{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "0fec2bb2",
   "metadata": {},
   "source": [
    "# 分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "83066d6f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from plotnine import *"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "8df627c1",
   "metadata": {},
   "source": [
    "## Stacked Histogram\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4e47c63",
   "metadata": {},
   "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>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>displ</th>\n",
       "      <th>year</th>\n",
       "      <th>cyl</th>\n",
       "      <th>trans</th>\n",
       "      <th>drv</th>\n",
       "      <th>cty</th>\n",
       "      <th>hwy</th>\n",
       "      <th>fl</th>\n",
       "      <th>types</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>4</td>\n",
       "      <td>auto(l5)</td>\n",
       "      <td>f</td>\n",
       "      <td>18</td>\n",
       "      <td>29</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>4</td>\n",
       "      <td>manual(m5)</td>\n",
       "      <td>f</td>\n",
       "      <td>21</td>\n",
       "      <td>29</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>manual(m6)</td>\n",
       "      <td>f</td>\n",
       "      <td>20</td>\n",
       "      <td>31</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>auto(av)</td>\n",
       "      <td>f</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>6</td>\n",
       "      <td>auto(l5)</td>\n",
       "      <td>f</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  manufacturer model  displ  year  cyl       trans drv  cty  hwy fl    types\n",
       "0         audi    a4    1.8  1999    4    auto(l5)   f   18   29  p  compact\n",
       "1         audi    a4    1.8  1999    4  manual(m5)   f   21   29  p  compact\n",
       "2         audi    a4    2.0  2008    4  manual(m6)   f   20   31  p  compact\n",
       "3         audi    a4    2.0  2008    4    auto(av)   f   21   30  p  compact\n",
       "4         audi    a4    2.8  1999    6    auto(l5)   f   16   26  p  compact"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpg = pd.read_csv(\"data/mpg.csv\")\n",
    "mpg = mpg.rename(columns={\"class\": \"types\"})\n",
    "mpg.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29dd9eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_var, group_var = \"displ\", \"types\"\n",
    "\n",
    "(\n",
    "    ggplot(mpg, aes(\"displ\", fill=\"types\"))\n",
    "    + geom_histogram(bins=30, color=\"black\")\n",
    "    + labs(title=f\"Stacked Histogram of ${x_var}$ colored by ${group_var}$\")\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "89e36db3",
   "metadata": {},
   "source": [
    "## Density\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f767819e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpg_selected = mpg.query(\"types in ['compact', 'suv', 'minivan']\")\n",
    "binwidth = 1.5\n",
    "\n",
    "(\n",
    "    ggplot(mpg_selected, aes(\"cty\", fill=\"types\"))\n",
    "    + geom_density(aes(y=after_stat(\"count*binwidth\")), alpha=0.6)\n",
    "    + geom_histogram(\n",
    "        aes(fill=\"types\", y=after_stat(\"count\")),\n",
    "        binwidth=binwidth,\n",
    "        color=\"none\",\n",
    "        alpha=0.6,\n",
    "    )\n",
    "    + labs(\n",
    "        title=\"Density plot\",\n",
    "        subtitle=\"City Mileage Grouped by Types\",\n",
    "        x=\"City Mileage\",\n",
    "        y=\"Density\",\n",
    "        fill=\"# types\",\n",
    "    )\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "55d0d6da",
   "metadata": {},
   "source": [
    "## Box\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "25032545",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    ggplot(mpg, aes(\"types\", \"hwy\"))\n",
    "    + geom_boxplot(aes(fill=\"types\"), notch=False)\n",
    "    + labs(\n",
    "        title=\"Box plot\",\n",
    "        subtitle=\"City Mileage grouped by Class of vehicle\",\n",
    "        x=\"Class of Vehicle\",\n",
    "        y=\"City Mileage\",\n",
    "    )\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "623dff99",
   "metadata": {},
   "source": [
    "## Pyramid\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "94883bfc",
   "metadata": {},
   "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>Stage</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Users</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Stage 01: Browsers</td>\n",
       "      <td>Male</td>\n",
       "      <td>-1.492762e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Stage 02: Unbounced Users</td>\n",
       "      <td>Male</td>\n",
       "      <td>-1.286266e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Stage 03: Email Signups</td>\n",
       "      <td>Male</td>\n",
       "      <td>-1.136190e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Stage 04: Email Confirmed</td>\n",
       "      <td>Male</td>\n",
       "      <td>-9.411708e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Stage 05: Campaign-Email Opens</td>\n",
       "      <td>Male</td>\n",
       "      <td>-8.074317e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Stage Gender         Users\n",
       "0              Stage 01: Browsers   Male -1.492762e+07\n",
       "1       Stage 02: Unbounced Users   Male -1.286266e+07\n",
       "2         Stage 03: Email Signups   Male -1.136190e+07\n",
       "3       Stage 04: Email Confirmed   Male -9.411708e+06\n",
       "4  Stage 05: Campaign-Email Opens   Male -8.074317e+06"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "email = pd.read_csv(\"data/email_campaign_funnel.csv\")\n",
    "email.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20f782cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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54ut//vkHeXl5xbaTiKiqcA1AIiIiokpmYWFRaEBXHAMDg2LL9O7du9BzUqkURkZGyMjIAAB069atyLpUo7cA7WHLhAkT1AKeomRnZ8Pf379EZSvay/1YcFRZRSg4yq04pR0R5ujoqHVtRpWCoYidnV2R680V93kXJJFIMGjQoGLbN3ToUOzevRsAEB8fj+DgYLXRXRs2bCi2DpXHjx8jKSmpxOVfFhgYqDb6c/jw4cVeM3ToUEilUiiVyhLdY+DAgcWWqV27tvizajRiedDX1y9yrTxtmjdvXm73L6k+ffoU+cwCpe+j4vq9YH3a6jxz5oz4s5OTU7H3e7lccnIyHjx4gLZt25boWiKiysYAkIiIiKiSubi44Pfff6+w+guO+NKm4JQ7KyurEtcr/P9F+UtaNjo6GuHh4QgPD0dISAiOHDmCx48fl7iOilRwCiaQ/z/vVSEjI0Pso/DwcPj5+eGPP/4oVR0V9XkXx8HBocjRcypvvfWW2uvw8PAShVS5ubmIjIwU++bBgwfYt29fqZ7Dl925c0f82dDQEC1atCj2GhMTEzRp0kTcaKU4BUdRFqZGjRriz+U5aqxu3bq4f/9+udVXUcq7j+RyucZ3uqj6tNX577//ij///vvvOHnyZLFtBPK/X6pnMjIykgEgEb22GAASERER6ZjSTGctavpmaaSnp+PgwYM4ffo07t27h/Dw8BJNX60qL4/AfPHiRaXc18/PD3/++SeuXbuGoKAgjXXIyqIqPm8gP2wqCRsbG7XXL6+/qBIZGYn9+/fj4sWLCAgIQFRUVIlH3ZVUfHy8+HOdOnXUpsMXxcrKqsQBYFHTUClfeffRq9aXmZmpNrL0xYsXZfoz4eWlBYiIXicMAImIiIh0TMFpnJXh0KFD+PzzzxEXF1doGVtbWwwdOhRXr15FYGBgJbZOu+bNm6tN67x9+/Yr1bd582ZcvHgRQH6wtGnTJrXzcXFxmDp1Kv7+++9C69DT00OXLl3QsWNHbN26tcT3ruzPW6Uko/+A/PYZGhqKgfDLmz7k5eVh8eLF+Pnnn5GTk1NoPfb29vjoo4+wZMmSMre5YEDz8oiw8lLR08lfR6UNasu7j161vsTExHJpx+v8Sw8iIgaARERERFRmv//+O/73v/+Jr6VSKZycnNC1a1e0aNECjRo1QqtWrcQRd0WtT1iZjI2N4eDgIE6X9PHxeaX6tm7dKgabgwcPVjuXlpaGvn37qq1/WLduXfTt2xft27dH48aN0bRpU7Ru3RqGhoa4ePFiqQLAqqJt91ZtcnNz1YKRl3dcnjx5strGHMbGxnjvvffQqVMnNG3aFI0bN0abNm3EtQtfJQCsWbOm+HNpwprKGiFaXanWFK2uXt7Fevv27ZgyZUoVtYaIqGIwACQiIiKiMklOTsZXX30lvu7WrRsOHjyIxo0bV1mbSmPAgAFiABgUFIT//vsPXbp0KXU9QUFBaqMae/TooXZ+7dq1YvgnlUrh5uaGzz77rNqPFCvp9OWnT5+qvS64DuGlS5fUwr9JkyZh/fr1MDExKZ9GvqTgqMUXL15AEIRig8y0tDQ8e/asQtqjK0qyY/TrTC6Xq63lV9RoZiKi6qpki14QEREREb3k3Llz4uYZMpkMf/31V7Hh3+sUFIwbN07t9Zo1a8pUj5ubm9rr0aNHq70+fPiw+PPkyZMxbdq0IsO/16mPihIQEFCiDTkK7mpsYGCAli1biq8L9k3Lli3x66+/Fhn+vWrfFNx8JD09vUTT0U+fPo3c3NxXum9183IoWtwU39dld++ykkqlas/l3bt3S3RdWloa9u3bJ/5X1BR2IqKqxgCQiIiIiMrkyZMn4s+NGzdGgwYNiiwfGRlZ4o0UKkOHDh3Qt29f8fXBgwdx/vz5UtVx//59bN++XXw9dOhQNG3aVK1MwX565513iq1TtZbg6+7Fixf477//ii33559/ij87Ojqqrb1XsG969OhR7KYcr9o3nTt3hoGBgfh63759xV6zefPmV7pndfTyjroFN0/RxsPDoyKbUykKLk9w5swZZGVlFXvN/v37MWHCBEyYMAHz5s1Te7aIiF43DACJiIiIqEwKjmJLTEwscpSQIAj45ptvkJeXVxlNK7G1a9eqbaLx4Ycf4t69eyW6NjY2FkOHDhVH/RgYGOCnn37SKFewn4qbWvjff/+pTYl93S1atKjI85cvX8aJEyfE18OHD1c7X5q+SUxMLPZ+xTEyMsKwYcPE1+vXry9y9NqaNWtw+fLlV7pndWRpaam2Y/SVK1cKLfvw4UPs37+/MppVoSZOnCj+nJKSgl9++aXI8gkJCWrrURZcC5WI6HXEAJCIiIiIyqRdu3bizwkJCVrDLyB/5N+IESNw6NAhteOvw7TKDh06YNWqVeLrxMREvPPOO9i8eTMUCkWh13l7e6NLly4IDQ0Vj23evBktWrTQKFuwnzZs2KB1GqsgCPjjjz/Qv39/jZFHr0M/Feb06dOYO3eu1qnAN2/exMiRI8VzderUwdSpU9XKFOwbT0/PQoOmf//9F05OTggODlY7Xpa+mT9/vhj6ZmVloW/fvvjzzz/V6nr8+DE+++wzzJ07t9T164rOnTuLP7u5ueHBgwcaZR4/fgxnZ+fXLtgviy5duqht4LNo0SK1KeoFRUVFoX///nj+/DkAwNraGl9//XWltJOIqKy4CQgRERFRJfPw8ECbNm3KfL1qullV69OnD+zs7PDo0SMAwHfffYfTp09j+PDhsLKywrNnz3Dx4kWcP38eeXl5MDMzQ/fu3XHmzBkAwNGjR+Hg4ABbW1u8//77VfY+vvnmGyQmJmL58uUA8kf/fPHFF1i6dCmGDBmC1q1bw9bWFpmZmYiIiMCJEydw584d8XqJRIJly5bhs88+01r/lClTcPXqVQBAWFgYWrZsiUmTJqFdu3bIyMhAUFAQ/v77b0RERAAARo0ahb///lscUblo0SLY29tj+PDhMDc3r8CeKJ2aNWsiIyMDa9aswfHjx/HRRx+hadOmyM7Ohre3Nw4dOiSGqKrNTwpO/wWATz/9FD///DNyc3ORl5eHPn36YMyYMXjnnXdgYGCAsLAwnDx5En5+fgCANm3aQKlUimv3bdmyBbGxsWjXrl2Jv1MdO3bE+vXrMXPmTAD5Iw/Hjh2Lzz77DHXr1kVcXBwSExPF8iNGjMCtW7cQHh7+yn1WnYwfPx7Xrl0DkP+d6NatG8aNG4c2bdogLS0Nd+7cwd9//43c3Fw0atQIhoaGGgFtdbN792507NgRUVFRyMvLw4cffog+ffpg8ODBqFOnDtLS0nDt2jUcPHhQ3PlYKpVix44dapvbEBG9jhgAEhEREVWypKQkJCUllfl61aiTqqanp4e9e/eib9++yMzMBJA/5VPblMkGDRrg4MGDiI+PFwPABw8eYPz48fjkk0+qNAAEgGXLlqFTp06YPHmyGP7Exsbit99+K/I6a2trbNmyBR988EGhZT7++GOcOHECR44cAZC/e3Jh0wunTJmCLVu24K233sKtW7cAACtXrgSQv0bZ6xQAdu3aFT179sTy5csRHBysNh2yIKlUim3btmlM/wUAOzs7rFmzBrNmzQIAKBQK7N+/X+uU0h49euDIkSP4+eefxQDw2LFjOHbsGHbv3l2qUP3zzz+HpaUlpk+fLm5kk56eLobZKgMHDsTvv/+uNrKzuu/eXFJTp07Fn3/+CV9fXwD5G14UXO9SRS6X4++//8aUKVMqu4nlzsbGBpcuXcLgwYMRFBQEIH+0r7e3t9byxsbG2LFjh9q0ciKi1xWnABMRERFRmTk6OsLX1xcdO3bUet7a2hpz5szB/fv38fbbb2PgwIEl2gijKowYMQIhISFYunRpsRuaNGvWDIsXL8aTJ0+KDP+A/BGCBw4cgKurq8YIONX5d955B+fOncP27dshk8mwdOlStbUJX1fLli3Drl27UL9+fa3nu3btikuXLhU6OhIAvvzyS7i7u6NOnTpaz7do0QJubm64fPkyatWqhVmzZsHW1vaV2/7RRx/hyZMnWLZsGd566y1YWFjA0NAQDRo0wMCBA+Hu7g5PT0+YmpqqBfbaPkNdpKenh9OnT2Py5MmFPosDBgzArVu30KlTp0puXcVp1qwZbt68CVdXV43NUFQMDAzwwQcf4L///sNHH31UyS0kIiobiaBtwQ4iIiIiolL677//cOPGDSQlJcHW1hZNmjSBk5OT2mYCAJCdnY2//voLT548gaWlJfr16wc7O7sqanXhgoOD4efnh5iYGKSlpUEul8PGxgadOnXS2Om3pBISEnDhwgU8efIEenp6aNCgAbp06YImTZpolA0ICMDp06eRm5uLVq1aYfDgwRp9WdkWL14sjvTr1auXuCtvXl4eLl68iMePHyMxMRE2NjZ4++230bp16xLXnZ2djcuXLyMgIABZWVmoV68eHBwc1NaiU4mJicFff/2FhIQENGjQAEOGDIGlpWW5vMeXJSUlQS6Xi6+fPHmi9fPSZarnNioqChkZGahduzacnJzQrFmzqm5ahcrJycGlS5fw6NEjJCYmombNmmjcuDGcnJw45ZeIqh0GgEREREREVCKFBYC67MqVK3BycgKQP/IrPT29WozOJCIiKohTgImIiIiI6I0xcOBANG/eHM2bN8eGDRuKLa9auxHIn9LM8I+IiKojBoBERERERPTGsLCwQEhICEJCQrBp0yZxAxtt/Pz8sGXLFvF1ces9EhERva4YABIRERER0Rvj448/Fn8OCQmBs7Mz7ty5o1YmISEBGzduRK9evZCbmwsAaN68OSZNmlSZTSUiIio3HL9ORERERERvjIEDB2LUqFH466+/AAAXLlxAx44dYWlpCRsbGyQlJSE2NhZKpVK8xsjICO7u7jAxMamqZhMREb0SjgAkIiIiIqI3iru7O2bMmAGp9P/+dyghIQFBQUF48eKFWvjXsmVLXLt2DV27dq2KphIREZULBoBERERERPRG0dfXh5ubG/z9/fHtt9+iW7dukMvl0NPTg7W1Ndq0aYOxY8fCw8MDd+/eRfv27au6yURERK9EIgiCUNWNICIiIiIiIiIioorBEYBEREREREREREQ6jAEgERERERERERGRDmMASEREREREREREpMMYABIREREREREREekwBoBEREREREREREQ6jAEgERERERERERGRDmMASEREREREREREpMMYABIREREREREREekwBoBEREREREREREQ6jAEgERERERERERGRDmMASEREREREREREpMMYABIREREREREREekwvapuABEREZW/uLi4Cq1fLpdDJpNBoVAgMTGxQu9VnmQyGeRyORITE6FQKKq6OSVWHfubfV252N+Vqzr2N/u6crG/K1dZ+tva2rqCW0X0euEIQCIiIiIiIiIiIh3GAJCIiIiIiIiIiEiHMQAkIiIiIiIiIiLSYQwAiYiIiIiIiIiIdBgDQCIiIiIiIiIiIh3GAJCIiIiIiIiIiEiHMQAkIiIiIiIiIiLSYQwAiYiIiIiIiIiIdBgDQCIiIiIiIiIiIh3GAJCIiIiIiIiIiEiHMQAkIiIiIiIiIiLSYQwAiYiIiIiIiIiIdBgDQCIiIiIiqnQzo5Mw7kEoHn86pqqbQkREpPMYABIREREREREREekwBoBEREREREREREQ6jAEgERERERERERGRDmMASEREREREREREpMP0qroBRFR5bt68CS8vLzx+/BhJSUkQBAEWFhZo1qwZevTogZ49e0Imk2lc5+XlhRcvXqBDhw5wcHCogpZXHg8PD+zatQtz5syBk5NToeXS0tJw9OhRXL9+HdHR0QAAW1tbdOnSBSNHjoS5uXm5tWnz5s0ICAgossysWbPQsmVL8XVhn5m/vz8WLFgAfX19HDlypFza5+XlhQ0bNhR6XiqVwtTUFPb29hgyZAg6dOhQLvctb+7u7jhw4AA6duyIJUuWVHVziIiIiIiIyg0DQKI3QF5eHtauXQtfX18AgIGBASwtLZGXl4eEhATExsbi2rVrOHToEFxdXVGvXj216728vHD//n0YGBjodACoUChw/vz5YsvFxcVh/vz5iImJAQBYWFhAoVAgMjISkZGRuHTpEpYvX4769euXS7sCAgIQFRVVZJmsrCy111X1mb387ABAZmYmEhMTcfPmTdy8eRNjx47FmDHc8ZGIiIiIiKiyMAAkegPs2bMHvr6+MDc3xxdffIHOnTuLI/2ys7Nx7do17NixAxEREViyZAk2bdoEQ0PDKm515Xr69CkOHjyI8PDwYstu3LgRMTExaN68OebOnYs6deoAAJ48eYK1a9ciIiICa9euxbp16165XQqFAi9evICNjQ127dr1yvVVtK1bt2o9npiYiN9++w2XLl2Cu7s7OnXqBHt7+0puHRERERER0ZuJawAS6bisrCycPn0aQP400W7duqlN8zU0NESvXr3w/fffAwCio6Nx/fr1KmlrVVi+fDnGjRuHmTNn4sqVK8WWj4+Px507dwAAM2fOFMM/AGjatCm++uorAEBISAgiIyNfuX2xsbHIy8tD3bp1X7muqiSXy/HVV1/BxsYGAHDx4sWqbRAREREREdEbhCMAiXRcREQEcnJyIJFIilx7rWXLlmjUqBHCw8MRGhoKJycncU00lb1792Lv3r0YM2YMxo4dKx4PDQ2Fp6cnAgICEBsbC0NDQ1hZWaFLly7o168fateurfWe3t7e8PT0RHh4OAwNDWFvb48RI0ZAEAQsWLAAbdq0wYoVKzSu8/HxwdmzZ/HkyRNkZ2fDxsYG3bp1g4uLCywtLUvVP/Hx8ZDJZLCwsAAApKSkQKlUFlo+Li4OACCRSNCwYUON840bN4ZEIoEgCBrTclXr7wH5wWPbtm2Lbd/z588BQC1oLEpJPzMAEAQB//zzD86cOYNnz55BKpWiadOmGDVqFDp27Fii+5WGTCaDvb09YmNj8ezZM/H4+vXrceHCBQwYMAAzZswo9D29vDbf5MmTERMTg1WrVkEQBOzduxchISGYM2cOHB0dxXJXrlzBmTNn8OTJEyiVStja2qJTp04YNmwY5HK51rZmZmbir7/+wpUrVxAfH4+aNWuibdu2GD9+vNYwNi0tDefPn8eVK1cQHR2NnJwcyOVyNG/eHO+++y46d+6scU12djY8PDzg4+Mj9oelpSU6dOiAUaNGwdbWVmvbyvP5JyIiIiKiNwMDQCIdpxrtJwgCgoKC0Lp160LLLl++HDk5OTAyMgIAmJmZoV69eoiNjUVOTg7Mzc1hYmICMzMz8Rpvb29s2LABSqUSUqkUlpaWyM7ORlhYGMLCwnDy5EksXbpUbYMKQRCwceNGeHl5AQBq1qwJIyMj+Pn5wc/PD3369NHavtzcXKxbtw4+Pj4AACMjI1hYWCA6OhpHjx7F2bNnMW/evFKFV7/88ovaa1WoVBhVmCkIAh48eKAR4t2+fRuCIEBPT6/EoV1RShsAluQzU3Fzc8M///wDmUwGKysrJCQkwN/fH/fv38cPP/ygNbR6VQqFAgCgp1d+f/38+++/OHnyJCQSCaytrcXp6wqFAhs2bBBHG5qamsLAwADh4eEIDw/HuXPnsGrVKo0gNzMzE66urggJCRGfsbi4OPj4+ODu3bvYuHEjrKysxPIJCQmYO3cuYmNjxfuYmpoiNjYW0dHR8PHxwbBhwzBx4kTxmqysLHz33XcICQmBVCqFXC6HVCpFTEwMzpw5A19fX6xYsQKNGjUSr6mI55+IiIiIiN4MDACJdFyjRo1gbW2NuLg4LF26FIMGDUK3bt1gb2+vsePvyyGRs7MznJ2d4erqivv378PFxQWjRo0SzysUCuzcuRNKpRKDBw/Gp59+KoYvYWFh+OmnnxAZGYnDhw9j4cKF4nUnTpyAl5cXjIyM8OWXX6JHjx6QSCSIj4+Hm5ubGAy+bM+ePfDx8YG1tTVmzpyJjh07QiKRIC0tDfv374enpydWrVqFrVu3VthIKHNzc7z77rvw8vLCmjVrMHHiRHTq1AmCIOD27dvYsWMHAGDw4MEwNjZWu9bQ0FDcJKOkayyqAkAAWLduHe7evYuUlBQYGxvD3t4egwcPRqdOncQyxX1mKrm5ufDy8sL48eMxbNgwGBgYIC0tDStXroS/vz8OHjxY7gFgRkaGuJtx8+bNy61eDw8P9OnTB1OmTFHr88OHD+PixYswNTXF7NmzxfcTHR2NVatW4cmTJ9ixYwd+/PFHtfoePnwIc3NzzJ8/H46OjpBKpYiIiMDChQuRkJCAU6dOYcKECWL5I0eOIDY2Fo0aNcLcuXPFQDEtLQ379u3DqVOncPz4cbXdoY8fP46QkBDUq1cPixYtEoPllJQUbN++HVeuXMGOHTuwbNky8T6vw/NPRERERETVE9cAJNJxMpkMc+bMgampKTIzM3HkyBHMmzcPY8aMwfz587Fr1y5cunQJSUlJpa47OjoaqampkMvl+Oyzz9RCrcaNG2PYsGFiOZXc3FwcPnwYADBx4kT07NkTEokEAGBlZYX58+drnTIcHR2NkydPQiqVwtXVFZ06dRKvMzExwdSpU9G2bVtkZmbi1KlTpX4vpTFjxgwMHz4ciYmJWLt2LcaNG4fx48dj7dq1SElJEcPQl9nb22Pr1q3YunVriTfAUAWAu3fvhre3NxQKBUxNTZGcnIybN29i8eLF2LZtGwRBKPX7GDVqFD788EMYGBgAyO/HDz/8EAAQHBwsjtZ7VUlJSbhx4wa+//57pKamokaNGnj//ffLpW4AqFu3Lr788ku18C89PR1///03AGDatGlqYWbt2rUxe/ZsAMC9e/eQmpqqUeecOXPQvXt3SKX5f002aNBAbLMqxFR59OgRAOCTTz5RG01oYmKCiRMnQiaTQalUqo0sffDgAQDgrbfeUnvezczMMH36dNSqVQuxsbHiZ/A6Pf9ERERERFT9cAQg0RvAwcEB27Ztw4ULF3Djxg0EBQUhOzsbgYGBCAwMBJC/pl2bNm0wYcIEtem6RalVqxZ+++036Ovri0FJQYmJiQCgtqZeUFAQkpOToa+vr3Wqr4GBAfr27Qt3d3e14z4+PlAqlWjSpEmho8ecnJzg7++Pe/fulaj9ZRUUFIR///1XfG1qagqpVIrk5GQAwKVLl9CmTRv06NHjle+lCgBbt26NqVOnonHjxgDy1y78448/cOHCBZw6dQo2NjYYOXJkqerW1v+qMEqpVCIlJaXQNfIKM3To0CLP6+npYdasWWpTaF9V7969NUaz+vn5ISsrC6ampujevbvGNQ0bNsS0adOQnZ2NvLw8tXOWlpZo3769xjWqvlF9zirfffcdFAqF1r5KTk4WQ7yCgapqtO2lS5fQo0cP2NnZiedMTEzEkaQqZXn+S/vZlZbqO6+awlxdqIJTc3PzMgXnVaU69jf7unJVy/6OThJ/ZH9XPD7blYv9Xbmqa38TVSYGgERvCFNTU7i4uMDFxQV5eXkIDQ1FcHAwgoKCcPfuXSQmJsLf3x+urq5YuHBhidYR09PTg7W1NfLy8vDgwQM8fvwYMTExiI2NxfPnzxEWFqZxzdOnTwEA9evXL3QarCrkKigkJARAfiA2ffp0rddlZ2cD+L+NOirC06dPsWTJEmRnZ6Njx46YOnWquClEbGws9uzZg8uXL+Pnn3+GjY1NiUf6FWb8+PFQKBR46623oK+vLx63srLCV199BYVCgUuXLuGvv/6Ci4tLqdbWq1WrlsYx1WhAAMjJySl1e1VTnAuSSqUwNjaGnZ0dBg4ciPr165e63qJoGzH65MkTAECLFi00wkGVQYMGlbg+AGL/5+bmqh1X/SMzOjoagYGBiI6OFr8Hjx8/1lrXBx98AD8/P8THx+Obb75B/fr10bp1azg4OKBdu3YaAWlZnv/C3nd5k0gklXav8qTtlxbVQXXsb/Z15WJ/V67q2N/s68rF/q5c1bW/iSoDA0CiN5Cenh7s7OxgZ2eHwYMHQ6lU4saNG1i/fj0yMjKwc+dOuLm5lagub29v7N69W20KsYmJCZo2bYru3bvD19dXrXxaWppYpjDagkHVdVlZWYiKiiqyTS/vvluejh49iuzsbNSuXRuurq5qbbWxscGcOXPEMPX48eOYM2fOK93v7bffLvJ8//79cenSJaSnpyMiIgJNmjQpUb36+voV8o+jrVu3lnudxU1F1vYPVNXzolpzrzRKuj6jSmRkJLZu3Qp/f3/xmJ6eHurVq4cBAwbg6NGjGtfUr18fmzdvhqenJ/7991+Eh4cjMjISZ8+eBZC/K/cnn3wibtpTlue/vKZwF0YqlYo7Xhe1c/brRiKRQCqVQqlUVruRDdWtv9nXlau69rcK+7vi8dmuXOzvylWW/mZQSG8aBoBEOm7btm2Ij4+Hs7Oz1mmNQP5fmI6Ojvjoo4+wa9cuREREIC0trciQDsifvrhu3TpIJBIMGzYMjo6OaNCgAUxNTQEAXl5eGgGgahRVZmZmofWmpKRoHFOFMo6OjnB1dS2yXRVJNbKsQ4cOhQZF3bp1g7+/PyIiIiq8PQUDrrKM2KsOVOFXaaj+QVfUc1Ye0tLS8N133yE5ORkODg5wcXFB06ZNYWNjIwaT2gJAIP+zGzt2LMaOHYvk5GQ8ePAA9+7dw9WrV/Hw4UMsWrQImzZtQp06dcr0/Kum4FcUuVwurm9Y0fcqTzKZDHK5XG16dnVQHfubfV25qmt/q7C/Kx6f7crF/q5cZelva2vrCm4V0euFASCRjouIiIC/vz8aNGhQaACooprKCqBEv/E7ffo0AGDIkCGYOHGixnltQZ5qd9IXL15AEARxnZGCXt5kAfi/qaXPnj0rtD1RUVEIDg4udA238qD6jaK2dr9cpuB02rK4evUqbt26hYYNG8LFxUVrmYIho7YpvdWBqi8L+21taGhoqeusU6cOABQawioUCixbtgzZ2dmYNWtWmfvu6tWrSE5Ohlwux48//qg2TRvQ/h1QKBS4fPkyJBIJnJycIJVKYW5uDkdHRzg6OmLChAmYPXs2oqKicOPGDbi4uLw2zz8REREREVVP1XNiPxGVWJcuXQAA586dK3an35s3bwLI/22YahRfUVT1aVv3LTc3F5cuXdI47uDgAIlEgtTUVFy9elXjfGJiIq5cuaJxvFu3bgDy1+BTbVxSkCAI2LJlC9atW6c1QCwvqvUJb926Ja659rLbt28DQIk3UylMdnY2zp07hwMHDhQ6Cu748ePivSwsLF7pflVFtSGGtnArIiICwcHBpa6zS5cukEgkiIiIEHfcLej69eu4desWQkNDX+m3v6rvgI2NjUb4BwDnz5/XOCaVSuHm5oZffvlFHFFaUI0aNWBrawvg/4L41+X5JyIiIiKi6okBIJGOGzRoEOrUqYPk5GTMmzcPV69eVQuuBEFAWFgYNm7ciDNnzgAARowYoVaHaiTby5trNGzYEADg6emJmJgY8bhq+qJqE5CCU1NtbGzQtWtXAMCOHTvw8OFD8Vx4eDiWLl2K9PR0jffRunVrcWOSDRs2qG2ukJycjA0bNsDf3x/m5uYYMmRICXun9IYMGQKpVIqYmBisWLFCLbRKSUnBtm3bcOfOHRgaGsLZ2Vnt2uDgYEyfPh3Tp08vUajl6OgIuVyO9PR0/Pjjj2qj2VJTU7FlyxYEBgZCIpFg/PjxatcW9pm9jlQ74AYEBMDb21sMvUJCQrBixYoiR1sWpl69enjnnXcAABs3bkR4eLh4zt/fX1yrsH///q+0/ovqO/D48WO14DohIQH79u3D3r17xanAqu+BRCIRg3k3NzdxYxxVmZMnT+LevXuQSqXo1KkTgNfn+SciIiIiouqJU4CJdJyhoSF+/PFHrFy5EiEhIVi1ahX09PRgYWEBmUyGlJQUcZ00PT09jBkzRiO4atKkCfz8/HDq1CncunULLi4ucHZ2xujRo+Hn54enT59iypQpsLKyQkZGBtLT02FpaYn58+djxYoViI2NxaRJk7Bw4UI0btwYM2fOxIIFCxAREYFvv/0WVlZWUCgUSEpKgkwmw3vvvYfz589rBD/ffPMNlixZgkePHmH27NmwsLCAgYEB4uLioFQqYW5ujgULFpRo9GJZ2dvb44svvsCWLVtw+/ZtTJs2DcbGxjA0NERiYiIEQYCBgQG++eYbjWml2dnZ4gYOhY0eLKhGjRqYN28eli1bhgcPHuDzzz+HXC6Hvr6++J4lEgkmTZqEdu3aqV1b2Gf2OnrrrbfQuHFjhIWFYd26dfj1118hkUiQlpYGuVyO0aNHw93dvdT1Tps2DVFRUQgJCcEXX3wBa2trZGdnIzU1FQDQqlUrjBkz5pXa3rVrV7Rq1QoPHjzAzz//jO3bt0NPTw+JiYliMHv79m34+/tj9erVGDx4MMaOHYv//e9/CAgIQEhICGbOnAlzc3MYGRkhMTFRDArHjx8vBozA6/H8ExERERFR9cQAkOgNYGtrizVr1sDHxwe+vr4ICQlBcnIylEolTExM0Lx5c3To0AF9+/aFlZWVxvXDhw9HeHg4AgIC1KYRN2vWDKtXr8b+/fsRGBiI5ORk1K5dG0OHDsXQoUNhbGyM0aNH48SJE8jKyhJHpVlYWGDNmjU4duwYrly5gujoaBgZGaFjx44YPXo0IiMjcf78eY1NNszMzLBq1SqcOnUKFy9eRGRkJLKzs9GgQQN06dIFQ4cOhVwur9C+BIB3330XrVq1gqenJ27fvo2YmBjk5OSgVq1aaNeuHYYPH651WnRZODg4wM3NDR4eHrh58yaio6MhkUhga2sLBwcHODs7o3nz5hrXFfaZvY709fWxfPly7N+/Hzdv3kRiYiKsrKzQs2dPjBkzRpxSXVomJiZYtWoVjh07hsuXL+PFixeQSqWws7NDr169MGjQIOjpvdpfgzKZDIsXL8aff/4JHx8fJCUlwdzcHE5OTnBxcUHz5s3Rtm1brF27FnFxceI04Vq1amH9+vU4cuQI7ty5g9jYWKSlpcHU1BQdOnTAwIED0blzZ7V7vS7PPxERERERVT8SoTrt7U1Eb4R9+/bh0KFDGDBgAGbMmFHVzSGqlip6+rdqtz2FQlEtdzdMTEyslrsbVqf+Zl9XrurY3zOjkwAAy9Z8jya79rO/Kxif7crF/q5cZelv7gJMbxqOACSiSpWTk4PVq1dDEARMmjRJY6ScUqnEjRs3ALz6JhpERERERERExACQiCqZas2y0NBQ5OTkYNasWbCxsQGQv6Pqnj17EBYWBisrK3Tv3r2KW0tERERERERU/TEAJKJKN3XqVCxevBj37t3D5MmTxQ1JEhISoFQqYWxsjLlz58LIyKiqm0pERERERERU7TEAJKJK5+DggE2bNsHT0xN+fn6IjY2FIAioU6cOOnfuDBcXF3FUIBERERERERG9GgaARFQlatWqhYkTJ2LixIlV3RQiIiKqAptrW+Qv3P/7gWq12QAREVF1JK3qBhAREREREREREVHFYQBIRERERERERESkwxgAEhERERERERER6TAGgERERERERERERDqMASAREREREREREZEOYwBIRERERERERESkwxgAEhERERERERER6TAGgERERERERERERDqMASAREREREREREZEOYwBIRERERERERESkwxgAEhERERERERER6TAGgERERERERERERDqMASAREREREREREZEOYwBIRERERERERESkwxgAEhERERERERER6TAGgERERERERERERDqMASAREREREREREZEO06vqBhARERER0ZtjZnTS/72ITsKyNd+rnbdYs7lyG0RERPQG4AhAIiIiIiIiIiIiHcYAkIiIiIiIiIiISIcxACQiIiIiIiIiItJhDACJiIiIiIiIiIh0GDcBIXqD3Lx5E15eXnj8+DGSkpIgCAIsLCzQrFkz9OjRAz179oRMJtO4zsvLCy9evECHDh3g4OBQBS2vPB4eHti1axfmzJkDJycnjfOurq64f/9+ievbsWMHatWqVZ5NBACcPXsWbm5uqFevHrZu3apxvrDPzN/fHwsWLIC+vj6OHDlSLm3x8vLChg0bCj0vlUphamoKe3t7DBkyBB06dCiX+5Y3d3d3HDhwAB07dsSSJUuqujlERERERETlhgEg0RsgLy8Pa9euha+vLwDAwMAAlpaWyMvLQ0JCAmJjY3Ht2jUcOnQIrq6uqFevntr1Xl5euH//PgwMDHQ6AFQoFDh//nyRZWxsbDT652WZmZlISEiAgYEBjIyMyrOJAIDIyEjs3LmzyDJV9Zlp65vMzEwkJibi5s2buHnzJsaOHYsxY8ZUWpuIiIiIiIjedAwAid4Ae/bsga+vL8zNzfHFF1+gc+fO4ki/7OxsXLt2DTt27EBERASWLFmCTZs2wdDQsIpbXbmePn2KgwcPIjw8vMhyX3/9dZHn8/LyMH/+fCQkJOCLL76Aubl5eTYTubm5+Pnnn5GdnV2u9ZYXbaMRASAxMRG//fYbLl26BHd3d3Tq1An29vaV3DoiIiIiIqI3EwNAIh2XlZWF06dPAwBmzZqFLl26qJ03NDREr169UKtWLXz77beIjo7G9evXtU5/1UXLly9HYGAgUlNTy6W+PXv2IDg4GP369UOvXr3Kpc6X6w8NDUXDhg3x9OnTcq+/osjlcnz11VcIDAxEbGwsLl68yACQiIiIiIiokjAAJNJxERERyMnJgUQiKXLttZYtW6JRo0YIDw9HaGgonJycxDXRVPbu3Yu9e/dizJgxGDt2rHg8NDQUnp6eCAgIQGxsLAwNDWFlZYUuXbqgX79+qF27ttZ7ent7w9PTE+Hh4TA0NIS9vT1GjBgBQRCwYMECtGnTBitWrNC4zsfHB2fPnsWTJ0+QnZ0NGxsbdOvWDS4uLrC0tCxV/8THx0Mmk8HCwgIAkJKSAqVSWao6VO7evQsPDw/Y2tpi0qRJGudV6+8B+cFj27ZtS1X/rVu3cOLECbRq1QrvvvsuNm/erFGmpJ8ZAAiCgH/++QdnzpzBs2fPIJVK0bRpU4waNQodO3YsVdtKQiaTwd7eHrGxsXj27Jl4fP369bhw4QIGDBiAGTNmFPqeXl6bb/LkyYiJicGqVasgCAL27t2LkJAQzJkzB46OjmK5K1eu4MyZM3jy5AmUSiVsbW3RqVMnDBs2DHK5XGtbMzMz8ddff+HKlSuIj49HzZo10bZtW4wfPx5169bVKJ+Wlobz58/jypUriI6ORk5ODuRyOZo3b453330XnTt31rgmOzsbHh4e8PHxEfvD0tISHTp0wKhRo2Bra6u1beX5/BMRERER0ZuBASCRjlNN9RUEAUFBQWjdunWhZZcvX46cnBxx3TozMzPUq1cPsbGxyMnJgbm5OUxMTGBmZiZe4+3tjQ0bNkCpVEIqlcLS0hLZ2dkICwtDWFgYTp48iaVLl6Jly5biNYIgYOPGjfDy8gIA1KxZE0ZGRvDz84Ofnx/69OmjtX25ublYt24dfHx8AABGRkawsLBAdHQ0jh49irNnz2LevHmlCq9++eUXtdeqUKm0cnNzsW3bNrGOGjVqlLqOoiQmJmL9+vWoUaMGZs+eXehGJCX5zFTc3Nzwzz//QCaTwcrKCgkJCfD398f9+/fxww8/aA2tXpVCoQAA6OmV318///77L06ePAmJRAJra2tx+rpCocCGDRtw8eJFAICpqSkMDAwQHh6O8PBwnDt3DqtWrULDhg3V6svMzISrqytCQkLEZywuLg4+Pj64e/cuNm7cCCsrK7F8QkIC5s6di9jYWPE+pqamiI2NRXR0NHx8fDBs2DBMnDhRvCYrKwvfffcdQkJCIJVKIZfLIZVKERMTgzNnzsDX1xcrVqxAo0aNxGsq4vknIiIiIqI3AwNAIh3XqFEjWFtbIy4uDkuXLsWgQYPQrVs32Nvba+z4+3JI5OzsDGdnZ3HnWxcXF4waNUo8r1AosHPnTiiVSgwePBiffvqpGL6EhYXhp59+QmRkJA4fPoyFCxeK1504cQJeXl4wMjLCl19+iR49ekAikSA+Ph5ubm5iMPiyPXv2wMfHB9bW1pg5cyY6duwIiUSCtLQ07N+/H56enli1ahW2bt1a6SOhjh49iqioKHTq1Elt9FlBhoaG4iYZpVljURAEbNiwAcnJyZg9ezZq1apVaABY3GemkpubCy8vL4wfPx7Dhg2DgYEB0tLSsHLlSvj7++PgwYPlHgBmZGQgICAAANC8efNyq9fDwwN9+vTBlClTYGxsLB4/fPgwLl68CFNTU8yePVt8P9HR0Vi1ahWePHmCHTt24Mcff1Sr7+HDhzA3N8f8+fPh6OgIqVSKiIgILFy4EAkJCTh16hQmTJgglj9y5AhiY2PRqFEjzJ07VwwU09LSsG/fPpw6dQrHjx/HyJEjxTUhjx8/jpCQENSrVw+LFi0SR8mmpKRg+/btuHLlCnbs2IFly5aJ93mdn38iIiIiInq9Sau6AURUsWQyGebMmQNTU1NkZmbiyJEjmDdvHsaMGYP58+dj165duHTpEpKSkkpdd3R0NFJTUyGXy/HZZ5+phVqNGzfGsGHDxHIqubm5OHz4MABg4sSJ6NmzJyQSCQDAysoK8+fP1zplODo6GidPnoRUKoWrqys6deokXmdiYoKpU6eibdu2yMzMxKlTp0r9Xl5FSkoKjhw5AgAYN25coeXs7e2xdetWbN26tVTr33l4eMDPzw+9evVC7969X7W5olGjRuHDDz+EgYEBgPx+/PDDDwEAwcHB4mi9V5WUlIQbN27g+++/R2pqKmrUqIH333+/XOoGgLp16+LLL79UC//S09Px999/AwCmTZumFmbWrl0bs2fPBgDcu3dP6/qPc+bMQffu3SGV5v812aBBA7HNqhBT5dGjRwCATz75RG00oYmJCSZOnAiZTAalUqk2svTBgwcAgLfeekvteTczM8P06dNRq1YtxMbGip/B6/z8ExERERHR648jAIneAA4ODti2bRsuXLiAGzduICgoCNnZ2QgMDERgYCAAQCKRoE2bNpgwYYLadN2i1KpVC7/99hv09fXFoKSgxMREAFBbUy8oKAjJycnQ19fXOtXXwMAAffv2hbu7u9pxHx8fKJVKNGnSpNDRY05OTvD398e9e/dK1P7ycvToUWRmZqJTp06ws7Mr17pDQkKwd+9e2NraYtq0aeVat7b+V4VRSqUSKSkpha6RV5ihQ4cWeV5PTw+zZs1Sm0L7qnr37q0xmtXPzw9ZWVkwNTVF9+7dNa5p2LAhpk2bhuzsbOTl5amds7S0RPv27TWuUfVNcnKy2vHvvvsOCoVCa18lJyeLIV7BQFU12vbSpUvo0aOH2nNjYmKCHTt2qNVTlue/tJ9daam+86opzNWFKjg1NzeHIAhV3JqSq479zb6uXNWqv6OTijxdHfq9WvX3/8dnu3KxvytXde1vosrEAJDoDWFqagoXFxe4uLggLy8PoaGhCA4ORlBQEO7evYvExET4+/vD1dUVCxcuLNE6Ynp6erC2tkZeXh4ePHiAx48fIyYmBrGxsXj+/DnCwsI0rlHtXFu/fv1Cp8E2btxY41hISAgA4Pnz55g+fbrW67KzswEAcXFxxba9vKSlpYkjrlQjHstLVlYW1qxZA6VSidmzZ6uNcCsPtWrV0jimGg0IADk5OaWuUzXFuSCpVApjY2PY2dlh4MCBqF+/fqnrLYq2EaNPnjwBALRo0UIjHFQZNGhQiesDAH19fQD5o1gLUv0jMzo6GoGBgYiOjha/B48fP9Za1wcffAA/Pz/Ex8fjm2++Qf369dG6dWs4ODigXbt2GgFpWZ7/wt53eZNIJJV2r/Kk7ZcW1UF17G/2deWqrv1dUHXq9+rY33y2Kxf7u3JV1/4mqgwMAIneQHp6erCzs4OdnR0GDx4MpVKJGzduYP369cjIyMDOnTvh5uZWorq8vb2xe/dutSnEJiYmaNq0Kbp37w5fX1+18mlpaWKZwmgLBlXXZWVlISoqqsg2ZWVllajt5eHixYvIzMxEvXr1tI4aexW//fYboqKi8OGHH8LBwaFc69bX16+Qfxxt3bq13Ossbiqytn+gqp4X1Zp7pVGa9RkBIDIyElu3boW/v794TE9PD/Xq1cOAAQNw9OhRjWvq16+PzZs3w9PTE//++y/Cw8MRGRmJs2fPAsjflfuTTz4RN+0py/NfXlO4CyOVSiGRSCAIQpl3zq4KEokEUqkUSqWy2o1sqG79zb6uXNW1v7Wp6D+/ykN17G8+25WL/V25ytLfDArpTcMAkEjHbdu2DfHx8XB2di40oJJKpXB0dMRHH32EXbt2ISIiAmlpaUWGdED+9MV169ZBIpFg2LBhcHR0RIMGDWBqagoA8PLy0ggAVaOoMjMzC603JSVF45gqlHF0dISrq2uR7apMZ86cAQC8++674pSJ8hIUFAQAOHToEA4dOqS1TFRUlDjt1tXVtdANSKozVfhVGqp/0BX1nJWHtLQ0fPfdd0hOToaDgwNcXFzQtGlT2NjYiMGktgAQyA8nx44di7FjxyI5ORkPHjzAvXv3cPXqVTx8+BCLFi3Cpk2bUKdOnTI9/6op+BVFLpeL6xtW9L3Kk0wmg1wuV5ueXR1Ux/5mX1eu6trf2lSHfq+O/c1nu3KxvytXWfrb2tq6gltF9HphAEik4yIiIuDv748GDRoUO0Ktbt264s8l+Y3f6dOnAQBDhgzBxIkTNc5rC/JUu5O+ePECgiBoDc1e3mQB+L+ppc+ePSu0PVFRUQgODi50DbfyFhoaKk5p7tGjR7nXX6tWrUKn4WZkZCAxMRF6enriVN4aNWqUexsqg+oZKOy3taGhoaWus06dOgDyn39tFAoFli1bhuzsbMyaNUvrdOiSuHr1KpKTkyGXy/Hjjz+KAbeKtu+AQqHA5cuXIZFI4OTkBKlUCnNzczg6OsLR0RETJkzA7NmzERUVhRs3bsDFxeW1fP6JiIiIiKj6YABIpOO6dOkCf39/nDt3DkOHDoWFhUWhZW/evAkg/7dhqlF8RVFN+9W27ltubi4uXbqkcdzBwQESiQSpqam4evWqRnCWmJiIK1euaFzXrVs3HD16FE+fPkVgYKDGlFhBELBlyxb4+/tjzJgxlRKAXL9+HUD+DrGqwKk8FTXSy8vLCxs2bECtWrUqZNptZVJtiKEt3IqIiEBwcHCp6+zSpQt+++03RERE4MGDB2jVqpXa+evXr+PWrVswNjZ+pd/+qr4DNjY2GuEfAJw/f17jmFQqhZubG3JyclC/fn2NTT1q1KgBW1tbREVFiUH86/j8ExERERFR9VE9V/YkohIbNGgQ6tSpg+TkZMybNw9Xr14VNwsA8oODsLAwbNy4UZzOOmLECLU6VBtDvLy5RsOGDQEAnp6eiImJEY+rpi+qNgEpOIrNxsYGXbt2BQDs2LEDDx8+FM+Fh4dj6dKlSE9P13gfrVu3Fjcm2bBhg9rmCsnJydiwYQP8/f1hbm6OIUOGlLB3Xs2tW7fEtpVEcHAwpk+fjunTp5cp1CqNwj6z15FqB9yAgAB4e3uLoVdISAhWrFhRpqnV9erVwzvvvAMA2LhxI8LDw8Vz/v7+Ymjav3//V1r/RfUdePz4sVpwnZCQgH379mHv3r3iVGDV90AikaBLly4AADc3N3EUqarMyZMnce/ePUilUnTq1AnA6/n8ExERERFR9cERgEQ6ztDQED/++CNWrlyJkJAQrFq1Cnp6erCwsIBMJkNKSoq4Tpqenh7GjBkDZ2dntTqaNGkCPz8/nDp1Crdu3YKLiwucnZ0xevRo+Pn54enTp5gyZQqsrKyQkZGB9PR0WFpaYv78+VixYgViY2MxadIkLFy4EI0bN8bMmTOxYMECRERE4Ntvv4WVlRUUCgWSkpIgk8nw3nvv4fz58xrBzzfffIMlS5bg0aNHmD17NiwsLGBgYIC4uDgolUqYm5tjwYIFJRq9+Kpyc3PFnVlbtGhRomuys7PFDRwKhrAVobDP7HX01ltvoXHjxggLC8O6devw66+/QiKRIC0tDXK5HKNHj4a7u3up6502bRqioqIQEhKCL774AtbW1sjOzkZqaioAoFWrVhgzZswrtb1r165o1aoVHjx4gJ9//hnbt2+Hnp4eEhMTIZFIMH78eNy+fRv+/v5YvXo1Bg8ejLFjx+J///sfAgICEBISgpkzZ8