjISx44dQ0JCAnbs2IH8/Hzs2rVL5jJmzZqFqVOn8n+npaXBzs4OHTt2VPq8I6Qs2hz1EvFfhWpZVptGzdDS6sdvlqdKrTvybVHzAUKIQhUrVkSvXr2wZs0aPH/+HNOmTQMAREZGSnQxePz4cQiFQlhZWaF9+/YSy5KVcM3ExAQaGoWXJFlV57nhGhoa/M3ixYsXsXfvXnTt2rVYVXrXrFmDQ4cO8d0DPnv2DE5OTti2bRtf60BDQ4N/UP78+TNmzpwJGxsbhV0eFqVM0wBlmhiUBa1btwZjDIwx5OfnIzk5GZGRkXyTlf8CLseFvr6+0vkVuGrqDRs2lGi7rqOjw/egoWrCQS0tLUycOBG9e/eGUCjEqlWrVJq/LNLQ0ED9+vUxcuRIHDx4EE+ePIGLiwuAknfLOXjwYACFyQW5BIPcMFKI60JQUb6YvLw8sellqVKlCvr164etW7fi5cuXGDBgAAAgICAA7969kzmfrq4uypUrJ/YBCoM79KHPj/zpbOui9Pkoj5mOAVpYV/vu26OuDymbKChACFGJlpYWVqxYAWtrawCSmae5rOtJSUnQ0tKSaIs7e/ZsAIWZ+EWT6eno6PBJyLiurorihjs4OPA/LDExMQAK3+pZW1uLfbj23Pn5+fywkJAQieX27t0b58+fR2pqKr5+/Yq7d+9i1KhRfEK4mjVr8jUQ3rx5g5SUFKSmpqJ69eoS6+Rufj09PWFtbY1Jkybx6+GqWcvaPtFx8qpkk2+De1PMHUfK4B7279y5I7Ut+vbt2wEAx44dK9Ybk+bNmwP4b2Z8r1y5Mt/jRWxsbInyajRt2hTVqlXDiRMnsGfPHpQrVw49evRQV1H/E7hEq6mpqXKn48Yr6uJVlIGBAbZt2wYNDQ0wxlRO1knIf4G3QyNooORB8p6VG0BHkyp3k9JFQQFCiMo0NDT4PtNFq8J//PgRZ8+eBVDY1rhChQpSP1zV+KJ9iTdp0gQAJGofcLjh3HSihEIhEhMTxT6iScu4Yaq01Q8NDQUAqUn3vn79KrG+xMREPlliSkoKEhMTIRT+r+ogV+7Y2FgkJkq2DUxISMDLly9lbiP5djIzM/kAV9euXZWaJyYmBg8fPoRAIJB57FeoUAE6Ojr4+vUrf3ypQvT4+i8SzXkgr5mNMgYOHIjs7GwkJiaid+/e37RJzo+gevXqACCWO0WaBw8eAIDKvTYYGxvzzTVK+l0S8iOyNTBDqwolC/BrQABve+UD04QUFwUFCCESkpLkd32TmpqKx48fAxB/o71v3z7k5eXBwcEBCQkJMj9//vknAMmggJeXFwDgwIEDSE9PFxuXnp6OgwcPAgD69OnDD588eTJfjb3oJy4uDkBhtVdumLwcC6Ju3ryJw4cPQ0dHB6NHj+aH169fX+b6GGN8sOTy5ctgjIm1t65ZsybfM4K0NrbcMBcXF/6GnXx7+fn5GDNmDBITE2FmZib2/cvD1RJwc3OTe/xzzW9UbUIAAFevXgWg/oSB38KXL18UJpnits/U1FSl9v/SDB48GO3atUO7du0wcuTIEi3rv6hTp04ACmvEvHnzRuo0Fy9exNu3byEQCCSagyn6nYiNjeWnoZpP5Gc1qVZ7GGnJTrSpyFDH5qhkWLabE5L/BgoKEEIkeHh4YODAgbhw4YJE9zF3796Fp6cn0tPTYWNjw99YAv97yBk0aJDcduXe3t7Q1dXFq1evxGoF9O7dGzVr1kRycjKGDRvGP0B8+fIFw4YNQ3JyMurUqaPW7sA2b94s9taeMYbTp0+je/fuKCgowNy5c9X6APb7778DAJYsWSKWpPHChQtYunSp2DTk28rNzcW5c+fQpk0bBAUFQVNTE/v27VOq2nR+fj727dsHQHHbda5bvKioKLltrUXl5eVh7dq1OHLkiFLrKItevHiBqlWrYtGiRXyNGE5eXh6CgoL4hHNDhgzhc4wUV9WqVREREYGIiAg0a9asRMv6L2rTpg2aNm2KvLw8eHl5SXQhePPmTT7ZY79+/eDo6Cg2vl69ehg7dixu3LjB12DhXLp0Cb169QJjDPXq1UODBg1Kd2MIKaOqlauANa79oKepelv6rrZ1McW5QymUihBJ1ECFECIhPz8fwcHBCA4Ohp6eHpycnKCnp4f4+HjEx8cDKHyTd+DAAb7btqdPn/LtRhX1BW5qagoPDw8cOXIEQUFBfNdfmpqaOHjwINzc3BAaGoqIiAg4OTkhNjYWQqEQ5ubmCAkJKfHDgqjZs2djwoQJsLW15XMCJCQkAAAmTpyo9gd0Hx8fREVF4a+//kK7du34mgNPnjwBAIwZMwbe3t5qXWdZwnVjKEtAQACcnEo/w7Jol4oFBQUQCoV49eoV321klSpVEBgYiFatWim1vHPnziEhIQF6enpiNVmkcXZ2RoMGDRATE4O9e/fit99+Ext/+vRpsf3EdUnI5SAYOXKkzK71EhISFO7jM2fOiPWmURJFy1pUtWrVsHv3bgCFvVwkJiZi3rx5mDdvHqysrGBnZ4fs7Gy8efOGrx3k7u6OJUuWqKV8JVHcY9XCwkLmPC4uLnzvFBxPT0+5ybdevXpValn49+/fj44dO+LOnTuoWbMmqlWrBnNzcyQkJPC1B5o2bYotW7ZIzJuVlYWtW7di69atMDY2RpUqVaClpYV3797h48ePAIBKlSph//79/5nko4QURzNLR+xs7otJN/fhU3aGwuk1IMBQx+aY4tyBzh3yzVBQgBAiITw8HGfPnsXp06fx8OFDxMfHIzU1FUZGRmjSpAk6deoEPz8/sa7ruFoCrq6uSrU9HTRoEI4cOYIDBw5g/fr10NHRAQDUqVMH9+7dw8KFC3H69Gk8ePAAlpaW8Pb2xrx586R2w1YSv/32G8LCwvDs2TPcvXsX5cuXh5eXF/z8/PgeCdRt+/btaNmyJbZs2cK3523atCnGjRv3Q74BVoWsfBEc0W4AS5Nol4q6urowMTFBrVq18Msvv6Bbt27o1q2bwmzrorjjv3v37krVLBg0aBBiYmIQFBQkERRISkoSq5qtpaUFS0tLtG7dGiNGjJCbMC87O1vhPuayyatD0bIWJfp91qtXD3fv3sXp06dx/vx5vH79Gk+fPkVubi4sLS3h7u6O/v37o3///moN/BVXcY/V5ORkmfNIS56oKOFk0bfw6mRvb4/bt29jy5YtOHz4MJ4+fYq4uDiYmJjw38ewYcP467OoBw8eICwsDGfPnsWzZ8/w9u1bZGRkwMTEBK1atUL37t0xZswYpXvuIOS/rK5ZJZxtPwVn4h8i5PUt3P/8r8Q0pjoG6GXXAH0dGsHO0Pw7lJL8zASMMfa9C0EIIYQQQkhaWhpMTEwgFApLrYYEId/bU+EHvEhLQnpeFnQ1tGCha4SmllWhW4xmBj8SOr/LLqopQAghhBBCCCHfSE0TG9Q0sfnexSCE9/3r5xFCCCGEEEIIIeS7oKAAIYQQQgghhBDyk6KgACGEEEIIIYQQ8pOioAAhhBBCCCGEEPKToqAAIYQQQgghhBDyk6KgACGEEEIIIYQQ8pOioAAhhBBCCCGEEPKToqAAIYQQQgghhBDyk6KgACGEEEIIIYQQ8pOioAAhhBBCCCGEEPKToqAAIYQQQgghhBDyk6KgACGEEEIIIYQQ8pOioAAhhBBCCCGEEPKToqAAIYQQQgghhBDyk6KgACGEEEIIIYQQ8pOioAAhhBBCCCGEEPKToqAAIYQQQgghhBDyk6KgACGEEEIIIYQQ8pOioAAhhBBCCCGEEPKToqAAIYQQQgghhBDyk6KgACGEEEIIIYQQ8pOioAAhhBBCCCGEEPKToqAAIYQQQgghhBDyk6KgACGEEEIIIYQQ8pOioAAhhBBCCCGEEPKToqAAIYQQQgghhBDyk6KgACGEEEIIIYQQ8pOioAAhhBBCCCGEEPKTUjko4ODgAIFAgICAALnTubu7QyAQwN/fX+r4s2fPwsvLC7a2ttDR0YGpqSlq1KiB7t27Y/Xq1Xj58qXCsnTv3h0CgQACgQDPnz9Xqvzv37/HqFGjYGdnB11dXVSuXBmjR4/G+/fvlZofAD5+/Ahzc3MIBAJoaWkpnD4+Ph7Tpk1DzZo1YWhoCBMTE9SpUwfjxo3DmzdvJKbn9rGsT9OmTeWub8+ePWjevDlMTExQrlw5NG/eHHv37lV6+0Rx36NAIMCff/4pc7oRI0bI/b45t2/f5pc3cOBAifGKtl3ax8HBAQAQFRXFD5Pn9evX/HSvX79WuH49PT1UqVIFgwYNwq1bt+Qum7N69Wp+/r/++kvutMqWW1mKztHPnz+jUaNGEAgEqF69On/syyuHovO5KH9/fwgEAri7uys1vei6FX0UzaehoYFy5cqhYcOGmDdvHlJTU5UqgzxXrlzBqFGjULNmTZiYmEBXVxe2trbo1q0bduzYgS9fvohNHxAQoNKxW3S+osNlkXcsF4fo+d67d2+50x47dkxsW4qu39fXV6l94Ovrq3A+AwMD2NjYoGnTphg/fjzOnz8PxpjMsil7/OXk5MDCwgICgQB2dnYoKCgo1jYU/XD7QnR/yvsUPa+kzWdkZARbW1u0bt0a06dPx82bN+Vum7I+fvyIRYsWoUWLFqhQoQJ0dHRgZmaGJk2aYNasWfxva1hYGAQCAYyNjfH27Vu5y5wwYQIEAgGaNWtWrP0n7XvLycnBli1b0L59e1hbW0NHRwcVKlRA27ZtsWnTJmRnZ0vMo+z+l3eN4Zw4cQL9+vVD5cqVoaenB3Nzc/zyyy+YO3cuEhMTJaZ/+PAhdHR0oKWlhX/++UfmvgoMDIRAIICVlRWSk5P54coew2FhYRgyZAgcHR1hZGQEfX19ODg4oHfv3ti/fz9yc3PFpi+6XNFriCqfXr16QVtbG1paWgp/F7nfw6pVqyIzM1PutIQQQr4PxU+0pWD8+PHYtGkTAMDQ0BDVqlWDgYEB3rx5g5MnT+LkyZP48OEDVq1aJXMZHz9+xJkzZ/i/9+zZg4ULF8pd7+PHj9GqVSukpKTwD+YvX77E9u3bERoaiujoaNSsWVNh+adMmYLPnz8rta1nz56Ft7c30tLSYGRkhBo1aiAnJwdv377Fli1b4OHhAXt7e6nzNmrUCLq6uhLDa9euLXN9Y8aMwbZt2wAANWvWhEAgwLVr1/jPxo0blSq3NH/88QdGjRoFAwODYi8jKCiI///Ro0eRnp4OY2NjfpirqysqVaokNk92djZ/UyVtn9jY2BS7PLJUq1YNVlZWAAChUIjY2Fjs3bsX+/fvx+7duzF48GC584tuZ1BQEEaOHKn2MhZHSkoKOnTogDt37qBGjRqIjIwslf1XEi1atCjRfIwx/Pvvv7h79y5iYmIQFBSEK1euoGLFiiovMzMzE8OGDcOBAwcAAHp6enB0dIS+vj7ev3+PU6dO4dSpU5g3bx7Onj0LFxcXsfl1dXXRqFEjmcsva/te1MmTJ/H582eYmZlJHb9nzx6llmNlZYVq1arJHF+9enWF8+Xl5SE1NRV37tzBjRs3sGnTJtSrVw9BQUES+1wVYWFh/IPYv//+i6ioKLRt21asbNKOx3/++QfZ2dli1wlRenp6Yn/b2dmhcuXKMssha5zofDk5OUhJSUF0dDQuXbqE1atXw93dHQEBATJ/QxQJCAjAhAkTkJGRAaAwoGhvbw+hUIg7d+7g5s2bWLlyJZYsWYKZM2fCx8cHwcHBGD16NE6fPi11mdevX8fmzZuho6ODHTt2YPTo0RLTCIVCPHz4EID0873od/ro0SN4enryLwscHBxQv359xMfHIzIyEpGRkVizZg2OHz8u9vvo4uKCvLw8ieVfuXIFAFCnTh2YmJjI3UdCoRD9+vXD2bNnAQCWlpZwcXFBWloaYmJicOfOHaxbtw47duyAt7c3P1+dOnUwc+ZMLF68GCNGjMA///wj8RLh48ePmDZtGgDgzz//RPny5eWWpei8/fr1Q2RkJADA2NgYVatWhba2Nt6+fYvDhw/j8OHDqFatGi5evCjzWqOnpyf1O0hKSsKLFy9kXsNcXV3h7OyMpUuXYvjw4bh9+za0tbUlpouLi8O8efMAANu2bSvR/QMhhJBSxFRkb2/PALDdu3fLna5169YMAJs/f77Y8ODgYAaAaWhosHXr1rGsrCyx8Y8ePWJz5sxhy5cvl7v89evXMwDM1NSUAWBVqlRhBQUFMqfPy8tjzs7ODADr3bs3+/LlC2OMsYyMDObl5cUAsLp167L8/Hy56z137hwDwHr06MEAME1NTZnT3r17l+np6TEdHR22adMmlp2dzY/Lz89nV69eZXFxcRLzcftY2jh59u3bxwAwQ0NDdv78eX54REQEMzQ0ZADYwYMHVVom9z1qamoyAGzlypVSpxs+fLjU71tUbm4us7KyEvveAgICFJYhLi6OAVC4TyIjI/npirs8Wcd3SkoK69OnDwPAjI2NWUpKiszl379/n/8etLS0mEAgYK9evSpxuZUlaxs+ffrE6tevzwAwZ2dn9uHDB6XLIet8lmX+/PkMAGvdurVS0xd3H8ib78aNG8zGxoYBYD4+PiotlzHGcnJyWIsWLRgAZm1tzQIDA1lmZqbYNI8ePWKjR49mWlpa7MiRI/zw3bt3MwDM3t5epXWqOp+y54ayuO+5Ro0aDADbunWr1OlSU1OZnp4ec3R05K8NRdc/dOhQBoANHTpUpTLImy8zM5OFhoYyFxcXBoAZGBiwO3fuSEyn7PHHXfu565Gvr69SZSzp76Ai8uYTCoVs9+7dfBmsrKzY27dvVVo+Y4xt2rSJAWACgYCNHz+evXv3Tmz858+f2ZYtW5itrS3z9PRkjDH28eNHZmFhwQCwv//+W2KZ2dnZrHbt2gwA8/f3l7luVc732NhYZmZmxgCwNm3asIcPH4qNv3HjBmvYsCEDwMzMzFhsbKzCZXLrjoyMlDtddnY2c3V1ZQCYg4MDCwsLE7vPePv2Levfvz9/T3Po0CGx+bOysvhzadmyZRLL5+bt3LmzxDh5x3BqaiqrXr06A8CqVavGjh49ynJycsSmuXXrFvP29mYCgYDFxMQotVxRylyLRLdv4cKFUqfp0KGDSucWY4XHOAAmFAqVnudn9zo9ia14dIx1vrCUtQqfx/pcWs0CX15kqdlfvnfRCBFD53fZ9c1zCgQGBgIAfv31V0ycOFHira+zszMWL16MGTNmyF0O9yZ2yZIlMDMzQ1xcHB/9l+bw4cN4/Pgxypcvj927d/PRakNDQwQEBKB8+fK4f/8+jh07JnMZWVlZGDt2LKytrRXWSgCA0aNHIysrC9u2bcO4ceOgo6PDj9PQ0ECzZs2UriasjMWLFwMA5syZI/a2q127dpg9ezYAYNGiRcVa9oABAwAAK1askKgqrazw8HAkJSXBzs4Os2bNAiD+Rr0sMzMzw86dO2FoaIj09HSEh4fLnJbbpp49e6Jjx45gjBW7+Ya6fPr0CW3btsXdu3dRp04dREZGwtra+ruWqbQ1btyYP96PHz+O/Px8leZfsGABrly5ggoVKuDatWsYMmQI9PX1xaZxdnbG1q1bERkZKfWN8Y9q4MCBEAgEMmsDHDx4EFlZWQprzKibvr4+vLy8cOPGDbRr1w6ZmZnw9vZW+bsFCpvRnDp1CgCwefNmAEBoaGiZr95crlw5+Pr64s6dO3BxcUFSUhKGDBmi0jIePXqEKVOmAAA2bdqEDRs2SNTQMjU1xZgxY/Do0SN06dIFAGBhYcE3I5syZQqSkpLE5lm6dCkePXqE2rVr89f4kho0aBA+f/6Mdu3a4cyZMxI15Ro3boyoqCjUrVsXnz9/VusxOX/+fNy6dQs2Nja4fPkyunTpIta8wM7ODvv27cOwYcNQUFCAESNGiDUl0NXVxfbt2yEQCLBgwQLExsby48LCwrB//34YGhpi69atKpXLz88Pz58/h7OzM65duwZPT0+Jt/SNGjVCSEgIQkNDYWhoWMw9IJ+uri7++usvCAQCLF68GE+ePBEbHxAQgHPnzqFChQpYvXp1qZSBAOcTHsDnynocfHsdydnpyMrPxZsvn7Dx+RkMvroRb798+t5FJIT8AL55UODVq1cAgPr16xd7Gc+ePcOtW7ego6MDHx8f9OnTB4D8B8zDhw8DALy9vcWqqwOF1e769u0LoPBmV5bFixcjNjYWq1evVljl8Pr167hx4waqVauGoUOHKrVdJfHs2TM8evQIQGHApShu2P3795XOvyCqU6dOaN68OT5+/FjsJgjc99O/f3/4+PhAQ0MDkZGR+Pfff4u1vG+tXLlyfFVnWe23CwoKEBwcDADw8fHh8yZ8z+DHx48f0bZtW9y/fx9169b9zz3AyuPq6goAyMjIwKdPyt8YCYVCrF+/HkBhtV5FwbuWLVuiefPmxS5nWVOlShU0b94cV65cQVxcnMR47ngeNGjQty4agMLgwJ49e6Crq4vY2Fi5121ZDhw4gOzsbLi6umLAgAGoXr060tPT5QaGyxJzc3M+yB4VFYXr168rPe/y5cuRk5ODjh07YuzYsXKnNTExEWsCMHDgQHTp0gXJycmYOHEiP/zx48dYtmwZNDQ0sGPHDrEgeHFFRETg+vXr0NbWxs6dO2Uu09jYmH+wvnbtGs6fP1/idaempvK/datWrZIImohat24dLCwsxObhuLm5YcSIEcjKysKoUaMAFF6PuP2+ePFilZp/xMbGYt++fQCAnTt3Kmxy0KtXL7nNd0qqVatWGDNmDHJycjB8+HA+L0dSUhLfNGLDhg0wNzcvtTL8zF5lJGLevQPIZdIDowlZqZh6+2/kswKp4wkhhPPNgwLlypUDgBIlSfr7778BAF26dIGpqSn/4MXd5EnD3TDJaq/MDb9x44bU8U+ePMHKlSvRpk0b+Pj4KCzjiRMnAABdu3aFUCjE8uXL0b17d3Ts2BF+fn6Ijo5WuIxFixahS5cu6NChA4YPH46QkBCZb8S47XNyckKFChUkxltbW8PR0VHuNiqyYMECAMDKlSv5NqjKSktL42+2fXx8UKlSJbi5uYk9RP8IuLeIstpFnj9/Hu/fv4eFhQU6duwIT09PGBoa4vnz52pLDKaKpKQktGnTBg8ePECDBg1w4cIFWFhYfPNyfC+ib31Vact66tQppKenw9LSkg86/mwGDx4stZbL27dvcfnyZTRr1oy/pnwP1tbW6NmzJwDwb/xVwf2OcNdz7t8fpfYSADRo0ABNmjQBoPw+yMvL44Pkfn5+xVrv1q1bYWRkhJCQEBw/fhwFBQUYOXIkcnJyMH78eIXJcJXF5fKQl3uH06xZM9SrV09svpIICwtDRkYGLCws+JcGshgbG4vdhxS1YsUKWFtbIzIyErt27cKsWbPw9u1bNG7cWCywoowDBw6goKAADRo0UNt+Lqk//vgDlSpVEstbNHHiRKSkpKBHjx4K9x8pvpA312QGBDhvMz/hctLTb1QiQsiP6psnGuzcuTNu376NoKAgGBgY4Ndff0XDhg2hqamp1PyiN6ncj7Cbmxvs7Ozw7t07nDx5UiJrNpfYDwCqVq0qdbnc8NevXyM3N1esKh5jDKNHjwZjjE+QqMjt27cBFFavq1u3Lt69e8ePO3fuHDZv3oxx48Zh48aNMrMd79q1S+LvOnXq4OjRoxI34y9evJC7fdy4ly9f8tOqqn379nBzc8OlS5ewfv16vkmCMg4dOoSvX7/C2dmZryUycOBAREVFISgoSGFzkbLgxYsXfKIrWTVduAcKb29vaGlpQUtLCz179sTevXsRFBSExo0bf6viIiEhAe7u7njy5Al++eUXnDt3TmbSuP8qLhla1apVJWoIyXP16lUAhcFCZXoY+S/y9vbGxIkTERQUhN9//50fvmfPHjDGvnnTAWlatmyJkJAQpXsF4bx69QpXr16FpqYm+vfvD6DweuTv74/w8HAkJiZKDa6WRS1btsSNGzeU3gd3797Fly9fIBAI4ObmVqx1Vq5cGUuXLsXEiRMxbtw4PHjwAFevXoW9vT2WLFlSrGVKw52HrVu3Vmp6Nzc33Lt3D9euXVPbups3by41gZ60da9btw7Pnz9HcnKy2Bt8U1NTbNiwAX379sXkyZPx5csXaGtr46+//oKGhmrvZlTdJ99CuXLlsHnzZvTo0QNz5syBpqYmQkJC+OGKZGdni73QSUtLAwDk5uZK9J5AxJ3/8ECp6c7F30ML89KrMUKIsuicLruKfbc7bNgwDBs2TOX5Zs6ciTNnzuD27dvYunUrtm7dCgMDAzRo0AAtW7ZEnz595GbrvnTpEt68eQNjY2N069YNACAQCNC/f3+sXLkSQUFBEkEBoVDIV2mT9VDEDS8oKEBaWprYD/rOnTtx+fJl/Pbbb6hVq5ZS2/nhwwcAwJo1a6Cnp4egoCD07NkT2dnZ2LlzJ2bNmoXNmzejRo0aEm8KWrRoAX9/fzRv3hyVK1dGeno6Tp8+jVmzZuHhw4fo2LEj7ty5I9aEgesNQd5DHzdO2Z4TpFmwYAHatGmD1atXY/z48XzND0W4h2XRWhZ9+vSBn58fHj58iLt375aoSUlpSktLw82bNzFp0iTk5eWhRYsWaNWqlcR0X758wZEjRwCIb6ePjw/fc8GaNWuUusFUh7lz5yIvLw+NGjXCuXPnYGpq+k3WW1KygmQA4OnpiaNHj8qdnzGG9+/f48CBA1i+fDkAqNy+meumsUqVKirNV9SbN2/kbs+kSZPkdvX5PZmZmaFr1644cuQIbt68yQe09uzZA21tbbFM6/IEBgby1dylOXLkCP/GX1V2dnYAING2XRHuetSmTRs+t4aTkxNcXV1x69Yt7Nu3D5MnTy5WmaRZsGABX9NKmpiYmGJf/1TdB9yxbWpqWqJrgp+fH/bt24dr167xQSOuBoG6cGVVtkYKN506mqQVd93cvEWr9ffp0wc9evTA8ePHAQC//fYb6tatW+xylfTapG7du3dHv379EBISgvHjxwMorCFha2urcN5ly5ZJPT/Cw8OptwIF0nW+Akr0Zvwq/i3C3oaVfoEIUaCs5+35mRU7KCCrKybOgwcP+GivKGNjY0RHR2Pz5s3YsWMHnjx5gszMTFy5cgVXrlzB8uXL4enpiYCAAKk3LNzNXK9evcSSfg0cOBArV67ku5gS/UHOysri/y+rTaJowsOvX7/y///48SNmzpyJypUrY+7cuTK3tyguGV9ubi62bt3Kt701MjLCjBkzkJCQgLVr12Lp0qUYN26c2NvIotV19fT0MGTIELi5uaFBgwZ49eoV1q9fL1YebhvltePktlF0+1Tl7u4Od3d3REVF4c8//+S7GpLn3bt3uHjxIoD/JSwECm9KPTw8cPToUQQFBZWpoIC0oJeGhgb69euHLVu2SJ3nyJEjyMjIgL29vVj78o4dO8LS0pLvRrN79+6lWvaiUlJSkJmZ+cMEBeR1Sejs7CxznLSHb0tLS8ybNw8jRoxQqQzp6ekAUOIEXYq6JJRXs6csGDx4MI4cOYI9e/agcePGuH37Np48eQJPT0+lu09T1CWhKt2wFcV9P9z3pSwugWLRpmADBw7ErVu3EBQUpNaggKIuCUvyIK3qPlDXsc3lDmjQoAFycnIwaNAgdO7cuUTLLErVshb3eFDnumWtv6CgQCwJobzrgjrL9S2tX78e586dQ0pKClq1asXnUFBk1qxZmDp1Kv93Wloa7Ozs0LFjR6VfPPysdl55hoSsVIXT1bZzgkctj9IvECEKSHs2JGVDsYMCs2fPhq+vr8zx7u7u/INgUXp6epg6dSqmTp2K+Ph43LhxA5cvX8bRo0cRFxeHY8eOwcvLCxcuXBCbLysrC4cOHQIgeTNXr1491K5dG48ePUJISAjGjRsntj5OTk6O1DKJVl0TDTZMmTIFKSkp2Llzp0oRa26dZmZmUjNDT5kyBWvXrkViYiJiYmL4hGjyODg4YOzYsVi2bBkOHz4sFhTg1idr+4D/bWPRDOqqWrhwIdzc3LB27VpMnDhR4cMmV924adOmEg9BAwcOxNGjRxEcHIwVK1Yo3YyktHFBL8YYEhIS8OrVK2hra8PV1VVmbQwuYDVgwACxB1QtLS14e3tj06ZNCAoK+mZBAX9/f+zcuROvXr1C+/btcenSpR8in4Ay+Tak4YIJOTk5iI2NxefPn2FiYiK1VociXFOD4va0wbG2ti729pQFXbt2hZmZGV/LpTgJBrt06YKAgIBSKR+X20SVB4dr164hNjYWurq68PLyEhvXv39/TJs2DXfu3MHjx4/lBqFU8euvv8Lf318tyypK1X2grmMbKAzS2djY4M2bN2jXrl2Jl1eUsbExUlNTlS4rN50qTYXkrVt0mcquW9b6N27ciBs3bkBPTw9ZWVmYPHkyOnbsqPLDvTq/P3WzsrKCi4sLLl68iLZt28qtJSVKV1dXoicqANDW1v5mNet+VN1sG2LHywsKp/Os7Er7kpQJdByWXd880WBRFStWRK9evbBmzRo8f/6cz1YbGRkp0cXg8ePHIRQKYWVlhfbt20ssS1amdxMTE77dnqyq89xwDQ0N/ubq4sWL2Lt3L7p27apy9VbuwdHR0VFqm2Q7Ozv+7ZCsTPbSNGvWDADEujYSXZ+8pgHKNDFQRqtWrdC+fXukpqZi7dq1CqeX1nSA061bN5QrVw4JCQmIiIgoUblEAwryuijLy8uTOo+o2bNnIzo6GleuXMHLly8RHR0NY2NjTJ8+XWo3bR8+fOAzXkvbTu7YPHHiBIRCoXIbVEK2trY4f/48bG1t8eTJE3Ts2PGbrft7iI6ORnR0NG7evImEhATMnz8fsbGx6Ny5s0o9DwDgq7xKy7z/M9HR0YG3tzc+fvyIU6dOYf/+/TA1Nf3mtV1k4XLFqNKbBnc96tq1q0QvMhUqVOAfbn+UhIOq7gPu2E5NTUVqamppFUstuLJyuVwU4aZTpsp6aa1b2vrfvn2LOXPmACjs9rJp06Z4+/atWK4OVcv1s1+bSKHelZugvK78IFhTi2pwMZVdU4kQQoAyEBQQpaWlxWfpBSR7KOCyRSclJUFLSwsCgUDswyW+u379ulgyPR0dHb7qJtclYlHccAcHBz6KFRMTA6DwYcPa2lrsw73Zz8/P54eFhITwy6tRowYASI1+i5aLW4ayuLKJPtgC4Kvnyto+0XHq6J6Ia//3559/yg1E/PPPP3zfxRMnTpT4zvT19fmqRCW9CRe9wZd3sys6TlHXkpwWLVrgr7/+AlDYDrxo9ae9e/fy32PdunUltpNrTpCVlVWs7tOKq0qVKoiIiIClpSViYmLg4eFRJt8wqZuOjg78/f3h6emJhIQE/PbbbyrNz31fV69elTjXfjZcQsGJEyciMTERffv2lXtd+5a4WhjKJvDMycnhr9OHDx+WOE8FAgHCw8MBFJ7TjLHSKbgaqboP6tWrBwMDAzDGcOnSpdIsWolx56GsWodFcdvDBc/VsW5lrwHcuqtVqybRJGbs2LHIyMiAj48PPDw8sG3bNmhpaWHDhg18UmJVy6XsPiH/beV1jbGx0TBY65lKHd+kvBOW1VfcYxYhhJSpoABQ+Kae63pItCr8x48fcfbsWQCFb0QqVKgg9cNVjS/6Npfrtqlo7QMON5ybTpRQKERiYqLYR/TNIzdMtK0+d1MiK5ovFAqRkpICQLW3Go8ePQIAiT6TuXLHxsaKtVvkJCQk8G8ypG2jqpo3b45OnTohLS0Nq1evljkd96BvYGAg8zuztLQE8L82+cXl6OjIv/l/+PChzOkePCjM1mttba1SteOePXuiadOmSElJwZo1a8TGcdtpamoqczu5AMS3fgNZs2ZNhIeHw9TUFFevXoWnp6dYno3/Mq7f9ICAAInaNfJ4eHjAyMgISUlJfJOln1WLFi1QpUoV/o20Kk0HStOHDx/4pG1du3ZVap5Tp04hJSUFWlpaMs/TChUqQFNTE+/evUNUVFQpbkHJ3blzh+91QNl9oK2tzTebUCYz/PfEdWUXFhaGN2/eyJ32+vXruHfvHgCgX79+JV63h4cHDA0N8enTJ4WB3PT0dD4XUNF179u3D2FhYTA3N+eTitatWxfTpk1Dfn4+Ro4cqdKLgb59+0JDQwMxMTF8V8Tk5+ZobI1Qt6lYVLcf2lSoDdfyjuhu+wu2NxmFDa6/wlCrbARxCSFl2zcPCijKkJyamorHjx8DEH+jvW/fPuTl5cHBwQEJCQkyP9yPbtGgAHcTdODAAYkkQOnp6fyPvmif5JMnTwZjTOqHe9jX1NTkh4nmWPD09ISuri7i4+Nx7tw5ie3cvXs3gML2gcrkEwAKM3Zu3boVACSaT9SsWZPvGaFoV4aiw1xcXFC9enWl1qfIwoULARQmF0pOTpYYn5eXh/379wMANm3aJPd7q1SpEjIzM/n+s4vD0NCQb1curYo/h3so79ixo8rr4N44r1+/ng9g3L9/H/fv34dAIMCdO3dkbiNX8+Xy5csKb3DVrX79+jh9+jSMjIxw/vx59O3b96foFqZWrVro0aMH8vPz+Z4IlGFqaooJEyYAKLwOKGric+XKFb6rsP+iGTNmoF27dvDy8ipWjgZ1+/r1KwYPHozs7GxUr15doscZWbhzf+DAgXKvR1zPCmW5CUFKSgqGDh0KAGjXrp1K3Z3OnDkT2traOHv2LP+bIotQKMT27dtLVNbi6tChA5o0aYLc3FwMHz5c5jUrPT0do0ePBlAY9FZHfgNTU1P4+fkBAKZNmya3R4NJkybh06dPMDEx4ecBCr8jLmHl6tWr+QA4AMyfPx9Vq1ZFTEyMSj2QVKtWjQ88DB8+nH+5IMvRo0eL3Q0x+XFoa2ihU8V6WN5gIDa5Dsdcl96ob+bwvYtFCPmBfPOggIeHBwYOHIgLFy5I/MDfvXsXnp6eSE9Ph42NDTp16sSPE01wJS95jbe3N3R1dfHq1SuxWgG9e/dGzZo1kZycjGHDhvFdYnz58gXDhg1DcnIy6tSpU+yusYqysLDgu+UZP368WHvDq1ev8g/UkyZNEkuEuHr1amzZskWi+vurV6/QtWtXxMbGwsDAANOnT5dYJ9c+ccmSJWJJGi9cuIClS5eKTaMOjRs3hoeHB9LT03HixAmJ8WfPnkVSUhL09fXl3rRraGjwvRKU9Cac63pu165dWLt2rdgxlpmZiWnTpiEyMhLa2tpS96EiPXr0QK1atfD582e+FwKuzNwbVVmqV68OV1dXMMbkBi1KS9OmTXH8+HHo6enh5MmTGDx4MN9V53/ZzJkzARQ2P1KlqzJ/f380a9YMiYmJaNasGYKCgiRqWDx//hx+fn5wd3dXuVu8H8mYMWMQERGB0NBQpZOHlYavX7/iyJEjaNKkCc6fPw9DQ0McOHBAqQSlnz9/xqlTpwD8r0mELFxtiEOHDpWot5bSkJaWhsDAQDRs2BAPHz6EtbW1yokc69Spw9fwGjduHCZOnChxbgiFQuzYsQN16tRBWNj368osKCgIpqamOH/+PDp16sTXluPcunUL7u7uuH//PkxNTdUayFm4cCEaNmyIDx8+wM3NDWfOnBFrUvLvv//Cx8cHu3fvhkAgwPbt2/nmjwAwdepUJCUloW3bthKJmfX19fnfkPnz56sUKN60aRMcHR3x+PFj/rou7X7Kx8cHXl5eP0WTMUIIISVT7N4Hiis/Px/BwcEIDg6Gnp4enJycoKenh/j4eMTHxwMojNAfOHCAz8r79OlT/PPPPwAUV13lurk7cuQIgoKC+DfHmpqaOHjwINzc3BAaGoqIiAg4OTkhNjYWQqEQ5ubmCAkJ4RMSqsOSJUtw584dREZGokaNGnBxcUF2djbfxr5Lly4SXfq9e/cO69atw/jx41G1alWUL18eqampeP78ORhjMDIywr59+6T2nezj44OoqCj89ddfaNeuHV9zgFvfmDFjlO5bXFkLFy5EWFiY1OqP3M1Zz549FWaDHjRoEFauXIkLFy7g/fv3xU4U1blzZyxZsgS///47pk6dCn9/f1SrVg0FBQV4+vQpvn79Cm1tbezYsQMuLi4qL18gEGD69OkYPnw41qxZAz8/PwQHBwNQ/KABFG4n1+UZl3hKlLzeAVxcXBAZGalymUW1adMGoaGh6NmzJ0JCQmBoaIgdO3Yo/aC3YsUKbNy4Ueb4oKAgdOnShf/7ypUrcrdpzJgxWLx4sdiwli1byi1DQEAAnJyclCovUBgMadWqFS5fvoxVq1Yp/VZOR0cH4eHh8PX1RWhoKIYMGYLRo0fD0dER+vr6iI+P5/sMr1SpktQyJSQkKNyeM2fOSHRJ9+7dO7n7zcPDg8+xwmnYsKHM65eJiYnSCdPU7fTp03L3QbVq1fiaU7Lmy8/Px+fPn/Hq1Sv+4ad+/foICgpCnTp1lCpHSEgIcnJyYGtrizZt2sidtmPHjrCyskJSUhKOHTuG/v37K7UOWXbt2iU3kaqbmxsfuJU1X25uLlJSUvDq1Ss+mNemTRsEBgZKNCdTxoQJE2BgYIBJkyZhw4YN2LBhA6pWrQoLCwsIhUJ+X2tpaSk8hktTtWrVcOnSJXh6eiIyMhJ16tSBg4MDLC0t8eHDBz6Y4eDggGPHjqklZw5HV1eXr1kVERGBLl26wNLSEvb29khPTxf7Xd6+fbvY7+v58+cRGBgIPT09bNu2TeryO3bsCB8fHwQHB2PcuHF80EoRMzMzXLlyBd7e3vy+MTY2RtWqVaGlpYV3797xQcqaNWuiQoUKJd8ZhBBC/tuYiuzt7RkAtnv3brnTtW7dmgFg8+fPFxuelJTEgoKCmI+PD6tbty6zsLBgWlpazNTUlDVp0oTNmzePJSYmis0ze/ZsBoC5uroqVcbQ0FAGgJmZmbHs7GyxcW/fvmUjRoxgtra2TEdHh9na2rKRI0eyd+/eKbVsTlxcHAPANDU15U6Xm5vL1qxZw+rXr88MDQ2ZoaEha9y4Mdu8eTPLzc2VmP7atWtswoQJrHHjxszGxobp6OgwIyMj5uLiwqZPn87evHmjsGyBgYGsadOmzMjIiBkZGbGmTZuyv//+W6Xt43DfY1BQkMxpevTowQCIfd9CoZDp6+szAOzUqVNKrcvFxYUBYCtWrBAbzu1rACwuLk6pZV27do0NHDiQ2dvbM11dXaavr8+cnJzYyJEj2aNHj2TOp8zxnZ2dzSpWrMgAsD///JMBYDo6OiwlJUVhuRITE5mWlhYDwG7evMkYYywyMpLfPnmfevXqKbXtymzDgQMHmKamJgPAJk6cKFGOorjjQNHnyJEjjDHG5s+fr9T0kyZNUmkfAGAxMTF8ueSVWdTJkycZAGZgYMCSkpKU2o+iLl26xIYPH86qV6/OjIyMmI6ODqtYsSLr2rUr27lzJ8vMzBSbfvfu3Upvz+fPn1Wez9PTkzEmfm7I+5iYmCi1ncqc70Vxx1HRc3Po0KHFOq6lzaenp8cqVKjAmjRpwvz8/FhERITcMnHHX+vWrflhzZs3ZwDY//3f/ym1XRMmTGAAmIeHh8Q4VX8Hlf0+5c1nYGDAbGxsWKtWrdi0adP460dJJSQkMH9/f9asWTOx3+PGjRuzWbNmsZcvX8qdX9l9IUrZ81ZUVlYW27hxI2vbti2ztLRk2trazNLSkrm7u7P169ezr1+/Kr0sbt2RkZFKz3P06FHWp08fVqlSJaajo8NMTExY/fr12ezZs9mHDx/Eps3MzGSOjo4MAFu6dKnc5SYmJjIzMzMGgO3fv58fLu0YlubEiRNs4MCBrEqVKszAwIDp6uoye3t71rt3bxYSEiJxn6Hscrlrkb29vdzpipJ176cKoVDIADChUFjsZRBCyiY6v8suAWM/QHplQgghhBDyn5eWlgYTExMIhUKVkgETQso+Or/LrjLX+wAhhBBCCCGEEEK+DQoKEEIIIYQQQgghPykKChBCCCGEEEIIIT8pCgoQQgghhBBCCCE/KQoKEEIIIYQQQgghPykKChBCCCGEEEIIIT8pCgoQQgghhBBCCCE/KQoKEEIIIYQQQgghPykKChBCCCGEEEIIIT8pCgoQQgghhBBCCCE/KQoKEEIIIYQQQgghPykKChBCCCGEEEIIIT8pCgoQQgghhBBCCCE/KQoKEEIIIYQQQgghPykKChBCCCGEEEIIIT8pCgoQQgghhBBCCCE/KQoKEEIIIYQQQgghPykKChBCCCGEEEIIIT8pCgoQQgghhBBCCCE/KQoKEEIIIYQQQgghPykKChBCCCGEEEIIIT8pCgoQQgghhBBCCCE/KQoKEEIIIYQQQgghPykKChBCCCGEEEIIIT8pCgoQQgghhBBCCCE/KQoKEEIIIYQQQgghPykKChBCCCGEEEIIIT8pCgoQQgghhBBCCCE/KQoKEEIIIYQQQgghPykKCvx/Dg4OEAgECAgIkDudu7s7BAIB/P39pY4/e/YsvLy8YGtrCx0dHZiamqJGjRro3r07Vq9ejZcvXyosS/fu3SEQCCAQCPD8+XOlyv/+/XuMGjUKdnZ20NXVReXKlTF69Gi8f/9eqfkB4OPHjzA3N4dAIICWlpbC6ePj4zFt2jTUrFkThoaGMDExQZ06dTBu3Di8efNGYvpbt25hzZo16N+/P6pUqcJvY3R0tMx15Ofn4+zZs5gwYQIaNmwIY2Nj6Orqwt7eHkOGDMGdO3eU3j55VNnn/v7+/LQ9e/aUOd2ePXsgEAjg7u4OAHj9+jU/nyofX19fAEBUVBQ/TJ6nT59i+vTpaNiwISwsLKCtrQ1zc3M0atQI48ePR1RUlMLtkvfhtqek+0NZ3Lkp+tHX14ejoyN+/fVXPHr0SGIeX19fiXm0tbVRoUIFdOnSBQcPHlRq3UlJSZg3bx4aNWoEc3Nz6Onpwc7ODn379sWxY8eU3oYrV65g1KhRqFmzJkxMTKCrqwtbW1t069YNO3bswJcvX8SmDwgIUOq7cHBwkLq+kJAQdOnSBRUqVICOjg7Kly8PZ2dn9O3bF5s2bcKHDx+kzqfq9Uv0mH79+rXYONHvYPLkyTL3zeLFi8WOc2kYYwgNDYWPjw+qVq0KIyMj6OnpoWLFiujUqRNWrFiBt2/fypxfWd/iOiCq6PepqakJU1NTODg4oFu3bliyZEmJtov7vRL96Orqws7ODv369cO1a9fkbpdouSwsLNCmTRv89ddfKCgokLo+0WuUoo80JTn+FH1Ej0/R+QwMDGSeDwCgpaUlNr+0fVqc7Z0wYQI/7ty5c8Xej6If7r6Eu37Iuj5wTpw4gX79+qFy5crQ09ODubk5fvnlF8ydOxeJiYky5xO9PjVo0ACMManTRUdHK1UO8mNgjOHax+dY9CAUU24H4reYYAS/jkZa7tfvXTRCiBoofvIjShs/fjw2bdoEADA0NES1atVgYGCAN2/e4OTJkzh58iQ+fPiAVatWyVzGx48fcebMGf7vPXv2YOHChXLX+/jxY7Rq1QopKSn8g/nLly+xfft2hIaGIjo6GjVr1lRY/ilTpuDz589KbevZs2fh7e2NtLQ0GBkZoUaNGsjJycHbt2+xZcsWeHh4wN7eXmyekSNH4t69e0otnxMQEIARI0YAKLw5q169OrS1tfH8+XMEBQVh37592LRpE0aNGqXSckUVZ59zjh07hjt37qBhw4YKp9XT00OLFi0khiclJeHFixfQ1dVFo0aNJMZXr15dqbLk5+dj+vTpWL9+PQoKCqChoQFHR0c4OjpCKBTi4cOHuH37NjZt2gRXV1dcuHABRkZGEsspV64cXFxcZK5H3jhV9oeqqlWrBisrKwBAamoqXrx4gd27dyM4OBgHDx5E9+7dJeaxsrJCtWrVAADZ2dmIjY3FmTNncObMGYwcORLbt2+Xub4DBw5gxIgRSE9Ph6amJqpXrw4DAwO8evUKhw4dwqFDh9ChQwccPHgQJiYmUpeRmZmJYcOG4cCBAwAKjwFHR0fo6+vj/fv3OHXqFE6dOoV58+bh7NmzEvtW1jHBsbGxEfs7NzcX3t7eOHr0KADAxMQEtWrVgqamJl69eoUnT57g0KFDYIxh/PjxYvOq4/oly7Zt2zBjxgxUrFhR5Xnj4uLQu3dvxMTEAACMjY1RtWpV6OrqIiEhAeHh4QgPD8fvv/+O+fPnY86cOSqvA/h21wFp6tSpwx9DmZmZSEpKEjs2Ro0ahdWrV8PAwKBYy7ezs0PlypUBABkZGXj+/DkOHDiAQ4cOYdOmTRgzZozEPKLXgdzcXMTFxSEqKgpRUVE4evQojh07Jjd4LO1aJ09Jj79GjRpBV1dX5vL19PSkDv/69SuWLVuG9evXK1VOFxcX5OXlSQy/cuUKAPHvUpbc3Fzs37+f/zsoKAgdOnTg/zYxMZG6/96+fYt3797JvEZz37EiQqEQ/fr1w9mzZwEAlpaWcHFxQVpaGmJiYnDnzh2sW7cOO3bsgLe3t9xl3b17F0eOHIGXl5dS6yY/phufXmDF4+N4l5ksNvxC4kNseX4OXnaNMaFGZ2hpaH6nEhJCSowRxhhj9vb2DADbvXu33Olat27NALD58+eLDQ8ODmYAmIaGBlu3bh3LysoSG//o0SM2Z84ctnz5crnLX79+PQPATE1NGQBWpUoVVlBQIHP6vLw85uzszACw3r17sy9fvjDGGMvIyGBeXl4MAKtbty7Lz8+Xu95z584xAKxHjx4MANPU1JQ57d27d5menh7T0dFhmzZtYtnZ2fy4/Px8dvXqVRYXFycxX69evdiAAQPY2rVr2ZUrV1ilSpUYAHb58mWZ6/rrr79Yw4YNWVBQEMvIyOCHC4VC5uvry5f13r17crdPHlX3+fz58/n1AmBdu3aVOl1QUBADwFq3bi13/bt372YAmL29vdzpIiMjGQAm67Tt168fA8DKlSvH1qxZw1JSUsTGZ2RksNDQUNa0aVMGgH348EHqdikqb1Hq3h9FyTo3ExISWPv27RkAVr58eZaens6PGzp0KAPAhg4dKjZPXl4eW7p0Kb8fw8PDpa7z4MGDTENDgwFgfn5+LCkpiR+Xm5vLQkJCmJWVFQPAXF1dxc4BTk5ODmvRogUDwKytrVlgYCDLzMwUm+bRo0ds9OjRTEtLix05coQfruwxURS3bfr6+mzv3r0sLy+PH1dQUMBu3brFJk6cyAIDA8XmK+71Ky4ujt+XRc957jvgjgs/Pz+pZV60aJHU74oxxl6/fs0sLS0ZANaoUSN27tw5sW3iplm8eDGzsLBgnTp1UrSLZPoe1wFu30VGRkqM+/fff9nChQuZgYEBA8Dc3NxYTk6OStsk6/cqLS2N+fj4MABMR0eHvX79WmK7pJU3MDCQPy+2b98uMV7RNUqW0jj+5BGdT0NDg+nq6rJ///1X6rTc96to+fK+y6KOHz8udqwZGhqK/b7Jouw1Wt71Izs7m7m6ujIAzMHBgYWFhYkd52/fvmX9+/fn982hQ4dkLp/bNy4uLlLPlcuXLxfrOiYUChkAJhQKVZqPlI6LiY9Z0zNzmOvpWXI/028HsfwC+feahND5XXZRUOD/K2lQoFOnTgwAGzFiRInKwf1Yb9q0iZmZmSl8aD5w4AD/UJSWliY2Li0tjZUvX54BYIcPH5a5jK9fvzInJydmbW3N7t69qzAo0KRJE6X2lSLcPpe3fSkpKTJvzHNzc1mdOnUYADZx4sRil0PVfc7dmPXs2ZMZGRkxAOzmzZsS033LoMD27dv5m8u7d+/KXQ5jjG3cuJF9+vRJ6nYVNyigrv1RlLxz88OHD0xXV1fiGJcVFOC0bNmSAWBjxoyRukzuZn3u3Lkyy/Xw4UN+e2fNmiUxfs6cOQwAq1ChgsIHisuXL7MrV67wfxc3KFCjRg0GgC1evFil+Yp7/VImKODj48M/eL17905iGfKCAs2bN2cAWPv27SUeFIv69OkT27Bhg0rlF/U9rgPKPEjeuXOHGRoaMgDM399fpW2S9XvFGGOZmZnM2tqaAWBr1qyR2C5Z5+mgQYMYANa5c2eJccUNCpTG8afMfJqamvwD8Lhx46ROWxpBgb59+zIAbM6cOax27doMAAsKClI4nzqCAr/99hsDwGxsbKSej5xhw4bxgYuEhASpy2/VqhV/fT5w4IDEMigo8ONLzkpnrcLnKQwIcJ+/X1383kUmZRyd32UX5RRQk1evXgEA6tevX+xlPHv2DLdu3YKOjg58fHzQp08fAIVVC2U5fPgwAMDb2xvGxsZi44yNjdG3b18AkNuGevHixYiNjcXq1asVVnu8fv06bty4gWrVqmHo0KFKbVdJmJmZyWx/qqWlhbZt2wKA0rkXiirOPueUL18eEydOBADMmzevWOtXh/z8fCxZsgQAsGDBAtSrV0/hPH5+fihfvrxay/E99oe1tTXfPODFixdKz+fq6goAEu3gAWDjxo1ITU1FrVq15G5H7dq1MXv2bADAhg0bIBQK+XFCoZCvjvznn38qbFPbsmVLNG/eXOnyy1Lc65A6rl+y1KpVC/3790d2djZ/nCojIiICV69eha6uLgIDA+VWDQcKj7+iTSKUVZavAw0aNMDixYsBAOvWrUNmZqZalquvr883TVHXuVNcpXn8KTJ//nxoaGhgx44dePfuXamvTygU4sSJEwAAHx8f+Pj4AFDuWCup1NRUbNy4EQCwatUqVKpUSea069atg4WFhdg8Reno6PDNdRYsWCAz1wT5cR399xay8nOVnv7gm+soYHQcEPIjoqCAmpQrVw4AcPPmzWIv4++//wYAdOnSBaamphg4cCCAwrbN2dnZUue5fv06ANntN7nhN27ckDr+yZMnWLlyJdq0acPfnMjD3cx07doVQqEQy5cvR/fu3dGxY0f4+fnJTRpYGrKysgAU3uAWR3H2uahp06ahXLlyOHPmjNSkXd/CjRs38ObNG2hra/P5F76X77E/mIwkV/JwD1bS2mhz7f9HjRqlMOHmyJEjoaWlhYyMDISFhfHDT506hfT0dFhaWvIPmN9Cca9D6rh+yTNv3jxoampi165dUpOQSsN9Dz169ChWLgJVlPXrwPDhw6GtrY3Pnz+rdfnqPneKq7SPP3lq1qyJAQMGICcnhw++lKYDBw4gKysL9erVg7OzM3x8fCAQCHD+/Hm5CQ/VISwsDBkZGbCwsOBfGMhibGwsdh7I4uvriypVquDRo0cICQlRa3nJ93fs3S2Vpk/ISsW1T8oHGQkhwJYtW9CwYUNoa2vLTGT/LVBQQE06d+4MoDDaP3bsWNy6dQv5+flKz88Yw969ewGA/yF2c3ODnZ0dUlNTcfLkSYl5uMR+AFC1alWpy+WGv379Grm54tFexhhGjx4Nxhif4EmR27dvAyhMgFa3bl389ttvOHnyJM6dO4fNmzejVatW8PPzK9bNpqqysrJw/PhxAKontQKKt8+LMjc3x6RJkwAUvnH6Hq5evQpAuQRXpe1b74+EhATExsYCAJycnJSaJycnBxcuXAAg+Wby06dP/FvT1q1bK1yWhYUFatWqBQBiD2vcd9KiRQulevJQF+46tGzZMsyaNQsPHz5U6lws6fVLkRo1asDHxwc5OTlK1xbg9mHLli3VVg5pfoTrgLGxMerWrQugsBcXdfj69St/PVf23AHAJ2NU51v90j7+FJk/fz40NTWxe/dutdaAkIarEcAdaw4ODmjevDny8/MRHBxcquvmzqnmzZtDW1tb4fRubm4ACmviJScnS51GW1sbv//+OwBg4cKFxaotkJ2djbS0NLEPUJiQkT7f75ORlYkPWakqf5+v0hK+e9npU7Y/RJyNjQ0WLFggtyejb4F6Hyhi2LBhGDZsmMrzzZw5E2fOnMHt27exdetWbN26FQYGBmjQoAFatmyJPn36yM0ifunSJbx58wbGxsbo1q0bgMLuqvr374+VK1ciKCgIvXv3FptHKBTyP8BmZmZSl8sNLygoQFpamliV8Z07d+Ly5cv47bff+AcbRbg3GWvWrIGenh6CgoLQs2dPZGdnY+fOnZg1axY2b96MGjVq8FVqS8vChQuRkJAAc3NzDB8+XOX5i7PPpZk6dSrWr1+Pc+fOITo6utQfYoriup1UV7dPFy9elNvt4dq1a+V2Mfet9kdSUhIGDx6M7OxsmJmZiWXvliY7OxtPnz7FvHnz8OLFC5ibm0v0WiHahaejo6NS5XB0dMSDBw/w77//SiynSpUqym6OVG/evJH7XUyaNAl//vkn//fy5ctx9epVxMXF4Y8//sAff/wBExMT/PLLL3Bzc0P//v1Ro0YNieWU9PqljHnz5iE4OBgBAQGYNWuWwn2j7uNalh/lOmBnZ4fbt28jKSmpxMtKT0/H2LFjkZCQAC0tLfTq1Uvu9Lm5uXj16hVWrlyJixcvQk9PT+41AIDc49bT05PvIQNQz/En73iqV68e7t69K3N8tWrVMGjQIAQGBmLx4sXYsWOH3HUV1+vXr/lu+vr3788P9/HxwZUrVxAUFIRp06aVyrqB/51TqlzbROeV1eRsyJAhWLp0KZ4+fYrg4GAMGjRIpXItW7YMCxYskBgeHh6u1hopRDW5yAfkt9qS6vGTJwh7mKr28pD/BnU1gfsv4YIBqnR1XRooKFCEaLdn0jx48ICPYosyNjZGdHQ0Nm/ejB07duDJkyfIzMzElStXcOXKFSxfvhyenp4ICAiAqampxPzc24NevXqJVYUfOHAgVq5cibCwMCQnJ4v9KHNV54HCtn3SiLbD/fr1f33Jfvz4ETNnzkTlypUxd+5cmdtbFNefem5uLrZu3cr/+BsZGWHGjBlISEjA2rVrsXTpUowbN67U3pKeOnUKf/zxBwBg69atUvepIsXZ59KYmppiypQp8Pf3x7x58/i30N9Keno6gMJuvKS5fv06mjVrJjF8/vz5UqspKeqS0NbWVm55Smt/LF26lL9Z57okzMnJgba2Nv766y+JnBoAEBgYiMDAQInhTZs2xZYtW1ChQgWx4dy+BGTvz6K46UTnVfSdKEtRl4RFawjZ2toiJiYGa9euRWBgIF6/fg2hUIgLFy7gwoULWLBgAYYPH46NGzeKXRtKev1ShpOTEwYPHoyAgAAsWrQIu3btkju9on04ZswYbNu2TWJ4XFycSoGEH+U6IO04U9auXbsQEREB4H9dEn79+hUCgQCrVq2S+kAtKzjo7OyMDRs2yL1GAPJrbzk7O4v9rY7jT16XhFzeEXnmzp2LvXv3IjAwELNnz5ZZ+64k9uzZA8YYXxOF4+3tjcmTJ+PevXt48OCBwn1bXKpel0Snk3fcaWlpYe7cufD19cXChQsxYMAAaGoq3zXdrFmzMHXqVP7vtLQ02NnZoWPHjnzTEvJ97Lj8FCk5GSrN07ZBM7hbOSuekPyUpD1DFUdAQACGDRum8m8+kY2CAkXMnj0bvr6+Mse7u7vj4sWLUsfp6elh6tSpmDp1KuLj43Hjxg1cvnwZR48eRVxcHI4dOwYvLy+Jm8WsrCwcOnQIACTa9derVw+1a9fm2+uNGzdObH2cnJwcqWUSbQ8resM7ZcoUpKSkYOfOnSpF4rl1mpmZYciQIRLjp0yZgrVr1yIxMRExMTF8Uip1+ueff9C/f38wxjBr1iyFbSOlKe4+l2XKlClYt24dIiMjcfHiRaWqnqsL9zDMBWyKKleunNgNemxsLBITE2Uur0GDBoiKiipRmUpjf7x48YKv2q+jowNra2u4ublh2rRpMqsyW1lZ8Q8Enz9/xosXL5CbmwtHR0eptWNEAwtfvnxR6oaU2++i8yr6TpRlbW2tcp4OExMT+Pv7w9/fH3Fxcbh58yYiIyNx7NgxJCQkYMeOHcjPz5d4KC/u9UsV8+bNw549exAUFIQ5c+bIfWNpbGyM1NRUmfvQyclJ7Ljm+olXxY90HcjIKLwxL85D0rt37/gkelpaWrC0tESXLl0wceJEmWUUDQ6mp6fj+fPnyMrKgq2tLRo2bKhwnaoetyU9/g4ePFiiG0NHR0cMGTIEu3btwqJFi7B79+5iL0uWPXv2AJA81iwsLNCxY0ecOnUKQUFBWLFihdrXDah+XRKdTlrQVdSgQYOwdOlSPH/+HHv27FEpEbGurq7UgI62trZSzRxI6elR6RcEvJJ+zyuNuY4R3G1qQ1uDHi+IdHROl12UU6CUVKxYEb169cKaNWvw/PlzvkpgZGSkxM3r8ePHIRQKYWVlhfbt20ssi2t7WDQ7sYmJCTQ0Cr/Cz58/Sy0HN1xDQ4O/mbx48SL27t2Lrl27qtx+hWuO4OjoKLUWgJ2dHYyMjACoNzs158mTJ+jSpQsyMjIwatQoLF26tFjLKe4+l6VcuXL8d/yteyLg3tzL2t/Ozs6Ijo7mP1wV6dJUGvtj9+7dYIXdqCI7Oxtv3rxBUFCQ3LbNXbp04bf70aNHePnyJRo3boy9e/fCz89PYnrRWhAvX75UqlzcdKLzcv+Pi4tTahmlpUqVKujXrx+2bt2Kly9fYsCAAQAKI+zyMq2rcv1StTy+vr7Iy8vDwoUL5U6r6LiePn262HGtyptJzo90HeDyx8irySbL/Pnz+XMnNzcX8fHxCA0NlRu0aNCgAb9v7927h3fv3qFbt244d+4c+vbtW6p5Y0rr+FNk7ty50NbWRlBQkEo9Mijj5s2bePbsGbS1taUGsrljLTg4uNSy+HPnlKrXNtF5ZdHU1OSP+UWLFiEvL6+YpSRliZddE2gKlH9U6GnnSgEBQn5QFBT4BrS0tLBixQpYW1sDkMywzGW+TkpKgpaWFgQCgdiH6/bs+vXrYjcqOjo6qFy5MoD/delUFDfcwcGBj87FxMQAKHyTY21tLfbh3uzn5+fzw0QzCnPtkeV1D8Y1ZVB3oqjXr1+jQ4cO+PTpE/r3748tW7YUe1nF3efyTJw4EeXLl8elS5dw/vz5YpdNVVzTgIcPHyI1NfWbrVeR77U/5LGzs0NoaCgMDQ2xc+dOibeZFhYWfM0CWTWCRH369AlPnjwBALEmGlz3glevXi0zN8cGBgbYtm0bNDQ0wBjDP//8o9R8iq5fqvr999+hra2NvXv3yu1KlNufly9fLtH65PlRrgNCoRAPHjwAADRu3Fgty1SVhYUF9u3bB1tbW0RERPDJGUubuo8/eRwcHODr64v8/HyFQStVccdabm4uypcvL3GscbUH3r9/X2pN0FS9Ll26dAlAYfMLZbqwHTBgAGrVqoWXL19KbbZFfjzW+qaY6eyp1LT1zOwxrKp76RaIEDmio6PRrl07GBsbw8DAAM2bN8epU6ckpjt27Bjq1q0LXV1dVK1aFevWrYO/v7/cXDg/AwoKfCMaGhqwt7cHIF7V/+PHjzh79iyAwjdAFSpUkPrhqv5z1Q85TZo0ASC76iw3nJtOlFAoRGJiotjn06dP/HhumGguAu5GXdYbUKFQiJSUFACK3yyoIiEhAe3bt8f79+/RrVs3/P3333wtCVWVdJ/LYmxsjOnTpwP4tj0RNGnSBJUrV0Zubm6pJcgqju+1PxSpVKkSJkyYAAB81mxR3Fu8v/76S+GN844dO5CXlwcjIyN4eHjwwz08PGBkZISkpCS+enpZYGxsDEtLSwCymxxJI+v6VRz29vb49ddfFT54eXt7Ayh8mx8fH1+idUrzI10Hdu7ciby8PJibm6Np06ZqWWZxGBkZ8Tlo/P39v1kPAeo8/hT5/fffoaOjg3379uHZs2dqWWZubi4fXC9fvrzMY42rZadszRRVeXh4wNDQEJ8+fcLBgwflTpuens4Hfvr166fU8jU0NPjaAosXL6Ys4/8RPe1c4e/SF+W0pXf9LIAA7a1dsP6XYdDVpKrh5Pu4ePEi2rZtC6FQiJ07d2Lfvn0wNjZG9+7dxV5unjlzBl5eXihfvjxCQkKwYsUK7Nu377sGMvPy8pCVlYX8/Hyx/39rFBRQE0UZoVNTU/H48WMA4kmP9u3bh7y8PDg4OCAhIUHmh8swXvTG1MvLC0BhP8JFEwGlp6fzP/yifaVPnjyZr0pa9MM97GtqavLDRHMseHp6QldXF/Hx8Th37pzEdnLtMI2NjdWWTyAlJQUdOnTAy5cv0aZNGxw8eLBEbZJKus/lmTBhAiwtLXHlyhWEh4cXu4yq0NLS4t9o+vv74969e99kvcr4HvtDGZMnT4aenh4uXrwoEVAbP348TExM8PjxY7kPrY8ePeK71/Pz8xNLgGZqasoHHiZPnqywKc2VK1f47sJKQtF1KDY2lp9G9DpU3OtXcc2ZM4d/8OJqWhTVoUMHNGvWDDk5ORg6dKhYYlV1+FGuAzExMfyD1pQpU8Ryw3wPvr6+sLa2xsuXL7F//361LPNbH3/yVK5cGcOHD0d+fr7UjPjFcfr0aXz69AmGhoZ4/fq1zGMtNDQUAHD48OFSydBtamrKN5uaNm2aWI8pRU2aNAmfPn2CiYmJ1KZWsnh7e6N27dp4/fp1qeRlIN+Hh20DnHT/Db/X8UKT8k6obmwDF9PK8HFoiUOtpmJp/QHQ15Ke8JqQb+G3336DmZkZoqKi4O3tDU9PT4SFhaF27dqYPn063+Rt3rx5sLW1xdmzZ9GzZ0/06dMHERERxUriqy6LFy+Gvr4+AgICsGTJEujr65dacFgeCgqoiYeHBwYOHIgLFy5IRMfv3r0LT09PpKenw8bGBp06deLHcV/6oEGD5FZb8fb2hq6uLl69eiX2ENO7d2/UrFkTycnJGDZsGH8j8eXLFwwbNgzJycmoU6eO2vq+tLCwwPjx4wEUPjyJtjm8evUq/xA1adIksUSIxfXlyxd07doVDx8+RJMmTXD8+PESL7ek+1weQ0ND/N///R8AlHqf06JGjx6N3r1748uXL3Bzc8OaNWsk8kwwxnD27Flcv379m5Xre+0PRSpUqMAnwiqal8LGxgbbt2+HQCDAokWLMH78eHz8+JEfn5eXh4MHD6Jt27bIyMhAw4YNpT48+Pv7o1mzZkhMTESzZs0QFBQk8WD7/Plz+Pn5wd3dXS1dzdWrVw9jx47FjRs3JNolX7p0Cb169QJjDPXq1UODBg34ccW9fhWXnZ0dRowYgYKCArEIflHBwcGwsLBAREQEWrVqhXPnzknU3khNTcX69etVbodd1q8D79+/x6JFi9CyZUt8+fIF7u7u+O2334q1LHXS1dXFpEmTABR2JaeO3ALf+vhTZPbs2dDV1UVISIha3taI9nDB1QaQpl27drCxsUFGRgaOHDlS4vVKs3DhQjRs2BAfPnyAm5sbzpw5I/Yd/vvvv/Dx8cHu3bshEAiwfft2vumGMjQ0NPgaMmXpmk9KTk9TGz0qNcIG11+xp8UE7Gw6BpNresDOUHHTEkJK05cvX3Djxg306dNH7BqrqamJwYMH499//8WzZ8/w5csX/PPPP+jZs6dYr21GRkbo3r27xHK3bNmChg0bQltbW6K3ro8fP6Jr164wNDRE9erVpb4oVZa/v7/ES1p5Se9LC2UDUZP8/HwEBwcjODgYenp6cHJygp6eHuLj4/mqr6ampjhw4ADfzc/Tp0/5dr2K+vU1NTWFh4cHjhw5gqCgID7rtqamJg4ePAg3NzeEhoYiIiICTk5OiI2NhVAohLm5OUJCQopd1V6aJUuW4M6dO4iMjESNGjXg4uKC7Oxs/o1fly5dpCbZWrFihVhWZe6htVu3bnzSwsqVK+POnTv8NOvXr+cfYr98+YLOnTtLLVODBg2wYcMGhWVXxz5XxM/PD6tXr5ab4b807N+/H1OnTsWmTZswbdo0/N///R8cHR1hZmYGoVCI+Ph4PhLq6urK1zIpKiYmRm4f68bGxjh9+rTS5fpe+0OR6dOn46+//kJYWBju3r0rlrDQ29sb+fn5GDVqFDZt2oStW7eiRo0a0NfXx6tXr/hjt127djh06JDUHBs6OjoIDw+Hr68vQkNDMWTIEIwePRqOjo7Q19dHfHw83294pUqV4OTkJLGMhIQEhf3dnzlzhv8RzMrK4vt5NzY2RpUqVaClpYV3797xgY1KlSph//79Yg/Cxbl+ldTs2bOxa9cuuTUAHBwccO3aNfTp0wf//PMPOnbsCGNjYzg4OEBXVxeJiYn48OED8vLyoKmpidGjRyv1AFPWrgMTJkyAiYkJgMKuYxMTE/ljQ1NTE+PGjcOqVatKrYtXVY0dOxZLly7Fo0ePcOzYMalBZ0XHbUBAAH/Mq+P469u3r9xcN8uWLUOrVq2U2r5KlSph5MiR2Lhxo1LTy5OamooTJ04AAAYPHix3Wk1NTfTv3x9r165FUFAQn3xQnXR1dXH+/Hn07dsXERER6NKlCywtLWFvb8/3MsEYg5GREbZv384341FFnz59ULduXdy/f1/t5SeEkKI+f/4MxhhsbGwkxlWsWBEAkJycDCMjIzDGJLqjBiB1mI2NDRYsWMDnhBHl5+cHa2trfPz4EREREfD29kZsbKxS+VfKqrJxh/EfEB4ejrNnz+L06dN4+PAh4uPjkZqaCiMjIzRp0gSdOnWCn5+fWOZo7u2Bq6srn8BPnkGDBuHIkSM4cOAA1q9fz0e56tSpg3v37mHhwoU4ffo0Hjx4AEtLS3h7e2PevHmoVKmSWrdVV1cX4eHh2LBhA/7++28+AVfjxo3h6+uLkSNHSr15zczMRHJyssRwoVDI/7/oWxTRLhUfPnwos0zK3iyra5/LY2BggJkzZ4r1u/wtaGlpYf369RgzZgx27NiByMhIvHnzBnFxcTA2NoaTkxOaNWsGb29vuVnH09LS5L4R5R5elPW99ociTk5O8PLywqFDh7B06VIcOHBAbPyAAQPQtm1bbNiwAWFhYYiLi0NmZiYsLS3Rpk0bDBo0CL169ZK7DiMjIxw6dAiXL19GYGAgLl++jNevXyMnJwcWFhbo2rUrvLy8MGDAAKnVwrOzsxW+nRZ9c/7gwQOEhYXh7NmzePbsGd6+fYuMjAyYmJigVatW6N69O8aMGSPRvVhxrl8lZWtri1GjRmH9+vVyp3NycsKdO3cQGhqK0NBQ3LhxAy9fvkReXh7Kly+PNm3aoE2bNhg8eLDS17qydh3grm0CgQDGxsYwMzODh4cHmjdvjsGDB/MJZcsKExMTjB49GqtWrcLSpUulBgUUHbdcF4uAeo4/RYkzpf32yDN79mzs2LGjxM1WDh48iOzsbFhbW6Ndu3YKpx80aBDWrl2LiIgIJCQkqPSWXlmmpqY4d+4cjh07hj179uD69eu4f/8+9PX1Ua9ePXh4eGDChAnFXrdAIIC/v7/MwDMhhKiTmZkZNDQ08OHDB4lxXGDZwsICZmZmEAgEUoP1CQkJEsO437Zjx46JDc/IyMDRo0fx8uVLGBgYoEePHqhXrx6OHTuGX3/9VQ1b9H0IWGn2K0QIIYQQQoiS0tLSYGJiAqFQyHelTAj5b1DX+R0QEIBhw4YhLi4ODg4OaN68OeLi4vDq1Sv+JUtBQQHq16+Pz58/4+3btxAIBGjcuDESEhIQGxvLB/gzMjLg4OCA5ORkqU3iRowYgUqVKvFNCGJiYtCuXTs+sTpQWONPR0cHq1evFpv3W/VooI7HecopQAghhBBCCCHkh7Rs2TIkJyejTZs2OHToEI4fPw4PDw88fPgQq1at4h/OFy5ciPfv36NTp044evQoQkND0b59exgZGSn9AJ+RkSER0ChXrpxYDTiOaBJ3Q0ND6Ovrw9HREcePH5eZ9F2ZT0FBAYyMjJCYmKiWgABAQQFCCCGEEEIIIT+o1q1b48KFCzA0NISvry/69+8PoVCI48ePi3Wr2rlzZ4SGhiI5ORn9+vXD1KlT0atXL3h6eor1IiWPkZER0tLSxIalpaXJTCR779491KlTBxkZGcjMzMSIESMwduzYYm8rALx48QLlypVTa7NOCgoQQgghhBBCCPkh+Pr6gjEGBwcHfljLli1x/vx5/uH72rVr6Natm8S8PXv2xP3795GdnY03b95g6tSpiIiIQKNGjZRad7Vq1ZCRkSHWrevDhw9Ru3ZtqdPfu3cPDRs25P92dXVFdnY2kpOToampia9fv/LjDh8+jCZNmgAA3r17xyeDNTU1xahRo/ielu7cuSPWi5Q6UFCAEEIIIYQQQsh/3vDhw7F//35cvHgRISEh6NixI548eYIZM2aITZeXl4esrCzk5+eL/d/IyAienp7w9/fH169fcfLkSdy9exc9evSQur579+7hl19+AQB8+PABf/zxB7y8vFC+fHlYWFjg+fPnAApzIMyfPx9LliwBAKSnp2PWrFmIj4/HvXv3cPr0aZw/fx5AYV4D0UCDOlBQgBBCCCGEEELIf156ejqmT5+Ojh07Yvjw4cjPz0dYWBjat28vNt3ixYuhr6+PgIAALFmyBPr6+nzvRZs3b0Z8fDzKly+PKVOmICQkBBYWFlLXd+/ePcyZMwfm5uZwd3dHo0aNsHbtWgCAs7Mznj17BqCwa/Hy5cvz5XB2doabmxu0tbVhb2+Ppk2b8l1ix8TEqL2mAPU+QAghhBBCygTqfYCQ/66f7fzmuoVOTU2V6A4aAMaPHw8rKyvMmTMHzs7O2LlzJ1q2bAkACA4Oxrp16/humDMyMnDr1i00aNAAlpaWuHXrlljziZKimgKEEEIIIYQQQoga3b9/H7a2tlIDAkBhbYCnT5/i77//RtWqVfmAQHh4OBYtWoS//voLiYmJePHiBfT09FC7dm28e/cO+fn5ag0IAICWWpdGCCGEEEIIIYT85O7duyczASFQGBTYsmULrl+/joMHD4rN5+DgAEdHR8THx2PEiBGoWrUqdHR0SqXpAEA1BQghhBBCCCGE/CSWLVsGV1dXGBsbw8rKCj179uTb9nN8fX0hEAjEPk2bNlVpPffu3YOzs7PM8bVr18bDhw9Rv359PhkhAAwcOBDJycmwsrLCkCFD4OzsjHr16gEonXwCAOUUIIQQQgghZcTP1uaYkJ9JWTm/O3fujP79+8PV1RV5eXmYM2cOHjx4gMePH8PQ0BBAYVAgMTERu3fv5ufT0dGBubn59yp2qaLmA4QQQgghhBBCfgpnzpwR+3v37t2wsrLC7du34ebmxg/X1dWFtbX1ty7ed0HNBwghhBBCCCGE/JSEQiEASNQCiIqKgpWVFapXr46RI0ciKSnpexTvm6CgACGEEEIIIYSQMu3vBQelDuug2U/qOGUwxjB16lS0bNkSderU4Yd36dIFe/fuxYULF7B69WrcunULbdu2RXZ2drHLX5ZRTgFCCCGEEFImlJU2x4QQ9Svp+d3VaAi0dbXFhuVm5yI3Jw/aOloS444m71S4TD8/P5w6dQrR0dGoVKmSzOk+fPgAe3t77N+/H15eXiqXvayjnAKEEEIIIYQQQsq0vHyGvMwcieECTU2Z4+SZMGECjh8/jkuXLskNCACAjY0N7O3t8eLFC5XW8aOgoAAhhBBCCCGEkLJNUz0t3xljmDBhAo4cOYKoqChUqVJF4TzJycl49+4dbGxs1FKGsoaCAoQQQgghhBBCyjSBtrbiiZTg5+eH4OBgHDt2DMbGxkhISAAAmJiYQF9fHxkZGfD390fv3r1hY2OD169fY/bs2bCwsECvXr3UUoayhoIChBBCCCGEEELKNjXVFNiyZQsAwN3dXWz47t274evrC01NTTx48AB///03UlNTYWNjgzZt2iAkJATGxsZqKUNZQ0EBQgghhBBCCCFlmkBTUy3LUZRnX19fH2fPnlXLun4UFBQghBBCCCGEEFK2aainpgCRREEBQgghhBBCCCFlmxY9upYW2rOEEEIIIYQQQso2NeUUIJIoKEAIIYQQQgghpGzTUE9OASKJggKEEEIIIYQQQso2qilQaigoQAghhBBCCCGkbKNEg6WGggKEEEIIIYQQQso0pkXNB0oLBQUIIYQQQgghhJRtmoLvXYL/LAoKEEIIIYQQQggp26j5QKmhPSuHg4MDBAIBAgIC5E7n7u4OgUAAf39/qePPnj0LLy8v2NraQkdHB6ampqhRowa6d++O1atX4+XLlwrL0r17dwgEAggEAjx//lyp8r9//x6jRo2CnZ0ddHV1UblyZYwePRrv379Xan4A+PjxI8zNzSEQCKClRN+g8fHxmDZtGmrWrAlDQ0OYmJigTp06GDduHN68eSM2bVZWFg4fPowRI0agTp06MDQ0hJ6eHpycnDB27FjExsYqXN+ePXvQvHlzmJiYoFy5cmjevDn27t2r9PYB//ueVfk4ODhILKegoAB79uxB9+7dYWtrC11dXVhaWqJ58+b4448/kJaWJrMM/v7+EAgEcHd3V6rMUVFRfFnUQdljnePr6wuBQABfX1+x4a9fv+bL9fr1a6nz3r17FxYWFhAIBOjVqxdycnIA/G8fKPoou48AICAgQGJ+DQ0NmJmZoVmzZli1ahWysrKkziu6LYo+sra1oKAA+/fvR9++fWFvbw8DAwMYGhqiWrVqGDRoEE6ePAnGmNR9q+hTdN9Lm09bWxs2Njbo0aMHTp8+zU+r7L4u+omKipLYxnv37mHcuHGoUaMGjI2NYWRkhOrVq2Ps2LG4e/euzO9G1v41MjJCnTp1MHXqVJWuVUUlJydj3rx5aNiwIYyNjaGrqwtbW1u4urpiwoQJCA0NRUFBgdR9WHTfimKMITQ0FD4+PqhatSqMjIygp6eHihUrolOnTlixYgXevn0rdV7Ra83Ro0dlrqN9+/ZKnY+hoaH88ubMmSN3WmXOTVnlLVoO0fOqQYMGEscwJzo6Wub1UtTNmzfh5+eHOnXqwMzMDNra2rCwsEDz5s0xY8YM3L59W6nyipJ2jGtqasLS0hIdOnRAcHCw3PknTJjAz3fu3DmxcaLXX1U+3D0Ct/8U7Rdp1/nMzEzo6OhAIBAgJiZG6nwXL17k51u5cqXUaXJzc2FoaCjzvM7JyeGv03Z2dhLnyubNm/lx8n7bAKBHjx4QCATo16+f3OkIIUQRpilQ6UOURzUFStn48eOxadMmAOAfBgwMDPDmzRucPHkSJ0+exIcPH7Bq1SqZy/j48SPOnDnD/71nzx4sXLhQ7nofP36MVq1aISUlhX8wf/nyJbZv347Q0FBER0ejZs2aCss/ZcoUfP78WaltPXv2LLy9vZGWlgYjIyPUqFEDOTk5ePv2LbZs2QIPDw/Y29vz0y9ZsgSLFy8GAOjp6aFatWrIz8/HixcvsHXrVvz9998ICQlBt27dpK5vzJgx2LZtGwCgZs2aEAgEuHbtGv/ZuHGjUuV2dXVFpUqVxIZlZ2fjn3/+AQA0atQIurq6YuNtbGzE/n7//j08PT35m9eKFSuiXr16+PTpE1+etWvX4sCBA2jdurVS5fovunPnDjp06ICUlBT07t0b+/btg7a2ttg05cqVg4uLi8xlyBsni66uLho1agQAyM/Px9u3b3H9+nVcv34d+/btQ1RUFIyNjWXOL+0YEKWnpycx7OXLl/Dy8sL9+/cBAGZmZqhRowYYY3jz5g327t2LvXv34pdffkF0dLTEMqysrFCtWjWZ66xevbrU4aLzZWVl4fnz5zhx4gROnDiBWbNmYenSpahcuTJatGghMe+DBw+QlpYGOzs7VK5cWWK8iYkJ/3/GGGbNmoWVK1eioKCAv76JnsPbt2/HtGnTsHz5crkBLNH9m5CQgKdPn+LRo0cIDAzExYsXUadOHZnzSvPgwQN06NABiYmJAIBKlSrBxsYG6enpuHv3Lv755x9s3LgR6enpMDIyUnq5cXFx6N27N/8wZmxsjKpVq0JXVxcJCQkIDw9HeHg4fv/9d8yfP1/ug7q/vz88PT1LFNgLCgri/79nzx4sXrxYbYFCZd29exdHjhyBl5eXyvNmZmZixIgR2LdvHwBAW1sbjo6OKFeuHFJSUnDz5k1cu3YNK1euRJcuXRAWFqbyOkSvJ7m5uXjx4gUiIiIQ6L6R6AAAsRRJREFUERGBsLAwBAUFSeyz3Nxc7N+/n/87KCgIHTp04P82MTGRev68ffsW7969k3kNk3ZOqcrAwAANGzbEjRs3cPnyZTRo0EBimujoaP7/ly9fxv/93/9JTHPnzh1kZmZCW1sbTZo0kRgfFhaG5ORkAMC///6LqKgotG3blh8/duxY7Nu3D9HR0ZgxYwa2bt0qtbwhISE4ceIEzM3NsX79epW3l5Tcp+xUpOVmwlBLDxX0zL93cQgpGaopUHoYkcne3p4BYLt375Y7XevWrRkANn/+fLHhwcHBDADT0NBg69atY1lZWWLjHz16xObMmcOWL18ud/nr169nAJipqSkDwKpUqcIKCgpkTp+Xl8ecnZ0ZANa7d2/25csXxhhjGRkZzMvLiwFgdevWZfn5+XLXe+7cOQaA9ejRgwFgmpqaMqe9e/cu09PTYzo6OmzTpk0sOzubH5efn8+uXr3K4uLixOaZM2cOa9OmDTt69KjYvklISGAeHh4MADMyMmIfPnyQWN++ffsYAGZoaMjOnz/PD4+IiGCGhoYMADt48KDc7ZMnLi6OAWAAJMpdVHJyMnNwcGAAWL169djVq1fFxj958oS1b9+eAWB6enoS4xljbP78+QwAa926tVLli4yM5MunDsoe65yhQ4cyAGzo0KFiw+Xtt1u3bjEzMzMGgHl7e7Pc3Fyx8aruA2Xs3r2bAWD29vYS486cOcMfK7Nnz5YYr8oxUNTr16+ZpaUlA8AaNWrEIiMjxc63vLw8FhkZyTp06MAAsM+fP/PjZO1bRWTNl52dzaZPn85vi7TjjyPrWibNhAkTGABmYGDANm7cyDIzM/lxaWlpbPHixUxLS4sBYBMnTpSYX97+ffr0KX8Na968ucKyiMrPz2e1atViAFiTJk3Yw4cPxcZnZGSwgwcPsvbt27OMjAyxcfL2fdHv9Ny5cywvL09imsWLFzMLCwvWqVMniWVw55mmpqbca1S7du0Uno+fPn1i2traTCAQsHLlyjEALCoqSub0xTmeZV0XuPOK2w4XFxepv0mXL1+Wef7l5OSwli1bMgDMxsaG7dq1S+L7+Pz5MwsICGDOzs5MV1dXqTJzZF1P8vPz2dq1a/l9sW/fPol5jx8/Lvaba2hoKFE2VdZZlLzrkihZ13nufO7Tp4/U+Tp37swEAgGzt7dn5ubmUr+bVatWMQCsWbNmUpfB3Stw+8DX11dimqdPnzJdXV0mEAjYxYsXJcYnJyezChUqMAAsICBA7raKEgqFDAATCoVKz0MkXUyMYVPurGftIyfzn7G3VrHT8dfl3kMSUppKen53aLpQpQ9RHoVbSlFgYCAA4Ndff8XEiRMl3jQ6Oztj8eLFmDFjhtzlcG+DlixZAjMzM8TFxeHKlSsypz98+DAeP36M8uXLY/fu3TAwMABQWFMhICAA5cuXx/3793Hs2DGZy8jKysLYsWNhbW2tsFYCAIwePRpZWVnYtm0bxo0bBx0dHX6choYGmjVrJlFVcsqUKbhw4QI8PT3F9k2FChWwf/9+WFlZISMjg3+LJIqrYTBnzhyxtxft2rXD7NmzAQCLFi1SWG518PPzw+vXr1GnTh1cvHgRzZo1Extfs2ZNhIWFoUOHDsjKysLAgQORnZ39TcpWVty8eRMdOnTA58+fMWDAAAQHByvVHKU0derUCVOmTAFQeM6o08CBA/Hx40e0bt0aly5dgru7OzREotuamppwd3dHeHg4Nm3aBE3N0sumq6OjgxUrVqB+/foAIPYGtLjOnDmDDRs2QENDA0ePHoWfnx/09fX58cbGxpgzZw527NgBAFi/fj3Onj2r9PJr1KjBv1W8evUqEhISlJ735s2bePLkCQDg0KFDqF27tth4Q0ND9OnTB+fOnYOhoaHSy/Xx8cHHjx/Rvn17REdHo3379hLfm729PebMmYOnT5/KrOEEAAMGDAAALFiwQGbVe0VCQkKQm5uL5s2bY9CgQQDEaw58C82bN4e9vT0ePHiAQ4cOqTSvv78/oqOjUbFiRdy4cQPDhg2T+D5MTU0xdOhQ3Lt3D3PnzlVLmTU0NDB58mT06NEDAKT+vnD70c/PD7Vr18aXL19w5MgRtaxfHVq1agVAvEYAp6CgAFevXkWtWrXg4eGBlJQUPH78WGK6y5cvAwDc3Nwkxn3+/BmnTp0CUNhMAChsqpKZmSk2XY0aNTB37lwwxjBixAiJplhTp05FYmIiOnTogKFDhxZjS0lxbXpxGIseB+KB8JXY8BcZ/2L1s/1Y8vhv5LMCGXMTUnYxDYFKH6I8CgqUolevCi/G3M14cTx79gy3bt2Cjo4OfHx80KdPHwDyb/64Bxxvb2+JKtHGxsbo27cvAODgwYMyl7F48WLExsZi9erVYlWGpbl+/Tpu3LiBatWqqfTDX758eZnjjI2N0bRpUwCQyKHw7NkzPHr0CEBhwKUobtj9+/eVzr9QXC9evEBISAgAYNu2bTL3lba2Nnbs2AFtbW3ExcVhz549pVqusuTGjRvo2LEjUlNTMXjwYAQFBZXqQ7AqXF1dAUDpNtbKuHDhAq5cuQJtbW38/fffYg/L0owbN05u0wV1EAgEaNmyJYDCY7akuKDc8OHDxapVFzV06FB07NhRbB5lcd8NAIl8JPJw110LCwuJZkHFFRERgatXr0JXVxeBgYFym5IAhde28ePHyxz/66+/wsHBAQ8fPsSBAweKVSbuN8DHxwcDBw4EUHhNl5UjozTo6OjwTSQWLFgg0e5cltTUVD7os379etjZ2cmdXktLS2HOBFVxD8NFzwehUIgTJ04AKNy3Pj4+AL59wEWeli1bQiAQICEhQSL3zv3795GWloaWLVvyTRy4AIAo7sUCF2AQdeDAAWRnZ8PV1RUDBgxA9erVkZ6eLvVFwowZM1C3bl28ePFCLK9SREQEAgMDYWhoyDfzI9/GqfirOPpe8jsXdfHjXQS9Vj5QS0hZQTkFSg8FBUpRuXLlABS+uSquv//+GwDQpUsXmJqa8jd/3I+2NNevXwcAqW0eRYffuHFD6vgnT55g5cqVaNOmDX9DJA93A9W1a1cIhUIsX74c3bt3R8eOHeHn5yf1bYYyuJvbog9V3PY5OTmhQoUKEvNZW1vD0dERgOxtVJeDBw+CMYZ69eqhefPmcqetXLkyPDw8AKDYDwI/mmvXrqFjx44QCoXw9fVFQEBAmQkIAODffHG1adSBexPfrVs3tbQhVpfivpEuKj4+nn+gGDdunMLpx44dC6DwreaHDx+UXo/oW0lVvh/uupucnMwHCEqKO1979OiBihUrlnh52traxXqY5rx48QLXr1+HlpYWvL290bx5c1SpUgVpaWk4fvx4icunCl9fX1SpUgWPHj3iA6SKhIWFISMjA9bW1ujZs2fpFlAGWefDgQMHkJWVhXr16sHZ2Rk+Pj4QCAQ4f/68SsdvaTI3N4ezszMAyQd+7ve2ZcuWfCCw6DRPnz7Fp0+foKGhIfU+gbvv4H7/5QVGtLW1sXPnTmhqamL16tV8roLRo0cDKKyxV6VKlWJvK1ENYwwH30UpNe3x99HIyc8t1fIQom5UU6D0UFCgFHXu3BlA4Q/p2LFjcevWLeTn5ys9P2OMz6TPBQPc3NxgZ2eH1NRUnDx5UmIeLrEfAFStWlXqcrnhr1+/Rm6u+A8CYwyjR48GY4xPkKgIl1xPV1cXdevWxW+//YaTJ0/i3Llz2Lx5M1q1agU/Pz+VHkoSExNx8eJFAJLBDe7NjqztEx2njrei8ly9ehUAlE4eyL2dunbtWqmVqay4cuUKOnXqhLS0NIwYMQK7du0Sq0JfFnAZ+UtSm6coVY+Jb4Exxj/IOzk5lWhZ3PaZmpqiXr16CqcXrZ6synHPfTdGRkZ8kE8ZLVu2hKGhIRhj6NSpEwIDA/Hx40el55eG22buIUsdfH19UbVqVTx58kTlJh3cw1nHjh1hYWEBQP6DW2nS1tbG77//DgBYuHChUgEObn82a9bsuwUJuQfloucDt/+431wHBwc0b94c+fn5Cnss+Ja486po0J3brpYtW8Le3h6VKlWSOY2LiwtMTU3Fxr169QpXr16FpqYm+vfvD+B/+yI8PJxP3imqUaNGmDRpEvLy8jB8+HDMmjULr169QuPGjTFp0qSSbyxR2iNhHN5/Ve56l56XiavJD0u5RISoF9PUUOlDlEd7SwnDhg2T280Q9/Ba1MyZM/HLL7+AMYatW7eicePGKFeuHFq2bInffvuNz24vy6VLl/DmzRsYGxvz7VMFAgH/Qy3t5k8oFPI3ZWZmZlKXyw0vKCiQ6Epo586duHz5MqZNm4ZatWrJLR+He3uyZs0apKamIigoCOnp6fj06ROWL18ODQ0NbN68GRs2bFBqeUBhW8Ts7GxUr14dnp6eYuO43hBkbZ/oOGV7Tigurss0ZR9auOnS09MVduP0o/P19UV6ejpGjhyJ7du3K50VXbQ7LWmfP//8s0Tlys/PR1xcHObMmYOgoCBoaGgozOtRpUoVmeUpGlDgjomSvh0LDAyUux/kdWknKicnBzNmzOC7B/T29i5RuUS3T5nv1NzcnH/w+PfffxVOn5CQgN27d2Pq1KkAgEmTJqlUU8DU1BSbN2+GpqYmYmNj4evrCysrK1StWhUDBgzArl27kJ6ervTygP9ts6Iu5FShpaXFt5NfuHChSgFjrvmRaE0u7sHtzJkzJQ6CqGrIkCFwdHTE06dPlXpwLo39qSzGGP7880++RoXo+fD69Wu+G0XudxYovYDLmzdv5J7jbdq0kTkvV+2/aC2AK1euoGLFivz1p0WLFnj79q1YN5lckEBa0wFuG9u0aQNra2sAhYETV1dX5OfnS83BABTWCKhatSru3r2L9evX803mlAkEZ2dnIy0tTewDFPYCQR/VPvGZnxTub1EJmcnfvcz0+fk+JUHNB0oPdUmohGrVqsHKykrmeK4br6KMjY0RHR2NzZs3Y8eOHXjy5AkyMzNx5coVXLlyBcuXL4enpycCAgIkovXA/36ce/XqJVaFfuDAgVi5ciXfZZBo23zR9qSiyf5EibaH/fr1K///jx8/YubMmahcubJKSZ2+fPkCoPAHfOvWrXzSKyMjI8yYMQMJCQlYu3Ytli5dinHjxilMMLdlyxYEBwdDU1MTAQEBEtNz2yhr+0S3UXT7SgP3cKFswjLR6dLT0/mqzv9lHz58QF5enkTXg7Io6pLQ1tZW5TJwN99FVa5cGStXrkSnTp3kzi+vS8Ki3QaqekzIoqhLQlk5OU6fPs2/0ea6JOTKNGXKlBK/7S7O9hkaGiI1NVXmw7i0AIqxsTF+//13pRKdFjVkyBC4uLhg+fLlOHHiBDIzMxEXF4e4uDjs378fM2bMwJYtW/j8Kooo2mbR7lFFxcXFyX3wHTx4MJYuXYpnz55h7969GDJkiMKyREdHIy4uDgYGBmJV72vVqoX69evj7t272L9/PyZMmKBwWerCBTh8fX2xcOFCDBgwQG4NAEX7c//+/XwyRlG7d++Gr6+vSmWLiYnhj/nc3FzExsYiJSUFANC7d2+xwMqePXvAGONr5HG8vb0xefJk3Lt3Dw8ePChWt6jSiHaVKo1QKMTDh9Lf5HIP9C9evEBiYiIqVKiAV69e4f3792KBjhYtWiAkJASXL1/mA0fykgxKCzgBhfcdt27dQlBQECZPniwxn4GBAbZt28bnGJk5c6bS+2nZsmVYsGCBxPDw8HC1Nu36GbzU+gio8NPz4skzhN37UnoFIqSIoglLVUUp8ksPBQWUMHv2bLk3Iu7u7jJrC+jp6WHq1KmYOnUq4uPj+b6Fjx49iri4OBw7dgxeXl64cOGC2HxZWVl8NueiP8716tVD7dq1+Tacou16Rfs6z8nJkVom0VwEosGGKVOmICUlBTt37lTph5hbp5mZmdSb2ilTpmDt2rVITExETEyMWAKxok6ePImJEycCADZt2iSRyV90fbK2D/jfNipK8lZSXII4LjCiiOh0pZ1c7nvbvn07xo0bh5MnT2Lw4MEIDg5W6q1RgwYNEBUVpdayiN58f/36FS9evEB6ejosLCz4hJbyHDx4UOm3msbGxkhNTVX6mJClS5cuCAgIUHm+pKQkJCUlASjs5cDc3BwtW7bEqFGj1NJ+W9VjXnRaWcc8F3TJy8tDXFwckpKSYGhoCHd3d6VrmBTVoEED7N+/H7m5uYiJicHNmzdx5swZhIeHIzk5Gf3794eFhYXct7EcRd+pk5OTWDMneb3DiNLU1MTcuXMxZMgQLFq0CD4+PgqDplywuEePHhIP1QMHDsTdu3cRFBT0TYMCADBo0CAsXboUz58/x549e+QmnVV0DFlaWortz4cPH0IoFBarXGlpafz3oaGhAVNTU7i7u2PIkCHw9fUVO75kPRBbWFigY8eOOHXqFIKCgrBixYpilaUoa2truTl3oqKiZB6flSpVgoODA1+7oXfv3mL5BDjcfoyOjsbAgQPx4cMHxMXFAZCsKXDt2jXExsZCV1cXXl5eYuP69++PadOm4c6dO3j8+DGf00BU+/bt+f+3a9dO3qaLmTVrFl8zCCj8zuzs7NCxY8efInCuTmm5X3D+n2fIKchTOK0AAgxq0QuV9C2/QckIKVTSWrKUJ6D0ULzlG6pYsSJ69eqFNWvW4Pnz55g2bRoAIDIyUuIm8vjx4xAKhbCyshL7oeVwEf+i1RlNTEz4By9ZVee54RoaGvwP7sWLF7F371507dpV5QcHrqq+o6Oj1BtaOzs7GBkZAZCf5f3SpUvw9vZGXl4eli5dyicqkrU+eU0DlGlioA7cW+uXL18qNT03nbGx8X/+ZqdNmzY4dOgQtLW1ERISgpEjR6ot2Z2quJvv6Oho3L59G/Hx8Rg5ciTu3LkDDw8PtWZs544J7sb7Wxs6dCgYY2CMIS8vD0lJSQgLC1NbQjfR7VPm+0xJSUFqaqrYvEUdPHgQ0dHRuH79Oj58+IBt27YhMTERPXr0wLNnz0pUXm1tbTRu3Bjjx4/HyZMnERMTg4oVK6KgoABLly5VahlcuWVdv6ZPn84fX9HR0Sq1k/fx8UGNGjUQGxursHp6dnY2n/RQWhLYAQMGQENDA7du3SrxflOVpqYm5s2bB6CwKnlenuyHEkX7s127dmL7U97bdEVat27Nnw/5+flITk5GZGQk3yyQc/PmTTx79gza2tpSa5Bwv7nBwcEqJ4YsLUWbEEgLCtSrVw9GRkb8NNy/1apV45sHcLjjr2vXrhI96VSoUIF/0Fd3MwpdXV2UK1dO7AMUnrv0Ue1T3sAUrS0bKLXfG5hVQ5VyFb97menz831KRFOg2ocojYIC34mWlhZWrFjB/ygX7aGAy/6blJQELS0tibaGs2fPBlCYiV80mZ6Ojg6f8VxW5m1uuIODA39yxsTEACi8qbC2thb7cG/28/Pz+WGiWaZr1KgBAHK76eKq+stqN3v79m10794dX79+xYwZMzBr1iyZy+KqVMvLLM6Nk1f9Wh24Hgdk1RQp6tKlSwCg1Nvp/4KuXbti79690NTUxK5du6RWO/0ejIyMsGXLFjRs2BCPHj3CqlWr1LZsVY+JHw1Xeyc1NRX37t1TOD13zIvOK4+GhgZGjRqFiRMnIjMzE35+fsUvrBS1a9fmM/8r2zMMV25pXbuVlCoP0ydOnOADLD169JD4XahUqRL/wPo9utAbMGAAatWqhZcvXyIwMFDmdNz+vHr1qkq5FEoT95ubm5uL8uXLS+xbLgjz/v17iZp930vRoMDly5dhbGyMunXr8tNoamqiadOmePz4MVJSUvhpi9YSyMnJ4X/XDx8+LDXHQXh4OABg79693y3ASxT7taoHLHVN5U5jpKWPcU69vk2BCFGjAk3VPkR5FBT4jjQ0NGBvbw9AvCr8x48fcfZsYf+xVlZWqFChgtQPVzW+aJ/3TZo0ASC7Cis3nJtOlFAoRGJiotjn06f/Ja7hhom21edu8GS9GRUKhXwbTmlvCp88eYLOnTsjLS0No0ePxvLly6Uup+j2xcbGSs2EnJCQwL+Rl7aN6tSnTx8IBALcu3dPYWb1t2/fIiwsDADQr1+/Ui1XWdK3b1/s2LEDAoEA69evV3t/48WlqanJvyletWpVsasnF8V9tydPnhRL7vVfYWtrywc+tmzZonD6rVu3Aih8e6lKd35z586FkZERzp8/r/bmJFzvJPKaIIni2mgfP34c8fHxai0LUFg129nZGXFxcXKbjHAP+sbGxjJ/F8zNzQH8r338t6ShocEHOBYvXiwzoZSHhweMjIyQmJiII0eOfMsiSpWbm8s/EJcvX17mvuVqvH2PgIs0XE6Ae/fuIS4uDs+ePZPao0PLli35HkhkJRk8deoUUlJSoKWlJXP7K1SoAE1NTbx7907t5yRRHwtdU6xtMAHO5RykjncwtMGa+uNhb2gtdTwhZZm6uiRctmwZXF1dYWxsDCsrK/Ts2VOihh1jDP7+/qhYsSL09fXh7u6OR48elfYmfjcUFChFXLteWVJTU/H48WMA4m+09+3bh7y8PDg4OCAhIUHmh8vCXjQowLUFPHDggERir/T0dBw8eBBA4QMtZ/LkyXwVy6If7mFfU1OTHyaaY8HT0xO6urqIj4/HuXPnJLZz9+7dAApvZIvmE3j9+jU6dOiAT58+wcfHB5s3b5a7zwCgZs2afM8Iu3btkhjPDXNxcUH16tUVLq8kqlevzlc1HTVqlMy2Unl5eRg5ciRyc3Nhb2/PV0X9Wfj6+mL9+vUAgKVLl+KPP/74ziUq1KlTJzRo0ABCoRAbN25UyzLbtWuHZs2aITc3F0OHDlXYNGHr1q0qZ8P/3rjAzo4dO6Se85zAwEA+wKlqMKh8+fIYMWIEAGDJkiVKz/f582e5b9uB/3WJp2xNog4dOqBZs2bIyclR6jtVlYaGBubPnw9A9sN0cnIy303j8ePHZf4uxMXFQU9PD2/evCmVmg2KeHt7o3bt2nj9+jV/7S/KzMwM48ePB1DYu8T3Dp6dPn0anz59gqGhIV6/fi1z34aGhgIofJNe0mRZ6lCjRg1YWVkhPz8fK1euBGNMaiJRLq/AqVOn8ODBAwCSSQZFu2KUd9/BBcjKSmCESFdBzxzrGk7Cpl+mok8ld3So4Iqetq2wuv54/OU6A1WMlA/QElKWMA3VPrJcvHgRfn5+uH79Os6dO4e8vDx07NhRLNfNihUrsGbNGmzcuBG3bt2CtbU1OnTo8MPdsymLggKlyMPDAwMHDsSFCxckbvLu3r0LT09PpKenw8bGRiz7OfdjO2jQILlJtry9vaGrq4tXr16J1Qro3bs3atasieTkZAwbNoy/efny5QuGDRuG5ORk1KlTR21tjC0sLPgbvPHjx4u1r7969SqfPXzSpEliiRATExPRoUMHvH//Hj169EBgYKDS/dhz/WIvWbJErCrnhQsX+Le/3DSlbfPmzahcuTIePnwINzc3iRoDT58+RZcuXRAeHg5dXV3s3btXbD/8LMaPH49ly5YBKEwstWnTpu9cokJcd4R//vmn2m709+7di/LlyyMqKgqtWrVCVFSUWDvkgoICREdHo3Pnzhg7dmyZqUKtLA8PD4wbNw4FBQXo2bMnNm3aJPagnJ6ejiVLlvAP9X5+fujcubPK65k6dSq0tbURERGBW7duKTXPxYsXUaNGDaxdu5bv+o7z9etXrF+/nq+NNGzYMKXLEhwcDAsLC0RERKBVq1b8TYSo1NRUrF+/vlhtzvv27QsXFxe8efNGai0vLmli5cqV0bp1a5nLKVeuHLp37w7g+zy4iQY45HVPuGDBAjRr1gzx8fFo0qQJdu3ahYyMDLFpcnNzcejQoVLPjyDa0w9XG0Cadu3awcbGBhkZGWWihgPwv/wBXABGWlCgadOm0NTURGBgIPLz81GxYkW+tgxQGEg7deoUgMIeMeThehc6dOhQqffuQ0quurEdRjt5YkYtH/hV80JdU+W6TyakrFJXTYEzZ87A19cXtWvXRr169bB79268ffsWt2/fLlzP/+++ds6cOfDy8kKdOnUQGBiIzMxMpbre/RFR7wOlKD8/H8HBwQgODoaenh6cnJygp6eH+Ph4vgqqqakpDhw4wGeRfvr0Kf755x8A//vxlcXU1BQeHh44cuQIgoKC+LcBmpqaOHjwINzc3BAaGoqIiAg4OTkhNjYWQqEQ5ubmCAkJUfoBXBlL/h979x0VxfX2Afy7C+zSi6BgoaigqChqxAIqYEHFbiIqEkusP8HYEktMLInYeyVWFLBh16hYUUFRjGCLBRVLRBRRmkq/7x+8M9llC7sUQXk+5+wR596ZuXd2ZnbmVn9/3LhxA+fPn0f9+vXRuHFjZGVl4d69ewAKRlLnmpVyZs2ahUePHgEAEhIS4ObmJnfbnp6e/BgKHG9vb4SHh2PTpk3o2LEj33KA29/YsWNLPB+7qkxNTREREYHevXsjJiYGzs7OqFmzJmrUqIHk5GR+fAMzMzPs2bNHalTtwiIjI2FmZqYwfOzYsZg3b57UMmXxGzdujPPnz6ucl/Hjx+Onn35SGB4eHg4HBweVt1fY9OnTkZ6ejvnz52P8+PHQ09OTmdlDcgoxeQwMDPga09LQv39//PLLL4iPj8fGjRvljnvQv39/pWNmLFiwQKo5bu3atXHlyhX069cP169fh7u7O6pUqQJra2swxvDs2TN+MMxWrVrJnSVDcmpBeezs7BTWxH4Oa9euhY6ODlasWAE/Pz9MmzYNdnZ2yM/Px8OHD5GZmQmBQIBJkyZh2bJlxdqHpaUlBg4ciKCgIPj7++PQoUNFriMQCPDkyRN+1pdatWrxL3LPnj3jC34GDhyo1gj9NjY2uHLlCr777jtcv34dHh4eMDAwgI2NDcRiMV6/fs1Pv6mhoYExY8bIDORWVLpnz56N7777Tm4hkWRNblEzMvj4+CA0NBShoaFYs2aNTCFk8+bNFd7/jYyMVB44VZHvvvsOTZo0wa1btxTGEYlEOH36NH744Qfs3bsXI0aMwNixY1G3bl0YGhoiOTkZr1694r8vDw8PlWaKUFdKSgqOHj0KoOgXYg0NDQwcOBArVqxAUFBQhWjx1a5dOxw4cACZmZnQ1NSU22VOX18fjo6OuHHjBgDZVgJ79uxBdnY2atasWeQx9vDwQLVq1fDmzRscPnwYAwcOLL3MEEJIETTFGtDSku4ilZOTh5zcPGhpyoapiutCynXBi4+PR2JiIjw8PPg4YrEYrq6uuHz5ssLB0L9kVChQhk6dOoWwsDCcOHECd+7cQUJCAlJSUqCvr49WrVqhS5cu8PX1RbVq1fh1uAc/JycnfgA/ZXx8fHDw4EHs3bsXq1ev5gf0c3BwwM2bN/H777/jxIkTuH37NqpWrQovLy/MmjULtWrVKtW8isVinDp1CmvWrMGOHTv4wQ9btmyJYcOGYdSoUTIzE0hOjcgVhMhja2srd/nGjRvRtm1bbNiwgZ/LuXXr1hg3blyRD3elzdLSEtevX0dISAh2796NmJgYxMbGwsDAAK1bt0bPnj3h6+srM6JzYbm5uUhOTlYYXrgmDYDS+MpmaFC0fXn7kExfSfn7+yMjIwOrV6/GyJEjoaenJzXat+QUYvIUdQzVpaGhgSlTpsDPzw/Lli3DuHHj+OuIo+z8BOR/B3Z2doiNjcWePXuwf/9+REdH4969exAIBKhRowY8PT3h4+ODLl26yH3Jk5xaUB5l39PnIBAIsHTpUvj4+CAgIADnzp3Dw4cPARRMl+bu7o6xY8eiefPmJdrP1KlTERwcjCNHjuDOnTtFFkr17NkTV65cwYkTJ3DhwgU8f/6cbzLNDZw6dOhQdO/eXe202Nra4saNG9i/fz/279+Pq1ev4vHjx8jNzYWpqSnc3d3h7u6O77//vlj32H79+qFp06aIjY2VWh4XF4erV68CKLqwGCgohDU1NUVycjKOHj0qM5q+svtCaVzjAoEAc+bMkZnWrjA9PT3s2bMHkydPRmBgIC5evIiXL1/i0aNHMDIyQuPGjdG2bVt4e3uX+DxSJDQ0FFlZWbCwsFBpGj0fHx+sWLECZ86cQWJioloFP2VBsjCyefPmCqcTdnFx4QsFCo8nwD13eHt7F1lZoKmpiQEDBmDNmjUICgqiQgFCyGc1pG8rjOwnPWjx5gNXsPnAFblhqmCMYfLkyWjbti3/jJGYmAigYOYVSebm5nj27FkxU1+xCRgNIUsIIYQQQiqAtLQ0GBkZITU19aufupeQyqak13fbH1ZBpCndGiA797+WAoXDzm30K3Kbvr6++OuvvxAREcEX6F++fBkuLi5ISEhA9erV+bijRo3CixcvcPLkSbXTXtFRSwFCCCGEEEIIIRVadn4esrPljMMkVBKmxPjx43HkyBFcvHhRqoUf1wosMTFRqlDgzZs3Mq0HvhY00CAhhBBCCCGEkAqttGYfYIzBz88PBw4cwLlz51C7dm2p8Nq1a8PCwkJqhqXs7GxcuHCBn5b5a0MtBQghhBBCCCGEVGj5GsoH2lWVr68vdu7cicOHD8PAwIAfQ8DIyAg6OjoQCASYOHEi5s+fDzs7O9jZ2WH+/PnQ1dWFt7d3qaShoqFCAUIIIYQQQgghFZqy2n91bNiwAQBkZj7btm0bPyvW1KlT8enTJ4wbNw7v379Hq1atcOrUKRgYGJROIioYKhQghBBCCCGEEFKxlVKhgCrj7HMz6cyZM6d0dlrBUaEAIYQQQgghhJAKrbRaChBZVChACCGEEEIIIaRCo0KBskOFAoQQQgghhBBCKjSmUd4p+HpRoQAhhBBCCCGEkAqNWgqUHSoUIIQQQgghhBBSobHSmZGQyEGFAoQQQgghhBBCKjRqKVB2qFCAEEIIIYQQQkiFRmMKlB0qFCCEEEIIIYQQUqFRS4GyQ4UChBBCCCGEEEIqNioUKDNUKEAIIYQQQgghpEKjlgJlhwoFCCGEEEIIIYRUaFQoUHaoUIAQQgghhBBCSIVGAw2WHSoUIIQQQgghhBBSoTFBeafg60WFAoQQQgghhBBCKjbqPlBmqFCAEEIIIYQQQkiFRmMKlB0qFCCEEEIIIYQQUqFRoUDZoUIBQgghhBBCCCEVGtNg5Z2ErxYVChBCCCGEEEIIqdCopUDZoUIBQgghhBBCCCEVGxUKlBkqFCCEEEIIIYQQUqExIXUfKCtUKEAIIYQQQgghpEKj7gNlhw4tIYQQQgghhJCKTcjU+yhw8eJF9OzZEzVq1IBAIMChQ4ekwocNGwaBQCD1ad26dRlnrnxRoQAhhBBCCCGEkIpNqOZHgQ8fPsDR0RFr165VGKdr16549eoV/zl+/Hhp5aJCou4DhBBCCCGEEEIqtlIaU6Bbt27o1q2b0jhisRgWFhalsr8vAbUU+ILY2NhAIBAgMDBQaTw3NzcIBALMmTNHbnhYWBj69euHmjVrQiQSwdjYGPXr10fPnj2xbNkyPH78uMi09OzZk29O8/DhQ5XS//LlS4wePRqWlpYQi8WwsrLCmDFj8PLlS5XWB4CkpCRUqVIFAoEAmppFl2klJCRgypQpsLe3h56eHoyMjODg4IBx48bh2bNnCtdLSUnB7Nmz4ejoCENDQ+jr66N+/fr44YcfcOvWLYXrBQcHw9nZGUZGRjA0NISzszNCQkJUzh/w3/eszsfGxkatfQBAZGQkRo8eDXt7exgZGUEsFqNmzZro0aMHNm/ejA8fPkjFDwwMLFZauPVUTePTp0/5bT19+lTtfBXGXQ+SH5FIhFq1aqFfv344c+aMwnXnzJmjUp7d3NwUbiMpKQl//PEHXFxcYG5uDpFIBBMTE7Rq1QozZsyQe/2o+r2Hh4cXuZ6enh7s7e0xfvx4PH/+nI9bWudZfn4+goOD0bNnT9SsWRNisRhVq1aFs7MzFi5ciLS0NLWOr4aGBszMzODu7o5NmzYhPz9f4fpFiYqKgo+PD2xsbKCtrQ0DAwPY2trCw8MD/v7+cq9lRcdWUnJyMhYuXAh3d3dUr14dIpEIhoaGsLe3h4+PD/bu3YvMzEyZ9cLDw/ntV69eHZ8+fZK7/X///ZePVxR17sXc8VZ2vipKb2GS19XKlSsVbmPkyJFKf48AICcnB4GBgejbty+sra2hq6sLXV1dWFtbo1evXli3bh2SkpJUSrMkeee4jo4O6tatix9++AF3795VuG52djbMzMwgEAhgaWkpcx7Ka1qqyoe7pxX1O114P8OGDeOXbdy4EQKBAI6OjgrXGz58OL/PN2/eyI0TEhKi9N68f/9+fhszZ86UCsvPz0ebNm0gEAjw448/Ks3D8+fPYWBgAIFAgBMnTiiNSwghymhpCqEn1pL6aGkKwYRMblhJhIeHo1q1aqhXrx5GjRql8F76taCWApWMn58f1q1bBwDQ09ODnZ0ddHV18ezZMxw7dgzHjh3Dq1evsHTpUoXbSEpKwsmTJ/n/BwcH4/fff1e633/++Qft2rXDu3fv+Bfzx48fY+PGjdi/fz8iIiJgb29fZPonTZqE9+/fq5TXsLAweHl5IS0tjX+pz87OxvPnz7FhwwZ4enrC2tpaZr2YmBh4enoiMTERYrGYT9fz58+xbds2NG/eHE2aNJFZb+zYsfjzzz8BAPb29hAIBLhy5Qr/UdZESZKTkxNq1aoltSwrKwvXr18HALRo0QJisVgqvHr16iptGwA+fvyI4cOHY+/evQAAbW1t1K1bFzo6Onj58iX++usv/PXXX5g1axbCwsLQuHFjqfXFYjFatGihcPvqpOVzsrS0hJWVFYCCZmOPHj3CwYMHcfDgQfj7++OXX35RuK6hoaHMcZCkKCwwMBDjx49HRkYGgIKXFGtra6SmpuLGjRu4du0alixZAn9/f0ybNk1mfQcHBxgZGSncr6IwyfXevHmDR48e4cGDBwgKCsLp06fh5ORUKufZy5cv0bt3b/z9998AgBo1asDR0RFv377lz/sVK1Zg7969cHV1VZgPyeObk5OD+Ph4hIeHIzw8HIcOHcLhw4dVKgSUtGjRIsyYMQOMMWhra8PGxgaGhoZ4+fIlTp8+jdOnTyMmJgb79u1Ta7s7duyAn58f0tPTAQC1atWCo6MjMjMz8fz5c4SEhCAkJAS1atXC4cOH0bx5c7nbSUxMxIYNGzB58mS19i+pOPfisrBw4UKMHj0aurq6aq9748YN9O/fH0+ePAEAVKlSBfXq1YOGhgZevnyJo0eP4ujRo5g6dSrWrl2L4cOHq70POzs7VKtWDUBBgW9cXBy2bduGnTt3IjQ0FD179pRZ5/jx40hOTgZQUEgTHh6ODh068OH16tWDi4uLzHrXr19HVlaW1D4laWtrq53+wtq3bw8AuHPnDlJSUmBsbCwTJyIiQurvfv36KYzTrl07ufsJCgri/w4ODsa8efP4AiKhUIjNmzejefPmWLduHQYOHAhnZ2e52xk7diwyMjIwePDgImvmiGryWC7upcUiJecdRAIR6hs2gZFWlfJOFiFlzrdZK0xs2lZq2crYCKyMjYRvU9mw4urWrRv69+8Pa2trxMfH47fffkOHDh3w999/yzwbfTUY+WJYW1szAGzbtm1K47m6ujIAbPbs2VLLd+7cyQAwoVDIVq1axTIzM6XC7969y2bOnMkWLVqkdPurV69mAJixsTEDwGrXrs3y8/MVxs/NzWUNGzZkANi3337LPnz4wBhjLCMjg/Xr148BYE2aNGF5eXlK93v69GkGgPXq1YsBYBoaGgrjxsbGMm1tbSYSidi6detYVlYWH5aXl8cuX77M4uPjZdZ7+fIlMzU1ZQKBgM2ZM4dlZGTIbPfOnTsy6+3atYsBYHp6euzs2bP88jNnzjA9PT0GgIWGhirNnzLx8fEMAAMgN92qys7OZi4uLgwAs7CwYNu3b2cfP36UinP37l02ZswYpqmpyQ4ePMgv37ZtGwPArK2t1dqnuuuVVl45iq6Hjx8/Mj8/P/6auH//vsy6s2fPZgCYq6ur2vtdt24dA8AEAgHz8/NjL168kAp///4927BhA6tZsybr3bu3VBiX//Pnz6u1T0XrPXr0iDVt2pQBYA0aNFB4ralz7JOTk5mNjQ0DwBwdHdnly5elwu/du8c6derEADBtbW2ZcMaUH9/t27czoVDIALCNGzcqTUthly9f5vMxY8YMlpqaKpPPhQsXssmTJ8usq+zYr1+/nv9OfX192ZMnT6TCc3NzWUREBPPy8mJCoZDt2rVLKvz8+fP8vQsAq1atGn8/lPTixQs+Hcqoey9W93zm0isvHdx1xeVlyZIlcrcxYsQIudcfY4xdv36d6erqMgCsc+fOLCoqSib99+7dYz///DPT19dnY8aMUSndHEW/mYmJify5aWpqytLT02XW5X6buGM7bNiwEu2zMEX3pcKGDh3KALChQ4dKLa9atSoDwI4dOyazTmJiIn8+AGATJ06Uu20HBwcGgP35558yYW/fvmVaWlpMIBAwQ0NDBoCFh4fLxOPOqQYNGsg8UzDGWHBwMAPAzMzMWFJSktK8clJTUxkAmeuWMJafn89OJx5iv90ezSbGDOA/k2O82dYny9j7rLflnURClCrp9W0XtIQ12rlc6mMXtIRZb18oN0wVAKSed+VJSEhgWlpabP/+/cVK95eAug9UItu3bwcA/PDDD/jxxx9lSroaNmyIefPmYerUqUq3w9Ue+Pv7w8TEBPHx8YiMjFQY/8CBA/jnn39gamqKbdu28bVJenp6CAwMhKmpKW7duoXDhw8r3EZmZib+97//wcLCQqWasDFjxiAzMxN//vknxo0bB5FIxIcJhUK0adNGbpPJyZMnIzk5GbNmzcLs2bOhp6cnFe7o6IhGjRrJrDdv3jwAwMyZM6Vqkzp27MjXQP/xxx9FpruszZ07F5GRkTA3N8eVK1cwZMgQ6OjoSMVp2LAhAgICcP78ebk1XV8LHR0drFixAjY2NsjPz5cZebYk7t69i0mTJgEA1q1bhzVr1sjUyhsbG2Ps2LG4e/dumdee1a1bF1u3bgUA3Lt3Dzdv3izxNn19ffH06VM4ODjgwoULaNOmjVS4vb09jh8/js6dOyMzMxODBw9GVlaWytsfMmQIvL29ARTcQ9TB3es6deqE+fPnw9DQUCrcxsYG06ZNw7Jly1Te5t27dzFx4kQAwKZNm7B27VrUrl1bKo6GhgZcXFywZ88enDt3TmGrGRsbG7Rp0wZv3rzhW24Vh7r34rIwaNAgAMDixYtluhwpk5WVhf79++Pjx48YMmQITp48iVatWsl0VbC3t8fixYtx584dmXOsuMzNzREUFASxWIzk5GScPn1aKvz9+/f466+/AADr168HUNCU/uPHj6Wy/9LQtm1BbZhkiwDOpUuXAACjR4+GgYGB3Djv37/nu09wLQ8k7dmzBzk5OXB2doaPjw8A6ZYDnF9++QUNGzbEvXv3+N9Bztu3b/lrZtWqVTAzM1Mjh0SePS/+xF+vdiE9N1VqeT7ycCv1GlbF/Yb32W/LKXWElL1slouM3CypTzbLBQRMblhpqV69OqytrREXF1dq26xoqFCgEuGaZzZt2rTY23jw4AGio6MhEong7e2N7777DoD8hwUO90Dv5eUFAwMDqTADAwP0798fABAaGqpwG/PmzcOjR4+wbNkypc2pgYJ+xFevXoWdnR2GDh2qUr6AgqbQ+/btg5GREX7++WeV13vw4AH/cPXDDz/IhHPLbt26pfL4C2UhNTUVq1evBgCsXLmyyD7+bdu2Vdgc9GuhqamJZs2aAUCpjF/AWbRoEbKzs+Hh4YH//e9/SuMaGRlhzJgxpbZvRZo1a8ZffyX9UYuLi8OePXsAAH/++afCa1JLSwubN2+GlpYW4uPjERwcrNZ+nJycAKj/3ZTGva6wBQsWIDs7Gz169MCIESOKjO/q6qq0y8TcuXMBFLxMc91L1FGce3FZ6NKlC5ydnZGUlKRyFymgIJ3x8fEwNzfH+vXrIRQqfxyxtrZW635eFAsLC9jZ2QGQvR727t2LrKwsODk5YdCgQahXrx7S09OVFlx/blyTf64AQBJXCODq6opWrVohJiZG5hyLjIwEYwxVq1aV23WPO4+8vb0xePBgAAW/0YXHyhCJRNiyZQuEQiEWLVqE27dv82ETJ07E27dv4enpyRfwkeKLTYnC1XfhSuOk5LzD3hebPk+CCCkHAiFT61NakpOT8eLFiwrbRbY0UKFAJcLVll27dq3Y29ixYweAgr42xsbG/MMC9xAlT1RUFADI7X8pufzq1atyw+/du4clS5bA3d1dpQeLo0ePAgC6d++O1NRULFq0CD179oSHhwd8fX3l1poABX1I8/Ly4O7uDg0NDaxbtw59+/ZF586dMXLkSIVTkXD5s7W1hbm5uUy4hYUF6tatqzSPn8Nff/2F9PR0VK1alX+BIOBr/4rTH1qe3NxcviDM19e3VLZZWhgrnR/I0NBQMMbg6OhYZMGRlZUVPD09AYAfx0JVxf1uSuNeJyknJwcHDx4EgCILeVTVuXNntG3bFm/fvsWaNWvUXr849+KywhVwLFmyROUCDu5cGDJkiEyLrM9F0fXAHVvu94b793MXuCjDFQpER0fLvKhHRERAW1sb33zzDdq2bYu8vDxcuXJFJo7kdiTFxcUhKioKmpqa8PLygrOzM2rXro20tDQcOXJEJn7r1q3h6+uLnJwcjBgxAnl5eTh58iRCQkKgr6+PDRs2lFa2K7WIpDCV4j1Iv4W3WYllnBpCykdpFQpkZGQgNjYWsbGxAID4+HjExsbi+fPnyMjIwE8//YQrV67g6dOnCA8PR8+ePWFmZoa+fft+ppx+fjTQYCXStWtX/P333wgKCoKuri5++OEHNG/eHBoaGiqtzxjjR9LnHkDbt28PS0tLvHjxAseOHcO3334rtQ43sB8A1KlTR+52ueVPnz5FTk4OtLT+Gy2UMYYxY8aAMaZyM1tu0DOxWIwmTZrgxYsXfNjp06exfv16jBs3DmvXrpVqqsqtZ25ujpYtW0rVeADAli1b0LdvX+zatUuq6wVXy6Qof1zY48ePy7XZ0eXLlwEUFMKoO