11_npg.ipynb

{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "---\n",
    "description: Fill in a module description here\n",
    "output-file: npg.html\n",
    "title: NPG Timeseries\n",
    "\n",
    "---\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# | default_exp npg.plots\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# | export\n",
    "\n",
    "import pandas as pd\n",
    "import pyarrow.dataset as ds\n",
    "import seaborn as sns\n",
    "from fastcore.all import *\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "43107636"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# | eval: false\n",
    "cols = \"circuit\tdescription\ttimestamp\tvalue\".split()\n",
    "\n",
    "keep_descriptions = [\"active power (kw)\", \"reactive power (kvar)\"]\n",
    "\n",
    "scanner_args = dict(\n",
    "    filter=ds.field(\"description\").isin(keep_descriptions),\n",
    "    columns=cols,\n",
    ")\n",
    "dset = ds.dataset(\n",
    "    \"npg.parquet/\",\n",
    "    partitioning=\"hive\",\n",
    ")\n",
    "\n",
    "dset.count_rows(**scanner_args)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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></th>\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circuit</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>description</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">LINTON - TRX1</th>\n",
       "      <th>2022-01-01 00:00:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 00:30:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 01:00:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 01:30:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 02:00:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">WAVERLEY BUSINESS PARK - TRX2</th>\n",
       "      <th>2022-12-31 21:30:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-220.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 22:00:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-283.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 22:30:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-314.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 23:00:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-314.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 23:30:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-314.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>43107636 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                               value\n",
       "circuit                       timestamp                 description                 \n",
       "LINTON - TRX1                 2022-01-01 00:00:00+00:00 active power (kw)        0.0\n",
       "                              2022-01-01 00:30:00+00:00 active power (kw)        0.0\n",
       "                              2022-01-01 01:00:00+00:00 active power (kw)        0.0\n",
       "                              2022-01-01 01:30:00+00:00 active power (kw)        0.0\n",
       "                              2022-01-01 02:00:00+00:00 active power (kw)        0.0\n",
       "...                                                                              ...\n",
       "WAVERLEY BUSINESS PARK - TRX2 2022-12-31 21:30:00+00:00 reactive power (kvar) -220.0\n",
       "                              2022-12-31 22:00:00+00:00 reactive power (kvar) -283.0\n",
       "                              2022-12-31 22:30:00+00:00 reactive power (kvar) -314.0\n",
       "                              2022-12-31 23:00:00+00:00 reactive power (kvar) -314.0\n",
       "                              2022-12-31 23:30:00+00:00 reactive power (kvar) -314.0\n",
       "\n",
       "[43107636 rows x 1 columns]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# | eval: false\n",
    "df = (\n",
    "    dset.to_table(**scanner_args)\n",
    "    .to_pandas(self_destruct=True)\n",
    "    .set_index([\"circuit\", \"timestamp\", \"description\"], append=False)\n",
    ")\n",
    "df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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></th>\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circuit</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>description</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">LINTON - TRX1</th>\n",
       "      <th>2022-01-01 00:00:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>3600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 00:30:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>8100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 01:00:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>10800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 01:30:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>13500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 02:00:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">BARUGH - TRX2</th>\n",
       "      <th>2022-12-31 21:30:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-769.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 22:00:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-769.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 22:30:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-895.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 23:00:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-895.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 23:30:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-911.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1205943 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                 value\n",
       "circuit       timestamp                 description                   \n",
       "LINTON - TRX1 2022-01-01 00:00:00+00:00 active power (kw)       3600.0\n",
       "              2022-01-01 00:30:00+00:00 active power (kw)       8100.0\n",
       "              2022-01-01 01:00:00+00:00 active power (kw)      10800.0\n",
       "              2022-01-01 01:30:00+00:00 active power (kw)      13500.0\n",
       "              2022-01-01 02:00:00+00:00 active power (kw)        900.0\n",
       "...                                                                ...\n",
       "BARUGH - TRX2 2022-12-31 21:30:00+00:00 reactive power (kvar)   -769.0\n",
       "              2022-12-31 22:00:00+00:00 reactive power (kvar)   -769.0\n",
       "              2022-12-31 22:30:00+00:00 reactive power (kvar)   -895.0\n",
       "              2022-12-31 23:00:00+00:00 reactive power (kvar)   -895.0\n",
       "              2022-12-31 23:30:00+00:00 reactive power (kvar)   -911.0\n",
       "\n",
       "[1205943 rows x 1 columns]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# | eval: false\n",
    "df.loc[df.index.duplicated()]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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></th>\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circuit</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>description</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [value]\n",
       "Index: []"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# | eval: false\n",
    "\n",
    "df.loc[df.value.isna()]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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></th>\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circuit</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>description</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">LINTON - TRX1</th>\n",