Lc3BxGRkZITEwUg8Lx48eLASPwej3/RERERERUvTAAJHoD2NraYs2aNfDx8YGvry9CQkKQnJwMpVIJExMTNG/eHB06dEDfvn1hZWWlcf3w4cMRHh6OgIAAtd1+mzVrhtWrV2P//v0IDAxEcnIyateujaFDh2Lo0KEwNjbG6NGjceLECWRlZYmj0iwsLLBmzRocO3YMV65cQXR0NIyMjNCxY0eMHj0akZGROH/+vMZurGZmZli1ahVOnTqFixcvIjIyEtnZ2WjQoAG6dOmCoUOHQi6XV2hfqoSFhSEvLw/A/41ge50U9pm9jvT19bF8+XLs378fN2/eRGJiIqysrNCzZ0+MGTMGt2/fLlO9JiYmWLVqFY4dO4bLly/jxYsXkEqlsLOzQ69evTBo0CDo6b3aX4MymQyLFy/Gn3/+CR8fHyQlJcHc3BxOTk5wcXFB8+bN0bZtW6xduxZxcXHiNOFatWph/fr1OHLkCO7cuYPY2FikpaXB1NQUHTp0wMCBA9G5c2e1e71Ozz8REREREVUvEqE67e1NRG+Effv24dChQxgwYABmzJhR1c0hqpYqevq3arc9hUJRLXc3TExMrJa7G1an/mZfV67q1N8zo5PUXi9b873aa4s1myuxNWVTnfpbhc925WJ/V66y9Dd3AaY3DUcAElGlysnJwerVqyEIAiZNmqSxgYhSqcSNGzcAAC1btqyKJhIRERERERHpFAaARFSpVGuWhYaGIicnB7NmzYKNjQ2A/B1V9+zZg7CwMFhZWaF79+5V3FoiIiIiIiKi6o8BIBFVuqlTp2Lx4sW4d+8eJk+eLG5IkpCQAKVSCWNjY8ydOxdGRkZV3VQiIiIiIiKiao8BIBFVOgcHB2zatAmenp7w8/NDbGwsBEFAnTp10LlzZ7i4uIijAomIiIiIiIjo1TAAJKIqUatWLUycOBETJ06s6qYQERFRJdpc20L8WS6XQ/b7gWq3UQIREVF1I63qBhAREREREREREVHFYQBIRERERERERESkwxgAEhERERERERER6TAGgERERERERERERDqMASAREREREREREZEOYwBIRERERERERESkwxgAEhERERERERER6TAGgERERERERERERDqMASAREREREREREZEOYwBIRERERERERESkwxgAEhERERERERER6TAGgERERERERERERDqMASAREREREREREZEOYwBIRERERERERESkwxgAEhERERERERER6TAGgERERERERERERDqMASAREREREREREZEO06vqBhARERERke6aGZ1U+MnoJCxb832xdVis2Vx+DSIiInoDcQQgERERERERERGRDmMASEREREREREREpMMYABIREREREREREekwBoBEREREREREREQ6jAEgERERERERERGRDuMuwERvgJs3b8LLywuPHz9GUlISBEGAhYUFmjVrhh49eqBnz56QyWQa13l5eeHFixfo0KEDHBwcqqDllcfDwwO7du3CnDlz4OTkVGTZR48e4ciRIwgMDERqaipq1qyJpk2bon///ujZs2e5tSktLQ1///03bty4gdjYWOTl5UEul6NVq1ZwdnZGixYtyu1eKq6urrh//z5mzZqFd999t9jyL168wGeffVZkmZo1a6Jhw4bo27cv+vXrB6n09fvdk7+/PxYsWAB9fX0cOXKkqptDRERERERUrhgAEumwvLw8rF27Fr6+vgAAAwMDWFpaIi8vDwkJCYiNjcW1a9dw6NAhuLq6ol69emrXe3l54f79+zAwMNDpAFChUOD8+fMlKuvl5YVNmzZBqVRCX18f1tbWSEpKwt27d3H37l08f/4cH3zwwSu3KT4+Ht9++y1iY2MBAObm5jA2NkZsbCxiYmJw+fJlTJ06FYMGDXrle5UXa2trGBoaqh3LyclBYmIiHj58iIcPH+L69etYsGAB9PT41w8REREREVFl4f+BEemwPXv2wNfXF+bm5vjiiy/QuXNncaRfdnY2rl27hh07diAiIgJLlizBpk2bNAIcXff06VMcPHgQ4eHhxZYNCQmBm5sblEolRo4ciQ8//BA1atRAbm4uDh48iEOHDsHd3R09evRA3bp1X6ldW7duRWxsLBo0aICvv/4azZs3B5AfDG7duhU3btzAzp070a1bN1hbW7/SvcrL119/jbZt22ocz8rKwunTp/H777/j1q1b8PDwwMiRI6ughURERERERG+m128eFhGVC1XoAgCzZs1Ct27d1Kb5GhoaolevXvj+++8BANHR0bh+/XqVtLUqLF++HOPGjcPMmTNx5cqVEl2zf/9+5OXloV+/fvjkk09Qo0YNAIC+vj7Gjx+Pli1bQqFQwMfH55XaFh8fj//++w8AMHv2bDH8AwArKyvMmzcPJiYmyMvLw507d17pXpXByMgIw4cPxzvvvAMAuHjxYtU2iIiIiIiI6A3DEYBEOioiIgI5OTmQSCTo0KFDoeVatmyJRo0aITw8HKGhoXBycoK7uzsOHDggltm7dy/27t2LMWPGYOzYseLx0NBQeHp6IiAgALGxsTA0NISVlRW6dOmCfv36oXbt2lrv6e3tDU9PT4SHh8PQ0BD29vYYMWIEBEHAggUL0KZNG6xYsULjOh8fH5w9exZPnjxBdnY2bGxs0K1bN7i4uMDS0rJU/RMfHw+ZTAYLCwsAQEpKCpRKZaHlU1NTcevWLUilUrU+KGjy5MkICwtDgwYN1I6r1pcD8oNHbaPkCgoPD4dSqYSpqSmaNWumcV5fXx9169ZFcHAwsrKyxOOq9fikUimOHTuGf/75B8eOHcOzZ8+wb98+mJiYAABiYmJw4MAB3L59GykpKbCwsICjoyPGjBlTZLtelYODAy5fvoznz5+Lx7y8vLBhwwbUq1cPW7du1bimsLX51q9fjwsXLmDcuHHo06cPdu/ejTt37qBv375qaxKq1msMCAhAZmYmrK2tYWdnhxEjRqBJkyZa2ykIAv755x+cOXMGz549g1QqRdOmTTFq1Ch07NhRo7xCocDVq1dx7tw5REREICUlBebm5qhbty569eqF3r17Q19fX+O6ixcv4p9//kFoaCiys7NhZmaGFi1awMXFpdAp948ePcKxY8cQEBAgfnZt27aFs7Mz7OzsCu98IiIiIiJ6ozEAJNJRqtF+giAgKCgIrVu3LrTs8uXLkZOTAyMjIwCAmZkZ6tWrh9jYWOTk5MDc3BwmJiYwMzMTr/H29saGDRugVCohlUphaWmJ7OxshIWFISwsDCdPnsTSpUvRsmVL8RpBELBx40Z4eXkByN8cwsjICH5+fvDz80OfPn20ti83Nxfr1q0TR9YZGRnBwsIC0dHROHr0KM6ePYt58+ZpDWcK88svv6i9njx5MmJiYgotHxAQAEEQ0Lx580LDRnt7e9jb25e4DYWpX78+5syZI44wfFlGRgYiIyMBQCNsVNm1axc8PDxQo0YN2NraihtvhISEYMGCBcjIyAAA2NjYICsrCydOnICfn1+Frs2Xl5cHAFo3nCmr58+fY86cOUhKSoKNjQ1MTU3Fc6dPn8b27duhVCphZGQEc3NzREdH49mzZ7hy5Qq++uor9O7dW6NONzc3/PPPP5DJZLCyskJCQgL8/f1x//59/PDDD+jcubNYVqlUYunSpbh9+zaA/JG1crkcSUlJiIuLw71793Du3DksX75cLQR0c3PD2bNnAeR/36ytrZGQkIB///0X169fx6xZszS+Dx4eHvjtt98gCAL09PRgaWmJ5ORkeHt749KlSxg7diw+/PDDcutbIiIiIiLSHQwAiXRUo0aNYG1tjbi4OCxduhSDBg1Ct27dYG9vrxHAFAz2AMDZ2RnOzs7ijrAuLi4YNWqUeF6hUGDnzp1QKpUYPHgwPv30U3HtwLCwMPz000+IjIzE4cOHsXDhQvG6EydOwMvLC0ZGRvjyyy/Ro0cPSCQSxMfHw83NTQwGX7Znzx74+PjA2toaM2fORMeOHSGRSJCWlob9+/fD09MTq1atwtatW0s9ErCkHj58CABo2LAhUlJScPjwYVy/fh1xcXGoWbMmWrZsCRcXF62j+wwNDcUNVkqyxqKtrS1sbW3VjimVSuTk5ODJkyfYu3cvMjIy4ODggHbt2mlcr1QqceLECXz22WcYNGiQ+Hnn5uZi9erVyMjIQJs2bfDll1+idu3aEAQBN27cwPr165Genl7qvikp1bTm8hypduHCBTRv3hyrVq1SW3fx/v372L59OwBg4sSJcHZ2hp6eHjIyMrBt2zZcvHgR27dvh6Ojoxh8A/l95OXlhfHjx2PYsGEwMDBAWloaVq5cCX9/fxw8eFAtALxx4wZu374NY2NjzJ49G126dIFEIkFeXh4uXLiALVu24OHDh7h58ya6d+8OAAgMDMTZs2dhYGCA77//Xhyhm5ubi5MnT2L37t3YsWMH3nrrLdSsWRMAcO3aNezatQsGBgb45JNPMHDgQOjp6SE3Nxfe3t7Ytm0b9u3bh8aNG6Nbt27l1r9ERERERKQbGAAS6SiZTIY5c+Zg+fLlSE1NxZEjR3DkyBEYGhqiWbNmsLOzQ/PmzdG+fXtxGmxJRUdHIzU1FXK5XJxyqtK4cWMMGzYMmzdvRnR0tHg8NzcXhw8fBpAfyPTs2VM8Z2Vlhfnz52PmzJlq16judfLkSUilUri6uqqth2diYoKpU6fi6dOn8Pf3x6lTpzB+/PhSvZeSSkpKAgCkp6dj1qxZiI+PF3dVTkhIwI0bN3Djxg2MHj0a48aNU7vW3t5e6/TWkkpMTMQnn3yidqxt27ZYsGABJBKJ1mv69OmDIUOGqB27cOECoqOjYW1tjYULF4ojDCUSCd566y3MnDkTq1evLnM7tcnIyMDTp0/h4eEhrlf4crtehZ6eHubMmaOx6coff/wBpVKJAQMGYNiwYeLxmjVr4osvvoC/vz/i4+Nx584dODo6ql07atQotZF0JiYm+PDDD+Hv74/g4GAoFAoxVA0ODgYA9OvXD127dlVrV79+/eDl5YUHDx6oPdcPHjwAkP9dKTg9X19fH8OHD8fdu3cRGRmJp0+fomXLllAqldi9ezcA4OOPP1brP319ffTr1w/x8fH4888/8ffff4sBoFwuL3V/lobqey+VSiv8XuVJ9Z0xNzeHIAhV3JqSq479zb6uXK91f0cnvXIVr9tn8Vr3dyH4bFcu9nflqq79TVSZGAAS6TAHBwds27YNFy5cwI0bNxAUFITs7GwEBgYiMDAQQP5f8m3atMGECRPUpusWpVatWvjtt9+gr6+vFv6pJCYmAoDamnpBQUFITk6Gvr6+1qm+BgYG6Nu3L9zd3dWO+/j4QKlUokmTJmrhX0FOTk7w9/fHvXv3StT+skhLSwOQPxLL0tIS8+fPh6OjI6RSKbKysnDw4EEcOXIEBw8ehJ2dXbmOwpLJZKhXrx5SUlKQmpoKIH9tvDVr1mDevHlaRxW+9957GseuXr0KAHj//fe1Ti/u3r07LCwsxLCztFTrHBZl2LBheOutt8pUvzYODg4a4V9iYqIYsg0YMEDjGn19fUyfPh1RUVGwsrLSOK/t+VStZ6lUKpGSkiL+w3LEiBEYNGiQuL5iQQqFQvy8Cn4XVCNuQ0JCcOHCBfTp00ctyF28eLFaPcHBweK6iX379tW4DwD06tULf/75Jx4+fIjs7GwYGhqW61Trokgkkkq7V3nS9mdXdVAd+5t9Xbmqa38X53X9LKpjf/PZrlzs78pVXfubqDIwACTScaampnBxcYGLiwvy8vIQGhqK4OBgBAUF4e7du0hMTIS/vz9cXV2xcOHCEq2jp6enB2tra+Tl5eHBgwd4/PgxYmJiEBsbi+fPnyMsLEzjmqdPnwLIX9+usGmwjRs31jgWEhICIH+tt+nTp2u9Ljs7GwAQFxdXbNvLSnUPAHB1dVVb68/IyAiffPIJAgIC8PDhQ5w+fbpcA0AzMzNxBGFKSgpOnTqFgwcP4r///sPu3bsxbdo0jWu0bcDy5MkTAIVPwZVIJGjUqFGZA0Bra2uNz1YikcDIyAgNGjRAnz59ityQpiy0vc/Q0FAA+dOtmzZtqvW6oj6fWrVqaRwzMDAQf87JyRF/NjExgYmJCVJSUnD79m1EREQgLi4OMTExCAsLQ0JCgkZdTk5OOHv2LIKDg7F+/Xrs2bMHbdq0QatWrdCuXTs0bNhQrbzqc5NIJJg7d26h7Qbyg8aEhATUqVMHCoWiyLKvSiqVQiKRQBCEIjfQed1IJBJIpVIolcpqN7KhuvU3+7pyVdf+LqmK/jOttKpjf/PZrlzs78pVlv5mUEhvGgaARG8QPT092NnZwc7ODoMHD4ZSqRTXfsvIyMDOnTvh5uZWorq8vb2xe/dutbDIxMQETZs2Rffu3eHr66tWXjWCTttIKRVtwaDquqysLERFRRXZpoI74pY31TpxdevWLXSjj759++Lhw4diYFMRzMzMMGbMGKSnp8PDwwNeXl6YOnWqxlRgbb+1VfVlYZuLFHeuOF9//XWxOxyXlmrjkMJoe5+qUXfm5ualvp++vn6p/jGYnp6O33//HefOnRP/sSmRSFCrVi106NABQUFBGs+toaEhVq5cCS8vL1y+fBkPHz7ElStXcOXKFQD5oebIkSPRv39/AP/3uQmCUOx3APi/74FqJG5FkcvlkMlkUCqVFX6v8iSTySCXy5GcnPzaBQpFqY79zb6uXNW1v0vqdfssqmN/89muXOzvylWW/ra2tq7gVhG9XhgAEumobdu2IT4+Hs7Ozmjfvr3WMlKpFI6Ojvjoo4+wa9cuREREIC0trciQDgAuXbqEdevWQSKRYNiwYXB0dESDBg3EHVi9vLw0AkDVDqiZmZmF1puSkqJxTBUKOjo6wtXVtch2VSTVlM+i+kb1j4iCowXL4vjx44iLi0Pbtm3V1pUrqH379vDw8EB2djaSkpJKtNaJoaEhMjIyivxHkSo8e12UZVMS1U7GRT1r5WX16tW4c+cOrK2tMWbMGLRs2RJ16tQRn3dXV1etoZ2+vj4GDBiAAQMGIDs7G0FBQbh//z6uXbuGsLAwuLm5wdDQEL179xa/A8bGxvjzzz8r/D0REREREZHuqZ4T+4moWBEREbh+/Tru3r1bbNmCa6iVZKj/6dOnAeRv5jBx4kQ4ODiI4R+gPchT7c774sWLQu8REBCgcUy1e+6zZ88KbU9UVBS8vb1L9F7LSrX+oGotNm1iYmIAADY2Nq90r1u3buHYsWO4cOFCoWVyc3MB5I82U+0UWxxVXxY2QjEvL0/r9O2KpBq5WNhUjbKMpqxTpw6A/DAzOTlZa5ndu3fD1dUV165dK3X9Ks+fPxc3Nlm4cCH69euHhg0biuGfqg0vu3XrFry9vcUg1tDQEO3atcPYsWOxceNG9O7dGwDEEF31uaWnp2v9bqnOeXt749KlS2V+P0REREREpLsYABLpqC5dugAAzp07V+yabjdv3gSQP4KtYJBXGFV9qmCioNzcXK0hhIODAyQSCVJTU8XNKApKTEwUp0AWpFqr7enTp+LGJQUJgoAtW7Zg3bp1WgPE8tK1a1fo6ekhNTVV6/sTBAHnzp1Ta3NZtW7dGgBw586dQkexqdrQrFmzQtdUfJlqNOG5c+e0jlK8ePFimUbcvQrV8xYfH6/RptzcXK3PRHEaN24sjsY8e/asxvn4+Hh4enri/v37rzT1Q/U9kEgkGhuRAPmbd6jWvizo+PHjWLduHS5evKi1XtUagKqgvHXr1mLIe+bMGa3XeHh4YN26dVrfLxEREREREQNAIh01aNAg1KlTB8nJyZg3bx6uXr2qFrAIgoCwsDBs3LhRDBVGjBihVodq44OXN9dQBRSenp7iqDcAePjwIRYtWiSOIiu4WYKNjY0YQO3YsQMPHz4Uz4WHh2Pp0qVaw6fWrVuLG5Ns2LABjx8/Fs8lJydjw4YN8Pf3h7m5OYYMGVLC3ik9uVyOgQMHAgC2b9+O69eviwFNZmYmfv31V4SEhMDc3BxDhw5VuzY4OBjTp0/H9OnTERwcXOy9VLv0pqenY/Xq1YiNjRXPJSYmYsOGDWKI+uGHH5b4PQwaNAgWFhZITk7G6tWrER8fL567du0aduzYUek7vjVr1gxSqRQ5OTnYvXu3OLIxPj4eP/30U5k2dpFKpWK/HD58WO2zio6OxsqVK5GTkwN7e/tCd5YuiXr16kEmk0EQBOzbt09se1ZWFs6dO4elS5eKIxwLfhdUAfFff/2FW7duiW0TBAG3b9/G8ePHAfxfiF+jRg2MHDlSfD+qnbFV9R47dgyHDx+GRCLBuHHjyvx+iIiIiIhId3ENQCIdZWhoiB9//BErV65ESEgIVq1aBT09PVhYWEAmkyElJUUcXaanp4cxY8bA2dlZrY4mTZrAz88Pp06dwq1bt+Di4gJnZ2eMHj0afn5+ePr0KaZMmQIrKytkZGQgPT0dlpaWmD9/PlasWIHY2FhMmjQJCxcuROPGjTFz5kwsWLAAERER+Pbbb2FlZQWFQoGkpCTIZDK89957OH/+vMaGFt988w2WLFmCR48eYfbs2bCwsICBgQHi4uKgVCphbm6OBQsWlGj04qv49NNPERcXh3///RfLly+HsbExTE1NER8fj9zcXNSsWRPz58/X2HwiOztbXAeuJOsDyuVyzJo1C2vWrIGfnx8mT54MS0tLsa+A/JBrwoQJcHR0LHH7zczMMH/+fCxduhT//fcfJk2aBCsrK2RnZyMlJQUODg6wsrIq06i7srK0tMT777+Ps2fP4tSpUzh//jxq1qyJ5ORkSCQSTJkyBdu2bSt1vQMGDEBwcDDOnz+P5cuXw9TUFPr6+uKuvHK5HF999dUrtd3MzAzDhg3DkSNH4OHhgX/++QempqZISEhAXl4eHB0dUb9+ffz111/4+++/8ejRIyxatAj9+vXD5cuX8eDBAyxZsgQ1a9aEmZkZUlJSkJGRAQDo3Lkz3n//ffFeo0aNQnR0NM6dO4effvpJfPYSEhKQk5MDPT09TJs2TRw9SkREREREVBADQCIdZmtrizVr1sDHxwe+vr4ICQlBcnIylEolTExM0Lx5c3To0AF9+/aFlZWVxvXDhw9HeHg4AgIC1KYRN2vWDKtXr8b+/fsRGBiI5ORk1K5dG0OHDsXQoUNhbGyM0aNH48SJE8jKyhJHElpYWGDNmjU4duwYrly5gujoaBgZGaFjx44YPXo0IiMjcf78eY0prWZmZli1ahVOnTqFixcvIjIyEtnZ2WjQoAG6dOmCoUOHlmgTjFelr6+P+fPn48qVKzh79ixCQkIQHx8PKysrdOrUCSNHjnzl9f9UunfvjrVr18LDwwP3799HYmIiJBIJateujdatW2Pw4MFlGr3m4OCA9evXw93dHX5+fkhKSkKtWrXg7OyMkSNHlngX6PI0bdo01KlTBxcuXEB0dDSA/OnKH330UbEb0hTlyy+/RLt27XD69GmEhYUhMzMT9erVQ9euXTFy5Mgy7RL8so8//hi2trY4deoUoqKikJmZibZt26J///7o3r07UlJSEBgYiODgYDHY1tfXx48//ojjx4/j33//RVRUFGJiYlCjRg20atUKvXr1Qv/+/dV2I5ZIJPjiiy/QtWtXnDp1Co8ePUJCQgIsLS3RunVrDBkyBE2bNn3l90NERERERLpJIpRkxX8iokqwb98+HDp0CAMGDMCMGTOqujlE1VpZpk+Xhlwuh0wmg0KhKHJn6deNTCaDXC5HYmIiFApFVTenxKpjf7OvK9fr3N8zo5OKPL9szffF1mGxZnM5taZ8vM79XRg+25WL/V25ytLfr7IWNFF1xBGARFQpcnJysHr1agiCgEmTJmlsIKJUKnHjxg0AQMuWLauiiUREREREREQ6iQEgEVUK1Zp9oaGhyMnJwaxZs8TpsklJSdizZw/CwsJgZWWF7t27V3FriYiIiIiIiHQHA0AiqjRTp07F4sWLce/ePUyePFnckCQhIQFKpRLGxsaYO3cujIyMqrqpRERERERERDqDASARVRoHBwds2rQJnp6e8PPzQ2xsLARBQJ06ddC5c2e4uLiU2yYaRERERERERJSPASARVapatWph4sSJmDhxYlU3hYiIiCrB5toWhZ6Ty+WQ/X6g2m2UQEREVN1Iq7oBREREREREREREVHEYABIREREREREREekwBoBEREREREREREQ6jAEgERERERERERGRDmMASEREREREREREpMMYABIREREREREREekwBoBEREREREREREQ6jAEgERERERERERGRDmMASEREREREREREpMMYABIREREREREREekwBoBEREREREREREQ6jAEgERERERERERGRDmMASEREREREREREpMMYABIREREREREREekwBoBEREREREREREQ6jAEgERERERERERGRDmMASEREREREREREpMP0qroBRERERERU/c2MTir9RdFJWLbm+zLf02LN5jJfS0RE9CbhCEAiIiIiIiIiIiIdxgCQiIiIiIiIiIhIhzEAJCIiIiIiIiIi0mEMAImIiIiIiIiIiHQYNwEh0jE3b96El5cXHj9+jKSkJAiCAAsLCzRr1gw9evRAz549IZPJNK7z8vLCixcv0KFDBzg4OFRByyuPh4cHdu3ahTlz5sDJyanQcrNmzUJOTk6RdW3evFlrf5bFf//9h7Nnz+Lx48dITk6GkZERGjZsCCcnJ/Tr1w96ehX/R/aLFy/w2WefAQCOHz9eomvc3d1x4MCBQs9LpVJYWFigdevWGDZsGOzs7MqlreVt/fr1uHDhAgYMGIAZM2ZUdXOIiIiIiIjKDQNAIh2Rl5eHtWvXwtfXFwBgYGAAS0tL5OXlISEhAbGxsbh27RoOHToEV1dX1KtXT+16Ly8v3L9/HwYGBjodACoUCpw/f77YcgkJCQgNDa2EFuXbvXs3jh49CuD/PruEhAQEBgYiMDAQ165dww8//FApIWBZyWQy1K5dW+N4WloaEhIScOXKFfj6+uKLL77Au+++WwUtJCIiIiIiejO9vv8nSUSlsmfPHvj6+sLc3BxffPEFOnfuLI5My87OxrVr17Bjxw5ERERgyZIl2LRpEwwNDau41ZXr6dOnOHjwIMLDw4st+/z5cwBAnz598PXXX1dou65fv46jR49CIpHgk08+weDBg2FoaAiFQoGzZ89i586duHPnDg4ePIhx48ZVaFtehZWVFbZu3ar1XHR0NNzc3HD37l1s2bIF7dq1g42NTSW3kIiIiIiI6M3ENQCJdEBWVhZOnz4NIH/aardu3dSmpRoaGqJXr174/vvvAeSHMdevX6+StlaF5cuXY9y4cZg5cyauXLlSomtUAWDdunUrsmkAgFOnTgEA3n//fYwYMUIMZmUyGQYNGoRhw4YBAE6cOIG8vLwKb09FqF27NubNmwcDAwPk5uaKI1WJiIiIiIio4nEEIJEOiIiIQE5ODiQSCTp06FBouZYtW6JRo0YIDw9HaGgonJycNNZv27t3L/bu3YsxY8Zg7Nix4vHQ0FB4enoiICAAsbGxMDQ0hJWVFbp06YJ+/fppnfoJAN7e3vD09ER4eDgMDQ1hb2+PESNGQBAELFiwAG3atMGKFSs0rvPx8cHZs2fx5MkTZGdnw8bGBt26dYOLiwssLS1L1T/x8fGQyWSwsLAAAKSkpECpVBZ5jSoArFOnTqnu5e/vjwULFgDIDx7btm1b7DUBAQEAgHfeeUfr+W7duuGvv/5CRkYGnj59iqZNm4pr9UmlUhw7dgy3b9/GsWPHEBwcjNzcXNSpUwfvvfcehgwZAqlU83c9165dw4kTJ/DkyRMoFArUr18fgwcPRps2bUr1fkvDxMQEjRo1wqNHj/Ds2TPxuKurK+7fv4+PP/4Yo0aN0riusLX5hg4dCgD47bff8PjxYxw4cABPnz7FmjVr0LRpUwD5U77/+ecfeHl5ISIiAlKpFLVq1cLbb78NZ2dnGBsba21rYmIiDh48iJs3byIxMRFmZmbo3Lkzxo8fD7lcrrX86dOncf36dcTExECpVMLS0hItW7ZE//790bJlS41rUlNT8ddff+HGjRuIiYmBVCqFra0tunTpgpEjR8LMzEzjGoVCgXPnzsHb2xtPnz5FXl4e6tSpg+7du2PIkCGFvh8iIiIiInqzMQAk0gGq0X6CICAoKAitW7cutOzy5cuRk5MDIyMjAICZmRnq1auH2NhY5OTkwNzcHCYmJmrhg7e3NzZs2AClUgmpVApLS0tkZ2cjLCwMYWFhOHnyJJYuXaoWcgiCgI0bN8LLywsAULNmTRgZGcHPzw9+fn7o06eP1vbl5uZi3bp18PHxAQAYGRnBwsIC0dHROHr0KM6ePYt58+ahY8eOJe6fX375Re315MmTERMTU+Q1qoCqokcApqamihuN1KpVS2uZggGethGABw4cgLu7O/T19WFlZYXk5GSEh4dj165dSEhIwP/+9z+18vv378fBgwcB5K83KJfLER4ejg0bNqB79+7l9da0UrW/PNcyPHHiBI4ePQoDAwNYW1uLdWdlZWH58uW4e/cuAEAul0OhUODJkyd48uQJzp07h59++kkjUE5ISMDcuXMRExMDY2NjmJubIz4+HufOncP9+/exfv161KhRQywfHh4OV1dXpKamAgAsLCwglUrx/PlzREVFwcvLC1OmTIGzs7PaPb799lvExMRAJpPB0tISSqUSERERiIiIgK+vL1avXg0rKyvxmvT0dCxbtkwMjI2NjWFqaoqnT58iLCwMp06dwpIlS9CkSZNy61siIiIiItINDACJdECjRo1gbW2NuLg4LF26FIMGDUK3bt1gb2+vsUPty6OKnJ2d4ezsLI7CcnFxURuFpVAosHPnTiiVSgwePBiffvqpOEU1LCwMP/30EyIjI3H48GEsXLhQvO7EiRPw8vKCkZERvvzyS/To0QMSiQTx8fFwc3MTg8GX7dmzBz4+PrC2tsbMmTPRsWNHSCQSpKWlYf/+/fD09MSqVauwdevWUo8ELA3VCMCYmBj88ccfePToEbKysiCXy9G+fXsMHz4cDRo00LjO0NBQ3GClJGssmpiYiGGcKpR92dWrVwHkB70vB5JKpRLu7u4YMmQIxo0bh5o1ayI3Nxdubm64cOECPD09MWbMGDGwUq0lKJFIMHbsWAwfPhwGBgbIzMzE3r174enpWcIeKr3Y2Fg8ffoUAMp1J+CjR49i5MiRGDNmjFqf//rrr7h79y5sbW0xb9488Z4hISFYuXIlYmJi4O7ujpkzZ6rVd+PGDdSuXRvLli1Du3btAACBgYFYvHgxnj9/jsuXL6N///5i+X379iE1NRVt2rTB119/La5tmJiYiO3bt+Pq1avYv38/Bg0aJIa57u7uiImJgYODA+bNmyeOKoyPj8cvv/wCf39/7N+/H19++aV4nw0bNiAgIACNGjXCzJkz0aJFC437/Pjjj9i6desbt74nEREREREVjQEgkQ6QyWSYM2cOli9fjtTUVBw5cgRHjhyBoaEhmjVrBjs7OzRv3hzt27cXp8GWVHR0NFJTUyGXy8UppyqNGzfGsGHDsHnzZkRHR4vHc3NzcfjwYQDAxIkT0bNnT/GclZUV5s+fj5kzZ6pdo7rXyZMnIZVK4erqiubNm4vnTExMMHXqVDx9+hT+/v44deoUxo8fX6r3Uhqqtq1atUoc9SgIAmJjY3H+/HlcunQJn3/+Ofr27at2nb29faEbYWgjkUjURpO9zMfHB8eOHQMA9OzZEyYmJhpl3nnnHXz22Wfia319ffzvf/+Dt7c3cnJy8OTJE3FUqLu7O4D86bOjR48Wr6lRowamTp2KmJgY3Lx5s8TtL44gCEhMTIS/vz/c3d2hUChgZWVVriMN27Zti08++UTt2LNnz8SQee7cuWqBY7NmzTB16lT8+OOP8PX1xeeffw6JRCKel0qlWLx4sVrY6uDggLfffhve3t4IDAxUCwAfPXoEAJg2bZraxiZyuRwff/wxrl69ivT0dKSmpsLc3BwA8ODBAwCAk5OT2pRiKysrTJ06FUuXLkVUVJR4/P79+7h27Rpq1qyJH374QeM+c+fOxeeff45nz57h0qVL6Nevn9apyuVJ9WeBVCqt8HuVJ9VnbW5uDkEQqrg1JVcd+5t9Xblei/6OTqr0W1bVZ/Ra9Hcp8dmuXOzvylVd+5uoMjEAJNIRDg4O2LZtGy5cuIAbN24gKCgI2dnZCAwMRGBgIID8v9DbtGmDCRMmaF2TTJtatWrht99+g76+vta15BITEwFAbU29oKAgJCcnQ19fX+tUXwMDA/Tt21cMo1R8fHygVCrRpEkTtfCvICcnJ/j7++PevXslan9ZJCUlISMjAwAwYMAAfPTRR+I/JB4/fozt27cjKCgIGzduRJ06ddCqVatyb0Nqaip2796N8+fPAwAaNGiAKVOmaC07cOBAjWPm5uYwMzNDcnKyODU1Pj4eDx8+BAAMGTJEa12DBg0qcwAYExMjrstXmJo1a2Lu3LnlOkLtvffe0zj277//QhAENGnSRBwpV1CnTp3EqdE5OTlq7bG3t9c69Vs1RTspKUnt+Nq1ayEIAqytrTWuKVi24HfE1NQUQP4GMO3btxdHjQJAw4YNsXPnTrV6Ll++DACF7p4sk8nQo0cPHD58GP7+/ujXr5/G6N+KIpFIKu1e5Unbn2fVQXXsb/Z15aqu/V1WVf0ZVcf+5rNdudjflau69jdRZWAASKRDTE1N4eLiAhcXF+Tl5SE0NBTBwcEICgrC3bt3xZFYrq6uWLhwYYnW0dPT04O1tTXy8vLw4MEDPH78GDExMYiNjcXz588RFhamcY1qmmf9+vULDXoaN26scSwkJARA/vTb6dOna70uOzsbABAXF1ds28tKX18fc+bMgbGxMTp37qx2rnnz5li2bBm+/PJLPH/+HIcPH8YPP/xQbvdWKBQ4c+YM3N3dxeDu7bffxsyZM8XQ6GW2trZaj6v6XrXGYGhoKID8cLCwa7R9LiUlk8m0bgYjlUphZmaGVq1aYdCgQVqDslehbe3EJ0+eAECh4axMJsPw4cO1nits4xcDAwMA+SNcC1Kt0/f06VM8fPgQL168EL8jjx8/1lrX+PHjsXTpUjx9+hQzZsxAkyZN0Lp1azg4OKBt27YaU/VV3w1/f/9Cvxvp6ekA8qdaA/nPUkWSSqWQSCQQBKHYTXVeJxKJBFKpFEqlstqNbKhu/c2+rlzVtb9fVUX/WVeY6tjffLYrF/u7cpWlvxkU0puGASCRjtLT04OdnR3s7OwwePBgKJVK3LhxA+vXr0dGRgZ27twJNze3EtXl7e2N3bt3q41mMjExQdOmTdG9e3f4+vqqlU9LSxPLFEZbMKi6LisrS236ozZZWVklantZGBsbw8nJqdDzhoaG6NOnD9zd3cWpnOUhKCgImzdvRnh4OACgdu3amDhxIhwdHYu8Tl9fv0T1q/q3qCnHha1DWBJWVlalmv5cUsX9z52231Cr3qtqym1plHZ0YnBwMNzc3MSAFcgPCxs2bIj3339f67qKbdq0webNm3Hy5Elcv35d3JjkxIkTkEqlaN++PSZOnIhGjRqpvZ/09HQx6CuM6ruhGp1bUeRyOWQyGZRKZYXfqzzJZDLI5XIkJydXWXBQFtWxv9nXlau69verqqrPqDr2N5/tysX+rlxl6e/y/qU00euOASCRDti2bRvi4+Ph7OyM9u3bay0jlUrh6OiIjz76CLt27UJERATS0tKKDOkA4NKlS1i3bh0kEgmGDRsGR0dHNGjQQByN5uXlpREAqgKpzMzMQutNSUnROKYKXhwdHeHq6lpku6qaaoTWy6PByurcuXPYsmULFAoFjI2NMXr0aAwePLjE4V5JqPq3qH8UqUYdvk5U4VdpqH6jW9QzWB6ePXuGBQsWIDs7G926dcPAgQPRuHFjWFpaQiKR4MWLF4VurGJra4uJEydi4sSJiI+Px4MHD3Dnzh1cvXoVt2/fxoIFC7B9+3YYGxuLn93QoUMxefLkCn1PRERERESkexgAEumAiIgI+Pv7o0GDBoUGgCoF1zYrybD+06dPA8hfM27ixIka57UFeardeV+8eAFBENQ2WFAJCAjQOKZaB+3Zs2eFticqKgrBwcGwtLQs9r2W1eHDhxEdHY23334bXbp00VomMjISALROeS0tPz8/uLm5QalUon379pg9e3aFLF6s6t/s7GxERUWprTunoppqWplUz0dh0zUKjqwrKdU0XtXn9LKUlBSsXr0aAPDDDz+UeU3CCxcuIDs7G82aNcOCBQs0nnVtgWp6ejpu3LgBQ0NDcTMUKysr9OzZEz179sS4ceMwc+ZMpKSkwN/fH46OjqhXrx7CwsKK/G6EhITg6dOnqFevHuzt7cv0foiIiIiISDdVz5U9iUiNKqQ6d+6cxgYFL1Nt8GBtbV3omnIFqerTFhbl5ubi0qVLGscdHBwgkUiQmpqKq1evapxPTEzElStXNI5369YNQP5aaqqNSwoSBAFbtmzBunXrtAaI5SU6Ohrnzp3DkSNHtJ5PSUmBt7c3AOCtt9565fvt2bMHSqUSrVu3xg8//FBhO5c1aNBADCxPnDihtUxho9Uqkuo51BZu3b59GwkJCaWuU/Wd8PPzE9fEK8jLywv+/v5ISUl5pQ1JVN+PunXrag26VZu4FJSTk4N169bhp59+QnJyssZ5uVwujjBVhaKq78bt27fx4sULjWtyc3OxZs0arFu3DhEREWV+P0REREREpJsYABLpgEGDBqFOnTpITk7GvHnzcPXqVXGzDCA/OAsLC8PGjRtx5swZAMCIESPU6lBtcPDy5hoNGzYEkB8MxcTEiMcfPnyIRYsWiZuAqDaaAAAbGxt07doVALBjxw5x51kACA8Px9KlS7WuY9a6dWtxY5INGzaobaCQnJyMDRs2wN/fH+bm5oXuYlse+vfvD6lUioCAALi5uamNcoyKisLy5cuRnp4Oc3NzjV1vg4ODMX36dEyfPh3BwcHF3isqKgqhoaGQSCSYOXNmuU75fZlEIsHYsWMBAGfOnMHJkyfFKcyZmZnYsmWL1uC1otnZ2QHI3wX6zp074vG7d+9i/fr1ZVqguWPHjmjZsiWUSiV+/vlntWf36tWr2L9/PwDtOyiXhur7cfPmTfj7+4vHo6OjsWXLFvH7BvzfBjZyuRzNmzeHUqnEL7/8ota2jIwM7N+/H1FRUTAyMkKbNm0AAO+88w4aNWoEhUKBn3/+WS0sffHiBVasWIGoqCg0aNCgyPUriYiIiIjozcQpwEQ6wNDQED/++CNWrlyJkJAQrFq1Cnp6erCwsIBMJkNKSoq4Fpqenh7GjBkDZ2dntTqaNGkCPz8/nDp1Crdu3YKLiwucnZ0xevRo+Pn54enTp5gyZQqsrKyQkZGB9PR0WFpaYv78+VixYgViY2MxadIkLFy4EI0bN8bMmTOxYMECRERE4Ntvv4WVlRUUCgWSkpIgk8nw3nvv4fz58xqjpr755hssWbIEjx49wuzZs2FhYQEDAwPExcVBqVTC3NwcCxYsKNHoxbKyt7fH5MmTsXPnTpw9exbnzp0Td0JWjUYzNjbG/PnzNTaZUE2vVf1cnEePHgHIX6Nx2bJlxZZftmyZuOtsWfTu3RtPnjzBsWPH8Ouvv2LPnj2wsLBAYmIicnJyMHXqVGzfvr3M9ZfF+++/jxMnTiAhIQE//PADzMzMkJeXh4yMDDRo0ADvvPMOjh8/Xup658yZA1dXVzx8+BBTpkyBtbU1UlNTxe9C9+7dMWDAgFdq+3vvvYdTp06JawFaWlpCqVQiKSkJBgYGmDVrFvbv34+YmBjMnTsX48ePR//+/TF9+nQsWLAAt2/fxuTJk2FpaQk9PT0kJCQgLy8PUqkU06dPF0cC6unpYcGCBVi0aBGCg4Mxbdo0ceFqVWhfu3ZtLFiwoEJDZCIiIiIiqp4YABLpCFtbW6xZswY+Pj7w9fVFSEgIkpOToVQqYWJigubNm6NDhw7o27ev1gBp+PDhCA8PR0BAgNo04mbNmmH16tXYv38/AgMDkZycjNq1a2Po0KEYOnSouGHFiRMnkJWVJY4ktLCwwJo1a3Ds2DFcuXIF0dHRMDIyQseOHTF69GhERkbi/PnzGtMvzczMsGrVKpw6dQoXL15EZGQksrOz0aBBA3Tp0gVDhw6tsCmyBTk7O8PBwQEeHh7w9/dHfHw8DAwM0LhxY3Ts2BFDhw59pSBORbUhh0KhKHbnYwDIy8t75XtOnDgRLVu2xLFjx/DkyROkpaWhVatWGD58ODp16lTpAaCZmRl+/vln7Nu3D3fu3EFaWhpsbW0xYMAAfPDBB/Dw8ChTvba2tli3bh3++usv/Pvvv4iLi4OBgQEcHBzw/vvvo2/fvlqn7ZZGzZo1sXr1avzxxx+4ceMGUlJSYGlpiQEDBmDYsGGoW7cuatasia1btyItLU38ftjZ2eGXX37B33//jfv37yMhIQFKpRIWFhZo1aoVhg4dihYtWqjdq3bt2li3bh08PDzg4+ODFy9ewMDAAM2aNcPbb78NZ2dn1KxZ85XeDxERERER6SaJUJJdAIiIytm+fftw6NAhDBgwADNmzKjq5hDpnJen85c3uVwOmUwGhUJR5M7SrxuZTAa5XI7ExEQoFIqqbk6JVcf+Zl9Xrtehv2dGJ5XpumVrvi/zPS3WbC7zta/idejv0uKzXbnY35WrLP2tmk1B9KbgCEAiKnc5OTlYvXo1BEHApEmTNDYQUSqVuHHjBgCgZcuWVdFEIiIiIiIiojcGA0AiKneqNftCQ0ORk5ODWbNmwcbGBkD+rql79uxBWFgYrKys0L179ypuLREREREREZFuYwBIRBVi6tSpWLx4Me7du4fJkyeLG5Ko1jozNjbG3LlzYWRkVNVNJSIiIiIiItJpDACJqEI4ODhg06ZN8PT0hJ+fH2JjYyEIAurUqYPOnTvDxcVFHBVIRERERERERBWHASARVZhatWph4sSJmDhxYlU3hYiIiCrY5toWpb5GLpdD9vuBardRAhERUXUjreoGEBERERERERERUcVhAEhERERERERERKTDGAASERERERERERHpMAaAREREREREREREOowBIBERERERERERkQ5jAEhERERERERERKTDGAASERERERERERHpMAaAREREREREREREOowBIBERERERERERkQ5jAEhERERERERERKTDGAASERERERERERHpMAaAREREREREREREOowBIBERERERERERkQ5jAEhERERERERERKTDGAASERERERERERHpMAaAREREREREREREOowBIBERERERERERkQ7Tq+oGEBERERFR9TAzOql8K4xOwrI135dvnf+fxZrNFVIvERFRdcQRgERERERERERERDqMASAREREREREREZEOYwBIRERERERERESkwxgAEhERERERERER6TBuAvKGu3nzJry8vPD48WMkJSVBEARYWFigWbNm6NGjB3r27AmZTKZxnZeXF168eIEOHTrAwcGhClpeeTw8PLBr1y7MmTMHTk5Opbp27dq1uHTpEgYMGIAZM2ZUUAuBHTt24MSJE/jpp5/QsmXLcqnT398f/v7+qFOnDvr06VPq6wMDA3H27Fk8fPgQCQkJUCgUMDMzQ+PGjeHo6Ig+ffrA0NCwXNr6pvPy8oKHhweePXuGvLw8HDt27JXq2rBhA+rVq4etW7eW6Jr169fjwoULhZ7X09ODXC5H+/btMXLkSNSrV6/M7atIrq6uuH//Pj7++GOMGjWqqptDRERERERUbhgAvqHy8vKwdu1a+Pr6AgAMDAxgaWmJvLw8JCQkIDY2FteuXcOhQ4fg6uqq8T/sXl5euH//PgwMDHQ6AFQoFDh//nyZrvX29salS5fKuUWaMjMzcfny5XKv19/fHwcOHEDHjh1LHQDu3LkTx48fB5Af/lhaWgIAEhMT4efnBz8/Pxw8eBDz5s0rt8DyTRUXF4dNmzZBqVSiRo0asLa2rrK2GBgYwMbGRu2YIAhITU1FbGwszp8/jytXrsDV1RUdO3asolYSERERERG9eRgAvqH27NkDX19fmJub44svvkDnzp3FkX7Z/4+9+46ruu7/P/44h72nijkJNXPkzJ2apQ0R1IZmdeXKlpdepWlpVs4sNSRzdJl2aWqOTEnRTBFRcIsDRUCQJcreIPPw+4Pf+Xw5cVBUhuDrfrtdtwvOZ73P+/PhJE/e7/crP5+TJ0+ydu1aYmNjmTt3LitWrHjkRmvFxMSwbds2oqOj7/nYW7dusWbNmmpo1f8pKSkhPDycjRs3kpGRUa3Xuhd79+7lzz//xMTEhA8//JB+/fphZGQEQGFhIRcuXGDt2rXEx8czf/58fvzxR+zs7Gq51XVXQkICGo0GgDVr1tRqX7Zp04ZFixbp3RYZGYmnpyfXr1/n+++/57///S9mZmY13EIhhBBCCCGEeDRJAPgIysvLY//+/QBMnTqV7t2762w3MTFhwIABNGrUiBkzZhAfH8+pU6fuefprXbVw4UKCg4PJysq6r+O1oyvz8/Np2rQpN27cqOIWwieffEJcXBy3b9+u8nM/qD/++AOAcePGlRs5aGRkxNNPP03z5s356KOPyMrKwsfHR6ZbPgBt+KedZvuwcnZ2Zvr06Xz44YdkZGRw/vx5+vTpU9vNEkIIIYQQQohHggSAj6DY2FgKCgpQqVR07ty5wv3atm1LixYtiI6OJjIykv79+7Nlyxa2bt2q7LNx40Y2btzI6NGjGTNmjPJ6ZGQk3t7eXLlyhaSkJExMTHBwcKB79+4MGTIEJycnvdf09fXF29ub6OhoTExMaNOmDSNHjqSkpITZs2fToUMHvSOM/P39OXDgANevXyc/P58GDRrQo0cP3N3dlemnlZWSkoKBgQG2trYAZGZmKiFLZWzevJmwsDBeeeUV0tLS7hgABgUFMXv2bKA0eOzYsWOlrpGcnIyJiYkyKjM9Pf2uxxQXF7N//36OHDlCbGwshYWF2NnZ0aFDB1555RWaN29erk0A58+fx83NrcK+LysjI4Pk5GSAO07xbNSoEZ06deLMmTNERkYqryckJPDuu+8CpaNU9QVabm5uAHrXO4yLi2PHjh1cvHiRzMxM7OzscHZ2xt3dnQ4dOpQ7V3Z2Nn/88QcnTpwgKSkJCwsLGjduzAsvvED//v31rn95/vx5vL29CQ0NJTc3F3t7e7p27Yqbm5vete3y8/Px8vLC39+fmzdvAmBvb0/nzp159dVXadiwYbljjhw5wt9//01kZCT5+flYW1vzxBNP4O7urjPlXtsXUBo8a7//888/H7gvq0PTpk2xsbEhIyODW7duKa9PnDiRxMTECtfZ1Lc2n/b9qdVqdu/ezd9//83u3bu5efMmmzZtwtLSEoCCggL27NmDn58fN2/exNTUFCcnJwYOHMiQIUMwNjbW29Zbt26xdetWLl68SFZWFnZ2dvTu3Zs33ngDc3PzcvvHx8fj7e3N+fPnSUpKQq1WY29vT6dOnXjhhRdo0aJFuWOSkpLYsWMH58+fJyUlBSMjI5ycnOjTpw/u7u6YmpqWOyY/Px9vb2/8/f2Ji4sDoFmzZjzzzDO89NJLFb4fIYQQQgghxKNNAsBHkDbUKCkpITQ0lPbt21e478KFCykoKFB+EbW2tqZJkyYkJSVRUFCAjY0NlpaWWFtbK8f4+vri6emJRqNRfgnOz88nKiqKqKgo9u7dy7x583QCh5KSEn744Qd8fHwAMDc3x9TUVFkvrqI16AoLC/Hw8MDf3x8AU1NTbG1tiY+PZ9euXRw4cICZM2fe03pj33//vc732nCiMi5evMiuXbto1aoVb775Jj/++GOlr3svNm7cqPN92SBIH41Gw4IFCzh37hwAtra2WFtbk5ycjK+vLwEBAcyZM4dOnTphYmJCkyZNyMzMJCsrC1NTUxwcHMqt7aZP2cAsJCSExo0bV7jvJ598wu3bt6sssDh16hRLliyhoKAAY2NjbG1tSU1NJTExkVOnTvH222/z2muvKfvfvHmTL7/8ksTEROU5zcnJITg4mODgYPz8/Pjyyy9Rq/+vWHrZtQ2NjIyws7MjNTWV/fv3c+jQIT788EOee+45Zf+8vDw+//xzIiIiUKvV2NnZoVarSUxM5K+//iIgIIBFixbphEMrV67kwIEDQOnPm6OjI6mpqZw4cYJTp04xdepU5eehSZMm5Ofnk5ycjEql4rHHHquSvqxOxcXFAHrD1fu1bt06vLy8MDMzo2HDhso9S09P56uvviIyMhKVSoW9vT15eXmEhYURFhbGoUOH+Pbbb8stbxAdHc0ff/xBdnY21tbWmJubk5iYiJeXF2FhYSxatEin/RcvXmT+/PnKH1a066neuHGD2NhY9u/fz4wZM+jdu7dyTExMDJ9//jlZWVnKOpkFBQVERkYSGRnJiRMnWLx4sU4ImJKSwldffUVMTAwANjY2GBgYKO9n//79zJ8/v1I/q0IIIYQQQohHiwSAj6AWLVrg6OhIcnIy8+bN4+WXX6ZHjx60adOm3C/lZYM9AFdXV1xdXZUROe7u7jrTN4uLi/n555/RaDQMHTqUsWPHKr9cR0VF8d1333Hjxg127NjBnDlzlOP27NmDj48PpqamTJkyhb59+6JSqUhJSWHlypVKMPhPGzZswN/fH0dHRyZPnkyXLl1QqVRkZ2ezefNmvL29Wbx4MatXr77nkYD3KjMzEw8PD4yNjZk2bRqGhnf/8dKGbdqvq8vRo0c5d+4cNjY2fP3117i4uAClAdXmzZvx8vJi1apVrFmzhjZt2rB69WpltOeTTz7J3LlzK3UdS0tLnnjiCUJDQ1mxYgWhoaH07t2bJ598slzQZ2FhgYWFRZW8vxs3brB06VIKCgoYMWIEb7zxBqamphQWFrJp0yZ27drFli1b6N+/P40aNaKwsJCFCxeSmJhI586dmTp1Kg4ODkDpaNLvv/+ewMBAjh49ysCBA4HSUXV//vknlpaWvPfee0qFbO0Iv02bNrFixQqcnZ15/PHHlWMiIiJo0qQJX331lTLyNTMzk59++oljx46xdu1aFixYAPxf5WRjY2O++OILZYRuYWEhe/fu5ZdffmHt2rX07NkTc3NzVq9erYzYNDQ0rHTV3tpy9epVsrOzAWjdunWVnFOj0bBnzx7effddXn75ZZ3PsGXLlhEZGYmzszMzZsxQftYuXrzIt99+y/Xr1/Hy8uL111/XOaefnx+tWrXio48+Un5Wjh8/znfffcfVq1e5dOmSzh8V1q9fT0FBAX369OGjjz7CysoKKB0VuHz5coKDg9myZYtOALh27VqysrLo06cP//73v5WfhRs3biht2717N6NHjwZKP1sXLVpETEwM7dq1Y/LkyTRt2hQoHa24YsUKLl++zDfffMOyZctQqVRV0r9CCCGEEEKI+kECwEeQgYEB06dPZ+HChWRlZbFz50527tyJiYkJLi4utG7dmlatWtGpUydlGmxlxcfHK9PltNPztFq2bMnw4cP58ccfiY+PV14vLCxkx44dAIwfP55+/fop2xwcHPjss8+YPHmyzjHaa+3duxe1Ws2sWbNo1aqVsk0b0sTExBAUFMS+fft466237um93KsffviB1NRUPvroI71TQfXRhm3V7erVqwB07NhRCTSgdMTk2LFjuXTpEjk5OaSkpDxwFdmpU6fy9ddfk5iYyL59+9i3bx+GhoY8/vjjtGrVitatW/PUU09V6Silbdu2kZ+fT9euXRk3bpzyupGREWPHjuXy5ctcu3aNkydP4u7ujq+vL7Gxsdja2vLZZ5/pTOns168f165dY9euXQQEBDBw4EByc3P57bffAJgyZQq9evVS9jcxMeH111/n1q1b+Pj4sHv3bj755BPg//q9Z8+eOtPera2t+eCDDwgLCyMpKYni4mIMDAyU/Vu2bKkzPd/IyIgRI0Zw8eJFbty4QUxMTJ2pnlxcXExqaipnz55Vlg9wcXGp0urhzz77LMOGDdN57cKFC1y8eBFjY2Nmz56tM9W6U6dOvPnmm/z0008EBASUCwAtLCyYN2+eMo0YoE+fPrRt21YZIaoNAAsLC4mMjMTAwIApU6boPEtOTk6MHj2aL7/8stznl/ZeDx48WCcIb9q0KePGjWPVqlXExsYqr/v5+XHt2jUaNGjAl19+qXOdxo0bM3v2bCZOnEh4eDiXLl2iU6dO1b4mpPbzXTu6ta7QhqM2NjaUlJTUcmsqry72t/R1zaqx/o5Pr75zV7HqvH918fmWZ7tmSX/XrLra30LUJAkAH1Ht2rVjzZo1HD58mNOnTxMaGkp+fr7yyy2Ufvh36NCBt99+u9JhQ6NGjVi/fj1GRkY64Z9WWloagM6aeqGhoWRkZGBkZKR3qq+xsTGDBg1iy5YtOq/7+/uj0WhwdnbWCf/K6t+/P0FBQVy6dKlS7b9f3t7enD59ml69evHCCy9U67Xuh3YkZ2BgIOfOnaNbt27KNgMDAzw9PavsWk2bNmXlypX4+vpy8uRJrl69yu3bt5VpilqtWrVizJgx5YrQ3Kvi4mJOnz4NwIsvvlhuu0qlYty4cVy7do2WLVsCpaO5AJ555hm967m99NJLyjRpgLNnz5KTk4OFhYVO+FdW//798fHx0XnWtMf7+fnRt29fnVFvlpaWrF27Vucc2v0jIiI4fPgwzz77rM5Irq+//vqOfVHbLl++fNfp6Pb29kybNq1KR6g9//zz5V7T3uMuXbroXWfxmWeeoaCgQO9I3e7du+uEf1pOTk4EBwfrVN02MDBg/fr1qNVqvc+Svs88QJmCv3PnTlq2bKmMQAXo2rUrP//8s87+fn5+APTu3VvvdSwsLOjevTt+fn5KAFiV06zvRKVS1di1qpK+/0bVBXWxv6Wva1Zd7e/qUBP3ry72tzzbNUv6u2bV1f4WoiZIAPgIs7Kywt3dHXd3d4qKioiMjCQsLIzQ0FAuXrxIWloaQUFBzJo1izlz5lRqHT1DQ0McHR0pKiri6tWrhIeHk5iYSFJSErdu3SIqKqrcMdr1rJo2bVrhNFhtcFNWREQEUDr97YMPPtB7XH5+PoBSmKI6REdH88svv2Bvb8/kyZOr7ToPYujQofj5+REfH8/cuXNp2LAhHTp0oF27djz11FMVFmW5XyYmJrz44ou8+OKLFBcXExMTw7Vr15RnKzExkfDwcObPn8+///1vvQFOZd26dUuphvzkk0/q3adDhw46RUC0hUcq2t/JyYkRI0Yo32uftfz8/AqftaKiIgBSU1OVEX2vvfYagYGBpKSkMG3aNJo2bUr79u2Vfi8b+kBpiHjgwAHCwsJYvnw5GzZsoEOHDjz55JM89dRTSqGWh5WxsbHekZ2GhobY2trSsWNHXnrpJWWKbFXR9/ze7R5bW1vr3OO7nQ9QprEXFBQor6nVahwdHdFoNERERBAaGqp85iUkJCjPzj+NHTsWDw8PLl++zIQJE2jTpg1PPvkkHTp0oH379uVCvuvXrwOlQaB2Lc9/yszMBEqLi8D/rbdYXdRqNSqVipKSknsqlFTbVCoVarUajUZT50Y21LX+lr6uWXW1v6tTdX4O1sX+lme7Zkl/16z76W8JCsWjRgJAAZT+gt66dWtat27N0KFD0Wg0nD59muXLl5Obm8vPP//MypUrK3UuX19ffvnlF53KtJaWljz++OP06dOHgIAAnf21a4LpG3GjpS8Y1B6Xl5enVMOsSF5eXqXafq+Ki4tZunQphYWF/Oc//ym3ZuLDwtbWluXLl3PgwAECAgIIDw/n8OHDHD58GCgNWMeMGVPh6LYHYWBggLOzM87OzgwZMgQorTTs4eFBcnIy69atY8CAARgZGd31XNqQrSztc6BWqysdLGVlZQFUeop7Tk6Ocv27PWtQGhSam5vTtGlTfvzxR7y9vTlx4gTR0dHcuHFDKfLRtm1b3nnnHaUQj4mJCd988w0+Pj4cPXqUkJAQjh07xrFjx4DSYOqVV16pklGm+vryQbVp0+aulaLvx93aqu8v1NrnwsbG5p6vd6/rcZ47d46ffvpJZ5qvmZkZLVq04Nlnn+XQoUPljunfvz8tW7Zk