{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "dc021ba9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-09T05:36:20.261899Z",
     "start_time": "2023-02-09T05:36:19.209656Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import forestplot as fp"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0414c2f2",
   "metadata": {},
   "source": [
    "## Top of plot should not be getting cut off\n",
    "See issue [#47](https://github.com/LSYS/forestplot/issues/47)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3679298e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-09T05:36:20.277904Z",
     "start_time": "2023-02-09T05:36:20.262901Z"
    }
   },
   "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>varname</th>\n",
       "      <th>or</th>\n",
       "      <th>low</th>\n",
       "      <th>high</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>a</td>\n",
       "      <td>1.761471</td>\n",
       "      <td>0.926563</td>\n",
       "      <td>3.022285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>b</td>\n",
       "      <td>1.443660</td>\n",
       "      <td>0.517059</td>\n",
       "      <td>3.130794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>c</td>\n",
       "      <td>1.525227</td>\n",
       "      <td>0.603459</td>\n",
       "      <td>3.082003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>d</td>\n",
       "      <td>0.895682</td>\n",
       "      <td>0.463703</td>\n",
       "      <td>1.660016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>e</td>\n",
       "      <td>4.025670</td>\n",
       "      <td>1.196941</td>\n",
       "      <td>8.932753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>f</td>\n",
       "      <td>1.086105</td>\n",
       "      <td>0.555171</td>\n",
       "      <td>2.045735</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  varname        or       low      high\n",
       "0       a  1.761471  0.926563  3.022285\n",
       "1       b  1.443660  0.517059  3.130794\n",
       "2       c  1.525227  0.603459  3.082003\n",
       "3       d  0.895682  0.463703  1.660016\n",
       "4       e  4.025670  1.196941  8.932753\n",
       "5       f  1.086105  0.555171  2.045735"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"../examples/data/regression1.csv\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "131c911c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-09T05:36:20.389928Z",
     "start_time": "2023-02-09T05:36:20.278904Z"
    },
    "code_folding": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Odds Ratio', ylabel='Confidence interval'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fp.forestplot(df,  # the dataframe with results data\n",
    "    estimate='or',  # col containing estimated effect size \n",
    "    ll='low', hl='high',  # columns containing conf. int. lower and higher limits\n",
    "    varlabel='varname',  # column containing variable label\n",
    "    ylabel='Confidence interval',  # y-label title\n",
    "    xlabel='Odds Ratio',  # x-label title\n",
    "    color_alt_rows=True,\n",
    "    figsize=(4,8),\n",
    "    **{\n",
    "        'xline' : 1.,\n",
    "        \"xlinestyle\": (0, (10, 5)),  # long dash for x-reference line \n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78a3dfdb",
   "metadata": {},
   "source": [
    "## Capitalization of strings should be preserved"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bb2ebb15",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-09T05:36:20.405933Z",
     "start_time": "2023-02-09T05:36:20.391930Z"
    },
    "scrolled": false
   },
   "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>n</th>\n",
       "      <th>r</th>\n",
       "      <th>CI95%</th>\n",
       "      <th>p-val</th>\n",
       "      <th>BF10</th>\n",
       "      <th>power</th>\n",
       "      <th>var</th>\n",
       "      <th>hl</th>\n",
       "      <th>ll</th>\n",
       "      <th>moerror</th>\n",
       "      <th>group</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>706</td>\n",
       "      <td>0.090373</td>\n",
       "      <td>[0.02 0.16]</td>\n",
       "      <td>1.630887e-02</td>\n",
       "      <td>8.390000e-01</td>\n",
       "      <td>0.67</td>\n",
       "      <td>age</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.069627</td>\n",
       "      <td>age</td>\n",
       "      <td>in years</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>706</td>\n",
       "      <td>0.048081</td>\n",
       "      <td>[-0.03  0.12]</td>\n",
       "      <td>2.019484e-01</td>\n",
       "      <td>1.060000e-01</td>\n",
       "      <td>0.25</td>\n",
       "      <td>clerical</td>\n",
       "      <td>0.12</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.071919</td>\n",
       "      <td>occupation</td>\n",
       "      <td>=1 if clerical worker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>706</td>\n",
       "      <td>0.041229</td>\n",
       "      <td>[-0.03  0.11]</td>\n",
       "      <td>2.739475e-01</td>\n",
       "      <td>8.600000e-02</td>\n",
       "      <td>0.19</td>\n",
       "      <td>construc</td>\n",
       "      <td>0.11</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.068771</td>\n",
       "      <td>occupation</td>\n",
       "      <td>=1 if construction worker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>706</td>\n",
       "      <td>-0.095004</td>\n",
       "      <td>[-0.17 -0.02]</td>\n",
       "      <td>1.155151e-02</td>\n",
       "      <td>1.137000e+00</td>\n",
       "      <td>0.72</td>\n",
       "      <td>educ</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>0.075004</td>\n",
       "      <td>labor factors</td>\n",
       "      <td>years of schooling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>706</td>\n",
       "      <td>-0.102825</td>\n",
       "      <td>[-0.18 -0.03]</td>\n",
       "      <td>6.246660e-03</td>\n",
       "      <td>1.967000e+00</td>\n",
       "      <td>0.78</td>\n",
       "      <td>gdhlth</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>0.072825</td>\n",
       "      <td>health factors</td>\n",
       "      <td>=1 if in good or excel. health</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>706</td>\n",
       "      <td>-0.066997</td>\n",
       "      <td>[-0.14  0.01]</td>\n",
       "      <td>7.524015e-02</td>\n",
       "      <td>2.290000e-01</td>\n",
       "      <td>0.43</td>\n",
       "      <td>smsa</td>\n",
       "      <td>0.01</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>0.076997</td>\n",
       "      <td>area of residence</td>\n",
       "      <td>=1 if live in smsa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>706</td>\n",
       "      <td>-0.035909</td>\n",
       "      <td>[-0.11  0.04]</td>\n",
       "      <td>3.407214e-01</td>\n",
       "      <td>7.400000e-02</td>\n",
       "      <td>0.16</td>\n",
       "      <td>male</td>\n",
       "      <td>0.04</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>0.075909</td>\n",
       "      <td>other factors</td>\n",
       "      <td>=1 if male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>706</td>\n",
       "      <td>0.027147</td>\n",
       "      <td>[-0.05  0.1 ]</td>\n",
       "      <td>4.714176e-01</td>\n",
       "      <td>6.100000e-02</td>\n",
       "      <td>0.11</td>\n",
       "      <td>prot</td>\n",
       "      <td>0.10</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.072853</td>\n",
       "      <td>other factors</td>\n",
       "      <td>=1 if Protestant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>706</td>\n",
       "      <td>0.001782</td>\n",
       "      <td>[-0.07  0.08]</td>\n",
       "      <td>9.623058e-01</td>\n",
       "      <td>4.700000e-02</td>\n",
       "      <td>0.05</td>\n",
       "      <td>selfe</td>\n",
       "      <td>0.08</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>0.078218</td>\n",
       "      <td>labor factors</td>\n",
       "      <td>=1 if self employed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>706</td>\n",
       "      <td>0.078600</td>\n",
       "      <td>[0.   0.15]</td>\n",
       "      <td>3.679946e-02</td>\n",
       "      <td>4.150000e-01</td>\n",
       "      <td>0.55</td>\n",
       "      <td>south</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.071400</td>\n",
       "      <td>area of residence</td>\n",
       "      <td>=1 if live in south</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>706</td>\n",
       "      <td>0.007881</td>\n",
       "      <td>[-0.07  0.08]</td>\n",
       "      <td>8.344125e-01</td>\n",
       "      <td>4.800000e-02</td>\n",
       "      <td>0.06</td>\n",
       "      <td>spsepay</td>\n",
       "      <td>0.08</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>0.072119</td>\n",
       "      <td>other factors</td>\n",
       "      <td>spousal wage income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>706</td>\n",
       "      <td>-0.321384</td>\n",
       "      <td>[-0.39 -0.25]</td>\n",
       "      <td>1.994095e-18</td>\n",
       "      <td>1.961000e+15</td>\n",
       "      <td>1.00</td>\n",
       "      <td>totwrk</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>-0.39</td>\n",
       "      <td>0.071384</td>\n",
       "      <td>labor factors</td>\n",
       "      <td>mins worked per week</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>706</td>\n",
       "      <td>-0.013262</td>\n",
       "      <td>[-0.09  0.06]</td>\n",
       "      <td>7.250012e-01</td>\n",
       "      <td>5.000000e-02</td>\n",
       "      <td>0.06</td>\n",
       "      <td>yngkid</td>\n",
       "      <td>0.06</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>0.073262</td>\n",
       "      <td>family factors</td>\n",
       "      <td>=1 if children &lt; 3 present</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>706</td>\n",
       "      <td>0.063997</td>\n",
       "      <td>[-0.01  0.14]</td>\n",
       "      <td>8.928507e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>0.40</td>\n",
       "      <td>yrsmarr</td>\n",
       "      <td>0.14</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.076003</td>\n",
       "      <td>family factors</td>\n",
       "      <td>years married</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>532</td>\n",
       "      <td>-0.049450</td>\n",
       "      <td>[-0.13  0.04]</td>\n",
       "      <td>2.548774e-01</td>\n",
       "      <td>1.040000e-01</td>\n",
       "      <td>0.21</td>\n",
       "      <td>hrwage</td>\n",
       "      <td>0.04</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>0.089450</td>\n",
       "      <td>labor factors</td>\n",
       "      <td>hourly wage</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      n         r          CI95%         p-val          BF10  power       var  \\\n",
       "0   706  0.090373    [0.02 0.16]  1.630887e-02  8.390000e-01   0.67       age   \n",
       "1   706  0.048081  [-0.03  0.12]  2.019484e-01  1.060000e-01   0.25  clerical   \n",
       "2   706  0.041229  [-0.03  0.11]  2.739475e-01  8.600000e-02   0.19  construc   \n",
       "3   706 -0.095004  [-0.17 -0.02]  1.155151e-02  1.137000e+00   0.72      educ   \n",
       "4   706 -0.102825  [-0.18 -0.03]  6.246660e-03  1.967000e+00   0.78    gdhlth   \n",
       "5   706 -0.066997  [-0.14  0.01]  7.524015e-02  2.290000e-01   0.43      smsa   \n",
       "6   706 -0.035909  [-0.11  0.04]  3.407214e-01  7.400000e-02   0.16      male   \n",
       "7   706  0.027147  [-0.05  0.1 ]  4.714176e-01  6.100000e-02   0.11      prot   \n",
       "8   706  0.001782  [-0.07  0.08]  9.623058e-01  4.700000e-02   0.05     selfe   \n",
       "9   706  0.078600    [0.   0.15]  3.679946e-02  4.150000e-01   0.55     south   \n",