       "      <th>2022-01-01 00:00:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 00:30:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 01:00:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 01:30:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 02:00:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">WAVERLEY BUSINESS PARK - TRX2</th>\n",
       "      <th>2022-12-31 21:30:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-220.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 22:00:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-283.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 22:30:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-314.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 23:00:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-314.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 23:30:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-314.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>43107636 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                               value\n",
       "circuit                       timestamp                 description                 \n",
       "LINTON - TRX1                 2022-01-01 00:00:00+00:00 active power (kw)        0.0\n",
       "                              2022-01-01 00:30:00+00:00 active power (kw)        0.0\n",
       "                              2022-01-01 01:00:00+00:00 active power (kw)        0.0\n",
       "                              2022-01-01 01:30:00+00:00 active power (kw)        0.0\n",
       "                              2022-01-01 02:00:00+00:00 active power (kw)        0.0\n",
       "...                                                                              ...\n",
       "WAVERLEY BUSINESS PARK - TRX2 2022-12-31 21:30:00+00:00 reactive power (kvar) -220.0\n",
       "                              2022-12-31 22:00:00+00:00 reactive power (kvar) -283.0\n",
       "                              2022-12-31 22:30:00+00:00 reactive power (kvar) -314.0\n",
       "                              2022-12-31 23:00:00+00:00 reactive power (kvar) -314.0\n",
       "                              2022-12-31 23:30:00+00:00 reactive power (kvar) -314.0\n",
       "\n",
       "[43107636 rows x 1 columns]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# | eval: false\n",
    "\n",
    "# df = df.loc[~df.index.duplicated()]\n",
    "df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_in_time(df, key=None, apply_func=len):\n",
    "    if not isinstance(key, list):\n",
    "        key = [] if key is None else [key]\n",
    "    return df.groupby(key + [pd.Grouper(freq=\"M\", level=\"timestamp\")]).apply(apply_func)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='timestamp'>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# | eval: false\n",
    "df.pipe(show_in_time, \"description\").unstack(0).plot(kind=\"bar\", stacked=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='timestamp'>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# | eval: false\n",
    "df.assign(**{\"Is Duplicated\": df.index.duplicated(False)}).pipe(\n",
    "    show_in_time, \"Is Duplicated\"\n",
    ").unstack(0).plot(kind=\"bar\", stacked=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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></th>\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circuit</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>description</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">LINTON - BEDLINGTON SW TEED</th>\n",
       "      <th>2022-01-01 00:00:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>7000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 00:30:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>4500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 01:00:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>6500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 01:30:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>11000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 02:00:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>5500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">WAVERLEY BUSINESS PARK - TRX2</th>\n",
       "      <th>2022-12-31 21:30:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-220.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 22:00:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-283.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 22:30:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-314.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 23:00:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-314.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 23:30:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>-314.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40781170 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                 value\n",
       "circuit                       timestamp                 description                   \n",
       "LINTON - BEDLINGTON SW TEED   2022-01-01 00:00:00+00:00 active power (kw)       7000.0\n",
       "                              2022-01-01 00:30:00+00:00 active power (kw)       4500.0\n",
       "                              2022-01-01 01:00:00+00:00 active power (kw)       6500.0\n",
       "                              2022-01-01 01:30:00+00:00 active power (kw)      11000.0\n",
       "                              2022-01-01 02:00:00+00:00 active power (kw)       5500.0\n",
       "...                                                                                ...\n",
       "WAVERLEY BUSINESS PARK - TRX2 2022-12-31 21:30:00+00:00 reactive power (kvar)   -220.0\n",
       "                              2022-12-31 22:00:00+00:00 reactive power (kvar)   -283.0\n",
       "                              2022-12-31 22:30:00+00:00 reactive power (kvar)   -314.0\n",
       "                              2022-12-31 23:00:00+00:00 reactive power (kvar)   -314.0\n",
       "                              2022-12-31 23:30:00+00:00 reactive power (kvar)   -314.0\n",
       "\n",
       "[40781170 rows x 1 columns]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# | eval: false\n",
    "\n",
    "df = df.loc[~df.index.duplicated(False)]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='d2', ylabel='timestamp'>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# | eval: false\n",
    "\n",
    "sns.heatmap(\n",
    "    data=df.assign(\n",
    "        d2=(\n",
    "            df.index.get_level_values(1).to_frame(index=False).timestamp.dt.minute % 30\n",
    "        ).values\n",
    "    )[[\"d2\"]]\n",
    "    .pipe(show_in_time, apply_func=pd.DataFrame.value_counts)\n",
    "    .unstack(-1)\n",
    "    .iloc(axis=1)[1:]\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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></th>\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circuit</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>description</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">ABBEY ROAD - TRX1</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2022-01-01 00:00:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>2040.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2022-01-01 00:30:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>2000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 01:00:00+00:00</th>\n",