7969nD17lpCQEEJCQti1axeGhob07NmT8ePHK4Gq9v1kZGTojEDUR/t5px19WF3s7OwwMDBAo9FU+7WqkoGBAXZ2dmRkZFR7SFqV6mJ/S1/XrLra39WpOu9fXexvebZrlvR3zbqf/n7QpY+EqGskAHwErVmzhpSUFFxdXenUqZPefdRqNb169eKNN95g3bp1xMbGkp2dfceQDkpHp3h4eKBSqRg+fDi9evWiWbNmSjDj4+NTLgDUBj/aUVz6aEe2lKX9Jb1Xr17MmjXrju2qLrdv3yY6OhqAL7/8ssL9/vrrL/766y8AtmzZctd+rA7m5uaMGDGCESNGkJOTQ2hoKJcuXeL48eNERUXxzTff8M033zzQ2mxbt24lIiKCfv36MWDAgAr369ixI5MmTWLRokXk5OQQExOjszZhRbQhSFnav9xpNBry8/MxMzO763kMDQ0pKiq64zNXlvZZc3Z2vufp0jY2NowZM4YxY8aQkZGhFJE4fvw4ISEhfPXVV6xYsUKpmGxkZKSMnszPzyc0NJTLly9z8uRJoqKiWLlyJSYmJkpxkvulry8fVtoA9l5on4vK3uP7deXKFebPn49Go+G5555j4MCBNG/eXFl7JigoSG8ACNC8eXM+/PBDoLQq9dWrV7lw4QInT54kICBAud9qtRoTExNyc3OZOHHiXadZCyGEEEIIIcQ/1c2J/eKBxMbGcurUKS5evHjXfR977DHl68oMAd+/fz8Aw4YNY/z48bRr105nVJa+IE9bnTchIaHCa1y5cqXca9pCGzdv3qywPXFxcfj6+lbqvd4PtVpNkyZNKvyfdhqfhYWF8lptrKcREBCAr68vubm5Snu6du3K2LFjWb16NR07dqSkpKRcOHuvEhISOHXqFGfOnLnrvtrAq6yyfaNv6L52WmdZTk5OynpyN27c0HutXbt2MWvWLOX51F67bJGFsi5evMisWbNYtWoV8H/PWkJCQoV/CU1JScHX11dZj7C4uBhfX1+OHDmivBcbGxt69erFpEmTWL16NU2aNKGgoEA55ty5c/j6+ip/tTQxMeGpp55izJgx/PDDD0roV5n7dD99WVu0909fO/Py8rh169Y9n1N7jyt6JmJiYpg1axYLFy6853OXdeDAATQaDb169WLq1Knlim9oR5uWpX1Wzp8/r7z22GOP8dxzzzFt2jQ8PDxQq9XExcUpyyZU5vPuypUr+Pr6KssqCCGEEEIIIYSWBICPIG3RhYMHD+pM09VHG+Q4OjpWanql9nz6quAWFhYqC9mX1a5dO1QqFVlZWcrC/WWlpaUpUyDL6tGjB1D6i7y2cElZJSUlrFq1Cg8PD70BYlUwNzdn9erVFf5PO6X2mWeeUV7Tt4B/ddu0aRMeHh5cuHCh3DYDAwPlfj3oOh9PP/00ACdOnKgweNE6e/YsULqumjasKfuM6Qs6tFOWy7KysuKJJ54AUKbWlnX79m28vLy4fPmyMh207M+Avvf8559/cvnyZWUUWbdu3VCr1eTm5up9FgF+/fVXPDw8lGdYrVazcuVKvv/+e2X9trLMzMyU4hTaNvz55594eHhw5MgRvdfQrgFYmft0P31ZW7Rt1ddOPz+/+5qurL3HR48e1bsEwP79+7l8+fIDr8lzp8+8kpISvaP/kpKS8PDwYNmyZRQWFpbb3rhxY2W9Qe291v5sHT16VAnyy8rMzGTRokV4eHjcdYqwEEIIIYQQ4tEjAeAj6OWXX6Zx48ZkZGQwc+ZMjh8/rhTLgNJfOKOiovjhhx+UaasjR47UOYf2l9N/FtfQBhTe3t4kJiYqr2unOmpHs5RdRL9BgwbKL7dr164lJCRE2RYdHc28efP0TgFs3769UpjE09OT8PBwZVtGRgaenp4EBQVhY2PDsGHDKtk7NSssLIwPPviADz74QKdCblXThqXr16/X6d/i4mKOHj2qBE5lK/Jqp72mpqZWOiTp3bs37dq1o7CwkNmzZ3Po0KFy9+7mzZv88ssv/Prrr0BpxV1tKGpqakqzZs2A0kBNG67k5+ezZcsWjh49qnex3tGjRwNw6NAh/v77b2WUXnp6OkuWLCE1NRVHR0flOXN1dcXS0pK4uDhWr16tTBMtLCxk06ZNnDlzBrVarVQVbtSoEYMHDwZg3bp1OiNKc3Nz2bBhA4cPH8bY2JjXX38dKB3Vpu3PlStX6ozKKigoYO/evVy6dAm1Wk3Xrl2B/7tPv//+O+fOnVPCn5KSEs6fP8+ff/4JUKnKyffbl7VBWx153759StEMjUaDv78/69evv692Dhw4ECcnJ7Kzs1m2bJky+lij0bBv3z5lNOjLL7/8QG3Xfub5+vrqFDmKjo5m8eLFBAYGKtfVBpmtWrXC3t6ezMxMVqxYofOHmIyMDFavXk1eXh6Ojo5KAaShQ4dib29PdnY2S5cuJSUlRedac+fOJSsri06dOtGxY8cHek9CCCGEEEKI+kfWAHwEmZiYMH/+fL755hsiIiJYvHixUqXTwMCAzMxMJRAxNDRk9OjRuLq66pzD2dmZwMBA9u3bx7lz53B3d8fV1ZVRo0YRGBhITEwMkyZNwsHBgdzcXHJycrC3t+ezzz5j0aJFJCUlMWHCBObMmUPLli2ZPHkys2fPJjY2lhkzZuDg4EBxcTHp6ekYGBjw/PPPc+jQIWWqoNa0adOYO3cu165d45NPPsHW1hZjY2OSk5PRaDTY2Ngwe/bsKq86WlXy8/OVohJlQ9iq9tprr3H69Gni4uKYMWMGVlZWWFhYkJaWplx3yJAhShAFpfcYSsOFcePG0alTJz755JM7XkelUvHFF1/w7bffcvHiRX744Qd+/PFH5b5kZWUpgaBarcbV1ZV33nlH5xyvv/46y5YtIyQkhHHjxmFjY0NmZiZFRUW89tpr+Pn56YTLAF27dmXMmDFs2bKFH3/8kfXr12Nubq6El2ZmZkyfPl1Zb9LOzo7p06ezaNEi/vrrL3x8fLCzsyM1NZWioiJUKhXjxo2jRYsWyjXeffddUlJSOHv2LHPmzMHKygpzc3NSUlIoKirCzMyMTz75RGfa/Lhx47hy5QoRERFMnjwZGxsbTE1NSUtLU0Lwt956SwmRhgwZwtGjR7l69Spz587F3Nwca2trMjMzlVFf3bp1U8LIu7mfvqwNbm5uHDlyhMzMTD7++GNsbW25ffs2+fn5dOjQAXt7e44ePXpP5zQxMWHmzJl8+eWXnDp1irNnz+Lg4EB6errS925ubnTr1u2B2u7u7o6fnx+pqalMnToVBwcH8vPzycrKwsLCglmzZvHdd99RUFDAu+++y+TJk+nWrRsffPABixcv5siRI/j5+SkVobXPrLGxMVOnTlXCTysrK2bPns28efM4e/YsEyZMUCqup6amAqXB4vTp0x/o/QghhBBCCCHqJwkAH1ENGzZk6dKl+Pv7ExAQQEREBBkZGWg0GiwtLWnVqhWdO3dm0KBByi+mZY0YMYLo6GiuXLmiM3rFxcWFb7/9ls2bNxMcHExGRgZOTk64ubnh5uaGhYUFo0aNYs+ePeTl5SkjCW1tbVm6dCm7d+/m2LFjxMfHY2pqSpcuXRg1ahQ3btzg0KFD5apzWltbs3jxYvbt28eRI0e4ceMG+fn5NGvWjO7du+Pm5qazHtejytLSkiVLlrBr1y7OnDlDQkICiYmJWFhY0LZtW55//vlyRTu6dOnCsGHDOHr0KFlZWZWuAmZpacn8+fM5c+YMfn5+hIWFkZaWRkZGBubm5rRt25annnqKQYMG6YRlWgMGDMDExITdu3cTGRlJXl4erVq1ws3NjX79+umdRg6lowBbt27N7t27CQ8PJz09HUdHR7p27crIkSNxcnLS2b9r1654eHiwfft2Ll26REpKCpaWljz55JO4u7srlXm1jI2N+eKLL/D19eXvv/8mKiqK9PR0GjVqROfOnXF3dy93jUaNGrF8+XJ27tzJhQsXSEpKIjs7GysrKzp37sxLL72kE0AZGRkxf/58/vzzT06cOEFcXByJiYmYmZnx5JNPMmDAAF544YVKj4i7376saU2aNOG7775TPjdyc3Np3LgxAwYMwM3NTVmL8V65uLjg6enJ9u3bOXv2LKmpqZiZmdG+fXtefvllevbs+cBtb9CgAUuWLOHXX3/lwoULZGRk0KBBA5577jmGDx+Ovb09EydO5NdffyU3N1f5zOvZsyfffvstXl5eXL16VfkcbdCgAR06dGDkyJHKCE6t1q1bs2LFCv744w9OnTpFUlKS8jPVv39/XnzxRQwN5T/rQgghhBBCiPJUJQ+66JcQNWDTpk1s376dF198UamaKYQQomL/XKKhqtnZ2WFgYEBxcbFSuKYuMDAwwM7OjrS0tEr/YeNhUBf7W/q6ZtVUf0+OT6/ycy5Y+kWVnxPAdumP1XJeqJvPtzzbNUv6u2bdT387OjpWc6uEeLjIUAFR6woKCvj2228pKSlhwoQJ5RbT12g0SpXUtm3b1kYThRBCCCGEEEIIIeosCQBFrdOu2RcZGUlBQQFTp06lQYMGQGkRhw0bNhAVFYWDgwN9+vSp5dYKIYQQQgghhBBC1C0SAIqHwnvvvcfXX3/NpUuXmDhxolKQRLsgvoWFBZ9++immpqa13VQhhBBCCCGEEEKIOkUCQPFQaNeuHStWrMDb25vAwECSkpIoKSmhcePGdOvWDXd3d2VUoBBCCCGEEEIIIYSoPAkAxUOjUaNGjB8/nvHjx9d2U4QQQgghhB4/OtlW6fns7Oww+N/WOlcoQQghhKhr1LXdACGEEEIIIYQQQgghRPWRAFAIIYQQQgghhBBCiHpMAkAhhBBCCCGEEEIIIeoxCQCFEEIIIYQQQgghhKjHJAAUQgghhBBCCCGEEKIekwBQCCGEEEIIIYQQQoh6TAJAIYQQQgghhBBCCCHqMQkAhRBCCCGEEEIIIYSoxyQAFEIIIYQQQgghhBCiHpMAUAghhBBCCCGEEEKIekwCQCGEEEIIIYQQQggh6jEJAIUQQgghhBBCCCGEqMckABRCCCGEEEIIIYQQoh6TAFAIIYQQQgghhBBCiHpMAkAhhBBCCCGEEEIIIeoxCQCFEEIIIYQQQgghhKjHJAAUQgghhBBCCCGEEKIeM6ztBgghhBBCCCEeHpPj02vuYvHpLFj6Rc1d7/+zXfpjjV9TCCGEqE0yAlAIIYQQQgghhBBCiHpMAkAhhBBCCCGEEEIIIeoxCQCFEEIIIYQQQgghhKjHJAAUQgghhBBCCCGEEKIekyIgok46c+YMPj4+hIeHk56eTklJCba2tri4uNC3b1/69euHgYFBueN8fHxISEigc+fOtGvXrhZaXnO8vLxYt24d06dPp3///hXud+PGDf744w8uXbpEWloaBgYGNGzYkM6dOzN8+HAcHR2rpD1BQUHMnj27wu0qlQoLCwtcXFx44YUX6NevX5Vc91Fz/fp1Tp48ibW1Na6urvd8fGRkJPv37+fKlSskJydTWFiIhYUFzZs3p3v37gwePBhLS8tqaPmj58yZM2zbto2YmBjy8/NZu3YtDRs2vK9zaX++jIyM2LlzZxW3VAghhBBCCFHXSQAo6pSioiKWLVtGQEAAAMbGxtjb21NUVERqaipJSUmcPHmS7du3M2vWLJo0aaJzvI+PD5cvX8bY2LheB4DFxcUcOnTorvtduHCBBQsWUFBQgEqlwsHBgYKCAmJiYoiJieHQoUPMnTuXJ554okrb5+TkVC6gzcvLIy0tjYsXL3Lx4kUuXLjA5MmTq/S6j4LIyEi2bt1KkyZN7jkA3LVrFxs2bECj0aBWq7G3t0etVpORkUFQUBBBQUFs376djz/+mB49elTTO3g0FBYWsnTpUm7fvo2xsTGNGzfW+0cLIYQQQgghhKgKEgCKOmXDhg0EBARgY2PDv//9b7p166b80pyfn8/JkydZu3YtsbGxzJ07lxUrVmBiYlLLra5ZMTExbNu2jejo6DvuV1BQwLJlyygoKKBXr168//772NvbAxAeHs6yZcuIi4vjhx9+YOXKlVXaxvnz59OoUaNyr2dnZ7N9+3Z2797N33//TefOnWUkYA05ffo0v/zyC2q1mgkTJvDCCy9gamoKlAbKV69eZd26dURERLB48WI8PDxo0aJFLbe67kpPT+f27dsALFiwgLZt29Zyi4QQQgghhBD1mawBKOqMvLw89u/fD8DUqVPp0aOHzogZExMTBgwYwBdffAFAfHw8p06dqpW21oaFCxfy5ptvMnnyZI4dO3bX/U+cOEFGRgY2NjZ8+umnSvgH0KpVKz7++GMAYmNjiY+Pr7Z2l2Vpacn48eOVMOTIkSM1cl0Bf/zxBwDu7u64u7sr4R+AgYEBHTp0YMGCBdjY2FBUVIS3t3dtNbVe0Gg0ytcNGjSoxZYIIYQQQgghHgUyAlDUGbGxscpU1c6dO1e4X9u2bWnRogXR0dFERkbSv39/tmzZwtatW5V9Nm7cyMaNGxk9ejRjxoxRXo+MjMTb25srV66QlJSEiYkJDg4OdO/enSFDhuDk5KT3mr6+vnh7exMdHY2JiQlt2rRh5MiRlJSUMHv2bDp06MCiRYvKHefv78+BAwe4fv06+fn5NGjQgB49euDu7q4TyFVGSkoKBgYG2NraApCZmakTMvxTVFQUAO3bt8fIyKjc9rKju/Ly8nS2lV3Pb+HChXTs2PGe2no3Tz75JCEhIdy8ebPctuDgYPbt20dYWBipqamYm5vj6OhIr169GDx4MHZ2dkDpCMd//etf5ObmMmHCBNzd3cudKy8vj7feeouCggJlrUTtszJo0CAmTZrEjh078Pf3Jy0tDQcHB5599lleffVVoHSdxcOHDxMfH4+ZmRkdOnRg7Nixep+T4uJiDh48iK+vLzExMRQVFdG4cWP69OnDsGHDsLCw0Nlf247Bgwfz/vvvs2vXLo4ePUp8fDwmJia0bt2a0aNHK2FpQkIC7777rnJ8XFwcbm5uNGzYkJ9//vmufR4REQFA165dK9zHwsKCfv364e3tzfXr13W2ubm5AfDdd9/pHc02ceJEEhMT9a5JmZKSwu+//86ZM2dIS0vDxsaGpk2b4urqqneqcUFBAXv27MHPz4+bN29iamqKk5MTAwcOZMiQIRgbG5c75tq1a+zevZsrV66QmZmJra0tHTt2xNXVldatW5fbv7i4mP3793PkyBFiY2MpLCzEzs6ODh068Morr9C8efNyx5w9e5a9e/dy7do1cnNzsbS0pFWrVrz88ss8/fTT5fpCa9y4cQCsXbuWRo0aPVBfCiGEEEIIIYQ+EgCKOkM72q+kpITQ0FDat29f4b4LFy6koKBAGcVkbW1NkyZNSEpKoqCgABsbGywtLbG2tlaO8fX1xdPTU2f9s/z8fKKiooiKimLv3r3MmzdP5xfykpISfvjhB3x8fAAwNzfH1NSUwMBAAgMDefbZZ/W2r7CwEA8PD/z9/QEwNTXF1taW+Ph4du3axYEDB5g5cyZdunSpdP98//33Ot//M2T4pz59+uDs7Ezjxo31br927RoAhoaGFe5TXYqLiwHKrYm2fft2Nm3apGxzcHAgJyeH8PBwwsPD2bNnD0uWLMHJyQljY2N69+6Nj48PAQEBegPAM2fOUFBQgJmZGT179tTZlpmZyYwZM4iJicHa2hqVSsWtW7fYsmULiYmJJCcnc+HCBQwNDbG1tSU1NZXjx48TEhLCihUrsLKyUs6Vk5PDggULuHLlClAapFlZWRETE0NUVBT79u1j7ty5ODs7l2tjdnY2M2fOJDw8HCsrK2xtbUlOTiYwMJBLly6xZMkSXFxcMDQ0pEmTJuTm5pKWloahoSGNGjXCwcGhUn1uaGhIfn4+V69epVOnThXu969//YtXXnmlytarCwkJYd68eWRnZ2NoaIidnR0ZGRlcuHCBCxcu8MILL/DRRx8p+6enp/PVV18RGRmJSqXC3t6evLw8wsLCCAsL49ChQ3z77bc6U/+9vLxYv349JSUlGBoaYm9vT0ZGBr6+vvj5+TFmzBhef/11ZX+NRsOCBQs4d+4cALa2tlhbW5OcnIyvry8BAQHMmTNHp5927NjBr7/+CpTe3wYNGpCens65c+c4d+4cb731lnINJycn1Gq1MrK2cePGqNVqDA3lP8lCCCGEEEKI6iG/bYg6o0WLFjg6OpKcnMy8efN4+eWX6dGjB23atCkXRpQN9gBcXV1xdXVl1qxZXL58GXd3d2UUF5QGTj///DMajYahQ4cyduxYJUCIioriu+++48aNG+zYsYM5c+Yox+3ZswcfHx9MTU2ZMmUKffv2RaVSkZKSwsqVK5Vg8J82bNiAv78/jo6OTJ48mS5duqBSqcjOzmbz5s14e3uzePFiVq9efc8jASurdevWOiOfNBqN0oZLly6xbt06AEaOHFluHUUTExOlwEpVr7FYXFzM+fPnlTZqZWZm8ttvvwHw9ttvM2LECCUwCQ4OZvHixaSnp+Pl5cV7770HwMCBA/Hx8SE0NJSUlJRyYZi2mEyfPn3KvY+zZ8/i5OTE4sWLadeuHcXFxfz3v/9l//79HDp0CJVKxb/+9S+GDx+OoaEhMTExfP7556SmpuLn56dTgMPT05MrV67QokULJk+erBRVSUtL46effuL48ePMnz+f1atXl2vHiRMnsLCwYPbs2UpIefPmTb744guSk5PZvXs306ZNw8HBgdWrV+Pj44OnpyeNGjVi9erVle73rl27cuzYMX777Tdu3bpFv379aN++Pebm5jr7mZmZYWZmVunz3klmZiaLFi0iOzubgQMH8u6772JlZYVGo2Hv3r38/PPPHDhwgGeffVYp2rNs2TIiIyNxdnZmxowZynN48eJFvv32W65fv46Xl5cStp08eZJ169ZhbGzMO++8w0svvYShoSGFhYX4+vqyZs0aNm3aRMuWLZXRhkePHuXcuXPY2Njw9ddf4+LiApSOGN28eTNeXl6sWrWKNWvWoFKpSExMZPPmzahUKj7++GMGDBiASqVCo9Fw7NgxPDw82Lp1K/3798fJyYkFCxbojNhcvHixMnJVCCGEEEIIIaqDBICizjAwMGD69OksXLiQrKwsdu7cyc6dOzExMcHFxYXWrVvTqlUrOnXqpEyDraz4+HiysrKws7Pj3XffRa3+v+UxW7ZsyfDhw/nxxx911sIrLCxkx44dAIwfP16nWIWDgwOfffYZkydPLrd+Xnx8PHv37kWtVjNr1ixatWqlbLO0tOS9994jJiaGoKAg9u3bx1tvvXVP7+V++fv7s3TpUp3XRowYwZtvvllu3zZt2txTuFQZWVlZXL9+nd9//53Y2FjUajVDhw5VtkdERFBcXEzr1q157bXXdI5t164dQ4YMYfv27SQkJCivd+zYEQcHB1JSUjh+/DjDhg1TtuXl5SkjvPSN1FSpVMyZM4dmzZoBpc/fa6+9pqxDOXjwYJ0QuXnz5vTr14/9+/croycBLl++zMmTJzE3N+fLL7/UWe/Nzs6OTz/9lI8++oibN2/i5+fHkCFDyrVl+vTpdOvWTfn+scceY9iwYfzyyy+EhobepWcrZ+LEidy4cYPIyEh8fX3x9fVFrVbTokUL5WerQ4cONG3atEquB/Dnn3+Snp5OixYtmDp1qhLkq9Vq3NzcCA4O5vjx4wQEBNCuXTsuXLjAxYsXMTY2Zvbs2TRs2FA5V6dOnXjzzTf56aefCAgI4PXXX0ej0fDLL78ApSMXy95/IyMjhgwZQkpKCr/99ht//PGHEgBevXoVKH1+tOEflI7UHTt2LJcuXSInJ4eUlBQcHR0JCwtDo9FgY2PDwIEDlf3VajUDBgwgKCiICxcuEBERUeEyAtWhukNF7eekWq2uUwGmSqUCwMbGhpKSklpuTeXVxf6Wvq5ZVdrf8ekP3qCH3IPe27r4fMuzXbOkv2tWXe1vIWqSBICiTmnXrh1r1qzh8OHDnD59mtDQUPLz8wkODiY4OBgo/Y9Whw4dePvttytdWbNRo0asX78eIyMjnfBPKy0tDdBduD80NJSMjAyMjIz0BkjGxsYMGjSILVu26Lzu7++PRqPB2dlZJ/wrq3///gQFBXHp0qVKtb8qmJub07hxY53qpF5eXhgbG+sNAR9E2bXq9FGpVEyYMEEnfGnXrh3r16+vcMSh9h5ppw9D6T8A+vfvz65duwgICNAJgM6ePUt+fj6Ojo506NCh3PlcXFyU8E+r7D8munfvXu4YGxsboDTM1Dp69CgATz31lN5iDwYGBvTt25cdO3YQFBRULgBs1KiRTvinpV2Druy1HoSdnR3Lli0jICCA48ePc/nyZbKysoiMjCQyMpK///4bgCZNmvD6669XOL39Xhw/fhyA559/Xu+U4tdff50nnnhCqRit3b9Lly464Z/WM888Q0FBgTIyNCwsjFu3bgEwaNAgvW0YMGAAv/32GyEhIeTn52NiYqKMIA4MDOTcuXM6/W9gYICnp6fOObTTvTMyMvjjjz9wc3PTmc47efLkSvRG1auqadp3o1KpauxaVUnfZ31dUBf7W/q6ZtXV/q5pVXVv62J/y7Nds6S/a1Zd7W8haoIEgKLOsbKyUiqVFhUVERkZSVhYGKGhoVy8eJG0tDSCgoKYNWsWc+bMqdQ6eoaGhjg6OlJUVMTVq1cJDw8nMTGRpKQkbt26pRTMKCsmJgaApk2bVhhKtWzZstxr2mILt27d4oMPPtB7XH5+PgDJycl3bXtV6d69uxJq3bhxg23btuHn58e2bdto2bIlffv2rbJrOTk5lfsPs1qtxszMDGdnZ4YMGVKuMIOJiQkmJibk5+dz8eJFIiMjSUpKIikpibi4OGJjY/Vea+DAgezatYuQkBBSU1OVKdXa9RcHDBig9x84+kZqlW2zNuzTp2wIqb3fQUFBFd7vnJwcAJKSkspt0xd0AUqhi4KCggrbca8MDQ0ZMGAAAwYMoKSkhLi4OK5du0ZoaChBQUHExsYSFxeHh4cHt27d0imgc68KCgqIi4sDUKb3/tPjjz/O448/rnwfGRkJlBaJ0cfa2poRI0Yo32sLlahUKj799NM7tkej0ZCamkrjxo0ZOnQofn5+xMfHM3fuXBo2bEiHDh1o164dTz31VLlno2PHjvTo0YPTp0/zv//9j99//50OHTrw5JNPKqMItX9Nr0lln8PqoFarUalUlJSU3LHg0MNGpVKhVqvRaDR1bmRDXetv6euaVVf7u7Y86GdkXexvebZrlvR3zbqf/pagUDxqJAAUdZqhoaGylt3QoUPRaDScPn2a5cuXk5uby88//8zKlSsrdS5fX19++eUX0tPTldcsLS15/PHH6dOnj7JenFZ2drayT0X0BYPa4/Ly8pQApCL/rL5bU5o2bconn3xCXFwc4eHhHDx4sEoDwPnz5yujuiqrpKQELy8vfvvtN2WEIpQGca1bt8bR0VFZO7AsZ2dnpSr0iRMnGDp0KPn5+cr03wEDBui9nr5KsmVVNtDR3u+cnBwl6KuIvvtdW4UhVCoVTZs2pWnTpspov4iICJYvX050dDTbt2/nxRdfrPQalUVFRTrfZ2dnK/+ovFOY+s9j7md/bZh5N9r+t7W1Zfny5Rw4cICAgADCw8M5fPgwhw8fBkqD/TFjxtCrVy8AZTq/v78/vr6+BAUFcfLkSU6ePAmAvb09Q4cO5ZVXXqmSv6b/sy8roh0VW13s7OwwMDBAo9FU+7WqkoGBgVJsprpD0qpUF/tb+rpm1dX+ri0Pem/rYn/Ls12zpL9r1v30t6OjYzW3SoiHiwSAos5Ys2YNKSkpuLq6VlilVK1W06tXL9544w3WrVtHbGws2dnZdwzpAPz8/PDw8EClUjF8+HB69epFs2bNlKl92kqyZRkZGQHohFH/lJmZWe41bSjYq1cvZs2adcd2VZfCwkKlYungwYPLTXWF0gCoY8eOymjI2rZjxw42bdqEkZERb731Fl26dKFJkyZKkYotW7boDQChNOTbuHEjx48fZ+jQoZw5c4b8/HxatGihd5RmVdLebzc3NyZOnFit17pf+/fvJzAwkI4dO+Lm5lbhfi4uLnz88cf85z//QaPREBoaSu/evSt1DW0Yp1U22LzTz1BZ2r/SVnZ/bd9bWFgoBWQqy9zcnBEjRjBixAhycnIIDQ3l0qVLHD9+nKioKL755hu++eYbZfSidrp5//79KSwsJCIigsuXL3P69GlCQkL49ddfKSkp0ak2fL/+2ZdCCCGEEEIIcTd1c2K/eCTFxsZy6tQpLl68eNd9H3vsMeXrygxd1xZ2GDZsGOPHj6ddu3ZK+Af6gzztyKeEhIQKr3HlypVyr2mrlt68ebPC9sTFxeHr61up93o/jIyM2LdvH7t37yYoKKjC/bQjjf5ZCbY2/PXXXwC88847vP7667Ru3VqnXXdaC09blfXKlSukp6crYW7Zgg3VpTL3OyIiAl9fX8LCwqq9Pfqkp6dz6tQpZVr0nTRu3Fj5uuxzrx0RqW/KRVxcXLmpylZWVkowX9H07SNHjjBr1ixlHU3ttW/cuKF3/5iYGGbNmsXChQuB/+v7nJwcvT/D2m2+vr74+fkprwUEBODr60tubi5QGiB27dqVsWPHsnr1ajp27EhJSYnyHF25cgVfX1/lHhsZGdG2bVteffVVvvvuOyX0++cfESpyr30phBBCCCGEEHcjAaCoM7Tr0x08eFBnmq4+Z86cAUqHdZcN8iqiPZ82MCirsLBQJxzQateuHSqViqysLKU4QVlpaWkcO3as3OvaSqMxMTFK4ZKySkpKWLVqFR4eHnoDxKqiXUdNX9uhdB1C7RTG9u3bV1s7KutO9ygnJ4cTJ05UeGyDBg1o3749Go0GPz8/zp07h1qtrpEAUHu/z58/r1OhWKuwsJClS5fi4eFRYRBW3Z5++mkAQkJC7hgIQ2nxFK2yoye1P2faohtlaafOlqVSqZTiGtoCI2UVFxeza9cuLl++jJmZGfB/nwFHjx7VO116//79XL58WQnO2rdvr4TE2gD5n7y8vPDw8ODAgQPKa5s2bcLDw4MLFy6U29/AwEB5BrUBqHYE8Z49e/ReQ1uwpbLr0dxrXwohhBBCCCHE3UgAKOqMl19+mcaNG5ORkcHMmTM5fvy4UiwDSn8Zj4qK4ocfflB+2R85cqTOObTruv2zuIb2F3Rvb2+d6a4hISF89dVXShGQsiNvGjRooAQna9euJSQkRNkWHR3NvHnz9K751r59e6UwiaenJ+Hh4cq2jIwMPD09CQoKwsbGRqdqbVVzd3cH4NKlS2zYsEEZ7QSlxRPmzJlDUlISZmZm5doRFhbGBx98wAcffFBjo9a005T/+OMPZTRXcXEx58+f5/PPP1cCwopGR2nDvt9++428vDw6deqEg4NDtbf7mWeeoUWLFhQXF7NkyRKdkYAJCQksWrSIuLg4mjVrRv/+/R/4etpnPDMzs9IjxVq1aqWshbhgwQK8vLzIyMjQ2Sc5OZkdO3YoFXB79+6tM9JWW7Rlx44dxMfHA6UjSPft28cff/yhd5HlV199FUNDQy5cuMDWrVspLCwEIDc3l5UrVxIZGYmZmZmyBuHAgQNxcnIiOzubZcuWKc+BRqNh3759ykjel19+GQAzMzNeeeUVpV3aCtxQ+pzs3r2bHTt2oFKpdCpda0Pb9evX6/xcFxcXc/ToUY4cOQL8XyCp/Rw4ePAgvr6+OuvlhIWFKdOP9VWO1ud++lIIIYQQQggh7kTWABR1homJCfPnz+ebb74hIiKCxYsXY2hoiK2tLQYGBmRmZiprgxkaGjJ69GhcXV11zuHs7ExgYCD79u3j3LlzuLu74+rqyqhRowgMDCQmJoZJkybh4OBAbm4uOTk52Nvb89lnn7Fo0SKSkpKYMGECc+bMoWXLlkyePJnZs2cTGxvLjBkzcHBwoLi4mPT0dAwMDHj++ec5dOhQuYIR06ZNY+7cuVy7do1PPvkEW1tbjI2NSU5ORqPRYGNjw+zZsys1evF+de/eneHDh7N792527tyJl5cX9vb2ZGdn60x9nDlzZrkFcvPz85WiCmVD2Or09ttvs2DBAoKCghg7diz29vZkZmaSl5dHs2bNmDJlCsuXLyc4OJiJEyfi6emJhYWFcnzfvn356aeflPc2ePDgGmm3oaEhs2fP5quvviIsLIz3339f6U9tEO3k5MTs2bOVdSUfhLOzM1A6JXrcuHG0bNlSmRJ7J1OmTAFKR7OtW7eO9evXY2Njg6mpKTk5OTpTrJ955hk++ugjneNfffVVzp8/z82bN3n//fextbUlKyuLwsJCBgwYQEpKCpcvX9Y5pkWLFnz00UesWLGCLVu28Mcff2Btba38HBgaGjJlyhRsbW2B0s+AmTNn8uWXX3Lq1CnOnj2Lg4MD6enpStjp5uamjCzUtis+Pp6DBw/y3XffYWFhgZWVFampqRQUFGBoaMj777+vM8r1tdde4/Tp08TFxTFjxgysrKywsLAgLS1Ned6HDBlC165dgdIAsF+/fvj7++Ph4cGqVauws7PT6TcXFxdee+21u9/A++xLIYQQQgghhLgTCQBFndKwYUOWLl2Kv78/AQEBREREkJGRgUajwdLSklatWtG5c2cGDRqkd3TXiBEjiI6OVtaC03JxceHbb79l8+bNBAcHk5GRgZOTE25ubri5uWFhYcGoUaPYs2cPeXl5yigrW1tbli5dyu7duzl27Bjx8fGYmprSpUsXRo0axY0bNzh06FC5asDW1tYsXryYffv2ceTIEW7cuEF+fj7NmjWje/fuuLm5YWdnV619CTB+/Hjat2/P33//TVhYGCkpKRgbG+Ps7EzXrl1xdXWtkVFyldG9e3fmzp3Ltm3buHbtGllZWTRt2pT+/fszdOhQDA0NCQ4Oxs/Pj4KCgnLVVi0sLOjevTsnTpzA2tqanj171ljbnZyc8PDwwMvLC39/fxISEjA2NsbFxYXevXvj6upaZessNm3alHfeeYe9e/eSnp6ujKq7GyMjI6ZNm8aLL76Ij48PISEhpKSkkJmZiZmZGa1bt6Zdu3Y8++yzPP744+WOb9++PQsXLmT79u2EhYWRm5tL8+bNeeGFFxg8eDBz5szRe93nnnuOJk2asHPnToKDg0lJScHOzo6OHTsyYsQIJdDUcnFxwdPTk+3bt3P27FlSU1MxMzOjffv2vPzyy+Xuq0ql4t///jdPP/00+/bt49q1a6SmpmJvb0/79u0ZNmxYufdjaWnJkiVL2LVrF2fOnCEhIYHExEQsLCxo27Ytzz//fLnq0dOnT6djx474+fkRExNDYmIiJiYmtGrVij59+jBs2DC9VcH1ud++FEIIIYQQQoiKqEoqUyFBCHFfNm3axPbt23nxxRf58MMPa7s5j7w1a9awb98+RowYwbhx42q7OUJUq38udVDV7OzsMDAwoLi4mLS0tGq9VlUyMDDAzs6OtLQ0nenaD7u62N/S1zWrKvt7cnx61TSqkhYs/aJGrwdgu/THBzq+Lj7f8mzXLOnvmnU//f3PWU5C1HcyAlCI+1RQUMC3335LSUkJEyZMKFecQqPRcPr0aQDatm1bG00UZeTl5eHn54dareall16q7eYIIYQQQgghhBA1RgJAIe6Tds2+yMhICgoKmDp1Kg0aNABKK9Zu2LCBqKgoHBwc6NOnTy239tFVVFSEoaEhu3btIicnhz59+uDk5FTbzRJCCCGEEEIIIWqMBIBCPID33nuPr7/+mkuXLjFx4kSlIElqaioajQYLCws+/fRTTE1Na7upj6w33ngDU1NTMjIyUKvVjB49urabJIQQQgghhBBC1CgJAIV4AO3atWPFihV4e3sTGBhIUlISJSUlNG7cmG7duuHu7q6MChS1w8jIiJycHJo1a8abb75Jy5Yta7tJQgghhBBCCCFEjZIAUIgH1KhRI8aPH8/48eNruylCjy1bttR2E4QQQog65Ucn2xq7lp2dHQb/21rnCiUIIYQQdY26thsghBBCCCGEEEIIIYSoPhIACiGEEEIIIYQQQghRj0kAKIQQQgghhBBCCCFEPSYBoBBCCCGEEEIIIYQQ9ZgEgEIIIYQQQgghhBBC1GMSAAohhBBCCCGEEEIIUY9JACiEEEIIIYQQQgghRD0mAaAQQgghhBBCCCGEEPWYBIBCCCGEEEIIIYQQQtRjEgAKIYQQQgghhBBCCFGPSQAohBBCCCGEEEIIIUQ9JgGgEEIIIYQQQgghhBD1mASAQgghhBBCCCGEEELUYxIACiGEEEIIIYQQQghRj0kAKIQQQgghhBBCCCFEPSYBoBBCCCGEEEIIIYQQ9ZgEgEIIIYQQQgghhBBC1GOGtd0AIYQQQgghRM2aHJ9e200oFZ/OgqVf1HYrdNgu/bG2myCEEEJUORkBKIQQQgghhBBCCCFEPSYBoBBCCCGEEEIIIYQQ9ZgEgEIIIYQQQgghhBBC1GMSAAohhBBCCCGEEEIIUY9JERAhRJ1w5swZfHx8CA8PJz09nZKSEmxtbXFxcaFv377069cPAwODcsf5+PiQkJBA586dadeuXS20vOZ4eXmxbt06pk+fTv/+/Svcr7i4mAMHDnD06FFu3LhBbm4uVlZWtG7dmpdeeolu3bpVSXuCgoKYPXt2hdtVKhUWFha4uLjwwgsv0K9fvyq57qPm+vXrnDx5Emtra1xdXWu7OUIIIYQQQoiHkASAQoiHWlFREcuWLSMgIAAAY2Nj7O3tKSoqIjU1laSkJE6ePMn27duZNWsWTZo00Tnex8eHy5cvY2xsXK8DwOLiYg4dOnTX/QoKCvjyyy8JDg4GwMLCAltbW1JSUjh9+jSnT59m9OjRjBkzpkrb5+TkVC6gzcvLIy0tjYsXL3Lx4kUuXLjA5MmTq/S6j4LIyEi2bt1KkyZNJAAUQgghhBBC6CUBoBDiobZhwwYCAgKwsbHh3//+N926dVOCpPz8fE6ePMnatWuJjY1l7ty5rFixAhMTk1pudc2KiYlh27ZtREdH33XfX3/9leDgYKysrJgyZQo9evRApVKRk5PD//73Pw4cOMDWrVtp3749nTp1qrI2zp8/n0aNGpV7PTs7m+3bt7N7927+/vtvOnfuLCMBhRBCCCGEEKKKyRqAQoiHVl5eHvv37wdg6tSp9OjRQ2cUmYmJCQMGDOCLL74AID4+nlOnTtVKW2vDwoULefPNN5k8eTLHjh276/4FBQXKKMF3332Xnj17olKpgNKRgB9++CFPPvkkALt27aq+hpdhaWnJ+PHjadu2LQBHjhypkesKIYQQQgghxKNERgAKIR5asbGxFBQUoFKp6Ny5c4X7tW3blhYtWhAdHU1kZCT9+/dny5YtbN26Vdln48aNbNy4sdz01sjISLy9vbly5QpJSUmYmJjg4OBA9+7dGTJkCE5OTnqv6evri7e3N9HR0ZiYmNCmTRtGjhxJSUkJs2fPpkOHDixatKjccf7+/hw4cIDr16+Tn59PgwYN6NGjB+7u7tjb299T/6SkpGBgYICtrS0AmZmZaDSaCve/fv06OTk5GBoa0rt373LbVSoV3bt35+rVq4SGhupsK7ue38KFC+nYseM9tfVunnzySUJCQrh582a5bcHBwezbt4+wsDBSU1MxNzfH0dGRXr16MXjwYOzs7IDSgPNf//oXubm5TJgwAXd393LnysvL46233qKgoEBZK1H7rAwaNIhJkyaxY8cO/P39SUtLw8HBgWeffZZXX30VKF1n8fDhw8THx2NmZkaHDh0YO3as3uekuLiYgwcP4uvrS0xMDEVFRTRu3Jg+ffowbNgwLCwsdPbXtmPw4MG8//777Nq1i6NHjxIfH4+JiQmtW7dm9OjRSliakJDAu+++qxwfFxeHm5sbDRs25Oeff77/myGEEEIIIYSodyQAFEI8tLSj/UpKSggNDaV9+/YV7rtw4UIKCgowNTUFwNramiZNmpCUlERBQQE2NjZYWlpibW2tHOPr64unpycajQa1Wo29vT35+flERUURFRXF3r17mTdvnhK4aNvyww8/4OPjA4C5uTmmpqYEBgYSGBjIs88+q7d9hYWFeHh44O/vD4CpqSm2trbEx8eza9cuDhw4wMyZM+nSpUul++f777/X+X7ixIkkJiZWuH9qaioAtra2FU6TVqvVSntrUnFxMUC5dQK3b9/Opk2blG0ODg7k5OQQHh5OeHg4e/bsYcmSJTg5OWFsbEzv3r3x8fEhICBAbwB45swZCgoKMDMzo2fPnjrbMjMzmTFjBjExMVhbW6NSqbh16xZbtmwhMTGR5ORkLly4gKGhIba2tqSmpnL8+HFCQkJYsWIFVlZWyrlycnJYsGABV65cAUpHWFpZWRETE0NUVBT79u1j7ty5ODs7l2tjdnY2M2fOJDw8HCsrK2xtbUlOTiYwMJBLly6xZMkSXFxcMDQ0pEmTJuTm5pKWloahoSGNGjXCwcHhwW6GEEIIIYQQot6RAFAI8dBq0aIFjo6OJCcnM2/ePF5++WV69OhBmzZtygVFZYM9AFdXV1xdXZk1axaXL1/G3d1dGcUFpYHTzz//jEajYejQoYwdO1YJxaKiovjuu++4ceMGO3bsYM6cOcpxe/bswcfHB1NTU6ZMmULfvn1RqVSkpKSwcuVKJRj8pw0bNuDv74+joyOTJ0+mS5cuqFQqsrOz2bx5M97e3ixevJjVq1ff80jAyurZsyfbtm1TQr5/0mg0nDx5EoDmzZvrbDMxMVEKrFT1GovFxcWcP38egNatWyuvZ2Zm8ttvvwHw9ttvM2LECAwNS/+zFRwczOLFi0lPT8fLy4v33nsPgIEDB+Lj40NoaCgpKSnlwjBtMZk+ffqUex9nz57FycmJxYsX065dO4qLi/nvf//L/v37OXToECqVin/9618MHz4cQ0NDYmJi+Pzzz0lNTcXPz0+nAIenpydXrlyhRYsWTJ48mSeeeAKAtLQ0fvrpJ44fP878+fNZvXp1uXacOHECCwsLZs+erYSUN2/e5IsvviA5OZndu3czbdo0HBwcWL16NT4+Pnh6etKoUSNWr179YDdDCCGEEEIIUS/JGoBCiIeWgYEB06dPx8rKitu3b7Nz505mzpzJ6NGj+eyzz1i3bh1+fn6kp6ff87nj4+PJysrCzs6Od999VyeEadmyJcOHD1f20yosLGTHjh0AjB8/nn79+ilr6Dk4OPDZZ5/pnQoaHx/P3r17UavVzJo1i65duyrHWVpa8t5779GxY0du377Nvn377vm9VJaBgQFmZmZ6AzyNRsP69euVqb8vvviizvY2bdqwevVqVq9eTZs2baqkPVlZWVy8eJGvv/6a2NhY1Go1Q4cOVbZHRERQXFxM69atee2115TwD6Bdu3YMGTIEKJ0Kq9WxY0ccHBwoKSnh+PHjOtfLy8vj3LlzAHpHaqpUKubMmaNUizYwMOC1115Ttg8ePJhXX31VaUfz5s2VgiXXrl1T9rt8+TInT57E3NycL7/8Ugn/AOzs7Pj000957LHHSE5Oxs/PT2/fTJ8+XWeE4mOPPcawYcMAyk3PFkIIIYQQQoi7kRGAQoiHWrt27VizZg2HDx/m9OnThIaGkp+fT3BwMMHBwUBpcNOhQwfefvttnem6d9KoUSPWr1+PkZGR3hFxaWlpADpr6oWGhpKRkYGRkZHeAMnY2JhBgwaxZcsWndf9/f3RaDQ4OzvTqlUrve3p378/QUFBXLp0qVLtr0oxMTGsWrVK6c9nnnmGwYMHV+k1yq5Vp49KpWLChAm4uLgor7Vr147169dXOOJQe4+004ehdApz//792bVrFwEBAUpoBqUj/PLz83F0dKRDhw7lzufi4kKzZs10XtOuLwjQvXv3csfY2NgApWGm1tGjRwF46qmnaNCgQbljDAwM6Nu3Lzt27CAoKEgJMrUaNWpEt27dyh2nHZVZ9lp3Urbt1UH7c6NWq6v9WlVJG77b2NhQUlJSy62pvLrY39LXNeue+zs+vXobVIdV5r7Xxef7kXm2HxLS3zWrrva3EDVJAkAhxEPPysoKd3d33N3dKSoqIjIykrCwMEJDQ7l48SJpaWkEBQUxa9Ys5syZU6l19AwNDXF0dKSoqIirV68SHh5OYmIiSUlJ3Lp1i6ioqHLHxMTEANC0adMKQ6mWLVuWey0iIgKAW7du8cEHH+g9Lj8/H4Dk5OS7tr2qZGdn89tvv7Fv3z6Ki4uVEW+jRo1S/vFXVZycnMpN21ar1ZiZmeHs7MyQIUN0pv9C6VRjExMT8vPzuXjxIpGRkSQlJZGUlERcXByxsbF6rzVw4EB27dpFSEgIqampypRq7fqLAwYM0Bv66hu9WbbN2rBPn7IhpPZ+BwUFVXi/c3JyAEhKSiq3rWHDhnqPMTY2BkqLnVTGP/u7uqhUqhq7VlWqaCr8w64u9rf0dc2qq/39MLmX+14X+1ue7Zol/V2z6mp/C1ETJAAUQtQphoaGtG7dmtatWzN06FA0Gg2nT59m+fLl5Obm8vPPP7Ny5cpKncvX15dffvlFZwqxpaUljz/+OH369FHWi9PKzs5W9qmIvmBQe1xeXh5xcXF3bFNeXl6l2v6gfH19WbduHZmZmUDp1Nl3331Xb4BZFebPn0+jRo3u6ZiSkhK8vLz47bffuH37tvK6jY0NrVu3xtHRUVk7sCxnZ2elKvSJEycYOnQo+fn5yvTfAQMG6L2eNmCrSGVDUe39zsnJUYK+iui732WnOj+IsqFkdVCr1ahUKkpKSu5Yffpho1KpUKvVaDSaOjeyoa71t/R1zaqr/f0wqsznZ13sb3m2a5b0d826n/6WoFA8aiQAFEI8tNasWUNKSgqurq506tRJ7z5qtZpevXrxxhtvsG7dOmJjY8nOzr5jSAfg5+eHh4cHKpWK4cOH06tXL5o1a6ZUctVWki3LyMgIQCeM+idtoFaWNhTs1asXs2bNumO7qptGo2HlypUcPHgQKF1bbty4ceUq4j4MduzYwaZNmzAyMuKtt96iS5cuNGnSBHNzcwC2bNmiNwCE0pBv48aNHD9+nKFDh3LmzBny8/Np0aJFtYWcWtr77ebmxsSJE6v1WneinSJdXezs7DAwMECj0VT7taqSgYEBdnZ2ZGRkVHtIWpXqYn9LX9esutrfD6PK3Pe62N/ybNcs6e+adT/97ejoWM2tEuLhIgGgEOKhFRsbS1BQEM2aNaswANR67LHHlK8r89fK/fv3AzBs2DDGjx9fbru+IE87lTQhIYGSkhK9I8KuXLlS7jVt9dybN29W2J64uDjCwsKwt7e/63t9EJs3b1bCv+HDh/P2228rwebD5q+//gLgnXfewc3Nrdz2O62FN2DAAH799VeuXLlCenq6EuYOHDiwWtpaVpMmTYiKirrj/Y6IiCAmJoYmTZpUWVEVIYQQQgghhKhI3ZzYL4R4JGiLLhw8ePCulX7PnDkDlP4lTzuK706059OGc2UVFhbqrc7arl07VCoVWVlZ5SrMQumIgWPHjpV7vUePHkDpGoLaQhtllZSUsGrVKjw8PPQGiFUlMzOTXbt2AfDKK68wfvz4hzb8gzvfo5ycHE6cOFHhsQ0aNKB9+/ZoNBr8/Pw4d+4carW6RgJA7f0+f/68ToVircLCQpYuXYqHh0eF6xgKIYQQQgghRFWSAFAI8dB6+eWXady4MRkZGcycOZPjx48rxTKgNDiLiorihx9+UEaLjRw5Uucc2nXd/llcQ1tR1dvbm8TEROX1kJAQvvrqK6UISNmCCw0aNODpp58GYO3atYSEhCjboqOjmTdvnt4139q3b68UJvH09CQ8PFzZlpGRgaenJ0FBQdjY2OhUra1qx48fp6ioiAYNGvDWW2/d07FhYWF88MEHfPDBB4SFhVVTC3VpK/L+8ccfyojM4uJizp8/z+eff64EhBUVxdCGfb/99ht5eXl06tQJBweHam/3M888Q4sWLSguLmbJkiU6IwETEhJYtGgRcXFxNGvWjP79+z/w9bTPeGZmZqULhAghhBBCCCEeLTIFWAjx0DIxMWH+/Pl88803REREsHjxYgwNDbG1tcXAwIDMzExlPT5DQ0NGjx6Nq6urzjmcnZ0JDAxk3759nDt3Dnd3d1xdXRk1ahSBgYHExMQwadIkHBwcyM3NJScnB3t7ez777DMWLVpEUlISEyZMYM6cObRs2ZLJkycze/ZsYmNjmTFjBg4ODhQXF5Oeno6BgQHPP/88hw4dKjc9eNq0acydO5dr167xySefYGtri7GxMcnJyWg0GmxsbJg9e3alRi/eL23wmJOTw+TJk++4r4ODAwsWLFC+z8/PVwqYlA1hq9Pbb7/NggULCAoKYuzYsdjb25OZmUleXh7NmjVjypQpLF++nODgYCZOnIinpycWFhbK8X379uWnn34iNzcXgMGDB9dIuw0NDZk9ezZfffUVYWFhvP/++8oaM9og2snJidmzZ1fJCExnZ2egdEr0uHHjaNmyJQsXLnzg8wohhBBCCCHqDwkAhRAPtYYNG7J06VL8/f0JCAggIiKCjIwMNBoNlpaWtGrVis6dOzNo0CC9o7tGjBhBdHS0shaclouLC99++y2bN28mODiYjIwMnJyccHNzw83NDQsLC0aNGsWePXvIy8tTRlnZ2tqydOlSdu/ezbFjx4iPj8fU1JQuXbowatQobty4waFDh8pVA7a2tmbx4sXs27ePI0eOcOPGDfLz82nWrBndu3fHzc0NOzu7au3L1NRUAHJzc5VQrCKFhYXV2pbK6N69O3PnzmXbtm1cu3aNrKwsmjZtSv/+/Rk6dCiGhoYEBwfj5+dHQUEBarXuoHYLCwu6d+/OiRMnsLa2rtFCJ05OTnh4eODl5YW/vz8JCQkYGxvj4uJC7969cXV1VYqZPKimTZvyzjvvsHfvXtLT0x+KeyeEEEIIIYR4uKhK6lJtbyGEeMht2rSJ7du38+KLL/Lhhx/WdnMeeWvWrGHfvn2MGDGCcePG1XZzatQ/p71XNW21veLi4jpZ3TAtLa1OVjesS/0tfV2z7rW/J8enV3+jKmnB0i9quwk6bJf+eNd96uLz/ag82w8L6e+adT/9LVWAxaNGRgAKIUQlFRQU8O2331JSUsKECRPKFafQaDScPn0agLZt29ZGE0UZeXl5+Pn5oVareemll2q7OUIIIYQQQghRayQAFEKIStKu2RcZGUlBQQFTp06lQYMGQGnF2g0bNhAVFYWDgwN9+vSp5dY+uoqKijA0NGTXrl3k5OTQp08fnJycartZQgghhBBCCFFrJAAUQoh78N577/H1119z6dIlJk6cqBQkSU1NRaPRYGFhwaeffoqpqWltN/WR9cYbb2BqakpGRgZqtZrRo0fXdpOEEEIIIYQQolZJACiEEPegXbt2rFixAm9vbwIDA0lKSqKkpITGjRvTrVs33N3dlVGBonYYGRmRk5NDs2bNePPNN2nZsmVtN0kIIYQQQgghapUEgEIIcY8aNWrE+PHjGT9+fG03ReixZcuW2m6CEEI89H50sq3tJgD/f+H+/22tc4UShBBCiLpGXdsNEEIIIYQQQgghhBBCVB8JAIUQQgghhBBCCCGEqMckABRCCCGEEEIIIYQQoh6TAFAIIYQQQgghhBBCiHpMAkAhhBBCCCGEEEIIIeoxCQCFEEIIIYQQQgghhKjHJAAUQgghhBBCCCGEEKIekwBQCCGEEEIIIYQQQoh6TAJAIYQQQgghhBBCCCHqMQkAhRBCCCGEEEIIIYSoxyQAFEIIIYQQQgghhBCiHpMAUAghhBBCCCGEEEKIekwCQCGEEEIIIYQQQggh6jEJAIUQQgghhBBCCCGEqMckABRCCCGEEEIIIYQQoh6TAFAIIYQQQgghhBBCiHpMAkAhhBBCCCGEEEIIIeoxw9pugBBCCCGEEOLBjb4cXttNuHfx6SxY+kVtt+KeOXisru0mCCGEEPdERgAKIYQQQgghhBBCCFGPSQAohBBCCCGEEEIIIUQ9JgGgEEIIIYQQQgghhBD1mASAQgghhBBCCCGEEELUY1IERDwyzpw5g4+PD+Hh4aSnp1NSUoKtrS0uLi707duXfv36YWBgUO44Hx8fEhIS6Ny5M+3atauFltccLy8v1q1bx/Tp0+nfv3+lj5syZQpxcXHs3LmzWtqVm5vLX3/9xenTp4mNjSU3NxdjY2MaNWpE+/btef7553FxcamSayUkJPDuu+8C8Oeff1bJOe+Xm5sbAN999x1t27YFIDs7W2nXiBEjMDMzu+fz5ufn4+fnx6lTp4iJiSE9PR2VSoW1tTXNmzenS5cuDBw4ECsrq6p7M2Vs2bKFrVu3MmjQIP7zn/9UyzUqo+y9roi5uTnNmzdn0KBBDBkyBLVa/m4mhBBCCCGEqHskABT1XlFREcuWLSMgIAAAY2Nj7O3tKSoqIjU1laSkJE6ePMn27duZNWsWTZo00Tnex8eHy5cvY2xsXK8DwOLiYg4dOnTPx4WFhREVFYWRkVE1tAqioqKYN28eycnJAFhbW9OgQQNyc3OJiooiKiqKffv28cILLzBp0iQMDevPx5r2WTQxMVFey8nJYevWrQC89NJL9xwAnj9/npUrV5KYmAiAWq3G1tYWQ0ND0tLSSExM5OzZs2zZsoV33nmHF198sYrezcPN0dFRp58BCgoKSEtLIyQkhJCQEE6dOsXs2bPr1TMmhBBCCCGEeDTIbzGi3tuwYQMBAQHY2Njw73//m27duikj/fLz8zl58iRr164lNjaWuXPnsmLFinJBQH0XExPDtm3biI6OrvQxhYWFXLhwgZ9++qna2pWXl8f8+fNJTk6me/fuTJw4kccee0zZnpSUxK5du9i7dy9//fUXlpaW/Otf/6q29tS01atXV+n5zpw5wzfffENRURENGjRg9OjR9O7dG0tLS6D0nl6+fJnffvuNkJAQVq1aRXp6OqNHj67SdjyMPv74Yzp27Fju9by8PPbv38///vc/zp07h5eXF6+88kottFAIIYQQQggh7p8EgKJe0/7yDjB16lS6d++us93ExIQBAwbQqFEjZsyYQXx8PKdOnbqn6a912cKFCwkODiYrK6vSx0RGRvL9998TFxdHUVFRNbYOjh49SlJSEg0bNmTmzJnlgtkGDRowadIkioqK+Ouvv9i3bx9vvPFGtY1GrMuSkpJYsmQJRUVFPPHEE3z55ZflpvgaGRnRpUsXnnrqKVasWMHhw4fZsmULTz75JJ06daqlltcuU1NTRowYQUREBEePHuXIkSMSAAohhBBCCCHqHAkARb0WGxtLQUEBKpWKzp07V7hf27ZtadGiBdHR0URGRtK/f39lnTKtjRs3snHjRkaPHs2YMWOU1yMjI/H29ubKlSskJSVhYmKCg4MD3bt3Z8iQITg5Oem9pq+vL97e3kRHR2NiYkKbNm0YOXIkJSUlzJ49mw4dOrBo0aJyx/n7+3PgwAGuX79Ofn4+DRo0oEePHri7u2Nvb39P/ZOSkoKBgQG2trYAZGZmotFo7nhMXl4eGRkZyqixoqIisrOz73qtoKAgZs+eDZQGj/pGW/3T9evXAWjXrt0dR2UOGTKEv/76i9zcXBISEmjatCkAy5cv5/Dhw7z44ot8+OGH5Y7T3uMuXbowd+7ccts1Gg0HDhzg77//JjY2FiMjI1q1aoWbmxtPP/20zr4+Pj54enrSoUMH5s6di5eXFz4+PiQlJWFra0vv3r154403MDMz48CBAxw4cEA55xNPPMHbb79dbh3Df64BOHHiRGXqLsA777wDwNq1a2nUqNEd+3LTpk3k5eVhYWHB559/fsf1/QwMDPjoo4+IiIggOjqaTZs26QSA2nYsXryYkpISNm7cSEREBNOnT6dXr15A6XOyc+dO/P39SUpKwszMjPbt2/PGG2/csZ3FxcUcPHgQX19fYmJiKCoqonHjxvTp04dhw4ZhYWGhs7/2Hg4ePJh33nmHjRs3curUKZ588klmzZp1x2vdi3bt2nH06FFu3bpVbltd/gwQQgghhBBCPBokABT1mnaqb0lJCaGhobRv377CfRcuXEhBQQGmpqZA6VpzTZo0ISkpiYKCAmxsbLC0tMTa2lo5xtfXF09PTzQaDWq1Gnt7e/Lz85W16fbu3cu8efOUAg7atvzwww/4+PgApUUGTE1NCQwMJDAwkGeffVZv+woLC/Hw8MDf3x8oHZlka2tLfHw8u3bt4sCBA8ycOZMuXbpUun++//57ne//GTDp8+STT7Jx40bl+7LBXlXT3r+IiAgKCwsrHNnn4uLC+vXrAZQwsyp89913HD9+HCMjI+zt7UlLS+PixYtcvHiR119/nbfeeqvcMQUFBXz99dcEBQVhYWGBoaEhiYmJeHl5ERMTg729PT4+PhgYGGBnZ0daWhqBgYEEBwezfPlynSnO/+Tk5IRarSY+Ph6Axo0bo1ar77omXW5urvLcDBkypFIhkZGREa+88grff/89oaGhxMfHlwuyTpw4wd69e1GpVDpr6GVnZzNr1iyioqIAsLGxwcjIiOPHjxMYGFjhz2FOTg4LFizgypUrAFhYWGBlZUVMTIyy1uPcuXNxdnYud2xWVhYzZ84kLi4Oe3v7Kn0OAGW06z8LBdX1zwAhhBBCCCHEo0ECQFGvtWjRAkdHR5KTk5k3bx4vv/wyPXr0oE2bNuV+kS8b7AG4urri6urKrFmzuHz5Mu7u7rz66qvK9uLiYn7++Wc0Gg1Dhw5l7NixSgASFRXFd999x40bN9ixYwdz5sxRjtuzZw8+Pj6YmpoyZcoU+vbti0qlIiUlhZUrVyqhwD9t2LABf39/HB0dmTx5Ml26dEGlUpGdnc3mzZvx9vZm8eLFrF69+qEcBWRiYqK3qMWddOvWjT179hAbG8v06dN56aWX6Ny5c7kgShtAVbUTJ04wevRoRo4ciampKfn5+fz666/8+eefbN++nfbt25cLW8LCwrCxsWHOnDnKlPOdO3eyceNGzp8/D8CwYcN4++23MTU1JTk5mS+++IKbN2+yf/9+JkyYUGF7FixYoFO5dvHixdjZ2d31fYSEhFBYWAhQbuTinXTr1g2VSqUE6P/sdy8vL5599lkmTZqkMzLvp59+IioqCkdHRz755BM6dOgAQHR0NEuXLuXcuXN6r+fp6cmVK1do0aIFkydP5oknngAgLS2Nn376iePHjzN//nxWr15d7hk6efIkjRo1wsPDo8oqQpd19uxZAFq3bq28Jp8BQgghhBBCiLpCXdsNEKI6GRgYMH36dKysrLh9+zY7d+5k5syZjB49ms8++4x169bh5+dHenr6PZ87Pj6erKws7OzsePfdd3UCiZYtWzJ8+HBlP63CwkJ27NgBwPjx4+nXrx8qlQoABwcHPvvsM73TBePj49m7dy9qtZpZs2bRtWtX5ThLS0vee+89OnbsyO3bt9m3b989v5ea0KZNG1avXs3q1atp06ZNpY7p2rWrst5aZGQkq1atYtKkSYwbN45Fixaxfft2Ll26pIRbVW348OGMGTNGGRVqYmLCxIkTlfbv3r1b73Eff/wxTz/9NCqVCpVKxfDhwzE2NgagU6dOvPvuu8o5HR0dGTx4MADh4eHV8j5u3rypfN28efNKH2dlZaUEe6mpqeW2P/bYY0yZMkUn/Lt58yZ+fn6o1WplGqtWixYt+PLLL5W+KOvy5cucPHkSc3NzvvzySyX8A7Czs+PTTz/lscceIzk5GT8/P73tnTp1apWGf7m5uYSEhPDtt99y4cIFoDS81ZLPACGEEEIIIURdISMARb3Xrl071qxZw+HDhzl9+jShoaHk5+cTHBxMcHAwUDqCrEOHDrz99ts6U/XupFGjRqxfvx4jIyPU6vJZelpaGoDOmnqhoaFkZGRgZGSkd5qfsbExgwYNYsuWLTqv+/v7o9FocHZ2plWrVnrb079/f4KCgrh06VKl2l9XvPPOO/Tr14/Dhw8TGBhIXFwcKSkppKSkcPLkSQDMzMx4/vnneeONN5S1CauCq6ur3tdffvllwsLCuHr1qjL1U8vKyoquXbvq7G9oaIi1tTXJycl6R+Bpp6veSzGWe5Gbm6t8/c819O5GG9bpK/gycODAciNpAwICAGjfvr3eME67Xp12GqvW0aNHAXjqqado0KBBueMMDAzo27cvO3bsICgoiCFDhuhsd3Jy0gkb71VlprEPHz6cnj17Kt8/7J8BlRkd+iC071mtVlf7taqSNji1sbGhpKSklltTeXWxv6Wva5ZKpYK4lNpuxiPDxsZG+f+68nzX6WebutXXIP1d0+pqfwtRkyQAFI8EKysr3N3dcXd3p6ioiMjISMLCwggNDeXixYukpaURFBTErFmzmDNnTqXW0DI0NMTR0ZGioiKuXr1KeHg4iYmJJCUlcevWLWX9s7JiYmIAaNq0aYXTYFu2bFnutYiICABu3brFBx98oPe4/Px8AJKTk+/a9rrGxcVFCZMyMzO5du0aYWFhBAcHc+XKFW7fvs2ePXu4cOECy5YtU0bXPQhzc3O9QRSUjmSD0kIX2dnZOtPHGzdurPcY7T9KtL8w6FNcXHy/zb0jMzMz5ev8/HzMzc0rdVxJSYlS4EVf0RB9I9W0hVsqCqmg9Bn/ZwCofcaDgoIqfMZzcnKA0orG/3S3Iih3U3YNQy2VSoWpqSnNmjXj2WefLVdI6GH/DPhnOFtdVCpVjV2rKukLbeuCutjf0teiPiobNtQ1dfXZrot9DdLfNa2u9rcQNUECQPHIMTQ0pHXr1rRu3ZqhQ4ei0Wg4ffo0y5cvJzc3l59//pmVK1dW6ly+vr788ssvOlOILS0tefzxx+nTp48yGkpLG6bcaZSavlBAe1xeXh5xcXF3bFNeXl6l2l5XWVtb061bN7p16waU9s2WLVvYu3cvsbGxeHt7K9OG7+ZOgZu+aapaZe/fP6cf3+k4+L+/qtakskHmzZs37xjOlXXjxg0KCgoAaNasWbnt+v5hqH1Wy4aO/6QvoNUel5OTowR9FdH3jD/oP1I//vjjSlWm/qeH+TOgugJlLbVarawRebfq4Q8TlUqFWq1Go9HUuZENda2/pa9rVm389+VRpp0BUJee77r8bNe1vgbp75p2P/0tQaF41EgAKOq1NWvWkJKSgqurK506ddK7j1qtplevXrzxxhusW7eO2NhYsrOz7zqV1M/PDw8PD2WNt169etGsWTNlpJSPj0+5X/61VWxv375d4XkzMzPLvaYNBHr16sWsWbPu2K76Ii4ujv/973+oVCo+++yzCgMeS0tLJk2axJUrV4iMjOTq1auVvoY2VLnXbdr18FQqld6RcQ+bdu3aKf8gOnv2bKUDwBMnTgClYV7Z4hd3on1W77Supr6+1R7n5ubGxIkTK3Wt2vawfwZopyBXFzs7OwwMDNBoNNV+raqkrcCdkZFR7SFpVaqL/S19XbPkF9malZGRUeee77r8bNe1vgbp75p2P/1dHUUEhXiY1c1xvUJUUmxsLKdOneLixYt33fexxx5Tvq7MX7v2798PlBYFGD9+PO3atdMJg/T9Eq+tzJmQkFDhNa5cuVLuNW313LLFHP4pLi4OX1/fSr3XusDIyIhTp05x8uRJbt26ddf99U291Y6GqOivgJGRkRWer6ioiOjo6Dse16RJk7uO+HsYWFtbKxWJ//rrL501ASty+/ZtvL29AXjuuecq/T61z6p2KrA++oqdVOYZj4iIwNfXl7CwsEq1pbrJZ4AQQgghhKhNt27dYvny5QwePJiWLVtiZmaGubk5zZo1Y8iQIXz77bfcuHGjtptZ5Vq2bIlKpWLgwIG13ZQ6RQJAUa9pQ4+DBw/etdLvmTNngNK/BFVmVJf2fNpfzMsqLCzUW6lUOxIrKyuL48ePl9uelpbGsWPHyr3eo0cPoHT9MG3hkrJKSkpYtWoVHh4eesODuqhhw4bKWnu///77HffNzc1V+qXs+mnatfn0hSaxsbF3DZIOHjxY7rWSkhL++usvAPr06XPH4x8mY8aMwdDQkNTUVDw9Pe/4F13t85SWloaNjQ2jRo2q9HW0z2pISAjXrl0rtz0uLk6pqKvvuPPnz5OQkFBue2FhIUuXLsXDw4PY2NhKt6c6yWeAEEIIIYSoDQUFBcybN49WrVrx8ccfc+jQIaKjo8nLy+P27dvcuHGDgwcP8tlnn+Hs7MzHH39c75eKEncnAaCo115++WUaN25MRkYGM2fO5Pjx48pC+VD6S3NUVBQ//PCDEuqMHDlS5xzakU//LK7RvHlzALy9vUlMTFReDwkJ4auvvlIKAGjXUIPStdi0VWDXrl1LSEiIsi06Opp58+bpXf+sffv2SmEST09PnRFUGRkZeHp6EhQUhI2NDcOGDatk79SssLAwPvjgAz744INKj+AaO3YsarUaHx8flixZUm7EXn5+PidPnmTmzJmkp6djYWHBCy+8oGzXTlu9cuUKvr6+yoiriIgIFi1adNf1kvbu3YuXl5eyzt/t27f56aefiIqKwtLSssIqwdWp7Ei8eyn44uLiwvjx44HSqb0zZ87kzJkzOj8PGo2G4OBg5syZg5+fH2ZmZsycOfOOhUv+qX379sp0+6VLl+qEgFFRUSxYsEDviMxnnnmGFi1aUFxczJIlS3RC24SEBBYtWkRcXBzNmjWjf//+lW5PdZLPACGEEEIIUdOys7NxdXXlq6++Umb2dOrUienTp+Ph4cGSJUv44IMPaNOmDVA6s2n58uX07duXrKys2my6qGWyBqCo10xMTJg/fz7ffPMNERERLF68GENDQ2xtbTEwMCAzM1NZi8vQ0JDRo0eXC3WcnZ0JDAxk3759nDt3Dnd3d1xdXRk1ahSBgYHExMQwadIkHBwcyM3NJScnB3t7ez777DMWLVpEUlISEyZMYM6cObRs2ZLJkycze/ZsYmNjmTFjBg4ODhQXF5Oeno6BgQHPP/88hw4dKhdOTZs2jblz53Lt2jU++eQTbG1tMTY2Jjk5GY1Gg42NDbNnz35o16TLz89XiheUDZ3upFu3bnz88cesWrWKY8eOcezYMczNzbG2tqaoqIi0tDRlJJuTkxPTpk3TKXjRs2dPWrZsSVRUFB4eHvz3v/9FpVKRnZ2NnZ0do0aNYsuWLXqvbW9vzxNPPMG6devYtGkTtra2pKWlUVBQgKGhIdOmTcPW1vbBOuU+2NraYm9vT2pqKrNmzcLR0ZEFCxbg4OBw12NdXV2xsrLiv//9L2FhYcyfPx9DQ0Osra0xNDQkIyNDuTctWrRgypQplV77r6xPPvmEL774gtjYWKWfDA0NSU5OxsbGhtdff52tW7fqHGNoaMjs2bP56quvCAsL4/3331fWZdEGnU5OTsyePVtZR6+2yWeAEEIIIYSoSRqNBnd3dw4fPgzA448/zk8//cTzzz+vd/+9e/fy3nvvcfPmTQIDAxkzZgx79uypySaLh4gEgKLea9iwIUuXLsXf35+AgAAiIiLIyMhAo9FgaWlJq1at6Ny5M4MGDdIboowYMYLo6GiuXLmiM43YxcWFb7/9ls2bNxMcHExGRgZOTk64ubnh5uaGhYUFo0aNYs+ePeTl5Skjt2xtbVm6dCm7d+/m2LFjxMfHY2pqSpcuXRg1ahQ3btzg0KFD5SqBWltbs3jxYvbt28eRI0e4ceMG+fn5NGvWjO7du+Pm5oadnV219mVtGDBgAB07duTvv//m/Pnz3Lhxg6SkJAwMDGjYsCGtWrWiV69e9OnTp9wC6EZGRixcuJDNmzdz5swZ0tLScHBwoF+/fowePZrz589XeF2VSsWMGTPYvXs3hw4dIjExEXNzc3r27MmoUaOU0V81TaVSMWXKFH7++Wfi4+PJzs6+p8qPAwYM4Omnn+bQoUMEBgYSHR1NZmYmhoaG2NnZ0bp1a3r27Enfvn3ve0F5Ozs7lixZwu+//87Ro0dJTU3F1taWIUOGMGbMmAr73cnJCQ8PD7y8vPD39ychIQFjY2NcXFzo3bs3rq6umJub31ebqoN8BgghhBBCiJr0zTffKOFfhw4dOHToEI0aNapwf1dXV44fP0737t1JTk5m7969HD58mEGDBtVUk8VDRFVSl2p7C/EI2LRpE9u3b+fFF1/kww8/rO3mCCFqWFV9BtzLFPH7oa22V1xcXCerG5YdQVwX1MX+lr6uWQYGBnwQl1LbzbgvC5Z+UdtNuGcOHqvr3PNdl5/tutbXIP1d0+6nv+taFeCEhARatGhBfn4+5ubmnD9/Xpnmezfr1q1j4sSJQGkBuz///LM6m1rtWrZsSXR0NAMGDODIkSO13Zw6Q9YAFKIGFRQUMH/+fObNm6dMhy1Lo9Fw+vRpANq2bVvTzRNCVDP5DBBCCCGEEPdj5cqVynI9//73vysd/gG89dZbykwaX19fioqK9O5XWFjITz/9xHPPPYeTkxOmpqa4uLjwzjvv4O/vX+H5jxw5gkqlQqVSKYHcwYMHefXVV2nSpAkmJiY89thjDB8+XBnBeCc+Pj6MHDmSJk2aYGpqirOzM++88w5BQUGVfs9V9V6Ki4tZvnw5Tz75JEZGRnz99deVbsPDRqYAC1GDtOt1RUZGUlBQwNSpU5U169LT09mwYQNRUVE4ODjUqQqzQojKkc8AIYQQQghxP8quXT5p0qR7OtbExARfX18yMzOB0nDM0FA3DgoPD8fd3Z3g4GCd169fv87169fZuHEjb731FqtWrbrjmtMajYZJkyaxdu1anddv3bqFl5cXf/75J6tWreL999/Xe/y0adP4/vvvdV6LiooiKiqKrVu3VriGe3W8l7y8PIYPH87evXvves26QAJAIWrYe++9x9dff82lS5eYOHGiUpAkNTUVjUaDhYUFn376KaamprXdVCFENZDPACGEEEIIcS/i4+OJiIgASotUPv744/d8jh49elS4LTY2lv79+3Pr1i0AnnnmGV544QUsLCwIDw/n999/JyEhgU2bNpGYmIi3t3e5AFFr2rRpXLhwATMzM9588006dOjA7du32bFjB4GBgZSUlPDxxx/z0ksv0aJFC51jly1bpoR/arWa4cOH07t3bwoLC9m7dy/Hjx/nzTffvONa5VX5XmbMmEFQUBCNGzdm9OjRODs7071794o7+SEnAaAQNaxdu3asWLECb29vAgMDSUpKoqSkhMaNG9OtWzfc3d11KtkKIeoX+QwQQgghhBD3QrtEDEDXrl2r/Pzjx4/n1q1bGBgYsGHDBt58802d7QsXLuTVV1/l0KFD/P3336xdu5YPPvhA77kuXLhAmzZt+Pvvv3UCvunTp/PCCy9w+PBh8vLy2Lp1KzNnzlS237hxgzlz5gBgZWXF3r176d+/v7L9888/Z9myZUyfPr3G3ktQUBD9+/dn7969dxwpWFdIAChELWjUqBHjx49n/Pjxtd0UIUQtkM8AIUR12NqhVd1cuP9/W+tcoQQhhKhJiYmJytdOTk5Vem4/Pz8OHToEwBdffFEuMAOwsbFh27ZttGjRguzsbJYvX15haGZiYsKePXvKje4zNDRkxowZyhqA58+f19nu6enJ7du3Afjhhx90wj+tadOmcfbsWbZu3Voj78XS0pJt27bVi/APpAiIEEIIIYQQQgghxEMrNTVV+drGxqbC/W7cuKEUsLjT/z777DPlmPXr1wOlFaCnTp1a4bnt7e159dVXAQgLCyMmJkbvfu7u7hUWKCk7fTYhIUFn22+//QZA48aN+de//lVhOz755JMKt1X1e3nttdeqPHCtTRIACiGEEEIIIYQQQjykNBqN8nVVj/I+evQoAM2bN8fOzu6O+5YN8C5duqR3nztNUba3t1e+zsvLU76OiooiLi4OgOeffx61uuKoqnv37lhYWOjdVtXvpVu3bnc8R10jU4CFEEIIIYQQQgghHlJlgzNtJV997OzsWL16td5tV69e5YcfftB5LT8/n6ioKAAiIyNRqVSVblPZacn/bENFyp6/pKRE+TokJET5+oknnrjjdVUqFc7Ozly+fFnn9ep4LxUFjXWVBIBCCCGEEEIIIYQQDylHR0fl6/Dw8Ar3s7Cw4P3339e7befOneUCwAdZezU3N1fv68bGxvd8rvT0dOXrO01x1rK0tCz3WnW8l/pGAkAhhBBCCCGEEEKIh1SXLl2Ur8+fP09JSck9jXADuHnzZrnXyp7DxcXlrhV2y+rbt+89Xf9OyrajqKjorvtri4VUdI7afC8PMwkAhRBCCCGEEEIIIR5Szs7ONGvWjNjYWJKTk/H39+eZZ565p3OcOHGi3GtlpxbfafRgdSvbDu1agHdy69atO56jNt/Lw0yKgAghhBBCCCGEEEI8xF577TXl61WrVt3Tsenp6ezZs6fc60ZGRrRu3RqAa9eu3XX03ZUrV9i6dStbt24lIyPjntpwJx06dFC+Pn369B33jYmJ0btm38PyXh5mEgAKIYQQQgghhBBCPMQ+/vhjjIyMANi2bZtS8bYyvvjiC7Kzs/Vue/bZZ4HSabUHDhy443nef/993njjDcaNG6e0pSo0btyYNm3aABAQEEBsbGyF+27evLnCbQ/De3mYSQAohBBCCCGEEEII8RBr2rSpsq5dSUkJI0eOJDAw8I7HaDQavv76a1auXFnhPmWnys6ZM4f8/Hy9+61fvx5/f38A3n77bczNze/1LdzRu+++C0BxcTGffvqp3n2ioqL47rvvKjzHw/JeHlYSAAohhBBCCCGEEEI85ObPn0///v0BSElJoWfPnnz00UcEBARQUFCg7JeUlMTmzZt5+umnmTt3LgDjx4/HxMSk3Dm7dOnChAkTgNICIy+88ALnzp1Ttt+6dYs5c+YwadIkAGxtbZVzVqWPPvpIGQW4bds23nrrLaXicUlJCQcOHODZZ58lPT0da2trved4WN7Lw0qKgAghhBBCCCGEEEI85AwMDPD29mbSpEn89ttvFBUVsWrVKmVNQBsbGwoLC8nNzVWOUalUzJw5k2+++Ybw8HC9U4d/+OEHoqOjOXToEH5+fnTv3h0zMzNMTExIT09X9rOysuL333+ncePGVf7ezMzM2LFjB4MGDSIlJYXNmzezefNmLC0tKS4uVir/Tpgwgfj4eLy9vfWe52F4Lw8rGQEohBBCCCGEEEIIUQdYWlqyZcsWvL296d27t862jIwMJfxTqVT0798fX19fvvnmG+D/1sj7J3Nzc7y9vZkzZw5mZmZA6Tp62sBMpVLx3HPPcebMGZ577rlqemfw1FNP4e/vT69evZTXsrOzuX37NiYmJnzxxRf89NNPdzzHw/JeHkaqkpKSktpuhBBCCCGqVnJycrWe387ODgMDA4qLi0lLS6vWa1UlAwMD7OzsSEtLo7i4uLabU2l1sb+lr2uW9HfNqov9LX1ds6S/a9b99Lejo2M1t6pm3Lp1i2PHjnHz5k2ys7OxtLSkZcuW9OzZ875Gt2VnZ3Pw4EEiIiIwMDCgWbNmdOvWDWdn52pofcVOnTrF6dOnycvLo1mzZrzwwgvY2dnd0zkelvfysJApwEIIIYQQQgghhBB1UOPGjXn99der7HyWlpaMGDGiys53v3r27EnPnj0f6BwPy3t5WMgUYCGEEEIIIYQQQggh6jEJAIUQQgghhBBCCCGEqMckABRCCCGEEEIIIYQQoh6r1jUAi4qKOHnyJJcuXSIxMZHc3FxGjhxJr169iI+PJy8vj5YtW1ZnE4QQQgghhKiTJsen39sBcSnV0o5qFZ/OgqVf1HYr7ktlett26Y/V3g4hhBCiMqolAMzJyWHBggWsWrWK7OxsnW2tWrWiV69e+Pn5MWbMGIYMGcLSpUtp3759dTRFCCGEEEIIIYQQQohHWpVPAU5ISOCZZ57hu+++Iysri5KSEuV//1RSUsLff/9Nt27d+O2336q6KUIIIYQQQgghhBBCPPKqPAAcO3YsFy5coKSkhJYtW/L111+zd+/ecvv16tWLN998E4CCggLGjRvHmTNnqro5QgghhBBCCCGEEEI80qo0ANy/fz8HDhxApVLx9ttvExoaypdffsnLL79cbt8WLVrw66+/cuDAAczMzCgoKGDKlClV2RwhhBBCCCGEEEIIIR55VboG4Pr16wFo2bIlP//8M0ZGRnc95vnnn2f+/PlMnz6d06dPExISQtu2bauyWY+EM2fO4OPjQ3h4OOnp6ZSUlGBra4uLiwt9+/alX79+GBgYlDvOx8eHhIQEOnfuTLt27Wqh5TXHy8uLdevWMX36dPr371/hfsXFxRw9epT9+/cTFxdHUVERTk5O9O3bF3d3d0xMTKqtjZ6envj4+AAwbtw4RowYcd/nCgoKYvbs2TRs2JCff/650sctX76cw4cPM3r0aMaMGXPf13+YZWRkMG7cOIqKihgxYgTjxo276zGffPIJ4eHhPPbYY6xZs6ba2qa9b0ZGRuzcuVNnm4+PD15eXty8eZOioiJ2794NgJubGwDfffddjX9+JiQk4OPjg4GBAaNGjdLZNmvWLC5fvsy//vUvXn311RptV2Von/WKGBoaumilZwABAABJREFUYmdnR6dOnXjllVdo0qRJDbZOCCGEEEIIIapOlY4APHPmDCqVipEjR1Yq/NMaN24cKpUKgEuXLlVlk+q9oqIivv32W+bPn8/x48dJT0/H3t4eGxsbUlNTOXnyJMuWLWPKlCnExcWVO97Hx4etW7cSHBxcC62vOcXFxRw6dOiu+2k0Gr7//ns8PDwICQkBwNzcnKioKDZt2sS0adPIyMioljbevn2bgIAA5fs7BRPiwdjY2NC1a1cAjh07pneN0rJu3rxJeHg4AIMGDarWtpmYmNCkSZNyYVNycjIrVqwgKioKAwMDnJyclG3a/asznK5IYmIiW7duZfv27eW2NWjQgCZNmmBlZVXj7boXxsbGSh9q//fYY49hZmZGUlIShw4d4j//+Q/nz5+v7aYKIYQQQgghxH2p0hGACQkJADRv3vyejrOzs8PW1pb09HRu3LhRlU2q9zZs2EBAQAA2Njb8+9//plu3bspIv/z8fE6ePMnatWuJjY1l7ty5rFixolZCgtoUExPDtm3biI6Ovuu+Xl5eHDt2DBMTE6ZOnUrfvn1RqVTcuHGDb775hpiYGDw9Pfnyyy+rvJ3Hjh0jLy8PGxsbMjIyiI6OJjw8nFatWlX5tQQ899xznD59muTkZIKDg+9YifzYsWMAqNVqnn322WptV5s2bVi9enW51xMSEtBoNACsWbMGOzs7ZZu+/R8GH3/8cW03oVLatGnDokWL9G6LjIzE09OT69ev8/333/Pf//4XMzOzGm6hEEIIIYQQQjyYKg0AHRwcuHXrFmlpafd0XElJCTk5OaUNMqzSJtVreXl57N+/H4CpU6fSvXt3ne0mJiYMGDCARo0aMWPGDOLj4zl16tQdp7/WJwsXLiQ4OJisrKxK7Z+Xl6dMuXzzzTfp16+fsq1p06b85z//Ydq0aZw9e7Zapqr//fffAIwcOZLDhw8THR2Nj4+PBIDV5Omnn8ba2prMzEyOHj1aqQDwqaeeokGDBjXVRB3a8E87LVXUDGdnZ6ZPn86HH35IRkYG58+fp0+fPrXdLCGEEEII8QgIHzu6tptwT1r9b2ttN0HcQZWmbV26dOHmzZv8+eef9zRC6ujRoxQUFKBSqWjTpk1VNqlei42NVfqtc+fOFe7Xtm1bWrRoQXR0NJGRkfTv358tW7awdev//XBu3LiRjRs3llv3LTIyEm9vb65cuUJSUhImJiY4ODjQvXt3hgwZojMNsSxfX1+8vb2Jjo7GxMSENm3aMHLkSEpKSpg9ezYdOnTQO+LG39+fAwcOcP36dfLz82nQoAE9evTA3d0de3v7e+qflJQUDAwMsLW1BSAzM1MJUfS5dOkSmZmZGBoaMmTIkHLbW7duTYMGDUhKSuL48eM6AaB23TYoDR47dux4T22NiYkhLCwMAwMDBg4cSHFxMRs3buTo0aOMHz++win1JSUlHDp0iAMHDhAbG4tKpaJly5aMHDnyjqOUMjMz2bZtG6dPnyY1NRUrKyu6dOlS4Zp/2vfn5OTE6tWr2b17N3/99Rc5OTls2bJF2a+4uJiDBw/i6+tLTEwMRUVFNG7cmD59+jBs2DAsLCzKnTspKYkdO3Zw/vx5UlJSMDIywsnJiT59+uDu7o6pqanO/vn5+Xh5eeHv78/NmzcBsLe3p3Pnzrz66qs0bNjwrv0NpUHagAED2LNnDwEBAUyaNEnvOpkxMTHExMQApaMG9bmX59bHxwdPT086derEF198wW+//Yafnx/W1tZ4enrqXQNQu8YflE77137/559/6mzXtwbgtWvX2LlzJ1euXOH27ds4OjrSunVrRo4cibOzc7n3ci8/82XbVVhYWK5dd1oDMD09nV27dnHmzBkSExMxMDCgefPmDBgwgBdeeKHcM69dr+/NN9/E1dWVHTt2cOLECZKTkzE3N6d9+/a89dZbNG3aVO89ehBNmzZVRubeunVLZ1t+fj5HjhzB19eXmzdvkpubi62tLc2bN2fQoEH06dMHtbr8ahvJycls3bqVs2fPkp2dTYMGDXjmmWcYMWIE8+fP5/Lly3o/S1JSUvjjjz84d+4cycnJmJqa0qpVK4YMGSLBpBBCCCGEEKJCVRoAjhkzBm9vb86fP8+yZcuYNm3aXY9JT09n6tSpQOlU4Ip+wRblacOKkpISQkND7ziCaeHChRQUFChhirW1NU2aNCEpKYmCggJsbGywtLTE2tpaOcbX1xdPT080Gg1qtRp7e3vy8/OJiooiKiqKvXv3Mm/ePJ3AoaSkhB9++EEpZGFubo6pqSmBgYEEBgZWOH2ysLAQDw8P/P39ATA1NcXW1pb4+Hh27drFgQMHmDlzJl26dKl0/3z//fc630+cOJHExMQK9w8KCgKgVatWmJub692nY8eOHD58mNDQ0Eq3ozIOHjwIQLdu3bCzs2PAgAH8+uuvZGVlcebMGb2/2JeUlLB8+XJ8fX0BMDMzw9LSktDQUBYsWFBhGJCUlMTMmTNJTk4GSsOzkpISfHx8OHfuHI899tgd27pkyRKOHz+OhYWFTtiWk5PDggULuHLlCgAWFhZYWVkRExNDVFQU+/btY+7cuTqhU0xMDJ9//jlZWVkYGhpib29PQUEBkZGRREZGcuLECRYvXqw8t3l5eXz++edERESgVquxs7NDrVaTmJjIX3/9RUBAAIsWLaJFixaV6vfnnnuOPXv2kJmZyYULF+jWrVu5fY4ePaq8n969e+tse5DntrCwkDlz5hASEoKNjQ2Ojo4VtrNJkybk5+eTnJyMSqW66z3S2r9/Pz/99BMajQZTU1NsbGyIj4/n5s2bHDt2jP/85z8MHDhQ2f9ef+bvt13Xrl1j7ty5ZGZmolarcXBwoKCggNDQUEJDQzl06BBfffWV3pGOSUlJ/Oc//yHh/7F35/Ex3fvjx18z2WXfbalYogS1a1BLaUsJUdqiy22LLlqtXlXUUkWt1WsvLV20qr5ctQYtSSyRWiKWEBKJJGKJ7Jvsmfn9kd+cm5FJJJEgvJ+PRx/XPevnfOacw7zn/fm8b93Czs4OOzs7JSh/7tw5li9fXm5fVlVRURGAXpA4Ly+PSZMmER0dDRS/7+zs7EhNTSUhIYHg4GC6devGlClT9I4VGRnJzJkzyczMVPo5LS2NTZs2cfLkyTLnpNQFBW/fvo1KpcLR0ZHc3Fzl/dqlSxcmT55cqTl4hRBCCCGEEI+Hag0Ajhw5klWrVhEUFMSkSZMICwtjwoQJBgNTN2/eZPv27SxYsEDJXPrqq6/ki0slNGrUCCcnJ5KSkpg9ezYDBgygS5cuNG/evFQmU8nAHoC3tzfe3t5Kho6Pj49ehk5RURHr1q1Do9EwcOBA3n77bWXuwJiYGBYtWsS1a9fYsmULM2bMUPbbtWsXfn5+mJub88knnyhz6CUnJ7Nq1SolMHin9evXExgYiJOTE+PGjaN9+/aoVCqysrL4/fff8fX1ZcGCBaxevbrSmYAVpcvyKi+IoQt4xcfH6y3XFW7Q/bkyCgoKlCCersCEs7MzLVu2JCwsDH9/f4PBPF2mnbGxMe+//z7PPfccRkZGZGRksHr1ar2CIiV9++23JCUl0ahRI/7973/TpEkTAMLCwli8eHG5BWHi4+NJSUlh4sSJ9OjRQyneA8UVjC9cuECjRo0YN24cTz75JACpqal8//33BAUFMWfOHFavXq300dq1a8nMzKRbt258/PHHSobgtWvXWLhwIVeuXGH79u2MGFGc+r5z506ioqJo0KABM2fOVLLRMjIy+P777zly5Ahr167l66+/rlDfN2nShMaNGxMdHc3hw4cNBgB1wb0ePXpgamqqt+5e7tuwsDCsra2ZM2cObdu2Lbedq1evVjIDjY2NKzTn3/nz5/n+++8BGDVqFN7e3hgbG5Odnc2aNWs4ePAg33//PV5eXpibm1fpma9KuzIyMpg7dy4ZGRl4eXkxduxYJdAXFRXF0qVLuXLlCgsWLGDhwoWl9v/7779xcnJiwYIFSuXyy5cvM336dLKysti3bx9vvPHGXdtRGRcvXiQrKwsozgTW2bdvH9HR0Tg5OfH555/TsmVL4H9Zqhs2bCAoKEhvLs/s7Gzmz59PZmYmXbp04cMPP8TBwQGNRkNgYCArVqwgLy+vVBsSEhKU4F+/fv3417/+pRRXCQ0NZcmSJZw4cYJff/2V0aNHV+v1CyGEEEIIIWq/aq0CDLB9+3ZatGiBVqvll19+4amnntL70vzFF19gb29Pw4YNGTduHHFxcQC88cYbjBs3rrqb80gzMjJi4sSJWFtbk5OTw9atW5k8eTIjRoxgypQp/Pjjjxw6dIi0tLRKHzs+Pp7MzEzs7e1599139YJa7u7uDBkyRNlOp6CggC1btgDFAYdnnnlGCRA5OjoyZcoUg0OG4+Pj2b17N2q1mqlTp9KhQwdlPysrK95//33atGlDTk4Oe/bsqfS1VJRurkBbW9syt7GysgJQ5qzU0RVuWL16daWHsR8/fpyMjAxsbGzo3LmzslyXmXXq1KlSn6FGo1GGcL/zzjv069dPCfra2NgwceJEg8M7T58+TVhYGBYWFnz11VdK8A/A09OTL7744q7tHTZsGD179tQL/p0/f55jx45Rp04dvvzySyX4B8WZvZ9//jn169cnKSmJQ4cOKesuXrwIwPPPP683PLhhw4a88847uLi4KO+Ikts//fTTeveSjY0NY8eOxdXVlcTERCVbqyJ0Qddjx46Rn5+vty4yMlIZZnxn9d/quG9HjRp11+BfVf32229oNBpeeOEFhgwZosyvWqdOHT7++GMcHR25ffs2Z86cUa6nss98VezcuZOUlBRcXFz4/PPP9bL8mjZtyowZMzA2NubixYucOnWq1P5qtZqZM2cqwT8oDsrpPh9d9e57VVRURGJiInv37mXBggVK+0qe9/LlywC8/PLLSvAPin8EePXVV3F0dAT0++zAgQMkJibi4uLC5MmTlcCwWq2mZ8+eZQbv/vjjD27fvo2XlxcfffSRXmXlNm3aMGHCBKA46zM3N7c6ukAIIYQQQgjxCKn2ihtOTk6cOHGCTz/9lF9++QWNRkNhYaHyxTgtLU1veJOpqSkzZsxg6tSp1d2Ux4Knpydr1qzB39+fEydOEB4eTl5eHmFhYUoml0qlonXr1rz55psVLlzh6urKTz/9hImJicH5q3SFXkrOqRceHk56ejomJiYGh/qamprSp08fvTnjoDjDSqPR0Lhx4zILXvTs2ZPQ0FDOnTtXofZXhS6od2eWV0m6oaiFhYXVdl7d8N9evXrpZcB2796dH374gcLCQg4dOoSPj4+yLiIigqSkJMzMzAzOV2hkZES/fv1Ys2aN3vKgoCAAunXrpgQnSvLw8KB58+ZERESU2d7nnnuu1DLdMNmyimQYGRnRvXt3tmzZQmhoqNJmGxsbkpKS2Lp1K+7u7npt6tChA+vWrdM7ji6T9dChQ3Tv3l0vG8vKyoq1a9eW2e6y9O7dm/Xr15OTk6MM2dTRFf9o2LBhqWfnXu9bY2NjveG31Sk1NVUJlvbv37/UehMTE8aOHcv169eVPq/KM18VuszUAQMGGMz4dnFxoV27dgQHBxMSElIqK7NVq1YGh3i7ubkBVLjoT0nnz5/Xm8/QEAcHBz777DO9wPd7773H22+/bfBHg+zsbCUQV7LPjh8/DsCzzz5r8Pr79u3LunXr9ILRRUVFyrN7ZyBap3Xr1jg4OJCSksLFixdp3759jReL0d0nuuH4tYXuM7S1tS1zuPXDqDb2t/R1NYhPe7DnF/fsgd9DJTxU93YlyLvk/pL+FuLRVSMld62srFi3bh3Tp0/nl19+4fDhw4SHh5OSkoJKpcLBwYFWrVrx7LPP8s477+Dq6loTzXhsWFtb4+Pjg4+PD4WFhURHRxMREUF4eDhnz54lNTWV0NBQpk6dyowZMyo0j56xsTFOTk4UFhZy8eJFIiMjSUhIIDExkZs3bxITE1NqH90Q2oYNG5Y5DNbd3b3UsqioKKB4WPjYsWMN7qcbEqebt64m6DKkygtw6AJ/lR3mW5bExETOnj0LlC4wYW1tTYcOHThx4gR+fn56AcArV64A8MQTT1Sqr3X7lQycGdqvrACgsbGxwQCf7jMMDQ0t8zPUBVgTExOVZW+//TZLlizh/PnzjB49mubNm9OyZUtat25Nq1atSs3F+MorrxASEkJycjKfffYZDRs2pFWrVnh6evLUU08ZDGreja2trdLPhw8fVgKAWq1WGf5raG7Se71vnZ2dDRYdqQ66OenMzMz0sjxL6tKli97/r8ozX1l5eXlcv34doNwfI9zc3AgODubWrVul1pVV5EX3HNyZxVkRpqamBu9rY2Nj7OzsaNOmDS+++KJe1h38LyCdnJzMhQsXuHHjBomJiSQkJHDlypVSmcLwv/dk06ZNDbbFxMSEBg0aKJ8hwPXr18nJyQFg3bp1rF+/3uC+umHKumespu6vO6lUqvt2rupkKNBdG9TG/pa+Fo+zh/Eeqq33trxL7i/pbyEePTUSANRxd3fnq6++qslTiDsYGxvj4eGBh4cHAwcORKPRcOLECZYuXUp2djbr1q1j1apVFTpWQEAAP//8s97wUysrK5o0aUK3bt1KzTGn+/KpGyZriKFglW6/3NxcJThQlpoc2qZrd3kZRLq2Vtc8hAcOHFACjp9++mmZ28XExBAVFaUEDXTtKK/Sr6F1Fdnvzqq7JZXMfjJ03Nu3bxsMepRU8jPs2bMn7u7u7N69m+DgYC5dusSlS5fYtm0bxsbGPP3004waNUoJzjRs2JCVK1fi6+vLP//8Q2xsLNeuXeOvv/4CioNKb731VrkFcQzp27cvJ06cIDg4mOzsbOrUqcPFixdJTExErVYbzNS71/u2Jv9RVZHh7IZU9pmvLF2fAeUGa8sL5tXEPLHNmzc3WJX8bpKTk1m7dq2SnQfFn2u9evXo0aMHgYGBZGRk6O1TlfdkyX4rr5CRji7wXJmh8FWhVqtRqVRotdp7zgy9n1QqFWq1Go1GU+syG2pbf0tfC1Hz7+LKqK33trxL7q/Hqb8lUCgeNzUaABQ1a82aNSQnJ+Pt7V3mPGJqtRovLy9GjhzJjz/+SFxcHFlZWeV++YTiIZZLlixBpVIxZMgQvLy8cHNzUzJg/Pz8SgUDdF/MdZkqhtz5ZRj+92XXy8vrgQ4Fr1+/PhcvXuTmzZtlbqPLSNIV/LgXusq7UFxhtqzARlZWFoWFhfj7+ysBQF2f6YZlGmIokFnV/e5Gd9zBgwczZsyYSu37xBNP8OGHHwJw48YNLl68yJkzZzh27BhHjx4lJiaGVatWKQEzW1tbXnvtNV577TXS09O5ePEi586dIygoiEuXLjFz5kxWrFhBvXr1KtyGzp07Y2NjQ0ZGBseOHaNPnz5K9l/79u0NBqselvvWEF02a3nP4p2q8sxXVsl7PCsrq8zs7+TkZKB08aKHSWFhIV9++SVxcXE0atSIl19+GQ8PD1xcXJT+Dw4OLvXOMzExoaioqFLvyZIBwWXLlhmc39OQ8p7z6mBvb4+RkREajabGz1WdjIyMsLe3Jz09/aH6Yn43tbG/pa+FqPl3cWXU1ntb3iX31+PU305OTjXcKiEeLhIArMXi4uIIDQ3Fzc3troUESla2rcgvOXv37gVg0KBBjBo1qtR6Q4E8XVbcrVu30Gq1BrPFLly4UGqZLpimK7ZgyPXr14mIiMDBwaHGiia0atUKPz8/IiIiyM/PNzgXoG5exTZt2tzz+c6cOUNCQgJqtZqVK1eWmRH1888/s23bNg4dOsQ777yDsbGx0me3bt1SMtbupBuiWlKDBg2IiYlRhgIbYmi/u9Edt7zPMCoqiqtXr9KgQQOaN29OcnIy586dw87OThmWXr9+ferXr0/fvn25du0a48aN4/r168TExNCoUSMOHz6MSqWiZ8+eqNVqbG1t8fLywsvLizfffJMJEyZw/fp1Tpw4oTdk+m6MjY3p1asXu3bt4vDhw/Tu3VsJdhka/qu7Znjw960huuBnZmYm6enpBjMBf/75Zy5fvszgwYPx8vKq0jNfWdbW1lhZWZGVlUVMTEyZw2B18xeWNXz5YXDhwgXi4uIwMjJi7ty5pYKVWq3WYDDd0dGR69evl1lMJTU1tdS6evXqKb/E37hxo8wA4NGjR8nPz6djx44PdfBUCCGEEEIIcf9V6xi0Pn36VPm/5557TvniOX/+fL0hVcKwTp06AcVFJO5W6ffkyZNA8a8cd85jZYjueIYy3QoKCvQquep4enqiUqnIzMw0+PmlpqYqRRVK0s1FdvXqVSXAVpJWq+W7775jyZIlBgOI1aVLly6YmZmRk5PDgQMHSq0/c+YM169fx8jIiB49etzz+XTFP9q2bVvucMiePXsCxQGY4OBgAGV+vPz8fGX4a0kFBQUGl+v6OigoSMmyKuncuXPKHGWVoTvu6dOnDc7bVlBQwOLFi1myZIlS1TcxMZElS5bw7bffUlBQUGqfevXqKUFYrVaLWq1m1apV/Oc//zEYwLSwsFDmh6vKcAVdoO/s2bMEBQWRmpqKlZUVTz/9dLnX/KDvW0Pc3d2VXzQN3QfJycn4+vpy/vx5ZbuqPPOVpVKplKIeu3btMvg5hYWFce3aNVQqFV27dr3nc9YUXX9ZW1sbDLYdPXrUYJafrlrw33//bfD6d+3aVWrYSp06dWjdujUA+/btM9ie0NBQFi5cyJo1a5QMRCGEEEIIIYTQqdYA4MGDBzl06JDyv3f+V97ygIAA9uzZw/r165k+fTo9evSgdevWnDhxojqb+EgZMGAA9erVIz09ncmTJxMUFKTM/QTFAYiYmBiWL1+ufGkcOnSo3jF0AZY7ixQ88cQTAPj6+urNOaUbYqkrCFByji5nZ2c6d+4MwNq1a7l06ZKyLjY2ltmzZxucH65Vq1ZKBtiyZcuIjIxU1qWnp7Ns2TJCQ0OxtbVl0KBBFeydyrOxsVGyxn755RclaArFX67/85//ADBkyJBScwBGREQwduxYxo4dW24FXZ2MjAylGmhZVT11mjZtqgRldEOGLSwslM/y999/58iRI0qKfnp6OosWLTKYYdSjRw/c3NwoLCxk/vz5enPXXbhwgW+//bZKc9P16NGDRo0aUVRUxDfffKOXFXfr1i3mzZvH9evXcXNzUwKazZo1w8HBgYyMDFasWKEXxE5PT2f16tXk5ubi5OSEu7s7KpVKCXqvWrVKL1CZn5/P7t27OXfuHGq1mg4dOlT6Gpo0aULjxo0pKipSqif37NmzzKHZD8t9a4harebVV18FYMuWLRw/flwJNsXHxzN//nzy8/Np3ry5UsG4Ks88/O8dUlhYeNcfIqD4HWRsbMyVK1dYuXKlXpZcREQES5cuBYqfi8oM477fdP2VlpbGjh07lKBdVlYW27dvZ9myZcqzVLLPBgwYgFqtJjY2lh9++EF5Z+fn57Nt2zb+/PNPg+d77bXXUKvVnD17lg0bNij7abVagoODWbRoEVDcv4YygoUQQgghhHgY6L7bVfS/7du3P+gm37PevXujUqlYsGDBA21HtaYJ9OzZE5VKRVhYGElJScoXTmdnZ9zc3DA3NycpKYlr166RnZ0NFGeEODs7Y2VlRUZGBqmpqcoXqbCwMLp3785///vfSg3ne1yYmZkxZ84c5s+fT1RUFAsWLFCqVhoZGZGRkaFkoBgbGzNixAi8vb31jtG4cWNCQkLYs2cPp06dwsfHB29vb4YPH05ISAhXr17lvffew9HRkezsbG7fvo2DgwNTpkxh3rx5JCYmMnr0aGbMmIG7uzvjxo1j2rRpxMXFMWnSJBwdHSkqKiItLQ0jIyOee+45Dhw4UGp48GeffcasWbO4fPkyEyZMwM7ODlNTU5KSktBoNNja2jJt2rQKZS/ei5EjRxIVFcWpU6eYM2cONjY2qNVqJbDRoUMHRowYUWq/ktVNSwZhy3Lw4EEKCgqoU6cOXl5ed92+Z8+e/PHHH5w6dUoZ0jls2DBiYmIIDAzkm2++oU6dOlhbW5OcnIxWq2XUqFGsW7dO7zjGxsZ88cUXTJ8+XQlaOjo6otVqSUlJoUGDBnTv3p3du3dXoLf0jztt2jRmzpxJREQEH3zwgZJZpgsu161bl2nTpikBNWNjY8aOHcuCBQuUHwd0mZApKSloNBpMTU0ZP368MkHvO++8w4ULF4iKimLcuHHY2tpibm5OamqqEmR54403lOBMZfXp04cff/xRGe5a1vBfnYflvjWkf//+REREcODAAebOnYu1tTUmJiakpKQAxfOklCw8U9VnvkGDBpiampKfn8/YsWOxs7Nj9erVZbarcePGfPzxxyxfvpz9+/fj7++Po6MjeXl5pKenA8VZcu+++26N9s+9aty4MT169ODIkSP8+OOPbNq0CQsLC+XeHTBgADk5OQQEBCg/iIwbN45mzZoxatQofvzxR3x9fdm/fz/29vbKPfzUU0+RkJBAfHy83nvS09OTjz76iO+++47Nmzezbds2HB0dyczMVH5Y6du3L6+88sqD6hIhhBBCCCEqzNHRsULzMD6I71KPqmoNAB48eJCNGzfy9ttvo1KpGDt2LOPHj8fDw0Nvu/z8fPz9/Vm4cCGHDh1Co9GwZs0ann/+eQoKCggLC2P9+vWsWrWKgoIC3n77bS5cuKA3j50o5uLiwuLFiwkMDOTo0aNERUWRnp6ORqPBysqKZs2a0a5dO/r06WNwmOlLL71EbGwsFy5c0Mveadq0KQsXLuT3338nLCyM9PR06taty+DBgxk8eDCWlpYMHz6cXbt2kZubq2QB2dnZsXjxYrZv386RI0eIj4/H3Nyc9u3bM3z4cK5du8aBAwdKVbm0sbFhwYIF7Nmzh4MHD3Lt2jXy8vJwc3OjU6dODB48GHt7+xrtSyie9HbGjBns27cPPz8/rl27hlqtxsPDg759+9KvX79qqRalG/77zDPPGKyMfKdevXrxxx9/UFhYyMGDB/Hx8cHIyIiJEyfStm1b9uzZowTWO3TowKuvvoqtrW2pACAUV9JdunQpmzZt4tixY6Snp+Po6MiQIUMYMWJElX9hqVu3LkuWLGHHjh0EBgZy69YtTE1Nadq0KV27dsXb27tUZtLTTz/NwoUL2bFjBxcvXlTuQWdnZ1q3bs3QoUNxc3NTtnd1dWXp0qVs3bqVM2fOkJiYSFZWFtbW1rRr144XX3xRGWJaFb1792b9+vUUFhbyxBNPlHp33elhuW/L8sknn/DUU0+xd+9eYmJiyMnJoUGDBnTu3Jlhw4bpzQ1Y1WfeysqKDz/8kI0bN5KcnFyhwiPPPvssjRo1Ytu2bYSGhpKSkoK5uTmenp707Nmz2p6zmvbvf/+bRo0a4efnR2JiIiYmJnTp0oWBAwfStm1bbty4QXR0tDJXoM7gwYNp1qwZW7duJSwsjJSUFJycnOjRowevvvoq77//PlC6GvDzzz9Ps2bN+PPPPzl37hxJSUnY2trSsmVL+vXrV+ZwdSGEEEIIIR4248aN46uvvnrQzXisqLTVWNv78uXLtGnThoKCAn766Sfeeuutu+4zadIkFi9ejJWVFSdOnKBFixbKuh07dijDHL/++mu++OKL6mqqeEA2bNjA5s2b6d+/v1L5VQghRLGCggJeffVVioqKWL9+/T0FkO+c2qG66artFRUV1crqhqmpqbWyumFt6m/p63s3Lj7tgZ7/fvl68fQH3YQaY7d45YNuguJhurcrQ94l99fj1N+1oQpw5NulR589zJr9sumu27i7uxMbG8vMmTMfmwBg7969OXToEPPnz2fKlCkPrB3VOgfgN998Q35+Ps8++2yFgn8AixYt4sknn+T27dt88803eut8fHzo3bs3Wq2WHTt2VGdTRQ3Iz89nzpw5zJ49W29uOR2NRqPM6Vgy0CuEEI+L/fv3M3v2bDZu3Ghw/YkTJygqKsLV1fWBZo8KIYQQQgjxsElLS2PGjBm0adMGS0tLHBwc6NWrFz/99JPBgLVu7r1ffvmFy5cv88Ybb1C3bl2srKzo1KkT//d//wcUF6j86KOPcHNzw8zMjEaNGjFhwgSDNQwAAgMDee2112jWrBkWFhbUrVuXzp07M2/ePINFMcuTk5PDN998Q6dOnbCxscHGxoann36aJUuWkJubW/lOKke1BgAPHTqESqXihRdeqNR+Q4cORavV4u/vX2pdr169AKpUmVTcX7q5z4KDg1m9ejWJiYnKurS0NFasWEFMTAyOjo5069btAbZUCCEeDGtra4KDg9myZQv+/v7KXLkajYbg4GClAM39LhwjhBBCCCHEw+zChQu0bt2ar7/+mvPnz2Nra4uJiQmHDx9m9OjRdO/eXZlT/E7Hjx+nU6dO/P777xgZGZGbm8upU6cYMWIE33zzDR06dOC7774jIyMDe3t7rl69ypIlSxg2bFipY82bN48ePXrwxx9/EBsbi6urK3l5eQQHBzNt2jTatGnDlStXKnRN169fp3PnzkyaNIlTp05hbm6OtbU1J06cYMKECTz11FPExcXdU7+VVK0BQF3D7izwcDeurq4ABiOlunnrkpOT77F14n54//33MTc359y5c4wZM4a33nqLUaNG8fbbb+Pn54elpSWff/455ubmD7qpQghx3z399NN4eXlRVFTE0qVLeeWVV3j33Xd57bXXmD17Nunp6XTv3l0CgEIIIYQQQvx/6enpeHt7c/36dYYMGUJcXBw3btzg1q1bhISE0Lp1a44fP86oUaMM7r9mzRq8vLy4evUq169fJykpic6dOwPF09Ll5OSwY8cO0tLSiI+PZ9OmTahUKv766y9CQ0OV4yQlJTFz5kygOBCYnZ1NTEwMqampHDlyBFdXVxITE1myZMldr6mwsJCXXnqJCxcu0KNHDy5evEhCQgLXr18nMjKSXr16cfnyZSVhrjpUawBQF6w7depUpfbTRUctLCxKrdMFBaXyS+3g6enJihUrGDJkCG5ubuTm5pKVlUW9evUYPHgwy5cvx9PT80E3UwghHgiVSsWUKVOYNGkS7du3Vyp3m5qa0r59ez777DMmT55c6R/ShBBCCCGEqE1WrlxJixYtyv1PN7XYsmXLiImJoVOnTmzZsoWGDRsqx2nfvj3bt2/HyMiIP//8k6ioqFLncnd3Z+fOnUqBSTs7Oz755BNl/bJlyxg8eLDyb/Dhw4cr05YFBwcr24WEhFBYWEjnzp354osvMDExUdY988wzjBkzBqBCGYAbN27k5MmTPPHEE+zevVtvmrSmTZuyY8cO7OzsCA4ONjhatiqqtQpw7969+f3339m2bRunTp2qUDXO+Ph4fvvtN1QqVantNRoN27dvR6VS0aZNm+psqqhBrq6ujBo1qszouxBCPM7UajXPPPMMzzzzzINuihDiIbeyrl2Ft63VE/f/skkKJQghxGMmOTn5riM9CwoKAJT5s9944w2MjUuHsZo2bcrTTz9NUFAQ/v7+NG3aVG/9sGHDMDMz01tWr1495c/e3t6ljuni4sLFixf12tijRw/i4uKoU6eOwfbGx8cDVOjvBd01DR06FBsbm1LrbW1tGTBgABs3bsTf35++ffve9Zh3U60BwAkTJrBp0yYKCwt54YUXWLhwIW+//bbBDwjg6NGjjBkzhtTUVFQqFe+8846y7vLly0ybNo3z58+jUqkYMmRIdTZVCCGEEEIIIYQQQjwAFa0CnJ2dTXh4OFBcRHb16tUGt7tx4wZguH7EnQFBKP4hB8DExARbW9syz19YWKj82cLCgoYNG5KTk4O/vz9nzpwhNjaWq1evEh4ezsWLF+96PTohISEA/P777+zdu9fgNrq6CtVVE6NaA4Dt27dn4cKFTJw4kbS0NN5//30+/fRTvLy8aNSoEXZ2dqhUKm7dusXJkye5fPmysu+zzz7LyJEjgeIPrmT6Y8OGDXnvvfeqs6lCCCGEEEIIIYQQ4iFWMjtcF+Qrj6HKvYamm9NRqys+M55Wq2XJkiV89dVXZGZmKstdXFzo3LkzTzzxBH/99VeFjqW7rsTERL0CqoaUVY24sqo1AAjFWYDW1tZ89tlnZGVlkZ2dTUBAgMFtdRMZ9uzZky1btugt161r0KABO3fuLPcDE0IIIYQQQgghhBCPlpLDbbdv346Pj88Da8v8+fOZNm0aZmZmfP3117zwwgs8+eSTyhDer776qsIBwDp16pCRkcHSpUsZP358TTZbUa1FQHTeffddLl26xNSpU3nyySeB/wX1dP+ZmprSo0cP1q9fj7+/P/b29sr+5ubmDB8+nFWrVhEWFkbbtm1roplCCCGEEEIIIYQQ4iFlb2+Pi4sLgN4o0jvt27ePDRs2EBsbW2Nt0Q0/XrhwIdOmTaNz58568/fdbU7DknSxsvKu6ciRI2zYsIELFy5UscX6qj0DUKd+/fp8/fXXfP3112RkZBAXF0dGRgYmJibY2dnh7u5e5tyAjo6O/PHHHzXVNCGEEEIIIYQQQghRC3h7e/PTTz+xbt06JkyYUGrYbkREBIMHD6aoqKjcgNq9unXrFvC/4F1J6enp/PnnnxU+1qBBgzh58iQbN25k/vz5WFtb661PSkripZdeIjk5ucxRtZVVIxmAd7KxsaFVq1Z07dqVTp060axZM73gn1ar5fDhwxw+fJisrKz70SQhhBBCCCGEEEII8ZCbMmUKlpaWhIeH8+677+rNCxgUFMTAgQMpKCjgnXfeoUmTJjXWjlatWgHFGYBJSUlAccXf/fv307NnT6UKcE5Ozl2P9dFHH1GvXj1SU1MZOXKk3vyG58+fZ8CAASQnJ9O3b1969+5dLe2/LwHAu9FV+X322WfZvHnzg26OEEIIIYQQQgghhHgIeHh4sHnzZiwtLfnpp59wcXGhSZMmODs70717dyIjI+nXrx/Lly+v0XbMnTsXtVrNwYMHqV+/Po0bN8bW1pYXXniBgoICfv75Z6B46K67uzvp6ellHsvBwYGdO3fi4uKCr68vbm5uuLu7U79+fdq0acPJkyfp2LFjtY6OrZEhwFqtln/++YfY2FgKCgruuv3169fJyMgA/pdSKYQQQgghhBBCCCHEgAEDCA0NZcGCBezdu5fr16/j4OBAnz59+Ne//sW//vUvVCpVjbdh//79zJ49m5MnT5KcnEyLFi147bXX+OijjzA1NeXIkSNs3LiR3NxcjIyMyj1ep06dCA0NZdGiRezYsYOrV69iY2ND165dGTlyJB988AEmJibV1n6VVldut5qcP3+eYcOGERkZWan9tFotKpWKLVu2MHTo0OpskhBCCPHY0Q1LqCn29vYYGRlRVFSkNwzjYWdkZIS9vT2pqakUFRU96OZUWG3sb+nr+0v6+/6qjf0tfX1/SX/fX1Xpbycnpxpu1b2LfHvEg25CpTT7ZdODboIoR7VmAObk5DBw4EDi4uIqva+trS1jx46V4J8QQgghhBBCCCGEENWoWucA/Pnnn4mLi0OlUtG3b192797NsWPHGDZsGABdunQhICAAf39/Nm3axNtvv42RkRHW1tb4+/szb9686myOEEIIIYQQQgghhBCPvWrNANy5cycADRo0YO/evUql35UrV7J161ZOnz5Nhw4dlPLGr776Ki+99BIvvfQS/fv3JzQ0FBcXl+pskhBCCCGEEEIIIYQQj7VqzQAMDQ1FpVIxbNgwJfgH4OrqioODA4WFhZw8eVJvn0GDBjFq1CgSExOZMGFCdTZHCCGEEEIIIYQQQojHXrUGAJOTkwF44oknSq1r0qQJUFwk5E4ffPABAFu2bCExMbE6mySEEEIIIYQQQgghxGOtWgOAuqw/Q6WXdQHAqKioUuvat2+PsbExhYWFHDx4sDqbJIQQQgghhBBCCCHEY61aA4C6zL+QkJBS65o0aYJWq+Xs2bOl1qlUKszMzAC4evVqdTZJCCGEEEIIIYQQQojHWrUGAPv06YNWq2XLli2lgoBdunQB4NixY8pQYZ3Tp09z+/ZtAIyMjKqzSUIIIYQQQgghhBBCPNaqNQD4wQcfoFaryc/Pp1u3brz55pscO3YMgN69e2NkZERBQQGvv/46t27dAoqHBL/zzjvKMTp27FidTRJCCCGEEEIIIYQQ4rFmfPdNKq5169ZMmzaNOXPmkJ+fz8aNG2nZsiVeXl7Y2dkxduxYVq5cyf79+2nQoAHW1tZkZGQAxcOA27VrR48ePaqzSUIIIYQQQjwQ4+LT7u8JryfffZuHTXwaXy+e/qBbUSU10dt2i1fWwFGFEEKIas4ABJg1axZ//PEHPXv2pE6dOnoFQebNm0fr1q3RarVoNBrS09PRarVotVoaNmzI5s2bq7s5QgghhBBCCCGEEEI81qo1A1Bn+PDhDB8+vNRyKysr/vnnH1asWMHevXuJj4/H3t6efv368emnn2Jvb18TzRFCCCGEEEIIIYQQ4rFVIwHA8lhaWjJlyhSmTJlyv08thBBCCCGEEEIIIcRjp1oDgFevXgXA0dERS0vLCu+XlZVFSkoKFhYWODs7V2eThBBCCCGEEEIIIYR4rFVrANDd3R2VSsXq1at57733Krzfhg0b+Oijj2jatCkRERHV2SRRzU6ePImfnx+RkZGkpaWh1Wqxs7OjadOmdO/enWeeeQYjI6NS+/n5+XHr1i3atWuHp6fnA2h5zYqOjua///0v4eHhpKamYmdnx1NPPYWPjw/u7u4G90lKSuK///0vISEhJCcnY2FhQYMGDejbty99+/Y12I/3qqioiIMHD3L8+HGioqJIT09HpVJha2tLs2bN6NmzJ15eXqjV1T49aJk2btwIwAsvvICTk1Ol938Yr6ksfn5+7Nixgxs3blBYWMj27dsBGDx4MACLFi2iRYsWD7CFVVPWZ7hx40Y2bdpE+/btmTVr1oNqXpn8/PxYtmxZmevVajXW1tY0b96cQYMG0a5du/vXOCGEEEIIIYSoRvd9CLAh169fR6vVKhmE4uFTWFjIt99+y9GjRwEwNTXFwcGBwsJCUlJSSExM5NixY2zevJmpU6fSoEEDvf39/Pw4f/48pqamj1wA8Pjx4yxYsICioiJMTEywt7cnLS0NPz8/jhw5woQJE+jWrZvePlFRUXz55ZdkZmYCYGtrS0FBARcvXuTixYscP36cyZMnY2pqWm3tjIqK4ptvvuHGjRsAGBsbY29vT15eHgkJCSQkJBAUFISnpyeTJ0++b3Nybtq0CYAOHTpUOgD4sF6TIUlJSaxYsQKNRoOFhYXeteqeFzMzswfVvHtS1mdoY2NDgwYNakVm953vLICcnBxSU1M5efIkJ0+e5LXXXmPEiBEPoHVCCCGEEOJx1OyXTQ+6CeIRUuUA4NatW9m6davBdT/++CMHDx6s0HEyMzPZv38/QLUGO0T1Wr9+PUePHsXW1paPP/6Yjh07KhlqeXl5HDt2jLVr1xIXF8esWbNYsWJFrQ1mVEZSUhLffPMNRUVFPPfcc4wePRpLS0tyc3P57bff2LVrF8uWLaNJkybUrVsXgIKCAhYuXEhmZiYtWrRg/PjxSvDh/PnzLF26lJMnT7J582beeOONamnnpUuXmDlzJjk5OTRo0IA33niDTp06KZ9RTk4Ofn5+/N///R9hYWHMmDGDxYsXY25uXi3nrwm17Zpu3bqFRqMBYM2aNXrByNWrVz+QNtU0b29vvL29H3QzKqSszyA1NZWffvqJQ4cOsXHjRjp06EDz5s3vc+uEEEIIIYQQ4t5UOQB4/vx5Nm3ahEql0luu1WoJDg4mODi40sfs3bt3VZsjalBubi579+4FYPz48XTq1ElvvZmZGb169cLV1ZVJkyYRHx/P8ePH6dmz54No7n21efNm8vPzady4MR999JESFDU3N2fMmDGcO3eO2NhY/vzzTz788EMADh8+THx8PNbW1kyfPh0bGxvleK1bt2bixIlMmjSJbdu28dJLL1VqPk1DsrOz+eabb8jJycHT05Mvv/ySOnXq6G1jYWGBt7c3np6efPHFF1y9epX/+7//46233rqnc9eU2nhNuuCfLktR1A729vZ8+umnhIWFkZiYyMGDByUAKIQQQgghhKh17nkIsFarrdCy8piYmDB48GCWLl16r80RNSAuLo78/HxUKlW5c2C1aNGCRo0aERsbS3R0ND179lTmANP59ddf+fXXXxkxYgSvvfaasjw6OhpfX18uXLhAYmIiZmZmODo60qlTJ1544QUle+5OAQEB+Pr6Ehsbi5mZGc2bN2fo0KFotVqmTZtG69atmTdvXqn9AgMD+euvv7hy5Qp5eXk4OzvTpUsXfHx8cHBwqFC/aLVagoKCAHjxxRdLzdmnUqno2rUrsbGx/PPPP4wdOxaVSsXZs2cB6NKli17wr2Q/Ojk5kZSUxJkzZ+jevbuyLjQ0lGnTpgEwd+5c2rRpc9d27t27l8TERMzNzfn8889LBcpKatKkCf369WP79u0cOHCgVLAsPj4eX19fTp8+TWJiImq1GgcHB9q2bUu/fv1o1KiR3va6z//555/nrbfe4tdff+X48eO0bNmSrKwszp8/r2w7adKkCl9XdV5TdnY2O3fu5J9//iE+Ph6NRkP9+vXp1q0bgwYNKnXsktf0wQcfsG3bNiWoa2ZmhoeHByNGjNCby083xx8UD6fX/f+dO3fqrS85B2B5fTd16lRl/rrWrVsza9YsduzYgZ+fH4mJidjZ2dG1a1dGjhyJhYUFf/31F3/99RdxcXGYmJjw5JNP8uabb9K0adNS/ZWamsrevXs5fvw4CQkJaDQaHBwcaNGiBf369dO7rqlTp5b7GZY3B2BBQQH79u3j0KFDXL9+nYKCAlxcXJTn8M4gqe5627Zty6xZs9i3bx8HDhwgLi4OY2Nj3N3dGTZsWKkfKKqDkZERzZs3JzExURluXlJwcDD79u0jJiaG1NRUrK2tcXV15ZlnnqFv374G78+8vDy2bdvGoUOHSEhIwNbWlvbt2/PKK6/g7+/Ppk2bSr0ndfv5+voSGBjI9evXAXBzc6NHjx68+OKLkkkvhBBCCCGEMKjKAcBPP/2Ut99+W/n/Wq2WJk2aoFKp+Prrr0t9aSmLqakprq6uD8UE/cIwXWBLq9USHh5Oq1atytx27ty55OfnK8MsdXOAJSYmkp+fj62tLVZWVnqBr4CAAJYtW4ZGo1ECSnl5ecTExBATE8Pu3buZPXu2XuBBq9WyfPly/Pz8AKhTpw7m5uaEhIQQEhLCs88+a7B9BQUFLFmyhMDAQKA4U8/Ozo74+Hi2bdvGX3/9xeTJk2nfvv1d+yUmJoaMjAyAMgNWbdq0YdOmTaSnp3Pz5k3q169PWloaQLnzoukCgGFhYXoBwKrw9/cHoEePHjg6Ot51+1deeYXOnTsDxQU2dJ//2bNnmTNnjhIM1s0Bee3aNeLi4ti7dy+TJk2ia9eupY6ZmZnJ5MmTuX79Og4ODtjZ2SlFT3RBDBcXF0xMTCo0dLy6runmzZvMnDmT+Ph4oLjfNRoN0dHRREdHc+DAAWbOnEnDhg1LHTMrK4vJkycTGRmJtbU1dnZ2JCUlERISwrlz5/jmm2+UAFuDBg3Iy8sjKSkJlUpF/fr179pmHUN9V1J+fj5fffUVoaGhWFpaYmxsTEJCAjt27ODq1as4ODjg5+eHkZER9vb2pKamEhISQlhYGEuXLtVrS2xsLFOnTlXmprSzs0OtVnPz5k2uX7+On58f7733njKs19nZuUqfYUZGBl999RWRkZHKeSwsLLhx4wZ//vknBw4cYOrUqQbnCy0oKGDOnDmcOnUKS0tL7O3tSUpK4sKFC4SFhTF9+nTls65ORUVFQHEGZ0krV67k77//BlDmAM3MzFTm8/T19WXx4sVYWVnpXf+XX37JlStXgOI5QDUaDfv37+fYsWNlvmOTk5OZOXOmMl+ura0tRkZGREREEBERwd69e5kzZ06tmHNRCCGEEEIIcX9VOQBoa2uLra2twXWOjo6lMoFE7dWoUSMlIDV79mwGDBhAly5daN68eamstzsz2nRzgOkyhXx8fHj55ZeV9UVFRaxbtw6NRsPAgQN5++23leBBTEwMixYt4tq1a2zZsoUZM2Yo++3atQs/Pz/Mzc355JNP6N69OyqViuTkZFatWqUEBu+0fv16AgMDcXJyYty4cbRv3x6VSkVWVha///47vr6+LFiwgNWrV981E1D3JVytVpeZoVjyi3h8fDz169dXsoFSUlLKPLZuXXp6ut5yMzOzShWMyMjIIC4uDoCnnnrqrtsDWFtbGwxo/vTTT+Tn59OtWzc++ugjrK2tgeLrWrp0KWFhYWzcuNFgAPDYsWO4urqyZMmSUllnuuy3iRMnVqgCbnVdU0FBAfPmzSM+Ph5PT0/Gjx9PvXr1ALhx4wYrVqzgwoULzJ49m5UrV5bKrPrnn3+wtLRk2rRpPP3008p+06dPJykpie3bt/PZZ58BxfPL6bI3jY2NKzXnX3l9BxAREYGtrS0zZsxQst+2bt3Kr7/+yunTpwEYNGgQb775Jubm5iQlJTF9+nRu3LjB3r17GT16tHKsDRs2kJmZSevWrfn3v/+t3L+pqal8//33BAUF8fvvvzNgwADUajX//ve/gcp/ht9++y2RkZG4ubnx2Wef0aRJE6D4vv/hhx8ICgpi7ty5rFy5slQmYFhYGCYmJnz88cf06dMHIyMjUlNT+eqrr5Rq3NUdAMzOzubChQsANGvWTFl+5coV/v77b4yMjBg3bhzPPvssarUajUbDyZMn+fbbb7lx4wb79+/npZdeUvZbuXIlV65coUGDBkycOFH5XC9fvszixYs5duxYqTYUFRUxb948rl69iqenJ+PGjVMC0zdv3mTFihWcP3+e+fPn8+2335aankMIIYQQQtQ+I85HPugmVMqm1s3uvpF4YKq1CnBAQACAzI/0iDEyMmLixInMnTuXzMxMpQCMmZkZTZs2xcPDg2bNmtG2bdtS2Ul3Ex8fT2ZmJvb29rz77rt6maDu7u4MGTKElStXKhlaUBy42bJlCwCjRo3imWeeUdY5OjoyZcoUxo0bp7eP7ly7d+9GrVYzdepUvS/yVlZWvP/++1y9epXQ0FD27Nlz1wIcWVlZQHFw6c5AqI4uSAZw+/ZtADw9PQkKCuL48eOMGjWq1PDA8+fPk5CQAKBkYuk0b968UsGjpKQk5c+GstgqqqCggOjoaIyMjPjkk0/02ly3bl1GjBjBl19+WarPSxo/frzBAFZlVdc1BQQEEBsbi4WFBdOmTdP7rOrXr8/06dP54IMPiI+Px8/PjxdffLHUMSZOnEjHjh319hs0aBA///wz4eHhVW7bne7Wd//+97/p0KGD8v+HDBnCpk2byM/Pp23btrz77rvKOicnJ55//nnWr1+vZODpXL58GYAPPvhAL3htb2/Pv/71L4KCgrh9+zaZmZll/gB0N2fPnuX06dOoVCq++OILvc/QwcGBiRMn8umnn3L16lV27txpcM7GMWPG8Pzzz+u1b/jw4SxYsICIiAi0Wm21BMDS0tKIiIhg06ZNZGZmYmFhoXfeiIgIALy8vOjbt6+yXK1W8/TTT/P0009z6NAhbt26payLjo7m2LFjqNVqvvjiC5544gllnYeHB9OnT+fjjz9W5ozUOXToEJcvX8bZ2bnUnJf16tVj2rRpjBkzhsjISM6dO0fbtm1rfK5J3ftarVbXqnktdfeGra1tpacseZBqY39LXwPxaffeIPFYqcnnuza+R0DeJfeb9LcQj65qCQAWFRUREhJCRkYGgwYNMrjNsWPHWLZsGYGBgSQlJWFvb0/Lli0ZPnw4o0ePLjOAIh4Onp6erFmzBn9/f06cOEF4eDh5eXmEhYURFhYGFP9l0bp1a958880KZQEBuLq68tNPP2FiYmJwGHhqaiqA3pfh8PBw0tPTMTExMTjU19TUlD59+rBx40a95YGBgWg0Gho3bqwX/CupZ8+ehIaGcu7cubu2XRfQMzExKXObkhVnCwsLAXjuuefYunUrqampzJw5k3feeQd3d3dycnL4559/2Lhxo5JFdK+VlHNzc5U/W1hYVPk4RkZG/PTTT6jVaoPzmRn6nEqqW7curVu3rvL5S6quazp69CgAzz77rF7wT8fS0pLu3buzZ88eQkJCSgUAXV1d9YJ/OrqAzp3B26q6W99ZW1vrBf+geJiqjY0NSUlJBrPhdIH6O9v47bffotVqcXJyKrWPbug6lP05V4Su3zt27GgwgGtsbEzfvn35+eefCQkJKRUANDEx4bnnniu1n5ubG1D899Ht27f1htxWRMl5Gg0xNjZm/PjxekPOe/XqRadOncqcg1LXZyX76/jx40DxXJ8lg38lr6N169al3kGHDh0CoGvXrgbPZ2lpSadOnTh06JASALxff6+qVKpa+Xd4bZ16pDb2t/S1EBV3P+652npvy7vk/pL+FuLRc08BwJycHGbOnMm6detIT0/H2NiYvLy8Utv95z//YdKkScovCFqtlvj4eG7dusXBgwdZu3Yte/fuNfilUzw8rK2t8fHxwcfHh8LCQqKjo4mIiCA8PJyzZ8+SmppKaGgoU6dOZcaMGRWaR8/Y2BgnJycKCwu5ePEikZGRJCQkkJiYyM2bN4mJiSm1j27obcOGDcsMkLm7u5daFhUVBRQPlxs7dqzB/XT3b8kss7Lo/mIpLxiiC/rB/4bs1qlTh2nTpjF79mzCw8OZMmWK3j729vb06tWLgIAAg0VCKqNkEKSgoKDKx1Gr1cr8eFFRUYSHhyuf061bt5S+LYurq2uVz32n6rqm6OhogHKD1bqgkqHMRhcXF4P76IYK5+fnV7ltJd2t73TDlu+k+0dbeZl6unntdHTBratXr3Lp0iVu3bqlfM53ZgtWlW7eu/L6XRcYNNTv9vb2BoPuJYdoV+W+0A2tL0mtVmNpaYmHhwcvvvhiqYClhYUFFhYWZGdnExwcTGxsLImJiSQmJhIXF2ew/bGxsQBl/ggBxe+vOwOAun47dOgQp06dMrifbk7SxMREoPTnW93UajUqlQqtVntPQeH7TaVSKT+y1LbMhtrW39LXQlReTb67a+u9Le+S++tx6m8JFIrHTZUDgNnZ2fTt25cTJ04AxUE9Qy+Iv/76i4kTJ+ots7GxwcTEhOTkZABCQkJ49dVXlYn9xcPP2NgYDw8PPDw8GDhwIBqNhhMnTrB06VKys7NZt24dq1atqtCxAgIC+Pnnn/UyjKysrGjSpAndunVTMoZ0dENvy8vwMRQY1O2Xm5urFC0oS8kss7LossZ0xzWk5LqScwo2b96cVatWsXfvXkJDQ8nIyMDa2prWrVszaNAg1qxZU2qfqii5f3x8fIXm5szPzyckJASA1q1bK/186tQpvv/+e72ghoWFBY0aNeLZZ5/lwIEDZR6zOn9BrK5r0n025RUR0d1HhgJKdxaDqCl367u7VX2tzFDYiIgIVq1apQRHdcd/4okneP755/H19a3wscpyr/1eXsbtvajM0HqdgoIC/vjjD7Zv364X7HdycuLJJ5/E1ta21FDwe31/paenl5ob9E6695cuM7em2NvbY2RkhEajqfFzVSddQZz09PQaD5JWp9rY39LXQlReTd5ztfXelnfJ/fU49bckIInHTZW/wX7++efKUCaAZ555hp49e5baTle4QaVS4ezszMaNG+nTpw9Q/GXz3Xff5ciRIxw6dIitW7cybNiwqjZJ1JA1a9aQnJyMt7c3bdu2NbiNWq3Gy8uLkSNH8uOPPxIXF0dWVtZdh+EdOnSIJUuWoFKpGDJkCF5eXri5uSnBNT8/v1IBQF0AICcnp8zj6jJhStJ9qfby8mLq1KnltqsidNVT8/PzSU5ONhjQ0M39pVKpSmUY2draMmLECEaMGFFqv0uXLgGUW3G5IqysrGjUqBGxsbGcO3dOKVZRnlOnTjF//nwAfvvtNwAuXLjAnDlz0Gg09O3bl969e/PEE08o82uEhoaWGwCsTtV1TSYmJhQWFpY7VFf3I8W9ZmLWBjdu3GDatGnk5eXRpUsXXnzxRdzd3XFwcEClUnHr1q1qCQDqnt9Hod+///57/v77bywtLRk1ahSenp40aNBAedcsXbq0VACwIu8vQwE+MzMzsrOzGTNmzF2HKwshhBBCCCHEnaqUlhMTE8MPP/yASqXC1dWVoKAgDh8+zNdff623XXh4OMHBwUoGynfffacE/6A4C8rX11cZZrdixYqqXoeoQXFxcRw/fpyzZ8/edVtdUAyoUMr43r17geIqpbov0CXnYzMUyNNlgN26davMc+gqdpakC8DduHGjzPZcv36dgICACl2rh4eHkn0VGhpqcBvd/IiNGjVSruvo0aOsWbOmzErFV65cITExEXNzczw9Pe/ajrvx8vICijMtDfXnnfbt2wcUD9HUDR/966+/0Gg0eHl5MX78+FIFBqprvruKqo5r0lVuNjTMXEf3+emq1D7K/P39ycvLo2nTpkybNo2OHTvi6OiovL+r6zPWDVkur98vXrwIPNz9npeXp2Stjx8/Hm9vb5o0aaKXvWeoz3Q/FNy8ebPMY+vuu5Iq8v66cOECAQEByjQJQgghhBBCCKFTpQDgb7/9pqQDb968Wfkyfqe//vpL+bO7uztDhw4ttY2VlRWffPIJWq1WKRAiHi6dOnUCYP/+/XrDdA05efIkUJxObaiwwp10xzM0/1ZBQYEy8X1Jnp6eqFQqMjMzCQoKKrU+NTWVI0eOlFrepUsXoHh+M0NfsLVaLd999x1LliwxGEC8k5mZmXLM3bt3lwpGFhQU8PfffwPoFSuJj49nz5497Nixw+BxN2/eDBQXGKiO4Y4+Pj5YWlqSlZXF8uXL9YYq3snPz4/Tp08D8OqrryrLy/uctFrtfcv+06mOa9Ld13/99ZfB+foSEhKUQHC3bt2qs/kPJd1nXL9+fYPDhqvrM9YVTgkMDDQ4PCM7O1t5fh/mfs/KylLuO0PFTBITEw3+kKAL6p86dUrJdCzp9OnTXLt2rdRyXTGXw4cPk52dXWp9RkYG8+bNY8mSJXcdIiyEEEIIIYR4/FQpAKgLynTp0oUePXqUud3hw4eVP7/00ktlbjdw4ECgOJAQHBxclSaJGjRgwADq1atHeno6kydPJigoSK/Yi1arJSYmhuXLlyuZVncGe3WZcncGeHVVMH19fUlISFCWX7p0iZkzZypZQiUDNM7OzsqX4bVr1yrDZaF4gv3Zs2crFXpLatWqlVKYZNmyZXpFDdLT01m2bBmhoaHY2tqWWc36TiNGjMDExISIiAjWrFmj9EtqaioLFy4kPj4eV1dXBgwYoOzTrVs31Go1MTExrF+/XtknKyuL1atXExQUhIWFhcGhwREREYwdO5axY8cSERFRoTZaWVkxYcIEjIyMOHHiBFOnTuXs2bN6c3qkpKSwfv16JQt30KBBSoAM/vc5BQQE6GVuxcbGsmDBAmV+PY1GU24wzhDdvWEoGFKT1zRw4ECsrKyUz6rk+a9du8aCBQvQaDQ89dRTPPXUU5W6ptpI9xmfPHlSL6M1Pj6e7777Tnm2gVLFnirzGfbu3RtXV1fy8/OZN2+e3nycycnJLFq0iNu3b9OwYUN69ep1T9dUk+zs7JQfOf744w9lSG9BQQFBQUF88cUXyrNQsr+6deuGvb09BQUFLF68WHknarVaTp48yeLFiw2eb+DAgTg4OJCVlcXixYv1+jo2NpZZs2aRmZlJ27ZtadOmTY1csxBCCCGEEKL2qtIcgGFhYahUKoNz/pVUMgurb9++ZW7XokULZcLOu1UTFfefmZkZc+bMYf78+URFRbFgwQKMjY2xs7PDyMiIjIwM5cuvsbExI0aMwNvbW+8YjRs3JiQkhD179nDq1Cl8fHzw9vZm+PDhhISEcPXqVd577z0cHR3Jzs7m9u3bODg4MGXKFObNm0diYiKjR49mxowZuLu7M27cOKZNm0ZcXByTJk3C0dGRoqIi0tLSMDIy4rnnnuPAgQOlMpk+++wzZs2axeXLl5kwYQJ2dnaYmpqSlJSERqPB1taWadOmVSh7EYqDJh9++CErV65k7969+Pn5YWdnR3JyMkVFRdjY2DBp0iS9YYH16tXj7bff5qeffmLr1q3s3r1b2aewsBBTU1OmTp1qcE7BvLw8JWBiqOJ2WTp37szUqVNZvnw5ly5dYsaMGZiammJnZ0dBQQFpaWlotVqMjIx4/fXX9TLloDjj7tChQ6SkpDB+/HgcHR3Jy8sjMzMTS0tLpk6dyqJFi8jPz+fdd99l3LhxSqbX3TRu3Jjw8HC+/fZbfvvtN/7973/z5JNP1vg1OTg4MGnSJObPn8/JkycZNWoUTk5OFBUVkZKSAhRndk2YMKGCvVy7Pffcc+zZs0eZC9DBwQGNRkNaWhqmpqaMHz+e33//nYSEBD7//HPeeOMN+vXrB1TuMzQzM2Pq1KnMnDmT8PBwxo4dqww1TklJQaPRYG9vz5QpU2qs4Ed1MDIy4s033+S7777jyJEjHD9+HDs7O9LS0sjPz6dly5YMGjSIH3/8kcOHD3PlyhVWrFiBmZkZkydPZs6cOVy4cIExY8bg5OTE7du3lfdely5dOHHihF4BGGtra6V6eHBwMKNHj1YqqOvu12bNmpUquiWEEEIIIYQQUMUAoO7Lhm4uJ0PCw8NJTEwEigsgdO/evdxj2trakpqaWqH5vMT95+LiwuLFiwkMDOTo0aNERUWRnp6ORqPBysqKZs2a0a5dO/r06WMwcPXSSy8RGxvLhQsX9IYRN23alIULF/L7778TFhZGeno6devWZfDgwQwePBhLS0uGDx/Orl27yM3NVTKN7OzsWLx4Mdu3b+fIkSPEx8djbm5O+/btGT58ONeuXePAgQOlqmna2NiwYMEC9uzZw8GDB7l27Rp5eXm4ubnRqVMnBg8erDe3XUX07duXhg0bsm3bNsLCwkhNTcXZ2ZmOHTsydOhQnJ2dS+0zZMgQGjVqxM6dO4mIiCA5ORknJydatWrFK6+8ojeXYnXp3Lkza9asYf/+/Zw8eZLY2FiSk5OxsLCgSZMmPPXUU7z44ovK3HglOTs788033/Dbb79x5swZ0tPTcXZ2pm/fvgwZMgQHBwfGjBnDb7/9RnZ29l0r05b0/vvvs3LlSuLi4sjIyKhUxeB7uSaAdu3asWzZMrZu3crp06dJSUnBzMwMDw8PunbtyqBBgwxWZH0U1alTh4ULF/Lbb79x4sQJMjIycHBwoH///gwZMoT69etTp04dVq9eTVZWlt5nXNnPsHHjxixbtow///yT4OBgEhISMDY2xs3NjS5dujBkyJAKB+EfpP79+2NlZcW2bduIiYnh9u3bNGvWjD59+vDcc89RUFDA+fPnCQkJ0ZsiwNPTk6VLl7JlyxaCg4NJSUnBxsaGLl268Oabb7J+/XqgdIVnDw8PVqxYwZ9//snx48dJTEykTp06tGjRgp49e9K/f//7Vp1aCCGEEEIIUbuotBWp1HAHKysrcnJyWLp0KR9//LHBbdauXcv777+PSqWidevWdy2qYG5uTkFBAd98881jk3Ejas6GDRvYvHkz/fv358MPP3zQzRFCiAqbMmUKYWFhTJw48a6Z9uWp6Tl17e3tMTIyoqioyOB8jg8rIyMj7O3tSU1N1Zs24GFXG/tb+hrGxadVT6MecV8vnv6gm/DQsFu8ssaOXRvfIyDvkvvtcepvJyenGm7VvRtxPvLuGz1ENrVuVu76gwcP6s2Pv23bNoYMGVLuPpmZmbi4uJCbmwvAzJkz+eqrr6rcxq+++opZs2bRr18/vWmOHgdVmgNQ96CUV41QVx0RuOsXmJs3bypzvBnKHhOipPz8fObMmcPs2bP15g/T0Wg0nDhxAigeXi6EEA+Ly5cvM3v2bBYuXIhGoym1Pjk5WZnfU95fQgghhBDiUfbHH3/cdZtt27YpwT9xb6o0VqhDhw5cvXqVgIAAg+sLCwv1KgDfbSL3PXv2KH9u165dVZokHiO6Ofuio6PJz89n/PjxyjDbtLQ01q9fT0xMDI6Ojg91FVEhxOPH2dmZM2fOUFhYiKOjI2+88Qbm5uZAcYXyZcuWUVhYiJeXFy4uLg+4tUIIIYQQQlQ/3ZRBu3btIisrCysrqzK31QUJTUxMKCgouC/te1RVKQDo7e3N9u3bOXnyJNu3by+VsvnHH38o87wZGxvz/PPPl3msvLw85s+fDxTPM/c4VNsU9+7999/nq6++4ty5c4wZM0YpSKIrImBpacnnn3+ufLEWQoiHgZ2dHW+99RY//vgjO3fuxNfXFwcHB/Lz80lPTwfAzc1Npi4QQgghhBCPLBMTE7p3746/vz/bt2/njTfeMLhdUlISBw4cwMrKig4dOnD48OH73NJHS5WGAL/++us0bNgQgBEjRjB//nyuXbtGeno6mzZt4pNPPkGlUqFSqfD29sbW1tbgcdLT0xk8eDBXrlxBpVIxduzYUlVbhTDE09OTFStWMGTIENzc3MjNzSUrK4t69eoxePBgli9fjqen54NuphBClOLj48OiRYvo1asXzs7OpKenU1RURLNmzXjrrbf4z3/+g52d3YNuphBCCCGEEDVm5MiRQPnDgLds2UJhYSE+Pj5YWFgY3ObKlSt89tlntG7dGmtra+zt7WnVqhWffPIJ58+fr3S7Nm/ezPPPP4+joyMWFha0aNGCzz//nJs3b1b6WA+bKmUAmpmZ8ccff/D888+Tl5fH9OnTmT5df/JerVaLqalpqeXXrl1j06ZNXLx4kS1btnD79m0Amjdvzueff17FyxCPI1dXV0aNGsWoUaMedFOEEKJSWrRoIXP8CfEYWFnX7r6dq1ZP3P/LJimUIIQQj5mXX36Zjz76iL///pvk5GSD9SB0wcGRI0eyYsWKUuv9/Pzw9vYmNzcXlUpF/fr1KSgo4OLFi4SFhbF69Wo2b97MSy+9dNf25Ofn8+abb7J582YALC0tcXV1JSoqisWLF/PDDz+wZcsWXnjhhXu88genShmAAN27d8fPzw93d3e0Wm2p/8zNzfnxxx9p37693n5nz55l0qRJ/PLLL2RlZaHVamnUqBE7d+4sM6IrhBBCCCGEEEIIIR4NdnZ29O/fn8LCQrZs2VJq/bVr1wgMDMTBwaHMoNtnn31Gbm4uL7/8MklJSVy7do1bt24RFRXFM888Q2FhIV9++WWF2jN58mQ2b96Mm5sb+/btIzMzk5iYGBITExk3bhwZGRkMGzasVmcCVjkACNC1a1fCw8PZtGkTY8aM4cUXX2Tw4MFMmzaN0NBQXn/99TL31Wq1GBsbM3r0aE6cOIGHh8e9NEUIIYQQQgghhBBC1BLlDQPetGkTWq2WYcOGYWJiUmp9Xl4eZ8+exdjYmB9//BEHBwdlXePGjZk5cyZQPET4bqKjo1mxYgVGRkZs27aNfv36KdPT2dnZsWLFCp599lmysrL47rvvqnStD4MqDQHWO4CxMa+++iqvvvpqhbZ/8sknWbp0KY0aNeLZZ5/FxsbmXpsghBBCCCGEEEIIIWqRwYMHY2lpyZEjR7h27ZpSawL0h/8aYmJiQlxcHEZGRgbjSvHx8QAVmqbh//7v/ygqKqJdu3Z07NjR4DYjR44kICAAf39/5syZc9djPozuOQBYWc2aNeOTTz6536cVQgghhBBCCCGEEA+JOnXq4OPjw8aNG9m0aRMTJ04EICIigpCQEOrVq0evXr0M7qtWq2nYsCEajYaQkBCOHz9OTEwMV69e5cqVK4SEhFS4HbptL1++XOY83br6FVevXq3MJT5U7nsAUAghhBBCCCGEEEKIkSNHsnHjRv744w8lAKjL/nv11VdRq8ueuW7fvn189NFHesN8ra2tadOmDf/617/46aefKtQGXRGq27dvEx4eXu62ukBgbXRPcwAKIYQQQgghhBBCCFEV/fr1w8HBgZCQECIiIoDi+f+g7OG/AEeOHMHb25srV67wzjvv4OfnR3x8PBkZGRw9epQ333yzwm2oU6cOAEOGDDFY5LbkfykpKfdwtQ+WBACFEEIIIYQQQgghxH1nYmLCsGHDANi4cSOnT5/m0qVLNG7cmKeffrrM/X744QeKiooYMmQIP/30E3369MHV1VVZn5ycXOE2PPnkk0DxEOCyREREsGHDBvz9/St83IeNBACFEEIIIYQQQgghxAPx2muvAcVDf3XDf0eMGFHuPrdu3QL+F7wrSavV8vPPP1f4/IMGDQLgwoULHD161ODxPvjgA958800OHz5c4eM+bCQAKIQQQgghhBBCCCEeiJ49e1K/fn0iIiJYvXo1UP7wX4BWrVoB8OuvvxIaGqosP3/+PC+//DJ79+4FiqsAFxQUlHusHj168MILLwDw9ttvc+rUKWVdYmIi77zzDgEBAbi4uNTqorYSABRCCCGEEEIIIYQQD4RarWb48OEAZGVl0apVK9q0aVPuPhMmTMDZ2ZmbN2/Stm1b3NzccHJyok2bNvj7+7N9+3bMzc0pLCykcePGSkCwLBs3bqRz585ERkbSqVMn6tatS+PGjalbty7r16/HxcWFHTt24ODgUG3Xfb9JAFAIIYQQQgghhBBCPDAlM/7uNvwXwM3NjWPHjjF8+HDs7e1JTEzEwcGBzz77jLCwMAYNGsTSpUtxdHQkPT0dCwuLco/n6OjIkSNHWLJkCR06dCAzM5Pk5GQ8PT2ZMmUK586dw8vL656v80FSabVa7YNuhBBCCCGqV1JSUo0e397eHiMjI4qKikhNTa3Rc1UnIyMj7O3tSU1Npaio6EE3p8JqY39LX99f0t/3V23sb+nr+0v6+/6qSn87OTnVcKvu3YjzkQ+6CZWyqXWzB90EUQ7JABRCCCGEEEIIIYQQ4hEmAUAhhBBCCCGEEEIIIR5hEgAUQgghhBBCCCGEEOIRJgFAIYQQQgghhBBCCCEeYRIAFEIIIYQQQgghhBDiEWb8oBsghBBCCCHEw6S2VV1UXE9+0C2ovPg0vl48/UG3okoe9t62W7zyQTdBCCHEQ0QyAIUQQgghhBBCCCGEeIRJAFAIIYQQQgghhBBCiEeYBACFEEIIIYQQQgghhHiESQBQCCGEEEIIIYQQQohHmBQBEY+kkydP4ufnR2RkJGlpaWi1Wuzs7GjatCndu3fnmWeewcjIqNR+fn5+3Lp1i3bt2uHp6fkAWl6zoqOj+e9//0t4eDipqanY2dnx1FNP4ePjg7u7u8F9srKy2LZtG8ePHyc+Ph4AFxcXOnXqxLBhw7C1ta2Wti1duhR/f/8y11tYWODi4kLnzp0ZOnQoVlZW1XLe6jR16lTOnz9f5vo6depQv359unXrxqBBgzAzM6uW8x47dowrV67g4eFB586d9dbVtns6KSmJv//+m9OnTxMfH8/t27cxMzPD1dWV1q1b069fP9zc3Ertt3HjRjZt2kT79u2ZNWuWsnzw4MEALFq0iBYtWlSpTX5+fixbtozWrVszb968ql2YEEIIIYQQQjxAEgAUj5TCwkK+/fZbjh49CoCpqSkODg4UFhaSkpJCYmIix44dY/PmzUydOpUGDRro7e/n58f58+cxNTWtFcGSyjh+/DgLFiygqKgIExMT7O3tSUtLw8/PjyNHjjBhwgS6deumt09SUhJTpkwhISEBADs7O4qKirh27RrXrl3j0KFDzJ07l4YNG1ZbO01NTXF2dtZbVlBQQFpaGrGxscTGxhIYGMj8+fNxdHSstvNWpzp16mBvb6+3LC8vj7S0NCIjI4mMjCQoKIi5c+diYWFxz+c7duwY/v7+9O/f32AAsLbc03/++ScbN24kPz8fKO5HR0dH0tLSuHLlCleuXGH37t2MGDGCESNGVOiYume8uoKtQgghhBBCCFEbSQBQPFLWr1/P0aNHsbW15eOPP6Zjx45Kpl9eXh7Hjh1j7dq1xMXFMWvWLFasWPFYBAaSkpL45ptvKCoq4rnnnmP06NFYWlqSm5vLb7/9xq5du1i2bBlNmjShbt26yn7Lly8nISGBZs2a8fnnn1OvXj0Arly5wrfffktcXBzffvstS5Ysqba2Nm/e3GCWVVFREcePH2fp0qXEx8ezYcMGxo8fX23nrU5eXl58+umnpZbn5+fj7+/PmjVriIyMZPv27YwcOfL+N/Ah9PPPP7Nt2zYAevbsybBhw2jcuLGy/saNG/z3v//lwIEDbNy4Ea1WW6G+W716dY21WQghhBBCCCFqC5kDUDwycnNz2bt3LwDjx4+nS5cuesN8zczM6NWrF9OnTwcgPj6e48ePP5C23m+bN28mPz+fxo0b89FHH2FpaQmAubk5Y8aMoVGjRuTk5PDnn38q+yQnJ3PmzBkAxo0bpwT/AJo0aaIEuKKiorh27VqNX4ORkRHdunVj4MCBAISEhNT4Oaubqakp/fv3p3v37kDtvIaacOzYMSX4N3r0aCZOnKgX/AOoX78+n3zyCcOHDwfg//7v/7h69ep9b6sQQgghhBBC1EaSASgeGXFxceTn56NSqWjXrl2Z27Vo0YJGjRoRGxtLdHQ0PXv2VOYP0/n111/59ddfGTFiBK+99pqyPDo6Gl9fXy5cuEBiYiJmZmY4OjrSqVMnXnjhBb3suZICAgLw9fUlNjYWMzMzmjdvztChQ9FqtUybNq3MucUCAwP566+/uHLlCnl5eTg7O9OlSxd8fHxwcHCoUL9otVqCgoIAePHFF0vNfahSqejatSuxsbH8888/jB07FpVKRVJSkrL+iSeeKHVcd3d3VCoVWq2W3NxcvXWhoaFMmzYNgLlz59KmTZsKtbUiXF1dgeJhwSXp5hDs378/H374Yan97pwjLikpiTFjxqDRaPjiiy/o2rVrqX3i4+N57733gHubQ+5OLi4uBq9BN4fgv/71L15++eVS+915jbq56XT27dvHvn376NOnDy4uLhW6p9PS0ti2bRsnT54kISEBIyMjnnjiCXr16kW/fv0wMTEx2IbXX38db29vtmzZwj///ENSUhJ16tShVatWvPHGGxUeFq7Vavntt9+A4sxJHx+fcrcfPnw4+/fvJyUlBT8/P955551yty9vDsDLly+zdetWLly4QE5ODk5OTnh4eDB06NBSAciynD59mrlz55Kfn8/IkSNLZSVW5hnWfZ5t27Zl+vTp/PHHHxw6dAgbGxvlc87Ly2PHjh0EBgZy48YNABwcHGjXrh0vv/yycm8JIYQQQgghREkSABSPDF1gS6vVEh4eTqtWrcrcVveF3dzcHAAbGxsaNGhAYmIi+fn52NraYmVlhY2NjbJPQEAAy5YtQ6PRoFarcXBwIC8vj5iYGGJiYti9ezezZ8/WCzJotVqWL1+On58fUDynmbm5OSEhIYSEhPDss88abF9BQQFLliwhMDAQKM7Us7OzIz4+nm3btvHXX38xefJk2rdvf9d+iYmJISMjA6DMQFybNm3YtGkT6enp3Lx5k/r16yvBTK1Wy8WLF0vte/r0abRaLcbGxnrZgTXt0qVLAHh4eNzTcZycnGjVqhWhoaEcPXrUYABQN5dkvXr1qi34BxAREQHc+zXUqVOHBg0akJqaSnZ2NpaWltjZ2WFvb1+he/ry5cvMmjWLjIwM1Go1jo6O5OfnEx4eTnh4OAcOHGDmzJml5jMESExM5NNPP+XWrVvY2dlhZ2dHYmIiQUFBnDt3juXLl+Pk5HTXa7h8+TJxcXEADBky5K7bGxsbM3v2bNLT0++pAM3evXv5/vvv0Wg0mJubY2trS3x8PDdu3ODIkSN8+umn9O7du9xjlBf8u5dnuKCggBkzZnDp0iVsbW2VfszNzeWLL74gKioKtVqNvb09arWahIQE9u3bx9GjR5k3bx6NGjWqcr8IIYQQQoiHx6bWzR50E8QjRAKA4pHRqFEjnJycSEpKYvbs2QwYMIAuXbrQvHnzUllvJYMgAN7e3nh7eysZWD4+PnoZWEVFRaxbtw6NRsPAgQN5++23lbkDY2JiWLRoEdeuXWPLli3MmDFD2W/Xrl34+flhbm7OJ598Qvfu3VGpVCQnJ7Nq1SolMHin9evXExgYiJOTE+PGjaN9+/aoVCqysrL4/fff8fX1ZcGCBaxevfqumYC6YZJqtbrMDMWSRTfi4+OpX78+tra29O3bFz8/PxYvXsyoUaPo0KEDWq2W06dPs3btWgAGDhyoDCnWMTMzq9biC/n5+SQkJODv709AQABmZma89dZb93zcXr16ERoaysmTJykoKCiV7aYLAJYVqK2M3Nxcbt68ia+vL6GhodjY2FS4kEVZunbtSteuXZWsvB49euhlP5Z3T2dkZDB37lwyMjLw8vJi7NixSqAvKiqKpUuXcuXKFRYsWMDChQtLnfvvv//GycmJBQsWKMVFLl++zPTp08nKymLfvn288cYbd72GCxcuAMX3yZNPPlmh6zaUkVoZ58+f5/vvvwdg1KhReHt7Y2xsTHZ2NmvWrOHgwYN8//33eHl5KT8S3Klk8O+1114r9VneyzMcFhaGtbU1c+bMoW3btsrynTt3EhUVRYMGDZg5c6byPGdkZPD9999z5MgR1q5dy9dff31P/SOEEEIIIYR49EgAUDwyjIyMmDhxInPnziUzM5OtW7eydetWzMzMaNq0KR4eHjRr1oy2bdtiZ2dXqWPHx8eTmZmJvb097777Lmr1/6bPdHd3Z8iQIaxcuZL4+HhleUFBAVu2bAGKgwzPPPOMss7R0ZEpU6Ywbtw4vX1059q9ezdqtZqpU6fSrNn/fvWxsrLi/fff5+rVq4SGhrJnz567BlmysrIAsLa2LhUI1bG2tlb+fPv2beXPH374ITY2Nmzbto1vv/221H66YOidmjdvXuXiC+fPn1eGbRpiaWnJrFmzaNKkSZWOX1L37t354YcfyMnJISQkhKefflpZFx8fT2RkJMBdM8Hu5O/vj7+/f5nrnZycmDt37gOtYrxz505SUlJwcXHh888/1wt+Nm3alBkzZvDBBx9w8eJFTp06RceOHfX2V6vVzJw5Uy/bzMPDgz59+uDr66tkat6Nbqh53bp1y7w/q9tvv/2GRqOhf//+elmHderU4eOPPyY0NFSZA9PLy6vU/ncL/lXHMzxq1Ci94B/AxYsXAXj66af1gvk2NjaMHTuWiIgIEhMTKSoqwsjIyGDmZnXSvQd12Yi1hUqlAsDW1hatVvuAW1NxtbG/a3tfC1Hb3fmuqI3vEaj97xLp7/ujtva3EPeTBADFI8XT05M1a9bg7+/PiRMnCA8PJy8vj7CwMMLCwoDiv9Rat27Nm2++WeFhna6urvz000+YmJgY/GKQmpoKgEajUZaFh4eTnp6OiYmJwQwyU1NT+vTpw8aNG/WWBwYGotFoaNy4sV7goKSePXsSGhrKuXPn7tp2XUDvzuy2kkpmORUWFupdwz///KP8f2tra9RqNenp6QAcOnSI1q1bK0UtqoOpqaleRiIU92tWVhaZmZncvn2bOXPmMHbsWLp163ZP57K0tKRTp04EBQURFBSkFwDUZf+1aNGizMzJstSpU6fUPzyKioqU9iclJTFjxgw+/fRTWrdufU/XUFW66xswYIDBe8PFxYV27doRHBxMSEhIqQBgq1atDA41dXNzAyAzM7NC7cjLywOK++x+SE1NVQJp/fv3L7XexMSEsWPHcv36dYMB2juH/RrK4rzXZ9jY2Nhg0FmXuXzo0CG6d++uN4TcyspKycrVuV8BVZVKdd/OVZ1qa5CnNvZ3be1rIWq7st4VtfE9ArX3XSL9fX/V1v4W4n6QAKB45FhbW+Pj44OPjw+FhYVER0cTERFBeHg4Z8+eJTU1ldDQUKZOncqMGTMqNI+esbExTk5OFBYWcvHiRSIjI0lISCAxMZGbN28SExNTah/d0NuGDRuWOQzW3d291LKoqCgAbt68ydixYw3upwua6LKnyqP7C7BkcPJOJYN+urZevXqVWbNmkZeXR/v27Xn//fepX78+UDz/2/r16zl8+DDffPMNzs7ONG/e/K5tqYjmzZsbLIgCcOPGDTZs2EBgYCCLFi1i/vz5tGzZ8p7O17t3b4KCgjhx4oTeMOB7Gf7r5eWlVEm+U3R0NOvWrSM0NJTZs2ezfPnySgcY71VeXh7Xr18HKDcI7ubmRnBwMLdu3Sq1rqxiE7r7Jz8/v0Jt0Q0fv7MgSk2Jjo4GittZVhZply5dDC6/ceOGEvwDyvxV/F6fYWdnZ4P/cH3llVcICQkhOTmZzz77jIYNG9KqVSs8PT156qmnSgUsi4qKDJ67uqjVaqUQUHnvl4eNSqVCrVaj0WhqXWZDbevv2tzXQjwK7vx7oDa+R6B2v0ukv++fqvS3BArF40YCgOKRZmxsjIeHBx4eHgwcOBCNRsOJEydYunQp2dnZrFu3jlWrVlXoWAEBAfz888+kpaUpy6ysrGjSpAndunVTAkY6uqG3VlZWZR7TUGBQt19ubq4SpCnLndV3DdEN79Ud15CS63TzkW3bto28vDzq1q3L1KlT9drq7OzMxIkTlWDqzp07mThx4l3bcq/q16/PxIkTuX79OtHR0ezYsaPCAcCygiEdO3bE2tqazMxMzpw5Q+fOnbl16xaRkZEYGxtXa3YjQOPGjfnyyy959913SUtLY+/evXetZKtTXQGdkp93ecOQywvmlZdRWhm6+81QkLEs169fJy4uDgsLi1LDZO9Gl5lYlQIiKSkpALRu3Zrz58/z3//+l2eeeabUnIT3+gyXFXxo2LAhK1euxNfXl3/++YfY2FiuXbvGX3/9BRQHc9966y2lAJIuM7mm2NvbY2RkhEajqfFzVSfd8Oj09PQaD5JWp9rY37W5r4V4FNz5rqiN7xGo3e8S6e/7pyr9XZGCdUI8SiQAKB4Za9asITk5GW9v7zKDAmq1Gi8vL0aOHMmPP/5IXFwcWVlZ5QbpoHjI3ZIlS1CpVAwZMgQvLy/c3NyU4Jqfn1+pAKAuQJKTk1PmcXXVeUvSBV28vLyYOnVque2qCF3WXn5+PsnJyQYDPrrgi0qlUop3XLlyBYB27dqVmcHYpUsXQkNDlSqu94NaraZt27ZER0crWZYVUVYA1MTEhO7du7Nv3z6CgoLo3Lmz8ll26NChVMGY6mBmZoanpydBQUHExsZWeL/ygriVUTJ4l5WVhaurq8HtkpOTgdJFc6qTLliVmZlJVFQUTZs2ves+P//8MydOnKBTp06VDgAaGxf/tVfec1kWlUrFu+++y4svvsjEiROJiopi5cqVLFy4UJkvB6r/GS7J1taW1157jddee4309HQuXrzIuXPnCAoK4tKlS8ycOZMVK1bc18rcQgghhBBCiIefjHEQj4y4uDiOHz/O2bNn77qtLigGZQ/jK2nv3r0ADBo0iFGjRuHp6alXOMNQIK9kZlNZ59BVQC1JF4C7ceNGme25fv06AQEBFbpWDw8PTE1NAQgNDTW4jW5+xEaNGinXpUudLxnYuJNuG93x7xddRlrJtH1dO8tK+dcN/TREN9/a8ePHKSwsVAKAlS3+URm6a9AFpODerqEyrK2tlaC3oeHrOrq58qqj4EpZmjZtqgwn3rlz5123T0hI4PTp00DZQ3XLowuMZWZmKnNZ3unnn39m6tSpHDt2TG95y5Yt8fb2xsjIiA8++ACVSsWlS5eU94NOdT/DUJz9GRAQwMGDB5X7w9bWFi8vL9577z1Wr15NgwYNyM/P58SJExU6phBCCCGEEOLxIQFA8cjo1KkTAPv379cbpmvIyZMngeK075KBvLLojqf7Yl9SQUEBhw4dKrXc09MTlUpFZmYmQUFBpdanpqZy5MiRUst1QY2rV68qgbmStFot3333HUuWLDEYQLyTmZmZcszdu3eXCkYWFBTw999/A/rz3enmJzx16pQyX9mddIGYihZTqQ4FBQVKgKPk8F9dlpqhoEtcXBwRERFlHrNly5a4urqSlZXFgQMHuHz5MpaWllUKMFVERkYG58+fV86to7sXDV3D6dOnlSGo90qlUilFPXbt2mUwQB0WFsa1a9dQqVR07dq1Ws5bVltGjhwJFA+zP3z4cJnbFhYWsnLlSgoKCnBxcanS/Izu7u7KcA/d0NmSkpOT8fX15fz586WGhZQcmvvkk0/y/PPPA/Drr78q2ZJQ/c+w7tyrVq3iP//5j5KdW5KFhYUSSK1N8/UIIYQQQggh7g8JAIpHxoABA6hXrx7p6elMnjyZoKAgvcCVVqslJiaG5cuXs2/fPgCGDh2qdwxdJtudE/Pr5vjy9fUlISFBWa4bcqfLoio5V5qzszOdO3cGYO3atVy6dElZFxsby+zZs5UKvSW1atVKKUyybNkyIiMjlXXp6eksW7aM0NBQbG1tGTRoUIX6ZsSIEZiYmBAREcGaNWuUfklNTWXhwoXEx8fj6urKgAEDlH0GDRqEWq0mISGBefPm6QWlMjIyWLNmDWfOnMHMzAxvb2+980VERDB27FjGjh1bbuCtsuLj45k/fz5JSUmYmpri4+OjrNNVRL1w4QIBAQFKECQqKop58+aVm8moUqno1asXAL/88gsAPXr0qJHMxpiYGGbPnk1ubi62trZKEKnkNQQGBnLmzBll+dmzZ1m6dGmZExWXdd+Wt27o0KEYGxtz5coVVq5cqVe1NyIigqVLlwLQp0+fGh9O2qdPH6X///Of//Djjz9y8+ZNZb1Wq+XSpUtMnz6dM2fOYGpqysSJE8scml4etVrNq6++CsCWLVs4fvy4cq/o7q/8/HyaN29eZgVfnbfeegsbGxuys7NZs2aNsrwmnmGVSqX8yLFq1Sq94e/5+fns3r2bc+fOoVar6dChQ4WOKYQQQgghhHh8yByA4pFhZmbGnDlzmD9/PlFRUSxYsABjY2Ps7OwwMjIiIyNDmffL2NiYESNGlApcNW7cmJCQEPbs2cOpU6fw8fHB29ub4cOHExISwtWrV3nvvfdwdHQkOzub27dv4+DgwJQpU5g3bx6JiYmMHj2aGTNm4O7uzrhx45g2bRpxcXFMmjQJR0dHioqKSEtLw8jIiOeee44DBw6UCk599tlnzJo1i8uXLzNhwgTs7OwwNTUlKSkJjUaDra0t06ZNq1D2IhQHMD/88ENWrlzJ3r178fPzw87OjuTkZIqKirCxsWHSpEl6AZXmzZvz8ccf891333H69Gk++OADLC0tMTMzIzU1Fa1Wi6mpKZ999lmpOeRKVpktK3uwLLrg4Z1ycnKUDDhTU1MmT56sl5H59NNP4+7uTkxMDEuWLOGHH35ApVKRlZWFvb09w4cPZ+PGjWWet3fv3mzevJns7GwAnnvuuUq1u6Rjx44ZvIasrCxl2Km1tTVffvml3vx6zz//PLt27SIlJUVZV1hYSHZ2Nm5ubvTo0cPgMFndEN3g4GBGjRpFr169eOutt4Cy7+nGjRvz8ccfs3z5cvbv34+/vz+Ojo7k5eUpbWzZsiXvvvtulfuholQqFZ9++inW1tb4+vqyY8cOduzYgbW1NZaWlmRkZCifi5OTE5MnT+bJJ5+s8vn69+9PREQEBw4cYO7cuVhbW2NiYqLcX/b29mVWcS7J2tqat956ixUrVnD8+HGCgoLo1q0bUP3PMMA777zDhQsXiIqKYty4cdja2mJubk5qaqry48Mbb7xRqiiJEEIIIYQQQkgAUDxSXFxcWLx4MYGBgRw9epSoqCjS09PRaDRYWVnRrFkz2rVrR58+fQwWw3jppZeIjY3lwoULesOImzZtysKFC/n9998JCwsjPT2dunXrMnjwYAYPHoylpSXDhw9n165d5ObmKllXdnZ2LF68mO3bt3PkyBHi4+MxNzenffv2DB8+nGvXrnHgwIFSmUw2NjYsWLCAPXv2cPDgQa5du0ZeXh5ubm506tSJwYMHV7pKYd++fWnYsCHbtm0jLCyM1NRUnJ2d6dixI0OHDsXZ2dngPi1btsTX15fTp0+TkJBAfn4+rq6uPPXUU7z00ksGh0Xfi/z8fIOVUy0sLHjiiSdo164dPj4+pdprYmLC3Llz+f333zl58iSpqak4OjryzDPPMGLECGW4clkaNmxI06ZNiYqKolGjRjRv3rzK15Cdna0ErHRUKhV16tShadOmdOzYkcGDB5cqrmFjY8M333zDhg0bOHPmDFlZWbi4uNC/f39eeeUVduzYYfB8zz77LGFhYZw6dYr09HS9IaBl3dO6/Ro1asS2bdsIDQ0lJSUFc3NzPD096dmzJ/369Ssz67C6GRkZ8d577/HCCy+wb98+zp8/T2JiIklJSdjY2NCyZUu6dOlC3759qyUz85NPPuGpp55i7969xMTEkJOTQ4MGDejcuTPDhg2rcJVgXRD/4sWL/PDDD7Rt2xZLS8saeYZdXV1ZunQpW7du5cyZMyQmJpKVlYW1tTXt2rXjxRdfVIZ2CyGEEEIIIURJKq1MFiTEA7NhwwY2b95M//79+fDDDx90cx57s2fPJjg4mPfff5+BAwc+6OYIcU8MDQmvTvb29hgZGVFUVERqamqNnqs6GRkZYW9vT2pqKkVFRQ+6ORVWG/u7Nvf16xerp+iSqJivF09/0E14JNktXqn3/2vjewRq97tE+vv+qUp/3znfsxCPOskAFKKG5Ofns3DhQrRaLaNHjy6VKafRaJRiFveziIYwLCEhgZCQECwsLKpUXEIIIYQQQgghhHhYSQBQiBqim+8rOjqa/Px8xo8frwxbTUtLY/369cTExODo6KjMGybuL41GAxQPz/3jjz/QaDT069ePOnXqPOCWCSGEEEIIIYQQ1UcCgELUoPfff5+vvvqKc+fOMWbMGKUgSUpKChqNBktLSz7//HPMzc0fdFMfS4mJiXzyyScYGxuTmZmJhYUFL7300oNulhBCCCGEEEIIUa0kAChEDfL09GTFihX4+voSEhJCYmIiWq2WevXq0bFjR4PFLMT9Y2xc/ArMycmhWbNmjBo1qtKFGYQQQgghhBBCiIedFAERQgghHkFSBMSwx2ly8wdN+vr+kv6+v2pjf0tf31/S3/eXFAER4u7UD7oBQgghhBBCCCGEEEKImiMBQCGEEEIIIYQQQgghHmESABRCCCGEEEIIIYQQ4hEmAUAhhBBCCCGEEEIIIR5hEgAUQgghhBBCCCGEEOIRJgFAIYQQQgghhBBCCCEeYRIAFEIIIYQQQgghhBDiESYBQCGEEEIIIYQQQgghHmESABRCCCGEEEIIIYQQ4hEmAUAhhBBCCCGEEEIIIR5hEgAUQgghhBBCCCGEEOIRJgFAIYQQQgghhBBCCCEeYRIAFEIIIYQQQgghhBDiESYBQCGEEEIIIYQQQgghHmESABRCCCGEEEIIIYQQ4hEmAUAhhBBCCCGEEEIIIR5hEgAUQgghhBBCCCGEEOIRZvygGyCEEEIIIcS9GhefVj0Hqq7jPAjXkx90CyovPo2vF09/0K2oktrW22n3sK/d4pXV1QwhhBAPiGQACiGEEEIIIYQQQgjxCJMAoBBCCCGEEEIIIYQQjzAJAAohhBBCCCGEEEII8QiTAKAQQgghhBBCCCGEEI8wKQIiRDU6efIkfn5+REZGkpaWhlarxc7OjqZNm9K9e3eeeeYZjIyMSu3n5+fHrVu3aNeuHZ6eng+g5TUrOjqa//73v4SHh5OamoqdnR1PPfUUPj4+uLu76207depUzp8/X+Fjr127FldX1yq3benSpfj7+5e53sLCAhcXFzp37szQoUOxsrKq8rlqyt36rE6dOtSvX59u3boxaNAgzMzMquW8x44d48qVK3h4eNC5c2e9dbXhnr7bZ29sbIy9vT1t27Zl2LBhNGjQ4D62TgghhBBCCCGqjwQAhagGhYWFfPvttxw9ehQAU1NTHBwcKCwsJCUlhcTERI4dO8bmzZuZOnVqqUCCn58f58+fx9TU9KENllTV8ePHWbBgAUVFRZiYmGBvb09aWhp+fn4cOXKECRMm0K1bN2V7Z2fnuwZacnJySElJwdTUFHNz82ppp6mpKc7OznrLCgoKSEtLIzY2ltjYWAIDA5k/fz6Ojo7Vcs7qVqdOHezt7fWW5eXlkZaWRmRkJJGRkQQFBTF37lwsLCzu+XzHjh3D39+f/v37GwwA1pZ72tBnr9VqyczMJDExkQMHDnDkyBGmTp1K+/btH1ArhRBCCCGEEKLqJAAoRDVYv349R48exdbWlo8//piOHTsqmX55eXkcO3aMtWvXEhcXx6xZs1ixYkW1ZWE9zJKSkvjmm28oKiriueeeY/To0VhaWpKbm8tvv/3Grl27WLZsGU2aNKFu3boA/Pvf/y73mIWFhUyZMoWUlBQ+/vhjbG1tq6WtzZs3Z968eaWWFxUVcfz4cZYuXUp8fDwbNmxg/Pjx1XLO6ubl5cWnn35aanl+fj7+/v6sWbOGyMhItm/fzsiRI+9/Ax9SZX32UJy9umzZMq5cucJ//vMffvjhh2oJngohhBBCCCHE/SRzAApxj3Jzc9m7dy8A48ePp0uXLnrDfM3MzOjVqxfTp08HID4+nuPHjz+Qtt5vmzdvJj8/n8aNG/PRRx9haWkJgLm5OWPGjKFRo0bk5OTw559/VviY69evJyIighdeeIFevXrVVNMVRkZGdOvWjYEDBwIQEhJS4+esbqampvTv35/u3bsDtfMaHpTGjRszceJEANLT0zl9+vQDbpEQQgghhBBCVJ5kAApxj+Li4sjPz0elUtGuXbsyt2vRogWNGjUiNjaW6OhoevbsycaNG9m0aZOyza+//sqvv/7KiBEjeO2115Tl0dHR+Pr6cuHCBRITEzEzM8PR0ZFOnTrxwgsvKNlzdwoICMDX15fY2FjMzMxo3rw5Q4cORavVMm3aNFq3bm0w8ykwMJC//vqLK1eukJeXh7OzM126dMHHxwcHB4cK9YtWqyUoKAiAF198sdTchyqViq5duxIbG8s///zD2LFjUalU5R7z7Nmz7NixAxcXF0aPHl1qfWhoKNOmTQNg7ty5tGnTpkJtrQjdPIMFBQV6y3XzyPXv358PP/yw1H66z7h9+/bMmjWLpKQkxowZg0aj4YsvvqBr166l9omPj+e9994DYNGiRbRo0aJarsHFxcXgNejmEPzXv/7Fyy+/XGq/O6/Rz8+PZcuWKev37dvHvn376NOnDy4uLhW6p9PS0ti2bRsnT54kISEBIyMjnnjiCXr16kW/fv0wMTEx2IbXX38db29vtmzZwj///ENSUhJ16tShVatWvPHGGzRs2LBa+qqkhg0bYmtrS3p6Ojdv3tRbl5eXx8GDBwkICODGjRtkZ2djZ2fHE088QZ8+fejWrRtqdenf2pKSkti0aRPBwcFkZWXh7OxMjx49eOmll5gzZw7nz583eA8nJyfz559/curUKZKSkjA3N6dZs2a88MILekPphRBCCCGEEKIkCQAKcY90gS2tVkt4eDitWrUqc9u5c+eSn5+vzFtnY2NDgwYNSExMJD8/H1tbW6ysrLCxsVH2CQgIYNmyZWg0GtRqNQ4ODuTl5RETE0NMTAy7d+9m9uzZekEirVbL8uXL8fPzA4rnhjM3NyckJISQkBCeffZZg+0rKChgyZIlBAYGAsWZenZ2dsTHx7Nt2zb++usvJk+eXKF50GJiYsjIyAAoMxDXpk0bNm3apARW6tevX+bxCgoKWLNmDQBjxoy578MwL126BICHh8c9HcfJyYlWrVoRGhrK0aNHDQYAdXNJ1qtXr9qCfwARERHAvV9DnTp1aNCgAampqWRnZ2NpaYmdnR329vYVuqcvX77MrFmzyMjIQK1W4+joSH5+PuHh4YSHh3PgwAFmzpxZaj5DgMTERD799FNu3bqFnZ0ddnZ2JCYmEhQUxLlz51i+fDlOTk73dH2GFBUVAegFsvPy8pg0aRLR0dFKv9jZ2ZGamkpCQgLBwcF069aNKVOm6B0rMjKSmTNnkpmZqTzTaWlpbNq0iZMnT6LVag22QRcUvH37NiqVCkdHR3Jzc5XnukuXLkyePLlU8FQIIYQQQgghJAAoxD1q1KgRTk5OJCUlMXv2bAYMGECXLl1o3rx5qay3kkEQAG9vb7y9vZUMLB8fH70MrKKiItatW4dGo2HgwIG8/fbbytyBMTExLFq0iGvXrrFlyxZmzJih7Ldr1y78/PwwNzfnk08+oXv37qhUKpKTk1m1apUSGLzT+vXrCQwMxMnJiXHjxtG+fXtUKhVZWVn8/vvv+Pr6smDBAlavXn3XTMCrV68CoFary8xQLFl4IT4+vtwA4LZt27h+/TodOnTAy8vL4DZmZmZKAZHqmGMxPz+fhIQE/P39CQgIwMzMjLfeeuuej9urVy9CQ0M5efIkBQUFpQI2ugBgWYHaysjNzeXmzZv4+voSGhqKjY0NI0aMuKdjdu3ala5duypZeT169NDLfizvns7IyGDu3LlkZGTg5eXF2LFjlUBfVFQUS5cu5cqVKyxYsICFCxeWOvfff/+Nk5MTCxYsUIqLXL58menTp5OVlcW+fft444037un67nTx4kWysrIA/eDpvn37iI6OxsnJic8//5yWLVsCxYHBHTt2sGHDBoKCgoiMjKRZs2YAZGdnM3/+fDIzM+nSpQsffvghDg4OaDQaAgMDWbFiBXl5eaXakJCQoAT/+vXrx7/+9S+sra2B4szXJUuWcOLECX799VeD2bFCCCGEEEKIx5sEAIW4R0ZGRkycOJG5c+eSmZnJ1q1b2bp1K2ZmZjRt2hQPDw+aNWtG27ZtsbOzq9Sx4+PjyczMxN7ennfffVdvKKG7uztDhgxh5cqVxMfHK8sLCgrYsmULAKNGjeKZZ55R1jk6OjJlyhTGjRunt4/uXLt370atVjN16lQlYAFgZWXF+++/z9WrVwkNDWXPnj13DbLoAibW1talAqE6ugAGwO3bt8s8VkZGBlu3bgXg9ddfL3O75s2bs3r16nLbVZbz588zePDgMtdbWloya9YsmjRpUqXjl9S9e3d++OEHcnJyCAkJ4emnn1bWxcfHExkZCUDv3r0rdVx/f3/8/f3LXO/k5MTcuXMfaBXjnTt3kpKSgouLC59//rle8LNp06bMmDGDDz74gIsXL3Lq1Ck6duyot79arWbmzJk0atRIWebh4UGfPn3w9fVVMjXvVVFRESkpKQQHBytDmps2bapX0fjy5csAvPzyy0rwD4qDz6+++ip79+4lOTmZ+Ph45Xk6cOAAiYmJuLi46GXrqdVqevbsSXZ2Nt99912p9vzxxx/cvn0bLy8vPvroI711bdq0YcKECUydOpW9e/fy+uuvY25ubjCDsjrp3kdqtbrGz1WddFMN2Nralplt+TCqjf193/s6Pq3mzyHEY+pBvnfkvX1/SX8L8eiSAKAQ1cDT05M1a9bg7+/PiRMnCA8PJy8vj7CwMMLCwoDiv0xbt27Nm2++WeFhna6urvz000+YmJgYnEcsNTUVAI1GoywLDw8nPT0dExMTgxlkpqam9OnTh40bN+otDwwMRKPR0LhxY73gX0k9e/YkNDSUc+fO3bXtuoBeecMRdUOhobi6b1m2bdtGTk4OHTp0uOfhq2UxNTXVy0iE4n7NysoiMzOT27dvM2fOHMaOHXvPc61ZWlrSqVMngoKCCAoK0gsA6rL/WrRoUWbmZFnq1KlT6h88RUVFSvuTkpKYMWMGn376Ka1bt76na6gq3fUNGDDA4L3h4uJCu3btCA4OJiQkpFQAsFWrVnrBPx03NzcAMjMzK92muwV/ARwcHPjss8/05ql87733ePvttw1Wos7OziY3NxfQfz51BYCeffZZg9fft29f1q1bR35+vrKsqKhImU+zT58+BtvXunVrHBwcSElJ4eLFi7Rv377MwHt1U6lU9+1c1cnQO7U2qI39XVv7WgjxPw/De6e2vktq43sbpL+FeBRJAFCIamJtbY2Pjw8+Pj4UFhYSHR1NREQE4eHhnD17ltTUVEJDQ5k6dSozZsyo0Dx6xsbGODk5UVhYyMWLF4mMjCQhIYHExERu3rxJTExMqX10Q28bNmxY5jBYd3f3UsuioqIAuHnzJmPHjjW4n25oYlJS0l3brvuLt2Tw404lg35ltTUrK4s9e/YAMGTIkLuet6qaN29usCAKwI0bN9iwYQOBgYEsWrSI+fPn62V8VUXv3r0JCgrixIkTesOA72X4r5eXF59++qnBddHR0axbt47Q0FBmz57N8uXLKx1gvFd5eXlcv34doNwguJubG8HBwdy6davUOl0hkzvp7p+SgbOKMhT8heLnz87OjjZt2vDiiy/qZazC/4b0Jycnc+HCBW7cuEFiYiIJCQlcuXLFYFar7vls2rSpwbaYmJjQoEEDZV5BgOvXr5OTkwPAunXrWL9+vcF9dVm3iYmJwP/mLawparUalUqFVqst9zl/2KhUKtRqNRqNptZlNtS2/q6tfS2EKK2m/04pT219l9TG9zY8Xv0tgULxuJEAoBA1wNjYGA8PDzw8PBg4cCAajYYTJ06wdOlSsrOzWbduHatWrarQsQICAvj5559JS0tTlllZWdGkSRO6deumBIx0dEEAKyurMo9pKNim2y83N1cJ0pRFl9lUHl2wRHdcQ0quK2tOwYMHD5KTk0ODBg1o27btXc9bE+rXr8/EiRO5fv060dHR7Nixo8IBwLL+wdyxY0esra3JzMzkzJkzdO7cmVu3bhEZGYmxsTHdu3evzkugcePGfPnll7z77rukpaWxd+9e3nnnnQrtW13/6C/5eZc3DLm8YF5NFLgoL/hbnuTkZNauXatk50HxPz7r1atHjx49CAwMVArh6FTl+SzZbwkJCXdtly5Qr8sQrin29vYYGRmh0Whq/FzVycjICHt7e9LT0x/oF9rKqo39XVv7WghR2oN879TWd0ltfG/D49XfNVE4ToiHmQQAhbhHa9asITk5GW9v7zIDVGq1Gi8vL0aOHMmPP/5IXFwcWVlZ5QYBAA4dOsSSJUtQqVQMGTIELy8v3NzclOCan59fqQCgLkCiyxgy5M6gBPwv6ODl5cXUqVPLbVdF6Ap65Ofnk5ycbDDgo8vwUqlUSvGOO+3btw8oHhpZcvjl/aZWq2nbti3R0dFKFldFlBUANTExoXv37uzbt4+goCA6d+6sfJYdOnQoVTCmOpiZmeHp6UlQUBCxsbEV3q+8IG5llAzeZWVl4erqanC75ORkoHTRnIdJYWEhX375JXFxcTRq1IiXX34ZDw8PXFxcMDYu/qs1ODi41LNmYmJCUVFRpZ7PkgHBZcuW0bhx42q8EiGEEEIIIcTjoHYO7BfiIRIXF8fx48c5e/bsXbctWeW2Iin1e/fuBWDQoEGMGjUKT09PvWGIhgJ5uky6W7dulXmOCxculFqmC8DduHGjzPZcv36dgICACl2rh4cHpqamQHGVUkN08yM2atSo1PBKQC/YVt0ZcVWhy0grOVxAF5Qsa6hByaGcd9IV+Th+/DiFhYVKALCyxT8qQ3cNuiAV3Ns1VIa1tbUS9DY0fF3n4sWLANVScKWmXLhwgbi4OIyMjJg7dy69evWifv36Sr9qtVqD8xHqAuF3FuHRSU1NLbWuXr16yjw85T2fR48eJSAgwOB7QQghhBBCCPF4kwCgEPeoU6dOAOzfv19vmK4hJ0+eBIrTzQ0FvO6kO56h7LiCggIOHTpUarmnpycqlYrMzEy9oYk6qampHDlypNTyLl26AMVzlOkCcyVptVq+++47lixZYjCAeCczMzPlmLt37y4VjCwoKODvv/8Gyp7vTlcwwc3NjXr16t31nDWpoKCAEydOAOgN/9VlqRkKzMTFxREREVHmMVu2bImrqytZWVkcOHCAy5cvY2lpqfRbdcvIyOD8+fPKuXV096Khazh9+jQpKSnVcn6VSqUU9di1a5fBAHVYWBjXrl1DpVLRtWvXajlvTdA9m9bW1gYzFY8ePWowy0/X73///bfB69+1a1epQGydOnWUoi26jNg7hYaGsnDhQtasWaMX3BVCCCGEEEIIkACgEPdswIAB1KtXj/T0dCZPnkxQUJAyBxcUB85iYmJYvny58uV96NChesfQZcrdWVzjiSeeAMDX11dv7q9Lly4xc+ZMJYuq5Fxpzs7OdO7cGYC1a9dy6dIlZV1sbCyzZ882WJygVatWSmGSZcuWERkZqaxLT09n2bJlhIaGYmtry6BBgyrUNyNGjMDExISIiAjWrFmjNzfZwoULiY+Px9XVlQEDBhjc/9SpU0rbKiIiIoKxY8cyduzYcgNvlRUfH8/8+fNJSkrC1NQUHx8fZZ2uKvGFCxcICAhQgjpRUVHMmzev3GHLKpWKXr16AfDLL78A0KNHD+V+qE4xMTHMnj2b3NxcbG1tef7550tdQ2BgIGfOnFGWnz17lqVLl5Y5QXJZ921564YOHYqxsTFXrlxh5cqVellyERERLF26FCiudvugg77l0T2baWlp7NixQwnaZWVlsX37dpYtW6Zk7ZV8PgcMGIBarSY2NpYffvhBeSby8/PZtm0bf/75p8Hzvfbaa6jVas6ePcuGDRuU/bRaLcHBwSxatAgo7t86derUzEULIYQQQgghai1JExDiHpmZmTFnzhzmz59PVFQUCxYsUKqHGhkZkZGRoWQCGRsbM2LECLy9vfWO0bhxY0JCQtizZw+nTp3Cx8cHb29vhg8fTkhICFevXuW9997D0dGR7Oxsbt++jYODA1OmTGHevHkkJiYyevRoZsyYgbu7O+PGjWPatGnExcUxadIkHB0dKSoqIi0tDSMjI5577jkOHDhQKjj12WefMWvWLC5fvsyECROws7PD1NSUpKQkNBoNtra2TJs2rULZi1AcJPnwww9ZuXIle/fuxc/PDzs7O5KTkykqKsLGxoZJkyYZLEpSUFCgVCZ+8sknK3S+klVmSwZhK0IXPLxTTk6OkgFnamrK5MmT9TIyn376adzd3YmJiWHJkiX88MMPqFQqsrKysLe3Z/jw4WzcuLHM8/bu3ZvNmzeTnZ0NwHPPPVepdpd07Ngxg9eQlZVFeno6UJyx9uWXX+plrT3//PPs2rWLlJQUZV1hYSHZ2dm4ubnRo0cPdu7cWeq4uiG6wcHBjBo1il69evHWW28BZd/TjRs35uOPP2b58uXs378ff39/HB0dycvLU9rYsmVL3n333Sr3w/3QuHFjevTowZEjR/jxxx/ZtGkTFhYWpKSkoNFoGDBgADk5OQQEBCiB+HHjxtGsWTNGjRrFjz/+iK+vL/v378fe3p7U1FTy8/N56qmnSEhIID4+Xu/59PT05KOPPuK7775j8+bNbNu2DUdHRzIzM5WAft++fXnllVceVJcIIYQQQgghHmISABSiGri4uLB48WICAwM5evQoUVFRpKeno9FosLKyolmzZrRr144+ffoYLIbx0ksvERsby4ULF/SGETdt2pSFCxfy+++/ExYWRnp6OnXr1mXw4MEMHjwYS0tLhg8fzq5du8jNzVWyruzs7Fj8/9i77+ioyrX9499JD+mN3psY6U0EDyiIICBBLHDsh6IHRXjFAgY4CgiConTB/kOEQxERaSIE5JVeAiEQCTUhICE9oYS0md8fWbPfDJlAgEBMuD5ruRbOzN7zzN57Jsk19/PcU6fy888/88cffxAfH4+bmxstWrSgX79+nDlzho0bNxYK3ry9vZk8eTJr167l999/58yZM2RlZVGjRg1at25N79698fPzu6Fj06VLF6pXr86KFSuIiooiNTWVoKAgWrVqRd++fQkKCrK7XUxMDLm5ucD/VajdTtnZ2Xa7H7u7u1OzZk2aN29OSEhIofE6OzszceJEFi5cyJ49e0hNTSUgIIAHH3yQ/v37s3///ms+b/Xq1alXrx4nTpygVq1aNGzY8KZfw+XLl40g0cpkMlGhQgXq1atHq1at6N27d6Epq97e3nzyySf88MMPHDhwgIsXL1KxYkW6d+/O008/zcqVK+0+38MPP0xUVBT79u0jPT3dZkprUde0dbtatWqxYsUKIiMjSUlJwc3NjeDgYDp27Ei3bt2KrDr8O3nzzTepVasWYWFhJCYm4uzsTNu2benZsyfNmjXjr7/+4tSpU8ZagVa9e/emfv36LF++nKioKFJSUggMDOQf//gHzzzzDK+++ipQuBtw165dqV+/Pj/99BMHDx4kKSkJHx8f7r33Xrp168b9999/R1+/iIiIiIiUHSZLcToRiEi58sMPP7B06VK6d+/Oa6+9VtrDueuNHz+evXv38uqrr9KzZ8/SHo6UopycHJ555hny8vKYP3/+DQfuBdmbml2S/Pz8cHR0JC8vj9TU1Nv6XCXJ0dHRqLrMy8sr7eEUW1k83nf6WA+NT7vtzyG3x4dTx5T2EOQ6fKfOLrXn1uf2nXU3He/AwMDbPCqRvxdVAIqUM9nZ2UyZMgWLxcLAgQMLNRAxm81GM4tGjRqVxhClgISEBMLDw3F3dy+yGYqUHxs2bGDHjh3Ur1+fZ599ttD9u3fvJi8vj0qVKt1S+CciIiIiIlKQAkCRcsa6Zt+pU6fIzs5m+PDhxrTVtLQ05s+fT0xMDAEBAbRv376UR3t3sjaMMJlM/Pe//8VsNtOtWzc1b7gLeHl5sXfvXvbv30/lypV5+OGHMZlMmM1mwsPDmTdvHkCxG+2IiIiIiIgUhwJAkXLo1Vdf5YMPPuDgwYMMGjTIaEhibVDg4eHBO++8g5ubW2kP9a6UmJjIsGHDcHJy4sKFC7i7u/PEE0+U9rDkDrj//vtp164dO3fuZPr06Xz++ef4+flx4cIFY/3GDh06KAAUEREREZESpQBQpBwKDg5m1qxZrFmzhvDwcBITE7FYLFSpUoVWrVrZbWYhd46TU/5Hb2ZmptEVVtM97w4mk4lRo0axfft2NmzYwOnTp0lOTsbT05N77rmHzp0706lTp9IepoiIiIiIlDNqAiIiIlIOqQmIfXfT4ualTcf6ztLxvrPK4vHWsb6zdLzvLDUBEbk+h9IegIiIiIiIiIiIiNw+CgBFRERERERERETKMQWAIiIiIiIiIiIi5ZgCQBERERERERERkXJMAaCIiIiIiIiIiEg5pgBQRERERERERESkHFMAKCIiIiIiIiIiUo4pABQRERERERERESnHFACKiIiIiIiIiIiUYwoARUREREREREREyjEFgCIiIiIiIiIiIuWYAkAREREREREREZFyTAGgiIiIiIiIiIhIOaYAUEREREREREREpBxTACgiIiIiIiIiIlKOKQAUEREREREREREpxxQAioiIiIiIiIiIlGNOpT0AEREREbm7DY1PK+0h/J+/01hu1Nnk0h7BjYtP48OpY0p7FDelrB3ttFJ+ft+ps0t5BCIidzdVAIqIiIiIiIiIiJRjCgBFRERERERERETKMQWAIiIiIiIiIiIi5ZgCQBERERERERERkXLsrmsCsmfPHsLCwjh+/DhpaWlYLBZ8fX2pV68eHTp04MEHH8TR0bHQdmFhYZw/f57mzZsTHBxcCiO/vU6dOsWPP/5IdHQ0qamp+Pr60rRpU0JCQqhdu3aR2x07dozly5cTFRXFhQsXqFChAnXr1qVbt248+OCDJT7OvLw8fv/9d3bt2sWJEydIT0/HZDLh4+ND/fr16dixI+3atcPBQdk2QO/evQH4+OOPadSoUSmPxr5FixaxePHiG9pm4sSJNGnS5DaN6OZMnz6dTZs20b17d1577TUAzp8/z+DBgwGYP38+fn5+N7TPrKwsNm7cyJ49e4iNjSU9PR1nZ2f8/Pxo2LAhnTt3pnnz5oW2i4yMZPTo0Tg7O7N8+XLj9tDQUA4dOsSLL77IU089dVOvs+Br+uWXX4q1zcmTJ9m5cyfe3t706tXL5r5BgwaRkJDA22+/TceOHW9qTGVRUedIRERERETkdrhrAsDc3Fw+/fRTtm3bBoCLiwv+/v7k5uaSkpJCYmIiO3fuZOnSpYSGhlKtWjWb7cPCwjh06BAuLi7lLgDctWsXkydPJi8vzwgX0tLSCAsL448//mDEiBG0b9++0HZhYWHMmjULs9mMs7MzgYGBpKWlERERQUREBOfOnePpp58usXGeOHGCTz75hL/++gsAJycn/Pz8yMrKIiEhgYSEBLZv305wcDAjR4684bClPLJex66urqU8kutzdHSkcuXKxXrs3/H1+Pn5Ua1aNXx9fUtkf/v372fGjBmkpKQA//eZdenSJf766y/++usvfv/9d9q1a8ebb76Ju7v7dfcZFBREtWrV8PLyKpExFtepU6dYvHgx1apVKxQAioiIiIiIyO131wSA8+fPZ9u2bfj4+PDGG2/QqlUro9IvKyuLnTt38tVXXxEXF8e4ceOYNWvW3zJkKGlJSUl88skn5OXl8cgjjzBw4EA8PDy4cuUKCxYsYNWqVcyYMYO6devahDMnTpxgzpw5mM1mnnzySZ555hnc3d3JyclhyZIlLF26lEWLFtGhQweqVq16y+M8cuQI77//PpmZmVSrVo3nn3+e1q1bG+coMzOTsLAwlixZQlRUFGPHjmXq1Km4ubnd8nOXZXPnzi3tIRRbQEBAmRrv1V566SVeeumlEtnXzp07+fjjj8nNzaVBgwY8//zzNGnSBCen/I/sjIwM1q1bx/Lly9m5cycTJ05k/Pjx1618ffPNN0tkfCIiIiIiIlK23BXzJK9cucK6desAGD58OG3btrWZ5uvq6kqnTp0YM2YMAPHx8ezatatUxnqnLV26lOzsbOrUqcPrr7+Oh4cHAG5ubgwaNIhatWqRmZnJTz/9ZLPdwoULyc3N5dFHH+Wll14yqo+cnZ15/vnnadSoEXl5eWzduvWWx3j58mU++eQTMjMzCQ4O5tNPP6VDhw42Aa27uzu9evVi3LhxuLu7c/r0aZYsWXLLzy1ypyUmJjJjxgxyc3Np3749U6ZMoUWLFkb4B+Dt7U2/fv0YNWoUjo6OHDx4kPXr15fiqEVEREREROTv7K6oAIyLiyM7OxuTyWR3vSyrRo0aUatWLWJjYzl16hQdO3YstD7Z999/z/fff0///v159tlnjdtPnTrFmjVrOHz4MImJibi6uhIQEEDr1q159NFHi5zauHnzZtasWUNsbCyurq40bNiQvn37YrFYGD16NI0bN2bSpEmFttu6dSvr16/n5MmTZGVlERQURNu2bQkJCcHf379Yx8VisbB9+3YAHnvssUJrH5pMJh544AFiY2PZsWMHQ4YMwWQyceHCBfbt24eDg4PNMSho0KBBxMTEUKNGDZvbreteQfHXcVu3bh2JiYm4ubnxzjvvUKFChSIfa11/8Oeff2bjxo2FKrLi4+NZs2YN+/fvJzExEQcHB/z9/WnWrBndunWjVq1aNo+3nv/OnTvzyiuvsGzZMrZu3UpqaioBAQE8/PDDxlpqK1euZNOmTcTHx+Pu7k7jxo15+eWXbc59WFgYM2bM4N5772XixIn88ssvNts0b96c/v37F5qCDvnrH27fvp0NGzYQFxdHRkYGPj4+VK1alU6dOvHQQw/h7Oxss8211gDcu3cvK1as4Pjx4zg4OFCnTh169+5NnTp1GDx4MBUrVuTrr782Hm9dq23y5Mn4+PiwZMkSIiIiuHDhAv7+/tx///0899xz1zw/t4N17b3+/fvTvXt3lixZwp49e8jIyKBy5co89thj9OzZk8zMTJYuXcq2bdtISkrCy8uLli1b8vLLL+Pj41Novzf6nra3BuDNWLZsGZcuXSIwMJDhw4fbBH9Xa9myJffffz/bt29n48aNPPbYY9fc97XWAExOTubHH39kz549pKam4uPjQ/Xq1enVqxdt27Yt1tgTExMZPXo08fHxtGzZkkGDBtkci7Nnz9K7d+9C15bViRMnWLJkCX/++SeZmZkEBQXRqVMnnnrqKZvjYP0cqVy5MnPnzuXnn3/m119/5dKlSyxatMh43OXLl/nll1/YsWMH8fHxmM1mqlatSvv27Xn88ccLXavXO4fWz4MWLVowbtw4m/uysrJYsWIFW7ZsISEhAR8fH1q0aMHTTz/Npk2bWLx4caGfG1YWi4XffvuNX3/9lb/++gsHBwfq1q3LU089RYsWLQo9/vTp0yxfvpzIyEjS0tJwdXWlevXqdOrUie7du1/zmhERERERkbvTXfFXgjXYslgsREdHc9999xX52IkTJ5KdnW1MHfX29qZatWokJiaSnZ2Nj48Pnp6eeHt7G9ts3ryZGTNmYDabjUApKyuLmJgYYmJiWL16NePHj7cJYCwWCzNnziQsLAyAChUq4ObmRnh4OOHh4Tz88MN2x5eTk8O0adOMyjo3Nzd8fX2Jj49nxYoVrF+/npEjR9r9o/FqMTExZGRkABQZxDVp0oTFixeTnp7OuXPnqFq1KocPH8ZisVC/fv0iw8aGDRvSsGHD646hODZt2gTAP/7xDwICAq77+Keffpo2bdoA+aGZ9fxHREQwYcIEIwy2rgF55swZ4uLiWLduHe+++y4PPPBAoX1mZGTw7rvvcvr0aby9vTGZTJw7d45FixaRkJBAUlISBw4cwMnJCV9fX1JSUti+fTtHjhxh1qxZhdZcy8nJYdy4cURERFChQgW8vb1JSUlhy5Yt7N69mzFjxticE7PZzPjx49m/fz+QX7VqXasxKSmJgwcPsmHDBiZOnFgoBLSnYLDt6uqKl5cXR44c4dChQ3Tt2vWa24aHh/Pzzz+Tk5NDUFAQHh4eJCQksGrVKo4ePcrkyZPtNtK53eLj43nrrbdITk7G19cXs9nM6dOn+eKLL0hKSmLfvn3ExMTg6upqHG9rQ6DPPvvM5rjdzHu6JOTl5bFlyxYAunXrVqx1/QYPHkzPnj1v6ZgfOXKE8ePHc/HiRWNtzfT0dA4cOMCBAwfo1q0br7/++jX3UTD8a9WqFaGhoWRkZFCtWjUuX75MamoqTk5OVKpUye77+ODBg8yYMYOcnBz8/PxwcXHh7NmzLFq0iLi4ON555x27z/vJJ5+wfft2PDw8qFixonH7uXPneP/994mPjwcgMDAQs9nMqVOnOHXqFBs3buT999+nevXqN33crDIyMvjPf/7DyZMnAfDx8cFsNrNhwwZ27tx5zZ85AHPmzOG3337D0dGRgIAAUlJSiIyM5NChQ/znP/+hVatWxmMPHjzI+PHjyc7OxsXFhYCAAC5fvkx0dDTR0dHs3buX//znP2qEJCIiIiIiNu6KALBWrVoEBgaSlJTE+PHj6dGjB23btqVhw4aF/mguGOwB9OrVi169ehmVMyEhITaVM3l5eXz99deYzWZ69uzJyy+/bExNjYmJ4eOPP+bMmTMsW7aMsWPHGtutWrWKsLAw3NzcGDZsGB06dMBkMpGcnMycOXOMYPBq8+fPZ+vWrQQGBjJ06FBatGiByWTi4sWLLFy4kDVr1jB58mTmzp173UrA06dPA+Dg4FBkhWJQUJDx7/j4eKpWrcqRI0cAqFmzJhkZGSxbtoxdu3aRlJREhQoVaNSoESEhIXZDRVdX1xtqTJGRkUFcXBwATZs2ve7jAby8vOw+97fffkt2djbt27fn9ddfN0K5+Ph4pk+fTlRUFIsWLbIbAO7du5fKlSszefJkgoODycvL48svv2TdunVs3LgRk8nEiy++SJ8+fXBycuL06dO89957Rqh3deOD48eP4+LiwltvvUXHjh0xmUwkJiYyc+ZMIiIi+Pjjj5k7dy6enp4A7N69m/379+Ph4cGIESNo3bo1JpOJ3NxcNm3axOeff86RI0fYs2eP3YYtBe3atYvFixfj6OjI4MGD6datG46Ojly8eJFvvvmGDRs2XHP7pUuX0rRpU9544w0qVaoEwK+//srnn39OdHQ0kZGR16y0vV1+//136tevz7hx46hZsybZ2dl8/PHH7N69m+XLl+Pi4sIbb7xBly5dcHBw4NChQ7z//vvExsayf/9+o8rtZt/TJeHkyZNkZmYC0KxZs2JtExAQUKxgvCgZGRlMmjSJixcv8tBDDzF48GC8vLwwm82sXr2ar7/+mvXr1/Pwww8X2QDJXvjn7OxsrOtorXytVKlSkes8/vbbbzRv3px///vfVK1aFYvFwurVq/nqq6/4448/eO655wqtJxofH09KSgpvv/02//jHPzCZTEB+wD5p0iTi4+MJDg5m+PDhVKlSBYC//vqLWbNmcfjwYcaPH8/s2bNxcXG56eMHMHv2bE6ePEm1atV4++23qVevHpDfJX3q1Kns3LmzyG1zcnIICwvj+eefp0+fPri4uHDx4kU++ugjIiMjWbJkiU0A+Pnnn5Odnc3jjz/Oiy++aFyb1vA9PDycLVu2FPklkoiIiIiI3J3uihIBR0dH3n77bby8vMjMzGT58uWMHDmS/v37M2rUKL755hu2bNlCWlraDe87Pj6eCxcu4Ofnx+DBg21Crdq1a9OnTx/jcVY5OTksW7YMgAEDBvDggw8af7gGBAQwatQou4FcfHw8q1evxsHBgdDQUFq2bGls5+npyauvvkqTJk3IzMxk7dq11x37xYsXgfzArKjqoYKVa5cuXQIwjtOlS5cYPnw4K1euJCUlBX9/fy5fvszu3bsZPXo0CxcuLLS/hg0bMnfuXObOnVusCsGkpCTj37dSqZOTk8OpU6dwdHRk2LBhNq+rcuXK9O/fH7A9TwWZTCbGjh1rBCCOjo42HY67du1qM02xZs2aPPjgg0B+CGDPs88+S6dOnYxzGBQUxMiRI/Hy8iI9Pd0miDt69CgAjz76KG3atDG2cXJy4tFHH+Wee+655vgLsk6RfOKJJ+jRo4dx7j09PRk2bBj33nvvNbevVKkSY8eONcI/gO7duxvTp60B8Y1KTk5myJAh1/1v9erVdrd3d3fngw8+oGbNmkB+19y+ffsa9z/zzDN07drVqIxq3LixESofP37ceNzNvKdLSnJysvFve9PAb4dffvmFtLQ0atWqxfDhw433hoODA7179zYCZWsH9asVDP9at25thH83qkqVKowdO9YI+UwmE48//jiBgYEAHD582O52Tz75pBGiW23evJnY2Fjc3d0ZPXq0Ef4BVK1alTFjxuDj40N8fHyRX7YU16lTp9i5cycODg689957RvgH0KBBA8aMGXPdarynnnqKZ555xggiPT09eeaZZ4D8935eXh6Q/9lr7YLevXt3m2uzYcOG9O/fn4oVK3Lq1Klbek0iIiIiIlL+3BUVgADBwcHMmzePTZs2sXv3bqKjo8nKyiIqKoqoqCgg/w/Oxo0b88ILLxR7al+lSpX49ttvcXZ2tvtHXmpqKpA/hdMqOjqa9PR0nJ2d7VZpuLi40LlzZ5u1rCB/3T+z2UydOnWoX7++3fF07NiRyMhIDh48eN2xWwO9a/2xXrCLbm5uLvB/weHOnTvx9/dn1KhRtGvXDgcHB65cucKSJUtYvnw5S5YsoUGDBsVeP8yeK1euGP8uznTIojg6OvLtt9/i4OBgd406e+epoHr16hVaz9DPz8/4d+vWrQttY11X7sKFC4XuM5lMPPLII4Vu9/T0pH379qxfv57IyEieeOIJAPr27UuPHj2MisCC8vLyjOcoavxWiYmJRjjw6KOP2h1X9+7d+fPPP4vcR5cuXexWb9aoUYPY2Fi7r7c48vLyOHv27HUfZ522frUWLVoUquAteI6s08ILsp6jgvu8mfd0SSl4vd+ptRSt64A+8sgjdr8IeOaZZ7jnnntsAl+rguFfixYteO+9924q/AN48MEH7W5buXJlkpKSSE9Pt7udvfeRNax8+OGHC02/B/Dw8KBDhw6sXbuW8PDw666deC3WhlGNGjUywueCatSoQePGja/5mWzv54D1SyCz2UxGRgZ+fn64u7vj4uJCdnY2//3vf3nttddsPhMeffRRm/d1wev/drC+PxwcHG77c5Uka1js4+ODxWIp5dEUX1k83jd0rOPTbv+ARKRU3exnlz637ywdb5Hy664JACG/mi0kJISQkBByc3M5deoUR48eJTo6moiICFJTU4mMjCQ0NJSxY8cWax09JycnAgMDyc3N5c8//+T48eMkJCSQmJjIuXPniImJKbSNdept9erVi5wGW7t27UK3nThxAshf22rIkCF2t8vKygJsK+eKYv1j/1pBhjX0g/+bsmt9DshvKlCwks/NzY2XXnqJw4cPc+TIEdatW3dLAWDBP25zcnJuej8ODg7GGmAnTpwgOjraOE/nz583jm1R7FVkFgxL7DWRsLJW7xRUqVKlQmGVVZ06dYD8cMXK09MTT09PMjIy2L9/P3FxcSQlJZGQkEBMTAwpKSnXHL9VbGwskB+AFDXt2961V1DBaeEFWauXCp6nadOmGdWLBb355puFKkCLagxRXPZeT8EAr6jjDbbvgZt5T5eUgtd7dnb2LYXexZGdnW2ErkVN761bty5169a1e19oaCjnz58H8s/7rTSfKOp6tIaC2dnZhe5zcnKyez1aQ+5rfZFjDfRvtZLT+p4q6ksZyH9PXSsAtBeuFpyWbH3trq6uPPfcc3z33Xds3bqVnTt3cu+99xIcHMx9993HfffdZxOi3qm1OE0mU6ms+3mryuo6iWXxeJfVYy0iJetWP7vK6mdJWfzcBh1vkfLorgoAC3JycqJBgwY0aNCAnj17Yjab2b17N9OnT+fy5ct8/fXXzJkzp1j72rx5M999953NFGJPT0/q1q1L+/btC02ds1bQ2avmsrIXDFq3u3LlynUrpQpWEhXFWhlj3a89Be+zrilorQqsWrVqkdN4O3fuzJEjR4xF8W9WwXUM4+PjC3XptSc7O5vw8HAgf5qn9Tjv27ePL774wuYPfnd3d2rVqsXDDz/Mxo0bi9zn9dYIKzj9sDjsVSUVHBPYhq+XLl3i//2//8eGDRuMsMpkMlGpUiWaN29OdHR0sarnbvbaK+hGKrwSExPtjqtgiFxSrneObuSXmBt9T5eUq693axh8LRcuXDCmx7Zq1eqGzs/FixeNb3avFWIX5fz58wQHBxsNZDZs2GC3srQ4irMm6NWKet9Zr/NrrY1ofb4b+WLBXph/q+8pZ2fnG/ol9YknnuDee+9l3bp17Nu3j8jISCIjI4H8z+Z//OMf/Otf/8LT09PueEuSg4MDJpMJi8VyWypibxeTyYSDgwNms7nMVTaUteNdVo+1iNweN/tzqax+lpTFz224u463gkK529wVAeC8efNITk6mV69eRS6s7+DgQLt27fjnP//JN998Q1xcHBcvXrzmH3UAW7ZsYdq0aZhMJvr06UO7du2oUaOGEfCEhYUVCgusf6BbF/u3x940R+sfke3atSM0NPSa4yoO61pb2dnZJCcn2/1j2VrdYzKZjDXJrCXV1zo21nW7bjXo8fT0pFatWsTGxnLw4EHuv//+626zb98+PvroIwAWLFgA5K8fNmHCBMxmM126dOGhhx6iZs2axmuJjIy8ZgBY0q4VOlinZhcMCadMmcKBAwcIDAykf//+NGrUiCpVqhjXUmhoaLECwOJce0VNtbwZkyZNKrF93Sk3854uKbVq1cLDw4NLly5x8ODBYgWAmzZt4ptvvsHd3Z3//ve/N/R8BSv2rnVNFKVjx478z//8D9999x2rVq3iu+++o02bNqU+7cLZ2Znc3NxrTke3rrd4rcrQq9n7suROv6cgv7KxUaNGWCwW4uLiiIqKYt++fezbt48NGzaQkJDAhAkTjOnqt4ufnx+Ojo6Yzebb/lwlydHR0eh0fbtD0pJUFo93WT3WInJ73OxnV1n9LCmLn9twdx1v69+sIneLslnXe4Pi4uLYtWsXERER131swS6TxfnGY926dQA8/vjjDBgwgODgYJvgxl6QZ63yOX/+fJHPYW/Be2sAZ10E3p6zZ8+yefPmYr3WBg0aGFVT1gqSq1nXR6xVq5bxuqxT3c6dO1fkvhMSEoCip4veiHbt2gH5VVlFrf9W0K+//grk/5FsrWpav349ZrOZdu3aMXz4cJo1a2YTUtzsunU36/z580WGgNaGFNbzfe7cOQ4cOADA2LFjefTRR6lZs6ZNpVdxx28NeTMyMoyg8WrWc363upn3dElxdHQ0psyvXbv2utVpeXl5RrOYNm3a3PBUDS8vLyPIt3bbvtrvv/9OaGhooTVJAUaMGIGTkxPPPfccfn5+XLp0iS+//PKGxnA7WKcTX2u6tvU6Lzi92VpRWNS3xvaaa1jfU9f6PCyp95T1873gurU1a9ake/fujB49mv/85z8AREREXLOyW0RERERE7j53RQBobdCwYcOG63b63bNnD5D/bcC1pmlaWfdnr2NnTk4OW7ZsKXR7cHAwJpOJCxcuGAvwF5Samsoff/xR6HZrMHD69Gm7f1BaLBY+//xzpk2bVmTHzIJcXV2Nfa5evbpQGJmTk8Nvv/0G2C5S36ZNG5ycnLhw4YLd12exWIxQ4lbW/7MKCQnBw8ODixcvMnPmTJupsVcLCwtj//79AEYXTbj2ebJYLHe0+g/yq4XsVZGlpKSwY8cOAFq2bAn839hNJpNNQG119OhRY13J66lbt65RSWo9twVlZWWxfv36Yu2rvLqZ93RJ6tevH46Ojpw7d+66ayIuXbqU06dP4+DgwJNPPnnDz2UymWjVqhVg/3rIy8tjxYoVHDp0yO56hNbAsUKFCgwYMADIb8Cxe/fuGx5LSbJ+5q9fv97u2oEJCQnGlyTWLsfwf9WA9r5kiYuLs7uepXXtxH379tl0cbbav38/Z86cuYlXUdiJEyeYNm0ac+fOtXt/wSUSytKUHRERERERuf3uigCwR48eVKlShfT0dEaOHMn27dttpqZaLBZiYmKYOXOmUT3Wt29fm31YK+Wubq5h7fq4Zs0ao+oN4MiRI7z//vtGBUrBP0KDgoKMjqRfffUVR44cMe6LjY1l/Pjxdquz7rvvPqMxyYwZM4xKMcifYjZjxgwiIyPx8fHh8ccfL9ax6d+/P87Ozhw9epR58+YZxyU1NZUpU6YQHx9PpUqV6NGjh7GNn5+f0TXziy++YNeuXcYfm5mZmXz55ZecOHECHx8fevfubfN8R48eZciQIQwZMsTuH9P2eHp6MmLECBwdHdm9ezehoaFERETYlKSnpKQwf/58Zs2aBeRXbxXszGs9T5s3b7apCoqNjWXy5MnGmoFms/maAWNJ+vLLL9m7d6/x/2fOnGH8+PFkZmZSrVo1I5ioVq0ajo6OWCwWfvjhB6Mq7MqVK2zYsIHx48cblUv2wo6CXFxcjDXaFi9ebATekF+VOGnSpFtuilDW3cx7uiRVrVqVV199FcivRhw/fjzR0dE2gU58fDyzZ882pvz+61//KtZ0YXueeuopnJycOHDgAIsXLzaur8uXLzNnzhxOnTqFu7u73U61BXXq1ImmTZsC+csuXL582bjP+vmZkZFx245bQT179sTT09P4HCsYzJ05c4bJkydjNptp2rSpMWbIr4qG/ArszZs3G8f8xIkTTJo0ye6ag+3bt8fPz4+cnBymTp1q/IywWCzs2bOHqVOnltjrat68OS4uLsTGxvLdd9/ZHOPExERj3dp77rmnWF9giYiIiIjI3eOuWAPQ1dWVCRMm8NFHH3HixAkmT56Mk5MTvr6+ODo6kpGRYazf5OTkRP/+/enVq5fNPurUqUN4eDhr165l3759hISE0KtXL/r160d4eDinT5/mlVdeISAggMuXL3Pp0iX8/f0ZNWoUkyZNIjExkYEDBzJ27Fhq167N0KFDGT16NHFxcbz77rsEBASQl5dHWloajo6OPPLII2zcuLHQH5xvvfUW48aN49ixY4wYMQJfX19cXFxISkrCbDbj4+PD6NGji/3HX82aNXnttdeYPXs269atIywsDF9fX5KTk8nLy8Pb25t333230CL2L7/8MklJSezYsYOJEyfi4eGBl5cXycnJ5OTkUKFCBUaNGlWosUBWVpaxVt2NrA/Ypk0bQkNDmTlzJkeOHGHs2LG4uLjg6+tLTk4OaWlpWCwWHB0dee6552yq/yC/inDLli2kpKQwfPhwAgICyMrK4sKFC3h4eBAaGsrHH39MdnY2gwcPZujQoUZl1O0QGBiIt7c348ePx9PTE3d3d5KSkrBYLHh7e/Pee+8Zi9J6e3vTp08fli9fzsqVK/ntt9/w8vIiJSWF3Nxc2rVrR/Xq1fnxxx/56aefOHbsGO+//36Rz/3iiy9y4sQJoqKimDBhAj4+Pjg5OZGSkoLFYqFbt26sX7/+hhub3Krk5OQiu1tf7emnn6Zz5863ZRw3+54uSd27d8fR0ZGvv/6avXv3snfvXtzd3fH29ubKlSvGmnIuLi688sorN914A/Krxl5//XVmzZrFokWL+Omnn/D29jY+U5ycnBg2bBi+vr7X3de///1vhg0bRlJSEgsWLDCCTGs4eeHCBf71r39Ru3ZtJk6ceNNjvh5/f3/effddPvroI/bs2cOAAQMIDAwkLy/P6JhdvXp1RowYYbPd/fffT+3atYmJiWHatGl8+eWXmEwmLl68iJ+fH/369Ss0FdrV1ZWRI0cyYcIEDh8+zKBBgwgMDOTSpUvGNdO2bVt27959y930vL29+de//sUXX3zBihUr+OWXXwgICCA3N5fU1FQsFgteXl4MHTr0lp5HRERERETKn7siAASoWLEiU6dOZevWrWzbto0TJ06Qnp6O2WzG09OT+vXr07x5czp37my3GcYTTzxBbGwshw8ftplGXK9ePaZMmcLChQuJiooiPT2dypUr07t3b3r37o2Hhwf9+vVj1apVXLlyxaiE8fX1ZerUqfz888/88ccfxMfH4+bmRosWLejXrx9nzpxh48aNhYI3b29vJk+ezNq1a/n99985c+YMWVlZ1KhRg9atW9O7d+8bXoC/S5cuVK9enRUrVhAVFUVqaipBQUG0atWKvn372l3Hz9nZmVGjRvHHH3+wfv16Tpw4YTQSadmyJU8++WSJrP9XUJs2bZg3bx4bNmxgz549xMbGkpycjLu7O3Xr1qVp06Y89thjxvpfBQUFBfHJJ5+wYMECDhw4QHp6OkFBQXTp0oU+ffrg7+/PoEGDWLBgAZcvX75uR9lb5erqyqRJk1iyZAnbtm0jJSUFPz8/2rRpQ//+/Qtdgy+++CIVK1Zk7dq1nD17lszMTJo0aUK3bt1o3749GRkZREVFcfTo0esGd66urnz44YesWbOGTZs2cfbsWZycnLj33nvp27cvLi4urF+//rYfg6vl5eUVq5EJ3N41G2/2PV3SunbtSuvWrVm/fj3h4eGcOXOGpKQkKlSoQKNGjWjevDmPPfZYiTTc6NKlC9WqVWP58uVERUWRnJyMn58fTZo04Yknnih2dWH16tXp06cPP/74I+vWraNTp040atSI6tWr89JLL7F69WrS0tJuqPPuzWrevDkzZsxg+fLl7N+/n5SUFFxdXWnQoAEPPPAAjz/+eKHPV2dnZyZOnMjChQvZs2cPqampBAQE8OCDD9K/f39jeYGrBQcHM336dJYtW8bevXtJSUnB29ubtm3b8sILLzB//nzg+p2qi6Nnz55UrVqVNWvWcOzYMVJSUnBwcKBq1ao0b96cJ598Ugtai4iIiIhIISaLFgr6W/rhhx9YunQp3bt357XXXivt4UgJCQsLY8aMGVSrVq3IdbxK22+//cbs2bNp0aIF48aNK+3hiJR5o0aNIioqirfffpuOHTvesee9esmKkmbttpeXl1cmuxumpqaWye6GZel438ixHhqfdmcGJX9LH04dU9pDkDvAd+rsm9pOn9t31t10vPWlqdxt7poKwL+T7OxspkyZgsViYeDAgYWaDZjNZmMR/UaNGpXGEKUc+/TTT7l06RJPPfWU0cCgoJ07dwJw77333umhiZQ5x44d47///S+urq688847hab5JicnG+ud6vNcRERERERKiwLAUmBds+/UqVNkZ2czfPhwY7psWloa8+fPJyYmhoCAAJsOlSIl4cqVK+zdu5ekpCTeeecdatSoAcClS5dYvny5sd5cly5dSnmkIn9/QUFBHDhwgNzcXAICAnj++edxc3MD8ju2z5gxw1irs2LFiqU8WhERERERuVspACwlr776Kh988AEHDx5k0KBBRkOSlJQUzGYzHh4evPPOO8YfkiIl5eWXX+bIkSPExMTw+uuv4+Pjg6urq9FUxMXFhWHDhpX4Go4i5ZGvry8vvfQS33zzDb/88gtr1qzB39+f7Oxso1lLjRo1tJSDiIiIiIiUKgWApSQ4OJhZs2axZs0awsPDSUxMxGKxUKVKFVq1akVISIgCGLktqlWrxqxZs/j111/ZsWMHCQkJZGZmEhgYSNOmTenduzc1a9Ys7WGKlBkhISHcc889rFmzhujoaFJSUnBxcaF+/fp06NCBXr16FWo4IiIiIiIiciepCYiIiEg5pCYg9t1Ni5uXNh3rO0vH+84qi8dbx/rO0vG+s9QEROT6HK7/EBERERERERERESmrFACKiIiIiIiIiIiUYwoARUREREREREREyjEFgCIiIiIiIiIiIuWYAkAREREREREREZFyTAGgiIiIiIiIiIhIOaYAUEREREREREREpBxTACgiIiIiIiIiIlKOKQAUEREREREREREpxxQAioiIiIiIiIiIlGMKAEVERERERERERMoxBYAiIiIiIiIiIiLlmAJAERERERERERGRckwBoIiIiIiIiIiISDmmAFBERERERERERKQcUwAoIiIiIiIiIiJSjikAFBERERERERERKcecSnsAIiIiIlK2DI1PK94Dzybf1nHcFsV9bX9HZfR4fzh1TGmP4qaUtaOdVtoDuAVXH2vfqbNLZRwiImWZKgBFRERERERERETKMQWAIiIiIiIiIiIi5ZgCQBERERERERERkXJMAaCIiIiIiIiIiEg5piYgck179uwhLCyM48ePk5aWhsViwdfXl3r16tGhQwcefPBBHB0dC20XFhbG+fPnad68OcHBwaUw8tvr1KlT/Pjjj0RHR5Oamoqvry9NmzYlJCSE2rVr291m+PDhZGdnX3O/s2fPtns8b1ZeXh6///47u3bt4sSJE6Snp2MymfDx8aF+/fp07NiRdu3a4eCg7wIAevfuDcDHH39Mo0aNSnk09i1atIjFixff0DYTJ06kSZMmt2lEN2f69Ols2rSJ7t2789prrwFw/vx5Bg8eDMD8+fPx8/O7oX1mZWWxZcsWdu3axenTp0lLS8NkMuHt7U3NmjVp0aIFDz30EF5eXiX+ekRERERERP7OFACKXbm5uXz66ads27YNABcXF/z9/cnNzSUlJYXExER27tzJ0qVLCQ0NpVq1ajbbh4WFcejQIVxcXMpdALhr1y4mT55MXl4ezs7O+Pn5kZaWRlhYGH/88QcjRoygffv2NtukpKRw6tSpOzrOEydO8Mknn/DXX38B4OTkhJ+fH1lZWSQkJJCQkMD27dsJDg5m5MiRNxy2lEfW69jV1bWUR3J9jo6OVK5cuViP/Tu+Hj8/P6pVq4avr2+J7G///v3MmTOHhIQEABwcHPD19cXJyYnU1FQSEhLYu3cvixYt4qWXXqJ79+4l8rwiIiIiIiJlgQJAsWv+/Pls27YNHx8f3njjDVq1amVUpmVlZbFz506++uor4uLiGDduHLNmzfpbhgwlLSkpiU8++YS8vDweeeQRBg4ciIeHB1euXGHBggWsWrWKGTNmULduXZtw5ty5cwA8/PDDvPnmm7d9nEeOHOH9998nMzOTatWq8fzzz9O6dWvjHGVmZhIWFsaSJUuIiopi7NixTJ06FTc3t9s+tr+zuXPnlvYQii0gIKBMjfdqL730Ei+99FKJ7GvPnj189NFH5ObmEhQURP/+/XnggQfw9PQEICcnh0OHDvHf//6XI0eO8Pnnn5OWlkb//v1L5PlFRERERET+7jTvTwq5cuUK69atA/KnrbZt29ZmWqqrqyudOnVizJgxAMTHx7Nr165SGeudtnTpUrKzs6lTpw6vv/46Hh4eALi5uTFo0CBq1apFZmYmP/30k8121gCwatWqt32Mly9f5pNPPiEzM5Pg4GA+/fRTOnToYBPQuru706tXL8aNG4e7uzunT59myZIlt31sIiUtMTGRTz75hNzcXO655x6mT59O165djfAPwNnZmRYtWvDRRx/RuXNnIH8qdURERGkNW0RERERE5I5SBaAUEhcXR3Z2NiaTiebNmxf5uEaNGlGrVi1iY2M5deoUHTt2LLQ+2ffff8/3339P//79efbZZ43bT506xZo1azh8+DCJiYm4uroSEBBA69atefTRR4uc2rh582bWrFlDbGwsrq6uNGzYkL59+2KxWBg9ejSNGzdm0qRJhbbbunUr69ev5+TJk2RlZREUFETbtm0JCQnB39+/WMfFYrGwfft2AB577LFCa/WZTCYeeOABYmNj2bFjB0OGDMFkMgH/FwBWqVKlWM9lFRkZyejRo4Hir+O2bt06EhMTcXNz45133qFChQpFPrZu3bp069aNn3/+mY0bNxaqyIqPj2fNmjXs37+fxMREHBwc8Pf3p1mzZnTr1o1atWrZPN56/jt37swrr7zCsmXL2Lp1K6mpqQQEBPDwww/z1FNPAbBy5Uo2bdpEfHw87u7uNG7cmJdfftnm3IeFhTFjxgzuvfdeJk6cyC+//GKzTfPmzenfv3+hKeiQv/7h9u3b2bBhA3FxcWRkZODj40PVqlXp1KkTDz30EM7OzjbbXGsNwL1797JixQqOHz+Og4MDderUoXfv3tSpU4fBgwdTsWJFvv76a+PxgwYNIiEhgcmTJ+Pj48OSJUuIiIjgwoUL+Pv7c//99/Pcc89d8/zcDta19/r370/37t1ZsmQJe/bsISMjg8qVK/PYY4/Rs2dPMjMzWbp0Kdu2bSMpKQkvLy9atmzJyy+/jI+PT6H93uh72t4agDfjhx9+4MqVK3h4ePDee+9dc30/R0dHXn/9dU6cOEFsbCw//PADzZo1A2zXH1yxYgW7du3il19+ISYmBoAGDRrQt29fWrRoYXffFy9e5Oeff2bXrl3Ex8fj7OxMrVq16Ny5M507dy70eREaGsqhQ4d48803adasGYsXL2bfvn2kpqbi7e1NixYteOGFF+x+Pv3+++/89ttvnDp1iqysLLy9vbnnnnsICQkpd0suiIiIiIhIyVAAKIVY/1C1WCxER0dz3333FfnYiRMnkp2dbUwd9fb2plq1aiQmJpKdnY2Pjw+enp54e3sb22zevJkZM2ZgNpuNQCkrK4uYmBhiYmJYvXo148ePtwlgLBYLM2fOJCwsDIAKFSrg5uZGeHg44eHhPPzww3bHl5OTw7Rp09i6dSuQX6nn6+tLfHw8K1asYP369YwcObLIP+oLiomJISMjA6DIIK5JkyYsXryY9PR0zp07Z1T8WdfhuxMVgJs2bQLgH//4BwEBAdd9/NNPP02bNm2A/NDMev4jIiKYMGGCEQZb14A8c+YMcXFxrFu3jnfffZcHHnig0D4zMjJ49913OX36NN7e3phMJs6dO8eiRYtISEggKSmJAwcO4OTkhK+vLykpKWzfvp0jR44wa9asQiFOTk4O48aNIyIiggoVKuDt7U1KSgpbtmxh9+7djBkzxuacmM1mxo8fz/79+4H8qlXrWo1JSUkcPHiQDRs2MHHixEIhoD0Fg21XV1e8vLw4cuQIhw4domvXrtfcNjw8nJ9//pmcnByCgoLw8PAgISGBVatWcfToUSZPnlyijV+KKz4+nrfeeovk5GR8fX0xm82cPn2aL774gqSkJPbt20dMTAyurq7G8bY2BPrss89sjtvNvKdLwuXLl4339qOPPlqsMN/Z2Zknn3ySzz77jOjoaOLj4wuFkz/88APLly831vhMTU0lIiKCiIgIXn75Zfr27Wvz+NOnT/P++++TnJwMgL+/P3l5eRw+fJjDhw+zfv16xo0bZ1QMF3Ty5Em+/vprLly4QEBAgM2xPnz4MNOnT7cJiefMmcP69euB/M/bwMBAUlJS2LFjB7t27WL48OFFfh6KiIiIiMjdSwGgFFKrVi0CAwNJSkpi/Pjx9OjRg7Zt29KwYcNCQUXBYA+gV69e9OrVy6huCQkJMSq+ID9g+vrrrzGbzfTs2ZOXX37ZmJoaExPDxx9/zJkzZ1i2bBljx441tlu1ahVhYWG4ubkxbNgwOnTogMlkIjk5mTlz5hjB4NXmz5/P1q1bCQwMZOjQobRo0QKTycTFixdZuHAha9asYfLkycydO/e64cHp06eB/OYCRVUoBgUFGf+Oj483Aj9rBWBCQgILFizg2LFjXLlyBT8/P5o1a8YTTzxBjRo1Cu3P1dX1hhpTZGRkEBcXB0DTpk2v+3gALy8vu4Hmt99+S3Z2Nu3bt+f11183Qrn4+HimT59OVFQUixYtshsA7t27l8qVKzN58mSCg4PJy8vjyy+/ZN26dWzcuBGTycSLL75Inz59cHJy4vTp07z33ntGqNerVy+b/R0/fhwXFxfeeustOnbsiMlkIjExkZkzZxIREcHHH3/M3LlzjWmfu3fvZv/+/Xh4eDBixAhat26NyWQiNzeXTZs28fnnn3PkyBH27NlTqGHL1Xbt2sXixYtxdHRk8ODBdOvWDUdHRy5evMg333zDhg0brrn90qVLadq0KW+88QaVKlUC4Ndff+Xzzz8nOjqayMjIa1ba3i6///479evXZ9y4cdSsWZPs7Gw+/vhjdu/ezfLly3FxceGNN96gS5cuODg4cOjQId5//31iY2PZv38/bdu2BW7+PV0Sjhw5Qk5ODoARYhdHq1atMJlMxpccV7+fly9fzpNPPkn//v1xdXUlMzOTRYsWsXLlSubPn0/Dhg1p3LgxAJcuXWL8+PEkJyfTrl07XnnlFQIDA4H8RjzTp0/n6NGjzJw5k/fee6/QWFauXEmtWrWYNGmSUVG7Z88eJk6cSHx8PFu3buXRRx8FICoqivXr1+Pi4sKYMWOM6yYnJ4fVq1fz3Xff8dVXX3H//fff8cpSERERERH5e9MagFKIo6Mjb7/9Nl5eXmRmZrJ8+XJGjhxJ//79GTVqFN988w1btmwhLS3thvcdHx/PhQsX8PPzY/DgwTahVu3atenTp4/xOKucnByWLVsGwIABA3jwwQeNqbUBAQGMGjXKbiAXHx/P6tWrcXBwIDQ0lJYtWxrbeXp68uqrr9KkSRMyMzNZu3btdcd+8eJFID8wK6piq2Dl2qVLl2zGAjB58mQiIiJwc3PD1dWVxMRENm7cyP/8z/8YlXsFNWzYkLlz5zJ37lwaNmx43TEmJSUZ/65evfp1H1+UnJwcTp06haOjI8OGDbN5XZUrVzaaJxQ8TwWZTCbGjh1rTEd0dHTk6aefNu7v2rUrTz31FE5O+d9B1KxZkwcffBCAY8eO2d3ns88+S6dOnYxzGBQUxMiRI/Hy8iI9Pd0miDt69CiQXxXWpk0bYxsnJyceffRR7rnnnmuOv6BFixYB8MQTT9CjRw/j3Ht6ejJs2DDuvffea25fqVIlxo4da4R/AN27dzfCniNHjlx3DPYkJyczZMiQ6/63evVqu9u7u7vzwQcfULNmTSC/03fByrZnnnmGrl274uCQ/2OicePGRqh8/Phx43E3854uKdbKWsB4HcXh5eVlVOOlpKQUur9169a89NJLxmtxd3dn4MCBNGvWDIvFwooVK4zHrlq1ioSEBOrXr8/IkSON8A+gXr16hIaG4uDgwI4dO4wvAgry8PBg/PjxNtPp27RpQ6tWrQDb6+PPP/8E8o9rwdDY2dmZJ554gpYtW1KhQgXjywoRERERERErVQCKXcHBwcybN49Nmzaxe/duoqOjycrKIioqiqioKCA/5GncuDEvvPBCsaf2VapUiW+//RZnZ2cjWCgoNTUVyJ/CaRUdHU16ejrOzs52p7a5uLjQuXNnI6ix2rp1K2azmTp16lC/fn274+nYsSORkZEcPHjwumO3BnrXmjJasItubm4uAGlpaVy+fBnID37++c9/4ufnB+QHKV988QXR0dHMnDmTKlWqXDdQupYrV64Y/3Z3d7/p/Tg6OvLtt9/i4OBgt5LI3nkqqF69eoUqGq2vGfIDlqtZ15W7cOFCoftMJhOPPPJIods9PT1p374969evJzIykieeeAKAvn370qNHD5tGEFZ5eXnGcxQ1fqvExEROnToFYFRhXT2u7t27G8GMPV26dLFbvVmjRg1iY2Ptvt7iyMvL4+zZs9d9nHXa+tVatGhRqIK34DmyV1FnPUcF93kz7+mSYn1fAXan116Li4sL8H/v04KKmtb9yCOPEBERwaFDh4zpzlu2bAHgoYcesvvFQJUqVWjYsCFHjhzh4MGDhdYBbdeunc1xt6pRowZ79uyxuT6s5+vEiRNs2rSJhx9+2Ai3AT744AObfdjbb0mynm8HB4fb/lwlyXrMfHx8sFgspTya4vvbHe/4tNIegYjcxf4Wn4PX8bf73C4m/ZwUKb8UAEqRvLy8CAkJISQkhNzcXE6dOsXRo0eJjo4mIiKC1NRUIiMjCQ0NZezYscVaR8/JyYnAwEByc3P5888/OX78OAkJCSQmJnLu3Dljwf2CrNUs1atXL3IabO3atQvdduLECSB/+u2QIUPsbpeVlQXYVs4VxfrH/bWCjIJhgnWszs7OvP3223h4eBhVPVb169fnww8/ZNiwYZw7d45ly5bxn//857pjKUrBwMs6NfJmODg4EBgYiNls5sSJE0RHRxvn6fz588axLYq9isyC4Yi9JhJWeXl5hW6rVKlSobDKqk6dOkB+WGfl6emJp6cnGRkZ7N+/n7i4OJKSkkhISCAmJsZu1Zc9sbGxQH64VNS0b3vXXkEFp4UXZA2gCp6nadOmGdWLBb355puFKkCvbjpyo+y9noIBXlHHG2zfAzfzni4pBUPurKysYk97tVgsNhW9VyvqCwPrtZaZmcnFixdxdXU1QtiffvrJ6J5+Nev1VvAatapYsaLdbazXR3Z2tnFbx44dWb9+PUePHmX69OnMnz+fxo0bc++999K0adNCVZB3am1Jk8lUKutY3ip7gXVZUFaPt4hISSpLn4Nl9XNbPydFyh8FgFIsTk5ONGjQgAYNGtCzZ0/MZjO7d+9m+vTpXL58ma+//po5c+YUa1+bN2/mu+++s5lC7OnpSd26dWnfvj3btm2zebz1D3V71VxW9oJB63ZXrly5bqVUwcq5oliDAut+7Sl4n3VNQQ8PDzp27FjkNq6urjz88MMsWrTompVkxVFwHcP4+PhCXXrtyc7OJjw8HMif5mk9zvv27eOLL76wmbrp7u5OrVq1ePjhh9m4cWOR+7SGF0UpWLVUHNfq7GoNgQqGr5cuXeL//b//x4YNG4ywymQyUalSJZo3b050dHSxqudu9torqDhNRqwSExPtjssaVJek652jG/ml70bf0yWlYLj6119/FRncXe3MmTNGsGZv7c2iws+CAWNubq5NeFucUNneebyR68PV1ZWPPvqIsLAw/vd//5cjR47wxx9/8McffwD5oe6TTz5Jt27dAPtheklycHAw1lK8HRWet4vJZMLBwQGz2VzmKhvK4vEWEbkdbvfPuJJQVj+376afkwoK5W6jAFAKmTdvHsnJyfTq1YtmzZrZfYyDgwPt2rXjn//8J9988w1xcXFcvHjxmkEJwJYtW5g2bRomk4k+ffrQrl07atSoYQQ8YWFhhcIC6x/ImZmZRe7X3jRHazDTrl07QkNDrzmu4rA29MjOziY5Odluh93z588D+T84rc07isMaONxK1R7khy61atUiNjaWgwcPcv/99193m3379vHRRx8BsGDBAgAOHz7MhAkTMJvNdOnShYceeoiaNWsa5fSRkZHXDABL2rWOi3VqdsGQcMqUKRw4cIDAwED69+9Po0aNqFKlinEthYaGFisALM61l56eXqzXUByTJk0qsX3dKTfzni4pwcHBxi96e/fuLXYAuGPHDiA/PG7QoEGh+3Nycq75pQLkX28FA73Q0FDatWt3oy/hhjk7O9O9e3e6d+9OVlYW0dHRHDp0iJ07dxITE8OcOXNwdXXloYceMqZf3y5+fn44OjpiNptv+3OVJEdHR/z8/EhPTy8Tf0BaldXjLSJyO5SFz8Gy+rl9N/2cLLh2s8jdoGzW9cptFRcXx65du4iIiLjuY62hGFCsb4isU+Qef/xxBgwYQHBwsE1wYy/Is1a1nT9/vsjnOHz4cKHbrAFcwUYBVzt79iybN28u1mtt0KCBUTUVGRlp9zHW9RFr1aplvK5ly5Yxa9Ys9u7dW+S+z5w5A9iflnmjrCHE5s2bi1z/raBff/0VgEaNGhlTc9evX4/ZbKZdu3YMHz6cZs2a2aylcbPr1t2s8+fPFxkCWhtSWM/3uXPnOHDgAABjx47l0UcfpWbNmjaVVsUdvzXkzcjIsGnqUpD1nN+tbuY9XVK8vb2N9SR//fVXmzUBi5KZmcmaNWuA/PUZ7VVCWjtpX8069b1SpUo4Ozvj6elpvGfsNfiw2rdvH5s3byYhIeG647sW636sv9S6urrStGlTnn32WWbOnMlDDz0EcNsCVxERERERKbsUAEoh1j+oN2zYcN1Ov3v27AHyvz251jRNK+v+7FXH5eTkGAvqF2St8rlw4QLbt28vdH9qaqoxBa6gtm3bAvlrCNoLaSwWC59//jnTpk2zGyBezdXV1djn6tWrC4WROTk5/PbbbwA2zUri4+PZsGEDy5cvt7vfjIwMNm/eDFCsir3rCQkJwcPDg4sXLzJz5ky7TQ6swsLC2L9/P5Df9dXqWufJYrHc0eo/yA9t7IUaKSkpRjVXy5Ytgf8bu8lksgmorY4ePVrsLql169Y1KsGs57agrKws1q9fX6x9lVc3854uSc8++yxOTk6kpKQwY8aMa35TbX3Pp6am4uPjQ79+/ew+LiwsrNBtZrPZ6BZecL1Ta7OU3377ze50k7NnzzJx4kRmzJhxy9N/fvnlF6ZNm8bvv/9u937rGoBlabqOiIiIiIjcGQoApZAePXpQpUoV0tPTGTlyJNu3b7eZ6maxWIiJiWHmzJlG9Vjfvn1t9mGtqrm6uYb1D9Q1a9bYVMMcOXKE999/32gYUHDh+6CgIOOP7K+++oojR44Y98XGxjJ+/Hi71Vn33Xef8Yf6jBkzjEoxyJ+2OWPGDCIjI/Hx8eHxxx8v1rHp378/zs7OHD16lHnz5hnHJTU1lSlTphAfH0+lSpXo0aOHsU23bt1wcHDg8OHDzJkzx6YiyhoOXLp0CR8fH3r37m3zfEePHmXIkCEMGTLEbnMIezw9PRkxYgSOjo7s3r2b0NBQIiIibIKRlJQU5s+fz6xZs4D86q2CnXmt52nz5s02TRxiY2OZPHmysWag2Wy+ZsBYkr788kubKsozZ84wfvx4MjMzqVatGu3btwfygyhHR0csFgs//PCDUTl45coVNmzYwPjx4401CAteZ/a4uLgY3X8XL15sBN6QX5U4adIkmzUS70Y3854uSfXq1WPAgAFA/tTekSNHsmfPHpvPLLPZTFRUFGPHjmXLli24u7szcuTIIpvRbNy4kRUrVhjXzsWLF5k2bRrHjh3DycnJ5vPuqaeews3NjbNnzzJ79mybacJ//vkn48ePJzc3ly5dutxyha/1C4gff/yRffv2GUGfxWJh//79/PLLL4D9LtsiIiIiInJ30xqAUoirqysTJkzgo48+4sSJE0yePBknJyd8fX1xdHQkIyPDWBPNycmJ/v3706tXL5t91KlTh/DwcNauXcu+ffsICQmhV69e9OvXj/DwcE6fPs0rr7xCQEAAly9f5tKlS/j7+zNq1CgmTZpEYmIiAwcOZOzYsdSuXZuhQ4cyevRo4uLiePfddwkICCAvL4+0tDQcHR155JFH2LhxY6HmEm+99Rbjxo3j2LFjjBgxAl9fX1xcXEhKSsJsNuPj48Po0aOLVb0I+WHHa6+9xuzZs1m3bh1hYWH4+vqSnJxMXl4e3t7evPvuuzbrhzVs2JBBgwbx9ddfs379ejZs2GB0TbU2DvDw8GDUqFGFAomsrCxjrbobaQTRpk0bQkNDmTlzJkeOHGHs2LG4uLjg6+tLTk4OaWlpWCwWHB0dee6552yq/yC/inDLli2kpKQwfPhwAgICyMrK4sKFC3h4eBAaGsrHH39MdnY2gwcPZujQoYU6HJekwMBAvL29GT9+PJ6enri7u5OUlITFYsHb25v33nvPWMTX29ubPn36sHz5clauXMlvv/2Gl5cXKSkp5Obm0q5dO6pXr86PP/7ITz/9xLFjx3j//feLfO4XX3yREydOEBUVxYQJE/Dx8TEqziwWC926dWP9+vU33NjkViUnJxfZ3fpqTz/9NJ07d74t47jZ93RJ6tWrF15eXnz55ZccPXqUCRMm4OTkhLe3N05OTqSnpxvvn1q1ajFs2DC7a/9ZtWnThu+++45FixYZ7+/c3FwcHBwYPny4TZBXtWpV3n33XT7++GM2btzI5s2bCQwMJDMz0wj7W7RowSuvvHLLr/PRRx/lf//3f/nzzz8ZN24cFSpUwNvbm4yMDGP6c6tWrejatestP5eIiIiIiJQvCgDFrooVKzJ16lS2bt3Ktm3bOHHiBOnp6ZjNZjw9Palfvz7Nmzenc+fOdpthPPHEE8TGxnL48GGbacT16tVjypQpLFy4kKioKNLT06lcuTK9e/emd+/eeHh40K9fP1atWsWVK1eMSkJfX1+mTp3Kzz//zB9//EF8fDxubm60aNGCfv36cebMGTZu3Fho4X5vb28mT57M2rVr+f333zlz5gxZWVnUqFGD1q1b07t3b5u17YqjS5cuVK9enRUrVhAVFUVqaipBQUG0atWKvn372nQmterVqxfBwcGsXLmSyMhIkpOTcXFxoXbt2rRo0YLevXvbPY63ok2bNsybN48NGzawZ88eYmNjSU5Oxt3dnbp169K0aVMee+wxu1VJQUFBfPLJJyxYsIADBw6Qnp5OUFAQXbp0oU+fPvj7+zNo0CAWLFjA5cuXr9tR9la5uroyadIklixZwrZt20hJScHPz482bdrQv3//QsfuxRdfpGLFiqxdu5azZ8+SmZlJkyZN6NatG+3btycjI4OoqCiOHj163eDO1dWVDz/8kDVr1rBp0ybOnj2Lk5MT9957L3379sXFxYX169ff9mNwtby8vGI1MoHbu2bjzb6nS1qnTp1o06YNGzduJDw8nNjYWDIyMnBycsLPz48GDRpw//3306FDh+t2fBsyZAgtWrTg119/5a+//sLV1ZWWLVvy9NNPc8899xR6fOvWrZk5cybLly9n3759JCcn4+XlRdOmTXn44Yfp3LlziQTEzs7OTJgwgV9++YUdO3Zw9uxZEhIScHd3595776VTp05069ZNHe1ERERERKQQk0WLBUk58MMPP7B06VK6d+/Oa6+9VtrDkRISFhbGjBkzqFatGnPnzi3t4dj122+/MXv2bFq0aMG4ceNKezhyk86fP8/gwYMBmD9//g1/MfB3dPUSDCXN2m0vLy+vTHY3TE1NLZPdDf8ux3tofFppD0HKkQ+njintIUgZ4zt1dmkP4br+bp/bxXU3/ZxUF2C526gCUP72srOzmTJlChaLhYEDBxZqNmA2m9m9ezeQ38lWpCR9+umnXLp0iaeeeorg4OBC9+/cuROAe++9904PTURERERERKRY1ARE/vasa/bt3buXuXPnkpiYaNyXlpbGrFmziImJISAgwGgEIVJSrly5wt69e5k3bx5xcXHG7ZcuXeL7779n7969uLu706VLl1IcpYiIiIiIiEjRVAEoZcKrr77KBx98wMGDBxk0aJDRkCQlJQWz2YyHhwfvvPMObm5upT1UKWdefvlljhw5QkxMDK+//jo+Pj64uroaTUVcXFwYNmyY3bUfRURERERERP4OFABKmRAcHMysWbNYs2YN4eHhJCYmYrFYqFKlCq1atSIkJEQBjNwW1apVY9asWfz666/s2LGDhIQEMjMzCQwMpGnTpvTu3ZuaNWuW9jBFREREREREiqQmICIiIuWQmoDYdzctbl7adKzvLB3vO6ssHm8d6ztLx/vOUhMQkevTGoAiIiIiIiIiIiLlmAJAERERERERERGRckwBoIiIiIiIiIiISDmmAFBERERERERERKQcUwAoIiIiIiIiIiJSjikAFBERERERERERKccUAIqIiIiIiIiIiJRjCgBFRERERERERETKMQWAIiIiIiIiIiIi5ZgCQBERERERERERkXJMAaCIiIiIiIiIiEg5pgBQRERERERERESkHFMAKCIiIiIiIiIiUo4pABQRERERERERESnHFACKiIiIiIiIiIiUYwoARUREREREREREyjEFgCIiIiIiIiIiIuWYU2kPQERERERKztD4tNIewv85m1zaI7hxf6fjd6PK6PH+cOqY0h7FTSlrRzuttAdwC+70sfadOvsOP6OIyO2nCkAREREREREREZFyTAGgiIiIiIiIiIhIOaYAUEREREREREREpBxTACgiIiIiIiIiIlKOqQmIyG2yZ88ewsLCOH78OGlpaVgsFnx9falXrx4dOnTgwQcfxNHRsdB2YWFhnD9/nubNmxMcHFwKI7+9Tp06xY8//kh0dDSpqan4+vrStGlTQkJCqF27drH38+mnn7Jlyxa6d+/Oa6+9ViJji4yMZPTo0Te0Tf/+/Xn22WdL5PlLSlhYGDNmzKBatWrMnTvXuH3QoEEkJCTw9ttv07Fjxxvap8ViYceOHezYsYPo6GjS0tIwm814e3tTt25dHnjgATp27Iizs3NJv5wbtmfPHpYsWcLp06fJysriq6++omLFirf0+suC3r17A/DVV19RqVKlUh6NiIiIiIj8nSgAFClhubm5fPrpp2zbtg0AFxcX/P39yc3NJSUlhcTERHbu3MnSpUsJDQ2lWrVqNtuHhYVx6NAhXFxcyl0AuGvXLiZPnkxeXh7Ozs74+fmRlpZGWFgYf/zxByNGjKB9+/bX3c/mzZvZsmXLbR1r5cqV7Qa0V/P29r6t47gZFSpUoFq1alSuXLlE9hcfH8/HH3/M8ePHAXBwcMDPzw+z2UxycjJJSUns3r2bn3/+mVGjRhW6pu+knJwcpk6dSmZmJi4uLlSpUsU4j5UrV8bZ2ZkKFSqU2vhERERERERKgwJAkRI2f/58tm3bho+PD2+88QatWrUyAoisrCx27tzJV199RVxcHOPGjWPWrFm4urqW8qhvv6SkJD755BPy8vJ45JFHGDhwIB4eHly5coUFCxawatUqZsyYQd26da8ZXJ07d4558+bd9vFOmDChzFZRPfDAAzzwwAMlsq9z584xatQoUlNT8ff357nnnqNDhw5GiJaTk8PWrVtZuHAhsbGxjB49ms8++wx/f/8Sef4blZaWRmZmJgAffvghjRo1Mu778MMPS2VMIiIiIiIipU1rAIqUoCtXrrBu3ToAhg8fTtu2bW2qyFxdXenUqRNjxowB8iurdu3aVSpjvdOWLl1KdnY2derU4fXXX8fDwwMANzc3Bg0aRK1atcjMzOSnn34qch/W6sqsrCyqV69+p4Z+18rLy+OTTz4hNTWV6tWr89lnn9G1a1ebCjpnZ2cefvhhPvroI/z9/UlJSeGbb74ptTGbzWbj30FBQaU2DhERERERkb8TVQCKlKC4uDiys7MxmUw0b968yMc1atSIWrVqERsby6lTp+jYsSOLFi1i8eLFxmO+//57vv/++0JrzJ06dYo1a9Zw+PBhEhMTcXV1JSAggNatW/Poo48WWT23efNm1qxZQ2xsLK6urjRs2JC+fftisVgYPXo0jRs3ZtKkSYW227p1K+vXr+fkyZNkZWURFBRE27ZtCQkJKXaVl8ViYfv27QA89thjhabWmkwmHnjgAWJjY9mxYwdDhgzBZDIV2s/ChQs5evQoTz75JKmpqZw5c6bI5yy4nt/EiRNp0qRJscZ6K6xr7zVu3Jhx48axcuVKwsLCSExMxNfXlwceeIB//vOfuLu7s379etavX09cXBzOzs7cc889vPDCC9SrV6/QflNTU1m3bh27du0iISEBs9mMv78/jRo1olu3bjZVbgXHcfUagDdq+/btHD9+HJPJxNtvv33N8x0UFMRTTz3Fl19+ybZt23j99ddtgsKcnBx+/fVXtmzZwtmzZ8nJyaFixYrGteTn52f3NTRr1oxx48bx66+/snHjRuLi4nBycqJ27do8+eSTtG7d2tjGusaf1b/+9S/g/9bEs7cGYMHnGTNmDP/973/ZsmUL3t7ezJgxw7iOKlasyFdffcX69etZt24dZ8+exdPTk5YtW/LCCy/g5+fH9u3bWblyJTExMQDUrVuXfv36FflZsH//ftasWUN0dDSXL1/G39+fli1b0rt37yKnUR86dIiffvqJ6OhosrKyqFy5Ml27dqVXr15Fn0gREREREbnrKQAUKUHWYMtisRAdHc19991X5GMnTpxIdnY2bm5uQP5actWqVSMxMZHs7Gx8fHzw9PS0WWNu8+bNzJgxA7PZjIODA/7+/mRlZRETE0NMTAyrV69m/PjxNoGQxWJh5syZhIWFAfnrw7m5uREeHk54eDgPP/yw3fHl5OQwbdo0tm7dCuRX6vn6+hIfH8+KFStYv349I0eOpEWLFtc9LjExMWRkZAAUGcQ1adKExYsXk56ezrlz56hatarN/REREaxYsYL69evz3HPPMXv27Os+b2nJzs7mgw8+IDIyEg8PD5ycnEhISGDlypWcPn0af39/wsLCcHR0xM/Pj9TUVMLDw4mKimL69Ok2rz02NpbQ0FAuXLgAgK+vLw4ODpw7d46zZ88SFhbGK6+8clsCoE2bNgHQtGlT6tate93Hd+3alVq1agH56wRaZWRk8MEHHxhrCPr6+uLu7s5ff/3FTz/9xMaNGwkNDbW75mVOTg4TJkxg3759eHh44OfnR1JSEocPHyYqKooxY8bQpk0bIH+NPwcHB+Lj4wGoUqUKDg4OODld/0ddTk4OY8eO5ciRI/j4+BAYGGhzv9ls5rPPPmPLli24ubnh6upKSkoKGzdu5NixY7Rt25Zly5ZhMpkICAggLS2Nw4cP88EHHzBp0qRCr+3rr7/ml19+ATDWw0xJSWHdunVs3LiR1157jS5duths89tvvzFnzhwsFgtOTk4EBASQkJDAN998w59//nnd1ygiIiIiIncvBYAiJahWrVoEBgaSlJTE+PHj6dGjB23btqVhw4aFqt6ubh7Rq1cvevXqRWhoKIcOHSIkJISnnnrKuD8vL4+vv/4as9lMz549efnll421A2NiYvj44485c+YMy5YtY+zYscZ2q1atIiwsDDc3N4YNG0aHDh0wmUwkJyczZ84cIxi82vz589m6dSuBgYEMHTqUFi1aYDKZuHjxIgsXLmTNmjVMnjyZuXPnXrcS8PTp00B+KFRUhWLB6Zrx8fE2IVhGRgbTpk3DxcWFt956q1iBjqurq1FFdafXWDx69Cg+Pj6MHTvWqFBbvnw533//Pfv37wfg8ccf54UXXsDNzY2kpCTGjBnDX3/9xbp16xg4cKCxrx9++IELFy7QuHFj3nzzTeM4paam8sUXX7B9+3YWLlxIjx49bEK3W2WxWIiKigLyA8DicHV1tRvwfvrppxw/fpwaNWrw1ltvGWFiSkoKX375Jdu3b2fixInMnj27UCVgVFQUzs7OvPHGG3Tu3BlHR0dSU1P54IMPjI7S1gDwww8/5Pz58wwePBiAyZMnF9pfUaKiovDy8mLChAk0a9as0P1JSUns2rWL4cOH89BDD+Ho6MiWLVv49NNPiY2NJTY2ln/84x+8+uqreHt7c+HCBT788EP+/PNPVq5caRMA/vLLL/zyyy94enry6quvGh3Bs7KyWLlyJT/88AOzZs2iTp06xrGKi4tj3rx5WCwWevTowQsvvICHhwc5OTmsWLGChQsXFut1ioiIiIjI3UlrAIqUIEdHR95++228vLzIzMxk+fLljBw5kv79+zNq1Ci++eYbtmzZQlpa2g3vOz4+ngsXLuDn58fgwYNtQq3atWvTp08f43FWOTk5LFu2DIABAwbw4IMPGlNrAwICGDVqlN1ALj4+ntWrV+Pg4EBoaCgtW7Y0trOGFk2aNCEzM5O1a9ded+wXL14EwMvLq8jOul5eXsa/L126ZHPfzJkzSUlJYeDAgcXuMNuwYUPmzp3L3LlzadiwYbG2KWjs2LEMGTLkmv9NmzatyO3ffPNN2rRpg8lkwmQy0adPH1xcXABo1qwZgwcPNqo/AwMD6dq1K4BRJWd17NgxAP7973/bhKR+fn68+OKLQP7xslYIlpRLly4ZzTRupatvREQE+/fvx2Qy8d5779lUEvr7+/P2229Ts2ZNLly4YFTEXW3QoEF07drVuHb8/Pzo168fkB+2WiyWmx5fQQMGDLAb/hW8v0uXLsY4OnXqZLx/qlWrxogRI4xg38vLi8cffxywPaeXL1/mv//9LwDDhg2jU6dOxv5cXV155pln6NKlC2azmZ9//tnYbunSpeTm5tKuXTv+/e9/G2toOjs788wzz/DYY4+VyDEQEREREZHySRWAIiUsODiYefPmsWnTJnbv3m2s1RUVFWVUVJlMJho3bswLL7xQaP22olSqVIlvv/0WZ2dnu5VeqampgG0ThOjoaNLT041GDVdzcXGhc+fOLFq0yOb2rVu3YjabqVOnDvXr17c7no4dOxIZGcnBgwevO3ZroOfs7FzkY6xhGOQ3+7Bas2YNu3fvpl27dnTr1u26z1VSCgapRSmquszLy4uWLVva3Obk5IS3tzdJSUlGxVpBvr6+AIWCvE8//RSLxVJoSipgEyQXPO8lISsry/h3wbX8btS2bdsAaNWqld3GLU5OTnTp0oXvvvuO8PBwXnrpJZv7nZ2deeSRRwptV6NGDSC/MvbSpUt4enre9Bit43jooYeKvN9kMhnrBhbk7+9PfHy8TbdvKx8fH8D2nO7du5dLly7h4eFBu3bt7D5Xx44dCQsLM95beXl5RrOg3r17292mZ8+ehcL44lY/3izr55CDg8Ntf66SZP0yw8fHp8TC4zvhho53fNrtH5CISDlWEj/X9HPyziqrx1vkTlIAKHIbeHl5ERISQkhICLm5uZw6dYqjR48SHR1NREQEqampREZGEhoaytixY4u1jp6TkxOBgYHk5uby559/cvz4cRISEkhMTOTcuXNG44GCrFNvq1evXuQ02Nq1axe67cSJEwCcO3eOIUOG2N3OGhAlJSVdd+zWYORaIVXB0M861tjYWL777jv8/f0ZOnTodZ+nJFkbR9yMKlWq2L3d+ouJNRiyJy8vz+b/AwICgPxzeeTIEc6fP2+c96urBUtSwUAtJyfnpvdz8uRJgGsG3dZg0F7o6ufnZzc4tlZT3ur4rIKCgoqsToX8Kfv2glDrOb16Sn9BBc+p9b2VlZVV5HvL+l5ISUkhLy+Ps2fPcuXKFQAaNGhgd5vq1avj5ORk8z661uspSSaT6Y49V0kqySnzd1JZPd4iImVJSX7OltXPbf2cFCl/FACK3GZOTk40aNCABg0a0LNnT8xmM7t372b69OlcvnyZr7/+mjlz5hRrX5s3b+a7776zqfzy9PSkbt26tG/f3qi2srJOvb1WdZS9YNC63ZUrVzh79uw1x2QNJq7FOr3Xul97Ct7n7+9PXl4eU6dOJScnh//5n/+5ZsDyd1MwnLLHXofjohw9epQ5c+Zw6tQpm/3XrFmTrl27smbNmpse57W4urri4eHBpUuXilUNabVr1y4sFgsNGjQgICDAOK/WILOo5wL7Qd61qkZL0vV+yb3eOpLF/SXZWg2bm5t73fcW5AeF1mPo4OBQ5DhMJhOurq42AeDVYXJJc3BwwGQyYbFYSrwC9XYymUw4ODhgNpvLXGVDWTzeIiJlUUn8DC2rn9t3089JBYVyt1EAKFKC5s2bR3JyMr169SpyLTEHBwfatWvHP//5T7755hvi4uK4ePHidacwbtmyhWnTphnrybVr144aNWoY4VpYWFihANAanljXcrPH2p23IGvI0K5dO0JDQ685ruKwNvTIzs4mOTnZbhh0/vx5IP+XjmrVqpGZmUlsbCwA//nPf4rc96+//sqvv/4KwKJFi255KujfyV9//cXo0aPJysqibdu2PPbYY9SuXRt/f39MJhPnz5+/bQEg5E9n37NnDxEREcZ6dtdy4sQJJk6cCORPXQ4ICDCuwWutUZicnAxcu4quvLC+t+rUqcOMGTNuaBuz2Ux6errdCtK8vLxC73PrsgC3i5+fH46OjpjN5tv+XCXJ2n07PT39toekJamsHm8RkbKoJD5ny+rn9t30c9LeEjsi5ZkCQJESFBcXR2RkJDVq1LhmMwHApsttcb5dW7duHZDfPXbAgAGF7rcX5Fm7854/fx6LxWK38uzw4cOFbrM2ffjrr7+KHM/Zs2c5evQo/v7+132tDRo0wMXFhezsbCIjI+2utWZdH7FWrVp4eXlx+fLlazafSE1N5fLly3h4eBjr55XVqQpF2bRpE1lZWdSrV4/Ro0cXOn8l3fjjau3atWPPnj3s3buXs2fPXrcZyPr164H8X6bq1asH5E+Hjo2NtTtF3erPP/8EsGkQUl5Zj+H58+fJy8uz+81zcnIyBw8exMPDg7Zt21KlShXjm/iTJ0/aXTLg5MmTZaq6QERERERE7qzy9deySClr3bo1ABs2bLhup989e/YA+WFJwQ64RbHuz14Ik5OTw5YtWwrdHhwcjMlk4sKFC2zfvr3Q/ampqfzxxx+Fbm/bti2Qv+6cNZgryGKx8PnnnzNt2jS7AeLVXF1djX2uXr26UOCZk5PDb7/9BmA0K6lQoYLRxdfef9YGCv/4xz+M226lWcXfkfWcV61a1W54u3Hjxtv6/J07d6ZKlSqYzWY+++wzLl++XORjIyIijHP41FNPGWFsq1atgPzGMva+jb18+bJxDbZv376kX8LfTqtWrXBwcLB53VdbsGAB06ZNM96zFSpUoHHjxgCsWrXK7jarV6++PQMWEREREZFyQQGgSAnq0aMHVapUIT09nZEjR7J9+3abbqoWi4WYmBhmzpxpTFvt27evzT6s68dd3VyjZs2aQH5X3ISEBOP2I0eO8P777xsVVtnZ2cZ9QUFBRsfZr776iiNHjhj3xcbGMn78eGNNsoLuu+8+o8poxowZNs0m0tPTmTFjBpGRkfj4+BRraihA//79cXZ25ujRo8ybN884LqmpqUyZMoX4+HgqVapEjx49irW/6zl69ChDhgxhyJAhHD16tET2eadZz/mePXuIjIw0bo+Pj+fzzz83riGw7dpbUhwdHXn77bdxd3fn2LFjvPPOO+zcudPmGrtw4QI//fQTH374IWazmXbt2tG9e3fj/oceeohKlSqRnZ3NpEmTbNa9S05O5uOPP+bSpUtUr16dTp06lfhr+LupVKkSXbt2BeCbb74hIiLCuO/y5cvMnz+fTZs24eLiwjPPPGPc989//hMHBwf27t3LggULjLU3c3JyWLx4MZs3by53FbAiIiIiIlJyNAVYpAS5uroyYcIEPvroI06cOMHkyZNxcnLC19cXR0dHMjIyjHW6nJyc6N+/P7169bLZR506dQgPD2ft2rXs27ePkJAQevXqRb9+/QgPD+f06dO88sorBAQEcPnyZS5duoS/vz+jRo1i0qRJJCYmMnDgQMaOHUvt2rUZOnQoo0ePJi4ujnfffZeAgADy8vJIS0vD0dGRRx55hI0bNxaqMHvrrbcYN24cx44dY8SIEfj6+uLi4kJSUhJmsxkfHx9Gjx5drOpFyA+zXnvtNWbPns26desICwvD19eX5ORk8vLy8Pb25t13371us4XiysrKMsKmmwnHxo4dW6yFgZs1a8a///3vG95/cTzyyCOsXbvWWAvQ398fs9lMWloaLi4uDB8+nIULF5KQkMA777zD888/T7du3Up0DA0aNGD8+PF8+umnxMXFMWnSJJycnPDz8zPWWDGbzZhMJnr06MGgQYNsgihXV1dCQ0N5//33iY6OZsiQIQQEBGAymUhJScFsNuPn58eoUaPuWMOP0jZ48GCSk5PZu3cvY8eOxcvLiwoVKpCcnExubi7u7u6MGDHCZpmA++67j4EDB/L111+zbNkyfv75Z/z9/Y3PlCeeeIJt27bZfDkgIiIiIiJipQBQpIRVrFiRqVOnsnXrVrZt28aJEydIT0/HbDbj6elJ/fr1ad68OZ07d7bbDOOJJ54gNjaWw4cP20wjrlevHlOmTGHhwoVERUWRnp5O5cqV6d27N71798bDw4N+/fqxatUqrly5YlQS+vr6MnXqVH7++Wf++OMP4uPjcXNzo0WLFvTr148zZ86wcePGQsGbt7c3kydPZu3atfz++++cOXOGrKwsatSoQevWrenduzd+fn43dGy6dOlC9erVWbFiBVFRUaSmphIUFESrVq3o27cvQUFBN37Ab5Pidr6tXr36bRtDhQoVmDJlCgsWLGD37t1kZGTg7+9P9+7d6dOnD1WrVjWmSl+8ePG63Ydv1j333MOsWbP4/fff2bFjBydPniQ1NRUXFxeqV69O48aN6datG3Xq1LG7vbXhxU8//cTevXtJSEjAycmJGjVq0LZtW/r06VPsILk8cHFxYcyYMWzevJnffvuNmJgY0tLSqFSpEs2bNyckJITKlSsX2u7xxx+nVq1aLFu2jKNHj5KRkUGtWrXo2bMnnTp1KtQESERERERExMpkKUu9vUWkxP3www8sXbqU7t2789prr5X2cESkhFy9jEBJs3bby8vLK5PdDVNTU8tkd8PiHO+h8Wl3ZlAiJeTDqWNKewgiNnynzr7lfejn5J11M8dbXYDlbqMKQJFyLDs7mylTpmCxWBg4cGChBiJms5ndu3cD0KhRo9IYooiIiIiIiIjcZgoARcox65p9p06dIjs7m+HDhxvTbNPS0pg/fz4xMTEEBATcFR1YRURERERERO5GCgBFyrlXX32VDz74gIMHDzJo0CCjIYm1AYOHhwfvvPMObm5upT1UEREREREREbkNFACKlHPBwcHMmjWLNWvWEB4eTmJiIhaLhSpVqtCqVStCQkL+Vs03RERERERERKRkqQmIiIhIOaQmIPbdTYublzYd6ztLx/vOKovHW8f6ztLxvrPUBETk+hxKewAiIiIiIiIiIiJy+ygAFBERERERERERKccUAIqIiIiIiIiIiJRjCgBFRERERERERETKMQWAIiIiIiIiIiIi5ZgCQBERERERERERkXJMAaCIiIiIiIiIiEg5pgBQRERERERERESkHFMAKCIiIiIiIiIiUo4pABQRERERERERESnHFACKiIiIiIiIiIiUYwoARUREREREREREyjEFgCIiIiIiIiIiIuWYAkAREREREREREZFyTAGgiIiIiIiIiIhIOaYAUEREREREREREpBxTACgiIiIiIiIiIlKOOZX2AERERETKuqHxabf3CW73/m+Xs8mlPYIbV1aPNZTZ4/3h1DGlPYqbUtaOdlppD+AWlLVjDSVzvH2nzi6BvYiI5FMFoIiIiIiIiIiISDmmAFBERERERERERKQcUwAoIiIiIiIiIiJSjikAFBERERERERERKcfUBESkjNqzZw9hYWEcP36ctLQ0LBYLvr6+1KtXjw4dOvDggw/i6OhYaLuwsDDOnz9P8+bNCQ4OLoWR316nTp3ixx9/JDo6mtTUVHx9fWnatCkhISHUrl3b7jZnzpzhp59+4uDBg6SmpuLo6EjFihVp3rw5ffr0ITAwsETGFhkZyejRo29om/79+/Pss8+WyPOXlLCwMGbMmEG1atWYO3eucfugQYNISEjg7bffpmPHjsXeX05ODhs3bmT79u3ExMRw6dIlnJycCAwMpFGjRnTu3JnGjRsXexwiIiIiIiJiSwGgSBmTm5vLp59+yrZt2wBwcXHB39+f3NxcUlJSSExMZOfOnSxdupTQ0FCqVatms31YWBiHDh3CxcWl3AWAu3btYvLkyeTl5eHs7Iyfnx9paWmEhYXxxx9/MGLECNq3b2+zzYEDB/jwww/Jzs7GZDIREBBAdnY2p0+f5vTp02zcuJFx48Zxzz33lOhYK1eubDegvZq3t3eJPm9JqFChAtWqVaNy5cq3vK/k5GTef/99Tp8+DYCHhweBgYFkZWVx5swZzpw5w8aNG2nXrh3/8z//Q4UKFW7LOERERERERMozBYAiZcz8+fPZtm0bPj4+vPHGG7Rq1coIkrKysti5cydfffUVcXFxjBs3jlmzZuHq6lrKo779kpKS+OSTT8jLy+ORRx5h4MCBeHh4cOXKFRYsWMCqVauYMWMGdevWNQKj7OxsPv30U7Kzs2nXrh3//ve/8ff3B+D48eN8+umnnD17lpkzZzJnzpwSHe+ECROoVKlSie7zTnnggQd44IEHbnk/ZrOZSZMmcfr0aRo2bMjrr79OnTp1jPvT09NZt24dixcvZufOnXz++ee8/fbbJT4OERERERGR8k5rAIqUIVeuXGHdunUADB8+nLZt29pUkbm6utKpUyfGjBkDQHx8PLt27SqVsd5pS5cuJTs7mzp16vD666/j4eEBgJubG4MGDaJWrVpkZmby008/Gdvs2LGD9PR0fHx8eOedd4zwD6B+/fq8+eabAMTFxREfH39nX9BdIDIykmPHjuHu7s6YMWNswj8AHx8f+vfvz/PPPw/AH3/8QXJycmkMVUREREREpExTBaBIGRIXF2dMVW3evHmRj2vUqBG1atUiNjaWU6dO0bFjRxYtWsTixYuNx3z//fd8//33hdaYO3XqFGvWrOHw4cMkJibi6upKQEAArVu35tFHHy1yuuXmzZtZs2YNsbGxuLq60rBhQ/r27YvFYmH06NE0btyYSZMmFdpu69atrF+/npMnT5KVlUVQUBBt27YlJCTEJpC7FovFwvbt2wF47LHHCk2tNZlMPPDAA8TGxrJjxw6GDBmCyWQiJiYGgPvuuw9nZ+dC+61Vq5bx7ytXrtjcV3A9v4kTJ9KkSZNijfVWWNe8a9y4MePGjWPlypWEhYWRmJiIr68vDzzwAP/85z9xd3dn/fr1rF+/nri4OJydnbnnnnt44YUXqFevXqH9pqamsm7dOnbt2kVCQgJmsxl/f38aNWpEt27daNSokd1x3OraeydOnACgTp06+Pr6Fvm4Rx99lAULFmCxWIiJiSEgIOC648jKymLFihVs2bKFhIQEfHx8aNGiBU8//TSbNm1i8eLFNte+9XxWrlyZL7/8kv/93/9l7dq1nDp1CoDq1avTq1cvHn74YZvnmT59Ops2baJ79+689tprhcZufd+1aNGCcePGAXD+/HkGDx4MwIoVK9i1axe//PKLcT02aNCAvn370qJFi0L7u3DhAj/++CO7d+8mISEBBwcHKlasSOvWrXnyySf/llPGRURERESk9CkAFClDrMGWxWIhOjqa++67r8jHTpw4kezsbNzc3ID8teSqVatGYmIi2dnZ+Pj44OnpaRMYbN68mRkzZmA2m3FwcMDf35+srCxiYmKIiYlh9erVjB8/3iYQslgszJw5k7CwMCB/XTY3NzfCw8MJDw8vFJhY5eTkMG3aNLZu3QrkV+r5+voSHx/PimHhKvUAAFyMSURBVBUrWL9+PSNHjrQbglwtJiaGjIwMgCKDuCZNmrB48WLS09M5d+4cVatWpX379tSpU4cqVarY3ebYsWMAODk5FfmY0pCdnc0HH3xAZGQkHh4eODk5kZCQwMqVKzl9+jT+/v6EhYXh6OiIn58fqamphIeHExUVxfTp06lataqxr9jYWEJDQ7lw4QIAvr6+ODg4cO7cOc6ePUtYWBivvPIKvXr1KvHXYb2ez5w5w8WLF/H09LT7OG9vb7799lssFgteXl7X3W9GRgb/+c9/OHnyJJBfSWg2m9mwYQM7d+685vsGYNasWWzYsMG4JlNSUjh27BjTpk3j8uXL9OzZ8wZfadF++OEHli9fbqxZmZqaSkREBBEREbz88sv07dvXeGxKSgrvvvsuCQkJODo64u/vj9lsJi4ujri4OLZt28aUKVOMgFRERERERMRKAaBIGVKrVi0CAwNJSkpi/Pjx9OjRg7Zt29KwYcNCVW9XVwL16tWLXr16ERoayqFDhwgJCeGpp54y7s/Ly+Prr7/GbDbTs2dPXn75ZWPtwJiYGD7++GPOnDnDsmXLGDt2rLHdqlWrCAsLw83NjWHDhtGhQwdMJhPJycnMmTPHCAavNn/+fLZu3UpgYCBDhw6lRYsWmEwmLl68yMKFC1mzZg2TJ09m7ty5160EtDaQcHBwKLJCMSgoyPh3fHw8VatWpUGDBjRo0MC43Ww2G2M4ePAg33zzDQB9+/YttI6iq6ur0WDlTq+xePToUXx8fBg7diytW7cGYPny5Xz//ffs378fgMcff5wXXngBNzc3kpKSGDNmDH/99Rfr1q1j4MCBxr5++OEHLly4QOPGjXnzzTeN45SamsoXX3zB9u3bWbhwIT169MDBoWRXjWjRogUODg5kZGQwYsQIevToQatWrahRo0ahx95IqDV79mxOnjxJtWrVePvtt42qx2PHjjF16lR27txZ5Lbx8fGcP3+eF154gT59+uDs7Mzly5eZPHkyBw4cYPny5SUaAC5fvpwnn3yS/v374+rqSmZmJosWLWLlypXMnz+fhg0bGh2QFy1aREJCAsHBwYwcORI/Pz8gv5HKZ599RmRkJAsXLmTYsGElNj4RERERESkfFACKlCGOjo68/fbbTJw4kQsXLrB8+XKWL1+Oq6sr9erVo0GDBtSvX59mzZpdc0qlPfHx8Vy4cAE/Pz8GDx5sE/bUrl2bPn36MHv2bJu18HJycli2bBkAAwYM4MEHHzTuCwgIYNSoUQwdOrTQ+nnx8fGsXr0aBwcHQkNDqV+/vnGfp6cnr776KqdPnyYyMpK1a9caa8AV5eLFiwB4eXkV2Vm3YOXYpUuX7D5m69atTJ061ea2J554gueee67QYxs2bHhL01/Hjh173S7ADRs2NNYhvNqbb75Jy5Ytjf/v06cPixcvJjs7m2bNmhlTTAECAwPp2rUr8+fP5/jx4zb7sVY5/vvf/7YJSf38/HjxxRfZvn07ly5d4sKFC/j4+Nzw67yWmjVrMnjwYL766ivi4+P59ttv+fbbb/H29qZhw4bUr1+fhg0b0qRJk2KHrKdOnWLnzp04ODjw3nvvUbNmTeO+Bg0aMGbMGN544w3MZnOR++jbty9PP/208f8VKlTgxRdf5MCBAyQlJZGYmGhzrG5F69ateemll4z/d3d3Z+DAgcTExBAREcGKFSuMAPDPP/8EoGPHjkb4B/nvtVdffZXx48dz9uzZEhmXiIiIiIiULwoARcqY4OBg5s2bx6ZNm9i9ezfR0dFkZWURFRVFVFQUkL/mXePGjXnhhRcKrd9WlEqVKvHtt9/i7Oxst9IrNTUVwCY4iY6OJj09HWdnZ7tTfV1cXOjcuTOLFi2yuX3r1q2YzWbq1KljE/4V1LFjRyIjIzl48OB1x24N9Oyt42dlnQoNkJuba/cxFSpUoEqVKqSlpZGZmQnAypUrcXFxsRsC3oriNBUpGPIU5OXlZRP+Qf40ZW9vb5KSkmjTpk2hbayBsHWqr9Wnn36KxWIhMDCw0DZpaWnGv68VmN2Knj170rx5czZu3Eh4eDixsbFkZGSwd+9e9u7dC+Sf13/84x88//zzdsdZkLXpTaNGjWzCP6saNWrQuHHja15XPXr0sLud1YULF0osAOzatavd2x955BEiIiI4dOiQMSXfGmKvXbuWZs2aGRWokB+mfv311zb7KOr6KSnWzwkHB4fb/lwlyWQyAflTwy0WS8ntOD6t5PYlIiLC7f9Zbs9t+zl5m5XV30tE7iQFgCJlkJeXFyEhIYSEhJCbm8upU6c4evQo0dHRREREkJqaSmRkJKGhoYwdO7ZY6+g5OTkRGBhIbm4uf/75J8ePHychIYHExETOnTtnNCgoyDr1tnr16kVWaNWuXbvQbdbmD+fOnWPIkCF2t8vKygIgKSnpumO3VtJdK6QqGPoVNdbWrVsbU2rPnDnDkiVL2LJlC0uWLKF27dp06NDhumMprq+++opKlSrd1LZFrUdo/cXnWpV6eXl5Nv9vnVp7+vRpjhw5wvnz543zfnW14O1SrVo1XnrpJV566SUuX77MsWPHOHbsGFFRURw6dIgrV66wadMmDhw4wKeffnrN6cCxsbEARQbLkH9NFhUAmkwmuyFjwWsmOzu7uC/tuooap7UjcmZmJhcvXsTb25vnn3+e8ePHc/r0aV577TXq1KnDfffdR3BwME2aNCk07f96FaYlxWQy3bHnKkklPaVdRESkpJXmz9ey+nOyrP5eInInKAAUKeOcnJyMtex69uyJ2Wxm9+7dTJ8+ncuXL/P1118zZ86cYu1r8+bNfPfddzaVX56entStW5f27duzbds2m8dbp94W1bwB7Idt1u2uXLly3SmLV3fftcdaGWXdrz0F7ytOd+Hq1aszYsQIzp49y/Hjx9mwYUOJBoC3wsXF5Zr3W7+5LY6jR48yZ84co9utdf81a9aka9eurFmz5qbHeTMqVKhAs2bNaNasGZB//letWsWCBQtISUlh6dKlRYbGcPPXpJWTk9MNHb/ruTpwvVpRXXsrVKhg/NsaXjdu3JjZs2ezevVqdu3axcmTJzl58iSrVq3CwcGBZs2aMWDAAKN79fWe+1Y5ODhgMpmwWCy3rUL0djCZTDg4OGA2m8tUZYOIiNx9bvfPcnvK6s/Jm/m9REGh3G0UAIqUIfPmzSM5OZlevXoZAcnVHBwcaNeuHf/85z/55ptviIuLu2aHVastW7Ywbdo0TCYTffr0oV27dtSoUcMI18LCwgoFgNYpt9bpsvZYu/MWZA1g2rVrR2ho6DXHVRzWrrbZ2dkkJyfbrRA7f/48kP9LTbVq1cjJyWHBggVA/jRMe40nTCYTTZo0Maohy5u//vqL0aNHk5WVRdu2bXnssceoXbs2/v7+mEwmzp8/f9sCwIsXLzJjxgwAXnvttSKnari5ufH0009z9OhRdu3aZayDV5TiXJPp6ek3Oeobd61QGvLX0bxWSA6261dWrFiRAQMGMGDAAJKTk/nzzz85cOAA27dvZ//+/YwePZovvvgCDw8PY9r+7eLn54ejoyNms/m2P1dJsnbHTk9PL5U/rERERIqrNH6+ltWfkzfze8n1lpYRKW/KZl2vyF0qLi6OXbt2ERERcd3HWkMxoFjf3q1btw7I7x47YMAAgoODbYIHe0GetZLu/PnzRT7H4cOHC91mXbvsr7/+KnI8Z8+eZfPmzcV6rQ0aNDCq4iIjI+0+xro+Yq1atfDy8sLZ2Zm1a9fy888/F7kN/F/1VcGKrPJi06ZNZGVlUa9ePUaPHk2rVq0ICAgwKuCuXi+wJLm5ubFv3z527dpld3r51azTnq93LVvD33PnzhX5GOu1UBKsx6qob5oLVlbaExcXZ/d26zT5SpUq4ezszKVLl9i8eTPbt283HhMQEMCDDz7I0KFDmTNnDl5eXmRkZFzzehYRERERkbuTAkCRMsS6Pt2GDRtspunas2fPHiD/m62CQV5RrPsr2FjAKicnhy1bthS6PTg4GJPJxIULF2yCCavU1FT++OOPQre3bdsWyF93zl4YY7FY+Pzzz5k2bZrdAPFqrq6uxj5Xr15dKCTKycnht99+A7BpVnLvvfcC2B075K9DuHPnTgDuu+++646jrLGe86pVq9qd9rpx48bb9txOTk7G2pQ//fTTNb9hzsvLY//+/cD/rY1XlODgYAD27dtHcnJyofv379/PmTNnbnbYhVin8NoLs+Pi4jh69Og1tw8LCyt0m9lsZu3atQDGMcrOzmbatGl8/PHHdisY/fz8jLGUpem4IiIiIiJyZygAFClDevToQZUqVUhPT2fkyJFs377daJYB+cFZTEwMM2fO5NdffwWgb9++NvuwVspd3VzD2jF1zZo1NtNdjxw5wvvvv29UaRVsgBAUFGR0nP3qq684cuSIcV9sbCzjx483OvQWdN999xnBxowZM2yaTaSnpzNjxgwiIyPx8fHh8ccfL9ax6d+/P87Ozhw9epR58+YZxyU1NZUpU6YQHx9PpUqVbDq8hoSEAHDw4EHmz5/P5cuXjftOnjzJ2LFjSUxMxN3dvdA4jh49ypAhQxgyZMh1Q56/K+s537Nnj03VWHx8PJ9//rlxDQE211lJef7553FxcSEiIoIPPviAI0eO2IRXOTk5REREMHr0aGJjY3FycqJ3797X3Gf79u3x8/MjJyeHqVOnGte5xWJhz549TJ06tURfQ4MGDYD8StfNmzcb4fOJEyeYNGnSddcT3LhxIytWrCAnJwfIn/o7bdo0jh07hpOTk/H+9fPzo379+pjNZj777DOb9+jly5dZuHAhZ8+exc3NjcaNG5foaxQRERERkbJPawCKlCGurq5MmDCBjz76iBMnTjB58mScnJzw9fXF0dGRjIwMY+0zJycn+vfvT69evWz2UadOHcLDw1m7di379u0jJCSEXr160a9fP8LDwzl9+jSvvPIKAQEBXL58mUuXLuHv78+oUaOYNGkSiYmJDBw4kLFjx1K7dm2GDh3K6NGjiYuL49133yUgIIC8vDzS0tJwdHTkkUceYePGjYWCkLfeeotx48Zx7NgxRowYga+vLy4uLiQlJWE2m/Hx8WH06NHFql6E/DDrtddeY/bs2axbt46wsDB8fX1JTk4mLy8Pb29v3n33XZv11lq3bk2fPn34+eefWb58OStXrsTf35+LFy8aYaCHhwcjR44stEZIVlaW0cDkZsKxsWPHFmvh4WbNmvHvf//7hvdfHI888ghr16411gL09/fHbDaTlpaGi4sLw4cPZ+HChSQkJPDOO+/w/PPP061btxJ7/jp16jB27FimTp1KREQEERERuLm54e3tjcViITU11ZiC7ePjw7Bhw67Z3Rfy3yMjR45kwoQJHD58mEGDBhEYGMilS5eMa7lt27bs3r27RLrb3X///dSuXZuYmBimTZvGl19+iclk4uLFi/j5+dGvXz8WLVpU5PZt2rThu+++Y9GiRcb1mpubi4ODA8OHD6dy5crGY4cMGcLo0aPZv38/gwYNwt/fHycnJ1JSUoxthgwZUmRjERERERERuXspABQpYypWrMjUqVPZunUr27Zt48SJE6Snp2M2m/H09KR+/fo0b96czp07222G8cQTTxAbG8vhw4dtphHXq1ePKVOmsHDhQqKiokhPT6dy5cr07t2b3r174+HhQb9+/Vi1ahVXrlwxKgl9fX2ZOnUqP//8M3/88Qfx8fG4ubnRokUL+vXrx5kzZ9i4cWOhRgfe3t5MnjyZtWvX8vvvv3PmzBmysrKoUaMGrVu3pnfv3kU2hihKly5dqF69OitWrCAqKorU1FSCgoJo1aoVffv2JSgoqNA2AwYM4L777uO3337j6NGjJCcn4+LiQp06dWjZsiW9evWyexxvVXx8fLEeV7169RJ/bqsKFSowZcoUFixYwO7du8nIyMDf35/u3bvTp08fqlatSoUKFZg7dy4XL168bvfhm9GsWTPmzp3Lxo0b2bt3L7GxsaSkpODg4IC/vz916tShTZs2dOrU6ZrdewsKDg5m+vTpLFu2jL1795KSkoK3tzdt27blhRdeYP78+cD1uykXh7OzMxMnTmThwoXs2bOH1NRUY22+/v37G1OXizJkyBBatGjBr7/+yl9//YWrqystW7bk6aef5p577rF5bIMGDfjss8/46aefOHToECkpKZjNZnx9fbn33nvp3bt3oW1EREREREQATJay1NtbRMqcH374gaVLl9K9e3dee+210h6OCKNGjSIqKoq3336bjh073vHnP3/+PIMHDwZg/vz5Nxx0F9fV0/xLmrXbXl5eXpnsApyamlqi3Q2HxqeV2L5E7jYfTh1T2kMQ+VvynTr7jj/n7fo5ebvdzO8l6gIsdxtVAIrITcvOzmbKlClYLBYGDhxYqIGI2Wxm9+7dADRq1Kg0hih3mWPHjvHf//4XV1dX