2jb1+rdu3f8i2Np1SrHxsbiw4cPEAgEcpvllhfJ2kJbW9sSbYs7l5TVhEtq3749Dh8+LPNiUhRuED11v5uuXbti//79uHjxIry8vODr64s2bdpIdSNSx82bN/Hx40cIBAKFhZvFMXfuXHTs2BFLly6Fn5+fTEsqRYpzLy5LnTp1Qvv27XHx4kWsXr1a6aCdHO5c4JrBf26JiYl49OgRAOnr4cmTJ7h8+TI0NDQwcOBAAAXHeM6cOTh16hRev34tt/D3c+Na/qSnpyM6Opp/uecedF1cXCASifjzNSIiAp07d+bX51oYyCsU4Ao/PDw8+Cb/3t7e8Pf3R1BQELy8vGTWmT9/Po4cOYLo6GjMmzcP27ZtA1DQwoYb4FWRrKwsqYIsbsaSnJwc5OTkqHZAvnKf8j7g8Yd7KsVlYLj57hram9GgjqTiKek1LdQo/oxEkq5fvw53d3f+/9ygv0OHDsWGDRtw+/Zt7NixAykpKahevTrc3d2xZ88elX+nv0T0ZvAFGj58eLFGYJ42bRpOnjyJv//+GwEBAQgICICuri6aNWuGtm3b4rvvvlM6qvzFixfx7NkzGBgYoEePHgAKpu8aOHAglixZgqCgIJkH0dTUVH4qJxMTE7nb5Zbn5+cjLS0NpqamfNiWLVtw6dIlTJ8+HQ0aNFApn69evQIALF++HNra2ggKCkKfPn2QlZWFLVu2YMaMGVi/fj3q168vNZUSt97WrVvBGMPKlSsxZMgQaGpqYu/evRg/fjwOHjyIGTNmYPny5fx63GwIivInGabqzAllgZv6sXA/aHU9e/ZM6VRpEyZMUDpFWUXw4cMH3Lp1Cz///DPev3+POnXqyH3Q5Vy4cEFpnlesWMH3neWOs7GxsdxRwdUh+YNVmJGREVJSUlTazuPHj/luLHZ2diUuAOHyyLWAKQoXLz09HWlpaTJ9/CXl5OTgyZMnWLJkCS5cuABtbW3+2Kpq2LBhOHjwII4fP47Q0FCEhoZCJBKhSZMmcHFxQZ8+fVSelg+Q/k6L6r6kjg4dOsDV1RUXLlzAqlWr8Ouvv6q0XnHuxWVt7ty5cHd3x7Jly+Dn56f0O05NTZWakeNze/PmDb7//ntkZWXBxMRE6mWZeyF2d3fn56e2tbWFk5MToqOjsWvXLrXPR2Xmzp3Lt7RQh4aGBtq0aYNTp07h0qVL/Mv9lStXkJeXxxe2tG7dGhoaGlLdDDIzM/lCcHmFAlw3H8mWeYMHD4a/vz9OnjyJpKQkVK1aVWodfX19BAQEoFu3bvw0i87Ozhg3blyReVmwYIHcY3Dq1KlSa8H1pcvU+ADUKjoe586DW8i4VnpNpwkpLSUdm0VYSl0C3NzclLaeDAtTrWXO14QKBb5AiqY64ty+fVvu3ODcgEPr16/H5s2bce/ePXz8+BGRkZGIjIzEokWL0Lt3bwQGBsp9meEelvr27Ss1ON3gwYOxZMkSfgonyZd6yWaNimrpJGvdJeftTkpKwrRp02BlZYXffvtNYX4L4wa7ysnJQUBAAD9Ikr6+PqZOnYrExESsWLEC8+fPx7hx4/hac8n1fvvtN0yYMIHf5ogRI/DhwwdMmDAB69evx4wZM/iHIi6PymohuTwqmpf8c+CmUCtpU92ipiRU1mKiPCl6+Pbw8MDGjRuVTjFT1JSENWvW5P8ureMMKJ+SUFlp9fjx4/n1kpKS8PjxY+Tl5UFfXx+BgYFF9t8uirp5lIyXnp4u88KoqNClYcOGWLNmjdJjL4+mpiaOHDmCwMBABAQE4O+//0Z2djauX7+O69evY9WqVXBxccGuXbtgaWlZ5PZUya+2trZMs31XV1eEh4cr3fbcuXPh5uaG5cuXS31vyhTnXlzW3Nzc4ObmhvDwcKxcuRKzZs1SGJc7noDiY9q1a1e5D2XF6QIzf/58bN68GcB/UxJmZ2dDS0sLmzZtkrqW5L0QAwXHNjo6GkFBQaVaKCA5Vao8cXFxCufGbteuHV8owOH+5goF9PX14ejoiKtXr/It8a5du4asrCwYGBjIFBBGREQgPj4eurq66NOnD7+8QYMGaNq0KWJjY7F7926MHz9eJj1du3aFj48PgoODIRKJsHnzZpXuNTNmzJCamjMtLQ2Wlpbw8PBQWrhUmWTnZyL6/l/IY3kqxW/ewAmtq3QoOiIhn5m89xN1lOY4AUQaFQp8gX755RcMGzZMYbibmxsuXLggN0xbWxuTJ0/G5MmTkZCQgKtXr+LSpUs4dOgQ4uPjcfjwYfTr1w/nzp2TWi8zM5Ofz7vwwxI3Iv/du3exZ88eqZoByTmZs7Oz5aZJ8kFa8gF30qRJePfuHbZs2aJWbQG3TxMTEwwZMkQmfNKkSVixYgVev36NmJgYfjAzybRKFghwxowZgxkzZuDjx48IDw/nB0jk1lOUP8k8Fh7p/3PiHnzVGSFcHgsLC4XjMlRkkg/fb9++xcOHDyEQCNC4ceMim7c2a9asyJc7TmkdZwBYs2aNWjXanDt37vB/i8Vi1K5dG506dcJPP/2kcu2+MurmUTKevMIMyUKX9PR0PHz4EJmZmahZsyaaN29erDRqaGhgxIgRGDFiBJKTkxEVFYXLly/j8OHDuHv3LiIjI+Hh4YHY2Ngi5xxWJb8uLi78dZ6UlKTyoKKurq7o0KEDzp07h5UrV2L27NlK4xf3Xvw5/P7772jfvj1WrFiBH3/8UWFLGclzQNExdXBw4FsTZGdnIzo6utjpiouL47tuiUQiWFhYoH379pgyZYrUS/GVK1fw6NEjiMVi9OvXT2obAwcOxJQpU3Djxg38888/aNiwYbHTI+mHH37ga9blGTZsGD+bRmFcLf/ly5eRn58PoVCIiIgICIVCqbE+XFxccOPGDdy4cQOtWrXi79/Ozs4y3Qe5AqdevXrJFNgMHjwYsbGxCAoKklsoABTMuBMcHIzq1aur3LpPLBbLvQa1tLSkuhNWZlrQQhOjlohJKboLlpZAC81NnaGlSceOVDwlvaaFAioUKCs00GAlVqNGDfTt2xfLly/Hw4cPMWXKFADA+fPnZaa1OnLkCFJTU1GtWjV06tRJZltcv9bCAzEZGRnxNQWKms5zy4VCIV8rcOHCBYSEhKB79+5StRWq4Jrq161bV27feUtLS+jr6wOQHtWcW8/MzExuDRv3cqVoPWVdA1TpYlDWuNrs+Pj4cktDefrhhx8QERGBiIgI3L9/H3fu3EHt2rWxbNky+Pv7l9p+uOOckpKicvP+0nb+/HkwxsAYQ2ZmJuLi4rBhw4ZSKRAA/svj48ePVYrPxTMwMJBb89esWTP+u7l58yZevHiBHj164PTp0+jfv3+JB0g0NTVF9+7d4e/vj9u3b2PFihUAgPv37/Mv2MpIfqepqaly45w9e5bPgzotmwDw06yuWLGiyHOmuPfiz6Fdu3bo1KkTUlJS+GMsj5GRkdx7sKSlS5fyx1PdKSkL27ZtG389ZGVl4dmzZwgKCpKpJeeOWffu3WVabJibm6Njx45S8cpbq1atIBKJkJaWhlu3biE3NxdXr16VaWHEtRrgWhFwhQKFxzzJysriB4CUN6jvoEGDIBQKER0djQcPHpRJnohi7at6QgDF3dg4Laq4Qk/z6+33TCo3TY18tT5EdVQoQAAUNLddvHgx34ey8Kjd3GjMb968gaamJgQCgdSHG1gqKipKajA9kUjE18Jy04QVxi23sbHhSxBjYmIAFDy8WFhYSH24mv28vDx+GTc9GgDUr18fAJTW/nFN/fPy/muKp8p6XJjkety0VoryJxnGxS0PXM3R5cuXkZubW27pqCgaNmyIPXv2QCgU4vfffy+1whJHR0fo6uqCMYaLFy+WyjYrGu5cUtQiqTDuOLRu3Vql+GZmZti1axdq1qyJM2fO8IPqlQaBQICJEyfy9xFVZiiQ/E7LopWMi4sLOnfujNTUVCxbtkxp3OLeiz8XrovOypUrlRaUcueCvCn1ykN2djb/O3LgwAGZ4yoQCHDq1CkAQEhISKnN5FES2trafFeuS5cu4e+//8bHjx9lBm/kBhu8dOkS8vPz+YFCC48ncPToUb5QqlevXjL5r1WrFj9GUEUpGKlMbPTs8G2tH5QWDNjqN0SfmrItJAn5WgiF+Wp9iOqoUIDwhEIhrK2tAUg3hU9KSuL7dlarVg3m5uZyP1zT+MJzkbdq1QoAZFofcLjlXDxJqampeP36tdTn7du3fDi3TLKvfps2bQAorhFPTU3Fu3fvAEj3BefWe/XqlcwUTxxum5Lrcel+9OgRXr9+LbNOYmIiX1MqL4+fi6enJ/T19fHmzRuVakcrg2+++QZeXl7Iyckp1mBf8mhpafFNj9evX18q26xovvvuOwgEAty8ebPIGQWeP3/OT+c5YMAAlfehr6/P17jPmTNHqiCuNHBjXyjr9sPR0tLiWyyV1fRqXGuBVatW8fenwkp6L/4cnJ2d0aVLF6SlpSkt4OAG9gwKCiqVrjYl9ddff+Hdu3fQ1NRUeFzNzc2hoaGBFy9eqNydqKxxtf1cqwpAdkaHmjVrwsbGBpGRkbh16xZSU1MhFovRsmVLqXjci76BgYHC/FepUgVAwblVEQpGKhsXs84YV/dXNDRsJlU4YCayQO8a32NMnV8gEhZvlhVCvgQaQqbWh6iOCgUqEUWDFXFSUlLwzz//AJCu0d61axdyc3NhY2ODxMREhR9uxPnCD6LcC9LevXulBpgCCvoPh4aGAih40eBMnDiRb+5Z+MO9mGtoaPDLJMdY6N27N8RiMRISEnD69GmZfHJTJRkYGPC1hUBB395q1aohPz9fbi3IoUOH8P79ewiFQql+3vb29nzfya1bt8qsxy1r3Lgx6tWrJxP+uRgbG/P9QCdOnKiw2S4nMjKSr1H6mk2fPh1AQe3fs2fPSmWb06ZNg5aWFsLCwhAQEKA0bmpqKjZu3Fgq+/1c6tWrx4+pMXr0aIUDB+Xm5mLUqFHIycmBtbU137RdVcOGDYOFhQUeP36M3bt3q7xeUfe6nJwcvo+6qq13pk+fDi0tLfz111/YsmWLymlRVevWrdGtWzekp6dj6dKlcuOU9F78uXAFHKtXr0ZycrLcOEOGDIGNjQ1ev36NcePG8TXQ5YW75w8ePFjpsZUszKgIuNr+S5cuKSwUAApaCyQnJ/P3mpYtW0q1iktOTsaJEycAFHRRUZT/+Ph4aGtr49mzZxWmlUdlY2vQCKPqTMPcRhswpd4CzLBfjl8arIBbte7QFNJQYeTrpiHIV+tDVEeFApWIp6cnBg8ejHPnzsnMExobG4vevXsjPT0d1atXR5cuXfgw7uHHx8dH6bRsXl5eEIvFePLkiVSrgG+//Rb29vZITk7G8OHD+elIPnz4gOHDhyM5ORkODg5qjx2giJmZGfz8/AAAfn5+Uv2eL1++zD+wTpgwQWpwQU1NTb5m8tdff+WnbAIK+h5zI057e3vLjFjOTSXm7+8vNUjjuXPnMH/+fKk45WnOnDlo06YNXr9+jTZt2iAoKEimVcTDhw/h6+sLNze3Il+uvgaOjo7o0qULcnNzsXjx4lLZpoODA19LOm7cOPz444/4999/peKkpqZi8+bNcHBw4GvSvyTr16+HlZUV7ty5g/bt28u0GLh//z66deuGU6dOQSwWIyQkROp6U4VYLOYH/VywYIHKNZNjxoxBz549cfToUZkZPx4/fowBAwbgyZMn0NXVVToVpaTGjRvzU5GOGjUKvr6+crsM3b59G/v371dpm4VxrVV27twpN7yk9+LPpWXLlvD09ER6ejqOHj0qN45YLMaePXugo6ODHTt2oEuXLoiKipL5jhMTE4ssWCup9+/f46+//gIAfP/990rjcrPZ7Nu3r1xnk+G4uLhAKBTi1atXOHnyJKysrOTOqMF1IeAKxQt3Hdi9ezdycnJgZWUFV1dXhfszNDREz549AVScgpHKykDLGLV0a6Oadg2l9wNCvibUUqDsUJFiJZKXl4edO3di586d0NbWhq2tLbS1tZGQkICEhAQABbXJe/fu5Ucdvn//Pq5fvw7gv4chRYyNjeHp6YmDBw8iKCiIfwjR0NBAaGgo2rdvj/379+PMmTOwtbXFo0ePkJqaiipVqvB9u0uLv78/bty4gfPnz6N+/fpo3LgxsrKycO/ePQBAt27d5E6Z5evri6ioKISEhMDJyQkNGzaEhoYG7ty5g/z8fHzzzTdYs2aNzHre3t4IDw/Hpk2b0LFjR77lALe/sWPHqvzyUZZEIhFOnTqFYcOGYf/+/RgyZAjGjBmDunXrQkdHBwkJCfyc7LVq1YKtra3MNhITE+XWREk6efIkP5AY58WLFzAzM1O4jqenJ99fmtO8eXOF54WRkZHKA90VZerUqQgLC8PWrVvx22+/8WNrcGJiYpTm2cDAgK9l44wfPx66urqYMGEC1qxZgzVr1qBOnTowMzNDamoqnjx5gpycHGhqaircdlFT1E2YMIGvsf/cTE1NERERgd69eyMmJgbOzs6oWbMmatSogeTkZP6F2czMDHv27OHvB+r63//+h/nz5+Pu3bs4fPiwyoWHx44dw7Fjx6ClpQVbW1sYGBggMTER//77L/Lz86GtrY3t27ejVi3VJ//28/ODnp4efvzxR6xfvx7r169HrVq1YGFhgaysLLx69Yrv3lSjRg2FI7Qr4uTkhB49euDYsWMyYaVxL+ZERkYqvRbHjh2LefPmqZX2wn7//XccP35cabePli1b4sKFC/Dy8sKZM2dw5swZmJiYwNraGkKhkK+dzs/Ph46ODn766acSpUmRPXv2IDs7GzVr1oS7u7vSuB4eHqhWrRrevHmDw4cPY+DAgWWSJlUZGRmhcePGuHnzJjIzMxXeS7jlXCFw4UEGJVtKFPWC6ePjg9DQUISGhmLNmjVqF/YRQkhxaWqUbldC8h8qFKhETp06hbCwMJw4cQJ37txBQkICUlJSoK+vj1atWqFLly7w9fVFtWrV+HW4BwUnJyd+ID5lfHx8cPDgQezduxerV6/mB/RzcHDAzZs38fvvv+PEiRO4ffs2qlatCi8vL8yaNUutB3NViMVinDp1CmvWrMGOHTv4AbdatmyJYcOGYdSoUXJnJhAIBAgODkanTp2wceNG3LlzBzk5OWjUqBEGDRqEiRMnKpxWcOPGjWjbti02bNjATwnXunVrjBs3rsjap89JX18f+/btw6VLl7B9+3ZcunQJT58+RXZ2NszMzNC9e3f069cPgwYNkpvXrKysImsf5Q1kmJ+fr7ApMSB/7lplA5WV5mCJHTp0QIsWLXD9+nUsX75cpsVAWlqa0jwrenEfMWIEevTogYCAAISFhSEuLg7Pnz+Hvr4+mjVrho4dO2LkyJF8//bCJKcWlEeyy015sLS0xPXr1xESEoLdu3cjJiYGsbGxMDAwQOvWrdGzZ0/4+voqLdgoipGREcaMGYOlS5di/vz5KhUKbN++HadPn8aJEydw48YNJCQkIC4uDrq6umjSpAk6duyIcePGKTzuygwfPhw9e/bExo0bERYWhvv37+PmzZvQ1tZG9erV4eHhgV69eqFPnz5FTnUoz9y5c+UWCpTWvRgouHaUXYvcVIAl8c0336BXr144cuSI0nhOTk548OABgoODcfjwYdy4cQP3798HAFStWhWenp7o3LkzvL29lRZklAR3bL29vYssnNbU1MSAAQOwZs0aBAUFlXuhAFBQ63/z5k0A8rsOAECjRo1gbGyMlJQUaGhoSE1ZGBcXh6tXrwIousAJKChUNzU1RXJyMo4ePVpuBZOEkMpHk7oElBkBo5FiCCGEEEJIBZCWlgYjIyOkpqbKncKUEPLlKun13fH8ZLXin3VfrvY+KitqKUAIIYQQQgghpELTpGkGywwVChBCCCGEEEIIqdBEQhpToKxQoQAhhBBCCCGEkAqNWgqUHSoUIIQQQgghhBBSodFAg2WHCgUIIYQQQgghhFRomtR9oMxQoQAhhBBCCCGEkAqNWgqUHSoUIIQQQgghhBBSoYk1css7CV8tKhQghBBCCCGEEFKhaQqo+0BZoUIBQgghhBBCCCEVmhZ1HygzVChACCGEEEIIIaRCo4EGyw4VChBCCCGEEEIIqdC0qPtAmRGWdwIIIYQQQgghhBBlxMJctT6KXLx4ET179kSNGjUgEAhw6NAhqXDGGObMmYMaNWpAR0cHbm5uuHv3bhnnrnxRoQAhhBBCCCGEkApNS5Cn1keRDx8+wNHREWvXrpUbvnjxYixfvhxr165FdHQ0LCws0LlzZ6Snp5dV1soddR8ghBBCCCGEEFKhaSmp/VdHt27d0K1bN7lhjDGsXLkSM2fORL9+/QAA27dvh7m5OXbu3IkxY8aUShoqGmopQAghhBBCCCGkQtMWCqGnIZb6aAuF0BLkyQ0rjvj4eCQmJsLDw4NfJhaL4erqisuXL5dWViocailACCGEEEIIIaRCczHrj5ZmQ6WWXXu7HdfebkdLM2+ZsOJITEwEAJibm0stNzc3x7Nnz0q8/YqKCgUIIYQQQgghhFRoN98F4c773VLL8lgOtAR5csN+sDtR7H0JBAKp/zPGZJZ9TahQgBBCCCGEEEJIhaaBTIBlFloGaAgAIE8mrDgsLCwAFLQYqF69Or/8zZs3Mq0HviY0pgAhhBBCCCGEkApNS5Cr1qc4ateuDQsLC5w+fZpflp2djQsXLsDZ2bm0slLhUEsBQgghhBBCCCEVmkjJNIPqyMjIwKNHj/j/x8fHIzY2FlWqVIGVlRUmTpyI+fPnw87ODnZ2dpg/fz50dXXh7e1dKvuviKhQgBBCCCGEEEJIhaYtzCmV7Vy/fh3u7u78/ydPngwAGDp0KAIDAzF16lR8+vQJ48aNw/v379GqVSucOnUKBgYGpbL/ikjAGGPlnQhCCCGEEELS0tJgZGSE1NRUGBoalndyCCGlqKTX9/F4B7Xie9a+o/Y+KitqKUAIIYQQQgghpELTQul0HyCyqFCAEEIIIYQQQkiFVlpjChBZVChACCGEEEIIIaRC0xaUzpgCRBYVChBCCCGEEEIIqdC0qKVAmaFCAUIIIYQQQgghFZqWIL+8k/DVokIBQgghhBBCCCEVmghUKFBWqFCAEEIIIYQQQkiFpiVg5Z2Er5awvBNAyNfCxsYGAoEAgYGBSuO5ublBIBBgzpw5csPDwsLQr18/1KxZEyKRCMbGxqhfvz569uyJZcuW4fHjx0WmpWfPnhAIBBAIBHj48KFK6X/58iVGjx4NS0tLiMViWFlZYcyYMXj58qVK6wNAUlISqlSpAoFAAE3NosscExISMGXKFNjb20NPTw9GRkZwcHDAuHHj8OzZM6m4jDGsWrUK3t7eaNiwIUxNTaGlpQVzc3N0794dhw4dKnJ/wcHBcHZ2hpGREQwNDeHs7IyQkBCV8yepqO+RM378eP67OH36tNK4gYGBEAgEsLGxURhn+/bt0NDQgEAgwOLFi1VO78ePH7FkyRK0adMGxsbGEIlEqF69Opo1a4ZRo0YhJCQEnz59AgAMGzaMT7M6n6dPn0rtc9myZXzYpk2bpMKePn1arH0MGzZM5TxHRUXBx8cHNjY20NbWhoGBAWxtbeHh4QF/f3/cunVLZh1uP+Hh4Qq3m5ycjIULF8Ld3R3Vq1eHSCSCoaEh7O3t4ePjg7179yIzM1NmvfDwcH771atX5493Yf/++y8fryjqXOtz5syBQCCAm5tbkdstnN7CuPNfIBBg5cqVCrcxcuTIIq+TnJwcBAYGom/fvrC2toauri50dXVhbW2NXr16Yd26dUhKSlIpzZK4e7LkR0dHB3Xr1sUPP/yAu3fvKlw3OzsbZmZmEAgEsLS0RH6+dO1USa8RVe8f3H4kz/uNGzdCIBDA0dFR4XrDhw/n9/nmzRu5cUJCQpTeb/bv389vY+bMmVJh+fn5aNOmDQQCAX788UeleXj+/DkMDAwgEAhw4sQJpXEJIUQZbYFArQ9RHbUUIKQC8fPzw7p16wAAenp6sLOzg66uLp49e4Zjx47h2LFjePXqFZYuXapwG0lJSTh58iT//+DgYPz+++9K9/vPP/+gXbt2ePfuHf9i/vjxY2zcuBH79+9HREQE7O3ti0z/pEmT8P79e5XyGhYWBi8vL6SlpUFfXx/169dHdnY2nj9/jg0bNsDT0xPW1tZ8/Ly8PEycOBEAYGBggJo1a8La2hpPnz7F8ePHcfz4cYwYMQKbN2+Wu7+xY8fizz//BADY29tDIBDgypUr/Gft2rUqpVsdOTk52L17N///oKAgdO7cudjb27p1K0aNGoX8/HwsW7YMkydPVmm9ly9fokOHDvxLo4WFBWxtbZGVlYV79+4hNjYWmzdvxu3bt+Hg4IB69erBxcVFZjvXr19HVlYW7OzsUK1aNZlwbW1tqf8HBQVJ/T1q1CipuPL28ebNG8TFxUEsFqNFixYy4fXq1VMpz4sWLcKMGTPAGIO2tjZsbGxgaGiIly9f4vTp0zh9+jRiYmKwb98+lbbH2bFjB/z8/JCeng4AqFWrFhwdHZGZmYnnz58jJCQEISEhqFWrFg4fPozmzZvL3U5iYiI2bNig8ncoT3Gu9bKwcOFCjB49Grq6umqve+PGDfTv3x9PnjwBAFSpUgX16tWDhoYGXr58iaNHj+Lo0aOYOnUq1q5di+HDh6u9D8nzNSUlBXFxcdi2bRt27tyJ0NBQ9OzZU2ad48ePIzk5GUBBIU14eDg6dOjAh5fWNVIc7du3BwDcuXMHKSkpMDY2lokTEREh9Xe/fv0UxmnXrp3c/Uhev8HBwZg3bx5fQCQUCrF582Y0b94c69atw8CBA+Hs7Cx3O2PHjkVGRgYGDx6Mbt26qZZJQgiRQ4te9MsOI4SUCmtrawaAbdu2TWk8V1dXBoDNnj1bavnOnTsZACYUCtmqVatYZmamVPjdu3fZzJkz2aJFi5Ruf/Xq1QwAMzY2ZgBY7dq1WX5+vsL4ubm5rGHDhgwA+/bbb9mHDx8YY4xlZGSwfv36MQCsSZMmLC8vT+l+T58+zQCwXr16MQBMQ0NDYdzY2Fimra3NRCIRW7duHcvKyuLD8vLy2OXLl1l8fLzUOnl5eWzJkiXs5s2bMsu3b9/ONDU1GQC2d+9emf3t2rWLAWB6enrs7Nmz/PIzZ84wPT09BoCFhoYqzV9hir5HSUeOHJH6LvT09FhGRobC+Nu2bWMAmLW1tUzYpk2bmEAgYADYqlWr1Eqrh4cHA8Ds7OzY5cuXpcKysrLY8ePHWb9+/di9e/eUbkfVc5wxxm7dusXnWVNTkwkEAvbkyZMi11N2DFR1+fJlBoABYDNmzGCpqalS4fHx8WzhwoVs8uTJMuty650/f14mbP369QwAEwgEzNfXVyY/ubm5LCIignl5eTGhUMh27dolFX7+/Hn+2gDAqlWrxl9vkl68eMGnQxl1r/XZs2czAMzV1VXpdgunV146uPOfy8uSJUvkbmPEiBEKr5Pr168zXV1dBoB17tyZRUVFyaT/3r177Oeff2b6+vpszJgxKqWbo+h8TUxMZJ06dWIAmKmpKUtPT5dZl7v3ccd22LBhJdpnYarcPxhjbOjQoQwAGzp0qNTyqlWrMgDs2LFjMuskJiby5wMANnHiRLnbdnBwYADYn3/+KRP29u1bpqWlxQQCATM0NGQAWHh4uEw87pxq0KCBzG8WY4wFBwczAMzMzIwlJSUpzSsnNTWVAZC5biu6vPxslp79jH3KeVveSSGkwirp9f3+ZS21PkR1VChASCkp6cNgly5dGAA2cuTIEqXDycmJAWDr1q1jJiYmDAC7dOmSwvh79+7lH47T0tKkwtLS0pipqSkDwA4cOKBwG58+fWK2trbMwsKCxcbGFlko0KpVK5VfLlU1btw4BoB5e3vLhDVq1IgBYPPnz5cJ8/f35ws+1KHKQ33//v0ZADZz5kw+DUFBQQrjK3ohDggIYAKBgAkEArZu3Tq10pmQkMC/2EVERKi1bmHqFAr8/PPPDAAbPHgw8/T0ZADYH3/8UeR6pVEoMGbMGAaAderUSe11FRUK3Llzh4lEIgaAbd68ucjthIeHy7xEcS/ZdevWZW3atGEA2OLFi2XWVbVQQN1rvSwKBXx8fBgAVrVqVbkFXooKBTIzM/mX1iFDhhRZ6Pj06VMWGBioUro5ys7XV69eMbFYLPfe9u7dOz6MK6w1MDCQW4Cjzj4llbRQoG/fvgwAmz59usw6oaGhDABbsGABMzAwYC1atJCJ8+7dO76QUV5h4Lp16xgA5uLiwt9bR4wYIRMvKyuLL1T+9ddfpcKSkpKYmZkZA8BCQkKU5lPSl1YokJ+fx+6/28hOPO3ADj12ZIceN2URCaNZSqbyQlZCKqOSXt8ZCVZqfYjqaEwBQioIrvls06ZNi72NBw8eIDo6GiKRCN7e3vjuu+8ASDcDLezAgQMAAC8vLxgYGEiFGRgYoH///gCA0NBQhduYN28eHj16hGXLlsHIyEhpGqOionD16lXY2dlh6NChKuVLFVz3ho8fP0otf/DgAd93+IcffpBZj1t269YtlcdfUEVqaiqOHj0KAPD29oa3tzcA5d+FPBs2bMD//vc//u9x48aptX58fDz/d0nOLXXk5+dj586dAAryPnjwYADq5724SuNaKmzBggXIzs5Gjx49MGLEiCLju7q6wtXVVWH43LlzAQCLFy9GRkaG2ukpzrVeFrp06QJnZ2ckJSWp1QUnKCgI8fHxMDc3x/r16yEUKn8csba2LtX7hYWFBezs7AAAcXFxUmF79+5FVlYWnJycMGjQINSrVw/p6ek4fPhwqe2/pLgm/5cuXZIJ47oFuLq6olWrVoiJiZE5xyIjI8EYQ9WqVeV2DePOI8nrNzQ0VGasDJFIhC1btkAoFGLRokW4ffs2HzZx4kS8ffsWnp6e/P3va3Q7eTHuv1+HrLzk/1/C8PbTVUQkjER6drzSdQkh6tGEhlofojoqFCCkgjA0NAQAXLt2rdjb2LFjBwCgW7duMDY25h/muIdceaKiogBAbv9YyeVXr16VG37v3j0sWbIE7u7uKj34cS/K3bt3R2pqKhYtWoSePXvCw8MDvr6+Un1h1XHlyhUAkOnDzeXP1tYW5ubmMutZWFigbt26ABTnsTi4weYcHR3RsGFDeHt7QyAQ4OzZs3j16pVK21i7di1fCLBp0yaMGTNG7XRw5xVQsnNLHWfPnsXLly9hZmYGDw8P9O7dG3p6enj48OFnSUNpXEuScnJycPDgQQDgC2hKqnPnzmjbti3evn2LNWvWqL1+ca71ssIVcCxZskTlAo69e/cCAIYMGQI9Pb0yS5syjMkfxZo7ttz9rLgFemWJKxSIjo6WeVGPiIiAtrY2vvnmG7Rt2xZ5eXn8/VEyjuR2JMXFxSEqKgqamprw8vKCs7MzateujbS0NBw5ckQmfuvWreHr64ucnByMGDECeXl5OHnyJEJCQqCvr48NGzaUVrYrnI+5r/A0TX6BeS7LQFzK1s+cIkK+buLqT9T6ENVRoQAhFUTXrl0BFDx4/u9//0N0dDTy8vJUXp8xxo+kz70gtG/fHpaWlkhJScGxY8dk1uEG9gOAOnXqyN0ut/zp06fIycmR2eeYMWPAGOMHSCzK33//DQAQi8Vo0qQJpk+fjmPHjuH06dNYv3492rVrB19fX4UP7JKysrLw4MEDTJkyBbt27YKtra3MSNhcLaCi/EmGFa4xLAnuBYL