       "      <th>active power (kw)</th>\n",
       "      <td>2240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">YORK UNIVERSITY - HESLINGTON CAMPUS SW 2</th>\n",
       "      <th>2022-12-15 22:00:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-15 22:30:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-15 23:00:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-15 23:30:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-16 00:00:00+00:00</th>\n",
       "      <th>reactive power (kvar)</th>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40709562 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                           value\n",
       "circuit                                  timestamp                 description                  \n",
       "ABBEY ROAD - TRX1                        2022-01-01 00:00:00+00:00 active power (kw)      2040.0\n",
       "                                                                   reactive power (kvar)     0.0\n",
       "                                         2022-01-01 00:30:00+00:00 active power (kw)      2000.0\n",
       "                                                                   reactive power (kvar)     0.0\n",
       "                                         2022-01-01 01:00:00+00:00 active power (kw)      2240.0\n",
       "...                                                                                          ...\n",
       "YORK UNIVERSITY - HESLINGTON CAMPUS SW 2 2022-12-15 22:00:00+00:00 reactive power (kvar)    30.0\n",
       "                                         2022-12-15 22:30:00+00:00 reactive power (kvar)    30.0\n",
       "                                         2022-12-15 23:00:00+00:00 reactive power (kvar)    30.0\n",
       "                                         2022-12-15 23:30:00+00:00 reactive power (kvar)    30.0\n",
       "                                         2022-12-16 00:00:00+00:00 reactive power (kvar)    30.0\n",
       "\n",
       "[40709562 rows x 1 columns]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# | eval:false\n",
    "df = df.groupby(['circuit', pd.Grouper(level=1, freq='30T'), 'description']).first().dropna()\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    40709562\n",
       "Name: timestamp, dtype: int64"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# | eval: false\n",
    "(df.index.get_level_values('timestamp').to_frame().timestamp.dt.minute % 30).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th>description</th>\n",
       "      <th colspan=\"10\" halign=\"left\">active power (kw)</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"10\" halign=\"left\">reactive power (kvar)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circuit</th>\n",
       "      <th>ABBEY ROAD - TRX1</th>\n",
       "      <th>ABBEY ROAD - TRX2</th>\n",
       "      <th>ACKLAM - TRX1</th>\n",
       "      <th>ACKLAM - TRX2</th>\n",
       "      <th>AIREDALE ROAD - TRX1</th>\n",
       "      <th>AIREDALE ROAD - TRX2</th>\n",
       "      <th>ALDHAM - TRX1</th>\n",
       "      <th>ALDHAM - TRX2</th>\n",
       "      <th>ALFRED GELDER STREET - TRX1</th>\n",
       "      <th>ALFRED GELDER STREET - TRX2</th>\n",
       "      <th>...</th>\n",
       "      <th>MONKSEATON - CHAPEL LANE</th>\n",
       "      <th>MONKSEATON - GREEN TO YELLOW</th>\n",
       "      <th>MONKSEATON - KINGSLEY TEED</th>\n",
       "      <th>MONKSEATON - LYNDHURST</th>\n",
       "      <th>MONKSEATON - MONKSEATON FAIRWAYS</th>\n",
       "      <th>MONKSEATON - MONKSEATON HOLYWELL</th>\n",
       "      <th>MONKSEATON - UPLANDS</th>\n",
       "      <th>MONKSEATON - WEST MONKSEATON TEED</th>\n",
       "      <th>WARDLEY - FOLLINGSBY CLOSE TEED</th>\n",
       "      <th>YORK UNIVERSITY - HESLINGTON CAMPUS SW 2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-01-01 00:00:00+00:00</th>\n",
       "      <td>2040.0</td>\n",
       "      <td>2070.0</td>\n",
       "      <td>4560.0</td>\n",
       "      <td>4560.0</td>\n",
       "      <td>1790.0</td>\n",
       "      <td>1920.0</td>\n",
       "      <td>3580.0</td>\n",
       "      <td>3769.0</td>\n",
       "      <td>2806.0</td>\n",
       "      <td>2024.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 00:30:00+00:00</th>\n",
       "      <td>2000.0</td>\n",
       "      <td>2110.0</td>\n",
       "      <td>4560.0</td>\n",
       "      <td>4320.0</td>\n",
       "      <td>1720.0</td>\n",
       "      <td>1880.0</td>\n",
       "      <td>3350.0</td>\n",
       "      <td>3559.0</td>\n",
       "      <td>2876.0</td>\n",
       "      <td>2087.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 01:00:00+00:00</th>\n",
       "      <td>2240.0</td>\n",
       "      <td>2320.0</td>\n",
       "      <td>4320.0</td>\n",
       "      <td>4320.0</td>\n",
       "      <td>1700.0</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>3329.0</td>\n",
       "      <td>3538.0</td>\n",
       "      <td>3169.0</td>\n",
       "      <td>2254.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 01:30:00+00:00</th>\n",
       "      <td>2210.0</td>\n",
       "      <td>2290.0</td>\n",
       "      <td>4080.0</td>\n",
       "      <td>4080.0</td>\n",
       "      <td>1650.0</td>\n",
       "      <td>1770.0</td>\n",
       "      <td>3120.0</td>\n",
       "      <td>3329.0</td>\n",
       "      <td>3099.0</td>\n",
       "      <td>2212.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 02:00:00+00:00</th>\n",
       "      <td>2130.0</td>\n",
       "      <td>2180.0</td>\n",
       "      <td>3840.0</td>\n",
       "      <td>3840.0</td>\n",
       "      <td>1620.0</td>\n",
       "      <td>1730.0</td>\n",
       "      <td>3099.0</td>\n",
       "      <td>3308.0</td>\n",
       "      <td>3036.0</td>\n",
       "      <td>2185.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 21:30:00+00:00</th>\n",
       "      <td>2420.0</td>\n",
       "      <td>2490.0</td>\n",
       "      <td>5280.0</td>\n",
       "      <td>5280.0</td>\n",
       "      <td>1860.0</td>\n",
       "      <td>2340.0</td>\n",
       "      <td>3873.0</td>\n",
       "      <td>3873.0</td>\n",
       "      <td>3090.0</td>\n",
       "      <td>2810.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 22:00:00+00:00</th>\n",
       "      <td>2320.0</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>5040.0</td>\n",
       "      <td>5040.0</td>\n",
       "      <td>1760.0</td>\n",
       "      <td>2190.0</td>\n",
       "      <td>3517.0</td>\n",
       "      <td>3517.0</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>2730.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 22:30:00+00:00</th>\n",
       "      <td>2240.0</td>\n",
       "      <td>2250.0</td>\n",
       "      <td>4800.0</td>\n",
       "      <td>4800.0</td>\n",
       "      <td>1710.0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>3517.0</td>\n",
       "      <td>3517.0</td>\n",
       "      <td>2940.0</td>\n",
       "      <td>2660.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 23:00:00+00:00</th>\n",
       "      <td>2110.0</td>\n",
       "      <td>2210.0</td>\n",
       "      <td>4560.0</td>\n",
       "      <td>4560.0</td>\n",
       "      <td>1650.0</td>\n",
       "      <td>2080.0</td>\n",
       "      <td>3517.0</td>\n",
       "      <td>3517.0</td>\n",
       "      <td>2890.0</td>\n",