       "10  706  0.007881  [-0.07  0.08]  8.344125e-01  4.800000e-02   0.06   spsepay   \n",
       "11  706 -0.321384  [-0.39 -0.25]  1.994095e-18  1.961000e+15   1.00    totwrk   \n",
       "12  706 -0.013262  [-0.09  0.06]  7.250012e-01  5.000000e-02   0.06    yngkid   \n",
       "13  706  0.063997  [-0.01  0.14]  8.928507e-02  1.990000e-01   0.40   yrsmarr   \n",
       "14  532 -0.049450  [-0.13  0.04]  2.548774e-01  1.040000e-01   0.21    hrwage   \n",
       "\n",
       "      hl    ll   moerror              group                           label  \n",
       "0   0.16  0.02  0.069627                age                        in years  \n",
       "1   0.12 -0.03  0.071919         occupation           =1 if clerical worker  \n",
       "2   0.11 -0.03  0.068771         occupation       =1 if construction worker  \n",
       "3  -0.02 -0.17  0.075004      labor factors              years of schooling  \n",
       "4  -0.03 -0.18  0.072825     health factors  =1 if in good or excel. health  \n",
       "5   0.01 -0.14  0.076997  area of residence              =1 if live in smsa  \n",
       "6   0.04 -0.11  0.075909      other factors                      =1 if male  \n",
       "7   0.10 -0.05  0.072853      other factors                =1 if Protestant  \n",
       "8   0.08 -0.07  0.078218      labor factors             =1 if self employed  \n",
       "9   0.15  0.00  0.071400  area of residence             =1 if live in south  \n",
       "10  0.08 -0.07  0.072119      other factors             spousal wage income  \n",
       "11 -0.25 -0.39  0.071384      labor factors            mins worked per week  \n",
       "12  0.06 -0.09  0.073262     family factors      =1 if children < 3 present  \n",
       "13  0.14 -0.01  0.076003     family factors                   years married  \n",
       "14  0.04 -0.13  0.089450      labor factors                     hourly wage  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"../examples/data/sleep.csv\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4118c322",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-09T05:36:20.549969Z",
     "start_time": "2023-02-09T05:36:20.406933Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Pearson correlation', ylabel='Confidence interval'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Xrvjmm28wadIkREZGon379kL/q1evxmeffYavv/4a3bt3F8qnTJmC//3vf/D390d5eTlKSkoaTIAZexYplUqkp6ejR48eQpmrqyt2797dYNu0tDS1djY2NjA1NUV6ejoGDx6M5557DuvXr8f777+P48ePo6ysDFlZWXjllVcAAElJSRg6dCjEYrHW8dY3plwub5F5lpeXIzMzEwMHDmwwnr59+0KhUCA0NBT6+vrYtGmTWv2MGTNw8+ZNXLlyBQUFBZDL5bC3t0dISIg2063V+fPnYWlpCUtLS7W5pKWlYdSoUU3u96+//kJBQQFycnLQuXNniMVirFy5UqNPX19fREZGori4WC0Gxp5mGRkZ+P3335/4OHfu3AFVVWmU31UqsWfPnic69jvvvNOkdvUmeNoYPXo0xo4dCwDo0qULCgsLG2zj7OyM4cOH46uvvsLChQuxZcsWBAQEQCqVgogQExODH3/8EUZGRvDy8oKnpydOnz4NNzc39O3bV+hn0KBBqKqqQklJCezt7YXyt956SzjQXr58WSg3NzfHd999hy5dusDDwwNmZmbNnT5jT6Xi4mIQEYyNjYUyExMT3Lp1q8G2RUVFau0ebauvr4/Dhw8jJCQEX3zxBSZOnAhPT0+1m/pzc3PRu3fvRsVb35j10XaeRISpU6ciJCQEgwYNalRsj1OpVNixYweOHDkCU1NTmJqaIiwsDHFxcc1K8Jq6D7TpFwAuXLiAS5cu4eDBgxg/fjyuXr2K5557TtjO0dERRIS8vDxO8Ngzw9XVFU5OTk98nF3JyZBKJBrlotu34e/v/8THb4pmJ3iPHpBEIhGqq6u1ahcZGYng4GDMmTMH69evx/79+wEAt27dQkVFBXx9fSESiQA8PEsv/3/XufPz8zFnzhycOHECpaWlAB4evB9lbm5e65gHDhzA/Pnz0b9/f3h4eGD9+vXo06dP4ybM2DPAysoKIpEIlZWVQlllZSWsra0bbGttbY2srCy1skfbenp64o8//hDq7O3t1RICPT09rY8D2o5ZF23nOX36dEgkEqxevbpRcdWmqKgISqUSjo6OQpmjoyPy8/Ob1a+1tbXaPICHc3FxcWlWv1KpFAAQHh4OIyMjjB07Fh06dMCpU6fwxhtvCNvV/Mz09PivZ7Fnh4mJCUxMTJ74OGKxGAb6mimTWCzW6rjaFtrsk+zj4wNzc3OEhYXBxcUF3bp1A/DwZmFDQ0McP34cCoUCCoUCd+7cwb///W8AwLhx42BsbIw//vgD6enpjRrTxcUF8fHxKCgogJeXF8LDw1t8Xow9DQwMDODu7o6MjAyhLCMjA15eXg229fLyUmtXWFiIiooKuLu7a2z7xx9/4MaNG/D29hbKOnfujOzs7EbF25gxH6XNPJcvX45r167hf//7n3DSqK3aHhCxsrKCoaGhWkJ3/fp1tasITeHp6YmSkhKNJ5a1+ZnVp2PHjjAwMMDdu3eFMjMzM43VwpycHIjF4lZZDWHsWVPzQMXjL/On+UqgtjfryeXyWh+ymDx5svDex8eHFi5cqPUNgOvXrycAdPDgQbXyyZMn04gRI+jGjRtE9PDm48uXLxMRkbm5OW3atIkePHhAq1evJgCUnp5eb5xERLdu3aKEhAS6c+cOVVVV0Ycffki+vr5ax8rYs2bdunX0wgsvUGlpKZ07d44sLS3p0qVLatu8+eab5OTkpFamVCrJ3t6etm/fTvfv36d33nmHJkyYINSnpqbS3bt3SaFQ0Msvv0z+/v5q7Y8cOUI2NjZ0//59rWNtaEwiol9//ZWcnJyEh7G0mefFixepffv2lJubq3Usj1qwYAENGDCAysvLqaqqiioqKojo4bFvxIgRVFFRQVevXiVHR0eKjY1t0hiPeuONNygiIoLu379PW7duJUdHR3rw4IHaNk5OTvTmm2/W2r62hyyIiMaNG0cBAQF07949+vnnn8na2ppu376tts2KFStoyJAhzZ4DYy2poYcsWN3adC2+T58+eP755/Hqq6+qla9evRouLi4YOHAgpFIpXnzxRfz5558AgFWrVmHevHnCnxKYMmUKhgwZ0uC9fyqVCitXroS9vT2sra2RmpqK9evXP7G5MdbWpk2bhgEDBqBTp04YOXIkvvjiC7i6uqpt8/fff+PatWtqZQYGBti9ezeWLl0KCwsLXL9+HWvWrBHqk5KS4OzsjM6dO8PZ2RlxcXFq7X19feHi4tKoz1dDYwLAvXv3cO3aNeHBL23m+f333+PevXvw8PCATCaDTCZDfHy81nFNmzYN7dq1g729Pezs7PD1118DANasWQNLS0t07twZQ4YMwdSpUzFx4kSt+63L2rVrceXKFVhYWGDFihXYs2cP9B+7LHTt2jX8/fffamUxMTGQyWTw9PQEALi5uUEmk2Hjxo0AHh5Ty8rKYGlpialTp+L777+Hqamp0L60tBSrVq3CwoULmz0HxtjTQUT02A1sreT+/fsYM2YMxowZg6lTp7ZFCIyxJyQ3NxdDhw5FWFgYwsPDIZPJ2jokVoczZ84gMjISAQEBmDt3bluHw5iavn37IjU1ta3DeCa1yQrexo0bYW1tjeeeew6TJ09uixAYY09Qx44dkZqaitLSUqxYsaKtw2F1yMzMRHR0NJYtW8bJHWM6ps1W8BhjjDHG6sMreE3Hz8MzxhhjjOkYTvAYY4wxxnQMJ3iMMcYYYzqGEzzGGGOMMR3DCR5jjDHGmI7hBI8xxhhjTMdwgscYY4wxpmM4wWOMMcYY0zGc4DHGGGOM6RhO8BhjjDHGdAwneIwxxhhjOoYTPMYYY4wxHcMJHmOMMcaYjuEEjzHGGGNMx3CCxxhjjDGmYzjBY4wxxhjTMS2S4GVnZ2Pr1q2NbpeTkwORSITY2FiNOiLCBx98AFtbW8hkMnTt2hWVlZVNjvHcuXOQyWSQyWTQ19fHkiVLmtxXbWJjYyESiZCTk9Mi/QUGBkImk8HU1BT6+vot0mdznDhx4qmIgz07rl27huDgYLz//vttHco/RmlpKWJjY1FWVqbV9hkZGRgwYAC2bdv2hCNjjLW2ZiV427dvR79+/dCvXz9ERUU1ur2BgQG6desGqVSqUXfs2DHExMTg559/hkKhQHJyMoyMjJoca69evaBQKKBQKODt7d3kfuoilUrRrVs3GBgYtEh/3377LRQKBRITE1ukP/bPo1KpEBkZCXNzczg4ODTqSzwlJQXu7u6QSCQYOXIkiouLhbqaZL/mhMnX11ej/cWLF+Ht7Q0fHx98/vnnzR6zPg3Nc+DAgbC0tIRUKoW/vz8UCoVW/QLA3r17kZCQoPX2zVVYWIhXX30VEokEPXv2RFpamlbtzp49Cz8/P3h4eGDSpEm4ffu2UFdVVQV/f38899xzMDMzw+TJk/HgwQMAgKurK+Li4rBlyxZERkY+kTkx1taCZs+G35QpGq+g2bPbOrQnqlkJnpubGw4dOoTly5c3qb29vT0yMzPh7++vUXfjxg106NAB3bp1AwBYWlpCLBY3J9wnyt/fH5mZmbC3t2/rUBgDAMTExCAlJQXZ2dk4cOAAZs2ahczMzAbbKZVK+Pv7Y+7cuSgqKoKDgwNmzpypto23t7dwwnT06FG1OpVKhcDAQCxevBihoaFanfRoM2ZT5/nNN9+guLgYGRkZ+P333xEfH69Vv0DrJ3gRERFwcXFBcXExZs+ejYCAAKhUqgbbWVpaYt26dTh9+nSt9RMnTkReXh6uXr2KlJQULF68WKjr2rUrEhMTkZSUhH379rXYXBh7WpSWl8PczEzjVVpe3tahPVHNSvB69eoFS0vLRrc7fPiwcPYvEonUDko3btyATCZDeHg4srOzhe0GDRqkVd8XL16Er68vLC0tYWFhgbFjx2rV7t69ewgLC4OFhQUcHR3x1VdfqdWLRCIkJCTgxRdfhEQiwZAhQwAA8+fPr/dSaklJCSZNmgQ7OzvIZDJ4enri1q1bAIAvv/wSnTp1gpmZGVxcXHDkyBGtYq1LQUEBTExMQEQoKyvDN998A5VKhdLSUvTu3RsAcPnyZQwdOhQWFhZwd3fXWCGsa56PUqlU8PX1xcKFC4WynJwc+Pj4wMzMDD179sQvv/wi1J04cQISiQTHjx9Ht27dYGRkhE8++aRZc2UN27BhAz766CPIZDL07NkT48ePx6ZNmxpsl5iYCGtrawQFBaFdu3aIiorC999/r/WKWmJiIhQKBSZOnKh1rM0Zs6F5uri4AADy8/NRXV2Nl19+ucE+U1NTIZPJEB8fj7i4OOE4VJMclpeXIyQkBLa2tnB2dsbSpUtBRFrPtzaFhYVISEjA4sWLYWhoiIkTJ8LY2BiHDh1qsG3nzp3RuXPnWuv09fXh7+8PAwMDWFlZYeTIkTh37pzaNiYmJnjvvfewbNmyZs2BsYZUVlbi1q1bWr8ANGr72l4qlQoPqqo0XiqVqtl9a/Nqzu1lzdEmN1UNHz5cuEwiEonU6uzs7KBQKBAbG4slS5YgKytL635v376NYcOGISQkBPv374dYLMaFCxe0artgwQIUFRXhxo0buHTpEgYNGgRvb2+4ubkJ28ybNw+bN2+Gra0tpkyZAgCIiopCVFQUTpw4gWHDhmn0GxwcjAcPHuDcuXOwtrbGpUuXYGJiAgBwd3fH2bNnYWlpialTp2LRokV45ZVXtJ7v42xtbdG+fXvk5eXh7NmzmDRpEjw9PVFeXg4PDw9UVVVh1KhRCAwMxNGjR3H06FGMGTMGly5dEr4E65rno+bMmaORpL355psYO3Ysjh49ipiYGLzxxhvIy8sTVl2VSiVWrFiB48eP48cff8S1a9eaPE/WMKVSifT0dPTo0UMoc3V1xe7duxtsm5aWptbOxsYGpqamSE9Ph1wuh0gkwpkzZ/D888/jjTfewIIFC9CuXTth+6SkJAwdOrRRK+4NjdmceSYkJGDcuHGorq7G9u3b0b179wbj6du3LxQKBUJDQ6Gvr6+RGM+YMQM3b97ElStXUFBQALlcDnt7e4SEhGg958edP38elpaWaifNrq6uSEtLw6hRo5rc7+NSUlJqPc74+voiMjISxcXFTTpxZ0wbNSvpjbFnz55mjXnnzh1QVZVG+V2lstl9a8PLywt9+/Z94uM8rt4ELzo6GtHR0Rrlw4YNw65du55YUE2VmJgIPT09LF26FHp6Dxcn+/Tp02A7IkJMTAx+/PFHGBkZwcvLC56enjh9+rRagrd06VL069cPALRabbt58yYOHjyIjIwM2NjYAIBaf48eZAcMGIDjx49rN9F6uLq6IjMzE6dPn8a4cePw22+/obq6Gp6enkhOTsb169fx8ccfQ19fH35+fhg4cCB27NiBjz/+WKt57ty5EwkJCfjtt9+E5Dw1NRWXLl3CmTNnoKenh9DQULz77rvIysoSLrFXVVVh+/btkMlkCA4ObvY8Wf2Ki4tBRDA2NhbKTExMhDPi+hQVFam1e7ytXC7H3bt3kZ6ejokTJ0KpVKrdppGbmyusGGuroTHros08X3/9dVRUVGDv3r0ICQlBly5dtDou1EWlUmHHjh04cuQITE1NYWpqirCwMMTFxTUrwWvqPmiMmJgY3L17F7NmzdKoc3R0BBEhLy+PEzz2xLi6usLJyUnr7Tds2FDrbVyNsSs5GVKJRKNcdPt2s/vWxuOf69ZSb4I3Z84czJkzp7Viaba8vDx06tRJSO60devWLVRUVMDX11dIWpRKJcofuz5vbm7e6HgAqK2OPerXX3/FggULcP78eVRUVMDOzq5R/dfGzc0Nly9fRnp6OubMmYOdO3fC2NgYI0eORH5+PqytrdVWWxwdHZGfn6/WR33z/OKLL+Dq6gozMzOh7OrVq7hz547al0K7du3UbmYXiUSQyWTNnh/TjpWVFUQikdqlgcrKSlhbWzfY1traWmPl/PG2YrEYPXv2xIIFCzBjxgy1BE9PTw/V1dUa/Z48eRKjR49WK6s5xmgzZnPmaWhoiPHjxyM2Nhbx8fHNSvCKioqgVCrh6OgolNX2OWosa2trjUs5lZWVdR4/GmvHjh2IjY1FUlJSrQ+s1fzMGnv8ZKwxTExMhKtY2tLmuFUfsVgMg1puoRKLxc3u+2lW7yc5OjpauPfk0de4ceNaK75GcXR0xNWrV7W6KflRlpaWMDQ0xPHjx4Ubx+/cuYN///vfzY4HAP766y+NuuLiYvj6+uLNN9/EtWvXsH79+maNVaNHjx74/fffYWxsjP79+yMtLQ0XL16Ep6cn7O3tcevWLSiVSmH769evN+rBkB07duDUqVNqT03b2dnB1NRU2HcKhQL37t1D//79W2ROrPEMDAzg7u6OjIwMoSwjIwNeXl4NtvXy8lJrV1hYiIqKCri7u2tsKxaLcf/+fbWyzp07Izs7W2NbuVyu9juiUCiEE8jGjNmceRoZGTXq+FDbAyJWVlYwNDRUS+ga+zmqjaenJ0pKStTuO9T2Z9aQX375BfPnz8eBAwfqPIHLycmBWCxu1OoKY8+CmgcqHn+ZP7JQoZOoBWzZsoVcXFya1BYAnTp1qkX6LC8vp+eee45mzJhBt2/fpurqavrjjz80tpPL5RQVFaVWNnnyZBoxYgTduHGDiIgKCgro8uXLDcZZ4/jx4yQWizXKR4wYQXK5nK5du0ZERNeuXaOioiI6f/48AaCsrCwqKyujoKAgeu6556iqqkqrfuty9OhRkkgk9OmnnxIRUa9evcjNzY2IiB48eEBdunShRYsWUVVVFR0+fJjatWtHWVlZDc7z0TiOHTtGBgYGtHv3bqHf7t2707x586iyspKIiC5fvkyFhYVNmgNrGevWraMXXniBSktL6dy5c2RpaUmXLl1S2+bNN98kJycntTKlUkn29va0fft2un//Pr3zzjs0YcIEoT43N5fKysqorKyMXnzxRZo8ebJa+yNHjpCNjQ3dv39f61gbGpOI6NdffyUnJydauXKl1vO8ffs2Xbx4kYiIUlJSqH379nT8+HGt41qwYAENGDCAysvLqaqqiioqKoiIKCQkhEaMGEEVFRV09epVcnR0pNjYWK37rcsbb7xBERERdP/+fdq6dSs5OjrSgwcP1LZxcnKiN998s9b22dnZBIDy8vKEsrt371KXLl0oPj6+3rFXrFhBQ4YMafYcGGtJffr0aesQnlnNSvCCgoJIKpVS+/btSU9Pj6RSKUmlUo0vkXoDaMEEj4jo4sWL9Morr5ClpSVZWFjQ4MGDNbapLcGrqKigyMhIcnJyIjMzM3r++edp165dDcZZo64kpqSkhP71r3+Rvb09SaVScnd3F75wZsyYQVKplNzc3Oibb76h3r17a8Tb2OToxo0bBIBOnjxJRA8T12HDhgn1mZmZJJfLydzcnNzc3CghIUGtvTYJHhHRmjVryMTEhM6fP09ED79YXn/9dbKxsSGpVEovvPCCkCBzgtc2VCoVRUZGkkwmI3t7+1oTELlcTrWd56WkpJCbmxuZmJjQiBEj6NatW0Ldzp07ydramqysrGjSpElUXl6u0X7gwIEaiVhD6huT6OHvEQBauHCh1vP8+++/ycXFhczMzMje3r7RMd24cYPkcjlJJBKysbGhNWvWEBFRWVkZBQcHk42NDXXs2JGWLFlC1dXVjeq7NgUFBTR8+HAyMTEhDw8PSk1N1dgGAMnlcrWy9evXk1QqJYlEQgDIzMyMpFIpbdiwgU6cOEEASCKRCMfo8PBwtfYlJSXk4ODQqOSXsdbACV7TiYia+Ww/Y4w9Jjc3F0OHDkVYWBjCw8P5/sun2JkzZxAZGYmAgADMnTu3rcNhTE3fvn2Rmpra1mE8k/huWsZYi+vYsSNSU1NRWlqKFStWtHU4rA6ZmZmIjo7GsmXLOLljTMfwCh5jjDHGnkq8gtd0vILHGGOMMaZjOMFjjDHGGNMxnOAxxhhjjOkYTvAYY4wxxnQMJ3iMMcYYYzqGEzzGGGOMMR3DCR5jjDHGmI7hBI8xxhhjTMdwgscYY4wxpmM4wWOMMcYY0zGc4DHGGGOM6RhO8BhjjDHGdAwneIwxxhhjOoYTPMYYY4wxHcMJHmOMMcaYjmmRBC87Oxtbt25tdLucnByIRCLExsZq1BERPvjgA9ja2kImk6Fr166orKxsgWj/Gerbt8+KEydOQF9fv63DYE107do1BAcH4/3332/rUP4xSktLERsbi7KyMo06pVKJAwcO4Pz580JZRkYGBgwYgG3btrVmmIyxVtCsBG/79u3o168f+vXrh6ioqEa3NzAwQLdu3SCVSjXqjh07hpiYGPz8889QKBRITk6GkZFRc8J9YhQKBT755BOUl5c/NWPWt2/ZP4NKpUJkZCTMzc3h4ODQqC/xlJQUuLu7QyKRYOTIkSguLtbYJj8/HxKJpNaTiIsXL8Lb2xs+Pj74/PPPW2zM2jQ0z4EDB8LS0hJSqRT+/v5QKBRa9QsAe/fuRUJCgtbbN1dhYSFeffVVSCQS9OzZE2lpaVq1O3v2LPz8/ODh4YFJkybh9u3bQl1RURFCQkLw/PPPw9/fH3/++adQ5+rqiri4OGzZsgWRkZEtPh/G2krQ7NnwmzJF4xU0e3Zbh9ZqmpXgubm54dChQ1i+fHmT2tvb2yMzMxP+/v4adTdu3ECHDh3QrVs3AIClpSXEYnFzwn1iFAoFFi1a1OoJXn1j1rdv2T9DTEwMUlJSkJ2djQMHDmDWrFnIzMxssJ1SqYS/vz/mzp2LoqIiODg4YObMmRrbvffee1AqlRrlKpUKgYGBWLx4MUJDQ2FgYNBiYzZlnt988w2Ki4uRkZGB33//HfHx8Vr1C7R+ghcREQEXFxcUFxdj9uzZCAgIgEqlarCdpaUl1q1bh9OnT2vU6evrY+bMmbh69Srs7Ow06rt27YrExEQkJSVh3759LTIPxtpaaXk5zM3MNF6lrfg93daaleD16tULlpaWjW53+PBhyGQyyGQyiEQitYPSjRs3IJPJEB4ejuzsbGG7QYMGadX3xYsX4evrC0tLS1hYWGDs2LFCXWJiItzd3WFhYYGhQ4fi8uXLQp2zszNWrFgBuVwOqVSKd955R6i7c+cO3nzzTVhbW8PMzAyenp64d+8eAGDcuHHw9PQE8DDhlclkwnsA+OSTT/Daa69h9erVsLOzg1gsxokTJwBAbe7Xr1+HSCRCTk6O0Hbfvn3o3bs3ZDIZbG1t8dlnnzU4Zn37FgAuX76MoUOHwsLCAu7u7khMTBTqQkNDMWXKFISGhkImk+HFF19EaWlpvfu7oKAAJiYmICKUlZXhm2++gUqlQmlpKXr37t3gmDX7ISEhAS+++CIkEgmGDBmiMY5KpYKvry8WLlwolOXk5MDHxwdmZmbo2bMnfvnlF6HuxIkTkEgkOH78OLp16wYjIyN88skn9c5F12zYsAEfffQRZDIZevbsifHjx2PTpk0NtktMTIS1tTWCgoLQrl07REVF4fvvv1dbUUtKSkJhYSEGDhxYa3uFQoGJEydqHas2YzZ1ni4uLgAerjhWV1fj5ZdfbrDP1NRUyGQyxMfHIy4uTvhM1SSH5eXlCAkJga2tLZydnbF06VIQkdbzrU1hYSESEhKwePFiGBoaYuLEiTA2NsahQ4cabNu5c2d07ty51