7LmxsbODs7Iy8vDy+Fl2Z1atXY/z48RAKhdi6datKtdPyNGzYEFZWVgAKXm7WrVuHf//9t1jbUhWXdy8vL2hqakJPTw99+vSRCitL3LV08eJFeHl54cKFC8jOzi729m7evImPHz9CIBAoLDwrDu5leunSpfzAhaoozrVeljp16oT27dsjOTkZq1evVmkd7iW1bdu2ZZk0hRITE/Ho0SMABQWGnCdPnuDy5cvQ0NDAwIEDAfx3jE+dOoXXr19//sTK0axZMxgYGCA7OxvR0dH88oyMDMTGxqJly5YQiUT8+Vq4sJVrYSCvUIC7Rj08PGBmZgag6IKR+fPnw9raGtHR0Zg3bx7Gjh0LoKCFDXf/USQrKwtpaWlSH6CgMK6ifxLSzoNB8e/0qw/h5Z5G+tCnon1IxUSzDxBSyoYPH16sEbKnTZuGkydP4u+//0ZAQAACAgKgq6uLZs2aoW3btvjuu+/kjsbOuXjxIp49ewYDAwP06NEDQMH0agMHDsSSJUsQFBSEb7/9Vmqd1NRUfqotExMTudvllufn5yMtLQ2mpqZ82JYtW3Dp0iVMnz4dDRo0UCmfXC358uXLoa2tjaCgIPTp0wdZWVnYsmULZsyYgfXr16N+/foKp7rq06ePVFNeLS0tTJo0CTNnzpTpvsDNhqAof5Jhqs6cUJSnT58iIiKCP/4cb29vREZGIigoCFOmTFG4/suXLzFhwgQIBAJs374dPj4+xU6LUCjEli1b0Lt3byQmJsLPzw9+fn6oUaMGWrZsiY4dO2LgwIH8w39Jffjwga9Vl2w54u3tjZCQEOzevRvLly+HlpZWqexPnmHDhuHgwYM4fvw4QkNDERoaCpFIhCZNmsDFxQV9+vRReVo+APy0nMbGxkV2j1FHhw4d4OrqigsXLmDVqlX49ddfVVqvONd6WZs7dy7c3d2xbNky+Pn5SbVQKSw1NZVvUaBs+s2y8ubNG3z//ffIysqCiYmJ1Iwg3Euvu7s7LCwsABQUGjg5OSE6Ohq7du3iZ0EpDXPnzuULh9ShoaGBNm3a4NSpU7h06RL/cn/lyhXk5eXxhS2tW7eGhoaGVDeDzMxMvnBWXqFAcHAwAOnrd/DgwfD398fJkyeRlJSEqlWrSq2jr6+PgIAAdOvWjZ9m0dnZWaXuTgsWLJB7DE6dOlWsGS0+K9PbQA3Fwbm52Th+/PjnSw8hFVzhLp6k4qBCAUJKmaKpqDi3b9/ma0IkGRgYICIiAuvXr8fmzZtx7949fPz4EZGRkYiMjMSiRYvQu3dvBAYGyp2CinuY7du3L3R0dPjlgwcPxpIlS/gptiRf6iWbnYpEIrnpFYvF/N+S86onJSVh2rRpsLKywm+//aYwv4V9+PABQEEtUEBAAP/Cq6+vj6lTpyIxMRErVqzA/PnzMW7cOGhqyt6mGjZsiLdv3+Ljx4948uQJUlNTcfDgQb4PsCQuj4ryJ5lHRfPGqys4OBiMMb72luPl5YWJEyfi5s2buH37Nho3bix3fa6VBGOsVGr1O3XqhJs3b2LRokXYt28fUlJSkJCQgEOHDuHQoUOYPn06FixYgPHjx5d4XwcPHkRGRgasra2lpijz8PBA1apV+Wn05E0DV1o0NTVx5MgRBAYGIiAgAH///Teys7Nx/fp1XL9+HatWrYKLiwt27dol9f0owtXiK2vmrq2tLdNs39XVFeHh4Uq3PXfuXLi5uWH58uUYP368SoUOxbnWy5qbmxvc3NwQHh6OlStXYtasWQrjSraKUHRMu3btirCwMJnlqrQgKmz+/Pn8VKXclITZ2dnQ0tLCpk2bpMZSkfdCDBQc2+joaAQFBZVqoYClpaXSmvS4uDi8efNGbli7du34QgEO9zdXKKCvrw9HR0dcvXoVOTk50NLSwrVr15CVlQUDAwOZcTciIiIQHx8PXV1dvnUPADRo0ABNmzZFbGwsdu/eLfde0bVrV/j4+CA4OBgikQibN28ucqwIAJgxY4bU1JxpaWmwtLSEh4eH0sKliiAjpyEuJp5QGG6h74Lmnp6fMUWEVGzynn9JBVFOAxwS8tUp7VGnX758yQ4cOMAmTZrEj9INgLm7u8vE/fTpEzMyMmIA2MmTJ2XCuZHvC49c/+bNG367iqaj++eff/g4b9/+N9XS4MGDGQB28OBBqfjx8fFKZx/g0mJiYsJycnJkwp8/f87v79q1a3K3ISk/P5/t3LmTValShQGQmQaOGzl7wIABCrfh5eXFADA/P78i98dR9j3Wr1+fAWABAQEyYd27d2cA2M8//ywTJjny/vz58/njsHbtWpXTVZS8vDwWExPDNm7cyL777jt+SjgAbPv27UrXVeUc56Y/lDcquq+vLwPA+vfvr3D90ph9oLC3b9+yY8eOsV9++YU//wAwe3t7mWnUuDDJ2QcOHTrEn7OKdOjQgbm4uDAXFxdWr149uaP8S84+UHhdAGzOnDmMMeWzDxT3WmesbGYfkJxN4+LFiwz/P43f+/fvGWPyZx9ISUnht1t4ilHOlClT+OPJzbKg7iMLd75KfkQiEbOysmI+Pj4sJiZGKj43laVYLGYpKSlSYYmJifz0i3fv3i1yn2U9+wBjBTNcAGCGhob87A3u7u5MKBRKpX/8+PEMAIuKimKM/TfjSpcuXWS2OXr0aAaADRw4UCZsyZIlDABzcnJSmN7SuH6/tNkHohOn/v+sA9KfI0+c2LvMO+WdPEIqlC/t+q5MaEwBQiqoGjVqoG/fvli+fDkePnzINzc/f/48IiMjpeIeOXIEqampqFatGjp16iSzLUWjvxsZGfE1OYqaznPLhUIhX2tz4cIFhISEoHv37lK1SargmurXrVtXbisAS0tL6OvrAyhohl8UgUCAQYMGYePGjQAg0wRbla4BqnQxUNW1a9fw4MEDaGlp8TM3SOK+i507d/JdN+SZMWMGZsyYAQAYP348AgMDS5w2oOB7bNq0KUaNGoXQ0FDcu3ePb7Hwxx9/lGjbr169wtmzZwHI1rQC/+X96NGjSE1NLdG+1GFqaoru3bvD398ft2/fxooVKwAA9+/fx759+4pcv2bNmgAKapkVpfvs2bOIiIhARESEWi1nAOD3338HAKxYsQIpKSlK4xb3Wv8c2rVrh06dOiElJYU/xvIYGRkVeY0vXbqUP57cDCnFtW3bNrCCKZiRlZWFZ8+eISgoSKaWnDtm3bt3l2mxYW5ujo4dO0rFK2+tWrWCSCRCWloabt26hdzcXFy9ehUODg5S6edaDXCtCLjxBdq3by+1vaysLH4ASHnX76BBgyAUChEdHY0HDx6USZ6+RM2q/QEbg/4QCv5rVaevVRutzFfBRNyoHFNGCCGqo0IBQr4AmpqaWLx4Md/HtfCo6txo2W/evIGmpiYEAoHU55dffgFQMBK/5GB6IpGIb7rKTeNWGLfcxsaG7wceExMDoODh0sLCQurj5OQEAMjLy+OX7dmzh99e/fr1AUh3SyiMa+qvzkCL3bt3BwA8fvxY6sWNm3ZMUf4kw7i4JcF9Fzk5OTA1NZX5LriH7ZcvX+LcuXNKtzV//nyMHz8ejDGMHDlSpRdYdVlZWWHhwoUAgEePHpVoXIWQkBD+O2vSpIlM3rnuBJmZmUqnuCxLAoEAEydO5M9TVWYocHR0hK6uLhhjxZ4dQxkXFxd07twZqampWLZsmdK4xb3WPxeub/jKlSuVnkutW7cGIH9KvfKQnZ3N36cOHDggc1wFAgFOnToFoOA8Z8XoxlDatLW1+XFmLl26hL///hsfP36UGbyRG2zw0qVLyM/Px+XLlwHIjidw9OhRvlCqV69eMvmvVasWX5BZUQpGKgINgQiOVWeii1UYnKtvgmvNXehoeRDVdNuUd9IIIURlVChAyBdCKBTC2toaAKRGUk9KSuL73larVg3m5uZyP1zfY67PLKdVq1YAINP6gMMt5+JJSk1NxevXr6U+b9++5cO5ZZJ99du0KXhQio+XP39zamoq3r17B+C/GlpV5Obm8n9LFiZw6X706JHckcMTExPx+PFjhXlUR05ODv9iYWpqqvC74GpJVXmwXrVqFYYPH468vDx4e3uXyaBVkjMzlGSUfi4/xsbGCvPO1WCW90sFl2dV8qulpcW3iCmr6dW41gKrVq3iz//CSnqtfw7Ozs7o0qUL0tLSlBZweHl5ASg4D7hxRsrTX3/9hXfv3kFTU1PhcTU3N4eGhgZevHhR5FgRnwtX28+1qgBkZ3SoWbMmbGxsEBkZiVu3biE1NRVisRgtW7aUisddkwYGBgrzX6VKFQD/jZtC/iPSMEZVHScYi1UbdJcQQioSKhQgpIJQNJgUJyUlBf/88w8A6RrtXbt2ITc3FzY2NkhMTFT4WblyJQDZF4V+/foBKJg3vPC0aOnp6XyN7nfffccvnzhxIt8ct/CHe9nX0NDglw0bNoxft3fv3hCLxUhISMDp06dl8rlt2zYABQ+mXG2uKg4dOgSgoPsB9+AKAPb29vzMCFu3ys4ZzS1r3Lgx6tWrp/L+5Dlx4gTevn0LPT09PH36VOF3sX//fgAFNZJFjcQrEAiwefNmeHl5IScnB99++y3Onz+vcpo+fPhQ5D64mkNjY2OZUcVVdevWLdy6dQsCgQA3btxQmHeuZv7SpUt49uxZsfZVlKKupZycHH4aN1Vbh0yfPh1aWlr466+/sGXLlhKnsbDWrVujW7duSE9Px9KlS+XGKem1/rlwBRyrV69GcnKy3DhDhgyBjY0NXr9+jXHjxintSvM5SE4hquzYShZmVARcbf+lS5cUFgoABa0FkpOT+W5WLVu2lGqtlZycjBMnCgbMO3LkiML8x8fHQ1tbG8+ePaswrTwIIYSUHBUKEFJBeHp6YvDgwTh37pzMPK6xsbHo3bs30tPTUb16dXTp0oUP4x5OfXx8IBAIFG7fy8sLYrEYT548kWoV8O2338Le3h7JyckYPnw4/wL54cMHDB8+HMnJyXBwcFB77ABFzMzM4OfnBwDw8/Pja+mBgpdT7oViwoQJ0NbW5sO2b9+OTZs2yTRJzsrKwsaNG/mpr+SNis2NM+Dv7y/VZP/cuXOYP3++VJySkBwVnmsNIE/Hjh1RvXp1ZGRk8NP3KSMUChEcHIwePXogMzMTvXr1QlRUlEppiouLQ506dfDHH39IHWugoHVFUFAQP/L3kCFDVBotXB4u7y4uLqhdu7bCePXq1YOTkxMYY2X20jpmzBj07NkTR48elZlR4vHjxxgwYACePHkCXV1d/iWvKI0bN8by5csBAKNGjYKvr6/cLim3b9/mC33UxTW937lzp9zwkl7rn0vLli3h6emJ9PR0HD16VG4csViMPXv2QEdHBzt27ECXLl0QFRUlU/ucmJiIgICAMk3v+/fv8ddffwEAvv/+e6VxudlS9u3bV2qzlZSEi4sLhEIhXr16hZMnT8LKykrujBpcFwKu0LVw14Hdu3cjJycHVlZWcHV1Vbg/Q0NDfuaQilIwQgghpBR8/rENCfk6lXTU6aZNm/IjZGtrazMHBwfWokULVqNGDX65sbExu3TpEr/OvXv3+LD79+8Xmca+ffsyAGzMmDFSy2/fvs1MTEwYAGZkZMS++eYbfoTzKlWqKB1tu7CiZh9gjLHMzEzm7u7Ox2vatClr0KABn5du3bqx7OxsqXW4kdMFAgGrU6cOa9myJatfvz7T0dHh1xsxYgQ/Cndho0aN4uM1aNBAan9jx45VOX+cwt/j+/fvmVgsZgBYWFhYketPmjRJZgTwokbu/vTpEz9SvYmJCYuNjS1yP7GxsVKjr1erVo198803zMHBgRkYGPDL3dzcWHp6utJtKTrH8/Ly+PP0zz//LDJNq1atYgBY/fr1ZcJKY/TyPn368PnS0tJiDRo0YC1btmRWVlZMKBTy11hoaKjMutx6krMPSNq6dSvT19fn49WqVYu1aNGCNW7cmJmZmfHLa9Sowfbt2ye1rqLZByT16NFD6vvilMa1zl1DmpqazNTUVOFn5syZUumV96ggb/YBSdevX5fKh6JR9q9du8ZsbGz4eCYmJqxp06asefPmrEaNGvz3paOjw3777bci8y1J1Xvyhg0bGABWs2ZNhfcPTk5ODqtWrRqDnJlO1Nlnacw+wHF0dOSPn7e3t9w4t27dkvo+Cs9c0apVKwaAzZgxQ2l6GGPs8OHD/G/Fp0+fpMIq4+wDhBDV0fVdcVFLAUIqiFOnTiEoKAje3t6oV68eEhMTERsbi48fP6JVq1aYNWsWHjx4INU0lKupcXJy4gfwU4ar5dq7d69UX2oHBwfcvHkTI0eOhL6+Pm7fvg19fX2MGjUKN2/eRMOGDUs1r2KxGKdOncLy5cvRuHFjxMXF4fnz52jZsiXWr1+PI0eO8IMacry9vTFnzhy0b98eOTk5uHnzJp4/f47q1avD29sbZ8+eVTov9saNG7F9+3a0bt0aL168wIsXL9C6dWvs2LGjWP3EuXELuEERQ0NDkZWVBQsLC36UcmW47+LMmTNITExUaZ/a2to4cuQI2rRpg/fv38PDwwP3799Xuo6joyNiY2OxYMECdOrUCYaGhrh//z4ePnzI1/qFhITg7NmzSls3KHP27FkkJCRAJBLJnXGhsIEDB0JTUxMPHjzgm/GXpu3bt2Pfvn0YMWIEHBwc8O7dO9y4cQMpKSlo0qQJpkyZgrt370p1iVHV8OHDER8fD39/f7Rv3x7Z2dm4efMmnj59iipVqsDb2xu7d+/GkydP8O2336q9fa61QGGlda0DBS1EkpOTFX4yMjLUTndh33zzDXr16lVkPCcnJzx48ABbtmxBr169oKenh/v37+Off/6BhoYGPD09sWrVKjx//pxvRVTauGPr7e1dZEsZTU1NDBgwQGq98iZZ6y+v6wAANGrUCMbGxgAKunZxg34CBa2Jrl69CuC/80aZbt26wdTUFKmpqQpbghBCCPmyCBijkWIIIURdTZo0we3bt7Fu3Tq+6wIhhJCSSUtLg5GREVJTU/lpcAkhXwe6visuailACCFqyszM5Kd74wYxJIQQQggh5EtEhQKEEKIGxhh++eUXZGZmokqVKvwAXoQQQgghhHyJNMs7AYQQ8iXIyMhA586dERcXx0+ztnDhQn5MAUIIIYQQQr5E1FKAEEJUkJubi6ioKGRnZ6Nt27bYt28fRo0aVd7JIoQQQgghpESopQAhhKjA2NhYZg51QgghhBBCvnTUUoAQQgghhBBCCKmkqFCAEEIIIYQQQgippKhQgBBCCCGEEEIIqaSoUIAQQgghhBBCCKmkqFCAEEIIIYQQQgippKhQgBBCCCGEEEIIqaSoUIAQQgghhBBCCKmkqFCAEEIIIYQQQgippKhQgBBCCCGEEEIIqaSoUIAQQgghhBBCCKmkqFCAEEIIIYQQQgippKhQgBBCCCGEEEIIqaSoUIAQQgghhBBCCKmkqFCAEEIIIYQQQgippKhQgBBCCCGEEEIIqaSoUIAQQgghhBBCCKmkqFCAEEIIIYQQQgippKhQgBBCCCGEEEIIqaSoUIAQQgghhBBCCKmkqFCAEEIIIYQQQgippKhQgBBCCCGEEEIIqaSoUIAQQgghhBBCCKmkqFCAEEIIIYQQQgippL74QgEbGxsIBAIEBgYqjefm5gaBQIA5c+bIDQ8LC0O/fv1Qs2ZNiEQiGBsbo379+ujZsyeWLVuGx48fF5mWnj17QiAQQCAQ4OHDhyql/+XLlxg9ejQsLS0hFothZWWFMWPG4OXLlyqtDwBJSUmoUqUKBAIBNDU1i4yfkJCAKVOmwN7eHnp6ejAyMoKDgwPGjRuHZ8+eScUNDAzk81TUR5Hg4GA4OzvDyMgIhoaGcHZ2RkhIiMr5k1TU91jYnDlzVEq7m5tbsfYzbNgwCAQCDBs2TGo5d9xsbGwUrrt9+3ZoaGhAIBBg8eLFUmH5+fkIDg5Gz549UbNmTYjFYlStWhXOzs5YuHAh0tLSVMp/UlIS/vjjD7i4uMDc3BwikQgmJiZo1aoVZsyYwZ+nx48fh0AggIGBAZ4/f650m+PHj4dAIECbNm1UPjfkHeunT5+qvM7Tp0+VpkmdbUl+uO8tPDxcJkwoFMLQ0BDNmzfHrFmzkJKSotIxb9y4MQQCAXR0dIr8nrjzRyAQYOLEiQrjzZs3T+55xomKioKPjw9sbGygra0NAwMD2NrawsPDA/7+/rh165bMOqoeo/DwcLnrCYVCxMTEKEyzra2t3PXlXZPa2tqwsLBA8+bNMXr0aBw6dAh5eXkKty3pzZs3mDVrFlq0aIEqVapAW1sblpaW6N+/Pw4fPix3ndI6b4s6LxUdw+Lel7j1Ci9XRPK8Loo6v1/qpkOZwtfu0aNHlcbv27evwuMDKD7mkpKTk7Fw4UK4u7ujevXqEIlEMDQ0hL29PXx8fLB3715kZmbKrPe57hOqnh+KrlVFv0uSsrOzsWHDBnTq1AkWFhYQiUQwNzdHhw4dsG7dOmRlZSlct7TuW4QQQiqOot8gKwE/Pz+sW7cOAKCnpwc7Ozvo6uri2bNnOHbsGI4dO4ZXr15h6dKlCreRlJSEkydP8v8PDg7G77//rnS///zzD9q1a4d3797xL+aPHz/Gxo0bsX//fkRERMDe3r7I9E+aNAnv379XKa9hYWHw8vJCWloa9PX1Ub9+fWRnZ+P58+fYsGEDPD09YW1tzcc3NzeHi4uLwu3dv38fycnJaNOmjdzwsWPH4s8//wQA2NvbQyAQ4MqVK/xn7dq1KqW7pAwNDdG4cWOF4crCysLWrVsxatQo5OfnY9myZZg8eTIf9vLlS/Tu3Rt///03AKBGjRpwdHTE27dv+eO2YsUK7N27F66urgr3ERgYiPHjxyMjIwNAQQGatbU1UlNTcePGDVy7dg1LliyBv78/pk2bBm9vb+zcuRNjxozBiRMn5G4zKioK69evh0gkwubNmzFmzBiZOKmpqbhz5w4AyD135B3rFi1aQCwWK8yLtra2wjAuXN6+3rx5g7i4OIjFYrRo0UImvF69ejLLuO0wxvDvv/8iNjYWMTExCAoKQmRkJGrUqKEwHbGxsXzeMzMzsW/fPvzwww9K0875888/MXXqVKXbl2fRokWYMWMGGGPQ1taGjY0NDA0N8fLlS5w+fRqnT59GTEwM9u3bJ3d9BwcHGBkZKdy+ojDGGGbPno0jR46olV6O5DWZn5+PlJQU3Lt3DzExMdi0aRNsbGwQGBio9Bzfu3cvRo4cifT0dGhoaKBevXrQ1dXFkydPsG/fPuzbtw+dO3dGaGioVD7knSvFOW9LqqLcl4rz+1VWgoKC0LNnT7lh79+/x/Hjx0u0/R07dsDPzw/p6ekAgFq1asHR0RGZmZl4/vw5QkJCEBISglq1auHw4cNo3ry53O2U5X3CyspK7jl4+/ZtpKWlwdLSElZWVjLhyq5jSXfv3kXv3r35yg4bGxs0bdoUCQkJOH/+PM6fP4/ly5fjyJEjaNSokdJtFfe+RQghpIJhXzhra2sGgG3btk1pPFdXVwaAzZ49W2r5zp07GQAmFArZqlWrWGZmplT43bt32cyZM9miRYuUbn/16tUMADM2NmYAWO3atVl+fr7C+Lm5uaxhw4YMAPv222/Zhw8fGGOMZWRksH79+jEArEmTJiwvL0/pfk+fPs0AsF69ejEATENDQ2Hc2NhYpq2tzUQiEVu3bh3Lysriw/Ly8tjly5dZfHy80v1Jys/PZ5aWlgwAW79+vUz4rl27GACmp6fHzp49yy8/c+YM09PTYwBYaGioyvtjTPH3qMjs2bMZAObq6lom+xk6dCgDwIYOHSq1fNu2bQwAs7a2llln06ZNTCAQMABs1apVUmHJycnMxsaGAWCOjo7s8uXLUuH37t1jnTp1YgCYtra2TDhn3bp1DAATCATMz8+PvXjxQir8/fv3bMOGDaxmzZqsd+/ejDHGkpKSmJmZGQPAduzYIbPNrKws1qhRIwaAzZkzR+ExOX/+PAPAirq9xMfH8/HUOe/Uoex7kKQszVevXmXVq1dnAJi3t7fS7UyePFnqPuDm5qY0Pnf+aGhoMADM19dXbrw//vhD7nl2+fJlPt0zZsxgqampUuHx8fFs4cKFbPLkyTLb5NY7f/680jQqWo9Lc3R0tNx4devWlbt9ZddkVlYWO3XqFGvbti1/Xz5+/Ljc7YeGhjKhUMgftzdv3vBhOTk5bM+ePaxatWoMAHNycpK638lTFuetomNc3PuSuuupmid1f7+Km355uOOpoaHB6taty7S1tVlKSorcuBs2bGAAWP369RXuX9l5vX79ev6+6Ovry548eSIVnpubyyIiIpiXlxcTCoVs165dUuHldZ/glPR3iTHGHj16xExMTBgA5u7uzu7cuSOTj+bNmzMAzMTEhD169Ejh9ot73ypKamoqAyBzPyOEfPno+q64Kn2hQJcuXRgANnLkyBKlw8nJiQFg69at439wL126pDD+3r17GQBmamrK0tLSpMLS0tKYqakpA8AOHDigcBufPn1itra2zMLCgsXGxhZZKNCqVSuVjpWqzp07xwAwkUjEkpOTZcK5F8j58+fLhPn7+/MFH+r40gsFAgICmEAgYAKBgK1bt05mewMHDmQAmIODg8IH4+zsbNa5c2f+4b1wQdadO3eYSCRSWFgjKSUlhQUEBPD/Dw4O5s/L169fS8XljmWjRo2UvmB9bYUCjDG2efNmBoDp6+uz3NxcuXFyc3P5l4Lg4GCmoaHBBAIBe/bsmcL9cuePt7c3EwqFTCwWyxTgMKb44XrMmDEMAOvUqZPS/MlT0kIBHx8fBoB5enrKjVecQgFObm4u+/777/kXp/fv30uFv3r1in+h+u233xRu586dO0xfX58vNFGmMhcKqPv7VVaFAtx2N2/eLDeui4sLEwgE7Pfff1e7UEDyvqho+5LCw8NZeHi41LLyuk9wSqNQoHXr1gwA69ixo8L7eFpaGmvSpAkDwNq0aaNw+8W9bxWlor805GZFs6zU31lWygyW8yGU5ednFr0SIYQxVvGv78rsix9ToKSePHkCAGjatGmxt/HgwQNER0dDJBLB29sb3333HYCCZpCKHDhwAADg5eUFAwMDqTADAwP0798fABAaGqpwG/PmzcOjR4+wbNmyIpsNRkVF4erVq7Czs8PQoUNVyldRuPx5enqiSpUqUmEPHjzA3bt3AUBu82lu2a1bt1Qef+FLt2HDBvzvf//j/x43bpxUeFxcHPbs2QOgoEmmou9US0sLmzdvhpaWFuLj4xEcHCwVvmjRImRnZ8PDw4PfnyJGRkZSXQAGDx6Mbt26ITk5GT/++CO//J9//sGCBQsgFAqxefNmiEQi1TP+FXBycgIAZGRk4O3bt3LjnDlzBq9evYKFhQUGDhyIDh06gDGm0vgZDRo0wMCBA5GVlQV/f3+V01Ua96/i+umnn2BgYIDjx4/j6tWrpbptDQ0N/Pnnn7CwsEBKSgoCAgKkwteuXYuUlBQ0aNAAs2bNUridRo0a4ZdffgEArFmzBqmpqaWazq9BcX6/yoqPj4/CfcfHxyMyMhIuLi6oXbu22ttesGABsrOz0aNHD4wYMaLI+K6urkq7rshT1veJkjpz5gyioqKgpaWFLVu2KLyPGxgY8NfclStXcPbsWbnxinvf+lIxlo2sd2ORndwfeR+2Iu/jLuSk/ozMN27Iz6kczzGEkK9XpS8UMDQ0BABcu3at2NvYsWMHAKBbt24wNjbG4MGDART0d1U0WE9UVBQA+X1XJZcreti+d+8elixZAnd3d3h7exeZRm7wpu7duyM1NRWLFi1Cz5494eHhAV9fX0RERBS5DUmZmZnYv38/AOD777+XCefyZ2trC3Nzc5lwCwsL1K1bF4DiPH5N1q5dyxcCbNq0SW5f/NDQUDDG4OjoCGdnZ6Xbs7KygqenJ4CC84yTm5vLFzj5+voWK60BAQHQ19fHnj17cOTIEeTn52PUqFHIzs6Gn58fWrduXaztfsk+fvzI/62rqys3DncfGDBgADQ0NPj7gKovV7NmzYKGhga2bt0qM+CnIqVx/youU1NTvuBI2Yt5ceno6PAFmH/99ZdUGHfOjx49usjBVUeNGgVNTU1kZGSUuD/616g4v19lxdbWFq1bt8bFixdlBjzlCj/l/d4UJScnBwcPHgSAIgtKS+Jz3CdKgrtuCo8dJE+bNm3g6OgotZ48xblvfaly01chPytMNiA/EdnvR4Ix1QZHJYSQiqjSFwp07doVQMEP8v/+9z9ER0erPOo1AKkSfu7HvX379rC0tERKSgqOHTsmsw43sB8A1KlTR+52ueVPnz5FTk6OzD7HjBkDxhg/QGJRuEHrxGIxmjRpgunTp+PYsWM4ffo01q9fj3bt2sHX1xeMMZW2d/jwYaSlpcHExATdu3eXCY+Li1OaP8kwLu7XavXq1Rg/fjyEQiG2bt2qsJbq8uXLAKBy7VT79u0BFNTkcGJjY/HhwwcIBAI+XF1WVlaYP38+AGDcuHFYsGABLl++DGtr60pRGyQPN/BinTp1ZFr2AAU1g4cOHQLw332gX79+0NHRwb179/jrT5n69evD29sb2dnZKh9n7v518eJFeHl54cKFC8jOzlZp3dIwZcoUGBkZ4dSpU/z5W5ratm0LALh+/Tq/7O3bt/w9Q5VrxczMDA0aNAAgfa2Q4v1+lbXvv/9ebs15cHAwxGIx34pOHTdv3sTHjx8hEAiUDpxbUp/jPlESpfEbU1hx7ltfIsaykPtxp+LwvBfIz5LfooIQQr4EX02hwPDhw5VO1XPhwgW5602bNg3ffPMNGGMICAhAy5YtYWhoiLZt22L69OlSD6PyXLx4Ec+ePYOBgQF69OgBoGBKpIEDBwKQX/qfmpqK/Px8AICJiYnc7XLL8/PzZaYr2rJlCy5duoQpU6bwD7tFefXqFQBg+fLlSElJQVBQENLT0/H27VssWrQIQqEQ69evx5o1a1TaHpcvLy8vuaPGc7MhKMqfZJiqMyeUxIULF5SeHytXriyT/b58+RITJkyAQCDA9u3blU7NxE1DybWgKAoXLz09nT9HuG0YGxvD2Ni42On29fVFmzZt8PLlS/z6668A/mtBUBZq166t8Lspj6bxAPhRxZcvX45FixYBAGbMmCE37v79+/Hx40fY2tryTYgl7wnqthYIDAxEfHx8kfGHDRvGtxgJDQ2Fm5sbDAwM4OTkhIkTJyqdlo3j7u6u8NgXdQ6ZmJjwU5KVRWsBS0tLAAUtkwqf44D618q///5bqulTdt6qMg1ged2XOMX5/SprAwYMgJaWltS+r169iocPH6J79+5Kf1MUkbwvqjpCv6rK4z5RXMX9jSnqulH3vlVYVlYW0tLSpD5AQQuPCvPJegawFKX5yMm8Vf7ppA99voAPqZi+mikJ7ezsUK1aNYXh3FQ+hRkYGCAiIgLr16/H5s2bce/ePXz8+BGRkZGIjIzEokWL0Lt3bwQGBsp9QOZ+xPv27QsdHR1++eDBg7FkyRIcP34cycnJMDU15cMk5z9W1KdP8kX706dP/N9JSUmYNm0arKys8NtvvynMb2EfPnwAUPAjGxAQwPfd1NfXx9SpU5GYmIgVK1Zg/vz5GDdunNImuUlJSQgLK2hCp6gpJ5dHZX3PuTxK5q+sFDX1V82aNctkv1zLC+7BURluiiw9PT2Vti0ZLz09HYaGhmpvQxFu7IBmzZohOzsbPj4+fK10WVA2JaGdnV2Z7VceeS9zVatWxaxZszBy5Ei563D3gcJdeQYPHozQ0FDs2rULS5cuLbKpu62tLb7//nsEBgbijz/+wNatW5XG19TUxJEjRxAYGIiAgAD8/fffyM7OxvXr13H9+nWsWrUKLi4u2LVrF/+CXZiyKQnl1XYWNmnSJKxatQpnz57FxYsXi91CRR5l53jhcFW2I7luaShqKs3IyEil65fXfYlTnN+vsmZqaopu3brhyJEjuHHjBpo3b16irgOAavdWbW1tme4Srq6uCgvWyvM+UVzF/Y0p6rpR975V2IIFCzB37lyZ5adOnVLYDeNzE2mmw7WZAAUTB8l3/8G/eJZIXZQIUUaymxWpWL6aQoFffvlFaS2sm5ubwtYC2tramDx5MiZPnoyEhARcvXoVly5dwqFDhxAfH4/Dhw+jX79+OHfunNR63PzCgOyPvKOjIxo1aoS7d+9iz549UoPKSc65rqipr+TDieTD2qRJk/Du3Tts2bJFrR9Lbp8mJiYYMmSITPikSZOwYsUKvH79GjExMXwthjy7d+9Gbm4u6tSpo7ApJrc/ZU2ZuTxK5q+sNGvWTKVa09JWq1YtjBkzBr/88gtmzJgBAwMDhX39uRcwrgCnKJLxuHXV3YYyDRs2RPXq1fHs2TN07NixxNtTJjQ0FDY2NmW6D1Vx53R2djYePXqE9+/fw8jICO3atZMb/+XLlzh//jwA2ftAt27dYGJigjdv3uDUqVN8rb4ys2bNQnBwMIKCgjBz5swia/U0NDQwYsQIjBgxAsnJyYiKisLly5dx+PBh3L17F5GRkfDw8EBsbKzcF9g1a9bAzc2tyHQpYmRkhMmTJ2PWrFmYPXs2fyxKQ0ZGBv83N36CZEHFhw8f+OXKcNeDKoUc6ijqvC2qtUB53ZeA4v9+fQ4+Pj44cuQIgoKC0KRJE+zZswdVqlRR6fqRR5X7oouLC/+blJSUVOQAuOV9nygOAwMDpKSkqP0bo8p1o+59S9KMGTMwefJk/v9paWmwtLSEh4eHStf355KXegIsR1E3KU00dPwJjZrLjqFECPmPvApaUjF8Nd0HSkuNGjXQt29fLF++HA8fPsSUKVMAAOfPn5ep9Tly5AhSU1NRrVo1dOrUSWZbigYQMjIyglBYcOgVNZ3nlguFQv5H8cKFCwgJCUH37t3Rp08ftfLFNbmsW7eu3FoIS0tLvmn406dPlW6Ly4+yWhtVugao0sWgvGhoaABAkeNL5ObmSsWXZ8aMGXxz0vHjxyMwMFBuPK5W8PHjxyqlkYtnYGDAnyPcNlJSUpCSkqLSdoi0iIgIRERE4Nq1a0hMTMTs2bPx6NEjdO3aVe6I4iEhIcjPz0fz5s1Rv359qTCRSMT3gVa1aXDt2rUxbNgw5Obm4vfff1cr7aampujevTv8/f1x+/ZtrFixAgBw//59/gWwLEycOBFVqlRBeHh4qRYKcGOv6Ojo8C8mkrXn6l4rZV3z/iUp7u/X59CzZ08YGRlh165dOHbsGJKSkuDl5VXsWU8k74uKZqA4e/Ysf+2r0gqvvO8TxVHc3xhVrpuS3LfEYjEMDQ2lPkDBTDsV6SMy+gUQyO9Cp6nvC5F2rXJPI33o8yV8SMVEhQJKaGpqYvHixbCwsAAgO8I3N4rwmzdvoKmpKdMflJsKKyoqSmowPZFIBCsrKwD/TSlWGLfcxsaGv4BiYmIAFDyMWFhYSH24mv28vDx+GTe9HQD+IURZU1fugUvZi/DDhw8RHR0N4L/po+Thmnwryp9k2OduHq4Krjl1US/WXHhR/VTnz5+P8ePHgzGGkSNHyn1B42YcUNSipbCLFy8CgNRsAI6OjtDV1QVjjA8nxScSiTBnzhz07t0biYmJmD59ukwc7iH+xo0bcvuFb9y4EcB/g3Oq4tdff4WWlhZCQkKKPWWnQCDAxIkT+XtDWc5QYGBgwBegzp49u9S2y82KItlyyczMjL9nqHKtvH37Fvfu3QNQMKI6KVDc36/PQVtbG/3798fr168xYcIEAMXvOgBI3xfVnWlHFeV1n1BXcX9jVL1uSuO+VZEJtRpBbBoKoXZXcA1tBZr20DJaCi2DieWaNkIIKSkqFCiCUCjkp+6RbAov2a++WrVqMDc3l/vhmsYXnku+VatWABT3OeWWc/Ekpaam4vXr11IfyZoJbplkX33uR13RIECpqal49+4dAOW1AtyDTZs2bWBra6swHpfuR48e4fXr1zLhiYmJfC2EvDyWt3r16gEA7ty5ozTe7du3AUCm5keeVatWYfjw4cjLy4O3t7fM9GjfffcdBAIBbt68WeQo6c+fP+fXHzBgAL9cS0sL/fr1AwCsX7++yDQR1SxYsABCoRCBgYF49OgRvzwmJgZ37tyBQCBQeA8wNzeHSCTCp0+f+Gk8i2JtbY0ffvgBeXl5ate6FcbN8lHWsxL8+OOPMDMzw6VLl3DmzJkSb+/jx4/8i2vhGU64WtVNmzbxrXUU2bx5M3Jzc6Gvr19mzbK/NCX9/focuELn58+fo06dOkVO06qMlpYW37puw4YNpZE8uT73fUJd3HVz/PjxIqcPjIqKws2bNwFI/8YoU5r3rYpKqGUPsckGaFv8A23zu9CuegKaut+Wd7IIIaTEKn2hwJs3b5SGp6Sk4J9//gEgXaO9a9cu5ObmwsbGBomJiQo/3OjRhR+quBe3vXv3ygzik56ejtDQUAAFL4qciRMngjEm98O97GtoaPDLJMdY6N27N8RiMRISEnD69GmZfG7btg0A+JHL5ZGcJqqoWht7e3t+ZgR5gw5xyxo3bsy/gFckXbp0AVBQU6no4enChQt4/vw5BAKB3Oa3hQkEAmzevBleXl7IycnBt99+K9XUul69evxD2+jRoxXWFuXm5mLUqFHIycmBtbU138yXM23aNGhpaSEsLAwBAQFK05SamsrXUBHFGjRogF69eiEvL48fYRz4r5Csffv2Su8DXC26Ok2DZ86cCZFIhF27dvE13YUVdf/KycnhW/aUdYscfX19/PzzzwBKPhNBXl4exo4di9evX8PExARjxoyRCvfz84ORkRH++ecfpS8fd+/e5adJ8/X1LdGMHF+Tkv5+fQ7t27dHv3790LFjR/68Konp06dDS0sLf/31F7Zs2VIKKZRVHvcJdXTu3BmtWrVCTk4ORowYoXAU8PT0dP6aa9WqlVpjyqhy3/oaCARaEAgrxiCIhBBSGip9oYCnpycGDx6Mc+fOyfxAxsbGonfv3khPT0f16tX5F0Xgvx9tHx8fpYNJcVP2PXnyRKpVwLfffgt7e3skJydj+PDh/GicHz58wPDhw5GcnAwHBwe1xw5QxMzMDH5+fgAKHqgl+xRevnyZf7CeMGGC1ECIkiIjIxEfHw+RSKRSzQE3lZ2/v7/UII3nzp3D/PnzpeJUNO7u7mjdujVyc3PRr18/PHjwQCr82rVr/ICNAwYMUHlQJaFQiODgYPTo0QOZmZno1asXoqKi+PD169fDysoKd+7cQfv27WVaDNy/fx/dunXDqVOnIBaLERISIvN9OTg4YNmyZQCAcePG4ccff5SZ+SA1NRWbN2+Gg4ODTIsFIt+0adMAFDS7/vfff5GXl4ddu3YBKLqQjKv1DA8Px4sXL1Tan6WlJUaOHIn8/HyprkCSxowZg549e+Lo0aMys3g8fvwYAwYMwJMnT6CrqwsvLy+V9lsSvr6+qFatGq5cuVLk2CTy5OTk4PTp03B3d0dQUBA0NDSwa9cume451atXx8aNGyEQCPDHH3/Az88PSUlJfHhubi5CQ0PRoUMHZGRkoHnz5nJHN6+sSvr79TkIBALs378fZ86cwdixY0u8vcaNG2P58uUAgFGjRsHX11du97bbt2+XqKb+c98n1BUUFARjY2OcPXsWXbp0wd27d6XCo6Oj4ebmhlu3bsHY2FjtAgpV7luEEEIqnq9m9oHiysvLw86dO7Fz505oa2vD1tYW2traSEhIQEJCAoCCuY337t3LT89z//59XL9+HYDyfvXcup6enjh48CCCgoL4EYs1NDQQGhqK9u3b8w8+tra2ePToEVJTU1GlShXs2bOHH5CwNPj7++PGjRs4f/486tevj8aNGyMrK4svze/WrZvSGj7u4cDT0xNVqlQpcn/e3t4IDw/Hpk2b0LFjR77lALe/sWPHFvtFZfHixVi7dq3StHbr1o3/f0xMDNq2baswvoGBAU6cOCG1bPfu3fDw8MCNGzdgb28POzs7VKlSBYmJiXzrgdatW6vdHFVLSwuhoaHo3r07zp07B09PT5w/fx6Ojo4wNTVFREQEevfujZiYGDg7O6NmzZqoUaMGkpOT+YdYMzMz7NmzR+HsD+PHj4euri4mTJiANWvWYM2aNahTpw7MzMyQmpqKJ0+eICcnB5qamkqPy+fSv39/peNdLFiwQOGo3p9L69at0a5dO1y6dAlLly5F165dkZiYCG1tbakWPfI0bNgQzZo1Q0xMDEJCQuT2OZbnl19+wdatW6WmMS3s2LFjOHbsGLS0tGBrawsDAwMkJibi33//RX5+PrS1tbF9+3bUqlVL7vrjx49XOibGhAkT+BYsRdHT08PUqVPx008/FTlIp+Q1mZ+fz5+XXF5r166N7du3K/zevby8kJeXh9GjR2PdunUICAhA/fr1oaOjgydPnvADmXbs2BH79u1Ten6Vl+Lcl4CCAlozMzOF640dOxbz5s2TG1Yav1+lkY7y4OfnBz09Pfz4449Yv3491q9fj1q1asHCwgJZWVl49eoV3xWvRo0aGD9+vNr7KI/7hDrs7Oxw8eJF9O7dG+fPn4eDgwNsbGxQtWpVvHr1ii9AtrGxweHDh4vVwkiV+xYhhJCKpdIXCpw6dQphYWE4ceIE7ty5g4SEBKSkpEBfXx+tWrVCly5d+NovDvdy7OTkpFJfch8fHxw8eBB79+7F6tWr+QH9HBwccPPmTfz+++84ceIEbt++japVq8LLywuzZs1S+BBfXGKxGKdOncKaNWuwY8cOfvColi1bYtiwYRg1apTC+ZGzs7P5Lg3qDPi0ceNGtG3bFhs2bOD757du3Rrjxo0r0cBRnz59kqkZlVR4vum0tDSlNV3yXoqsra3x999/Y8OGDThw4ADu37+P+Ph4GBkZwc3NDQMHDsTw4cOLNSK2trY2jhw5gs6dO+PKlSvw8PDAhQsXYG9vD0tLS1y/fh0hISHYvXs3YmJiEBsbCwMDA7Ru3Ro9e/aEr69vkYMbjhgxAj169EBAQADCwsIQFxeH58+fQ19fH82aNUPHjh0xcuRIvs95eeJeUhRJTk7+TClRbtq0abh06RI2bdrEXz/cSOlF8fHxQUxMDIKCglR+2K9ZsyZGjx6N1atXyw3fvn07Tp8+jRMnTuDGjRtISEhAXFwcdHV10aRJE3Ts2BHjxo1T+h0XNW5GUS8yhY0bNw5Lly5FYmKi0niS16RYLIaRkREaNGiAb775Bj169ECPHj2UzuoBAIMGDUKHDh2wZs0aHD9+HPHx8fj48SOqVq0Kd3d3+Pj4oG/fvmql/3Mqzn0JKGgJoeyakJzKsbDS+v0qaTrKy/Dhw9GzZ09s3LgRYWFhuH//Pm7evAltbW1Ur14dHh4e6NWrF/r06VPsgqTPfZ9QV+PGjXHv3j1s3rwZBw4cwO3bt/Hy5UsYGxvDzc0N/fr1w6hRoxS2GixKUfctQgghFY+AMcbKOxGEEEIIIYSkpaXByMgIqamp/PSEhJCvA13fFVelH1OAEEIIIYQQQgiprKhQgBBCCCGEEEIIqaSoUIAQQgghhBBCCKmkqFCAEEIIIYQQQgippKhQgBBCCCGEEEIIqaSoUIAQQgghhBBCCKmkqFCAEEIIIYQQQgippKhQgBBCCCGEEEIIqaSoUIAQQgghhBBCCKmkqFCAEEIIIYQQQgippDTLOwGEEEIIIYQAAGMMAJCWllbOKSGElDbuuuauc1JxUKEAIYQQQgipENLT0wEAlpaW5ZwSQkhZSU9Ph5GRUXkng0gQMCqqIYQQQgghFUB+fj4SEhJgYGAAgUBQZPy0tDRYWlrixYsXMDQ0/AwprBgqa76Bypv3ryHfjDGkp6ejRo0aEAqpF3tFQi0FCCGEEEJIhSAUClGrVi211zM0NPxiX5RKorLmG6i8ef/S800tBComKqIhhBBCCCGEEEIqKSoUIIQQQgghhBBCKikqFCCEEEIIIV8ksViM2bNnQywWl3dSPqvKmm+g8ua9suabfB400CAhhBBCCCGEEFJJUUsBQgghhBBCCCGkkqJCAUIIIYQQQgghpJKiQgFCCCGEEEIIIaSSokIBQgghhBBCCCGkkqJCAUIIIYQQ8kWJjo6Gp6cnTExMoKenh5YtW2Lnzp3lnSyVvXz5EitXroSHhwesrKwgEolgYWGBb7/9FlevXpW7TlpaGiZPngxra2uIxWJYW1tj8uTJSEtLU7ifnTt3omXLltDT04OJiQk8PT1x/fr1sspWsSxevBgCgQACgQBRUVFy43xteT948CA6d+4MU1NT6OjooHbt2hg0aBBevHghFe9ryzepuGj2AUIIIYQQ8sUIDw9Hly5dIBKJMHDgQBgZGeHAgQOIj4+Hv78/fvnll/JOYpGmT5+ORYsWoW7dunB1dUW1atUQFxeHQ4cOgTGGXbt2wcvLi4//4cMHtG3bFrGxsejcuTOaN2+Omzdv4uTJk2jatCkiIiKgp6cntY/58+dj5syZsLKywnfffYeMjAzs3r0bmZmZCAsLg5ub22fOtax79+6hWbNm0NTUxIcPH3DlyhW0bt1aKs7XlHfGGMaOHYuNGzeibt266NKlCwwMDJCQkIALFy4gJCQEbdu2BfB15Zt8ARghhBBCCCFfgJycHFa3bl0mFovZjRs3+OVpaWmsUaNGTFNTkz18+LAcU6ia/fv3s4sXL8osv3jxItPS0mJVqlRhmZmZ/PJZs2YxAGzq1KlS8bnls2bNklr+8OFDpqmpyerVq8dSUlL45Xfu3GG6urqsbt26LCcnp5RzpZ7c3Fzm5OTEWrZsyXx8fBgAduXKFZl4X1PeV61axQAwX19flpubKxMuma6vKd+k4qNCAUIIIYQQ8kUICwtjANjw4cNlwnbv3s0AsBkzZpRDykqPh4cHA8Cio6MZY4zl5+ezGjVqMH19fZaRkSEV99OnT8zExITVrFmT5efn88tnzJjBALDt27fLbH/s2LEMAAsLCyvbjBTB39+fiUQidufOHTZ06FC5hQJfU94/fvzIqlSpwurUqVPky/nXlG/yZaAxBQghhBBCyBchPDwcAODh4SETxi27cOHC50xSqdPS0gIAaGpqAgDi4uKQkJAAFxcXmebi2traaN++PV6+fIlHjx7xy5Udpy5dugAo3+N0584dzJ07F7/++isaNWqkMN7XlPfTp0/j3bt36NOnD/Ly8nDgwAEsXLgQAQEBUukHvq58ky+DZnkngBBCCCGEEFXExcUBAOzs7GTCTExMYGZmxsf5Ej1//hxnzpyBhYUFGjduDEB5niWXx8XFSf2tr68PCwsLpfHLQ25uLoYNG4YGDRpg+vTpSuN+TXnnBvvT1NSEo6MjHjx4wIcJhUJMmjQJS5culUrf15Bv8mWglgKEEEIIIeSLkJqaCgAwMjKSG25oaMjH+dLk5OTg+++/R1ZWFhYvXgwNDQ0AquVZMh73tzrxP6f58+fj5s2b2Lp1K98qQpGvKe9v3rwBACxbtgyGhoa4du0a0tPTcfHiRdSrVw/Lli3Dhg0bpNL3NeSbfBmoUIAQQgghhJBylJ+fjx9++AEXL17EqFGj8P3335d3ksrEzZs3MW/ePPz0009o3rx5eSfns8rPzwcAiEQiHDp0CE5OTtDX10e7du2wb98+CIVCLFu2rJxTSSorKhQghBBCCCFfBK4mVFGNZ1pamsLa0oqKMYZRo0YhODgYPj4+CAgIkApXJc+S8bi/1Yn/uQwdOhR169bFnDlzVIr/NeWd22eLFi1Qo0YNqbBGjRqhTp06ePz4MVJSUr6qfJMvAxUKEEIIIYSQL4KyvtHv37/H27dvFfbDrojy8/MxYsQIbN26FYMGDUJgYCCEQunH86L6g8vrf25nZ4eMjAwkJiaqFP9zuXnzJu7fvw9tbW0IBAL+s337dgBAmzZtIBAIcOjQIak0fg15r1+/PgDA2NhYbji3/NOnT19VvsmXgQoFCCGEEELIF8HV1RUAcOrUKZkwbhkXp6LLz8/HyJEjsW3bNgwYMABBQUH8OAKS7OzsUKNGDURGRuLDhw9SYZmZmbh48SJq1KgBW1tbfrmy4xQWFiYV53MaMWKE3A/3stqrVy+MGDECNjY2AL6uvLu7uwMA7t27JxOWk5ODR48eQU9PD1WrVv2q8k2+EOU9JyIhhBBCCCGqyMnJYXXq1GFisZjFxMTwy9PS0lijRo2YpqYme/DgQfklUEV5eXls2LBhDADr379/kfPWz5o1iwFgU6dOlbt81qxZUssfPHjANDU1Wb169VhKSgq//M6dO0xXV5fVrVu3yH1+TkOHDmUA2JUrV2TCvqa8e3h4MABs06ZNUst///13BoD5+Pjwy76mfJOKT8AYY+VVIEEIIYQQQog6zp8/jy5dukAsFmPQoEEwNDTEgQMHEB8fj3nz5mHmzJnlncQizZkzB3PnzoW+vj4mTJgATU3ZWcL79OmDpk2bAgA+fPiAtm3bIjY2Fp07d8Y333yDmzdv4sSJE2jatCkiIiJk5rP39/fHr7/+CisrK3z33Xf48OEDdu3ahU+fPiEsLIyvua4Ihg0bhu3bt+PKlSto3bq1VNjXlPfHjx/D2dkZb968Qffu3WFvb4+YmBicO3cO1tbWiIqK4qcU/JryTb4A5V0qQQghhBBCiDquXr3KunbtyoyMjJiOjg5r0aIFCw4OLu9kqYyrGVf22bZtm9Q6KSkpbNKkSczS0pJpaWkxS0tLNmnSJKla4cKCg4NZixYtmI6ODjMyMmJdu3Zl165dK+PcqU9ZSwHGvq68P3/+nA0bNoxZWFjwefH19WWvX7+Wifs15ZtUbNRSgBBCCCGEEEIIqaRooEFCCCGEEEIIIaSSokIBQgghhBBCCCGkkqJCAUIIIYQQQgghpJKiQgFCCCGEEEIIIaSSokIBQgghhBBCCCGkkqJCAUIIIYQQQgghpJKiQgFCCCGEEEIIIaSSokIBQgghhBBCCCGkkqJCAUIIIYQQQgghpJKiQgFCCCGEEEK+UnPmzIFAIIBAIICNjY3K6w0bNoxfz83NrczSVxJubm58GocNG1beySHki0WFAoQQQgghhKjg1atXmDt3Ltq3bw9zc3OIRCKYm5vjm2++wYQJE3DlypXyTiJRAWMMO3fuhIeHB6pVqwYtLS0YGxujTp066NChA6ZMmYKLFy+WdzIJ+Ww0yzsBhBBCCCGEVHRr1qzBzz//jKysLKnlb968wZs3b3Djxg2sXr0a79+/h7GxcfkkshQNHDgQDg4OAABLS8tyTk3p+v777xESEiK1LDU1FampqYiPj8f58+eRmpqK9u3bl1MKCfm8qFCAEEIIIYQQJRYsWIBffvmF/7+mpiZ69OiBZs2aAQDi4uJw8uRJvH37trySWOq6du2Krl27lncySt2JEyekCgRatWqFTp06QSwW48WLF3jw4EGFbPHBGMOHDx+gr69f3kkhXyHqPkAIIYQQQogCd+/exW+//cb/v1q1aoiOjsbBgwcxa9YszJo1C0FBQfj333+xevVqaGlpSa3/4MEDjB07FnZ2dtDR0YGenh7s7e3x448/4unTpzL7K9xP/tq1a+jUqRP09fVhbm4OX19fZGRkAAD27duHb775Bjo6OqhZsyamTJki05KhsPT0dEyZMgWWlpYQi8Vo1KgR1q9fD8aYVDxlYwpwywUCAQIDA3Hy5Em0b98eenp6MDY2Rr9+/fDs2TO5+4+JicHw4cNRp04daGtrw8DAAE5OTli+fDkyMzPlrnPw4EG0bNkSOjo6MDc3x4gRI/DmzRul+VTk9OnT/N92dna4fPky5s2bh99++w0bN27EhQsX8Pr1a4wePVru+lFRURgyZAjq1q0LHR0dGBgYoEGDBhg1ahT+/fdfqbjv3r3DnDlz0Lx5cxgaGkIsFsPS0hIDBw5EZGSkzLYLj//w5s0bjBo1CtWrV4empib27dvHx01JScG8efPg5OQEIyMjiMVi2NjYYNSoUXj06FGxjg2pxBghhBBCCCFErjFjxjAA/Gf//v0qr7tnzx6mra0ttb7kx8DAgIWFhUmt4+rqyoc3atSIicVimfXc3NzYsmXL5G7z+++/l9re7Nmz+TBzc3PWokULuetNnDhRar2hQ4fyYa6urlJhkus5OzvL3V7dunXZp0+fpNZbs2YN09DQUHg8nJycWEpKitQ6AQEBcuPWrl2bNWzYkP//0KFDVfpOxo8fz69jamrKHjx4oNJ6jDH222+/MYFAoDD958+f5+PevXuX1apVS2FcgUDA/P39pbYv+V2ZmZmxevXqSa2zbds2xhhj9+/fZ1ZWVgq3raenJ3NeEaIMdR8ghBBCCCFEgXPnzvF/m5iYoE+fPiqtFxcXhyFDhvA191WrVsXQoUORm5uLrVu3Ii0tDenp6ejfvz8ePnwIc3NzmW3cvXsX1tbWGDx4MK5evYqzZ88CAMLDwxEeHo7GjRujT58+OHr0KGJjYwEAISEhWLhwIWrUqCGzvdevXyMlJQVjx46FsbExgoOD+drtlStXol+/fmjXrp06hweXL1+Gg4MDevfujUuXLvED9D1+/BgHDx7EoEGDAACRkZH48ccf+RYJbdu2RadOnZCSkoLt27fj/fv3iI6Oxv/+9z/s3LkTAPDvv/9i4sSJ/L4MDAwwYsQICIVCbN26FfHx8WqlFQCaNm3K/52cnAx7e3s0adIETk5OcHJyQqdOnVCnTh2Z9fbs2YM//viD/7+enh4GDRqEWrVq4fHjxzhy5Agflpubi759+/LHVlNTE0OHDoW5uTlCQ0MRFxcHxhhmzpyJZs2aoVu3bjL7e/v2Ld6+fYuuXbuiTZs2eP36NUxNTZGXl4e+ffvi+fPnAABzc3MMHjwYRkZGOHbsGKKjo/Hhwwd4eXkhLi4OVatWVfsYkUqovEslCCGEEEIIqah0dXX5GthWrVqpvN6ECRP49YRCIfvnn3/4sIsXL0rV7M6bN48Pk2wpoKmpyeLj4xljjGVkZEjVsletWpWlpaUxxgpqpSW3d+TIEX57krXPAFhISAgfFh8fz7S0tOS2MlC1pYC1tTXLyMhgjDGWnZ3NqlWrxodNnjyZX6dv37788i5durD8/Hw+7OTJk1I16C9evGCMMbZgwQKpfZ05c4ZfJzIyUipM1ZYC2dnZzNHRUWEtOwDm7u7O7t+/L7Ves2bN+HB9fX0WFxcnFZ6SksLevn3LGGPs4MGDUtv7888/+Xjv379nVapU4cM6deqk8LuaOnWqTPoPHz7Mh4tEIvb06VM+LCsrS6oFQeGWCIQoQmMKEEIIIYQQUsouX77M/92iRQs0aNCA/3+7du1Qu3ZtuXElubi4wMbGBkBBzbRkrW/37t1hYGAAAKhXr57Ueu/fv5e7PS0tLQwYMID/v42NDdq2bcv///r160VlS4aPjw/09PT47UvmSzIdkn3ow8LCIBQK+f7zkgMaMsYQFRUlkx5zc3N07NiR/7+zs7PUvlSlpaWFCxcu4KeffoKZmZncOOfPn4eHhwfS09MBAB8/fuRbYgDAkCFDYGtrK7WOkZERTE1NAch+nz4+PvzfxsbG6N27N/9/Rd89AEyfPl1mmeRxzM7Oho2NDX8cxWIx34KgqG0TIokKBQghhBBCCFGgZs2a/N8PHz6UGZBPEckX4mrVqsmES3YXUPQSL7lvABCLxXLDNDWlewTn5+fL3Z6pqSk0NDTUTocy1tbWCtMomY53796pvM2kpCQABYPpcYo6huowMjLCkiVL8Pr1a9y6dQsbN27EoEGDoKOjw8d5/vw5Dhw4AKDguEh+71xBjSKSx1FfXx+6uroK0/3x40dkZ2fLbKNq1aowMTGRWV6c40hIUWhMAUIIIYQQQhTo0KED4uLiABS87B0+fFilcQUkX+jkjZT/+vVruXElFZ7JQFLhggBVJCcnIy8vT6pgQDIdxsbGam+zcBoFAoHceCYmJvxLqru7Ozw9PRVus02bNjLpKeoYFodQKETjxo3RuHFjjBo1CjExMWjevDkfzo3ib2JiAoFAwBcMyJs1QpLk95mRkYGPHz9KFQxIpltXVxcikUhmG4ULEuRtW19fH7Nnz1aYDgsLC6XpJIRDhQKEEEIIIYQo4Ofnh02bNvG13v/X3t2ERNXFcRz/DaRO3iKKGRJlIkptFlMNKgkTVrTIFhJkBGYFmbrQacBhQFpkNRHRoheGFkXRQqrFlEkGUSC94GjQCxizUHLR26KiIqJmMY1T00K8PPNoPc8Etuh+P7vLOeeee89dnT/3/z9tbW1asmSJVqxYkdUvlUrp7NmzampqkmEY8vl8evTokaSJ3+BHR0fNFIJYLJZVJM/n8/2RdxkfH1c0GlVjY6Okic3t4OCg2V5VVTVjc/t8PvX19UmS3r59q7a2NjPtYNLnz5918+ZNsxhgVVWVrl69KmliI3379m0zheD+/fu/VWiwu7tbyWRSjY2NZvrFpDlz5mRdTwYlCgsL5fV6NTw8LEm6cOGCQqFQVkHCRCKhVCqlBQsWTPmeFy9eNI84/PTpk7kOk+uSi3/2TyQSqqio0Pr167P6ZDIZ3blzZ9qCicB0CAoAAAAAP+HxeBQOh9XV1SVpYkNbWVmpTZs2mZvXsbEx3bp1Sx8+fDDzx9vb23X69GmlUil9//5da9euzTp9YNLcuXPV0tLyx95n9+7disVi5ukD4+PjZltra+uMzRsKhXT9+nVlMhmNjo7K4/Govr5eDodDHz9+1JMnTxSLxVRUVGTWPdi+fbsOHjxonuCwefNmtbS0yGazZa1hLp4/f65wOKyOjg7V1NTI6/Vq/vz5evfunaLRqNnPZrNpw4YN5nVnZ6d5ksKXL1+0cuVKbdu2TS6XSy9fvlRfX5+uXLmidevWqa6uTmVlZeYfJn6/Xw8fPlRRUZEuX76clQIQDAZzev66ujotW7ZMT58+lTRRW2LLli1yu91Kp9MaGxvTvXv39ObNG929e/e36i7AeggKAAAAAL+wb98+GYahvXv3KpVKKZ1Oq7e318w5n055ebm6u7u1a9cuff36Ve/fv9exY8ey+hiGoWg0+tu58blyOBxauHChzpw5M6UtEAhozZo1MzZ3TU2NIpGIgsGgvn37phcvXujEiRO/HONyuXT8+HHt2bNH0sRm/OTJk5Kk4uJiOZ1Oc+Odq2Qyqf7+fvX390/b3tnZqeXLl5vXDQ0NGhkZ0eHDh5XJZJRIJHTu3Llpx86aNUu9vb2qra3V69evlU6ndf78+Sn9wuHwL9Mofnbva9euqba2Vq9evVIymdSlS5dyugfwbxQaBAAAAP5DMBjUs2fPdODAAa1evVpOp1N5eXlyOp2qqKhQIBDQ0NBQVh58Q0ODhoeH1draqqVLl8put8tut6u8vFx+v1/xeHzaM+pnimEYGhwcVCAQUElJifLz8+V2u3Xq1ClFIpEZnz8QCOjx48dqbm5WaWmp7Ha7DMNQWVmZNm7cqEgkooGBgawxfr9fPT09qqysVEFBgRwOh3bu3KkHDx6ouLg452fo6OhQT0+P2tvbtWrVKi1atEizZ89Wfn6+XC6X6uvrdePGDR09enTK2EOHDmloaEg7duzQ4sWLVVBQoMLCQpWWlqqpqSnrRAKPx6N4PK6uri55vV4ZhqG8vDyVlJRo69atGhgY0P79+3NfRElut1vxeFxHjhxRdXW15s2bZ967urpaoVBIsVhsRoM8+LvYMv+3hCoAAAAAAPir8KcAAAAAAAAWRVAAAAAAAACLIigAAAAAAIBFERQAAAAAAMCiCAoAAAAAAGBRBAUAAAAAALAoggIAAAAAAFgUQQEAAAAAACyKoAAAAAAAABZFUAAAAAAAAIsiKAAAAAAAgEURFAAAAAAAwKJ+ALVLCRq2wfVDAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 400x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gp.plot.dotplot(enr.res2d,title='Enriched term in CL')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "60e27826-9b8c-4e71-84bd-453fc9772e56",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\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>index</th>\n",