       "      <td>2600.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31 23:30:00+00:00</th>\n",
       "      <td>2070.0</td>\n",
       "      <td>2100.0</td>\n",
       "      <td>4320.0</td>\n",
       "      <td>4320.0</td>\n",
       "      <td>1600.0</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>3141.0</td>\n",
       "      <td>3141.0</td>\n",
       "      <td>2780.0</td>\n",
       "      <td>2520.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17520 rows × 2659 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "description               active power (kw)                                  \\\n",
       "circuit                   ABBEY ROAD - TRX1 ABBEY ROAD - TRX2 ACKLAM - TRX1   \n",
       "timestamp                                                                     \n",
       "2022-01-01 00:00:00+00:00            2040.0            2070.0        4560.0   \n",
       "2022-01-01 00:30:00+00:00            2000.0            2110.0        4560.0   \n",
       "2022-01-01 01:00:00+00:00            2240.0            2320.0        4320.0   \n",
       "2022-01-01 01:30:00+00:00            2210.0            2290.0        4080.0   \n",
       "2022-01-01 02:00:00+00:00            2130.0            2180.0        3840.0   \n",
       "...                                     ...               ...           ...   \n",
       "2022-12-31 21:30:00+00:00            2420.0            2490.0        5280.0   \n",
       "2022-12-31 22:00:00+00:00            2320.0            2400.0        5040.0   \n",
       "2022-12-31 22:30:00+00:00            2240.0            2250.0        4800.0   \n",
       "2022-12-31 23:00:00+00:00            2110.0            2210.0        4560.0   \n",
       "2022-12-31 23:30:00+00:00            2070.0            2100.0        4320.0   \n",
       "\n",
       "description                                                   \\\n",
       "circuit                   ACKLAM - TRX2 AIREDALE ROAD - TRX1   \n",
       "timestamp                                                      \n",
       "2022-01-01 00:00:00+00:00        4560.0               1790.0   \n",
       "2022-01-01 00:30:00+00:00        4320.0               1720.0   \n",
       "2022-01-01 01:00:00+00:00        4320.0               1700.0   \n",
       "2022-01-01 01:30:00+00:00        4080.0               1650.0   \n",
       "2022-01-01 02:00:00+00:00        3840.0               1620.0   \n",
       "...                                 ...                  ...   \n",
       "2022-12-31 21:30:00+00:00        5280.0               1860.0   \n",
       "2022-12-31 22:00:00+00:00        5040.0               1760.0   \n",
       "2022-12-31 22:30:00+00:00        4800.0               1710.0   \n",
       "2022-12-31 23:00:00+00:00        4560.0               1650.0   \n",
       "2022-12-31 23:30:00+00:00        4320.0               1600.0   \n",
       "\n",
       "description                                                                 \\\n",
       "circuit                   AIREDALE ROAD - TRX2 ALDHAM - TRX1 ALDHAM - TRX2   \n",
       "timestamp                                                                    \n",
       "2022-01-01 00:00:00+00:00               1920.0        3580.0        3769.0   \n",
       "2022-01-01 00:30:00+00:00               1880.0        3350.0        3559.0   \n",
       "2022-01-01 01:00:00+00:00               1800.0        3329.0        3538.0   \n",
       "2022-01-01 01:30:00+00:00               1770.0        3120.0        3329.0   \n",
       "2022-01-01 02:00:00+00:00               1730.0        3099.0        3308.0   \n",
       "...                                        ...           ...           ...   \n",
       "2022-12-31 21:30:00+00:00               2340.0        3873.0        3873.0   \n",
       "2022-12-31 22:00:00+00:00               2190.0        3517.0        3517.0   \n",
       "2022-12-31 22:30:00+00:00               2140.0        3517.0        3517.0   \n",
       "2022-12-31 23:00:00+00:00               2080.0        3517.0        3517.0   \n",
       "2022-12-31 23:30:00+00:00               1930.0        3141.0        3141.0   \n",
       "\n",
       "description                                            \\\n",
       "circuit                   ALFRED GELDER STREET - TRX1   \n",
       "timestamp                                               \n",
       "2022-01-01 00:00:00+00:00                      2806.0   \n",
       "2022-01-01 00:30:00+00:00                      2876.0   \n",
       "2022-01-01 01:00:00+00:00                      3169.0   \n",
       "2022-01-01 01:30:00+00:00                      3099.0   \n",
       "2022-01-01 02:00:00+00:00                      3036.0   \n",
       "...                                               ...   \n",
       "2022-12-31 21:30:00+00:00                      3090.0   \n",
       "2022-12-31 22:00:00+00:00                      3000.0   \n",
       "2022-12-31 22:30:00+00:00                      2940.0   \n",
       "2022-12-31 23:00:00+00:00                      2890.0   \n",
       "2022-12-31 23:30:00+00:00                      2780.0   \n",
       "\n",
       "description                                            ...  \\\n",
       "circuit                   ALFRED GELDER STREET - TRX2  ...   \n",
       "timestamp                                              ...   \n",
       "2022-01-01 00:00:00+00:00                      2024.0  ...   \n",
       "2022-01-01 00:30:00+00:00                      2087.0  ...   \n",
       "2022-01-01 01:00:00+00:00                      2254.0  ...   \n",
       "2022-01-01 01:30:00+00:00                      2212.0  ...   \n",
       "2022-01-01 02:00:00+00:00                      2185.0  ...   \n",
       "...                                               ...  ...   \n",
       "2022-12-31 21:30:00+00:00                      2810.0  ...   \n",
       "2022-12-31 22:00:00+00:00                      2730.0  ...   \n",
       "2022-12-31 22:30:00+00:00                      2660.0  ...   \n",
       "2022-12-31 23:00:00+00:00                      2600.0  ...   \n",
       "2022-12-31 23:30:00+00:00                      2520.0  ...   \n",
       "\n",
       "description                  reactive power (kvar)  \\\n",
       "circuit                   MONKSEATON - CHAPEL LANE   \n",
       "timestamp                                            \n",
       "2022-01-01 00:00:00+00:00                      NaN   \n",
       "2022-01-01 00:30:00+00:00                      NaN   \n",
       "2022-01-01 01:00:00+00:00                      NaN   \n",
       "2022-01-01 01:30:00+00:00                      NaN   \n",
       "2022-01-01 02:00:00+00:00                      NaN   \n",
       "...                                            ...   \n",
       "2022-12-31 21:30:00+00:00                      NaN   \n",
       "2022-12-31 22:00:00+00:00                      NaN   \n",
       "2022-12-31 22:30:00+00:00                      NaN   \n",
       "2022-12-31 23:00:00+00:00                      NaN   \n",
       "2022-12-31 23:30:00+00:00                      NaN   \n",
       "\n",
       "description                                             \\\n",
       "circuit                   MONKSEATON - GREEN TO YELLOW   \n",
       "timestamp                                                \n",
       "2022-01-01 00:00:00+00:00                          NaN   \n",
       "2022-01-01 00:30:00+00:00                          NaN   \n",
       "2022-01-01 01:00:00+00:00                          NaN   \n",