jqZTAYvLy/o6dV9uDcxMcF7772HZcuWNTl+xrRRWVmJW7duaf0C0Kjta14qlQoPqqo0XiqVqkn9Neb1tNxO1iY3OA0fPly4TCISidTq7OzsoFAoEBsbiyVLliArK0vrfm/fvo1hw4YhJCQE+/fvh1gsxoULFwAAWVlZCAgIwN69e+Hr64tFixbhtddew6VLl4T7vNatW4dDhw6hqqoKHh4emDVrFrp3746tW7ciNzcXubm5MDIyQkZGhrAqsWvXLuTk5KBTp064ePEiHBwcNOL65Zdf0LlzZ2RlZWHmzJn1Hmhr/Pbbbxg/fjx27NiB0aNH486dO8jLy2twzPr2bVVVFUaNGoXAwEAcPXoUR48exZgxY3Dp0iXhS7DmC23dunXo0aMHdu7ciWnTptUZp62tLdq3b4+8vDycPXsWkyZNgqenJ8rLy+Hh4aHVmAAwb948bN68Gba2tpgyZYrGOHPmzNFI0t58802MHTsWR48eRUxMDN544w3k5eUJK71KpRIrVqzA8ePH8eOPP+LatWsN7nddoVQqkZ6ejh49eghlrq6u2L17d4Nt09LS1NrZ2NjA1NQU6enpkMvluHfvHt5//33s2rUL06dP12iflJSEoUOHNmrFvaEx66LNPBMSEjBu3DhUV1dj+/bt6N69e4Px9O3bFwqFAqGhodDX19dIjGfMmIGbN2/iypUrKCgogFwuh729PUJCQrSe8+POnz8PS0tLtZNmV1dXpKWlYdSoUU3uV1u+vr6IjIxEcXFxk07cGdNGzUp6Y+zZs6fR49y5cwdUVaVRflepbFJ/jeHl5YW+ffs+0TG0UW+CFx0djejoaI3yYcOGYdeuXU8sqKZKTEyEnp4eli5dKiRRffr0AQB8++23GDRoEPz8/AA8TCiWL1+O5ORkeHt7AwA++ugj4eCvp6eHwsJCdO/eHebm5sjKysL333+PcePGqX2ZaKNTp05YvXo1AGDjxo1atdm8eTP8/f2FFUiJRNLocR+XnJyM69ev4+OPP4a+vj78/PwwcOBA7NixAx9//DEAYPTo0cKYXbp0QWFhYYP9urq6IjMzE6dPn8a4cePw22+/obq6Gp6enlqNCQBLly5Fv379AABHjhxR63/nzp1ISEjAb7/9JiStqampuHTpEs6cOQM9PT2Ehobi3XffRVZWlnBZv6qqCtu3b4dMJkNwcHCz9t2zpri4GEQEY2NjoczExEQ4I65PUVGRWrvH2y5btgyjR4+Gm5tbre1zc3OF1VttNTRmXbSZ5+uvv46Kigrs3bsXISEh6NKli3BcaAqVSoUdO3bgyJEjMDU1hampKcLCwhAXF9esBK+p+6ClODo6goiQl5fHCR57YlxdXeHk5KT19hs2bGjSrUa7kpMhlUg0ykW3bz/xW5ce/xy3lXoTvDlz5mDOnDmtFUuz5eXloVOnTrWukOXn58PR0VF4b2RkBGtra+Tn5wtlj/5QRCIRqqurAQCBgYEoLS1FdHQ0pk+fjsjISERFRWm9QmFubt6kuXh5eTW6XX3y8/NhbW2Ndu3aCWWOjo5a7YP6uLm54fLly0hPT8ecOXOwc+dOGBsbY+TIkVqNCdS/j7744gu4urrCzMxMKLt69Sru3Lmj9kXUrl07tRvoRSIRZDJZg/HrIisrK4hEIrVLBZWVlbC2tm6wrbW1tcbKeU3brKwsfPvtt/jjjz/qbK+np1fr783JkycxevRotbKaY0x9Y9ZH23kaGhpi/PjxiI2NRXx8fLMSvKKiIiiVSrXjSW2/041lbW2tcWmnsrJSbaX7Sar5mWlzhYGxpjIxMYGJiUmj2mhz3HqcWCyGQS1/hUEsFjepv2dRvZ/k6Oho4d6TR1/jxo1rrfgaxdHREVevXq31pmR7e3u1A/D9+/dRVFQEe3t7rfoODw/HpUuX8OOPP+Krr77C4cOHhTptbiKvS819O4//WQNHR0f83//9X53tmjKmvb09bt26pXZj/PXr17XeB3Xp0aMHfv/9dxgbG6N///5IS0vDxYsX4enp2SJj7tixA6dOnVJ7UtvOzg6mpqZQKBTC6969e+jfv3+z5qIrDAwM4O7ujoyMDKEsIyNDq5MGLy8vtXaFhYWoqKiAu7s7fv31V+Tn58POzg4ymQynT59GREQEFi1aJGzfuXNnZGdna/Qrl8vVfl4KhUI4gaxvzJacp5GRkVYPLTza/+OsrKxgaGiodjxpic+Rp6cnSkpK1O471PZn1hJycnIgFosbtbrC2NOq5oGKx1/mjywU6DxqAVu2bCEXF5cmtQVAp06dapE+y8vL6bnnnqMZM2bQ7du3qbq6mv744w8iIvrrr7+oXbt2dPToUaqqqqKFCxdS165d6cGDB0RE5OTkRHFxcUJfYrGYjh8/TkRESUlJlJWVRUREV65cIRsbG/rll1+Ebe/evUuGhob03XffERFRWVmZULdw4ULy8fGpNV4bGxtaunQp5ebm0ssvv0wAKDs7m4iIkpOTSV9fn+Li4kipVNL9+/cpPT1dqzFrPL5vHzx4QF26dKFFixZRVVUVHT58mNq1ayfMLSQkhCZPnixs7+PjQwsXLqx7h/8/R48eJYlEQp9++ikREfXq1Yvc3Ny0GrO2OGscP36cxGIxEREdO3aMDAwMaPfu3UK/3bt3p3nz5lFlZSUREV2+fJkKCws12v5TrVu3jl544QUqLS2lc+fOkaWlJV26dEltmzfffJOcnJzUypRKJdnb29P27dvp/v379M4779CECRNqHUMul9OWLVvUyo4cOUI2NjZ0//59rWPVZsxff/2VnJycaOXKlVrP8/bt23Tx4kUiIkpJSaH27dsLn2ttLFiwgAYMGEDl5eVUVVVFFRUVRPTwszJixAiqqKigq1evkqOjI8XGxmrdb13eeOMNioiIoPv379PWrVvJ0dFROEbVcHJyojfffLPW9tnZ2QSA8vLyaq1//Dj3qBUrVtCQIUOaNwHGWlifPn3aOoRnVrMSvKCgIJJKpdS+fXvS09MjqVRKUqlU40uk3gBaMMEjIrp48SK98sorZGlpSRYWFjR48GChLiEhgdzc3Mjc3JzkcjllZmYKdfUleGvWrCEXFxcyMzMjR0dHWr58uca4//3vf6lDhw4klUqpY8eOQnl9Cd6mTZtIJpNRt27d6IcfflBL8IiI9u3bR15eXiSVSsnGxoY++OADrcasUdu+zczMJLlcTubm5uTm5kYJCQlCXVMTvBs3bhAAOnnyJBERTZ48mYYNG6bVmHXFSaSZpK1Zs4ZMTEzo/PnzRPTwy+z1118nGxsbkkql9MILL9Dly5drbftPpFKpKDIykmQyGdnb29eagMjlcqrtPC8lJYXc3NzIxMSERowYQbdu3ap1jNoSPCKigQMHaiRiDWlozOPHjxMAjd/J+ub5999/C59de3v7Rsd048YNksvlJJFIyMbGhtasWUNED0+ogoODycbGhjp27EhLliyh6urqRvVdm4KCAho+fDiZmJiQh4cHpaamamwDgORyuVrZ+vXrSSqVkkQiIQBkZmZGUqmUNmzYQBcuXBCOzSKRiIyNjUkqldLEiROF9iUlJeTg4NCo5Jex1sAJXtOJiJr5bD9jjD0mNzcXQ4cORVhYGMLDw/+x90I+C86cOYPIyEgEBARg7ty5bR0OY2r69u2L1NTUtg7jmcR30zLGWlzHjh2RmpqK0tJSrFixoq3DYXXIzMxEdHQ0li1bxskdYzqGV/AYY4wx9lTiFbym4xU8xhhjjDEdwwkeY4wxxpiO4QSPMcYYY0zHcILHGGOMMaZjOMFjjDHGGNMxnOAxxhhjjOkYTvAYY4wxxnQMJ3iMMcYYYzqGEzzGGGOMMR3DCR5jjDHGmI7hBI8xxhhjTMdwgscYY4wxpmM4wWOMMcYY0zGc4DHGGGOM6RhO8BhjjDHGdMw/LsErKiqCv78/pFIpLCws8MYbbzyxsXJyciASiVq837Vr10Imk0Emk0EkEuH06dN1jh0bG9vi47N/BqVSiQMHDuD8+fNNan/t2jUEBwfj/fffb+HIapednY2tW7e2yli6IiMjAwMGDMC2bdvaOhTGWAv7xyV4K1euRF5eHnJzc1FSUoL169e3dUiN9u6770KhUEChUNS5jYGBAbp16wapVNp6gbGnikqlQmRkJMzNzeHg4KD1l3hRURFCQkLw/PPPw9/fH3/++adafWFhIV599VVIJBL07NkTaWlpGn1cvHgR3t7e8PHxweeff67VuCkpKXB3d4dEIsHIkSNRXFysVbvt27ejX79+6NevH6KiotTq4uPjhZMhmUwGiUSCzp07a9UvAOzduxcJCQlab99c2uzbumzevBn29vawsLDArFmzQEQAgKqqKvj7++O5556DmZkZJk+ejAcPHgAAXF1dERcXhy1btiAyMvKJzIkx1jb+cQnejRs30KtXLyHxsba2buOIngx7e3tkZmbC39+/rUNhbSQmJgYpKSnIzs7GgQMHMGvWLGRmZjbYTl9fHzNnzsTVq1dhZ2enUR8REQEXFxcUFxdj9uzZCAgIgEqlEupVKhUCAwOxePFihIaGwsDAoMExlUol/P39MXfuXBQVFcHBwQEzZ87Uap5ubm44dOgQli9frlEXFBQknAwpFApERkbi7bff1qpfoPUTvIb2bV0uXLiADz/8EIcPH0ZWVhZOnjyJzZs3C/UTJ05EXl4erl69ipSUFCxevFio69q1KxITE5GUlIR9+/Y9kXmxp1PQ7NnwmzJF4xU0e3Zbh8ZaAtXjwIED5OjoSFVVVULZt99+S6NHjxbef/nll2RnZ0dWVlYUERFBSqWSiIiuX79OL730EllZWZGZmRm98cYbav0sXLiQRo0aRatWraIOHTqQnp4eHT9+nIiIMjMzadCgQSSTyUgmk9HEiRPrC1NQXV1Nn376KTk5OZGNjQ1NnDiRysrKiIho586dJJVKycDAgAwNDUkqlZJUKqV///vfDfZbWVlJ48ePJysrK5JIJOTh4UF3794V6tPT02nYsGFkYWFB5ubm5O/vT0RE2dnZBIAOHjxI3bt3J3Nzc9q0aZPQLjMzk4YMGULm5ubk5uZG+/fvF+rKyspo4sSJZGNjQ05OTvTpp59SdXW1RmwA6NSpU8L7pKQkYW6P1xEROTk50fLly+mll14iMzMzmjJlilB39+5devPNN0kikdDgwYMpPDycQkJCGtw/7Onk4eFBu3fvFt6Hh4fT7NmzG9WHk5MTxcXFCe8LCgrIwMCAioqKhDJXV1e13929e/eSg4OD2ue9IT/88AN5enqqjWNoaKg2TkO2bNlCLi4uddbn5+eTs7MzlZeXN9jX2bNnaz1ebN++nYi0/3w2hjb7ti6RkZE0Y8YM4f3OnTupT58+tW77n//8h0aNGqVRvnbtWurfv38TImfPqlfDwmjCrFkar1fDwto6NEFdv8esYfr1JX9+fn5o164d9u3bh7FjxwJ4eP/XokWLAAAHDx7E2rVrkZKSgvbt22Pw4MHYuHEjIiIiIBKJEBUVhcGDByMnJwc9evTATz/9BF9fX6H/X375BZ07d0ZWVhZmzpwJPb2HC4oLFizACy+8gNOnT6OqqgpXrlzRKlndunUr1q9fj5MnT8LW1hZjx47FzJkzsWXLFowfPx7jx49HaGgo9PX1sWnTJq2T4K1btyI3Nxe5ubkwMjJCRkaGsCpx+/ZtDBs2DCEhIdi/fz/EYjEuXLig1n7z5s04e/Ysvv76a8ybNw+TJ09GVVUVRo0ahcDAQBw9ehRHjx7FmDFjcOnSJbi4uGDGjBm4efMmrly5goKCAsjlctjb2yMkJKTeWIcPHy5cuq3r/r9169bh0KFDqKqqgoeHB2bNmoXu3bvjyy+/RHZ2NvLz83H9+nX4+flhyJAhWu8n9vRQKpVIT09Hjx49hDJXV1fs3r27Wf2eP38elpaWsLS0VOs3LS0No0aNAgAkJSVh6NChEIvFWveblpamFquNjQ1MTU2Rnp4OuVzerJhrfPLJJ5g5cyYkEkmD2/bt2xcKhaLO40VTP5/10Wbf1iUtLQ0TJ05Ua3fu3DmoVCqNn0NKSgpeeeUVjT58fX0RGRmJ4uJitRhY66msrMSdO3dabTyVSoUHVVW1lt+6datVYjA2NoaJiUmrjPVPU2+CJxKJMH36dPz3v//F2LFjce7cOSgUCrz88ssAgPXr12Pq1KlwcHAAALz++us4deoUIiIiYGdnJ1zecXFxga2tLQoLC9X679SpE1avXg0A2Lhxo1Bubm6OU6dO4dixY/Dx8UH37t21msw333yDKVOmwMXFBQAwd+5cDB8+HJs3bxaSx6YwNzdHVlYWvv/+e4wbN07tiygxMRF6enpYunSpMEafPn3U2n/11VcwNTVF7969hX2QnJyM69ev4+OPP4a+vj78/PwwcOBA7NixAx999BF27NiBI0eOwNTUFKampggLC0NcXFyzvkBqfPTRR8I+1dPTQ2FhIbp3745vvvkG//nPfyCRSODq6ophw4ahqpYPP3v6FRcXg4hgbGwslJmYmDT7oF1UVKTWZ2395ubmonfv3i3eb3NcvnwZBw4cEI43zaFSqZ7I57M5++DxtiYmJlCpVCgtLYWVlZVQHhMTg7t372LWrFkafTg6OoKIkJeXxwleG8nIyMDvv//eauPduXMHVMsx/q5SiT179rRKDF5eXujbt2+rjPVPU2+CBwCTJk3C/Pnz8eeff+K///0vZsyYIdRdvXoVx48fx9KlSwE8vJl36NChAB6uICxatAjfffcdCgsLcfv2beGm3xrm5ua1jrlixQosWrQIwcHBMDQ0RHR0NIKCghqcTH5+PhwdHYX3jo6OUCqVuHXrFmxtbRtsX5fAwECUlpYiOjoa06dPR2RkJKKioiAWi5GXl4dOnTrVm0DWnJ2IRCJhH+Tn58Pa2hrt2rVTizc/Px9FRUVQKpUac8nPz2/yHB716BeBSCRCdXU1gIdPIXbs2LFFxmCtw8/PD7/++qtamUKhgJWVFUQiESorK4XyysrKZt9zam1trdZnTb81J1XAw5OGmt+pR508eRKjR49WK5szZw7mzJkDa2trZGVlafTbUvfILliwAJMnT0b79u2b3VdzPp8qlUojefL29kZiYqJW+7Yuj7etrKyEWCxWO8bu2LEDsbGxSEpKgpGRkUYfNT+z5pwMs+ZxdXWFk5NTq423KzkZ0lpWtEW3b7fa/duPn9SwltNggieVShEcHIxFixYhOTkZa9euFers7OwQFhZW69ngwoUL8dNPPyEpKQmdO3dGp06dtA7K1NQUy5cvR3R0NLZt24aQkBCMHDmywSdC7e3t1Q6y169fh6GhYYt8SYSHhyM8PBy//fYb/Pz84O3tjREjRsDR0RFXr16t9VJIQ7HeunULSqUShoaGQrw+Pj6wsrKCoaEh8vPzhSf+rl+/Dnt7+2bPoz5mZmYoKysT3t+7dw/6+g3+irA2dOjQoVrLDQwM4O7ujoyMDGG1NiMjA15eXs0az9PTEyUlJWqX8TIyMhAaGips07lzZ2RnZ2u0lcvldT757eXlhf379wvvCwsLUVFRAXd392bFCzx8oveHH37Q+laPRxkYGGicmDbn8ykWi+vcB9rs27p4eXkhIyNDeJ+RkYGePXsKx6RffvkF8+fPR3Jycp0n1jk5ORCLxa2aYDB1JiYmrXq5UiwWw6CWY7xYLNbZBxD/SbQ6VXv33Xfxww8/4K233lI7Aw4NDcXatWuFv5NVWVkpLC9fvnwZ3bp1Q+fOnfHzzz+juLhYLXmoz86dO1FcXAyxWAwbGxsYGRlpdeb99ttvY/PmzcjJyUFlZSWWLVuGoKCgZp+RHj58WPhysLKygr6+PmQyGQBg1KhRICLMmjULFRUVICKcO3euwT4HDBgABwcHREdHQ6VS4ciRI/j1118xYcIEiMViTJgwAdHR0aisrER2djY2b96M4ODgZs2jIb6+vtiyZQsePHiAPXv24NChQ41KWtnTZdq0aVi2bBkUCgXOnz+P7777DmFhYWrbBAYGwtnZWes+bWxsMGbMGCxYsABKpRLbtm1DRUUF/Pz8hG1GjRqFn376CUqlUut+X3vtNRQXFyM+Ph5KpRLz589HQECA2mpXcnIynJ2dsWrVKq37BYBNmzbB3d29SYmLnZ0dLl68iNu3b0OlUgkrY0/i86nNvgUAZ2dnBAYGqpVNmTIF8fHxSE9PR0lJCT777DNMnToVwMMTtdDQUERFRaldrn1cUlISXnzxRf7TSv8g5mZmKC0v13iZm5m1dWisJWjzJMb9+/fJ0tKSrl27plG3bt066t69O0mlUrKzs6OPP/6YiIjS0tKoR48eZG1tTRMmTKAvv/ySZDIZJSYmEtHDp2h9fHxqHS80NJSee+45kkql5O7uTklJSVo9MVJdXU1Lliyhjh07ko2NDQUHBwtP0dYICQmhyZMna9VfjTVr1pCLiwuZmZmRo6MjLV++XK3+4sWL9Morr5ClpSVZWFjQ4MGDiej/f4q25onbU6dO0aO7PDMzk+RyufAUbUJCglBXVlZGwcHBZGNjQx07dqQlS5Zo9RRtQ3WPPxUpFouFp5fz8vLI29ubpFIpBQUF0dtvv02zZs1qxJ5iTxOVSkWRkZEkk8nI3t6eYmNjNbaRy+X0+GHgwoULwlOjIpGIjI2NSSqVCk+zFxQU0PDhw8nExIQ8PDwoNTVVo9+BAwfSypUrGxVvSkoKubm5kYmJCY0YMYJu3bqlVn/8+HECQAsXLlQrDwoKIqlUSu3btyc9PT0h9kuXLhERUc+ePWnq1KmNiqXGjRs3SC6Xk0QiIRsbG1qzZg0Raf/5bCxt9i0AksvlGuWbN2+mDh06kEwmo/fee49UKhUREZ04cYIAkEQiEfZNeHi4WtuSkhJycHAQjgWMPS34KdqmExE9dv2hFosXL0ZGRgZ27NjxJHNN1sZKSkrQrl07mJiY4Pr16xg0aBA2bNiAV199ta1DY8+Y3NxcDB06FGFhYQgPDxdWvNnT58yZM4iMjERAQADmzp3b1uEwpqZv375ITU1t6zCeSfVeu8zIyICZmRmSkpLw5ZdftlZMrI0cP34crq6usLCwgFwux/Tp0zm5Y03SsWNHpKamorS0FCtWrGjrcFgdMjMzER0djWXLlnFyx5iO0WoFjzHGGGOstfEKXtPx8/CMMcYYYzqGEzzGGGOMMR3DCR5jjDHGmI7hBI8xxhhjTMdwgscYY4wxpmM4wWOMMcYY0zGc4DHGGGOM6RhO8BhjjDHGdAwneIwxxhhjOoYTPMYYY4wxHcMJHmOMMcaYjuEEjzHGGGNMx3CCxxhjjDGmYzjBY4wxxhjTMZzgMcYYY4zpGE7wGGOMMcZ0TIskeNnZ2di6dWuj2+Xk5EAkEiE2NlajjojwwQcfwNbWFjKZDF27dkVlZaVW/cbGxkIkEiEnJ6fRMbWlIUOG1LovdFlgYCBkMhlMTU2hr6/fYv06OzvjxIkTLdYfAJw7dw4ymQwymQz6+vpYsmSJ1m1DQ0PxySeftGg8T5pSqcSBAwdw/vz5JrW/du0agoOD8f7777dwZLVr6nHonywjIwMDBgzAtm3b2joUxlgLa1aCt337dvTr1w/9+vVDVFRUo9sbGBigW7dukEqlGnXHjh1DTEwMfv75ZygUCiQnJ8PIyEirfqVSKbp16wYDA4NGx8Ra17fffguFQoHExMS2DqVBvXr1gkKhgEKhgLe3d63b7N27FwkJCa0cWe1UKhUiIyNhbm4OBwcHrb/Ei4qKEBISgueffx7+/v74888/1eoLCwvx6quvQiKRoGfPnkhLS9Po4+LFi/D29oaPjw8+//xzrcZNSUmBu7s7JBIJRo4cieLiYq3aNXQc2rx5M5ycnGBubo5Ro0bh9u3bWvULtP7PU5t9W5fNmzfD3t4eFhYWmDVrFohIqJs1axZsbW1hZmaGAQMG4Ny5cwAAV1dXxMXFYcuWLYiMjGzp6bCnTNDs2fCbMkXjFTR7dluHxp6AZiV4bm5uOHToEJYvX96k9vb29sjMzIS/v79G3Y0bN9ChQwd069YNAGBpaQmxWKxVv/7+/sjMzIS9vX2T4mKsqZ6mBC8mJgYpKSnIzs7GgQMHMGvWLGRmZjbYTl9fHzNnzsTVq1dhZ2enUR8REQEXFxcUFxdj9uzZCAgIgEqlEupVKhUCAwOxePFihIaGanWipVQq4e/vj7lz56KoqAgODg6YOXOmVvOs7zh0/fp1REZG4uDBg7h58ybKy8sbtcrX2j/PhvZtXS5cuIAPP/wQhw8fRlZWFk6ePInNmzcL9TNmzMCNGzdw48YN2NnZYenSpUJd165dkZiYiKSkJOzbt++JzIs9HUrLy2FuZqbxKi0vb+vQ2BPQrASvV69esLS0bHS7w4cPC5e6RCIRTp8+LdTduHEDMpkM4eHhyM7OFrYbNGhQg/3Onz+/zst9NZeDd+zYgR49esDCwkLtAFife/fuITAwEGZmZvD29kZERARCQ0MBPLyUvHTpUjg7O8PW1hYhISEof+TDkpiYCHd3d1hYWGDo0KG4fPmyUFdQUICXX34ZUqkUY8aMQUVFhVbxNDTmJ598gtdeew2rV6+GnZ0dxGKx1pcrV65cCXt7e1hbW2P69Ol48OABAOCdd95Br169oFQqAQCrVq3CqFGjhHYlJSWYNGkS7OzsIJPJ4OnpiVu3bgn7LywsDBYWFnB0dMRXX32lVSzNlZWVhZdeeglSqRTvvPOOVvPMz8+HXC6HtbU1pFIpxo8fr9UXbGpqKmQyGeLj4xEXFyf83sbHxwvb3LlzB8HBwZDJZHjxxRdRWlrashN+zIYNG/DRRx9BJpOhZ8+eGD9+PDZt2tRgO5lMBi8vL+jpaR4eCgsLkZCQgMWLF8PQ0BATJ06EsbExDh06JGyTmJgIhUKBiRMnah1rYmIirK2tERQUhHbt2iEqKgrff/+9Vqt49R2HiouL0a5dO3Tr1g1GRkbo3bs3LCwsGuyzoZ9neXk5QkJCYGtrC2dnZyxdulRtxawptNm3ddm0aRPeeust4Vjz4Ycf4n//+59Q7+zsDLFYjPLycuTl5WH06NFq7U1MTPDee+9h2bJlzZoDa5zKykrcunWr1V4qlQoPqqo0XiqVqtVi0PZWK9Z8LXfTUyMMHz4cCoUCACASidTq7OzsoFAoEBsbiyVLliArK0vrfqOiohAVFYUTJ05g2LBhtW6zdetW/Prrr4iLi8O8efMwefLkBvv98ssvkZ2djfz8fFy/fh1+fn4YMmSI0N/69etx8uRJ2NraYuzYsZg5cya2bNmCrKwsBAQEYO/evfD19cWiRYvw2muv4dKlS9DX10dwcDC6du2Kw4cP4/DhwwgKCtJqnvWNWeOXX35B586dkZWVhZkzZ9b6Zf24gwcPYu3atUhJSUH79u0xePBgbNy4EREREfjiiy/g4eGBTz75BBEREfjss8+QnJwstA0ODsaDBw9w7tw5WFtb49KlSzAxMQEALFiwAEVFRbhx4wYuXbqEQYMGwdvbG25ublrNt6lWrlyJhIQEVFZWomfPnpg1axa6d+9e7zxFIhGioqIwePBg5OTkoEePHvjpp5/g6+tb71h9+/aFQqFAaGgo9PX1a02kNm7ciPj4eMTExMDNzQ07d+7EtGnTnsjclUol0tPT0aNHD6HM1dUVu3fvbla/58+fh6WlpVpC5erqirS0NCHhT0pKwtChQ7VecQeAtLQ0tVhtbGxgamqK9PR0yOXyJsfbs2dPvPTSS5gyZQrCwsJQXl6O8ePHN9iuoZ/njBkzcPPmTVy5cgUFBQWQy+Wwt7dHSEhIk2PVZt/WJS0tTS2hdnV1xblz56BSqSAWi1FSUgIHBwfcvXsX06dPx1tvvaXRh6+vLyIjI1FcXNykE3fWeBkZGfj9999bbbw7d+6Aqqo0yu8qldizZ0+rxODl