       "      <th>log2FoldChange</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>IGHG2</td>\n",
       "      <td>12.240424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>IGHV3-30</td>\n",
       "      <td>11.552044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>IGLV3-25</td>\n",
       "      <td>11.391853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>IGLV2-18</td>\n",
       "      <td>10.917328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>IGHA2</td>\n",
       "      <td>10.916107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12487</th>\n",
       "      <td>KRT85</td>\n",
       "      <td>-9.913455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12488</th>\n",
       "      <td>TRDN</td>\n",
       "      <td>-10.870391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12489</th>\n",
       "      <td>KRT32</td>\n",
       "      <td>-11.015033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12490</th>\n",
       "      <td>KRT71</td>\n",
       "      <td>-13.198076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12491</th>\n",
       "      <td>KRT25</td>\n",
       "      <td>-13.408063</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12492 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          index  log2FoldChange\n",
       "0         IGHG2       12.240424\n",
       "1      IGHV3-30       11.552044\n",
       "2      IGLV3-25       11.391853\n",
       "3      IGLV2-18       10.917328\n",
       "4         IGHA2       10.916107\n",
       "...         ...             ...\n",
       "12487     KRT85       -9.913455\n",
       "12488      TRDN      -10.870391\n",
       "12489     KRT32      -11.015033\n",
       "12490     KRT71      -13.198076\n",
       "12491     KRT25      -13.408063\n",
       "\n",
       "[12492 rows x 2 columns]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preranked = highexpr['log2FoldChange'].sort_values(ascending=False).reset_index()\n",
    "preranked['index'] = preranked['index'].str.split('|').str.get(1)\n",
    "preranked"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "a435c759-b86b-4f42-9107-0c60cc6fcdf8",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-05-23 10:58:18,681 [WARNING] Input gene rankings contains duplicated IDs, Only use the duplicated ID with highest value!\n",
      "2023-05-23 10:58:18,685 [WARNING] Duplicated values found in preranked stats: 0.02% of genes\n",
      "The order of those genes will be arbitrary, which may produce unexpected results.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\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>Name</th>\n",
       "      <th>Term</th>\n",
       "      <th>ES</th>\n",
       "      <th>NES</th>\n",
       "      <th>NOM p-val</th>\n",
       "      <th>FDR q-val</th>\n",
       "      <th>FWER p-val</th>\n",
       "      <th>Tag %</th>\n",
       "      <th>Gene %</th>\n",
       "      <th>Lead_genes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>prerank</td>\n",
       "      <td>Rheumatoid arthritis Homo sapiens hsa05323</td>\n",
       "      <td>0.78483</td>\n",
       "      <td>2.504259</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41/71</td>\n",
       "      <td>9.15%</td>\n",
       "      <td>MMP1;MMP3;CCL3;IFNG;HLA-DRB5;IL6;CD80;CXCL1;CX...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>prerank</td>\n",
       "      <td>Leishmaniasis Homo sapiens hsa05140</td>\n",
       "      <td>0.783273</td>\n",
       "      <td>2.449325</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38/61</td>\n",
       "      <td>11.87%</td>\n",
       "      <td>IFNG;FCGR1A;HLA-DRB5;FCGR3A;IL1B;HLA-DRA;HLA-D...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>prerank</td>\n",
       "      <td>Systemic lupus erythematosus Homo sapiens hsa0...</td>\n",
       "      <td>0.842334</td>\n",
       "      <td>2.408662</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24/37</td>\n",
       "      <td>6.11%</td>\n",
       "      <td>IFNG;FCGR1A;HLA-DRB5;FCGR3A;CD80;HLA-DRA;HLA-D...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>prerank</td>\n",
       "      <td>Graft-versus-host disease Homo sapiens hsa05332</td>\n",
       "      <td>0.880632</td>\n",
       "      <td>2.383979</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26/28</td>\n",
       "      <td>9.54%</td>\n",
       "      <td>IFNG;HLA-DRB5;GZMB;IL6;HLA-E;CD80;KLRC1;FASLG;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>prerank</td>\n",
       "      <td>Type I diabetes mellitus Homo sapiens hsa04940</td>\n",
       "      <td>0.858029</td>\n",
       "      <td>2.36247</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23/28</td>\n",
       "      <td>9.54%</td>\n",
       "      <td>IFNG;HLA-DRB5;GZMB;HLA-E;CD80;FASLG;PRF1;IL1B;...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Name                                               Term        ES   \n",
       "0  prerank         Rheumatoid arthritis Homo sapiens hsa05323   0.78483  \\\n",
       "1  prerank                Leishmaniasis Homo sapiens hsa05140  0.783273   \n",
       "2  prerank  Systemic lupus erythematosus Homo sapiens hsa0...  0.842334   \n",
       "3  prerank    Graft-versus-host disease Homo sapiens hsa05332  0.880632   \n",
       "4  prerank     Type I diabetes mellitus Homo sapiens hsa04940  0.858029   \n",
       "\n",
       "        NES NOM p-val FDR q-val FWER p-val  Tag %  Gene %   \n",
       "0  2.504259       0.0       0.0        0.0  41/71   9.15%  \\\n",
       "1  2.449325       0.0       0.0        0.0  38/61  11.87%   \n",
       "2  2.408662       0.0       0.0        0.0  24/37   6.11%   \n",
       "3  2.383979       0.0       0.0        0.0  26/28   9.54%   \n",
       "4   2.36247       0.0       0.0        0.0  23/28   9.54%   \n",
       "\n",
       "                                          Lead_genes  \n",
       "0  MMP1;MMP3;CCL3;IFNG;HLA-DRB5;IL6;CD80;CXCL1;CX...  \n",
       "1  IFNG;FCGR1A;HLA-DRB5;FCGR3A;IL1B;HLA-DRA;HLA-D...  \n",
       "2  IFNG;FCGR1A;HLA-DRB5;FCGR3A;CD80;HLA-DRA;HLA-D...  \n",
       "3  IFNG;HLA-DRB5;GZMB;IL6;HLA-E;CD80;KLRC1;FASLG;...  \n",
       "4  IFNG;HLA-DRB5;GZMB;HLA-E;CD80;FASLG;PRF1;IL1B;...  "
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pre_res = gp.prerank(preranked, gene_sets='KEGG_2016',\n",
    "                    permutation_num=50,\n",
    "                    outdir='test/prerank_report_kegg',\n",
    "                     format='png', seed=42\n",
    "                    )\n",
    "pre_res.res2d.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "6b137e93-2cf1-418b-a32c-bca5c4dc6d26",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\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>Name</th>\n",
       "      <th>Term</th>\n",
       "      <th>ES</th>\n",
       "      <th>NES</th>\n",
       "      <th>NOM p-val</th>\n",
       "      <th>FDR q-val</th>\n",
       "      <th>FWER p-val</th>\n",
       "      <th>Tag %</th>\n",
       "      <th>Gene %</th>\n",
       "      <th>Lead_genes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>prerank</td>\n",
       "      <td>Rheumatoid arthritis Homo sapiens hsa05323</td>\n",
       "      <td>0.78483</td>\n",
       "      <td>2.504259</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41/71</td>\n",
       "      <td>9.15%</td>\n",
       "      <td>MMP1;MMP3;CCL3;IFNG;HLA-DRB5;IL6;CD80;CXCL1;CX...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>prerank</td>\n",
       "      <td>Leishmaniasis Homo sapiens hsa05140</td>\n",
       "      <td>0.783273</td>\n",
       "      <td>2.449325</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38/61</td>\n",
       "      <td>11.87%</td>\n",
       "      <td>IFNG;FCGR1A;HLA-DRB5;FCGR3A;IL1B;HLA-DRA;HLA-D...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>prerank</td>\n",
       "      <td>Systemic lupus erythematosus Homo sapiens hsa0...</td>\n",
       "      <td>0.842334</td>\n",
       "      <td>2.408662</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24/37</td>\n",
       "      <td>6.11%</td>\n",
       "      <td>IFNG;FCGR1A;HLA-DRB5;FCGR3A;CD80;HLA-DRA;HLA-D...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>prerank</td>\n",
       "      <td>Graft-versus-host disease Homo sapiens hsa05332</td>\n",
       "      <td>0.880632</td>\n",
       "      <td>2.383979</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26/28</td>\n",
       "      <td>9.54%</td>\n",
       "      <td>IFNG;HLA-DRB5;GZMB;IL6;HLA-E;CD80;KLRC1;FASLG;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>prerank</td>\n",
       "      <td>Type I diabetes mellitus Homo sapiens hsa04940</td>\n",
       "      <td>0.858029</td>\n",
       "      <td>2.36247</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23/28</td>\n",
       "      <td>9.54%</td>\n",
       "      <td>IFNG;HLA-DRB5;GZMB;HLA-E;CD80;FASLG;PRF1;IL1B;...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Name                                               Term        ES   \n",
       "0  prerank         Rheumatoid arthritis Homo sapiens hsa05323   0.78483  \\\n",
       "1  prerank                Leishmaniasis Homo sapiens hsa05140  0.783273   \n",
       "2  prerank  Systemic lupus erythematosus Homo sapiens hsa0...  0.842334   \n",
       "3  prerank    Graft-versus-host disease Homo sapiens hsa05332  0.880632   \n",
       "4  prerank     Type I diabetes mellitus Homo sapiens hsa04940  0.858029   \n",
       "\n",
       "        NES NOM p-val FDR q-val FWER p-val  Tag %  Gene %   \n",
       "0  2.504259       0.0       0.0        0.0  41/71   9.15%  \\\n",
       "1  2.449325       0.0       0.0        0.0  38/61  11.87%   \n",
       "2  2.408662       0.0       0.0        0.0  24/37   6.11%   \n",
       "3  2.383979       0.0       0.0        0.0  26/28   9.54%   \n",
       "4   2.36247       0.0       0.0        0.0  23/28   9.54%   \n",
       "\n",
       "                                          Lead_genes  \n",
       "0  MMP1;MMP3;CCL3;IFNG;HLA-DRB5;IL6;CD80;CXCL1;CX...  \n",
       "1  IFNG;FCGR1A;HLA-DRB5;FCGR3A;IL1B;HLA-DRA;HLA-D...  \n",
       "2  IFNG;FCGR1A;HLA-DRB5;FCGR3A;CD80;HLA-DRA;HLA-D...  \n",
       "3  IFNG;HLA-DRB5;GZMB;IL6;HLA-E;CD80;KLRC1;FASLG;...  \n",
       "4  IFNG;HLA-DRB5;GZMB;HLA-E;CD80;FASLG;PRF1;IL1B;...  "
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pre_res.res2d.sort_values(by='NES',ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "81beba4a-a829-4835-8134-8ecc3edf82b3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x550 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "picked = 'Leishmaniasis Homo sapiens hsa05140'\n",
    "gp.plot.gseaplot(rank_metric=pre_res.ranking,\n",
    "                term=picked,\n",
    "                **pre_res.results[picked])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "609b8c1d-50ea-46f7-8cfe-f71b8ce65251",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "exprdata = pd.read_csv('datasets/cutleish.tsv',sep='\\t',index_col=0)\n",
    "exprdata['genename'] = exprdata.index.to_series().str.split('|').str.get(1)\n",
    "exprdata = exprdata.drop_duplicates(subset=['genename']).set_index('genename')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "a84c7092-2c4f-4f54-9089-0df6e8378625",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['IFNG',\n",
       " 'FCGR1A',\n",
       " 'HLA-DRB5',\n",
       " 'FCGR3A',\n",
       " 'IL1B',\n",
       " 'HLA-DRA',\n",
       " 'HLA-DRB1',\n",
       " 'NCF1',\n",
       " 'HLA-DMB',\n",
       " 'TLR2',\n",
       " 'FCGR2A',\n",
       " 'ITGB2',\n",
       " 'HLA-DQA1',\n",
       " 'HLA-DQB1',\n",
       " 'CYBA',\n",
       " 'STAT1',\n",
       " 'ITGA4',\n",
       " 'HLA-DPA1',\n",
       " 'NCF4',\n",
       " 'HLA-DPB1',\n",
       " 'HLA-DOA',\n",
       " 'FCGR2C',\n",
       " 'HLA-DMA',\n",
       " 'ITGAM',\n",
       " 'NCF2',\n",
       " 'CR1',\n",
       " 'TLR4',\n",
       " 'FCGR3B',\n",
       " 'PTGS2',\n",
       " 'PRKCB',\n",
       " 'IL1A',\n",
       " 'PTPN6',\n",
       " 'TGFB1',\n",
       " 'TGFB3',\n",
       " 'MARCKSL1',\n",
       " 'IFNGR2',\n",
       " 'NFKBIA',\n",
       " 'MYD88']"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genesinterm = pre_res.res2d.set_index('Term').loc[picked]['Lead_genes'].split(';')\n",
    "genesinterm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "c9fd103c-eadc-414f-876c-78533118d5f4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Leishmaniasis Homo sapiens hsa05140'}>"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "termexpr = np.log2(exprdata.reindex(genesinterm)+1)\n",
    "gp.plot.heatmap(df=termexpr,z_score=0, title=picked)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (SNU Bioinfo 1)",
   "language": "python",
   "name": "python-binfo1"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}