       "2022-01-01 01:30:00+00:00                          NaN   \n",
       "2022-01-01 02:00:00+00:00                          NaN   \n",
       "...                                                ...   \n",
       "2022-12-31 21:30:00+00:00                          NaN   \n",
       "2022-12-31 22:00:00+00:00                          NaN   \n",
       "2022-12-31 22:30:00+00:00                          NaN   \n",
       "2022-12-31 23:00:00+00:00                          NaN   \n",
       "2022-12-31 23:30:00+00:00                          NaN   \n",
       "\n",
       "description                                                                  \\\n",
       "circuit                   MONKSEATON - KINGSLEY TEED MONKSEATON - LYNDHURST   \n",
       "timestamp                                                                     \n",
       "2022-01-01 00:00:00+00:00                        NaN                    NaN   \n",
       "2022-01-01 00:30:00+00:00                        NaN                    NaN   \n",
       "2022-01-01 01:00:00+00:00                        NaN                    NaN   \n",
       "2022-01-01 01:30:00+00:00                        NaN                    NaN   \n",
       "2022-01-01 02:00:00+00:00                        NaN                    NaN   \n",
       "...                                              ...                    ...   \n",
       "2022-12-31 21:30:00+00:00                        NaN                    NaN   \n",
       "2022-12-31 22:00:00+00:00                        NaN                    NaN   \n",
       "2022-12-31 22:30:00+00:00                        NaN                    NaN   \n",
       "2022-12-31 23:00:00+00:00                        NaN                    NaN   \n",
       "2022-12-31 23:30:00+00:00                        NaN                    NaN   \n",
       "\n",
       "description                                                 \\\n",
       "circuit                   MONKSEATON - MONKSEATON FAIRWAYS   \n",
       "timestamp                                                    \n",
       "2022-01-01 00:00:00+00:00                              NaN   \n",
       "2022-01-01 00:30:00+00:00                              NaN   \n",
       "2022-01-01 01:00:00+00:00                              NaN   \n",
       "2022-01-01 01:30:00+00:00                              NaN   \n",
       "2022-01-01 02:00:00+00:00                              NaN   \n",
       "...                                                    ...   \n",
       "2022-12-31 21:30:00+00:00                              NaN   \n",
       "2022-12-31 22:00:00+00:00                              NaN   \n",
       "2022-12-31 22:30:00+00:00                              NaN   \n",
       "2022-12-31 23:00:00+00:00                              NaN   \n",
       "2022-12-31 23:30:00+00:00                              NaN   \n",
       "\n",
       "description                                                 \\\n",
       "circuit                   MONKSEATON - MONKSEATON HOLYWELL   \n",
       "timestamp                                                    \n",
       "2022-01-01 00:00:00+00:00                              NaN   \n",
       "2022-01-01 00:30:00+00:00                              NaN   \n",
       "2022-01-01 01:00:00+00:00                              NaN   \n",
       "2022-01-01 01:30:00+00:00                              NaN   \n",
       "2022-01-01 02:00:00+00:00                              NaN   \n",
       "...                                                    ...   \n",
       "2022-12-31 21:30:00+00:00                              NaN   \n",
       "2022-12-31 22:00:00+00:00                              NaN   \n",
       "2022-12-31 22:30:00+00:00                              NaN   \n",
       "2022-12-31 23:00:00+00:00                              NaN   \n",
       "2022-12-31 23:30:00+00:00                              NaN   \n",
       "\n",
       "description                                     \\\n",
       "circuit                   MONKSEATON - UPLANDS   \n",
       "timestamp                                        \n",
       "2022-01-01 00:00:00+00:00                  NaN   \n",
       "2022-01-01 00:30:00+00:00                  NaN   \n",
       "2022-01-01 01:00:00+00:00                  NaN   \n",
       "2022-01-01 01:30:00+00:00                  NaN   \n",
       "2022-01-01 02:00:00+00:00                  NaN   \n",
       "...                                        ...   \n",
       "2022-12-31 21:30:00+00:00                  NaN   \n",
       "2022-12-31 22:00:00+00:00                  NaN   \n",
       "2022-12-31 22:30:00+00:00                  NaN   \n",
       "2022-12-31 23:00:00+00:00                  NaN   \n",
       "2022-12-31 23:30:00+00:00                  NaN   \n",
       "\n",
       "description                                                  \\\n",
       "circuit                   MONKSEATON - WEST MONKSEATON TEED   \n",
       "timestamp                                                     \n",
       "2022-01-01 00:00:00+00:00                               NaN   \n",
       "2022-01-01 00:30:00+00:00                               NaN   \n",
       "2022-01-01 01:00:00+00:00                               NaN   \n",
       "2022-01-01 01:30:00+00:00                               NaN   \n",
       "2022-01-01 02:00:00+00:00                               NaN   \n",
       "...                                                     ...   \n",
       "2022-12-31 21:30:00+00:00                               NaN   \n",
       "2022-12-31 22:00:00+00:00                               NaN   \n",
       "2022-12-31 22:30:00+00:00                               NaN   \n",
       "2022-12-31 23:00:00+00:00                               NaN   \n",
       "2022-12-31 23:30:00+00:00                               NaN   \n",
       "\n",
       "description                                                \\\n",
       "circuit                   WARDLEY - FOLLINGSBY CLOSE TEED   \n",
       "timestamp                                                   \n",
       "2022-01-01 00:00:00+00:00                             NaN   \n",
       "2022-01-01 00:30:00+00:00                             NaN   \n",
       "2022-01-01 01:00:00+00:00                             NaN   \n",
       "2022-01-01 01:30:00+00:00                             NaN   \n",
       "2022-01-01 02:00:00+00:00                             NaN   \n",
       "...                                                   ...   \n",
       "2022-12-31 21:30:00+00:00                             NaN   \n",
       "2022-12-31 22:00:00+00:00                             NaN   \n",
       "2022-12-31 22:30:00+00:00                             NaN   \n",
       "2022-12-31 23:00:00+00:00                             NaN   \n",
       "2022-12-31 23:30:00+00:00                             NaN   \n",
       "\n",
       "description                                                         \n",
       "circuit                   YORK UNIVERSITY - HESLINGTON CAMPUS SW 2  \n",
       "timestamp                                                           \n",
       "2022-01-01 00:00:00+00:00                                      NaN  \n",
       "2022-01-01 00:30:00+00:00                                      NaN  \n",
       "2022-01-01 01:00:00+00:00                                      NaN  \n",
       "2022-01-01 01:30:00+00:00                                      NaN  \n",