5YW+ffu2ylj/dPUmeNHR0YiOjtYoHzZsGHbt2vXEgnqS1qxZA6lUip49e6KwsFCrNt988w3+85//QCKRwNXVFcOGDUPV//uQfPPNN5gyZQpcXFwAAHPnzsXw4cOxefNmfPvttxg0aBD8/PwAAPPmzcPy5cuRnJyMLl264OjRo7h27RoMDAwwatQotS+4huKpa8yaRK5Tp05YvXo1gIeJhTbWr1+PqVOnwsHBAQDw+uuv49SpU4iIiIBEIsGWLVvwyiuv4OjRo5g9ezacnJwAADdv3sTBgweRkZEBGxsbABCSNyJCTEwMfvzxRxgZGcHLywuenp44ffr0E0/wFi9eLOwjPT09FBYWonv37vXO087OTrgs6eLiAltbW61/Txry9ttvC78LXbp0abF+a1NcXAwigrGxsVBmYmIirKo2VVFRkVqftfWbm5uL3r17t3i/TeXq6goHBwfMmzcPXbp0gVKpbNYDPSqVCjt27MCRI0dgamoKU1NThIWFIS4urlkJXnP2weNtTUxMoFKpUFpaCisrK1hYWKCiogK///47xowZg27dumncc+fo6AgiQl5eHid4rcTV1VU4jraGXcnJkEokGuWi27drvVXqSXj8d5w9OfUe5ebMmYM5c+a0ViytouaXSyQSaX1JJTs7Gx07dqy1Lj8/H46OjsJ7R0dHKJVK3Lp1S6POyMgI1tbWyM/Ph6GhIQA06T7B+sa0tbUFAJibmze636tXr+L48ePC/TlVVVUYOnSoUD906FAMGDAAZ8+exU8//SSU5+XlAYCQTD3q1q1bqKiogK+vr7Baq1Qq1S4pPyk1K4jAw593dXU1gPrnqVQqsWjRInz33XcoLCzE7du3m33praF4msPPzw+//vqrWplCoYCVlRVEIpHa5ZDKykpYW1s3azxra2uNSyyVlZVqP3s9Pb1a53by5EmNS4M1xxhra2uN1fqWiHfXrl24cuUKoqOjER4ejrFjxyI0NBTfffddk/ssKiqCUqnU+Azm5+c32FalUmkkT97e3sIl6ob2bV0eb1tZWQmxWKx2HNDT00Pfvn0xY8YMxMbGaiR4NT8zbVb7WcswMTFROy48aWKxGAa1nNyIxeJmf9bY06feT3J0dLRw78mjr3HjxrVWfE8FMzMzlJWVCe/v3bsn/N/e3l7twH79+nUYGhrC2tpao+7+/fsoKiqCvb09JP/vLOrR++5q7gNrSH1jNoednR2ioqKEJ0UrKiqwf/9+oT4pKQmFhYVwdnbGxx9/LJTXfNH99ddfGn1aWlrC0NAQx48fF/q9c+cO/v3vfzcr1uaob54LFy7EsWPHkJSUBIVCUWdiX5fWfnL70KFDwjxqXjVxuLu7IyMjQ9g2IyMDXl5ezRrP09MTJSUlavfGPd5v586dkZ2drdFWLpdrxFpzAunl5aUWa2FhISoqKuDu7t6seH/66SdhhUQsFmPKlClISkrSun1tP08rKysYGhpqfAa1OVkTi8Ua+6DmCXJt9m1dHt9/GRkZ6NmzZ62XyY2MjGq9rzQnJwdisbhVV5RY66p5oOLxl7mZWVuHxp6AehO8OXPmaByMFArFM3t5tql8fX2xZcsWPHjwAHv27MGhQ4eEA+fbb7+NzZs3IycnB5WVlVi2bBmCgoKgp6eHwMBA/PLLLzh27BhUKhWWLVsGR0dHDBgwAF27doWjoyO2bNmCqqoqLF26VOv7DesbszlCQ0Oxdu1a4e+eVVZWCveHlJWVYerUqdiyZQu2bt2KmJgY4cGNDh06YMSIEYiIiEBubi6Ah5fpiouLIRaLERwcjPnz5+PmzZsAHn55/9///Z/WcQUGBsLZ2blZc9N2npcvX0a3bt3QuXNn/PzzzyguLlZL7htiZ2eHixcv4vbt21CpVG16Q/G0adOwbNkyKBQKnD9/Ht999x3CwsLUtmnsvrWxscGYMWOwYMECKJVKbNu2DRUVFcKlZwAYNWoUfvrpJ+GBHG289tprKC4uRnx8PJRKJebPn4+AgAC11a7k5GQ4Oztj1apVWvfr5uaG77//Hjk5Obh//z62b9+O/v37a92+tp+nWCzGhAkTEB0djcrKSmRnZ2Pz5s0IDg7Wut/aaLNvgYcPTAQGBqqVTZkyBfHx8UhPT0dJSQk+++wzTJ06VahPTU1FdXU1/v77b3z11VcYM2aMxvhJSUl48cUXa/2zVUw3xH/xBQ5t3Kjxiv/ii7YOjT0J1AxBQUEklUqpffv2pKenR1KplKRSKV26dEnrPgDQqVOnNMq3bNlCLi4uTYrr+PHjJBaL1cqys7MJAOXl5RER0alTp0jb6efl5ZG3tzdJpVIKCgqit99+m2bNmkVERNXV1bRkyRLq2LEj2djYUHBwMJWVlQltExISyM3NjczNzUkul1NmZqZQd+LECerSpQvZ2NjQF198QS+++CJt2bKlwXgaGnPhwoXk4+Oj1dwet27dOurevTtJpVKys7Ojjz/+mIiIJk2aJMyZiGjevHnk7OxM5eXlRERUUlJC//rXv8je3p6kUim5u7vTxYsXiYiooqKCIiMjycnJiczMzOj555+nXbt2qY1b28+shlwu1/pnVcPJyYkOHTokvBeLxXT8+PEG55mWlkY9evQga2trmjBhAn355Zckk8koMTFRI6aoqCiNcW/cuEFyuZwkEgnZ2NjQmjVriIgoJCSEPvzwQ2E7Hx8fWrhwYaPm1FgqlYoiIyNJJpORvb09xcbGamxT2769cOGC8FkWiURkbGxMUqmUJk6cSEREBQUFNHz4cDIxMSEPDw9KTU3V6HfgwIG0cuXKRsWbkpJCbm5uZGJiQiNGjKBbt26p1R8/fpwAaOy3+o5DVVVVNGPGDLKwsCCpVEqvv/465efnax1TXT/PsrIyCg4OJhsbG+rYsSMtWbKEqqurGzXf2mizbwGQXC7XKN+8eTN16NCBZDIZvffee6RSqYS64cOHk0wmI3NzcwoLC6O7d++qtS0pKSEHBwe1zwhjT4M+ffq0dQjPLBFRC91gpMNKSkrQrl07mJiY4Pr16xg0aBA2bNiAV199ta1DY+yplJubi6FDhyIsLAzh4eGQyWRtHRKrw5kzZxAZGYmAgADMnTu3rcNhTE3fvn2Rmpra1mE8k/huWi0cP34crq6usLCwgFwux/Tp0zm5Y6weHTt2RGpqKkpLS7FixYq2DofVITMzE9HR0Vi2bBknd4zpGF7BY4wxxthTiVfwmo5X8BhjjDHGdAwneIwxxhhjOoYTPMYYY4wxHcMJHmOMMcaYjuEEjzHGGGNMx3CCxxhjjDGmYzjBY4wxxhjTMZzgMcYYY4zpGE7wGGOMMcZ0DCd4jDHGGGM6hhM8xhhjjDEdwwkeY4wxxpiO4QSPMcYYY0zHcILHGGOMMaZjOMFjjDHGGNMxnOAxxhhjjOmYFknwsrOzsXXr1ka3y8nJgUgkQmxsrEYdEeGDDz6Ara0tZDIZunbtisrKynr7W7t2LWQyGWQyGUQiEU6fPt2oMZ+UthiTsbZ27do1BAcH4/3332+V8Zp6HPqnUCqVOHDgAM6fPy+UZWRkYMCAAdi2bVsbRsYYexKaleBt374d/fr1Q79+/RAVFdXo9gYGBujWrRukUqlG3bFjxxATE4Off/4ZCoUCycnJMDIyqre/d999FwqFAgqFokljPiltMSZjKpUKkZGRMDc3h4ODQ6O+xFNSUuDu7g6JRIKRI0eiuLhYqPP09BROpGQyGQwMDDT6vnjxIry9veHj44PPP/+82WPWR9vj0Pvvvw9nZ2et+qyxd+9eJCQkNKpNcxQWFuLVV1+FRCJBz549kZaWpnXbzZs3w97eHhYWFpg1axaICABQVFSEkJAQPP/88/D398eff/4ptHF1dUVcXBy2bNmCyMjIFp8P0x1Bs2fDb8oUjVfQ7NltHRqrQ7MSPDc3Nxw6dAjLly9vUnt7e3tkZmbC399fo+7GjRvo0KEDunXrBgCwtLSEWCxuTrgNjvmktMWYjMXExCAlJQXZ2dk4cOAAZs2ahczMzAbbKZVK+Pv7Y+7cuSgqKoKDgwNmzpwp1F+4cEE4kcrKyoKdnR1GjRol1KtUKgQGBmLx4sUIDQ2FgYFBs8esjzbHofPnz2PDhg1a9feo1k7wIiIi4OLiguLiYsyePRsBAQFQqVQNtrtw4QI+/PBDHD58GFlZWTh58iQ2b94MANDX18fMmTNx9epV2NnZabTt2rUrEhMTkZSUhH379rX4nJhuKC0vh7mZmcartLy8rUNjdWhWgterVy9YWlo2ut3hw4frvJR648YNyGQyhIeHIzs7W9hu0KBBzQm13jFXrFgBX19fte3j4+MREBAgvF+5ciXs7e1hbW2N6dOn48GDB80aEwCcnZ2xYsUKyOVySKVSvPPOO1rPJyoqCnZ2djAzM0OnTp2QkpICABgyZAjWrl0LOzs7LFu2DB9//DE6dOiACxcuAAAuX76MwYMHw9zcHObm5ggJCRH6/PHHH+Hp6Qlzc3NYW1trvfLCnk4bNmzARx99BJlMhp49e2L8+PHYtGlTg+0SExNhbW2NoKAgtGvXDlFRUfj+++9rXVFbsmQJpk+fDgsLC7X2CoUCEydO1DrWxoz5uIaOQ0SEiIgIzJo1S+t4UlNTIZPJEB8fj7i4OOFzHB8fDwAoLy9HSEgIbG1t4ezsjKVLlworZk1VWFiIhIQELF68GIaGhpg4cSKMjY1x6NChBttu2rQJb731Ftzd3WFhYYEPP/wQ//vf/wAAMpkMXl5e0NOr+3BvYmKC9957D8uWLWvWHFjrqqysxK1bt1rlpVKp8KCqSuOlUqme6LgA1N43dKsW+//pt8Wgw4cPFy6jikQitTo7OzsoFArExsZiyZIlyMrKeuJjBgcHY968ecjNzUXHjh0BPDxgfvDBBwCAgwcPYu3atUhJSUH79u0xePBgbNy4EREREU0es8a6detw6NAhVFVVwcPDA7NmzUL37t3r7TcjIwOfffYZMjMz4eDggBs3bqBdu3ZC/Q8//IB9+/bB19cXc+fOxdtvv42DBw/C09MTCxYswAsvvIDTp0+jqqoKV65cEdpJpVL88MMP6Nq1K7755htMmjQJkZGRaN++fb3xsKePUqlEeno6evToIZS5urpi9+7dDbZNS0tTa2djYwNTU1Okp6dDLpcL5Tk5Odi7d6/GqmBSUhKGDh3aqBV3bcdsik2bNsHZ2Rk+Pj6Ii4vTqk3fvn2hUCgQGhoKfX19jcR4xowZuHnzJq5cuYKCggLI5XLY29urnTA11vnz52FpaamWrLq6uiItLU1thbQ2aWlpagm1q6srzp07B5VKpfXPwdfXF5GRkSguLm7SiTtrfRkZGfj9999bZaw7d+6Aqqo0yu8qldizZ88THfvR/r28vNC3b98nOp6uqDfBi46ORnR0tEb5sGHDsGvXricWVGuztbXFK6+8gm3btuHjjz/GlStXkJWVheHDhwMA1q9fj6lTp8LBwQEA8Prrr+PUqVMNJnja+Oijj4SETk9PD4WFhQ0meKamplAqldiyZQvCwsI0LrvMnDkT1tbW0NfXx/vvv49PP/0U9+7dAwCYm5vj1KlTOHbsGHx8fNTGevRDM2jQIFRVVaGkpAT29vbNnidrXcXFxSAiGBsbC2UmJibCGXF9ioqK1NrV1Xb+/PmIjIzUuDc2NzcXvXv3blS82o7ZWEVFRYiOjsYvv/yi1eVpbahUKuzYsQNHjhyBqakpTE1NERYWhri4uGYleM3ZB4+3NTExgUqlQmlpKaysrLQa39HREUSEvLw8TvCeEa6urnBycmqVsXYlJ0MqkWiUi27ffqK3H23YsEGt/8c/I6xu9SZ4c+bMwZw5c1orljY1adIkfPjhh/j444+xefNmhISECGe+V69exfHjx7F06VIAQFVVFYYOHdoi4z76yyoSiVBdXd1gG0dHRxw6dAhLlixBVFQURo8ejZiYGOFALpPJADxMBB+//2nFihVYtGgRgoODYWhoiOjoaAQFBQEA8vPzMWfOHJw4cQKlpaUA0OzLTuzJ8vPzw6+//qpWplAoYGVlBZFIpHY5o7KyEtbW1g32aW1trbFy/njb9PR0JCQkYO3atRrt9fT0av09PnnyJEaPHq1WVnOM0WbMpvjwww8xa9YsPPfccy2W4BUVFUGpVMLR0VEoc3R0RH5+frP6tba21rj8VFlZCRcXl0a3rayshFgshrm5udbj1/zM6ruUy54uJiYmMDExaZWxxGIxDPQ1UwaxWNzsz2lDnnT/uqreT3J0dLTa03I1r3HjxrVWfK3mtddeg0KhwIkTJ7Bt2zb861//Eurs7OwQFRUl3FheUVGB/fv3t2G0gI+PD44fP44rV67g+vXrWt8vZ2pqiuXLlyM/Px+LFi1CSEgIysrKAADjxo2DsbEx/vjjD6Snpz/J8FkLOXTokPB7+egT5AYGBnB3d0dGRoawbUZGBry8vBrs08vLS61dYWEhKioq4O7uLpRFRUVh3LhxtT4Z3rlzZ2RnZ2uUy+VyjVhrTiC1GbMpTp8+jXnz5kEmk2HUqFHIzc2FTCbD/fv3tWpf2wMiVlZWMDQ0VEvorl+/3uyVbk9PT5SUlKjdd9jUn1lGRgZ69uzZqMvkOTk5EIvFrbYixJ4tNQ9UPP4yNzNr69BYHepN8ObMmaNxQFYoFDp1ebaGgYEBgoKCMGXKFHTv3h2dOnUS6kJDQ7F27Vrh70dVVla22n0PtTl37hx+++03qFQqyGQyGBsbC6t2Ddm5cyeKi4shFothY2MDIyMj4R67y5cvo1+/fpDJZMKTgzXJH3v2TJs2DcuWLYNCocD58+fx3XffISwsTG2bwMBAjT8d8tprr6G4uBjx8fFQKpWYP38+AgIChMt2xcXF2LNnD1577bVaxx01ahR++uknKJVKrWNtaEwASE5OhrOzM1atWqV1v5cvXxaOW4mJiejYsSMUCoXaPav1sbOzw8WLF3H79m2oVCphZWzChAmIjo5GZWUlsrOzsXnzZgQHB2sdV21sbGwwZswYLFiwAEqlEtu2bUNFRQX8/PzUtnN2dkZgYKBa2ZQpUxAfH4/09HSUlJTgs88+w9SpUxs1flJSEl588UX+c06sVvFffIFDGzdqvOK/+KKtQ2N1aNZa/FtvvQWZTIaIiAi1J14fPZN8lkyaNAlZWVmYPHmyWvnbb7+NDz74AIGBgZDJZHj++eef+E2l9VEoFJg2bRosLS3RpUsXdOzYUes/JpuUlAR3d3fIZDLMmTMHu3btgqGhIQBg1apVmDdvnvBnGqZMmYIhQ4agsLDwSU6HPSHTpk3DgAED0KlTJ4wcORJffPEFXF1d1bb5+++/ce3aNbUyAwMD7N69G0uXLoWFhQWuX7+ONWvWCPWnTp3CgwcPMGDAgFrH9fX1hYuLC9avX691rA2NCQD37t3DtWvXNP7O5ZM8Dk2bNg3t2rWDvb097Ozs8PXXXwMA1qxZA0tLS3Tu3BlDhgzB1KlTG/XUcF3Wrl2LK1euwMLCAitWrMCePXug/9hlsWvXruHvv/9WK/Pw8MBnn32GV155BS4uLnjppZeEZP7PP/8U9klubi6mTp0KmUymdr9gaWkpVq1ahYULFzZ7Doyxp4OI+CYrxlgLy83NxdChQxEWFobw8HCtV5hZ6ztz5gwiIyMREBCAuXPntnU4jKnp27cvUlNT2zqMZxLfTcsYa3EdO3ZEamoqSktLsWLFirYOh9UhMzMT0dHRWLZsGSd3jOkYXsFjjDHG2FOJV/CajlfwGGOMMcZ0DCd4jDHGGGM6hhM8xhhjjDEdwwkeY4wxxpiO4QSPMcYYY0zHcILHGGOMMaZjOMFjjDHGGNMxnOAxxhhjjOkYTvAYY4wxxnQMJ3iMMcYYYzqGEzzGGGOMMR3DCR5jjDHGmI7hBI8xxhhjTMdwgscYY4wxpmM4wWOMMcYY0zGc4DHGGGOM6ZgWSfCys7OxdevWRrfLycmBSCRCbGysRh0R4YMPPoCtrS1kMhm6du2KysrKFoi2dg4ODpDJZDAyMsKwYcOe2DiM/VNcu3YNwcHBeP/991tlvPqOQ6WlpYiNjUVZWVmrxPKsyMjIwIABA7Bt27a2DoXpoKDZs+E3ZYrGK2j27LYO7R+hWQne9u3b0a9fP/Tr1w9RUVGNbm9gYIBu3bpBKpVq1B07dgwxMTH4+eefoVAokJycDCMjo+aEW6/r169DoVBgzpw5T2wMxlqTSqVCZGQkzM3N4eDg0Kgv8ZSUFLi7u0MikWDkyJEoLi7W2CY/Px8SiaTWE7SLFy/C29sbPj4++Pzzz1tszNrUdxw6e/Ys/Pz84OHhgUmTJuH27dta9Vlj7969SEhIaFSb5igsLMSrr74KiUSCnj17Ii0tTeu2mzdvhr29PSwsLDBr1iwQkcY2CQkJEIlEyMnJAQC4uroiLi4OW7ZsQWRkZEtNgzEAQGl5OczNzDRepeXlbR3aP4J+cxq7ubnh0KFD2L9/P5YsWdLo9vb29sjMzKy17saNG+jQoQO6desGALC0tGxOqIz948TExCAlJQXZ2dm4du0afHx80K9fP3Tv3r3edkqlEv7+/lixYgUCAgIwY8YMzJw5E998843adu+99x6USqVGe5VKhcDAQCxevBihoaFaxartmLWp7zhkaWmJdevWQU9PD506ddIqlkft3bsX+vr6eP311xvdtikiIiLg4uKChIQEfPvttwgICMCVK1cgFovrbXfhwgV8+OGHOHHiBOzs7ODr64vNmzcjLCxM2ObOnTv497//rdG2a9euSExMRK9evbBv3z6MHj26xefFnh6VlZW4c+dOq4ylUqnwoKqq1vJbt25p3U9jtn2csbExTExMmtz+WdasBK9Xr15Nanf48GG8+eabAICysjKcOnUK3t7eAB4mdj169IBSqcT9+/chk8kAAD169MCZM2fq7bd9+/ZYvXo1PvroI3z77bdYvnw5CgoK8Ouvv8LY2BhvvfUWfvrpJ1RUVMDNzQ07d+6Ek5OTVjGvXLkSK1asgFKpxPjx47Fq1SoYGBg0af6MtYYNGzZg0aJFkMlkkMlkGD9+PDZt2oQVK1bU2y4xMRHW1tYICgoCAERFRcHR0RGrV68WTrSSkpJQWFiIgQMH1tpeoVBg4sSJWseqzZh1qe841LlzZwAQVqy0lZqaimHDhuHOnTsQiUTYtWsXAGD9+vUICgpCeXk5IiMjkZSUhPbt2+Odd97BRx99BJFI1KhxHlVYWIiEhATcvHkThoaGmDhxIqKjo3Ho0CGMGjWq3rabNm3CW2+9BXd3dwDAhx9+iM8//1wtwVu8eDHefPPNWq+2mJiY4L333sOyZcs4wdNxGRkZ+P3331tlrDt37oBqSfDuKpXYs2eP1v00ZtvHeXl5oW/fvk1u/yxrVoLXVMOHD4dCoQAAjQOinZ0dFAoFYmNjsWTJEmRlZWndr0qlwuXLl/HJJ59gwoQJ2L9/P2bMmIELFy5gwIABCAgIwObNm6FSqTB48GBs2LABn376aYP9Hjx4EGvXrkVKSgrat2+PwYMHY+PGjYiIiGjUvBlrLUqlEunp6ejRo4dQ5urqit27dzfYNi0tTa2djY0NTE1NkZ6eDrlcjnv37uH999/Hrl27MH36dI32SUlJGDp0aIOrTo0Zs7X17dsXCoUCoaGh0NfXx6ZNm9TqZ8yYgZs3b+LKlSsoKCiAXC6Hvb09QkJCmjzm+fPnYWlpqZbQurq6Ii0trcEELy0tTS2hdnV1xblz56BSqSAWi3Hp0iXs27cPf/zxR5230/j6+iIyMhLFxcV8xUSHubq6ar2w0Vy7kpMhlUg0ykW3b8Pf31+rPjZs2KD1trUxNjZucttnXb0JXnR0NKKjozXKhw0bJpzRPk0ePHiA+fPnY+/evfD29sbAgQNhYmKCe/fuAQDGjh0rbOvp6YnCwkKt+l2/fj2mTp0KBwcHAMDrr7+OU6dOcYLHnlrFxcUgIrWDm4mJiVaXOoqKijQOio+2rVnlcXNzq7V9bm4uevfu3ah4GxrzaaJSqbBjxw4cOXIEpqamMDU1RVhYGOLi4pqV4DVnHzze1sTEBCqVCqWlpbCyskJERARWrlxZ733Mjo6OICLk5eVxgqfDTExMWu2SpVgshoG+ZpohFothbW2tdT+N2Zb9/+p9yGLOnDlQKBQar6cxuatRc0m35t9Hbdu2DX369IG5uTm+/fbbWm9Crs3Vq1fVLnWtX78eFRUVLRg1Y03j5+cn/F7WvADAysoKIpFI7cnzyspKrQ6U1tbWGk+s17TNysrCt99+iwULFtTZXk9PD9XV1RrlJ0+e1Ii15gSyvjGfNkVFRVAqlXB0dBTKHB0dkZ+f36x+m7MPHm9bWVkJsVgMc3NzxMXFwdraGq+++mq9fdT8zPT0+K9nsZZR80DF4y9zM7O2Du0fQadW8Opz+PBhvPfee0hISMDAgQMxefJkrdva2dkhLCwMs2bNeoIRMtZ4hw4dqrXcwMAA7u7uyMjIEB6qyMjIgJeXV4N9enl5Yf/+/cL7wsJCVFRUwN3dHQcPHkR+fj7s7OwAABUVFfjtt99w7do1LFy4EMDD+96ys7M1+pXL5cKtGY0Zsy0ZGBhonAhaWVnB0NAQ+fn5wj1+169fh729fbPG8vT0RElJidol0oyMDK0eVPHy8kJGRobwPiMjAz179oRYLMbPP/+Mw4cPq530enp6Ys+ePfDx8RHKcnJyIBaLW+3yHdN98V980dYh/KPp3ApeXS5fvgwrKyv07dsXubm5+OOPP7T+m1ihoaFYu3Ytzp8/D+Dh2XFr3aTKWFNNmzYNy5Ytg0KhwPnz5/Hdd9+p3XQPAIGBgXB2dlYre+2111BcXIz4+HgolUrMnz8fAQEBsLS0RHBwMCoqKoRjgbe3N9avXy8kdwAwatQo/PTTT7U+YVuX+saskZycDGdnZ6xatapJ+6Mp7OzscPHiRdy+fRsqlUpYGZswYQKio6NRWVmJ7OxsbN68GcHBwc0ay8bGBmPGjMGCBQugVCqxbds2VFRUwM/PT207Z2dnBAYGqpVNmTIF8fHxSE9PR0lJCT777DNMnToVALBx40aUl5cLPzPg4VO3jyZ3wMN7J1988cVa/2wVY+zZ06y1+LfeegsymQwRERHIzs4WLrs8eib5tJg4cSKcnJzQoUMHhISEYM6cOfj5558xb968Btu+/fbb+OCDDxAYGAiZTIbnn3++WU/1MNYapk2bhgEDBqBTp04YOXIkvvjiC7i6uqpt8/fff+PatWtqZQYGBti9ezeWLl0KCwsLXL9+HWvWrNF6XF9fX7i4uGD9+vVat9FmzHv37uHatWsaq4D1HYdiYmIgk8ng6ekJ4OGfVJHJZNi4caNWcU2bNg3t2rWDvb097Ozs8PXXXwMA1qxZA0tLS3Tu3BlDhgzB1KlTG/XUcF3Wrl2LK1euwMLCAitWrMCePXug/9g9TNeuXcPff/+tVubh4YHPPvsMr7zyClxcXPDSSy9pJPP1KS0txapVq9QSdcbYs01E2t6IxhhjWsrNzcXQoUMRFhaG8PDwWu+JZU+HM2fOIDIyEgEBAZg7d25bh8OYmr59+yI1NbWtw3gm8d20jLEW17FjR6SmpqK0tLTBv7vH2k5mZiaio6OxbNkyTu4Y0zG8gscYY4yxpxKv4DUdr+AxxhhjjOkYTvAYY4wxxnQMJ3iMMcYYYzqGEzzGGGOMMR3DCR5jjDHGmI7hBI8xxhhjTMdwgscYY4wxpmM4wWOMMcYY0zGc4DHGGGOM6RhO8BhjjDHGdAwneIwxxhhjOoYTPMYYY4wxHcMJHmOMMcaYjuEEjzHGGGNMx3CCxxhjjDGmY1okwcvOzsbWrVsb3S4nJwcikQixsbEadUSEDz74ALa2tpDJZOjatSsqKytbIFrGWGu4du0agoOD8f7777d1KP8YpaWliI2NRVlZmVbbZ2RkYMCAAdi2bdsTjowx1tqaleBt374d/fr1Q79+/RAVFdXo9gYGBujWrRukUqlG3bFjxxATE4Off/4ZCoUCycnJMDIyqre/moRRKpXC3Nwc9vb2+OSTTxodV23OnTuHNWvWtEhfj9q7dy8SEhJavN9Vq1bhwoULLd4ve3aoVCpERkbC3NwcDg4OjfoST0lJgbu7OyQSCUaOHIni4mKhLj4+Hh07doREIkHXrl2xY8cOjfYXL16Et7c3fHx88Pnnnzd7zPo0NM8hQ4bA1NQUMpkMMpkMP/74o1b9Ak/u81mXwsJCvPrqq5BIJOjZsyfS0tK0anf27Fn4+fnBw8MDkyZNwu3bt9Xq69q3rq6uiIuLw5YtWxAZGdni82HsSQuaPRt+U6ZovIJmz27r0NpcsxI8Nzc3HDp0CMuXL29Se3t7e2RmZsLf31+j7saNG+jQoQO6desGALC0tIRYLNaq34sXL6K0tBS7du3CkiVLkJyc3KT4HsUJHnvWxMTEICUlBdnZ2Thw4ABmzZqFzMzMBtsplUr4+/tj7ty5KCoqgoODA2bOnCnUDxkyBJcvX0ZpaSmmTJmiVgc8TLgCAwOxePFihIaGwsDAoNljNneeiYmJUCgUUCgU8PHx0apfoPUTvIiICLi4uKC4uBizZ89GQEAAVCpVg+0sLS2xbt06nD59WqOuoX3btWtXJCYmIikpCfv27WvR+TD2pJWWl8PczEzjVVpe3tahtT1qAVu2bCEXFxett09KSiKpVEpSqZQA0KlTp4S6/Px8kkql1L59e9LT0xO2GzhwYIP9ZmdnEwDKy8sTyszNzSkxMZGIiBYuXEijRo2iVatWUYcOHUhPT4+OHz9ORESZmZk0ZMgQMjc3Jzc3N9q/f7/Qh62trUY84eHhQv2xY8fI1dWVpFIpDR8+nPLz84W6ffv2UdeuXcnMzIxsbGxo3bp1RER09uxZkkqlZGBgQIaGhkK/27dvF/r08PAgmUxGVlZW9Nlnn6ntb3d3d1q+fDk999xz5OzsTKmpqUREtHLlSpJKpSQSicjY2Fjo99q1a1r/fJhu8PDwoN27dwvvw8PDafbs2Q22++GHH8jT01N4X1BQQIaGhlRUVKS2XUVFBU2ePJneeecdtfK9e/eSg4MDVVVVaR2rtmPWpqF5yuVy4XOurYY+n2VlZTRx4kSysbEhJycn+vTTT6m6urpRYzyuoKCADAwM1Obs6uqqdixqSG3HQG337dq1a6l///7NmAFjD48LhYWFLfbq06dPvfW+kybRuBkzNF6+kya1aBz1vSoqKtp6t9dKvy2SyuHDh0OhUAAARCKRWp2dnR0UCgViY2OxZMkSZGVlNWmMiooKrF27FmKxGAMGDBDKf/nlF3Tu3BlZWVmYOXMm9PT0UFVVhVGjRiEwMBBHjx7F0aNHMWbMGFy6dAkuLi74+++/64ynsLAQb7zxBvbu3YtBgwZh4sSJeO+99/Ddd98BAKZMmYL//e9/8Pf3R3l5OUpKSgAAffv2hUKhQGhoKPT19bFp0ya1fqVSKX744Qd07doV33zzDSZNmoTIyEi0b98eAPDXX3/h77//xvXr1xEYGIjly5fj22+/xXvvvYf33nsPzs7OWLJkCd5+++0m7T/2bFMqlUhPT0ePHj2EMldXV+zevbvBtmlpaWrtbGxsYGpqivT0dMjlcgBA//798dtvv6F///44duyYWvukpCQMHTpU6xV3bcds6jz19fUxduxY9OrVC9HR0ejXr1+D8TT0+ZwxYwZu3ryJK1euoKCgAHK5HPb29ggJCdF6zo87f/48LC0tYWlpqTaXtLQ0jBo1qsn9artvfX19ERkZieLiYrUYGGuMjIwM/P777y3a5549e+qsu3PnDqiqSqP8rlJZb7uW5OXlhb59+7bKWI1Rb4IXHR2N6OhojfJhw4Zh165dTyyo5urRowckEgm8vLxw9OhRtYNVp06dsHr1agDAxo0bAQCnT5/G9evX8fHHH0NfXx9+fn4YOHAgduzYgY8//rjesbZt24YBAwbgpZdeAgC8/fbbmDx5slBvbm6O7777Dl26dIGHhwfMzMy0msOjvyyDBg1CVVUVSkpKYG9vDwCwsrLC559/Dj09PXh6euL48eNa9cv+GYqLi0FEMDY2FspMTExw69atBtsWFRWptautbUpKCq5fv46JEyciJCQEP/zwg1CXm5uL3r17NypebcasjTbzPHbsGMrLy/HVV1/B19cXGRkZsLOza1R8j1KpVNixYweOHDkCU1NTmJqaIiwsDHFxcc1K8Jq6D1qqX0dHRxAR8vLyOMFjTebq6gonJ6cW62/Dhg213sZVY1dyMqQSiUa56Pbtetu1pMc/X0+LehO8OXPmYM6cOa0VS4u5dOkSHBwcaq0zNzfXKMvPz4e1tTXatWsnlDk6OiI/P7/Bsa5evYoff/wRMpkMAFBdXa22KnngwAHMnz8f/fv3h4eHB9avX48+ffo02G9+fj7mzJmDEydOoLS0FMDDJ4trGBkZQU/v4S2UIpEI1dXVDfbJ/jmsrKwgEonUnjyvrKyEtbV1g22tra01Vqpra+vg4IDo6GgMGDAA5eXlwsmLnp5erb+PJ0+exOjRo9XKao4x2o7Z1HmamZnh3//+N7Zt24YDBw5gypQp9fZbn6KiIiiVSjg6Ogpl2h4v6mNtba3xlwIqKyvh4uLS7H612bc1P7Oa4wpjTWFiYgITE5MW7bO+44BYLIaBvmYqIxaLtTre6bJ6P8nR0dHCk2ePvsaNG9da8bUKe3t73Lp1C0qlUii7fv26sFoGoM4bxe3s7IRLzgqFAuXl5Wp/osDFxQXx8fEoKCiAl5cXwsPD1drX1e+4ceNgbGyMP/74A+np6Y2ekzY3tjPdZWBgAHd3d2RkZAhlGRkZ8PLyarCtl5eXWrvCwkJUVFTA3d1dY1sjIyMQkdqDAJ07d0Z2drbGtnK5XPic1LxqTiAbM2Zz5ikWi3H//v16+3y8/8dZWVnB0NBQLaF7/HjRFJ6enigpKVF7eljbn1l9tN23OTk5EIvFLbr6wtiTVvNAxeMvcy2vlumyehO8OXPmaByQFQrFU315tikGDBggrEaoVCocOXIEv/76KyZMmCBsY2dnh8LCQly9ehUAUP7/ntAJCgrCiRMnsHv3bqhUKqhUKuGp3aKiIuzfvx93796FsbExpFKpsNL3aL8XL17E7du3oVKphDP4y5cvo1+/fpDJZMJTfNr+bauafn/77TdUV1fj/v37askr+2eYNm0ali1bBoVCgfPnz+O7775DWFiY2jaBgYFwdnZWK3vttddQXFyM+Ph4KJVKzJ8/HwEBAcJluz///BN3797F/fv3ER0dDblcrrYyPmrUKPz000+N+p1raEwASE5OhrOzM1atWtWoeV68eBFEhL179+Ly5ct49dVXtY6rts+nWCzGhAkTEB0djcrKSmRnZ2Pz5s0IDg7Wut/a2NjYYMyYMViwYAGUSiW2bduGiooK+Pn5qW3n7OyMwMBArfvVZt8CD++dfPHFF2v9s1WMPa3iv/gChzZu1HjFf/FFW4fW9przhEZQUFCtT7xeunRJ6z7w2FO0NRr7ZC5R7U+QPWrhwoXk4+NTa11mZibJ5XLhKdqEhAS1+urqagoNDSVzc3OysLCgCRMmCHXHjx+n/v37C3XDhw8nIqK///6bhg4dSubm5mRubk4+Pj70119/qfV748YNksvlJJFIyMbGhtasWUNERFu3biVbW1vq2LEjLViwgKZMmUJWVlZUUFCgsW+ioqJILper9Xvy5Enq3r07SSQS6tChA/3222/a7USmM1QqFUVGRpJMJiN7e3uKjY3V2EYul1Nth4GUlBRyc3MjExMTGjFiBN26dUuoW7RoEVlYWJCZmRn5+PhQTk6ORvuBAwfSypUrGxVvfWMSPfycAaCFCxc2ap4DBgwgiURCPXr0oIMHDzYqpro+n2VlZRQcHEw2NjbUsWNHWrJkSbOfoiV6+ITr8OHDycTEhDw8PISn4x8FQOPzvn79epJKpSSRSAgAmZmZkVQqpQ0bNhBRw/u2pKSEHBwcGv20MWNPWp8+fdo6hGeWiOiRG7sYY6wF5ObmYujQoQgLC0N4eLjGyjV7epw5cwaRkZEICAjA3Llz2zocxtT07dsXqampbR3GM4nvpmWMtbiOHTsiNTUVpaWlWLFiRVuHw+qQmZmJ6OhoLFu2jJM7xnQMr+Axxhhj7KnEK3hNxyt4jDHGGGM6hhM8xhhjjDEdwwkeY4wxxpiO4QSPMcYYY0zHcILHGGOMMaZjOMFjjDHGGNMxnOAxxhhjjOkYTvAYY4wxxnQMJ3iMMcYYYzqGEzzGGGOMMR3DCR5jjDHGmI7hBI8xxhhjTMdwgscYY4wxpmM4wWOMMcYY0zGc4DHGGGOM6ZgWSfCys7OxdevWRrfLycmBSCRCbGysRh0R4YMPPoCtrS1kMhm6du2KysrKFoi2dg4ODpDJZDAyMsKwYcNq3Wbbtm3o0qULpFIp7O3tcerUqScWT33Wrl0LmUwGmUwGkUiE06dPt3oMJ06cgLOzc6uPy54d165dQ3BwMN5///22DoXVISMjAwMGDMC2bdvaOhTGWAtrVoK3fft29OvXD/369UNUVFSj2xsYGKBbt26QSqUadceOHUNMTAx+/vlnKBQKJCcnw8jIqDnh1uv69etQKBSYM2dOrfWVlZWYMmUKPvnkE5SVleHKlSvo1avXE4unPu+++y4UCgUUCkWbjM+eDSqVCpGRkTA3N4eDg0OjvsRTUlLg7u4OiUSCkSNHori4WKgrLCzEq6++ColEgp49eyItLU2j/cWLF+Ht7Q0fHx98/vnnzR6zPvXNMz4+XjgZkslkkEgk6Ny5s1b9AsDevXuRkJCg9fbNpc2+rcvmzZthb28PCwsLzJo1C0Qk1CUnJ6NXr16QyWTo3bs30tPTAQCurq6Ii4vDli1bEBkZ2eLzYaypgmbPht+UKQAAvylThFfQ7NltHNmzo1kJnpubGw4dOoTly5c3qb29vT0yMzPh7++vUXfjxg106NAB3bp1AwBYWlpCLBY3J9xmKSoqglKpxJAhQwAARkZGkEgkbRYPYw2JiYlBSkoKsrOzceDAAcyaNQuZmZkNtlMqlfD398fcuXNRVFQEBwcHzJw5U6iPiIiAi4sLiouLMXv2bAQEBEClUgn1KpUKgYGBWLx4MUJDQ2FgYNDsMZs6z6CgIOFkSKFQIDIyEm+//bZW/QKtn+A1tG/rcuHCBXz44Yc4fPgwsrKycPLkSWzevFmoDwkJwfTp01FaWgpfX1988sknQl3Xrl2RmJiIpKQk7Nu370lMi7FGKy0vh7mZGQDA3MxMeJWWl7dxZM8QagFbtmwhFxcXrbdPSkoiqVRKUqmUANCpU6eEuvz8fJJKpdS+fXvS09MTths4cKBWfS9evJg6dOhAEomEnJ2dKTk5WajLzs6ml19+mSQSCXl6etLp06c12i9cuJB8fHzUynr37k0SiYQAkJmZmRBTcXFxg/HUNebChQvpww8/JC8vL/Lz86OEhASytramTZs2ERGRXC6nFStW0IgRI0gmk9GYMWOovLxco//H9x8R0f79+8nNzY3Mzc1pyJAhlJmZSUREBw4cIEdHR6qqqhK2/fbbb2n06NHC+y+//JLs7OzIysqKIiIiSKlUCnX/+9//yMrKipydnendd98lJyenBufP2o6Hhwft3r1beB8eHk6zZ89usN0PP/xAnp6ewvuCggIyNDSkoqIiKigoIAMDAyoqKhLqXV1daf/+/cL7vXv3koODg9rvWXPGbIi288zPzydnZ+daP0ePO3v2LEmlUjIwMCBDQ0PhM799+3YiIiorK6OJEyeSjY0NOTk50aeffkrV1dXaTLVO2uzbukRGRtKMGTOE9zt37qQ+ffoI72UyGZ09e5aIiHbv3k1TpkzR6GPt2rXUv3//5kyB/QNUVFRQYWHhE3/5TppE42bMoD59+tC4GTOEl++kSa0y/qOvioqKtt7tTaLfFknl8OHDhcuLIpFIrc7Ozg4KhQKxsbFYsmQJsrKytO43IyMDn332GTIzM+Hg4IAbN26gXbt2Qv2bb76JsWPH4ujRo4iJicEbb7yBvLy8BlcGf//9d+Tk5KBTp064ePEiHBwctI6prjGBh/f0nTp1CgMHDsR3332HTZs2Yf369Zg8eTIAYOPGjdi2bRvc3Nwgl8uxYsUKLFq0qN7xsrKyEBAQgL1798LX1xeLFi3Ca6+9hkuXLsHPzw/t2rXDvn37MHbsWAAP7+er6fPgwYNYu3YtUlJS0L59ewwePBgbN25EREQEzpw5g//85z/45ZdfYGdnh7CwMK33AWt9SqUS6enp6NGjh1Dm6uqK3bt3N9g2LS1NrZ2NjQ1MTU2Rnp4OpVIJS0tLWFpaqvWblpaGUaNGAQCSkpIwdOjQRq241zemXC5vkXl+8sknmDlzplYr73379oVCoUBoaCj09fWxadMmtfoZM2bg5s2buHLlCgoKCiCXy2Fvb4+QkBBtplur8+fPN7hv65KWloaJEyeqtTt37hxUKhXEYjHmz5+P8PBwbNq0Cd9++y1Wrlyp0Yevry8iIyNRXFysFgNjj8rIyMDvv//+xMe5c+cOqKoKAKAoLRXK7yqV2LNnzxMf/1FeXl7o27dvq47ZEupN8KKjoxEdHa1RPmzYMOzateuJBdVUpqamUCqV2LJlC8LCwmBnZyfUpaam4tKlSzhz5gz09PQQGhqKd999F1lZWcJl4JZW35gAMH78eLi4uMDY2BizZ8+GQqHAvXv3hPbTp09Hv379AACBgYHYs2dPgwnet99+i0GDBsHPzw8AMG/ePCxfvhzJycnw9vbG9OnT8d///hdjx47FuXPnoFAo8PLLLwMA1q9fj6lTpwoJ7Ouvv45Tp04hIiICcXFxCAgIgLu7OwDgnXfewbRp01p2h7EWU1xcDCKCsbGxUGZiYoJbt2412LaoqEit3aNtHzx4UGddjdzcXPTu3btR8dY3Zn20nefly5dx4MABrF69ulFx1UalUmHHjh04cuQITE1NYWpqirCwMMTFxTUrwWvqPqitrYmJCVQqFUpLS2FlZQVnZ2cMGTIEMTExyM/Px/379zX6cHR0BBEhLy+PEzxWJ1dXVzg5OT3xcXYlJ0MqkaAUgMzcXCgX3b5d621dT9Ljn8tnRb0J3pw5c+p86OBp5OjoiEOHDmHJkiWIiorC6NGjERMTAysrK1y9ehV37txRO3C1a9fuiT6o0NCYMplMKJfJZBqxPHrvktn/1959xzV5tf8D/4TI0AAJAqFsxIksxd3aRooW96h10SKoqFWLWnyeaq1bqzieWq3VVqWiKG1tXWgVJ1pHRbFFq4w6cOFgRgSVQLh+f/Dl/hmDEIai6fV+vfJqc859zrnOHZJc9zjR3BwPHz6sdMz09HQ4OjoKz01MTGBtbY309HQAwIgRIzBz5kz8/fff+OabbzBx4kSNeOPi4rBw4UIAQHFxMXx9fQGUroh8HY9g/q2srKwgEok0Vp4XFBTA2tq60rbW1tZaZ87L2hYVFWmtZi8oKEDjxo2F5wYGBigpKdHq99ixY+jXr59GWdlnTEVjVkTXec6aNQujRo1C/fr1K+xPF2X34z79PnN0dBTeY9VlbW1d6b7VtW1BQQHEYjEsLCyQnp6OsLAwXL16FWKxGMuWLUOXLl2QmpqqsXCt7DUzMOBfz2LPJ5FIIJFIXvg4YrEYhvVKU5Sy/5aV6/I5xipZZBEeHq6xAq3s8cEHH7ys+KrMz88PcXFxuHr1Km7fvi2s4LOzs4OpqanGDddPnjxBhw4dXlgstTnmrVu3dDpqsre31/iiKSwsRFZWFuzt7QEAUqkUgYGBmDt3Lvbv369xw7mdnR3mz58vxJqfn4/du3cDAMzMzDQSzKKioirPgb08hoaG8PDwQHJyslCWnJwMHx+fStv6+PhotMvIyEB+fj48PDzg5eWFnJwcjRWuz/br6uqKtLQ0rX4VCoXGe+HpVesVjVnTeV66dAnbtm0Tbn2oivIWiFhZWcHIyEjjfXb79m3hPVZduuzb53l2/yUnJ8Pb2xtisRgnT56ElZWVcMn8448/xs2bN5GUlKTRx/Xr1yEWi1/K2RnGKvP0gorcvDzhUbbwgumgNm7kq+oii6ehnEUC1e3zr7/+ovj4eCouLqa8vDx699136csvvyQioqKiImrRogV98cUXVFBQQEREqamplJGRodFHeYssiEoXSwCgW7du6RxPRWPOnj2bZs+eTUREzs7OlJaWRnFxcaRQKIiodJHFW2+9Rbdv36YbN26Qg4MDbd26VWuMZ/ff5cuXydjYmA4ePEjFxcU0e/Zsatq0KRUVFQnbXLp0iQDQZ599ptFXVFQUNWrUiBITE4mo9Gbac+fOERHR999/T66urpSVlUWpqanUvn17XmTxivv222+pXbt2lJubS4mJiWRpaUlJSUka2wwZMkTrdVSpVGRvb09btmyhwsJCGjNmDA0bNkyoHzRoEI0fP54KCwtp48aN5OjoqPH3deDAAZLL5VRYWKhzrJWNSUT0xx9/kLOzMy1fvrxK85w8eTJ5e3vrHMvTZs2aRR07dqS8vDwqLi4WbrYOCgqinj17Un5+Pl27do0cHR0pMjKyWmM8rbJ9S1T6eTFkyBCNsgsXLpCVlRX9/ffflJ2dTT4+PvT9998TEdHff/9NhoaGdODAASopKaEVK1aQhYWF1mKTZcuWUZcuXWo8B8Zq09OLhVjV1CjBCwgIKHfF67NfIhUGUIsJXlxcHLVu3ZqkUinJ5XIKDg6mR48eCfVpaWnUt29fksvlJJVKqV27dpSamqrRR20meBWNqUuCN3LkSGrevDnJZDKaN29euf2Xt/9iYmKEVbQKhUJYRVumsLCQLC0t6caNG1r9ffvtt9SiRQuSSqVkZ2dHM2bMENoEBweThYUFde7cmX744QdO8F5xarWaQkNDSSaTkb29fbkJiEKhoPKO8+Lj48nd3Z0kEgn17NmTMjMzhbr79++Tv78/SSQS8vT0pISEBK32nTp10krEKlPRmESl728AwvtG13l6e3vT2LFjqxRLmTt37pBCoSAzMzOSy+W0cuVKIipdRRsYGEhyuZycnJxowYIFNV5FS6TbvgUgfE48LSIigmxtbUkmk9HkyZNJrVYLdevXrydnZ2eSSCTUpk0bOnnypEbbnJwccnBwoLi4uBrPgbHaxAle9YmInvo1TPbK6NKlC4KDgxEcHFzrfc+bNw/Jycn48ccfa71vxoDShRa+vr4ICQnBuHHjNO43Za+WU6dOITQ0FAMHDsT06dPrOhzGNLRt2xYJCQl1HcZrie+m/RdJTk6Gubk5YmNj8dVXX9V1OEyPOTk5ISEhAbm5uVi2bFldh8OeIyUlBeHh4Vi0aBEnd4zpGT6DxxhjjLFXEp/Bqz4+g8cYY4wxpmc4wWOMMcYY0zOc4DHGGGOM6RlO8BhjjDHG9AwneIwxxhhjeoYTPMYYY4wxPcMJHmOMMcaYnuEEjzHGGGNMz3CCxxhjjDGmZzjBY4wxxhjTM5zgMcYYY4zpGU7wGGOMMcb0DCd4jDHGGGN6hhM8xhhjjDE9wwkeY4wxxpie4QSPMcYYY0zP1EqCl5aWho0bN1a53fXr1yESiRAZGalVR0T4z3/+AxsbG8hkMjRt2hQFBQUV9rdq1SrIZDLIZDKIRCKcOHGiSmO+KHUxZm2LjIxEly5d6joM9hq5ceMGAgMD8emnn9Z1KP8aubm5iIyMxIMHD3TaPjk5GR07dsSmTZtecGSMsZetRgneli1b0L59e7Rv3x7z58+vcntDQ0M0b94cUqlUq+7QoUNYs2YNfv/9dyiVSpw+fRomJiYV9vfJJ59AqVRCqVRWa8wXpS7GrK7ExESsXLmyrsNgtUCtViM0NBQWFhZwcHCo0pd4fHw8PDw8YGZmhl69eiE7O1uou3//Pnr06IGGDRvCyckJW7du1Wp/6dIldO7cGX5+fliyZEmNx6xIZfOMiIiAvb09GjZsiLCwMBCRTv0CwM6dOxETE6Pz9jWVkZGB7t27w8zMDN7e3jh37pxO7c6ePYsePXrA09MTI0aMwMOHDzXq58yZAxMTE+EAeO7cuQAANzc3REVFYcOGDQgNDa31+TD2OgqYMgU9Ro/WegRMmVLXoVVJjRI8d3d37Nu3D0uXLq1We3t7e6SkpGDAgAFadXfu3IGtrS2aN28OALC0tIRYLK5JuJWO+aLUxZjVxQme/lizZg3i4+ORlpaG3377DWFhYUhJSam0nUqlwoABAzB9+nRkZWXBwcEBkyZNEupnzZoFKysrZGVlYc2aNRg/frxGe7VajaFDh2LevHkIDg6GoaFhjces7jwvXLiAqVOnYv/+/bhy5QqOHTuGiIgInfoFXn6CN378eDRu3BjZ2dmYMmUKBg4cCLVaXWk7S0tLfPvtt+VetSgzbdo04QB49uzZQnnTpk2xZ88exMbGYteuXbUyD8ZeZ7l5ebAwN9d65Obl1XVoVVKjBK9Vq1awtLSscrv9+/c/91LqnTt3IJPJMG7cOKSlpQnbvfnmmzUJtcIxly1bhm7dumlsHx0djYEDBwrPly9fDnt7e1hbW2PChAkoKiqq0ZgA4OLigmXLlkGhUEAqlWLMmDE6z2f+/Pmws7ODubk5GjVqhPj4eKFuz5498PDwQMOGDeHr64vU1FSh7uk4bt++DZFIhOvXrwMA3njjDYwfP15jvz/75R0eHo433ngDjRo10vnsAqsba9euxeeffw6ZTAZvb28MHjwY69evr7Tdnj17YG1tjYCAABgbG2P+/Pn45ZdfhDNqGRkZ8Pb2hoGBAd588000bNhQq71SqcTw4cN1jrWyMas7z/Xr1+PDDz8U3g9Tp07Fd999V2mfCQkJkMlkiI6ORlRUlPB+iI6OBgDk5eUhKCgINjY2cHFxwcKFC6t0ZrA8GRkZiImJwbx582BkZIThw4ejQYMG2LdvX6VtXV1d4erqWu2xJRIJJk+ejEWLFlW7D8ZelMzMzJf6UKvVKCou1nqo1eqXMn5lt6Ppql6t9FJF/v7+wmVUkUikUWdnZwelUonIyEgsWLAAV65ceeFjBgYG4osvvsDNmzfh5OQEoPSL4T//+Q8AYO/evVi1ahXi4+NRv359vPXWW1i3bp1W8lOVMct8++232LdvH4qLi+Hp6YmwsDC0aNGiwn6Tk5OxePFipKSkwMHBAXfu3IGxsTEA4MqVKxg4cCB27tyJbt26Ye7cuejTpw+SkpJQr17FL/e9e/cq3O/x8fHw9fVFeno6hgwZgqVLl+Knn36qsE9WN1QqFS5evIiWLVsKZW5ubti+fXulbc+dO6fRTi6Xw9TUFBcvXoRCocB//vMfDBs2DO3atcO2bdvw/fffa7SPjY2Fr69vlc64VzZmded57tw5jUTTzc0NiYmJUKvVFcbXtm1bKJVKBAcHo169elqJ8cSJE3H37l1cvXoV9+/fh0KhgL29PYKCgnSe87POnz8PS0tLjYNmNzc3nDt3Dr179652vwBgYGCAxYsXY9euXZgyZQo++ugjrW26deuG0NBQZGdnV+vAnbEXZceOHS91vEePHoGKi7XKH6tULyUWHx8ftG3btsb9VPiNHx4ejvDwcK3yrl274tdff63x4K8KGxsbvPfee9i0aRNmzJiBq1ev4sqVK/D39wcArF69GmPHjoWDgwMAoG/fvjh+/HilCZ4uPv/8cyGhMzAwQEZGRqUJnqmpKVQqFTZs2ICQkBDY2dkJdT/99BPefPNN9OjRAwDwxRdfYOnSpTh9+jQ6d+5co1ibNGkiXNrx9vZGXFxcjfpjL052djaICA0aNBDKJBIJMjMzK22blZWl0e7Ztg0bNsTbb7+Nv/76C/v370f//v01tr158