3nnnnULTfJOTk401G3VNioiIiIjI3UIBoIjcNOuafadOnSI7O5vhw4cb02zT0tKYP38+MTExBAQE0L59+1IerdwNgoKCOHDgALm5uQQEBPD888/j5uYG5HednjFjBrm5ubRr146KFSuW8mhFRERERETuDAWAInJLXn31VT744AMOHjzIoEGDjIYk1vXJPDw8eOedd4wQRuR28vX15aWXXuKbb77hl19+Yc2aNfj7+5OdnU16ejoANWrU0HR0ERERERG5qygAFJFbEhwczKxZs1izZg3h4eEkJiZisVioUqUKrVq1IiQkxG7zDZHbJSQkhHvuuYc1a9YQHR1NSkoKLi4u1K9fnw4dOtCrV69iNxQREREREREpDxQAisgtq1SpEgMGDGDAgAGlPRQRIH99v7/rGn+VKlXil19+Ke1hiIiIiIjIXUQBoIiIiMgtml3Z97buvyx2Xb6bOkn+HZTp4/3/Fut43wG6tu+ssnq8RaT8crj+Q0RERERERERERKSsUgAoIiIiIiIiIiJSjikAFBERERERERERKccUAIqIiIiIiIiIiJRjCgBFRERERERERETKMQWAIiIiIiIiIiIi5ZgCQBERERERERERkXJMAaCIiIiIiIiIiEg5pgBQRERERERERESkHFMAKCIiIiIiIiIiUo4pABQRERERERERESnHFACKiIiIiIiIiIiUYwoARUREREREREREyjEFgCIiIiIiIiIiIuWYAkAREREREREREZFyTAGgiIiIiIiIiIhIOaYAUEREREREREREpBxzKu0BiIiIiJS0ofFpRd95NvmOjaPEXOv1/J3pWN9ZZfR4fzh1TGmP4qaUtaOdVtoDuAVl7VhD2TrevlNnl/YQROQOUAWgiIiIiIiIiIhIOaYAUEREREREREREpBxTACgiIvL/27vv+KiqxP//r0kFAumh9yaEIkUBEVERWASkqoDurgXQBVFWFPFH2RUUKbICIspnESsgX5EuJUASSqhCkBYglARCCaQDCWkz8/sjj7mbIZMQILTx/Xw8fDjce8+dc09OwvDOKSIiIiIiIk5MAaCIiIiIiIiIiIgT0yYgIkX4/fffCQ0N5cSJE6SmpmK1WvH19aVOnTo8/vjjtGvXDldX1wLlQkNDuXjxIs2aNSM4OPge1PzOiomJ4ddff+XYsWOkpKTg6+tL06ZN6dmzJzVr1nRYxmw2ExISwpYtWzh79iwZGRmUK1eOevXq8eyzz9KyZcsSqVtoaCgzZ84EYOXKlTe8vkePHgAMHz6cZ5555rbee8aMGYSFhdG/f39eeuml27qXODZ69GgOHTpU7K/XwYMHGTNmDABz586lQoUKRV4/aNAgLl26pK+hiIiIiIg4FQWAIg7k5ubyn//8h23btgHg4eGBv78/ubm5JCcnk5CQwM6dO/nll18YPXo0VapUsSsfGhrKoUOH8PDwcLoAcNeuXUyePBmz2Yy7uzt+fn6kpqYSGhrK1q1bGTFiBG3btrUrk52dzb/+9S+ioqIA8PLywtfXl6SkJHbv3s3u3bsVuIiIiIiIiIjcIQoARRz44Ycf2LZtGz4+Prz99tu0bNnSGOmXlZXFzp07mTt3LnFxcYwfP55Zs2bh6el5j2t95yUmJvLZZ59hNpvp2LEjAwcOxMvLi8zMTH766SdWrVrFzJkzqV27NhUrVjTK/fTTT0RFRVGuXDneeecdWrVqhclkIj09ne+//56QkBAWLVpEo0aNePjhh+/hE4qIiIiIiIg4H60BKHKdzMxM1q5dC+RNC23VqpXdNF9PT0+efPJJxo4dC0B8fDy7du26J3W923755Reys7OpVasWb731Fl5eXgCUKlWKQYMGUaNGDa5du8bSpUuNMtnZ2WzcuBGAwYMH07p1a0wmE5A3EnDo0KE0bNgQgGXLlt3lJxIRERERERFxfhoBKHKduLg4srOzMZlMNGvWrNDrGjRoQI0aNTh9+jQxMTG0b9+ehQsXsmjRIuOaH3/8kR9//LHA9NaYmBhWr17N4cOHSUhIwNPTk4CAAB555BE6d+5sN3ouv/DwcFavXs3p06fx9PSkfv369OnTB6vVypgxY2jcuDGffvppgXIRERGEhIRw6tQpsrKyCAoKolWrVvTs2RN/f/9itYvVamX79u0APPvsswXWPjSZTDz22GOcPn2aHTt2MGTIEEwmE6dOnSI9PR03Nzcee+yxAvc1mUw88sgjHDlyhGPHjtmdy79+28SJE2nSpEmx6nq7Ll68yODBg3FxcWH58uXs27eP5cuXEx0dTU5ODpUqVaJjx44899xzuLg4/j3K+fPnWbRoEX/88Qfp6ekEBgbSunVrnn/+eby9vQtcb7FYCA8PJywsjNjYWDIzMwkICKB58+b07t27QJ+wrXVYpUoVvv766wL3s7Wdu7s7S5YsMY7b1il8+eWX6d69O4sXL2bHjh0kJiZSpkwZGjVqxF//+leqVq1a4J5ms5n169cTGhpKXFwcLi4uVKhQgccee4zu3bsbgXB+586dY+nSpezfv5+UlBTKli1LgwYN6Nq1a6GjPS9dusSiRYvYt28fly9fxtfXlzZt2tC/f3+H198tmzZtYv369cTExJCVlYW3tzcPPfQQPXv2LHSq//Hjx1m+fDmHDx82nqVJkyZ0796devXq2V17fb9bv349y5cv5/z588yfP5+yZcvecj1EREREROTPTQGgyHVswZbVauXYsWM0atSo0GsnTpxIdnY2pUqVAsDb25sqVaqQkJBAdnY2Pj4+lC1b1i7wCQ8PZ+bMmVgsFlxcXPD39ycrK4vY2FhiY2P57bffmDBhAg0aNDDKWK1WvvjiC0JDQwEoU6YMpUqVIjIyksjISJ5++mmH9cvJyWH69OlEREQAeSP1fH19iY+PZ9myZYSEhDBq1CiaN29+w3aJjY3l8uXLAIUGcU2aNGHRokWkpaVx4cIFKleuTHJyMgC+vr6FTpO2hWg5OTk3rMfdtmjRIhYuXIi7uzsBAQGkpaVx+vRp5s2bR3JyMq+99lqBMseOHWP58uVkZmbi5+dHuXLluHDhAsuXL2fbtm1MnDjRLtDLyspi8uTJ7N27F4By5crh5+dHQkICa9euJTw8nHfffddhgHqrEhIS+Oc//8nFixfx9fXF19eXhIQEtm/fzoEDB/jiiy8IDAw0rs/MzGTixIns378fAD8/P8xmM6dOneLUqVNs2LCBqVOn2gXKW7duZfr06eTm5uLi4kJAQABXr15lx44d7Nixgy5duhhBsc3JkycZM2YMGRkZAAQFBZGZmcmqVauIjIzEze3e/LU1e/ZsQkJCgLzv88DAQJKTk9mxYwe7du1i+PDhBb4PV6xYwbfffovVasXNzQ1/f3/S0tIIDw9n8+bNvPTSS7z44osO32/evHmsWLGC0qVLU758eeN75FbqISIiIiIiogBQ5Do1atQgMDCQxMREJkyYQNeuXWnVqhX169cvMOrt+pFc3bt3p3v37sZOpT179uT55583zpvNZr755hssFgvdunXj1VdfNUKx2NhYpk6dytmzZ1m8eDHjxo0zyq1atYrQ0FBKlSrFO++8w+OPP47JZCIpKYnZs2cbweD1fvjhByIiIggMDGTYsGE0b94ck8nE1atXWbBgAatXr2by5Ml8/fXXNxwJeObMGSAvrCtshGJQUJDxOj4+nsqVK9O6dWv+3//7f4WOlLNYLOzcuROA6tWr253z9PQ0Nli5F2ssWiwWFi5cyHPPPcfLL79MmTJlyMnJYfbs2YSFhbF69Wr69+9P6dKl7crt27eP6tWrM3z4cGOUV3R0NJMnTyYhIYHPP/+cqVOnGtfPnTuXvXv34u/vz4gRI2jatCkAV65cYeHChaxevZpp06bxn//8p9Bdlm/W+vXrCQwMZPLkycaosePHjzN27FiuXr3KunXr+Otf/2pc/9///pf9+/dTvnx5Ro0aZTzXyZMnmTRpEpcuXWLhwoUMGzbMuNf06dMxm83069eP559/Hk9PTywWC7t372bmzJmsW7eO6tWr0717dyAvAJ4yZQoZGRk0btyYd955h4oVK2K1Wtm9ezczZswgPT29RJ7/ZkRFRRESEoKHhwdjx441Rgbn5OTw22+/8d133zF37lxat25NmTJlANi5cyfz5s3Dw8ODV155hWeffRY3NzdycnIIDw9nzpw5zJ8/n5o1a9KqVSu797NYLKxatYrBgwfTtWtX4+fOrdRDREREREQEFACKFODq6sr777/PxIkTuXLlCkuWLGHJkiV4enpSp04d6tWrR926dXn44Yfx9fW9qXvHx8dz5coV/Pz8jKl+NjVr1qRXr158+eWXxMfHG8dzcnJYvHgxAK+//jrt2rUzzgUEBPDhhx8ybNgwuzK29/rtt99wcXFh9OjR1K1b1zhXtmxZ3nzzTc6cOcPBgwdZs2aNXdjjyNWrV4G80WnXB6E25cqVM17bghpXV9cCAZmNxWLh22+/Nab+dunSxe58/fr1HU5vvZueeOIJBg8ebPzZ3d2d1157jfDwcLKzszl16lSBUaKlS5dmwoQJdqFq/fr1GTp0KBMmTODo0aMcPXqUBg0acP78eWONxOHDhxvhH+S155tvvsn58+fZt28fixcvZuTIkSXyXC4uLvz73/+mRo0axrF69erRoUMHVq9ezdGjR43j58+fN0LmkSNH2k1drVOnDm+++SYff/wx27Zt46233sJkMvH999+Tm5tLjx49ePnll+3et02bNqSnpzNz5kyWLl1qBIBhYWHEx8cTGBjIuHHjjH5jMplo3bo1w4YNY8qUKSXy/DfjyJEjQN73aP5lAdzd3enduzf79+/n7NmznDlzhgYNGmCxWPjuu+8A+Pvf/85zzz1nV6Zz584kJSXx888/s3Tp0gIBIMDTTz9tV+5W6uHn51dSTeCQ7eeXi4vLHX+vWxKfeq9rICIi8kDI//e4bWaGj48PVqv1XlXppt33n0tE7gMKAEUcCA4OZs6cOYSFhbF7926OHTtGVlYWUVFRREVFAXl/OTZu3Ji//e1vdtN1i1KhQgW+/fZb3N3dHY6IS0lJAfKCMZtjx46RlpaGu7u7w6l9Hh4edOjQgYULF9odj4iIwGKxUKtWLbvwL7/27dtz8OBBDhw4cMO62wI9d3f3Qq+xTYUGyM3NLfJ+Z86c4auvvjLa84knnqBTp043rMfd9uyzzxY45uPjg7e3N2lpaVy5cqXA+bZt2zocUdmyZUsqVqxIfHw8hw8fpkGDBmzfvh2LxUK1atUKnYrduXNn9u3bR2RkJFar1W7K7K1q1KiRXfhnU61aNQC759qxYwdWq5VatWrx0EMPFSjTokULYyp0dnY2GRkZHDx4EIBnnnnG4fu3a9eOL7/8ksTERM6fP0/lypWNNSY7derkMDRu27Ytvr6+pKam3tzD3ibbSN+TJ08SFhbG008/bfc1+Oijj+yuj46O5sKFCwB06NDB4T2ffPJJfv75Z44ePUpWVlaBEa4dO3a87XoUFtSXNJPJdNfeS0REREqeo7/HC5u9c7/T5xKRwikAFClEuXLl6NmzJz179iQ3N5eYmBiio6M5duyYsaHBwYMHGT16NOPGjSvWOnpubm4EBgaSm5vLkSNHOHHiBJcuXSIhIYELFy4QGxtboIxt6m3VqlULnQbraFroyZMnAbhw4QJDhgxxWC4rKwuAxMTEG9bd9hdp/nDyevlDv8LqevXqVX7++WfWrFmD2WzG1dWVF154gX79+pVIsHWrH1YKK1e+fHmHx23Pl52dXeBcYdN0TSYT1atXJz4+3mjzmJgYAGMnZEdsoVx6ejpXr161G2l5q27muU6dOlVkHV1dXendu7fxZ1v4BzB58uRC29b2W+WEhAQqV65svM/1m2PYmEwmatSocVMBYEn0h/bt2xMSEkJ0dDQzZszghx9+oHHjxjRs2JCmTZsWmLpuew6TyXTDEZsWi4Xk5GQqVapkd9zRNPubrYfZbL6pZ75ZLi4umEwmrFZrkT8XRERE5P6W/zODyWTCxcUFi8XywI0AvNnPJQoK5c9GAaBIMbi5uVGvXj3q1atHt27djHXMZsyYQUZGBt988w2zZ88u1r3Cw8P57rvv7EKMsmXLUrt2bdq2bcu2bdvsrrdNvbXtAOqIo7DNVi4zM5Nz584VWafMzMwb1tsWOtnu60j+c45GwIWHhzNv3jy7zUQGDx5cYuvaQd6ISJucnJwiRywWJ7Asqnxx6nA929fRtuGJbaRdUWsw5r+fo8DRkRuNwLyZ57J9XX18fG7qesAYCVcUW/+zlStsyviNzjmSv+1u1Cb5r8nfHzw9PZk0aRKhoaFs2bKFo0ePsnXrVrZu3QrkhXV9+/blL3/5i91zWK3WG37vgePvP0fB5c3Wwzai+E7x8/PD1dUVi8Vyx99LRERE7pz8f4+7urri5+dHWlraHf9lYkm6lc8l+Te8E/kzUAAocp05c+aQlJRE9+7defjhhx1eY1vHbMCAAcybN4+4uDiuXr1aZEgHsHnzZqZPn47JZKJXr160adOGatWqGeFaaGhogQDQFtRcu3at0PvaArX8bAFGmzZtGD16dJH1Ko7KlSsDeQFUUlISAQEBBa65ePEikPebQ9vmHZA3ymn27Nls2LDBuNdrr71G69atb7te18sfpCUnJ1OhQoVCr01LS3NY7nYVFZLadkW2fc1tX9/ilDGZTMUe/VeSm2XYfjtaVB/ML394tnDhwht+X+Qvl5GRUeSHNkdTrotyfX/I3y8dsX0vXd8f3N3d6dKlC126dCErK4tjx45x6NAhdu7cSWxsLLNnz8bT05OnnnrKeH4vLy9+/vnnm6rvjdxMPURERERERGwezIn9IndQXFwcu3btYv/+/Te81haKAcUaIr927VoAnnvuOV5//XWCg4PtAh1HQZ4tiLh48WKh73H48OECx2xBx/nz5wutz7lz5wgPDy/Ws9arV88YTZV/imd+tvX8atSoYfdcCxYsMMK/Xr16MWvWrDsS/tne2zZ66kbPZdtUwcXFpcD0ydthm359PbPZbEzprl27NoAx9dPR9G8bW7tWrVrV+BrYpksXNsXBNg21JNjqePbsWYfnL1++zJgxYxgzZgxZWVl2IVthIwDNZjObNm0yNlOB//XZwuqem5tbZDs5EhAQYIxcvFF/iI6ONkYA1qpVyzi+d+9ewsPDjWDS09OTpk2b8tJLL/HFF18YYZstvLc9R3p6usPvadu58PBwNm/eXOxnudl6iIiIiIiI2CgAFLnOI488AsCGDRtuuNbY77//DuQNHy/OyCzb/RyNQsrJyXEYBgQHB2Mymbhy5YqxSUJ+KSkpxhTA/Gw7i545c8YIkPKzWq189dVXTJ8+3WGAeD1PT0/jnr/99luBMDInJ4f169cD2G1WcvnyZZYtWwZA3759ef31129pWm1xlSlThiZNmgCwYsUKY53D6+Xk5LB06VIAmjZtSpkyZUqsDpGRkSQlJRU4vmvXLpKTk/H09KRly5YAxv8PHTrkMPgym83GDryPP/64cdzW35KSkgo8Y05OjsM+cats3xORkZEkJCQUOB8aGsrBgwe5fPkynp6eVK9e3VjDLiQkxOE9N23axOeff86CBQuM/vDoo48Ced97jr5umzZtuqWRjbawOSQkxG7U5/Vsu21XqVLFLhBeuXIl06dPZ9OmTQ7L2a61fU80atTI6E/r1q1zWGbFihVMnz690PZx5GbrISIiIiIiYqMAUOQ6Xbt2pVKlSqSlpTFq1Ci2b99uF0ZYrVZiY2P54osvjH/c9+nTx+4etlFa12+uYfsH+urVq7l06ZJx/OjRo/z73/82RjflX+ctKCjICEbmzp3L0aNHjXOnT59mwoQJDkORRo0aGRuTzJw5kxMnThjn0tLSmDlzJgcPHsTHx4fnnnuuWG3Tv39/3N3diY6OZs6cOUa7pKSkMGXKFOLj46lQoQJdu3Y1ymzfvp3c3FyCgoL461//Wqz3sYmOjmbIkCEMGTKE6OjoYpezhYxxcXGMHz/ebtSY1Wrl6NGjjBs3jhMnTuDh4WHsYFtSMjMzmThxot2IuSNHjvDf//4XgJ49exoBUfPmzY1dpD/77DOOHz9ulLly5QqzZs3i3Llz+Pj40L17d+NcnTp1cHFxITs7m++++85YUzApKYmpU6cWa2OX4rLV0WKx8Nlnn9n13e3bt7NgwQLAfsfkl19+GYCNGzfy22+/GSPrzGYz4eHh/N///Z9xnW00Y9euXfH19SUtLY0pU6bYhag7d+5k7ty5t7Spx4ABAyhXrhxpaWmMHTu2QCAeExPDxIkT2bVrFyaTiUGDBtmdtwXfv/76K3v37jUCNqvVyr59+1i5ciXwv6C0dOnS9O3bF8gLFW07ckPe9/by5ctZvHgxJpPJaKfiuNl6iIiIiIiI2GgNQJHreHp68vHHHzNp0iROnjzJ5MmTcXNzw9fXF1dXVy5fvmyshebm5kb//v3tghnImz4YGRnJmjVr2Lt3Lz179qR79+7069ePyMhIzpw5wxtvvEFAQAAZGRmkp6fj7+/Phx9+yKeffkpCQgIDBw5k3Lhx1KxZk2HDhjFmzBji4uL44IMPCAgIwGw2k5qaiqurKx07dmTjxo0FdtF97733GD9+PMePH2fEiBH4+vri4eFBYmIiFosFHx8fxowZU+x15apXr87QoUP58ssvWbt2LaGhofj6+pKUlITZbMbb25sPPvjAbg04W/CYnp7OsGHDirx/QEAAn3zyifHnrKwsYxOFwkbyOVKrVi3ef/99vvjiCw4dOsQ777xDuXLlKFOmjN3Xz8vLi+HDh9tN9ywJHTt2ZOvWrbz11lv4+flhtVqNaZvNmjWjX79+dtePHDmScePGce7cOd577z18fHzw9PQ02rV06dKMGjUKb29vo4y/vz+dOnUiJCSENWvWsHHjRsqUKUNaWhomk4k33niDOXPmlNgzvf/++4wePZqjR4/yxhtvEBgYyJUrV4y2bNu2LV26dDGuf/LJJ7lw4QILFy7kv//9Lz/++KMR7l27dg2TycSLL75oN1rU29ubDz/8kAkTJrBnzx4GDhxIQEAAWVlZXL58meDgYAICAm56dGNAQABjxoxh6tSpnD59mg8//BAvLy/KlSvHlStXjADd3d2dQYMGGaMybTp37syWLVs4cuQI48ePp0yZMnh7e3P58mUyMjKAvJGcnTp1Mso8//zzxMfHs2HDBqZOnWq8X3JyMtnZ2bi5ufGPf/yDRo0aFfs5bqUeIiIiIiIioABQxKHy5cszbdo0IiIi2LZtGydPniQtLQ2LxULZsmWpW7cuzZo1o0OHDg43w+jduzenT5/m8OHDdtOI69Spw5QpU1iwYAFRUVGkpaVRsWJFevToQY8ePfDy8qJfv36sWrWKzMxMYyShr68v06ZNY/ny5WzdupX4+HhKlSpF8+bN6devH2fPnmXjxo0FdrL19vZm8uTJrFmzhk2bNnH27FmysrKoVq0ajzzyCD169MDPz++m2uaZZ56hatWqLFu2jKioKFJSUggKCqJly5b06dOHoKAgu+ttG1hkZGQYIUVhbKPYSsJjjz1G/fr1Wb9+Pb///jsJCQkkJSXh5eVFlSpVaNWqFZ06dXL49btdDRo04LnnnmPBggUcOXKErKwsatWqRYcOHejevbuxqYZNUFAQn3/+OStWrGD79u1cuHCBzMxMKlasSIsWLejdu7fDXcr+8Y9/UKlSJcLCwoiPjwfyptEOGDCg2BtvFFf58uWZPn06v/76Kzt27CAxMREPDw+Cg4Pp1KkTHTp0KBBA9+/fn8aNG7NixQqioqJITEzEz8+Pli1b0rVrVxo3blzgfYKDg5kxYwYLFy4kMjKS1NRUKlSoQPfu3enbt2+xd9t2dN9Zs2axceNGdu7cycWLF0lMTKR06dLUrFmTFi1a0KlTJ4fT893d3fn4449ZuXIlO3bs4Ny5c1y6dInSpUvTsGFDnnzySf7yl7/YfV1NJhNvv/02jz76KGvWrOH48eMkJyfj7+9Po0aNeO6554x1IIvrVuohIiIiIiICYLJqsSCRB978+fP55Zdf6NKlC0OHDr3X1RGR+0BJTgN3xM/PD1dXV8xmc5E7N98rw+JT73UVRKSYPpk29l5XQeRPzXfal8ZrV1dX/Pz8SElJwWw238Na3Zxb+Vzi6BfsIs5MIwBF7nPZ2dlMmTIFq9XKwIEDC4xQslgs7N69G8BYS05ERERERERExEYBoMh9zrZmX0xMDNnZ2QwfPtyYZpuamsoPP/xAbGwsAQEBtG3b9h7XVkRERERERETuNwoARR4Ab775Jh999BEHDhxg0KBBxoYkycnJWCwWvLy8GDlyJKVKlbrXVRURERERERGR+4wCQJEHgG0Dg9WrVxMZGUlCQgJWq5VKlSrRsmVLevbsWWDzDRERERERERER0CYgIiIiTunPvglIYf5Mi5vfa2rru0vtfXc9iO2ttr671N53lzYBEbkxl3tdAREREREREREREblzFACKiIiIiIiIiIg4MQWAIiIiIiIiIiIiTkwBoIiIiIiIiIiIiBNTACgiIiIiIiIiIuLEFACKiIiIiIiIiIg4MQWAIiIiIiIiIiIiTkwBoIiIiIiIiIiIiBNTACgiIiIiIiIiIuLEFACKiIiIiIiIiIg4MQWAIiIiIiIiIiIiTkwBoIiIiIiIiIiIiBNTACgiIiIiIiIiIuLEFACKiIiIiIiIiIg4MQWAIiIiIiIiIiIiTkwBoIiIiIiIiIiIiBNTACgiIiIiIiIiIuLETFar1XqvKyEiIiIlKzEx8Y7e38/PD1dXV/ofOnFH30dEnN8n08be6yqIyH3Cd9qXt1TO9rnEbDaTkpJSrDKBgYG39F4iDyqNABQREREREREREXFiCgBFREREREREREScmAJAERERERERERERJ6YAUERERERERERExIm53esKiIhc7/fffyc0NJQTJ06QmpqK1WrF19eXOnXq8Pjjj9OuXTtcXV0LlAsNDeXixYs0a9aM4ODge1DzOysmJoZff/2VY8eOkZKSgq+vL02bNqVnz57UrFmzWPd45513OHfuHEuWLCnRus2YMYOwsLBCz5cuXZry5cvz6KOP0qdPH8qWLVui7y8iIiIiIiKFUwAoIveN3Nxc/vOf/7Bt2zYAPDw88Pf3Jzc3l+TkZBISEti5cye//PILo0ePpkqVKnblQ0NDOXToEB4eHk4XAO7atYvJkydjNptxd3fHz8+P1NRUQkND2bp1KyNGjKBt27ZF3iM6OprY2Fjc3d3vWD09PDwICgqyO5aTk0NqaiqnT5/m9OnTREREMGnSJAICAu5YPUREREREROR/FACKyH3jhx9+YNu2bfj4+PD222/TsmVLY6RfVlYWO3fuZO7cucTFxTF+/HhmzZqFp6fnPa71nZeYmMhnn32G2WymY8eODBw4EC8vLzIzM/npp59YtWoVM2fOpHbt2lSsWLFA+ZycHP744w/+7//+747XtX79+nz66acFjpvNZnbt2sWMGTOIj49n/vz5DB8+/I7XR0RERERERLQGoIjcJzIzM1m7di0Aw4cPp1WrVnbTfD09PXnyyScZO3YsAPHx8ezateue1PVu++WXX8jOzqZWrVq89dZbeHl5AVCqVCkGDRpEjRo1uHbtGkuXLrUrFxMTw9tvv02/fv34+OOPuXTp0r2oPgCurq60bduWbt26ARAZGXnP6iIiIiIiIvJnoxGAInJfiIuLIzs7G5PJRLNmzQq9rkGDBtSoUYPTp08TExND+/btWbhwIYsWLTKu+fHHH/nxxx/p378/L730knE8JiaG1atXc/jwYRISEvD09CQgIIBHHnmEzp07Oxw9BxAeHs7q1as5ffo0np6e1K9fnz59+mC1WhkzZgyNGzd2OOotIiKCkJAQTp06RVZWFkFBQbRq1YqePXvi7+9frHaxWq1s374dgGeffbbA2ocmk4nHHnuM06dPs2PHDoYMGYLJZALyQtW0tDRjvb3c3FyuXr16w/c8ePAgY8aMAWDixIk0adKkWHUtjgoVKgB5oxLzs30NO3XqxCuvvMKPP/7Irl27aNiwIaNHjzaui4+PZ+nSpfzxxx8kJSXh4eFB7dq1eeaZZ3jqqadwccn7vVZmZiYvv/wyOTk5jBkzhtatWxv3yM3NZcCAAWRlZdG2bVs+/PBDu7osXbqU77//3u6c2Wxm7dq1bNq0ibi4OHJycvDz86Nx48b07duX6tWrO3zeffv2sXr1ao4dO0ZGRgb+/v60aNGCHj16FJjCbmv3ihUr8vXXX7N8+XLWrVtHeno6CxcuvK16iIiIiIjIn5sCQBG5L9iCLavVyrFjx2jUqFGh106cOJHs7GxKlSoFgLe3N1WqVCEhIYHs7Gx8fHwoW7Ys3t7eRpnw8HBmzpyJxWLBxcUFf39/srKyiI2NJTY2lt9++40JEybQoEEDo4zVauWLL74gNDQUgDJlylCqVCkiIyOJjIzk6aefdli/nJwcpk+fTkREBJA3Us/X15f4+HiWLVtGSEgIo0aNonnz5jdsl9jYWC5fvgxQaBDXpEkTFi1aRFpaGhcuXKBy5coANGzYkB9//NG4Ln+wd68cPXoUgHr16jk8f+XKFUaNGsW5c+fw9/fH19fXOLdnzx6mTJlCVlYWbm5u+Pv7k5GRwcGDBzl48CDh4eGMGTOGUqVKUapUKYKDg9m/fz+HDx+2CwCPHz9OVlYWAIcPHy5QhwMHDgDQsmVLACwWC5988gl79+4FwNfXF29vbxITEwkPD2fbtm2MGzeOhx9+2O4+33zzDStXrgQw1m1MTk5m7dq1bNy4kaFDh/LMM884bIfPPvuM7du34+XlRfny5W+rHiIiIiIiIgoAReS+UKNGDQIDA0lMTGTChAl07dqVVq1aUb9+/QKj3vIHewDdu3ene/fujB49mkOHDtGzZ0+ef/5547zZbOabb77BYrHQrVs3Xn31VWPtwNjYWKZOncrZs2dZvHgx48aNM8qtWrWK0NBQSpUqxTvvvMPjjz+OyWQiKSmJ2bNnG8Hg9X744QciIiIIDAxk2LBhNG/eHJPJxNWrV1mwYAGrV69m8uTJfP311zccCXjmzBkAXFxcCh2hmH/Tjfj4eCMAvFWenp7G6LSSWGMxOzubS5cuERYWRnh4OJ6enrzyyisOr925cycVKlRg+vTp1KlTxzh+/vx5pk6dSlZWFs8++yx///vfjanQBw4cYMaMGezfv5/Zs2fz3nvvAdCiRQv2799PVFSU3XvkD/3S0tKIi4ujWrVqQF5fOXLkiFEeYMuWLezduxcfHx8++ugjo16ZmZksWLCAFStW8NVXXzFnzhxj9OXKlStZuXIlZcuW5c033zR2rs7KymLFihXMnz+fWbNmUatWLWrXrm1Xv/j4eJKTk3n//fd54oknjHveSj1ERERERERAAaCI3CdcXV15//33mThxIleuXGHJkiUsWbIET09P6tSpQ7169ahbty4PP/yw3aiw4oiPj+fKlSv4+fkxePBgY5ooQM2aNenVqxdffvkl8fHxxvGcnBwWL14MwOuvv067du2McwEBAXz44YcMGzbMroztvX777TdcXFwYPXo0devWNc7ZwqAzZ85w8OBB1qxZw1//+tci626bsluuXLkCQahNuXLljNfp6ek3ao4bql+/Pl9//fUtlT106BA9evQo9LyXlxfjx48vEHrlN3z4cLvwD2DRokVkZmbSsGFDhgwZYneuadOmjBw5klGjRrFlyxZefPFFqlWrRsuWLfnuu+84efIkmZmZxohRWwDYsmVL9u7dy6FDh4wAMDo6mmvXrlGrVi1jl2JbINikSRO7epUqVYpXX32VAwcOkJ6eTlJSEoGBgWRkZPDzzz8D8M4779CmTRujjKenJy+++CIXLlwgNDSU5cuXM2LEiAJt0LdvX9q3b2937Gbr4efnV2gbl4T830ciIiIiJeFWP7/YPpe4uLjc8c9AIg8qBYAict8IDg5mzpw5hIWFsXv3bo4dO0ZWVhZRUVHGKC6TyUTjxo3529/+ZjddtygVKlTg22+/xd3d3WFokZKSAuRNsbQ5duwYaWlpuLu7O5zq6+HhQYcOHYy12WwiIiKwWCzUqlXLLvzLr3379hw8eNCYaloUW6Dn7u5e6DW2YAvy1re7lzw8POxGJEJeu169epUrV66Qnp7Oxx9/zJAhQ2jbtm2B8hUrVqRx48Z2x2w7CAM899xzDt+3YcOGVK9enTNnzhAZGUm1atWoXr06QUFBJCQkcOTIEZo3b47FYuHo0aMEBgbSuXNnIwB89tlngbxp0vC/0X/wvxGnkZGR7N2715gaDHnB9cyZM+3qsmfPHtLT0/Hy8rIL//Jr3749oaGhhfaBjh07Fjh2s/UoLDAWERERuV/d7ucXk8mkz0AihVAAKCL3lXLlytGzZ0969uxJbm4uMTExREdHc+zYMfbv309KSgoHDx5k9OjRjBs3rljr6Lm5uREYGEhubi5HjhzhxIkTXLp0iYSEBC5cuEBsbGyBMrapt1WrVi10GmzNmjULHDt58iQAFy5cKDBSzca2/lxiYuIN6277AJM/nLxe/tCvJKbs3o769es73BAF8qbxzp8/n4iICKZOncqkSZNo2LCh3TW2TULyu3DhAteuXQMocH1+VatW5cyZM1y8eNE41qJFC0JCQoiKiqJ58+bExMSQnp7Oo48+SpMmTXBxceHQoUPG9dev/wfQrVs3Nm/eTHx8POPHj6d8+fI0btyY4OBgmjZtWmBqtq0PZGVlFdoHbF+z5ORkzGaz3QdVNze3AiHqrdTDbDYX2lYlwcXFRVONRUREpETd6ucX2+cSq9Va5Ofm/BQUyp+NAkARuW+5ublRr1496tWrR7du3bBYLOzevZsZM2aQkZHBN998w+zZs4t1r/DwcL777jtSU1ONY2XLlqV27dq0bduWbdu22V1vm3pr20HXEUdhm61cZmYm586dK7JOmZmZN6y3bXpvUbv35j9X3N2F74XKlSvz/vvvc+7cOWJiYlixYkWBQM/RCM0rV64Y54qa0mH7emRnZxvHWrZsSUhIiDHt1xb2NW7cmLJly1KrVi1OnjzJuXPnKF++PEePHqVMmTJ29fL19WXGjBmEhISwbds2Tpw4QVhYGGFhYUBeEPzSSy8Zo/1sozZzc3Nv2AcgLygsU6aM8efCQrWbrYdtZOud4ufnpw/OIiIiUqJu9fOL7XOJxWIp9j0CAwNv6b1EHlQKAEXkvjBnzhySkpLo3r17obuYuri40KZNGwYMGMC8efOIi4vj6tWrRYZ0AJs3b2b69OmYTCZ69epFmzZtqFatmhGuhYaGFggAbVNubSPPHLHtzpufLYRq06YNo0ePLrJexWHb0CM7O5ukpCRjXbr8bCPeTCaTsXnH/crFxYWHH36YmJgYY5Tljdi+FhaLhfT0dLs1D/NLTk4G7DeJadq0KW5ubkRHR5OTk2MEgbYdlZs2bcrJkyc5dOgQlStXJjs7m0ceeaRAsFWmTBl69+5N7969SU9P59ixYxw4cIDt27cTGxvLpEmTmDRpEsHBwUYfqFWrVoFpubfrZuohIiIiIiJioxW8ReS+EBcXx65du9i/f/8Nr82/y63Var3h9WvXrgXy1o97/fXXCQ4OtguRHAV5tpF0Fy9eLPQ98u8ma2ML4M6fP19ofc6dO0d4eHixnrVevXp4eHgA/1uf7nq29RFr1KhRaDh2P7GN0Cvu6LGKFSsao+IcTde23fPEiRMAdhuM2EbzZWdnc/z4cY4cOUJgYCCVKlUC8gJAyBsZaJv+m3/9P4Bt27YRHh5ORkYGkLeRSYsWLXj11Vf5+uuvadKkCVar1QiRbX3g4sWLhU5jSUpKIjw8nN27dxerDW6lHiIiIiIiIjYKAEXkvvDII48AsGHDBrtpuo78/vvvQN6w/eIEXrb7ORodl5OTw+bNmwscDw4OxmQyceXKFbZv317gfEpKClu3bi1wvFWrVkDeGoK2YC4/q9XKV199xfTp0x0GiNfz9PQ07vnbb78VCCNzcnJYv349gMPNSu43OTk5RuhV1Hp++ZUtW5aHHnoIgJUrVzq8Ztu2baSnp1O6dOkCAZ7tz+vWrSMtLc1uk5Hg4GDc3Nw4fPiwEbDmX/8PYP78+UyfPp0//vijwPu6uroa/cr2tWnZsiUuLi5kZGQ47CMAP/30E9OnT3fYtwpzs/UQERERERGxUQAoIveFrl27UqlSJdLS0hg1ahTbt283NsuAvFAjNjaWL774gnXr1gHQp08fu3vYRspdv7lG9erVAVi9ejWXLl0yjh89epR///vfxqiy/GvHBQUF8eijjwIwd+5cjh49apw7ffo0EyZMMNZ6y69Ro0bGxiQzZ840RqUBpKWlMXPmTA4ePIiPj0+hO9per3///ri7uxMdHc2cOXOMdklJSWHKlCnEx8dToUIFunbtWqz73Uh0dDRDhgxhyJAhREdHl8g9AeLj45k0aRKJiYl4eHjQs2fPYpft168fALt27WL+/Pl26yfu27ePefPmAdC7d2+79fTgfwHgli1bAOwCwNKlS1O3bl0SExM5evQoNWvWLDDN2hbAfvvtt3b9wGw2s2XLFjZt2gT8L8SuUKECnTp1AmDevHl2Iz0zMjL44YcfCAsLw8PDgxdffLHYbXCz9RAREREREbHRGoAicl/w9PTk448/ZtKkSZw8eZLJkyfj5uaGr68vrq6uXL582ViPz83Njf79+9O9e3e7e9SqVYvIyEjWrFnD3r176dmzJ927d6dfv35ERkZy5swZ3njjDQICAsjIyCA9PR1/f38+/PBDPv30UxISEhg4cCDjxo2jZs2aDBs2jDFjxhAXF8cHH3xAQEAAZrOZ1NRUXF1d6dixIxs3biywacN7773H+PHjOX78OCNGjMDX1xcPDw8SExOxWCz4+PgwZsyYYk/XrV69OkOHDuXLL79k7dq1hIaG4uvrS1JSEmazGW9vbz744IMS2wE4KyvL2LwifwhbHLbw8HrXrl0z1ujz8PBg1KhRN7VeYcuWLfnb3/7GTz/9xC+//MKyZcvw9/cnPT3d2ASlbdu2vPDCCwXK1qpVi4CAAJKSkoD/rf9n07RpU44ePYrFYikw+g/ghRdeYPfu3Zw7d44PPviAcuXK4eXlRUpKitE+nTt3tht5OHjwYJKSktizZw/jxo2jXLlylClThqSkJHJzcyldujQjRoywm85+I7dSDxEREREREVAAKCL3kfLlyzNt2jQiIiLYtm0bJ0+eJC0tDYvFQtmyZalbty7NmjWjQ4cODjfD6N27N6dPn+bw4cN204jr1KnDlClTWLBgAVFRUaSlpVGxYkV69OhBjx498PLyol+/fqxatYrMzExjJKGvry/Tpk1j+fLlbN26lfj4eEqVKkXz5s3p168fZ8+eZePGjQWCN29vbyZPnsyaNWvYtGkTZ8+eJSsri2rVqvHII4/Qo0ePInezdeSZZ56hatWqLFu2jKioKFJSUggKCqJly5b06dOHoKCgm2/wOyA7O9vhzrelS5emevXqNGvWjJ49e95SfV944QUaNmzIypUrOXLkCImJiXh5edG8eXM6dOhA+/btC91Bt0WLFmzYsMFu/T+bpk2b8ssvvxjXXa9s2bJ89tlnLFu2jN9//52LFy9y6dIlvLy8aNCgAR07duTJJ5+0K+Ph4cHYsWMJDw9n/fr1xMbGkpqaSoUKFYw2qFix4k09/63UQ0REREREBMBk1WJBIiK3ZP78+fzyyy906dKFoUOH3uvqiNi5fip8SfPz88PV1ZX+h07c+GIRkSJ8Mm3sva6CiNwnfKd9eUvlbJ9LzGYzKSkpxSoTGBh4S+8l8qDSCEAREQeys7OZMmUKVquVgQMHFpiuarFYjM0sGjRocC+qKCIiIiIiIlIsCgBFRBywrdkXExNDdnY2w4cPN6atpqam8sMPPxAbG0tAQABt27a9x7UVERERERERKZwCQBGRQrz55pt89NFHHDhwgEGDBhkbkiQnJ2OxWPDy8mLkyJGUKlXqXldVREREREREpFAKAEVEChEcHMysWbNYvXo1kZGRJCQkYLVaqVSpEi1btrzlzSxERERERERE7iZtAiIiIuKE7tYmIDez2Pb9wNXVFT8/P1JSUjCbzfe6OsX2ILa32vruUnvfXQ9ie6ut7y61992lTUBEbszlXldARERERERERERE7hwFgCIiIiIiIiIiIk5MAaCIiIiIiIiIiIgTUwAoIiIiIiIiIiLixBQAioiIiIiIiIiIODEFgCIiIiIiIiIiIk5MAaCIiIiIiIiIiIgTUwAoIiIiIiIiIiLixBQAioiIiIiIiIiIODEFgCIiIiIiIiIiIk5MAaCIiIiIiIiIiIgTUwAoIiIiIiIiIiLixExWq9V6ryshIiIi94eTJ0/y7rvv0qVLF4YOHXrT5SdMmMCFCxdueE1QUNCtVtGp3G57A+zatYtVq1Zx5swZrl27RlBQEK1bt6Z37954e3uXcI0fPCkpKSxbtow9e/Zw6dIlypQpQ506dejatSuPPvroTd1L/btoJdnWoL59I+rb94Z+bt9d+lwiUnLc7nUFRERE5P6xfv36Wy5rtVo5cOAA2dnZRV6Xk5Nzy+/hbG6nvQG+//57li5dCkDp0qUpV64c58+fZ8mSJWzevJkJEyZQtWrVkqjqA+n8+fOMHj2a5ORkXFxc8Pf359q1a+zdu5e9e/fSu3dvXnvttWLdS/27aCXZ1qC+fSPq2/eOfm7fXfpcIlJyFACKiIgIKSkprF+/npCQkFu+R2JiItnZ2TRq1IhJkyaVYO2cT0m097Zt21i6dCkuLi4MHjyYLl264OrqSlJSEtOmTePw4cNMnTqV6dOn4+rqWoK1fzBYrVYmTZpEcnIy9erVY+TIkVSsWBGLxUJ4eDizZ89m2bJl1KtXj3bt2t3wfurfhSvptlbfLpr69r2hn9t3lz6XiJQ8BYAiIiJ/Yr/88gvr1q0jMTHxtu9lm2JTuXLl276Xsyqp9rZarSxcuBCArl270q1bN+NcQEAA77//PoMHDyY2NpZt27bRvn3723q/B1FERASnT5/Gw8OD/+//+/8IDAwEwMXFhWeeeYbjx4+zZs0aFi5cWKyQRP27cCXZ1urbN6a+fXfp5/bdpc8lIneONgERERH5E0tLSyM3NxdfX198fX3x8PC45XvZPmhXqlSppKrndEqqvU+fPk1cXByQ9w/J6wUEBPDQQw8BsH379luv8AMsIiICgNatWxsBSX5t27YF4OzZs5w+ffqG91P/LlxJtrX69o2pb99d+rl9d+lzicidoxGAIiIif2KDBw9m8ODBxp9nzJhBWFjYLd3r/PnzgH7TXpSSau+DBw8C4O/vX+haUU2aNOHw4cMcO3bs1ir7ALNarRw6dAjIawdHGjZsiLu7Ozk5ORw7dowaNWoUeU/1b8dKuq3Vt4umvn336ef23aXPJSJ3jgJAERERKRG237Snp6fz6aefcuTIEdLT0/H29qZRo0b06NHDGN0gt+fMmTNA0f+oKV++PABJSUlkZ2ff1iiKB01KSgpXrlwBoEqVKg6vcXd3x9fXl4SEhBvuEAnq34Up6bZW3y6a+vaDS3377lPfFrGnKcAiIiJSImwftGfNmsXOnTtxdXWlTJkyJCcns3XrVkaNGsXixYvvcS2dgy0A8PHxKfSasmXLGq/T09PveJ3uJ1evXjVeF6eNitM+6t+OlXRbq28XTX37waW+ffepb4vY0whAERERKREXL14E4LHHHuO1116jYsWKQN4UnG+++YY9e/bw008/UbFiRZ544ol7WdUHnu0fhkWNDildurTx2mw23/E63U/yhyTFaaPitI/6t2Ml3dbq20VT335wqW/fferbIvYUAIqIiMhtM5vNDBs2DHd3d9q0aYPJZDLOVa5cmbFjxzJ69GiioqJYtGiRPmjfJje3vI9wFoul0GtycnKM156enne8TvcTW/tA8droRu2j/l24km5r9e2iqW8/uNS37y71bZGCFACKiIjIbXN1daV9+/aFnndxcaFz585ERUURFxdHeno6Xl5ed7GGzsU2Tcw2pcwR20ghDw8Pu2llfwb5n7c4beTn51fk/dS/C1fSba2+XTT17QeX+vbdpb4tUpDWABQREZG7Iv+6R9nZ2fewJg8+2+L/RS3wb5v6VLlyZbuRD38GFSpUMEbbFNZGZrOZxMREgEJ35LwZf9b+XdJtrb5dNPXtB5f69v1HfVv+bBQAioiIyG0LCQlh1qxZhIeHF3pNXFwckLfGUVGLoMuNBQcHA3n/kLT9Q/96UVFRADRp0uSu1et+4erqauzseOjQIYfXHD9+nJycHFxcXGjUqFGR91P/LlxJt7X6dtHUtx9c6tt3l/q2SEEKAEVEROS2paamsmHDBn7++Wdyc3MLnM/JyWHNmjUAtGrVChcXfQS5HY0aNSIgIACAVatWFTh/9uxZ9u/fD8BTTz11N6t237Ct57RlyxZSU1MLnF+9ejUALVq0wNvbu8h7qX8XrSTbWn37xtS3H0zq23eX+rZIQerlIiIiUmzR0dEMGTKEIUOGEB0dbRzv0KEDnp6exMfHM2XKFBISEoxzSUlJfPbZZ8THx+Ph4UG/fv3uRdUfSIW1t6urKwMGDABgxYoVrF+/HqvVCsCpU6eYOHEiFouFJ554gnr16t2Tut9rHTt2pFKlSmRmZjJp0iRjxE12djYLFy5k8+bNuLm58fe//90oo/59a0qyrdW3b0x9+/6mvn13qW+LFJ82AREREZFiy8rK4ty5c8Zrm6CgIN59910+//xzdu3axe7du42RDklJSVitVtzc3Hj33XdLZE2qP4vC2hugc+fOREdHs379er788ku+++47SpUqRVJSEgB169blzTffvOt1vl94eHgwatQo/v3vf3PkyBEGDRpEQEAAly9fJisrCxcXF/7xj39Qs2ZNo4z6960pybYG9e0bUd++v6lv313q2yLFpwBQRERESkTbtm2pXbs2y5cvJzIyksTERNzc3KhSpQpNmzalR48eVK5c+V5X06kMGzaMpk2bsnbtWmJjY0lPT6dGjRo89dRTdOvWjVKlSt3rKt5TtWvXZsaMGSxevJg9e/aQkpJCuXLlaNGiBb1796ZBgwbFvpf6d9FKsq1BfftG1LcfXOrbd4/6tog9k9U27lhEREREREREREScjtYAFBERERERERERcWIKAEVERERERERERJyYAkAREREREREREREnpgBQRERERERERETEiSkAFBERERERERERcWIKAEVERERERERERJyYAkAREREREREREREnpgBQRERERERERETEiSkAFBERERERERERcWIKAEVERERERERERJyYAkAREREREREREREnpgBQRERERERERETEiSkAFBERERERERERcWIKAEVERERERERERJyYAkAREREREREREREnpgBQRERERERERETEiSkAFBERERERERERcWIKAEVERERERERERJyYAkARERERESfy0UcfYTKZMJlMfPTRR8Uut2nTJqPcU089dcfqJyIiInefAkAREREREREREREnpgBQRERERERERETEiSkAFBERERERERERcWIKAEVERERERERERJyYAkAREREREREREREnpgBQRERERERu6OrVq0ybNo3HH38cPz8/PDw8qFixIh07duSrr74iJyfnhvc4dOgQb731Fg899BBeXl4EBATw2GOPMWPGDFJTUwst99RTT9ntThwVFUXfvn3x8/PDZDIVuH7dunX07duXqlWr4uHhga+vL02aNGHEiBGcPn36VptARETkgeV2rysgIiIiIiL3txMnTvCXv/yFU6dO2R2/ePEiFy9eJDQ0lDlz5rBx40bKly/v8B4TJkzg448/Jjc31ziWkZHBzp072blzJ1OmTGHevHl07dq1yLqEhITQp08fMjIyCpyzWCwMHDiQ77//3u54WloaaWlpHDp0iDlz5jB//nz69OlTzKcXERF58CkAFBERERGRQuXk5NC9e3cj/Hv66ad5+umn8fHx4cKFC6xatYrDhw9z8OBBXnjhBTZv3lzgHmPHjmXixIkA+Pn5MWDAAOrXr8/ly5fZvHkzoaGhxMfH06tXL9auXcszzzzjsC5xcXH07duXjIwMunTpwlNPPUXp0qWN85988okR/lWpUoUBAwZQrVo10tPT2bVrF7/99hvXrl1jwIABHDhwgIceeqiEW0tEROT+pABQREREREQKtXTpUo4dOwbAyJEjmTp1qt35Tz/9lIEDB/Ldd9+xZcsWQkND7QK8rVu38umnnwLQrl07li9fTkBAgHF+3LhxrFixgueff56cnBxee+01Tpw4gYeHR4G6nDp1CldXV3799Vf69u1rdy4nJ4f//Oc/ANSpU4fIyEi8vb3trgkLC6NTp05kZ2fzySef8NNPP91Gy4iIiDw4tAagiIiIiIgUaufOncbrfv36FThvMpmYPHmy8eeIiAi78//617+wWq34+/sXCP9sevbsyciRI4G8UX5LliwptD7//Oc/C4R/kLcu4OXLlwF49tlnC4R/AB06dKBLly4O6ykiIuLMFACKiIiIiEihsrKyjNeFhWbly5cnKiqKgwcPMnjwYON4TEwMmzZtAuCVV15xGP7ZvPnmm8brDRs2FHrd22+/fcN67ty5E7PZ7PC6efPmcfDgQVavXl3oe4iIiDgbBYAiIiIiIk7E0a64t3OP1q1bG6/fe+893n33XaKiogqUadiwIY0bN6Zy5crGsS1bthivmzVrVuR71qhRg6CgIAAOHDjg8JrAwEBq1Kjh8FxwcDBly5YFYM+ePbRv3541a9aQnZ1td13FihVp3LgxwcHBRdZHRETEmSgAFBERERFxIm5ut7/Md/71915++WWeeuopAMxmMzNmzKBRo0ZUr16dV155hZ9++omEhASH97GtHQh5IwBNJlOR/9nuc+nSJYf38/LyKrTOZcuW5fPPPzfCy+3bt9OtWzf8/Pz4y1/+wtSpU9m/f/9NtYOIiIizUAAoIiIiIuJE8u+Km5ubW+xyFovF4T3c3NxYt24d//rXv+ym8MbFxfHjjz/y97//nYoVK9KlSxe79QIBkpOTb+URyMjIuKVygwcPZs2aNTzyyCN291q/fj2jRo2iWbNm1K1bl5kzZ9o9r4iIiLPTLsAiIiIiIk6kfPnyxuuLFy8Wu1x6errDewB4enoyfvx4xo4dy6ZNm9iwYQPh4eHs27cPs9mMxWIhJCSEsLAwVq5caWy0kX8q8fDhw2nQoEGx6uLp6Vnsel+vS5cudOnShaNHj7J27VrCwsKIiIggNTUVgJMnT/LPf/6TPXv2aBdgERH501AAKCIiIiLiRGrXrm28Pnv2bLHLxcbGGq9r1qzp8Bp3d3c6depEp06dAEhLS2Pt2rXMnj2biIgIcnJyGDFihBEA+vv7G2WffPJJevfufRNPcnsaNGhAgwYNePfddzGbzezatYuff/6ZOXPmkJuby/z583nnnXd49NFH71qdRERE7hVNARYRERERcSLNmjUz1gHcvHkzV65cKVa5rVu3Gq9btWplvF6yZAm//vorf/zxR4EyPj4+9O/fn/DwcNq0aQPAkSNHjNF2jRo1Mq51tHFIflarlcWLF7No0SK2bdtWrDrnt3fvXn799VdWrFhR4Jyrqytt27Zl1qxZzJgxwzh+K+8jIiLyIFIAKCIiIiLiRMqUKcOTTz4JwLVr1/j5559vWCYmJoaVK1cC4O3tzeOPP26cGzRoEC+88ALjxo0rtLybmxtPPPGE8Wfbzrvt27fHxSXvnxyOgrn8wsLCePHFFxkwYADr16+/YZ2vN3/+fF544QV69epFUlJSodc9/fTTBeopIiLi7BQAioiIiIg4mbfeest4PWrUKI4fP17otWlpabz88stkZWUB8Prrr9ttAtK8eXMANmzYYDdNOD+r1UpERAQAQUFBBAUFAVC1alW6d+8OwO+//87ixYsdlr9y5QrvvPMOkDfN+PXXXy/OY9qx1RNg7ty5hV63ZcsW43X+EYoiIiLOTAGgiIiIiIiT6d27N127dgUgNTWVVq1a8eWXX9qNjEtMTOSbb76hefPm7NixA4Dq1avzr3/9y+5er7zyCgBZWVk888wzLF++nMzMTABjbb1evXoZ9xg0aJDd5h9Tp07Fy8vLuNfMmTNJS0szym/cuJF27doZU4TfffddatSocdPP3KtXL3x8fAAYO3Ys48eP5/z588b5Cxcu8OmnnzJixAgAatSoQceOHW/6fURERB5EJqvVar3XlRARERERkZKVlpZGt27dCqxzV65cOXJycowQz6Zy5cqEhITQuHFju+MWi4VOnToRFhZmHHN1dcXHx4fLly+Tm5trHG/RogVbtmwxAj+blStX0q9fP+M9TSYTvr6+pKen203D7dGjB0uWLDHWMLR56qmn2Lx5MzVq1Ch0FCLA999/z2uvvVbgea1WK1evXjWOeXh4sH79emOqtIiIiLPTCEARERERESfk4+PDpk2bmDp1KpUqVTKOX7lyxS78K1OmDEOHDuXAgQMFwj8AFxcXVq1axRtvvIG7uzuQN3IvOTnZCP/c3d0ZOHAgmzZtKhD+QV6wt3XrVmNzEavVSkpKihH+lS9fnsmTJ7N8+fIC4d/NePXVV1mwYAFVq1a1e9784V+LFi3YunWrwj8REflT0QhAEREREREnZ7FY2Lt3LwcOHODSpUtYLBZ8fX1p0KABbdu2tVvzryhJSUlEREQQExPD1atX8fLyolatWrRr147AwMBi3ePAgQPs2LGD5ORkypcvT61atXjiiSeMcLEk5OTk8Pvvv3PgwAFSUlJwcXGhfPnyPProow5DThEREWenAFBERERERERERMSJaQqwiIiIiIiIiIiIE1MAKCIiIiIiIiIi4sQUAIqIiIiIiIiIiDgxBYAiIiIiIiIiIiJOTAGgiIiIiIiIiIiIE1MAKCIiIiIiIiIi4sQUAIqIiIiIiIiIiDgxBYAiIiIiIiIiIiJOTAGgiIiIiIiIiIiIE1MAKCIiIiIiIiIi4sQUAIqIiIiIiIiIiDgxBYAiIiIiIiIiIiJOTAGgiIiIiIiIiIiIE1MAKCIiIiIiIiIi4sQUAIqIiIiIiIiIiDgxBYAiIiIiIiIiIiJOTAGgiIiIiIiIiIiIE/v/Afd2q9eQK8wvAAAAAElFTkSuQmCC"
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    ggplot(email, aes(x=\"Stage\", y=\"Users\", fill=\"Gender\"))\n",
    "    + geom_bar(stat=\"identity\", width=0.6)  # Fill column\n",
    "    + scale_y_continuous(\n",
    "        breaks=np.arange(-1.5e7, 2e7, 5e6),\n",
    "        labels=[*np.arange(1.5, 0, -0.5), *np.arange(0, 2, 0.5)],\n",
    "    )\n",
    "    + coord_flip()\n",
    "    + labs(title=\"Email Campaign Funnel\")\n",
    "    + theme(plot_title=element_text(hjust=0.5), axis_ticks=element_blank())\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "jupytext": {
   "cell_metadata_filter": "-all",
   "main_language": "python",
   "notebook_metadata_filter": "-all"
  },
  "kernelspec": {
   "display_name": "dox",
   "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": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}