       "2022-01-01 02:00:00+00:00                                      NaN  \n",
       "...                                                            ...  \n",
       "2022-12-31 21:30:00+00:00                                      NaN  \n",
       "2022-12-31 22:00:00+00:00                                      NaN  \n",
       "2022-12-31 22:30:00+00:00                                      NaN  \n",
       "2022-12-31 23:00:00+00:00                                      NaN  \n",
       "2022-12-31 23:30:00+00:00                                      NaN  \n",
       "\n",
       "[17520 rows x 2659 columns]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# | eval: false\n",
    "\n",
    "df = df.unstack([-1, 0]).droplevel(0, axis=1).sort_index(axis=1)\n",
    "df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['2022-01', '2022-01', '2022-01', '2022-01', '2022-01', '2022-01',\n",
       "       '2022-01', '2022-01', '2022-01', '2022-01',\n",
       "       ...\n",
       "       '2022-12', '2022-12', '2022-12', '2022-12', '2022-12', '2022-12',\n",
       "       '2022-12', '2022-12', '2022-12', '2022-12'],\n",
       "      dtype='object', name='timestamp', length=17520)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# | eval: false\n",
    "df.index.strftime(\"%Y-%m\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmUAAANKCAYAAADLAjlwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOy9e5hdVZkm/q61b+del1QqlcqN3AiXIHITg2iCmhhFkKHFbunGiaI/HS42nXGcEWYaRkfocRDtwRnvA93NRW0hCErTRMGgchHDLSAgCQm5VFWqUrdz37e1fn98a6+99zknITh2J89Y3/PUU1XnrLP22mvvs9a73+/73o9JKSVmbMZmbMZmbMZmbMZm7IgaP9IDmLEZm7EZm7EZm7EZm7EZUDZjMzZjMzZjMzZjM3ZU2Awom7EZm7EZm7EZm7EZOwpsBpTN2IzN2IzN2IzN2IwdBTYDymZsxmZsxmZsxmZsxo4CmwFlMzZjMzZjMzZjMzZjR4HNgLIZm7EZm7EZm7EZm7GjwGZA2YzN2IzN2IzN2IzN2FFgM6BsxmZsxmZsxmZsxmbsKLAZUDZjMzZjMzZjMzZjM3YU2BEFZTfccAPOOOMMFItF9Pf344ILLsDLL7+caiOlxHXXXYfBwUFks1msWbMGL7zwgn5/YmICV155JVasWIFcLoeFCxfi05/+NKanp3WbXbt24dJLL8XixYuRzWaxdOlSXHvttfA873XHuG3bNqxevRrZbBbz5s3D5z//eSQrUw0PD+Piiy/GihUrwDnHVVdd9X8/MTM2YzM2YzM2YzP2R2dHFJRt2bIFl19+OR5//HFs3rwZQRBg3bp1qNVqus2XvvQl3HTTTfja176GJ598EgMDA1i7di0qlQoAYGhoCENDQ7jxxhuxbds23HrrrXjggQdw6aWX6j5eeuklCCHwzW9+Ey+88AK+8pWv4Bvf+AauvvrqQ46vXC5j7dq1GBwcxJNPPombb74ZN954I2666SbdxnVdzJ49G9dccw1OPvnkP/AMzdiMzdiMzdiM/fHYI488gvPOOw+Dg4NgjOGee+5Jvf96RA1A+/KVV16Jvr4+5PN5nH/++di7d2+qzeTkJC655BJ0dXWhq6sLl1xyCaamplJtdu/ejfPOOw/5fB59fX349Kc/fVhkzv+VyaPIRkdHJQC5ZcsWKaWUQgg5MDAg/+Zv/ka3aTabsqurS37jG984aD8/+MEPpG3b0vf9g7b50pe+JBcvXnzI8fzv//2/ZVdXl2w2m/q1G264QQ4ODkohRFv71atXy7/8y788ZJ8zNmMzNmMzNmMz1tnuv/9+ec0118i77rpLApCbNm1Kvf83f/M3slgsyrvuuktu27ZN/umf/qmcO3euLJfLus2nPvUpOW/ePLl582b51FNPyXPOOUeefPLJMggC3Wb9+vVy5cqV8tFHH5WPPvqoXLlypXz/+9+v3w+CQK5cuVKec8458qmnnpKbN2+Wg4OD8oorrvgXPf+jCpS98sorEoDctm2blFLKHTt2SADyqaeeSrU7//zz5Uc+8pGD9vPtb39b9vX1HfJY11xzjTzttNMO2eaSSy6R559/fuq1p556SgKQr776alv7GVA2YzM2YzM2YzP2h7FWUHY4RM3U1JS0LEt+73vf02327dsnOefygQcekFJK+dvf/lYCkI8//rhu89hjj0kA8qWXXpJSEjjknMt9+/bpNnfeead0HEdOT0//i5yvlFIeNYH+Ukps3LgRZ599NlauXAkAGBkZAQDMmTMn1XbOnDn6vVYbHx/HF77wBXzyk5886LF27NiBm2++GZ/61KcOOaaRkZGOx06O7Y2a67ool8upH9d1f6++ZmzGZmzGZmzGjmb7Q+55O3fuxMjICNatW6dfcxwHq1evxqOPPgoA2Lp1K3zfT7UZHBzEypUrdZvHHnsMXV1dOPPMM3Wbt771rejq6kq1WblyJQYHB3Wb97znPXBdF1u3bv29xn84Zv6L9fwG7YorrsBzzz2HX/7yl23vMcZS/0sp214DKAbs3HPPxQknnIBrr72243GGhoawfv16XHTRRfj4xz+uXz/xxBPx2muvAQDe/va345/+6Z8OeuxOrx+u3XDDDfiv//W/pl77D0sW4tp/ezZYVxFyfArh8ATqL5Pf2m8Y6Hl7Ht7OaRS/fQuaf305+Kwi/O1jcDb8CeS2Z2BtuBqNa/4dSt/8ZwCAt+dZVD/9aTCTgXEGd1SgcFY/pBeg9uQk9mzvxvK1VZjLBsEKOdR+/CK4DRzYkUOl6mDJaZOYetWB7xsYOMODqIcI6xJ9/7QF/oFXUfnER5G94s+BkT2Y/uYvkF1kwJjfjcINdwEAav/lQ2g+tR9SAPbCDLJf/DrcL/8HfPFOB//pnFG8srmA0/feg/pXP4lw+x6wjIVwrIpwKoA1N4td/2xh6VXzAADitSHIuoew4qH79ocwtnY1hl8pwQsM9HQ34OR9WFmB/Bk9mHpkGl7dxIKHv4HmX1+OzOf/Fyqf+Cj6f7IdgbcP5UvXwljUD3FgGsX/+WMMn30OzKyAWWIofPP/0Hzf8t9gffQ/w+pbgtp/+RDsv/wb1P/qE+j6h5+h/q2/Qvm2p1FY1QtmGnjXLWN46K9PhveLbUAg4R0QyCzLwOjvghgrwzhuEbzHfofJl0z0v78b3u/GwEyG7b/owvJ3VbDnF1n8OOzGn/Xsh2EJ9F29FvXv/BMyqxYADRf2X/13fY/U//0nkPvyt/HsmzdixfkujBWLAM4hhvaDlQpAGELWGvC3j4Nxhvz/+i4a//GTeOgns3Hagv3wmwZmnRrC3RvA7uPY/qsuLDljEta8PDLXfQ3jF34Me1/txvJ3VcC7sth1H8PiD5oQE1Uwy8DYrwR6jvOQWX86mg/8BubcAnq+8TQaQ7+A1bcEAPDaqe9G79kZNF6owOplcN51MlCpIHhpD6afE9i5pxcnnjEKZ3kXZn/9Wex95zGY9ZMtr/ud+c38C1D1LVhMophx4QUGAMDgEg3fhG2EqfbTvgMBIMdCOGaAA34G6/d/DwDw9MIPIBQMbmDCMQMAgG2GyGR9iJCjWreRsQNUmzZMLmAaAkHIUch5qDcsCEnfe84kvNAAA2BwgdP33oNvzv8LnIZqaiycSSxb30Dp2w/ih3P/HB8cvh07T16L6aks/MBA1vFhGALTtQxKWReVhgPHCjDVdDAr14TrGzh97z34zfwLICWDkAy10ITDBJYdP4b9O+m7cMDPoN9u4NQ9P8Jv5l8A2wzhBQZCwWFwgXpgoSdL/WXsACtf/TGuOOZPsSGgzbHqW+jNNrHsqkGM/f0OjI0WAACNwETB9pHN+Gg0LVhmiL8JbUxJF9cJC6fvvQf7Vr0TO3bOQs704YUGbCOEbYY40MiiZHl6DAaXYEziTpbH6obE+/Z/D/cNfBjnjdyJR+f+CRrCRN7wEQqOubPLmJjMYTjI4lXbwNtEFZxJcC4x2syhz27AtkJ4vgHGgIzjw/VMNH0TP7BtXBw09bxN+g7yPABnEiYX4ExCSKbHlbyetdDCu/Z/H7+Zf0HqOuazHmoNG0tOm8SrW3sQCI63Dt2t252+9x48v+T9WPnqj9FTWIYX3rQAe3b1AAAkAFPdI08MXghXGDCZgMFoL/mFmcMaQffNvGOmcWBfASftvO91vxf/0uYfePUP0s8NX/v7tj3v2muvxXXXXfeG+zoUURPt3yMjI7BtGz09PW1tos+PjIygv7+/rf/+/v5Um9bj9PT0wLbt35uUORw7KpiyK6+8Evfeey8efvhhzJ8/X78+MDAAoJ2VGh0dbZusSqWC9evXo1AoYNOmTbAsq+04Q0NDOOecc7Bq1Sp861vfSr13//3345lnnsEzzzyD73znO/r4nY4NtN8Uh2uf+9znMD09nfr5q+MXAkEI/vb3gZUKYFkb+RMyYMmrQ2sHWFcOcGxAAOZp76O/ATAnPl+WLcIoEN6WQsLIxN1YXbQQSE+AZR2Ac8zevAXMBroHGm3jZTnqJzkWo6Sw/MACMEO230WWBZ6jzYtZhn55pcfBbPq/9sWPAIYB3lsCU+cgPABcgV0/ACvQxoCMBaZeZyYQ4WHfM2A6AiJgdC4AymU62drzDQS/+AHCKvB4/xk07oFuwPX0XBmOAE/MDQDIWmIOorm11QkKAcYBZhpALouC4YDlcmA21/PMLIMmy6Y5MmZnkSkGkA0XzOYwuhzVpwHbCfBnPfvBuMrm5Rxmn5rbXDY9MB4/BNA9oPrhHPADyIkymKXmyYzbqtsGhiUAziB8BqOHPmsf1weY8fV5ReT130HI6ZgmhwwFGJdgql9mc7CsjVYzLDqakUu8qG4c0xHYajuQAd2Ty7sGf6/VJ/ksFAoGrjY22yRgZqi5LBo+mHqv24gDc/vnVTr2eeyLD6A4qwkAkJIhZ/vgTNI8AGi6JgoFN/WZVisI2tyjMUVmHEPr2BKzimcWnY/Q5xCCOlj56o/RaBLYY1wiEPGkuL6R6kdIOl8O6l/4XI+vyIL2AQEIZTzQKGncMOg6rXHpXivkPH17VX70EkQYfyZrBgjVWCueDSEYzpA5NGV8vGbFQiDTE1JpOjDVPDhWemzZhIOmqe4PiwswSDAAIRgmJukmGjINCBAoEpLB4BKmvqsRg2RDQkoGBmBQpLkGh1H71ksWAbLDsWqdvjNC3UpGyzUG4nkdyPXCLgrdf7KtwQWEBGwjRD5Dnc1KPFN4dUPft0fcRPgH+em0533uc5/7vxra4RI1h2rTqf3v0+YPbUcUlEkpccUVV+Duu+/GQw89hMWLF6feX7x4MQYGBrB582b9mud52LJlC8466yz9Wrlcxrp162DbNu69915kMi07LYB9+/ZhzZo1OPXUU3HLLbeA8/SpL1q0CMuWLcOyZcswbx6xNKtWrcIjjzySyrZ48MEHMTg4iGOOOeb3OmfHcVAqlVI/GccAK+YgntgMtmABjAX9aLzSIMADAJapN8SX/iH+BgeP36M354NZ9DkpBAr/YxPMfmofgQP4PgCA2xzZFfQaz9HciJCB5x3wggGeSdyEnAFeE3zhShg2wEwO3l2K3zcMGCULRoGB5elaMMfGy7YE76aNn+UV6AhDsME5gAC4TX3rRalIfbKsnQIaSZOCNjOWz0KEDFIt0n7DACYOwCgk5mL+AKQQGuA0Ji2YvWb6WxCmWRcA4D05NZcGuCUBywQ4QzWkTZpxYiSjOdLnBoD3lsAtATgWmM3BB3r0OTnZAN+bnAPTUZuD74EXHbBMhtivhDEzMUghwRyHrp1j05x1F4GsA9EU4BnazEUzRJ1ziJDByoRgJodVlCh+4wHqsxCDMG5JzA09sEy8obGsA2YZaL7qghsSzOSQ6n6JgHTScgMhpEvvG70OmGUBYQjRDGE4AgOBJFCt5j91T/1fmqk2xJ7eOgwINEMDWasdqGQH2q+v6xvYsfI9dM8AsKwQdS9+yLHNEAOLyjAMqUGflMR+GIp5SZqQDCveTwAvuXYXCi5MQ6DRsMFVP6+etA7ZjK/ZPlMzN8RSJa31OIHLdT9hC+SIjlvK0j1qIAEMTDpGhTPYZggn60NIoNTdRGH1ILgRt53dX0Wx4KJat9GUBt606z6scAP08xh5vzrWrYFPZF25JoTqJuOkr0Mj0TYj6W8vNJA34nYZO/47BGA7ITFdZohAfWGj+QgFrRmOFaATnCnaHgwmNUjqtJ9G89jJooeVnKPubS7bgCbUGAFgWaYfRoGptgJjQbxGf9lQy2dooNak79CLVnxPJgHx/yvWac9zXmffOpgdDlEzMDAAz/MwOTl5yDb79+9v639sbCzVpvU4k5OT8H3/9yZlDseOKCi7/PLLcdttt+GOO+5AsVjEyMgIRkZG0GgQW8EYw1VXXYXrr78emzZtwvPPP48NGzYgl8vh4osvBkAMWSSj8d3vfhflcln3E6oNdmhoCGvWrMGCBQtw4403YmxsTLc5lF188cVwHAcbNmzA888/j02bNuH666/Hxo0bU0g5Ytiq1SrGxsbwzDPP4Le//e1hzwMvGGALF8G66K+Aeg3WR/8zsicWkXtLHwoLQxgnHQ+eow1j8SmT4CecAHNeEeZbLwA/8XQAgLEgTcUas/Mw5xbAcyacRVnwhYOo//ePgvcV0dtTB+8pgPX1gc2bj/HzVhN7EtCiZc4twrAEuCHBly+CdfISWIu7dN/msfPAF54I3jMAZ0