yZat25dpXgrG/N5Kpvns/1KJBKo1Wrk5ubCysqqSjGWUavV+PHHH3HgwAGYmprC1NQUISEhiIqKqlGCV919oItZs2Zh6tSpOHLkCIYMGQILCwv06tVLYxtHR0cQEW7dusUJHnulvOzbm349fRpSMzOtctHDhy8llmc/B6qrwgRv2rRpmDZtWq0M9KobMWIEpk6dihkzZiAiIgJBQUHCEf61a9cQFxeHhQsXAgCKi4vh6+tbK+M+/UKKRCKUlJRU2sbR0RH79u3DggULMH/+fPTr1w9r1qyBlZUV0tPT4ejoKGxrYmICa2trpKen1zhWiURS5VhZ3bCysoJIJNI41V9QUABra+tK21pbW2udwX267eDBg/HTTz/B3d0dHTt2hJ+fH06ePIlWrVoBKD1QqerfRmVjPk9l87S2ttaqE4vFsLCwqFJ8T8vKyoJKpdJ4nzk6Otb4PfZsrEBpvI0bN65Rv2WMjY3Ro0cPBAUFITo6WivBK3vNDAz417PYq0WXz63aJBaLYVjOFS+xWPzSY6mJCt/J4eHhwr0nTz8++OCDlxXfS9OnTx8olUocPXoUmzZtwsiRI4U6Ozs7zJ8/X7hBOT8/H7t3767DaAE/Pz/ExcXh6tWruH37trBS0d7eXuOLprCwEFlZWbC3txfKyu4VKu+nFHS5IZ69+gwNDeHh4YHk5GShLDk5GT4+PpW29fHx0WiXkZGB/Px8eHh4ICMjAxcvXoSzszMAoGPHjnBzc8ORI0eE7V1dXZGWllaleCsasyKVzfPZfpOTk+Ht7a3z5ePy3g9WVlYwMjLSeJ/dvn1b4z1WHV5eXsjJydG471DX16wqxGIxCgsLtcqvX78OsVgsvLaM/VuVLah49mFhbl7XoVUN1YINGzZQ48aNq9UWAB0/frxW+6yo34rqJk6cSE2aNCE/Pz+N8qioKGrUqBElJiYSEVF+fj6dO3euxvE4OztTVFSU8FwsFlNcXFylff31118UHx9PxcXFlJeXR++++y59+eWXRER0+fJlMjY2poMHD1JxcTHNnj2bmjZtSkVFRUREJJfLaeHChXTz5k169913CQClpaUJfR85coTMzMzo6tWrRET04MEDIip9PTp06CBsN3/+fFIoFFXaB+zl+vbbb6ldu3aUm5tLiYmJZGlpSUlJSRrbDBkyhJydnTXKVCoV2dvb05YtW6iwsJDGjBlDw4YNIyKioqIisrW1pTlz5pBarabTp09T/fr1Nf62Dxw4QHK5nAoLC3WOtaIxy/zxxx/k7OxMy5cv13meFy5cICsrK/r7778pOzubfHx86Pvvv9c5rlmzZlHHjh0pLy+PiouLKT8/n4iIgoKCqGfPnpSfn0/Xrl0jR0dHioyM1Lnf5xk0aBCNHz+eCgsLaePGjeTo6Ci8d8s4OzvTkCFDym2flpZGAOjWrVsa5SkpKaRSqeiff/4ha2trjc+dMsuWLaMuXbrUeA6M1aY2bdrUdQivrRoleAEBASSVSql+/fpkYGBAUqmUpFKp1pdIhQG8QgneX3/9RQAoOjpaq+7bb7+lFi1akFQqJTs7O5oxY0aN46lughcXF0etW7cmqVRKcrmcgoOD6dGjR0J9TEwMubu7k4WFBSkUCkpJSRHq1q9fTzKZjJo3b07btm3TSvBKSkooODiYLCwsqGHDhsKXLCd4rx+1Wk2hoaEkk8nI3t6+3AREoVBQecd58fHx5O7uThKJhHr27EmZmZlC3R9//EGtW7cmiURCLi4utG7dOq32nTp10krEKlPRmESlf/cAaPbs2VWaZ0REBNna2pJMJqPJkyeTWq3WOaY7d+6QQqEgMzMzksvltHLlSiIqPfAJDAwkuVxOTk5OtGDBAiopKanSfMtz//598vf3J4lEQp6enpSQkKC1DQCt997q1atJKpWSmZkZASBzc3OSSqW0du1aIiIKCwsjqVRK9vb2FB4ertVnTk4OOTg46PT5w9jLxAle9YmIari2nzHGnnHz5k34+voiJCQE48aNg0wmq+uQ2HOcOnUKoaGhGDhwIKZPn17X4TCmoW3btkhISKjrMF5LfDctY6zWOTk5ISEhAbm5uVi2bFldh8OeIyUlBeHh4Vi0aBEnd4zpGT6DxxhjjLFXEp/Bqz4+g8cYY4wxpmc4wWOMMcYY0zOc4DHGGGOM6RlO8BhjjDHG9AwneIwxxhhjeoYTPMYYY4wxPcMJHmOMMcaYnuEEjzHGGGNMz3CCxxhjjDGmZzjBY4wxxhjTM5zgMcYYY4zpGU7wGGOMMcb0DCd4jDHGGGN6hhM8xhhjjDE9wwkeY4wxxpie0asEb9WqVZDJZJDJZBCJRDhx4kRdh1RjwcHBcHFxqeswGNNy9uxZ7N2797n1N27cQGBgID799NOXGBWriuTkZHTs2BGbNm2q61AYY7VMrxK8Tz75BEqlEkqlsq5DqTW2trZo3LhxXYfBXkNqtRqhoaGwsLCAg4NDlb7E4+Pj4eHhATMzM/Tq1QvZ2dlC3fTp09GsWTN07doV27dvL7f9pUuX0LlzZ/j5+WHJkiU1HrMiFc0zOjpaOOiTyWQwMzODq6urTv0CwM6dOxETE6Pz9jWVkZGB7t27w8zMDN7e3jh37pzObSMiImBvb4+GDRsiLCwMRCTUnT59Gq1atYJMJkPr1q1x8eJFAICbmxuioqKwYcMGhIaG1vp8GKsNPUaP1noETJlS12G98vQqwdNHixYtwuHDh+s6DPYaWrNmDeLj45GWlobffvsNYWFhSElJqbSdSqXCgAEDMH36dGRlZcHBwQGTJk0S6nv16oXz589jwIAB5bZXq9UYOnQo5s2bh+DgYBgaGtZ4zOrOMyAgQDjoUyqVCA0NxUcffaRTv8DLT/DGjx+Pxo0bIzs7G1OmTMHAgQOhVqsrbXfhwgVMnToV+/fvx5UrV3Ds2DFEREQI9UFBQZgwYQJyc3PRrVs3zJkzR6hr2rQp9uzZg9jYWOzatetFTIuxGrEwN9d65Obl1XVYrz6qREpKCr355pskk8lIJpPR8OHDhTqFQkHLli2jnj17kkwmo/79+1NeXh4REZWUlNCXX35Jzs7OJJfLafjw4fTgwQMiIoqLiyOxWCz0ExUVRc7OzjqNeejQIfL09CSZTEZWVla0ePHicuMGQMePH69sekRE1KJFCzp9+jQREf3yyy+Unp5OREReXl6Um5tb6ZgLFy4kCwsLat68OS1YsEBjLmlpafTuu++SmZkZeXl50YkTJ3SKqUuXLiSVSsnY2Jj8/Pw06jZs2EAeHh60dOlSeuONN8jFxYUSEhKE+uzsbAoODiZbW1uSSqXk6elJGRkZRFS6b7t06UIWFhbk7u5Ou3fvJqLS18Tf35+CgoLI2dmZzp49S66urjRy5Eih30OHDpGbmxtJpVLy9/cX9hN7NXl6etL27duF5+PGjaMpU6ZU2m7btm3k5eUlPL9//z4ZGRlRVlaWxnZBQUE0atQorfY7d+4kBwcHKi4u1jlWXccsj67zTE9PJxcXF+EzqiJnz54lqVRKhoaGZGRkRFKplKRSKW3ZsoWIiB48eEDDhw8nuVxOzs7O9OWXX1JJSYkuU32u+/fvk6Ghocac3dzchPdoRUJDQ2nixInC859//pnatGkjPJfJZHT27FkiItq+fTuNHj1aq49Vq1ZRhw4dajIF9i+Qn59PGRkZL+3Rpk0b+mDiRK1HtxEjXloM+fn5db3bq6VeZQngrFmz0K5dO5w4cQLFxcW4evWqRv26deuwadMmuLu7Q6FQYNmyZZg7dy42btyI1atX49ixY7CxscH777+PSZMmYcOGDZUmnRWNKZVKsW3bNjRt2hSbN2/GiBEjEBoaivr161c9u/0/LVu2RGpqKho3boxhw4bhf//7HyZMmIDHjx9DJpNVOOapU6ewZMkSnD59GtbW1ggICNDoe8iQIXj//fdx8OBBrFmzBoMGDcKtW7cgFosrjCkuLg4AMGfOnHLvJbx8+TLu3buH27dvY+jQoVi6dCl++uknAEBgYCCKioqQmJgIa2trJCUlQSKRoLi4GL1798bQoUNx8OBBHDx4EP3790dSUhIA4NSpU4iIiEB+fj5GjhyJI0eOoHnz5oiIiEBGRgYGDRqEnTt34s0338Tw4cMxefJkbN26tdr7nb04KpUKFy9eRMuWLYUyNze3515Sfdq5c+c02snlcpiamuLixYtQKBSVto+NjYWvr2+lf+O1MWZV5jlnzhxMmjQJZmZmlcbTtm1bKJVKBAcHo169eli/fr1G/cSJE3H37l1cvXoV9+/fh0KhgL29PYKCgnSZbrnOnz8PS0tLWFpaaszl3Llz6N27d4Vtz507h+HDh2u0S0xMhFqthlgsxsyZMzFu3DisX78eP/30E5YvX67VR7du3RAaGors7GyNGBh7WnJyMv7888+XOqYyN1er7LFKhR07dryU8X18fNC2bduXMlZtqjTBs7CwwPHjx3Ho0CH4+fmhRYsWGvUTJkxA+/btAQBDhw7Fjh07MHfuXGzevBmjR48W7h+bPn06/P39NS4bVGfMp3fym2++ieLiYuTk5MDe3l63GZejZcuWSElJgVQqxQcffIAzZ86ge/fuaNasWaVjbt68Gf369UPz5s0BAB999BFmzJgBAEhISEBSUhJOnToFAwMDBAcH45NPPsGVK1eE7avLysoKS5YsgYGBAby8vISE8O7du9i7dy+Sk5Mhl8sBAO7u7gCAEydO4Pbt25gxYwbq1auHHj16oFOnTvjxxx/RuXNnuLq6YtCgQfjtt98wcuRIODs7o7CwEACwadMmdOzYEe+8844wz1GjRtVoDuzFyc7OBhGhQYMGQplEIkFmZmalbbOysjTaVaUtANy8eROtW7euUrzVHVPXeaampuK3337DihUrqhRXedRqNX788UccOHAApqamMDU1RUhICKKiomqU4NVkvz/bViKRQK1WIzc3F1ZWVnBxcUGXLl2wZs0apKenC+/rpzk6OoKIcOvWLU7w2HO5ubnB2dn5pY23du1ayCwstMpFDx8+9zaR2vbs+/J1UWmCV3ZGLjAwEEZGRggPD9c4S/X0/TXm5uZ4+PAhACA9PR2Ojo5CnaOjI1QqlU4fVhWNmZ6ejmnTpuHo0aPI/b+snp66mbg63N3d8csvv6C4uBihoaEYO3YskpKS4O3tXemYaWlpaNeuXbn9Xrt2DY8ePdL4sDQ2Nq6VRSAmJiYwMCi9hVIkEqGkpAQAcOvWLQAod2FGeno6rK2tYWxsLJQ5OjoiPT0dACCTyYTyp/+/bC6HDx8WyktKSiASiWo8D/ZiWFlZQSQSoaCgQCgrKCiAtbV1pW2tra1x5coVjTJd2wKAgYGB8Pf4tGPHjqFfv34aZdOmTcO0adOqPaau85w1axZGjRpVozP9ZbKysqBSqbQ+38reR9VlbW2tMQ+gdC66LLJ6tm1BQQHEYjEsLCyQnp6OsLAwXL16FWKxGMuWLUOXLl2QmpoKExMToU3Za1b2ucJYeSQSCSQSyUsd07CedqoiFot1/kz6t6r0nWxqaoqlS5ciPT0dc+fORVBQEB48eFDutrdu3RIye3t7e40PvNu3b8PIyAjW1tYQiUQaSdmz/VU05gcffIAGDRrgr7/+ElaC1VTZJdrz58+jQ4cOaNCgAU6cOAEvL69KxzQ3N9eI/8mTJ8L/29nZwdTUVOMm7ydPnqBDhw61End5yr50Ll++rFVnb2+PzMxMqFQqoez27ds6nf20s7ODv7+/MI+8vLzn/h2wumdoaAgPDw8kJycLZcnJyfDx8am0rY+Pj0a7jIwM5Ofnw8PDQ6exXV1dkZaWplWuUCg03gtKpRLTpk2r0Zi6zPPSpUvYtm1btc44l7dAxMrKCkZGRlqfbzW5igAAXl5eyMnJ0Vg9XN3XLDk5Gd7e3hCLxTh58iSsrKyES+Yff/wxbt68KdyaUeb69esQi8Uv9ewMY7rIzcvTeliYm9d1WK+8ShO8n3/+GdnZ2RCLxZDL5TAxMdE4Ct68eTPS09Nx8+ZNREZGCveBfPTRR4iIiMD169dRUFCARYsWISAgAAYGBpDL5SgpKcHJkydx+vRpLF26VOcxU1NT0b59e8hkMmF1W00TjebNmyMtLQ1GRkYQi8Vo3749tmzZIiR4FY3ZrVs37NixA5mZmbh06RJWrFghfJB27NgRdnZ2mDFjBh49egQA+Oeff3S+1FUdtra26NmzJ8aPH4+bN28CKL1klp2djY4dO8LBwQHh4eFQq9U4cOAA/vjjDwwbNqzSfgMCAnD06FFs374darUaarUap0+ffmHzYDX38ccfY9GiRVAqlTh//jy2bt2KkJAQjW2GDh2q9TuLffr0QXZ2NqKjo6FSqTBz5kwMHDhQ58t2vXv3xpEjRzQOJCqjy5inT5+Gi4sLvv766yrNc/369fDw8KhW4mJnZ4dLly7h4cOHUKvVwpmxYcOGITw8HAUFBUhLS0NERAQCAwOr3P/T5HI5+vfvj1mzZkGlUmHTpk3Iz89Hjx49NLZzcXHB0KFDNcpGjx6N6OhoXLx4ETk5OVi8eDHGjh0LoPQA9sKFCzh48CCICD/88AMsLCzQtGlTjT5iY2Px9ttvQyqV1mgejNW2fevWaT2i//e/ug7r1VfZKozg4GB64403SCqVkoeHB8XGxgp1CoWCRo4cSc2bNyeZTEbz5s0T6kpKSmjBggXk5OREcrmcAgMDhVW0REQhISHUoEEDevfdd2n58uUaK08rGnPjxo1kY2NDTk5ONGvWLBo9ejRZWVnR/fv3NeJGFVbREhE1a9aM5s6dS0Slq3pNTEyEVYAVjVlYWEhBQUEkk8nozTffpLlz55KPj4/Qb1paGvXt25fkcjlJpVJq164dpaam6hzX7Nmzy11F27hxY+H5/PnzSaFQCM9zcnJo5MiRZG9vL+zDS5cuEVHpKlqFQiGsoo2JiSGi0lW0ZX0EBQXRhg0biKh0P5aJi4ujDh06kIWFBTVs2JD8/f11ngd7+dRqNYWGhpJMJiN7e3uKjIzU2kahUFB5HwPx8fHk7u5OEomEevbsSZmZmUKdk5OT1gpTV1dXjfadOnWi5cuXVyneisYkKv37A0CzZ8+u0jy9vb1p7NixVYqlzJ07d0ihUJCZmRnJ5XJauXIlEZWuog0MDCS5XE5OTk60YMGCGq+iJSpdSevv708SiYQ8PT01VseXAaDxfi8TERFBtra2JJPJaPLkyaRWq4W69evXk7OzM0kkEmrTpg2dPHlSo21OTg45ODhQXFxcjefAWG16ejU4qxoRUfVvYOvSpQuCg4MRHBxcO9nma6iwsBAPHjyAXC5HQUEBhgwZAg8PD4SHh9d1aIzVmZs3b8LX1xchISEYN26c1j2d7NVx6tQphIaGYuDAgZg+fXpdh8OYhrZt2yIhIaGuw3gt8d20NZSeng6FQgFLS0s0a9YMlpaWmDVrVl2HxVidcnJyQkJCAnJzc7Fs2bK6Doc9R0pKCsLDw7Fo0SJO7hjTMzU6g8cYY4wx9qLwGbzq4zN4jDHGGGN6hhM8xhhjjDE9wwkeY4wxxpie4QSPMcYYY0zPcILHGGOMMaZnOMFjjDHGGNMznOAxxhhjjOkZTvAYY4wxxvQMJ3iMMcYYY3qGEzzGGGOMMT3DCR5jjDHGmJ7hBI8xxhhjTM9wgscYY4wxpmc4wWOMMcYY0zOc4DHGGGOM6ZlaSfCCg4Ph4uJSG13VmS5dumDBggU17ufo0aOv/b6oDpFIhBMnTtR1GOwVcuPGDQQGBuLTTz+t61DYcyQnJ6Njx47YtGlTXYfCGKtltZLg2draonHjxrXRFWOslqjVaoSGhsLCwgIODg5V+hIPCwuDjY0NzM3N0bFjRyQmJgp1c+fOhZOTE8zNzfH222/j7t27Wu0vXbqEzp07w8/PD0uWLNFpzPj4eHh4eMDMzAy9evVCdna2Tu0uXbqEli1bQiqVwsbGBp9//jmISCNeW1tbyGQyjBs3Dmq1Wqd+AWDnzp2IiYnRefuaysjIQPfu3WFmZgZvb2+cO3dOp3apqano3LkzLC0tYWNjg2+++Uajfs6cOTAxMYFMJoNMJsPcuXMBAG5uboiKisKGDRsQGhpa6/NhjNUhYkREpFAoaP78+TXuJy4ujpydnWse0GsGAB0/fryuw2BP+eabb6hdu3aUm5tLiYmJZGlpScnJyTq1TUtLo+LiYnr48CENGDCABg0aJNTt2bOHlEolqVQq+uijj6hz584abYuLi8nDw4N++OEHnWMtLCwkW1tb2rJlCz158oTGjBlDH374oU5tlUolZWZmEhHRyZMnCQBdunSJiIh++ukn8vb2ptzcXMrJyaFOnTrRmjVrdI4rKCiIRo0apfP2NTVw4EAaP348FRYW0saNG8nZ2ZmKi4srbXflyhWKj48nIqI///yT6tevT4cOHRLqZ8+eTbNnz35u+/z8fGrSpAnt3LmzxnOoiWFhYdQ9JETrMSwsrE7jYnWnTZs2dR3Ca6vCM3hz5szBtGnT0KZNG/Ts2RO7d++GXC5HREQEAMDX1xcymQwmJibo2rWrRtvIyEh4enpi2bJlsLW1RaNGjTSORmNiYtCsWTPhqHv16tWVJqPjxo3D4sWLAQDHjx/HX3/9BQCYOHEidu7cCSLCwoUL4eLiAhsbGwQFBSEvL09jPn369MGKFStgZ2cHsViMo0ePao1z5MgRODo64s6dO0LZ8uXLYW9vD2tra0yYMAFFRUVC3ffffw9ra2s0atQI27Ztq3QeZUQiEXbs2AFvb29YWVlh+vTpGvUVjdmlSxcsWrQII0aMgIWFBUQiUaXjubm5IT4+HgDw66+/CvPz9vaGUqmsdMzDhw+jZcuWkMlk6N69u8b+edrcuXPh5+dXpTMlrPatXbsWn3/+OWQyGby9vTF48GCsX79ep7YuLi4Qi8XIy8vDrVu30K9fP6GuV69ekEqlMDQ0REBAgMbZPQDYs2cPlEolhg8frnOse/bsgbW1NQICAmBsbIz58+fjl19+0eksnlQqhZWVFYqLi5GcnAxPT0/hisLRo0fh5+cHmUwGCwsLfPjhhzqdyUxISIBMJkN0dDSioqKEM1/R0dEAgLy8PAQFBcHGxgYuLi5YuHChxlnD6sjIyEBMTAzmzZsHIyMjDB8+HA0aNMC+ffsqbdu4cWO0b98eANC6dWt4enpqvS4VkUgkmDx5MhYtWlTd8GtFbl4eLMzNtR65T32OM8Z0U+kl2k2bNmHr1q1ISEjA1q1bsX79evzyyy8AgLi4OCiVSkybNq3ctpcvX8a9e/dw+/ZttG3bFkuXLhXqRo8ejcWLF+PBgwe4fPkyevbsWWmwLVu2RGpqKoDSpG7+/PkAgKSkJHh5eWHjxo1YvXo1Dh8+jKtXr+Lu3buYNGmSRh8nT57EtWvXcOXKFYwcORIGBpq7oOy+oZ9++gl2dnYAgL1792LVqlWIj49HSkoKDh8+jHXr1gEATp06hc8++wxxcXE4d+4c0tPTK53H09avX4/Y2FjEx8dj5cqViIuLq3TMMitWrECXLl2Qk5ODZs2a6bz/srKyMGzYMPz6669Qq9V4/PgxZDJZhWNmZGRg0KBB+O6775CVlYWGDRti8uTJWmPs2bMHkZGR+PnnnyEWi6u0L1jtUalUuHjxIlq2bCmUubm56XzJLycnBw0aNIC9vT06dOiADz/8sNzt4uPj0alTJ42y2NhY+Pr6Vun1P3funEascrkcpqamuHjxok7tP/vsMxgbG+Pzzz/Hzz//DGNjYwCAh4cHYmJikJaWhgcPHiA2NhZXrlyptL+2bdtCqVQiICAAgYGBUCqVwnOg9PPn7t27uHr1Kg4fPozVq1fX+D628+fPw9LSEpaWlkJZVV6zMnl5eUhJSdF4XQwMDLB06VK0bt0amzdvLrddt27dcObMmecm1QUFBcjMzHyhD7VajaLiYq2HWq1+4WNnZmaioKCgSvuasVdZvco2GDx4MBo3bowGDRpgypQpUCqVePLkiU6dW1lZYcmSJTAwMICXl5eQvACAhYUFtm7diiZNmsDT0xPm5uaV9teyZUv8+OOPUCqVcHZ2RlJSEgDg9u3baNSoEcaMGYPRo0cLR+/Tp0+Hv78/IiIihESuUaNGWLFiBQBoJUyPHz/GgAEDMGPGDLz11ltC+erVqzF27Fg4ODgAAPr27Yvjx49j/PjxiIqKwsCBA+Hh4QEAGDNmDD7++GOd9g8AhIeHw9bWFkDpWblDhw7B19e3wjHLfPjhhwgKCgIAIfGtbP+lpKRAKpXigw8+wJkzZ9C9e3chOaxozE2bNqFjx4545513AAAfffQRRo0apdH/P//8gy+++AK//fYbrKysdN4HrPZlZ2eDiNCgQQOhTCKRIDMzU6f2DRs2RH5+Pv7880/0798fzZs317pHKyEhARs2bMDBgwc1ym/evInWrVtXKd6srCyNWKsa75IlSzBz5kzMmTMH3bt3R1JSEiQSCcaPH4+bN2+iXbt2cHZ2Rv/+/XHgwIEqxfYstVqNH3/8EQcOHICpqSlMTU0REhKCqKgo4f1YHTXdBwBARBg7diyCgoLw5ptvCuWzZs3C1KlTceTIEQwZMgQWFhbo1auXRltHR0cQEW7duqWRZJZJTk7Gn3/+WcVZVc2jR49AxcVa5Y9VKuzYseOFjg0APj4+aNu27Qsfh7GXodIETyaTafx/2aU8XZiYmAiJlUgkQklJiVD322+/YebMmejQoQM8PT2xevVqtGnTpsL+3N3dkZqailOnTuHtt99Gbm4ukpKSYGlpCZFIhPT0dDg6OgrbOzo6QqVSITMzEzY2NgBKE8vniYuLw4ULF9CuXTuN8mvXriEuLg4LFy4EABQXF8PX1xdA6Rm/mnwgGBoaCv9vbm6Ohw8fVjpmmYrmUh53d3f88ssvKC4uRmhoKMaOHYukpCR4e3tXOua1a9dw+PBh4e+hpKRE67LwunXrYGJigkaNGlUpLlZ9PXr0wB9//KFRplQqYWVlBZFIpHFGoqCgANbW1jr3bWBggLZt22LixImIjIzUSPCSk5MREBAg3GrxbLun3+tljh07pnGpFwCmTZuGadOmwdraWuvMWlXjNTMzw5IlS7Bu3TocOXIEffr0gUgkwuLFi4VbO9auXVtu8lIVWVlZUKlUWp81upy9V6vVWuN37txZuET97BmkgoKCKi1gmzBhAszMzISD2KcZGxujR48eCAoKQnR0tFaCV/aaPXtVo4ybmxucnZ11jqU6fj19GlIzM61y0cOHGDBgwAsdG4BWgs3Y66zSBO9Fady4MaKjo/Hw4UN89tlnGDduHM6cOVNhmzfeeANA6cq2kJAQ3L9/Hxs2bICXlxcAwN7eXuND9vbt2zAyMtL5S6Jnz55o27Yt+vfvj7Nnzwpn1uzs7BASEoKwsDCtNmZmZkJSBkDjnrWqunXrlpDkVjRmdZVdos3Pz8eiRYvQoEEDnDhxQkhoKxrTzs4O/v7+Fa4onD9/Pr744gsMGTIE+/bt40u0L8Hz7s8yNDSEh4cHkpOT0aJFCwClSZmPj0+VxzAxMdG4nzIrKwt9+vRBZGSkcHDwNFdXV6SlpWmVKxSK5x4g+vj4YPfu3cLzjIwM5OfnC2fGdWVgYABDQ8Pn3v/522+/oXPnzjr3Z2hoqHVvnZWVFYyMjJCeng5XV1cApZ819vb2lfYnFoufuw+8vLyQk5OD7OxsIQlMTk5GcHCwTrEuXboUN27cwO7duyu8J1csFqOwsFCr/Pr16xCLxc9N4iQSCSQSiU6xVJdYLIZhPe2vJbFYXKVknzFWRz90nJWVhd27d+Px48do0KABpFKpxpnCiri5uWH37t3w8fFBhw4dsHnzZiHB++ijjxAREYHr16+joKAAixYtQkBAwHOPSMuzfPlyuLm5YcCAAcKHYHBwMFatWoXz588DKD2qLrtU4efnh5iYGGRnZ+Off/6p8m/prVq1CgUFBTh8+DDOnj2LoUOHVjpmdTVv3hxpaWkwMjKCWCxG+/btsWXLFmH/VTRmQEAAjh49iu3bt0OtVkOtVuP06dMa/ZuYmGDHjh24dOkSpkyZUqNYWc19/PHHWLRoEZRKJc6fP4+tW7ciJCREY5uhQ4eW+7uNCQkJKCkpwb179/D999+jf//+Qt2kSZPg5+f33ESpd+/eOHLkCFQqlc6x9unTB9nZ2YiOjoZKpcLMmTMxcOBAjbNdp0+fhouLC77++muNtjdu3EBGRgaICKtXr4ZarUaXLl0AAA8ePBDu49u1axf279+PqVOn6hyXnZ0dLl26hIcPH0KtVqOgoABisRjDhg1DeHg4CgoKkJaWhoiICAQGBurcb3nkcjn69++PWbNmQaVSYdOmTcjPz0ePHj00tnNxcRE+J8okJSVh9uzZ+O6778r9vEtNTUVRUREuX76M6OhojdezTGxsLN5++21IpdIazaMmyhZUPPuw0OEWHsbYMypaYvv00npnZ2dKS0ujuLg4UigUWtv5+flplG3YsIEaN24sPJ8/f77Q7t69e+Tr60sWFhZkYWFBfn5+dPnyZZ2W/Y4ZM4Z8fX2JiOjWrVsEgE6cOEFERCUlJbRgwQJycnIiuVxOgYGB9ODBgwrjLPP0z6Tk5ORQkyZNaPjw4UL9t99+Sy1atCCpVEp2dnY0Y8YMIir9eYfg4GCysLCgzp070w8//KDzz6QAoClTppCtrS05ODjQnj17NOqfN+az8VZFs2bNaO7cuUREFBUVRSYmJho/w1DRmHFxcdShQweysLCghg0bkr+/v8Zcyn4m5cyZM2RiYkIRERFVjo/VHrVaTaGhoSSTycje3p4iIyO1tlEoFFTex4C/vz/JZDKysLCgkJAQevz4sVAHgOrXr09SqZSkUil5enpqte/UqRMtX768SvHGx8eTu7s7SSQS6tmzp/DTJ2Xi4uIIgNbPfezdu5dsbW3JzMyMPDw8NH4e5O7du9SyZUuSSqXk4eFBe/furVJMd+7cIYVCQWZmZiSXy2nlypVERPTgwQMKDAwkuVxOTk5OtGDBAiopKalS3+W5f/8++fv7k0QiIU9PT0pISNDaBoDWZ/CcOXNIJBIJr4lUKqUtW7YI9WFhYSSVSsne3p7Cw8O1+szJySEHBweKi4ur8RwYq038MynVJyKq4dp+Vm0ikQhpaWn/yn/5gum3mzdvwtfXFyEhIRg3bpzOZ+jZy3fq1CmEhoZi4MCBWj/VxFhda9u2LRISEuo6jNcS/1u0jLFa5+TkhISEBOTm5mLZsmV1HQ57jpSUFISHh2PRokWc3DGmZ/gMHmOMMcZeSXwGr/r4DB5jjDHGmJ7hBI8xxhhjTM9wgscYY4wxpmc4wWOMMcYY0zOc4DHGGGOM6RlO8BhjjDHG9AwneIwxxhhjeoYTPMYYY4wxPcMJHmOMMcaYnuEEjzHGGGNMz3CCxxhjjDGmZzjBY4wxxhjTM5zgMcYYY4zpGU7wGGOMMcb0DCd4jDHGGGN6hhM8xhhjjDE9UysJXlpaGjZu3FjldtevX4dIJEJkZKRWHRHhP//5D2xsbCCTydC0aVMUFBRUO8aysSrj4uKC4OBgjbKhQ4dCJpPB1NQU9erVq7D90aNH4eLiUu04GXtdnD17Fnv37n1u/Y0bNxAYGIhPP/30JUbFqiI5ORkdO3bEpk2b6joUxlgtq1GCt2XLFrRv3x7t27fH/Pnzq9ze0NAQzZs3h1Qq1ao7dOgQ1qxZg99//x1KpRKnT5+GiYlJTcLVSePGjWFra6tR9tNPP0GpVGLPnj0vfPy6dOnSJbRs2RJSqRQ2Njb4/PPPQUR1HdYLkZiYiJUrV9Z1GC+UWq1GaGgoLCws4ODgUKUv8fj4eHh4eMDMzAy9evVCdna2UDd9+nQ0a9YMXbt2xfbt28ttf+nSJXTu3Bl+fn5YsmRJjcesSGXznDt3LmxtbSGTyTBu3Dio1Wqd+gWAnTt3IiYmRuftayojIwPdu3eHmZkZvL29ce7cOZ3bRkREwN7eHg0bNkRYWJjWe/d///sfHBwcYGlpiX79+gEA3NzcEBUVhQ0bNiA0NLRW58IYq2NUA3/99RdlZWXRhg0bqHHjxjXpSktkZGSt9pmWlkY1nC7FxcWRWCyudBtnZ+cajVNXlEolZWZmEhHRyZMnCQBdunSpjqN6MV7E3+yr5ptvvqF27dpRbm4uJSYmkqWlJSUnJ1farrCwkGxtbWnLli305MkTGjNmDH344YdC/YkTJ+jRo0cUFBREo0aN0mpfXFxMHh4e9MMPP+gca2VjVneeP/30E3l7e1Nubi7l5ORQp06daM2aNTrH9bw5vigDBw6k8ePHU2FhIW3cuJGcnZ2puLi40nbnz58nS0tL+vvvvyk7O5t8fHxo3bp1Qv3XX39NHh4edPXqVSIiSk1N1Wifn59PTZo0oZ07d9buhBirxLCwMOoeEqL1GBYWRkREbdq0qeMIX181y3j+T1W/LGNjY0kqlZJUKiUAdPz4caEuPT2dpFIp1a9fnwwMDITtOnXqpFPfFy9epK5du1LDhg3JwsKCBgwYQET/P8Hbu3cvtWjRgiwsLGj9+vVEVPrhVjaOWCym+fPnl9v38xK87777jqysrMjFxYU++eQTjQRv9uzZ1Lt3b/r666/J1taWDAwMKC4ujoiIHj9+TKNGjSILCwtycHCg7777TmgXFBREISEhFBQURFKplDp37kw5OTk67YNnJSUl0f79+3XevqioiNavX0+enp705MmTSrePi4sjJycn2rx5Mzk6OpKDgwNt27ZNo97U1JSOHDlCzZo1I2NjY5o9e7ZQ/9VXX5GdnR1ZWVnR+PHjSaVSCXXz5s0jW1tbMjMzIxcXFzp9+rRQl5aWRu+++y6ZmZmRl5cXnThxQqhzdnampUuX0jvvvEPm5uY0evRooc7Gxkbr72vcuHE675/XhaenJ23fvl14Pm7cOJoyZUql7bZt20ZeXl7C8/v375ORkRFlZWVpbPe85Gfnzp3k4OCgU2JS1THLU9E8P/74Ywr7vy8KIqJVq1bp9Fly9uxZkkqlZGhoSEZGRsLfyZYtW4iI6MGDBzR8+HCSy+Xk7OxMX375JZWUlOg83/Lcv3+fDA0NNebs5uZGu3fvrrRtaGgoTZw4UXj+888/C1+MJSUlZGNjQ/v27auwj1WrVlGHDh2qGT1j1VOWzD376B4SQkSc4NVExTeUvSD+/v5QKpUAoHVfnJ2dHZRKJSIjI7FgwQJcuXJF534fPnyIrl27IigoCLt374ZYLMaFCxc0tomIiMDZs2fxww8/4IsvvsCoUaMgkUiEeLp06VKluZw6dQqfffYZTp48CTs7O4SEhGhtc/LkSbi6uuLKlSuYNGkSDAxKr4zPmjULWVlZuHPnDpKSkvDmm2+ic+fOcHd3BwBER0cjKioK3377LVq2bImff/4ZH3/8sc6xpaenY/bs2Th27BjWr1+vU5vPPvsM//vf/2BpaYljx47B2NhYp3ZZWVk4e/YsUlNTsWvXLgQHB8PPz0+4/K5SqbBs2TLExcXh8OHDuHHjBgBg7969WLVqFeLj41G/fn289dZbWLduHcaPH4/k5GQsXrwYKSkpcHBwwJ07dzTiGTJkCN5//30cPHgQa9aswaBBg3Dr1i2IxWIAwLfffot9+/ahuLgYnp6eCAsLQ4sWLXDv3r1q/X29TlQqFS5evIiWLVsKZW5ubs+9pPq0c+fOabSTy+UwNTXFxYsXoVAoKm0fGxsLX19f4XXQRXXHrGyeHh4e+Prrr/HJJ5+gYcOGiI2N1ek1b9u2LZRKJYKDg1GvXj2t98/EiRNx9+5dXL16Fffv34dCoYC9vT2CgoJ0nvOzzp8/D0tLS1haWmrM5dy5c+jdu3eFbc+dO4fhw4drtEtMTIRarRZivH79OlxdXSEWi7F8+XKtPrt164bQ0FBkZ2drxMD+XQoKCvDo0aOXNp5arUZRcXG55ZmZmQAg/PdFadCgASQSyQsdoy5UmOCFh4cjPDxcq7xr16749ddfX1hQ1bVnzx4YGBhg4cKFQhLVpk0bjW2+//57mJqaonXr1sjIyKjxmFFRURg4cCA8PDwAAGPGjNFKwho1aoQVK1YAANatWwegdBHJmjVrcPjwYZiYmMDHxwdeXl44ceKEkOD169cP77//PgCgSZMmOsebm5uL8PBw/PTTTwgLC8Pq1athZGSkU9slS5Zg5syZmDNnDrp3746kpCSd/vDr16+P5cuXQyQSYciQIRg9ejTOnDmDbt26AQCKi4uxZcsWyGQyBAYGCu1Wr16NsWPHwsHBAQDQt29fHD9+HOPHj4epqSlUKhU2bNiAkJAQ2NnZCe0SEhKQlJSEU6dOwcDAAMHBwfjkk09w5coVNG/eHADw+eefo0WLFgAAAwMDZGRkCM/1XXZ2NogIDRo0EMokEolOH5RZWVka7arSFgBu3ryJ1q1bVyne6o5Z2TzHjx+Pmzdvol27dnB2dkb//v1x4MCBKsX2LLVajR9//BEHDhyAqakpTE1NERISgqioqBoleDXZ78+2lUgkUKvVyM3NRVZWFgDgwoULSEpKwt69ezF48GBcu3YNb7zxhtDG0dERRIRbt25xgvcvlpycjD///POljffo0SNQOQneY5UKO3bsAADhvy+Kj48P2rZt+0LHqAsVJnjTpk3DtGnTXlYsNXbr1i00atRISO7KU5asiESiWllAcOPGjUr/MCwsLLTKMjMzkZ+fj27duglnMVUqFfLy8oRtnv7AFolEKCkpqTSeAwcOYOjQofD19cXFixdhZmam61QEZmZmWLJkCdatW4cjR46gT58+lbapV6+eMA+RSAQzMzM8fPhQI36ZTKbV7tq1a4iLi8PChQsBlCaCvr6+AEq/cPbt24cFCxZg/vz56NevH9asWQMrKytcu3YNjx490vgiMjY2Fs7EAtXbf6+bHj164I8//tAoUyqVsLKygkgk0lh5XlBQAGtr60r7tLa21jrLpWtboDSZLm9fHzt2TLi5v0zZZ0x1x6xsniKRCIsXL8bixYsBAGvXrq1x8pKVlQWVSgVHR0ehzNHREenp6TXq19raWuuXAgoKCtC4ceMqty0oKIBYLIaFhYVwFn3cuHEwMTHB+++/D1tbWxw/fhyDBg0S2pS9ZhV9fjL95+bmBmdn55c23q+nT0NazveU6OFDDBgwAGvXrsWAAQNeaAzPHljpC706g+fo6Ihr165BrVZX6fJQTTybyBQVFenUztLSEkZGRoiLi4OPj0+txfPee+8Jl5/HjBmDBQsW6PQF8SwDAwMYGhpWacVhmSdPniAzM1OnD4myy9phYWHl1vv5+cHPzw+3bt3C4MGDsWTJEixZsgR2dnYwNTXVSOiqwtDQsFrtXjX79u0rt9zQ0BAeHh5ITk4WzlomJyfr9Lfm4+OD3bt3C88zMjKQn58vnKWujKurK9LS0rTKFQrFc1+v6o5Z1Xn+9ttv6Ny5s07zKOv/2QNBKysrGBkZIT09Ha6urgCA27dvw97eXud+y+Pl5YWcnByNS6TJyclaP9tUHh8fHyQnJwvPk5OT4e3tDbFYDCcnJxgaGuLx48dCvbm5udaX2vXr1yEWi1/qlzt79Ugkkpd6uVIsFsOwnJ8fE4vFwoGargeXTFOFh2rTpk2DUqnUeryKyR0A9O7dG0SEsLAw5Ofng4iQmJj4Qsf08/NDTEwMsrOz8c8//2DBggU6tROLxQgMDMTMmTNx9+5dAKVfav/880+NY+rfvz8uXLiArl27olu3bpgwYQLu379fabsbN24gIyMDRITVq1dDrVbrfE9idnY2IiMjUVRUhMWLF6N58+Y6JRPBwcFYtWoVzp8/D6D0zEPZ5YHExEScOXMGarUaMpkMDRo0EM4CduzYEXZ2dpgxY4Zwv8g///yj82VEOzs7ZGRk4Nq1awCgceZUX3z88cdYtGgRlEolzp8/j61bt2rdIzp06FCt323s06cPsrOzER0dDZVKhZkzZ2LgwIE6n/nq3bs3jhw5ApVKpXOsuox5+vRpuLi44Ouvv9Z5ng8ePMDFixcBALt27cL+/fsxdepUneOys7PDpUuX8PDhQ6jVauHM2LBhwxAeHo6CggKkpaUhIiJC49aD6pDL5ejfvz9mzZoFlUqFTZs2IT8/Hz169NDYzsXFBUOHDtUoGz16NKKjo3Hx4kXk5ORg8eLFGDt2LIDSg9B+/fphyZIlKCwsxPHjx5Genq51b2NsbCzefvvtcn+2irEXxcLcHLl5eVoPC3Pzug7t9VeTFRoBAQHlrnhNSkrSuQ88s4q2THV/xuLSpUv03nvvkaWlJTVs2JDeeustIvr/q2gfP35MRETHjx8v92dTFApFlVbRFhYWUnBwMFlYWFDnzp3phx9+0FpF6+fnV25/+fn5FBoaSs7OzmRubk7NmjWjX3/9lYi0Vyj6+flprDzV1aNHjyg8PJy+/vrrSrfdu3evsGLVw8ODDh06pNMYcXFxZG9vTyNGjCCZTEZt2rShy5cva9RX9PMy3377LbVo0YKkUinZ2dnRjBkzhHatW7cmqVRKcrmcgoOD6dGjR0K7tLQ06tu3L8nlcpJKpdSuXTvh5x+cnZ0pKipK2FYsFgurl4lKVxaWvW4NGzakYcOG6TTX14larabQ0FCSyWRkb29PkZGRWtsoFIpy3wfx8fHk7u5OEomEevbsKfx8DhGRk5OT1gpTV1dXjfadOnWi5cuXVyneisYkKv17AKD1Pqhonnfv3qWWLVuSVColDw8P2rt3b5ViunPnDikUCjIzMyO5XE4rV64kotJVtIGBgSSXy8nJyYkWLFhQ41W0RKUraf39/UkikZCnpyclJCRobQOAFAqFVnlERATZ2tqSTCajyZMnk1qtFurS09Opa9euJJFIyM3NjY4eParRNicnhxwcHDTeI4y9CngVbfWJiPT0l2zZS3P06FEEBwfj+vXrdR0Ke0XcvHkTvr6+CAkJwbhx48q9/5K9Gk6dOoXQ0FAMHDgQ06dPr+twGNPQtm1bJCQk1HUYryW+m5YxVuucnJyQkJCA3NxcLFu2rK7DYc+RkpKC8PBwLFq0iJM7xvQMn8FjjDHG2CuJz+BVH5/BY4wxxhjTM5zgMcYYY4zpGU7wGGOMMcb0DCd4jDHGGGN6hhM8xhhjjDE9wwkeY4wxxpie4QSPMcYYY0zPcILHGGOMMaZnOMFjjDHGGNMznOAxxhhjjOkZTvAYY4wxxvQMJ3iMMcYYY3qGEzzGGGOMMT3DCR5jjDHGmJ7hBI8xxhhjTM9wgldLIiMjIRKJcP369Wr30aVLF0RGRtZaTIzVpRs3biAwMBCffvppXYeC3NxcREZG4sGDB3UdygtV1XkmJyejY8eO2LRp0wuOjDH2snGCV0ukUimaN28OQ0PDug6FMQCAWq1GaGgoLCws4ODgUKUv8fj4eHh4eMDMzAy9evVCdna2Rn1sbCy8vLwgk8ng7e2NO3fuaNRfunQJnTt3hp+fH5YsWVIrYz5PRfM8e/YsevToAU9PT4wYMQIPHz7Uqc8yO3fuRExMTJXa1ERGRga6d+8OMzMzeHt749y5czq103WeMTExGgeibm5uiIqKwoYNGxAaGlpb02CMvQqIvTIUCgVt2LChrsNgeuKbb76hdu3aUW5uLiUmJpKlpSUlJydX2q6wsJBsbW1py5Yt9OTJExozZgx9+OGHQv3Zs2fJ0tKSDh06RCUlJXT79m3Kz88X6ouLi8nDw4N++OEHnWOtbMzqzvPq1at09epVSktLIwB069YtnWMiIgoKCqJRo0ZVqU1NDBw4kMaPH0+FhYW0ceNGcnZ2puLi4krb6TLPgoICatasGQGgtLQ0jbr8/Hxq0qQJ7dy5s7amwlitaNOmzQvre1hYGHUPCdF6DAsLe2FjvkwVnsHbu3cvnJycoFarhbKff/4Z/fv3F54vX74c9vb2sLa2xoQJE1BUVAQASE9Ph0KhgLW1NaRSKQYPHqzRz5w5c9CnTx+sWLECdnZ2EIvFOHr0KAAgNTUVb731FiwsLGBhYYGgoCCdktX69etj7dq1sLS0xMGDB/Hee+/B29sbjx49AgB8+OGHsLW1hZmZGTp27IgbN24IbY8ePQozMzPExcWhefPmMDExwZw5c4R6kUiEmJgYvP322zAzM0OXLl0AADNnzoRMJoOpqSnq1aunFdP169fh5+cHc3NzeHt74+TJk0Ld/fv38e6770IqlaJ///7Iz8/XaZ6M6WLt2rX4/PPPhbNsgwcPxvr16yttt2fPHlhbWyMgIADGxsaYP38+fvnlF+GM2pIlSxASEgI/Pz+IRCLY29tDIpFotFcqlRg+fLjOsVY2ZnXn6erqCldXV53jKJOQkACZTIbo6GhERUVBJpMJzwEgLy8PQUFBsLGxgYuLCxYuXAgiqvI4T8vIyEBMTAzmzZsHIyMjDB8+HA0aNMC+ffsqbavLPOfNm4chQ4aUWyeRSDB58mQsWrSoWrEz9jrKzcuDhbm51iM3L6+uQ6sVFSZ4PXr0gLGxMXbt2iWUrVq1ChMnTgRQmgCuWrUK8fHxSElJweHDh7Fu3ToApQnR/Pnzce/ePfz555/YtWsXjhw5otH/yZMnce3aNVy5cgUjR46EgUFpOLNmzUK7du2Qk5ODjIwMfP755zpNRq1WIzU1FXPmzMGwYcMwd+5cGBkZ4cKFCwCAgQMHIi0tDffu3cOTJ0+wdu1ajfYqlQrLli1DXFwc1q1bp5WwffHFF/jf//6HixcvwsjICAAwf/58KJVK7Nmzp9yYhgwZgvfeew9KpRJjxozBoEGDhEQ3MDAQTZs2RVZWFkJCQvDPP//oNE/GKqNSqXDx4kW0bNlSKHNzc9Ppkt+5c+c02snlcpiamuLixYsAgBMnTqB+/fpo3749bGxs8OWXX2q0j42Nha+vL8Risc7xVjbm89RknhVp27YtlEolAgICEBgYCKVSKTwHgIkTJ+Lu3bu4evUqDh8+jNWrV9f4Prbz58/D0tISlpaWtToXAEhKSsKuXbswffr0527TrVs3nDlzRudL44y9CAUFBcjMzBQeADSe1+ZDrVajqLhY66FWq1/YmOU9CgoKXsi+1D7l9BSRSIQJEybgm2++wfvvv4/ExEQolUq8++67AIDVq1dj7NixcHBwAAD07dsXx48fx/jx42FnZwc7OzsAQOPGjWFjY4OMjAyN/hs1aoQVK1YAgJAYAoCFhQWOHz+OQ4cOwc/PDy1atNBpMkVFRZg5cyZ27tyJzp07o1OnTpBIJHjy5AkA4P333xe29fLy0oqnuLgYW7ZsgUwmQ2BgoFb/CxcuRPv27QEABw4cqDSehIQEJCUl4dSpUzAwMEBwcDA++eQTXLlyBVKpFAcPHsSNGzdgaGiI3r17a3xJMVYT2dnZICI0aNBAKJNIJMIHZkWysrI02j3bNisrC7Gxsdi9ezeUSiXefvtteHh4oF+/fgCAmzdvonXr1lWKt7Ixn6cm86wutVqNH3/8EQcOHICpqSlMTU0REhKCqKgona82lKe6+0AX48ePx/Lly2FiYvLcbRwdHUFEuHXrlkaSydjLlJycjD///FOjbMeOHS9krEePHoGKi7XKH6tUL2zM8vj4+KBt27a13m+FCR4AjBgxAjNnzsTff/+Nb775Rjh7BwDXrl1DXFwcFi5cCKA0QfL19QVQemQ9d+5cbN26FRkZGXj48KHWJQwLC4tyx1y2bBnmzp2LwMBAGBkZITw8XDhyroxMJtP479M2bdqEFStW4Nq1aygoKNC6hCQSicptV1m8z3Pt2jU8evRI48PS2NgYSqVSWOVmb29fpT4Z04WVlRVEIpHGkWFBQQGsra0rbWttbY0rV65olD3dViqVIiAgADY2NrCxsUGfPn1w4MABIcEzMDBASUmJVr/Hjh0Ttikzbdo0TJs2rdIxX8Q8qysrKwsqlQqOjo5CmaOjI9LT02vUr7W1tdaRfEFBARo3blyjfqOiomBtbY3u3btXuF3Za1Z2JYWxuuDm5gZnZ2fh+dq1azFgwIAXMtavp09DamamVS56+PCFjVmeZw/sakulCZ5UKkVgYCDmzp2L06dPY9WqVUKdnZ0dQkJCEBYWptVu9uzZOHLkCGJjY+Hq6opGjRrpHJSpqSmWLl2K8PBwbNq0CUFBQejVqxekUqnOfTxr//79mDx5MmJiYtCpUyeMGjWq2n3pys7ODqamplAqlVp1ycnJAID8/HxhXmX3LzJWU4aGhvDw8EBycrJwBjw5ORk+Pj6VtvXx8cHu3buF5xkZGcjPz4eHhweA0jPyjx8/FurNzc01bmdwdXVFWlqaVr8KhaLc94IuY76IeerC0NBQ68DUysoKRkZGSE9PF+57u337do0P1ry8vJCTk4Ps7GzhoDA5ORnBwcE16vf333/H/v37NQ5evby8sGPHDvj5+Qll169fh1gs1vhyZexlk0gkGvf0AnhhB2xisRiG5dw7LxaLX+hB4sui06HaJ598gm3btuHDDz9E/fr1hfLg4GCsWrUK58+fB1B6tFl2ajU1NRXNmzeHq6srfv/9d2RnZ+v820w///wzsrOzIRaLIZfLYWJiojFudaSmpsLKygpt27bFzZs38ddff73w38Tq2LEj7OzsMGPGDGGhxz///IPMzEw0bdoUjo6O2LBhA4qLi7Fw4UKtMxiM1cTHH3+MRYsWQalU4vz589i6dStCQkI0thk6dChcXFw0yvr06YPs7GxER0dDpVJh5syZGDhwoJB0BAYGYv369bh79y7u3buH7du3a9z+0Lt3bxw5cgQqlUrnWCsbEwBOnz4NFxcXfP3111WeZ3XZ2dnh0qVLePjwIdRqNQoKCiAWizFs2DCEh4ejoKAAaWlpiIiIKPe2jqqQy+Xo378/Zs2aBZVKhU2bNiE/Px89evTQ2M7FxQVDhw7Vud9169YhLy9PuI8QAC5cuKCR3AGl906+/fbbNTqQZux1Urag4tmHhbl5XYdWO3RZaltYWEiWlpZ048YNrbpvv/2WWrRoQVKplOzs7GjGjBlERHTu3Dlq2bIlWVtb07Bhw+irr74imUxGe/bsISKi2bNnk5+fX7njBQcH0xtvvEFSqZQ8PDwoNjZWpyXBZdPZsGEDBQUFEVHpT4/ExcVRbm4ude3alWQyGb399tsUHR1Ncrmcpk+fTkREcXFxJBaLK+z7+PHjz61/Xvu0tDTq27cvyeVykkql1K5dO0pNTSUioqNHj1KTJk1ILpfT//73P3r77bf5Z1JYrVGr1RQaGkoymYzs7e0pMjJSaxuFQkHlfQzEx8eTu7s7SSQS6tmzJ2VmZgp1RUVFNHbsWDI3Nyc7OztatWqVVvtOnTrR8uXLqxRvRWMSlb7HANDs2bN1nufq1atJKpWSmZkZASBzc3OSSqW0du1anWK6c+cOKRQKMjMzI7lcTitXriQiogcPHlBgYCDJ5XJycnKiBQsWUElJSZXmW5779++Tv78/SSQS8vT0pISEBK1tAJBCodAoq8o8Uc7PpOTk5JCDgwPFxcXVeA6M1aYX+TMp+k5EVPna/nnz5iE5ORk//vjji8w1GWN64ubNm/D19UVISAjGjRtX4b2trG6dOnUKoaGhGDhwYIWrbBmrC23btkVCQkJdh/FaqvASbXJyMszNzREbG4uvvvrqZcXEGHvNOTk5ISEhAbm5uVi2bFldh8OeIyUlBeHh4Vi0aBEnd4zpGZ3O4DHGGGOMvWx8Bq/6eD08Y4wxxpie4QSPMcYYY0zPcILHGGOMMaZnOMFjjDHGGNMznOAxxhhjjOkZTvAYY4wxxvQMJ3iMMcYYY3qGEzzGGGOMMT3DCR5jjDHGmJ7hBI8xxhhjTM9wgscYY4wxpmc4wWOMMcYY0zOc4DHGGGOM6RlO8BhjjDHG9AwneIwxxhhjeoYTPMYYY4wxPVNpgufi4oKjR4++hFD+PwcHB8hkMpiYmKBr164vdWzGWO24ceMGAgMD8emnn76U8dLS0rBx48aXMpa+SE5ORseOHbFp06a6DoUxVsteyTN4t2/fhlKpxLRp0+o6FMZeW2q1GqGhobCwsICDg0OVvsTj4+Ph4eEBMzMz9OrVC9nZ2ULd0aNHUa9ePchkMshkMnTr1k2r/aVLl9C5c2f4+flhyZIlNR6zIlu2bEH79u3Rvn17zJ8/X6u+U6dOsLS0hFQqxYABA6BUKnXqFwB27tyJmJgYnbevqYyMDHTv3h1mZmbw9vbGuXPndG4bEREBe3t7NGzYEGFhYSAirW1iYmIgEolw/fp1AICbmxuioqKwYcMGhIaG1tY0GGOvgFcywWOM1dyaNWsQHx+PtLQ0/PbbbwgLC0NKSkql7VQqFQYMGIDp06cjKysLDg4OmDRpksY2nTt3hlKphFKpxMGDBzXq1Go1hg4dinnz5iE4OBiGhoa1MubzuLu7Y9++fVi6dGm59Zs3b0Z2djaSk5Px559/Ijo6Wqd+gZef4I0fPx6NGzdGdnY2pkyZgoEDB0KtVlfa7sKFC5g6dSr279+PK1eu4NixY4iIiNDY5tGjR/jvf/+r1bZp06bYs2cPYmNjsWvXrlqbC/v3CJgyBT1Gj9Z6BEyZUteh/avplOBduXIF77zzDqRSKcaMGSOU5+XlISgoCDY2NnBxccHChQuFo8Y5c+ZoXF4NCQlBcHCw8HzOnDno06cPVqxYATs7O4jF4kovBWdnZ0MikSA1NVUoS09Ph4ODAwoLC5/b7v79+5BIJCAiPHjwAJs3b4ZarUZubi5at24NAPjqq6/QqFEjmJubo3Hjxjhw4IDQ/smTJxg6dCjMzc3RuXNnjB8/XmMuhw8fRsuWLSGTydC9e3fcuXOnwnkw9jKsXbsWn3/+OWQyGby9vTF48GCsX7++0nZ79uyBtbU1AgICYGxsjPnz5+OXX37R+Yzanj17oFQqMXz4cJ1jrcmYrVq1gqWl5XPrGzduDKD0s6KkpATvvvtupX0mJCRAJpMhOjoaUVFRwtnKsuSwos++6srIyEBMTAzmzZsHIyMjDB8+HA0aNMC+ffsqbbt+/Xp8+OGH8PDwQMOGDTF16lR89913GtvMmzcPQ4YMKbe9RCLB5MmTsWjRohrNgf075eblwcLcXOuRm5dX16H9q9XTZaPly5cjJiYGBQUF8Pb2RlhYGFq0aIGJEyfi7t27uHr1Ku7fvw+FQgF7e3sEBQXpNPjJkyfh6uqKK1euYNKkSTAwqDjftLS0xNChQ/Htt99i5cqVAIDvvvsOI0eOhLGx8XPb2djYoH79+rh16xbOnj2LESNGwMvLC3l5efD09AQAeHh44OzZs7C0tMTYsWMxd+5cvPfeewBKk7+0tDSkp6fj9u3b6NGjB7p06QKg9EN50KBB2LlzJ958800MHz4ckydPxtatW3XaB4y9CCqVChcvXkTLli2FMjc3N2zfvr3StufOndNoJ5fLYWpqiosXL0KhUEAkEuHUqVNo1qwZBg0ahFmzZmm8/2JjY+Hr6wuxWKxzvJWNWRMxMTH44IMPUFJSgi1btqBFixaVtmnbti2USiWCg4NRr149rcS4pp995Tl//jwsLS01klU3NzecO3cOvXv3rrDtuXPnNBJqNzc3JCYmQq1WQywWIykpCbt27cJff/1V7mVsAOjWrRtCQ0ORnZ1dYcLMXl0FBQV49OjRSx9XrVajqLi43PLMzMwa91+TPho0aACJRFLjGF5HOiV48+bNE46CDQwMkJGRgaZNm+LHH3/EgQMHYGpqClNTU4SEhCAqKkrnD7lGjRphxYoVAIB169bp1CY0NBTvvPMOvvzySxgbGyMyMhJnzpyptJ2bmxtSUlJw4sQJfPDBBzhz5gxKSkrg5eUFAEIyBwAdO3ZEXFyc8Hzz5s347LPPYGZmBjc3N3Tt2hXF//fHvGnTJnTs2BHvvPMOAOCjjz7CqFGjdJoLYy9KdnY2iAgNGjQQyiQSiU4flFlZWRrtnm2rUCjw+PFjXLx4EcOHD4dKpdK4PHrz5k3hzLiuKhuzJvr27Yv8/Hzs3LkTQUFBaNKkCdq0aVPt/tRqdY0/+8pTk33wbFuJRCJcpbCyssL48eOxfPlymJiYPLcPR0dHEBFu3brFCd5rquw2hJft0aNHoHISvMcqFXbs2FHj/mvSh4+PD9q2bVvjGF5HOiV4T2e/IpEIJSUlyMrKgkqlgqOjo1Dn6OiI9PR0nQe3sLCoQqilWrVqBW9vb2zcuBFSqRTvvPMObG1tK23n7u6O1NRUXLx4EdOmTcPPP/+MBg0aoFevXgCAP/74A7NmzcL58+eRn58POzs7oW1aWhqcnJzK7ffatWs4fPgwZDIZAKCkpAQikajK82KsOnr06IE//vhDo0ypVMLKygoikQgFBQVCeUFBAaytrSvt09raGleuXNEoe7atWCyGt7c3Zs2ahYkTJ2okeAYGBigpKdHq99ixY+jXr59G2bRp0zBt2jSdxqwJIyMjDB48GJGRkYiOjq5Rglcbn33lsba21ni9gNJ9UHZwXZW2BQUFEIvFsLCwQFRUFKytrdG9e/cK+yh7zSq7ksJeXW5ubnB2dn7p4/56+jSkZmZa5aKHDzFgwIAa9b127doa9fHsQdO/iU4JXnmsrKxgZGSE9PR0uLq6Aihd/Wpvbw+gNBF8+p6UBw8e1Npp0tDQUMyaNQvm5ub45ptvdGrTsmVL/Pnnn2jQoAE6dOiAzz77DA0bNsTnn3+O7OxsdOvWDV9//TViYmLw888/Y8GCBUJbc3NzPHjwQHj+5MkT1KtXuuvs7Ozg7+//Um/EZqzM8+7PMjQ0hIeHB5KTk4VLksnJyfDx8am0Tx8fH+zevVt4npGRgfz8fHh4eGhtKxaLte5/dXV1RVpamta2CoXiuStYqzJmTZiYmOi0aKGMoaGh1r11lX32VZeXlxdycnI0LpEmJydr3O/7PD4+PkhOThaeJycnw9vbG2KxGL///jv2798vHISWjbVjxw74+fkJZdevX4dYLK6TBIHVDolEUieXI8ViMQzraacTYrG4Vg7SautA79+m2odqYrEYw4YNQ3h4OAoKCpCWloaIiAgEBgYCKL2HJiUlBffu3UNERAT2799fa0G///77yM/Ph0gkQocOHXRq07JlS2zbtg0dOnSAqakpSkpKcPfuXdjY2CA9PR0FBQXw9fVFUVERDh48iIKCAuGLoFu3btiwYQOKioqwY8cO7Nu3T7i/KCAgAEePHsX27duhVquhVqtx+vTpWpsrY9X18ccfY9GiRVAqlTh//jy2bt2KkJAQjW2GDh0KFxcXjbI+ffogOzsb0dHRUKlUmDlzJgYOHCgkHbdu3UJeXh7y8vLw1VdfoX///hrte/fujSNHjkClUukca2VjAsDp06fh4uKCr7/+Wud+8/PzkZSUBAA4c+YMYmNjteKtiJ2dHS5duoSHDx9CrVYLZ8Yq+uyrLrlcjv79+2PWrFlQqVTYtGkT8vPz0aNHD43tXFxcMHToUI2y0aNHIzo6GhcvXkROTg4WL16MsWPHAii9/SUvL09Y9QyUrrp9OrkDSu+dfPvttyGVSms0D/bvU7ag4tmHhbl5XYf270aVcHZ2pn379gnPxWIxxcXFERHRgwcPKDAwkORyOTk5OdGCBQuopKSEiIhycnLorbfeIolEQmPGjKHRo0dTUFCQ0M/s2bPJz8+vwrEr2qZHjx60efPmysIX3LlzhwDQsWPHiIho1KhR1LVrV6F+4sSJJJVKyd3dnTZv3kytW7emt956i4iIbt26RZ07dyapVEoBAQH00UcfUVhYmNA2Li6OOnToQBYWFtSwYUPy9/fXOS7GXhS1Wk2hoaEkk8nI3t6eIiMjtbZRKBRU3sdAfHw8ubu7k0QioZ49e1JmZqZQ9/PPP5O1tTVZWVnRiBEjKC8vT6t9p06daPny5VWKt6IxiUrfZwBo9uzZGuUBAQEklUqpfv36ZGBgQFKplKRSKSUlJdG9e/eocePGZG5uTvb29lWO6c6dO6RQKMjMzIzkcjmtXLmSiCr+7KuJ+/fvk7+/P0kkEvL09KSEhAStbQCQQqHQKo+IiCBbW1uSyWQ0efJkUqvV5Y4BgNLS0jTKcnJyyMHBQfhsZ+xV0aZNm7oO4bUlIqrh2v46cPToUYwYMQL//POPTr+xVVM5OTkwNjaGRCLB7du38eabb2Lt2rWV3tPC2L/VzZs34evri5CQEIwbN07j8iB7tZw6dQqhoaEYOHAgpk+fXtfhMKahbdu2SEhIqOswXkuv3d20rq6uGDlyJDZu3PhSkjsAiIuLg5ubGxo2bAiFQoEJEyZwcsdYBZycnJCQkIDc3FwsW7asrsNhz5GSkoLw8HAsWrSIkzvG9MxreQaPMcYYY/qPz+BV32t3Bo8xxhhjjFWMEzzGGGOMMT3DCR5jjDHGmJ7hBI8xxhhjTM9wgscYY4wxpmc4wWOMMcYY0zP8MymMMcYq1b17d2RlZdV1GILMzMx/3b9RynP+d3h2zlZWVoiNja1yP5zgMcYYe+38G38fjef871Bbc+ZLtIwxxhhjeoYTPMYYY4wxPcMJHmOMsdfOmDFj6jqEl47n/O9QW3Pme/AYY4wxxvQMn8FjjDHGGNMznOAxxhh7JeXk5KBbt25o2rQpunXrhtzcXK1tnjx5gvbt28Pb2xvu7u6YPXt2ldq/anSNeeTIkZDL5fDw8NAonzNnDuzt7dGqVSu0atUKe/fufRlhV0tsbCyaN2+OJk2aIDw8XKueiDBx4kQ0adIEXl5e+PPPP3Vu+6qqLO6UlBR06tQJxsbGWLZsmUadi4sLPD090apVK7Rt27bSsTjBY4wx9koKDw+Hn58fLl++DD8/v3K/EI2NjXHkyBGcP38eiYmJiI2NxenTp3Vu/6rRNebg4ODn/jbap59+isTERCQmJqJnz54vMtxqU6vVmDBhAvbt24ekpCT8+OOPSEpK0thm3759uHz5Mi5fvoy1a9di3LhxOrd9FekSd8OGDbFy5Ur85z//KbePuLg4JCYm6vQzKpzgMcYYeyXt2rULQUFBAICgoCDs3LlTaxuRSARTU1MAQFFREYqKiiASiXRu/6rRNeZ33nkHDRs2fImR1a4zZ86gSZMmcHV1hZGREYYOHYpdu3ZpbLNr1y4MHz4cIpEIHTt2hFKpxN27d3Vq+yrSJW65XI527drB0NCwxuNxgscYY+yVdP/+fdja2gIAbG1tkZGRUe52arUarVq1glwuR7du3dChQ4cqtX+V1EbMq1atgpeXF0aOHPnKXpZOT0+Ho6Oj8NzBwQHp6ek6baNL21dRTeMWiUR477330KZNG6xdu7bS7etVK0rGGGOsFnTt2hX37t3TKv/yyy917kMsFiMxMRFKpRIDBgzAxYsXte5Ne5XUxpyfZ9y4cZg5cyZEIhFmzpyJKVOm4Icffqhxv7WtvB/wKDvzWtk2urR9FdU07pMnT8LOzg4ZGRno1q0bWrRogXfeeee523OCxxhjrM4cOnTouXU2Nja4e/cubG1tcffuXcjl8gr7kslk6NKlC2JjY+Hh4VHl9i9Lbc65vPZlRo8ejd69e1c7zhfJwcEBt27dEp7fvn0bdnZ2Om2jUqkqbfsq0mXOFSnbVi6XY8CAAThz5kyFCR5fomWMMfZK6tu3LzZu3AgA2LhxI/r166e1TWZmJpRKJQDg8ePHOHToEFq0aKFz+1dNTWO+e/eu8P87dux4Zc9ktmvXDpcvX0ZaWhpUKhV++ukn9O3bV2Obvn37YtOmTSAinD59GlKpFLa2tjq1fRXVJO6CggI8fPhQ+P8DBw5U/toSY4wx9grKysqid999l5o0aULvvvsuZWdnExFReno69ejRg4iIzp8/T61atSJPT09yd3enuXPnVtr+VabLnImIhg4dSm+88QbVq1eP7O3taf369URE9NFHH5GHhwd5enpSnz596M6dO3UyD1389ttv1LRpU3J1daUFCxYQEdGaNWtozZo1RERUUlJC48ePJ1dXV/Lw8KCzZ89W2PZ1UNmc7969S/b29mRmZkZSqZTs7e3pwYMHdPXqVfLy8iIvLy9q2bKlTnPmf8mCMcYYY0zP8CVaxhhjjDE9wwkeY4wxxpie4QSPMcYYY0zPcILHGGOMMaZnOMFjjDHGGNMznOAxxhhjrFYdPXoUIpEILi4uNeonMjISIpEIXbp0qZW4/k04wWOMMaa3XFxcIBKJhIeVlRX8/f2RkJBQ16GxZ5S9VkePHhXKWrZsiUmTJuGDDz6ou8BeU/xPlTHGGNN7vXv3RqNGjXDs2DEcOHAAZ8+eRUpKygv558uKi4tRr97r//VaVFQEQ0NDnctfhPbt26N9+/YvZSx9w2fwGGOM6b1Ro0Zh5cqVOHz4MAAgNzcXf/zxBwDg4sWL6NWrF+RyOaytrTFw4EDcvHlTaBsQEAAHBwcYGxvDzMwM7777Lv7++2+hvuzM05dffgl3d3cYGxsDAL7++ms0btwYJiYmsLa2RpcuXZCamgqg9J+b+u9//4vGjRvD1NQUrVq1QlRUlNDnnDlzIBKJ8MEHH2D48OEwNTVFkyZNKvx3bB89eoTZs2ejRYsWqF+/PhwcHLBu3ToApUnZokWL0KJFC0gkEri5uWH58uUoKSkB8P8vhXbu3Bnjxo2DmZkZvvzyy+eWA0BMTAzat28Pc3NzODs7Y8qUKXj06FG5sRUVFaFbt2544403YGRkBJlMhr59+wr/NquLiwtu3LgBAPD19YVIJEJkZGS5l2h///13vPPOO5DJZLCzs8OHH36IO3fuCPVlZ2tXrVqFZs2awczMDB999BFUKtVz950+4gSPMcbYv0JJSQmOHTsmPLeyssK9e/fwzjvv4ODBg+jcuTM6dOiA7du3w9/fH4WFhQCAGzduQKFQICQkBD4+PoiLi8PgwYO1+p89ezY8PT3x/vvv48qVK/j000+Rl5eH4OBgdOvWDTdv3hT+rdgRI0Zg2bJlEIvFGDx4MC5fvozhw4fjxx9/1Ohz27ZtuHPnDjw8PHD16lWMHDnyufMbPXo05s2bh4yMDAwbNgw+Pj74559/AABffPEFpk+fjocPH2Lo0KHIyspCWFgYFi9erNHHyZMnceTIEQQEBMDV1fW55fv370e/fv2QlpaGfv36wcrKCl999RUmTJjw3H1/9+5d+Pv7Y/To0XB1dcXu3bsxevRoAMDIkSNhZmYGABg4cCAmTZqEli1bavVz4cIFdO3aFSdOnED37t3h7OyM6Oho+Pv7o6ioSOv1ePPNN1FcXIwtW7ZoJND/Ci/wn1xjjDHG6pSzszMB0Hr06dOH1Go1LVmyhACQm5sbTZo0iSZNmkTW1tYEgPbt20dERLdv36aVK1fS1KlT6ZNPPhH6SE9P1xhj5syZwrhJSUkEgLy8vGj//v1069YtIiIqLi6m+/fvC31cv36diIi+/vprAkCdOnUiIqLZs2cTAHJ3d6eSkhK6du2a0CYzM1NrnpmZmUL9n3/+KZSrVCoqKSkhiURCAOjo0aNERLRz504CQLa2tkREtGHDBgJAZmZmlJubK7R/XnnPnj0JAHXr1o0mTZpE48aNIwAkEomooKCA4uLiCAA5OzsLbf755x/63//+R//9739p+PDhBICMjY1JrVZr7Me4uDit8RUKBRGRME5wcLAwP7lcTgBo//79RETCfti6dSsRkTDWhAkTKvtz0Suv/00CjDHGWCV69+6NJk2awNLSEm3atEH37t0hEolw/fp1AEBycjKSk5M12ly5cgWXL1+Gj48P8vPztfrMzMyEnZ2d8Pytt94S/t/NzQ1z587FypUr4e/vDwBo3rw5fv31V+EyZv369eHs7AwAaNGiBQAIlynLtGrVCiKRCDKZTCjLz8+HlZWVxnZpaWkAACMjI7Ru3VooNzQ0REZGBgoKCoS4nh7v7t27Gpcu3d3dNcZ6XnnZfjt48CAOHjwolBMRrl27ptX++PHj8PX1hVqt1igvLCzEw4cPIZVKtdqUp2zcsnkYGhrC1dUVGRkZWvuubD+UxV3ea6jP+BItY4wxvTdq1CgsX74cM2bMQI8ePSASiQBA+BmP999/H0QkPO7evYtRo0bht99+Q35+Pjw9PaFUKnH//n2hTyLSGKPs3jsAUKvV+OKLL5CVlYUbN25g6tSpSE1NxfLly4UxHz9+LNzrV3ZvXlnCV6ZssUZZvM/TqFEjAIBKpUJiYqJQXlxcDGtra0gkEgBASkqKxni2trYwMjIqdw7Pmxvw//fbypUrNfbb1atX4eHhodV+27ZtUKvV6N69OwoKChAfHy/Ule1HsVgMAMJ9geUpG7dsHkVFRUJCWd19p684wWOMMfav9eGHH0Imkwn33Y0dOxZdu3aFo6Mj7t+/DxsbGwDA5cuXMWnSJLz33ns69Xvr1i3Y2dlh0KBBWLx4MWJjYwGUnk2Sy+XCz35069YNI0eOxPTp0wEAn3zySbXmYWVlhYCAAACAn58fRo0ahffffx9ffPEFRCIRxo0bB6B0wUhISAhCQkJqNF5Zu88++wzDhg3DyJEj0bZtW/j5+ZW7fdl+jI+PR2hoqBDr0xwdHQEAs2bNwuTJk4UFGE8bM2YM6tWrh40bN2LYsGFQKBTIyMiAu7s7/1beMzjBY4wx9q9lZ2eHY8eOoXfv3khMTMTmzZuRnp6OCRMmwMrKCoMHD8aoUaNgaGiIQ4cO4fPPP9epX3Nzc7Rv3x4nT57EunXrcOfOHQwdOhQzZswAAPzwww/49NNPoVKp8PPPP8PV1RUbNmwoN/HR1bp16zBz5kxYWVlhy5YtOHPmDJo0aQIA+PLLLzF//nw0aNAA0dHRaNiwIZYuXYqpU6dWa6wePXpgx44d8Pb2xt69e7F9+3YYGBhg0qRJ5W7/ySefoH///igsLMTvv/+OL774QmubOXPmoEmTJvjjjz+wYsUKjbOlZVq1aoUDBw6gU6dO2Lt3L9LS0jB06FDExsZqnIlkgIiePcfMGGOMMcZea3wGjzHGGGNMz3CCxxhjjDGmZzjBY4wxxhjTM5zgMcYYY4zpGU7wGGOMMcb0DCd4jDHGGGN6hhM8xhhjjDE9wwkeY4wxxpie4QSPMcYYY0zP/D9HtjSgDNV7UAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 288x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fp.forestplot(df,  # the dataframe with results data\n",
    "              estimate=\"r\",  # col containing estimated effect size \n",
    "              ll=\"ll\", hl=\"hl\",  # columns containing conf. int. lower and higher limits\n",
    "              varlabel=\"label\",  # column containing variable label\n",
    "              ylabel=\"Confidence interval\",  # y-label title\n",
    "              xlabel=\"Pearson correlation\",  # x-label title\n",
    "              )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "955c9624",
   "metadata": {},
   "source": [
    "## Kwargs for p-value thresholds and symbols should be respected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9c01b4d7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-09T05:36:20.950060Z",
     "start_time": "2023-02-09T05:36:20.550970Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fp.forestplot(df,  # the dataframe with results data\n",
    "              estimate=\"r\",  # col containing estimated effect size \n",
    "              ll=\"ll\", hl=\"hl\",  # columns containing conf. int. lower and higher limits\n",
    "              varlabel=\"label\",  # column containing variable label\n",
    "              pval=\"p-val\",  # Column of p-value to be reported on right\n",
    "              decimal_precision=3,\n",
    "              symbols=(\"$^a$\", \"$^b$\", \"$^c$\"),\n",
    "              thresholds=(0.001, 0.01, 0.05)\n",
    "              )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be70e5cb",
   "metadata": {},
   "source": [
    "## CI label and P-value label should have same height fontsize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0a557750",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-09T05:36:21.142103Z",
     "start_time": "2023-02-09T05:36:20.951060Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Confidence interval'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fp.forestplot(df,  # the dataframe with results data\n",
    "              estimate=\"r\",  # col containing estimated effect size \n",
    "              ll=\"ll\", hl=\"hl\",  # columns containing conf. int. lower and higher limits\n",
    "              varlabel=\"label\",  # column containing variable label\n",
    "              pval=\"p-val\",  # Column of p-value to be reported on right\n",
    "              ylabel=\"Confidence interval\",  # ylabel to print\n",
    "              )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "61d4b15d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
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