URvL8EtnBhfD7zB8H7ijDnFmAcS64tvmYtPjF7BKxUQCHngfX1gb/j/eDHHws2Z0B9EADnsOwQsEzwk94OvnQh+MBsGLNoYcy+bYEGbbMW1ZCdB5hZCfamU2DaAvOWTwEABv7p2+BnnQt/Cjjx1vUAAGZZ4LN6wOfT8UTIwLuyMHrjBYIvipla/hYC/nzxAnph7kLk37McrLsEvnAhzrXmgR13KnhvAdaJg3Dethx83mywN50CllcA99ilKLxrAfjCQfBiBnzBPGxFAeaas9B7dgYbFu1F8QQDdiEAsgWY570PbGAOrA9/JnU9k8wUy2fBjjsFrL8f/JiF4IsXg/V0gc3qhVEyYcybBQCwT1sKwQArE8LpETAGumEvzqN+0yeon1k9MOb20TUtADYXMPpKMBb0Y/bcCvjiRWAZC4WL3gwrE8KYnQfr6YU5twh+/Iq2+9ial4N5ynHIvvt4GH0loK8f6CrR/ZQBPvjcF2D122CzunFBZgmsBaW2PjpZqdhEf6EOxiSy2XQ6esSUFHoIBJWnMsgaIfoLdWQcHwaXqIcxuOGK9WxlSUw7hGGRu5IbAgzx5u0FBry6gWzJ06wRY8TezJlbQTZDm3VJhMhmiGGTfgjTELDMUAPsyekcMhkfrm/ANAjQzTm/C7YTwg1MWFYIxwqQzVJ/c3s7sXoSa/b/IwCgUbU041aw0vPS3VcHZxK1pq3ddt19deQcH12KET+JVcG5hAg5LCbBTYFweALNOgFS0xDofYsJJxMg5/iYm6th2+Lz0Gc1cTxiUNbnNJGz/XguFUDOGiEMLlGt23rsQjD0yDQDCACOGaCUb8JQjFmptwHOJAoC2MMDdC1ognMJywqRVaxgEHLNTPYubCDf5cJgEnMVXvL2PKv7t4yYSe3EkEVzlOXtYEsowFt3LTAT6JtThWW1g/vIzhfdcN5xHDJ2AINLWAmo+NXFUzAVKI2A3Ske10yv55rIZPz2To+ESfGH+fkD2uEQNaeddhosy0q1GR4exvPPP6/brFq1CtPT0/j1r3+t2zzxxBOYnp5OtXn++ecxPDys2zz44INwHAennXbaH/S8knZEQdnXv/51TE9PY82aNZg7d67++f73v6/bfPazn8VVV12Fyy67DKeffjr27duHBx98EMViEQAF9T3xxBPYtm0bli1blupnz549AGgit2/fjoceegjz589PtTmUdXV1YfPmzdi7dy9OP/10XHbZZdi4cSM2btyYanfKKafglFNOwdatW3HHHXfglFNOwfve9743NhmGWqhs2sxlzQXvLkEKCZR6NFNk9ppAvkRsDQDYihVU85HsjzkWudNsEwhCwLHBu0vkGijkgAJ9ZtZ9WwCz861gXfRXANLMiNg/AVjKfdbpc7YDcAbe3w1kFGs0fQDP7OnXbkYAYIYFFLuAWhUwGYySSWyMYGDd3YCZeJpS88MSLKjwWexatDPgpoRXpXbu//gMYDowCwDvVwxsNg/W0w2WVewdUyxfPnEcq50B0udummhseYXGYpp4EXWwTIkefS0TsCxyJ4YBsUQA0D0LcroG1t1Lrtu+fnAA2QuvBoIQo7uLYI5JLuZiNxAE8Zwlx2DHGxlzbLB8L7kGBxYAxS6wbCZ2XdqRCzQHvXUkL1N0r/l+yi3anWvSe+pe2v+VrQDjYAvU/HFG59hdjPtIGmfkcpaS3mecXL3q+P5t/1232ykbqWMfymTCNVapplnwVvaoUHTbWIz+fF3/bSogOB6mn9S5IWE6FD8mW1xxthkicA1IyZBPgMJc0cPkWE5v0KtOGUKg4t14VzYem7oXerrqCAXHAT+j45rg2AgCTkxPPkDZdWCaQrNMSYsAaBTH1HdcQwMg0xApBijwuP6f3H4CXt2EFxgwEre4YQg6thlABBwjjzCEPtd9ipoPz6VzMs0QjEm8IvLIJubINESKWRSCQQg6JmMSoUgzW/mD7NND5SJO33sPJBgaVRulonInQ0J40ADUV+7PXM5LnbNUjFlJ0PWwF7TrRkbzBZDbFgDqgaWZspzt44dz/zz1GQ6JQs6FwSUir23v/FhL02hh2U4MG2Alus+kRIpFtGepsUqmwfdyXtPX1nYC/fcRNyH+MD9v0KrVqiY6AAruf+aZZ7B79+7DImq6urpw6aWX4t//+3+Pn/3sZ3j66afxF3/xFzjppJPw7ne/GwBw/PHHY/369fjEJz6Bxx9/HI8//jg+8YlP4P3vfz9WrKAHznXr1uGEE07AJZdcgqeffho/+9nP8JnPfAaf+MQnUCod3gPl72NH3H3Z6WfDhg26DWMM1113HYaHh9FsNrFlyxadnQkAa9asOWg/kYtxw4YNB23zenbSSSfhkUceQbPZxPDwMK699tqO/uzWn127dh32PDDbADLqyVMt4NYH3gNZrsZxPJHLJ69W1CjGKqtcfK10cASW1G/W0wNYFsTENC2OQhIAYAyTf7IGEJIAYCezrNQmzLsTrjXLbHdlWRb178WbI+ubh7lmA2zxUgCArJTBCioQ07QIjAXkGmSJRS4CYdHmznq69eLODEnxTSYAw4QIGKwcLcjOf7gRvGcAMgBY12zqbN5iGlu+qOZUEsBIgoMk2FCAV7vsCj3gGQaWywGMYT7LaBDHHJvAnooFiz4DANt/EOp+5f5hHRHDillUmk4c1+V7kPteA4wO+TdWh9dyebB8F9DdR5/JZOk+SYCuj+67DdyUgABYV4ncyYpBZj09gJpfXjBwwo6f0Fy4LsaGi5hz7bvo/pkco/6EBEx1rZ32EAEISYBSCCDrxGNSc2L9xX8E78p2dH0eyipVB65vQkqmmaroHojijKKvpOmEcH0VB8loEzYSGzHr6QJnEt0szUZwU0KELHZPRq8zCS8wNGiT6vhSApkuX7sjAWJx/YBDSIby45UYMCi2oGsOMUF1xvXGywo52E4AKRkCj6NgeQhDdlh4deS5AkLBUSo2dWxZNGbG4hiypBlcInSp82PPbaDWsPX3zXMNzHmLr2MDAWLcu+Y0wbjUbs/lvKYD0wFy//bk41hM0xAa5CRBM+cERHsSJFOZ073aCEwsX3AAAN1G+S4X9bqNeaELAwyNSYseohI7Vr1uE/smGURAMY0RADS4hD/8om576p4fAUjPCTeiWDMFFrMe6p6FDw7f3jZv1boDKQFrgNZnbsZznVPgzsrQenfCOycBFR7DGFLxdsKTbfFoo34GthnquWp90Phjs9/85jea6ACAjRs34pRTTsFf//VfA3h9ogYAvvKVr+CCCy7Ahz70IbztbW9DLpfDfffdByOxvt9+++046aSTsG7dOqxbtw5vetOb8A//8A/6fcMw8JOf/ASZTAZve9vb8KEPfQgXXHABbrzxxn/R8z8qAv3/6E3IeCM26fcLl/0S+S/+I0VqSwHmmHFbJ6ddjdJTi6HdAspcn+J7IqDFKHCb5bO0IYQh0GwAnKPnrp9TmyC9GPheglFJxlpZFli0OfuBXoDazE4ACc5xwl/2AqVeSAkw24Fsxk+bzFCLWAKgaHMcSJf+l5XYpUPsuBpzGIBxoLI/DRb6/mkLwm3q/KYPEIhSwFcKlg7sByBb4hAAAGXagKTvEuhRm+zywKBxckagVo0RmRyYZUFOlQEASz8giA0ECNABaPzwvyHYO4U3fagZP02WJ8DmHJq9BQAZhAQYPRcy9GGe8A5I16V+TI4kzXL74F8Qg2DThMlaE7mN36Y3GdfXjmcM7D3znTQ3nkeMQrNB10MlOIAzIPAIbLvN9oGZBt0rvgLjnAOGCVlvEHBGfL0+yw/fRVPIeZr9agVjAMUURewOQG6hcoM20QjEaeOUwTgl04lA8x57SAWLQwOv6DgA0KhZCFyuAYyQDEGT7tVcXmVKv7BPuzLHhwtwfSN+AAIQepTx53KmWZ/yPa9Qf4i/b9E5JsFR8nWAXIFeYGgwVvVtDThMQ6C4wINlpj8vJEslDzx6Tw9yjg8pWMxmZS1MlglENz26aPXJ9qSpn/P4way3p556LwjjRIZQHHqLiVitrBnAtAV+M/8CGExiYn9ez70AkJ9DiRut3rDo/BlPx2MxJmHNPT7VdtasmnqPQFu5oh66lHuy1rBTbtjIkvF6/ohPiRoJMrZSpbXXq9N83bVlEDBj17JMfN7I8VTyRdKEZBgfz7/unP1rmZTiD/LzRu1gRMutt94K4PWJGgDIZDK4+eabMT4+jnq9jvvuuw8LFixItent7cVtt92mZTpuu+02dHd3p9osXLgQP/7xj1Gv1zE+Po6bb775946HO1w7Oq7+H7mFUz7ky1QmQu7ZjeCpB0iW4sPnwJuQkLt3QVRo4TdOXg75u20Q5TpkbQryZdJLETt3pvqUdQ9isgFR8xCO1SAnxiGnygj3EOshaw3IZhPywBjGz1sNUfH0hunvKSP0OQxDwPufV0PWGwiGYrAixiYhyqOACOG+PA0xUYacnoqPPbafNnMv0OMSjzyIr3zNhXj8l3A9E2JkFOL5X0DuepVAl0+Ls6g19eIqfvdryMkpYLoMWaWA5XDXkF60qmMZBAd8BDUG+dJzCP14c/G+QU9V+89ZDUyrsYcBxKs7EfzyCQCA2zQhp+spEAM3BoPyJYpJCV4doheGX0NYF5CTU5Bjo3jNFBCjOyGn6zSubdshxyYgn9sKWSewJ3f8Dv6eCqTvQ1ZdyCqBs3Dr04CQ+IdN3XBfqSFsgsBetQKUpxD84gfpm8RNbBbNJsTuF4B6DdhBsYts8XLI0TGIsodwNwWwiiH6HbgcQRkIXxuBmHZRu+YiGtvevZAjlE0cHPCQ6Q0hpyoQozRfYtcuiEpD9xHurwL1GsRUFbLlfgOA5osViB07EGzfRy7u8f1033kh/EmG4J6vIdxfhZycxp83DkBM1tv66GTVuo1yQ2WMJmJ5koDLbdKGWJ7Iou5ZaIYGGk0LQcgxXI4BhPvrXQDQxpS9duq74VZNYl1CpiQTEpupKRC4HDXFiknJMLS7C4xL1Gv02jMP9cH1THAmsfAddG5eYAB1+vu5HXNQr9t6kw8Fueo914SlEgbKng3fNyAk0Ki2M4pSkpyHJzhyOQLPx774AEpOnBnqBQb2bSvB9Q0Usy6KBRdeaCAMOHp76mhMEciyIVB3LUgls1GrOXBfa+jkgJzjo7FtGuPjeTSaFg5MUVzn7WYGT7H4gWp4rKSvD0DgouramtnsKhCAj2LAJjt4vqVkKJxE52txAScTaMA1SxpoThiqP64D/ZPmlg1UpjIIJcPpy0ZSzOEBN4MnBi/E+HheyYQw9UNtskYAof4fb7aHDhzHqyjkXA0SJydyGHutqM81colGruufGGUEj22FkAxSAl1WfG22/yqOza2p+8ZnHHWXrsns/urRE+x/hNyXf+w2A8qOApNCxoyNH0DuegXMZpCehAwZIETMCAUh0GhAeiFYvps2ZiAFJgBot6X01Jei2QQaKhOLS8iGB1SrgOuSTIEnsH2LioPwFI1uSIgD07RRl+NHQ1lpAo0KwpcfJzARhMB0OT52uQr/1QMERKZpfDIIcdVH4hgmMXwAcngIcnwKqNcgA6FcqiExWL4PjA5BNpsQU2UIN4reTbhEmQTjiriq1yEF07Ie/Iy3QtamMLkvDzkxTh+YngJcj85dfR4mh2zSBj3xwY9pMAUA8gB9TtbpmHJqAmEdkA0XqNdxahPA0GsQDR/hZBPhtAtRrkE2XA0i5fgUantNYHIKouFDvLYXHIAYLcMdljh/cAhBg0H4nOZheBhy7ADkULpOWzRGbWPDdF+Uywh3Pg3x2K+0yzQarxgtIysEMUYuBwKBYCqAGCe2UVZrGnQxmyFsArLSgHR92tSqdaDpI9z2EkKf0zVyXQLbE9NoNSkAOVGGqAc0x80GXZeaC7/BYV5wBWQgIb0At2f7IOqdZRw6mS84Oi3vUfxXBMpyeQ+e4OhyPL2J9iQAS6Bu0wNIA57AM+KHgZZ4KQAoVzJtm6UvOIIgljCoMJNYIskw9mTMEov9dB/1GB4Yk+gLKW4on/HwyI5BiJDBFxxT5SyyRqjdnkmgkxyXKzk4A7oGGghCjt/MvwBl10mN27YJvE7VM5i1uE7u0cBQGcrQ443dtfTZ7DuO0X14gYGR7SV9bIsLSMnwb5rpIPflJ461sTsZM8AZ+zYBACYqBHSiOLpaoumoYsZ9wfHMj0rwQgMGk6ir5IAKM5GTFJYgJbFhvhqrFxhxBqaSB5GS4fbd81Jj6XMIFEZjlJKhWHBTrGsQ8o6Zm1H7SBKDmeQCjVhEII51i+b1xcYI3B01fS9IybDkNHrQeRYFeIIjBEPDJyC2x+J6LMMjJYThzLb8x2xH9OrfcMMNOOOMM1AsFtHf348LLrgAL7/8cqqNfJ3ioxMTE7jyyiuxYsUK5HI5LFy4EJ/+9KcxPR1vGrt27cKll16KxYsXI5vNYunSpbj22msPq7Dotm3bsHr1amSzWcybNw+f//znU7Fow8PDuPjii7FixQpwznHVVVe94XkwCib4imMBAGzuXFgXXgnnXSfDPnke7FkSbN58HVMWPPMK2MJjYPSpuKgTSYOLzUu7vVgxC5YztTYW6+0F6y7COGYAC0+eAp/TS9mXhQL6/mkLeLeNpWdOAaAsOsYlPNeEecZJYN1FWIviwEbeXwKyRRjHvw3Zk0qUyZnIvmT9s2HMzoMvmg/jOIoh42eeBdn0wU87E44dwDh+Cfg73g82u5dco4kdN3LbsGUngc8dAO8u6Vg646RlehMsDbow+2yUxzIIXxsB4xLDO2mc5mnvA8t3o1q340zGrm6wWd2w3nISAMDJBjT2HPWdP7UE1hM/yXIl0WKdvpzGMzAPRo7iklhfH/rgA4OLwPM2rOMHYZ91PPjsHvDT3xL38Za3oPs0C6x/NnjRAV+8ECEDzDNXIn9GD5xSiNzxavO1bBjvv4SyL/80nUyS1BNDLgu25ASgUAQbmAtj8SlggwNgpSKcD58LY343feTEY1DnHKYtYGYFWMGBc1wvjGMVjZ/J6OxLo2Qhd2IerCcP3t9NGmBLFgEmh3Hqm2A6IcmoFIrg/d0wTkq7hgAge3wexknHwT5tKYwFs4FSN1DIQzRDOCUl+TAnB1bMYaSegznv8IJlCzkPBduHxdPxYQD0vRDF9bhNEzYXcKxAB4pnnBjQZleQ+9iUUr+fc3wYpoBTUNlydqiz+iLQ51ghTFvASTB1PYUGDC6QzVH/51zS1FIOhiWQc3zYiexLywiRy3kQoOSBhmvh/R/3kSvS2OfMJbBsKwmJObMr+rUIPDEmkTcCGJAY3x0zgCYTuo3BJbhBmaSlrAsIktoodjUJ+HXReM88dgiWGUIKIMsDzOqvYuz7Q7pPxw6w8Ow6SsUm8lkPhZwLKYGc6ePSZgxqnUETXbnYnW1wib45xAibRiySGsWZJXW5SmEkMcJw4mmjsI0QXmjAMilzs8wNjHOB3PE5cjuaAiXFckYZiwDF92WzPgwusMJLg0ZDSZfM6q7R9WASlaqjdcJcQdmwB8u+LAd0rpxJ7Hy6B3MXlXWSABCD5Sjm7m/ZEuTecxxsdQ61wNTajgHouTRiNiWAkoglQEwuKPv8aLCjMPvyj8GOKCjbsmULLr/8cjz++OPYvHkzgiDQ8haRfelLX8JNN92Er33ta3jyyScxMDCAtWvXoqJii4aGhjA0NIQbb7wR27Ztw6233ooHHngAl156qe7jpZdeghAC3/zmN/HCCy/gK1/5Cr7xjW/g6quvPuT4yuUy1q5di8HBQTz55JO4+eabceONN+Kmm27SbVzXxezZs3HNNdfg5JPbs30Ox0QzjGO2Qvpyhr/dAQQhBfpncsRSAMQuNBvE1gCQ02OH7JuZHMINIJtNEmS1TQRVAM0muS/DEOPnroZsBhBNHZQCgDaH7Ee/RMcJEsHSpQLgu4DvQjY8SC9Iuy+bDWK0fB8yCiovzQLv74njz6JI5mYT6O2DDAQxgz4tmvB8yMClMTaakBFTJuKNMlRis7OWNWC+6x2QgsVuCxEvbM++WQEcJ0fK9814A0lqdZkXfRhIMGXwFMMSjVldG5q7Bl4xHaBejd2frgdZrQGMa3cspsZp/l0XCASJzUoADco+zBxfjBNHDANi57PaxZmypBtASEi3QUxUEECWD5CLrNGEe/tPdLwhAFiS5qs6qjbRMNQxZXz+IKTvw+pbAtEM8fI98UZrcAkZnb/vEcPih5SM4Pt07BYLJ1V8nGGoRA8XqDVgFG0dXC79EAhCLBuYgKy//kMRQAkZkbspch+2mmEJFHIewkT2pGmKlN4VABiLSA6lm5GCPwDlwqM+KG4plr0ACFhICVjZUINAxiSOf+V+ONkAoWLQKo9NadBYmu+h7pIobMSCDy6mB8VI6FXIRFIGiAUKBEcQEBMW+hz7h+nhKxQMng5ip2NElQ26S+lrESqXqJRMa2EBxORwxS4DwN5XuyElg2EJNIQJw5IozvNiRkkwWG9/E2yH2DsnE4Ax4DesgHldcWzn2NZ0EoqUwOhIsU0VX7TG9wEoqu+pYwaY3JmOBzW4wLzQhYCE91qd4v0k09mXeg4BYppBArFR8kBkdc9C1bdI+JnFTFnkMswaAULBMbu/w/cOQFNtk0IyLFwxSSC2QPcuZ1KzqRGYetU2IXYP67H54NrTsW7WfhiQqLk2ihn6fmUT4ROBcmkfFfYHEo+dsTdmRxSUPfDAA9iwYQNOPPFEnHzyybjllluwe/duXVdKSomvfvWruOaaa3DhhRdi5cqV+Lu/+zvU63XccccdAICVK1firrvuwnnnnYelS5fine98J774xS/ivvvuQxDQ4rd+/XrccsstWLduHZYsWYLzzz8fn/nMZ3D33Xcfcny33347ms0mbr31VqxcuRIXXnghrr76atx0002aLTvmmGPwt3/7t/jIRz6Crq6uQ/Z3MGNmYnFWcgjGCUsJHAkoaQG16GQMkkBQoqxQ59iWfZkw7pDYKRwbYBxDO7pjtXrOMOsnW8BMjp3PqmzIyMWoNhtmWZC12AUky1WSxLAcsKwNZqcXZZbLU5C/Zelxyd0vo/nojjh9KuluNUgKgxeMuAKAbYFl42yaSPcL9breGLlJCvp7nuuC+fYPpbI2xXja/QeAgvxzOZ3916xblC2pxhTevynVXEb12SJ5C1tVWbAsgHFMRt8ezqjPbIYyML1mfB7dlAPPsllyKRsmOABWKKD62ASC4WoMUO0M+ILjqW2rJZIpmGmAOVnAtADOwUp9BIYsYkZ15q0fIGAkE8ANCZbLQgqJ+s2Xxf0yniqnwpJJG4ZJ96BhkqAoj++HdLkJNcScSYkqnNP9bNmUNZq4P5hlAKaBB8fnpBNBDmFRIPXrPXNX6zZKvQ0twBoEHJ5vpN1BCRAU6Wc5FmmUMU4bdnQfRYR4EHJ4gQEzH6v1R8DPcw0YSmy1sNLRx7IGbJ1RFyWvjLxWgueaiG8bicpDw2jWLZLoM6gMUSRC2mq2Oq/o2Ms/QmuAkDFgAwhE9syp6/FP7UnIyEiWIi+iNgXDR7NioXHA0FpwrfMQ2emyis2NXv1/s9meCFBMVD9otfEOMWUA8EBldttr+wwHJhiMEkl8JNXucwm2ipsS2YKHamihJGjeo/vaMUOUbE9X+wDonorEYGuBCdMQGBstYFy2g/5u5qOQI3enkaNb38qoGFgZJ21EiRon+C7YrG4N1jigk6hyvR5MJRWSlOeI5jrv+Kl1bMb++Oyocl5HLsfeXvrCH07x0YP1UyqVYJoHX/Snp6f1cQ5mjz32GFavXp3KtnjPe96DoaGhNyR58XomA0nMgwh1/FPwJAVwSyEpay5iP4QELFsrp+s+Wgu8BgKyHkAKSfFYjSbFa1VrFMDsBUC1Cul6GD9vNaQnsHTVFH3WS7MLuf94S0rHjDk2sTO+S6xN00/FlEnXpfFNl+MsymwBPJO43VwPcIlVwtQ4MWUBZarxiClLsoBRTFWCKZMCkKHAvGOn1f+JrLlXn9V/n/yMYjabdbBiST+1OhnF5qm5tP/ybzrrb6lAbQQeHbPRBJpN/DDYC0ypuDPXo/ipSl2xSTFTFk75NCcNH/A9nIIq5PQ0Cm8jwKbbNuuQ1QnIRgPhvpfSYwjijVr6PmRlkpioZoMycMOQ4hE9obMfpe9DgsB1tsenMXoB5LhKfBBCM7RR7KEMQg2YGWdgFgGt3GCoGUHp+ym2UY/LIyYNzSZdHCEoRs8L4mvDORCEFOwdHP5TtMElsubBY9Ailzc3YnFQw+iwubW4UxYsmyItLZ9DBPHDSKtWVF9fDd40b3v9+Ffu11II7msxYyXqga6vGGXlzl1chmWHEFCbuWQorOrV7svoIYgndMqijMGknbFvE8Uk/WY/hGQ49kWq0JAEkUnwMqWyKTUzOBkDjyjZQEK5Bt9kIlOk70MYcoRPvQi3YVEsVyJzcyQBKGYvrKYC64Vk2gXbqvnWan5CXmixF7NmUeB9SYQwoOJrWy5nFHcGUCJKbdpB3vCpNJNkuiYrQNmpoYjj6fJZLy29EwlSs3b21uBCx5RJDyoLN35fux6V+3IPdwDXoweCiHVVa59ZAM4cuhtSMkzVCSS6iTkwuDh6mLIZ9+URsaMGlEkpsXHjRpx99tk6vfVQxUcPpsY/Pj6OL3zhC/jkJz950GPt2LEDN998Mz71qU8dckydCpJG//++BUld19UpuNGP6wslT2Bo0VHekyP3JWfkNlMshbs3IJdZtKF5zajjtmOxnBm71iK2xzTQP9CuFA4OVHepRVfEuk8AUPvrP9OSFQAgpqpglgNRGSdA0/rFE4JccpYZi7GGAex3rAQrKfXErhJJYpjE/IEzKg+UFGhKrHw60N+IA6u5TVIae1/uRvDQbakhGG86R//9zMn/Xo8BpqndkIxLKvOkAGfw6N2dBU0j13IkWyIkYFm4EvPp/DgnIMs4sYalXohmCDFF7hCe4XR9TA54LtU35BxwfVjH9MTHDEPI4Z3EhNkd2DIA68u/jYVp1W9mZ0lvzDQ0sAWI0UpJZYUhHSuSrFDzYPUt0ckd+pQFowQUP6Bkkta1tcM8SY/uYxndm5zTWJOMWECu+j/t3p/Oej2EGZxYBTdof8hqChUorgL9p8ZipXnGJBa9eSo9xpaEmD3bu1P/R/eWwdLfgQMH8m2SCwDw4vL3oVlLC6cCwNSL5D6UEvo+9hvqt3K/SQDjm8twa1TNMQKWUX+G1XmDjtyClSFb/9+dSX//61MxYFmwfBKhZNrNGoGuX7OCBrAmF2jWLchAoHwgDsw3zz5N1+ZM2vua8TxWRp02nbTXRrr1+UcSEJ1KGSXlJpb1TOm/HQV0tY7ZsApZCOLsy6SqvhTxZwodcIDDY2YLIPmLyBXO2aHB44jIxFUAlPSGW01UiVDg31O1RB+zfciGq5kwAUDU6fijL+Xx6Nw/ARCXwGpwAsA5x29L7jiiNpN9eUTsqAFlV1xxBZ577jnceeedbe8dbvHRcrmMc889FyeccAKuvfbajscZGhrC+vXrcdFFF+HjH/+4fv3EE09EoVBAoVDAe9/73kMeu9Prh2s33HADurq6Uj9ffu41hM8TM+Y//hyC+74BMVmHu20Y7hggd7yC4AB9qXMnd0Hu2I5gmNgbsW0bACDc0ZKt13DhDzURTAQIp3yIvSMI9+5H+NoonGIAMTqFcPcIxK59CCoMYTlArp8WteaOBkTIEIYc1Y3nw39lP7w9sXyBrDQhd/8O4ne/Rv1FF8G+MsRUzJSJHbsRTroQQ6MItj6vxvkc/F+/CPnsr+B6JsKXXoX41cMQu4cRPvo4ggMhpCfg7yF1a7F3P+SOFyGH9kNMVRGM0kYihkb1BtA4YMLdWcfcY6Yhfvc7SEnMBwCIXc/p8ZzwMbVpFrsRPPwY/EdprsuTWYgDUwiGCaS+cNkvEW6P51Hs2A0A8J7ZRee94xUEFQaxZxRyaD9W8CpJQOyrInhtDMEre+DvGof41RbNPInf7UBjDxC+shvBSBNycgomF8hd9U1IL4D70gS8XU00Kybk7t3AxAGInXsgnnsE4fYn9VjCSQLfD5ROQLhvDPLF5yBe3QUxNILg2Z9CTk5D7B1Bz10/h/8aXQvvuddQEiG8uonGpI3CjT+Ct7OGYPcEjW3vMPyXh+EfeJXiDAHI6TqCXeOUmr9zN8KxGsLf7YBfBvxRD+G2F+FvH0e4bXvbvV3bxRBu34lw+xDE6BTE8y9AjIwhHK8j9NVDxY46whG6Rv7w4UlihIJhquF0dF9GaumR60gIhqpvwfVNjI4XsPPpHuytxQHxjV9RlY8kGGh6JhpVG9ykAuS+bxCIEbEsRsYO4DcNeIotkpLhN/MvQK1ha8bm+af6dTzWxHgOoYpxDEfoehSPi3WrgpAjFBwv7OvTVQpq0w4awlSyGRzVckYX5gaAcmghFBzTvgMhgeHREgxOsXSt8Vr1ug0hGRwrgFshgBjpck3tj/sUkoEbEvXAQqNpwbkqTjBxfROjNz2Bnt46mp6pQceEn8FjduwKnCpnUQ+sVJ9RWSwhmQ70j+ZuksVgqpZwlzcaFk7fe48efygYhk2gRzA0yjbFgwmGugK5yfhCv2lgejqLUHBsbYkjTEqbRGtHPhvHzglJArih4GiIduA/36RKDBGgm57IYmI8nsN6g849Au0/b7xG3+uA+ly7//sQdZqDH3o9JO2BhFYdp3uw7loqo/fo2JaPlE7ZH7sdFVf/yiuvxL333ouHH34Y8+fHtQcPp/hoZJVKBevXr0ehUMCmTZtgWe1xDkNDQzjnnHOwatUqfOtb30q9d//99+vSDt/5znf08TsdG2hn7w7XPve5z2F6ejr1c+X8RQhHpuH/41fAewto3PMEMS1NQAQMcnIavsojFxUK0A+rypWkhE3FZIsIqhtANIGgCurnQAWy0kQ45WHPKz0IxpuQlSbEVA2ByyED6ALROihbMvh7ypCehDcZ3yqiGUJOTpBrzufkWpiM3SzhaBlBWUBWXT0uMaa0r8aUPEXThxybhAwEmEOB4KIZIqjSccVUDXKqTPINTV+XNwn2xSxf6HP4FU7Coa6HwDU0GxHce7cOMmX9lGEIl2QrgimVIccFxFQNokkLx8p//NPYlQhot6Yu6j5VgVczKHDfC/BrVoCsNSA8ieBAgPCAi7AcQparKeapWTFJRqIJ+M+/BgCY+MBqDP9MwJ9mCF0G3zMI2BaKEJNVhE8+BTm0IzHnAmLoFX0PwPMgRidJD2z4NYR7xiAqTQyffQ5CtQGIaggBptXiJy9aA7/C9PmLiQrCMp2vX6cNM6x4CKYClCezkNN1iCq5Lf26im/0A4RVqXXzkha4HOJABcEBD+F4HWKyCjHdgKiG5B6cHiWmoexjfDwPcXiYjMaVyILsZE0FGELB4cGAG3QOXKrtb18XANqsqwcc3UdUIDyyYjeB4iRj1AhIkyza6CvM1ABg8VvIpc5YzJI8/M9z0GhYxJyodhVu6OzQiBWLsgoNLnDcn8X3Ucmgdj4YwsTSXa3bmPTSQfIRi2QaAqMjRfiJcUfMTlcYgxRXcmQcH8x0NGMnJT24HDhAyTCTjQzpbhke/t6L7825C8ptpGclwfi4is2MmLJGAl4nVUZedQt4fPDCVNmiuQHgSMDJ+ySJkZT9SGRfhj5vq2lZ+3xcLimUDF6o7nHBMF3LJBT0qU1wENHWJIvGTLo/ks/kOtlA/c5wC+Xdtj7e44MXavFkBwTIcqav595P9JU1g5Tcxoz98dkRBWVSSlxxxRW4++678dBDD2GxkiCI7HCKjwLEkK1btw62bePee+9FJpNeoABg3759WLNmDU499VTccsst4C0q9IsWLcKyZcuwbNkyzJtHOjerVq3CI488kpLOePDBBzE4OKhLOL1RcxwHpVIp9ZPvYrDevAzGu/4UfO5sFL/1LYhqCGdxDs4sAX7SSliqYJzR3wU+dwBmN42fL10IADCPmZU6DsvaMLsZ7F4Gs5vDGOgG7y/BnEusgTk7C95fgtHfhXmPPQSjwMFspVW0yNALt31cP8w5WWTmxgulubAHrH8OMHsuCscy8JIJ1pPIYlw0G2Y3B+vJw1xOwNpYugDhlA++YgVJYpy4BMapJ1GA/8JBWF1UMsnqZjBNAWPeLPD+2eCzikDGglFQGXULu/WibecCZOZIWLkQbKAfhiXiuJw5swDl+mCLVGxJvgRzfjcyZxDw9wIDvDsPs1fJbSw/E8ZAtz6PqMi7eSzdD2xOHwxLwJiVB+su4jFeB5/dC7PbhL28BGtZL6wBB8ZxS/VcslndyBQD8IEeGCUG6+QleBYF2Cf0YdayBqwuCWcOIxmG3i7AMMAX9MP88EfBlr45Hku3BT5I0hzGAEly8IFe8LmzwJauhNHfBaO/C3aXgNVPi7q1qAifMViZAJmiD6PbRmYeg72UpCh4bxH2IrpuOiarYMEazJAa/bzZMLpNGCccC6cUUrB1dxH2oA1zYXs8ZnGBD2PJXDgr+6kI+TGDNL99NpxCAN7VD3vQhjG3gF/xAsy+g0R8dzAjkfUYmanqNgJANusjn/WIOeI+HDNEQUkeDGbjB4b8HAI2BtL9OJlAx4YZnFylnEkYXMI2Q1VXMQ0K85aPQsFFTzc9eCzNl3V80Y4nuuP+Z9N6tLKXHkgilo4xiWNY/DDlZH0YEHCysazGS99LM2CcSRiQMCDQpyQeAArUT1rkygOAZW+bhsWkztKMirdPGnGVAIcJGKaA//f/Kz4Wlyj1NPRx+0s0j9uRw+mZWAusNmWjYKWPnwRI0VzrBIUwBsaNxOm9qXccJhc67osziSoHxrmEVzfBOQFgSzVIukxNW+hzHlRsV/6vb1djkThr+C7YRqivaWqskOr1zqyOFxpaPoNnGHp665g9N3441FIkyl250O5B1xIPmUQMJM/RWN/cJDmTqN4mA23C0X3lWKFOQDjiNuO+PCJ2REHZ5Zdfjttuuw133HEHisUiRkZGMDIygkZDCVoeRvHRSqWiZTS++93volwu635CFQs0NDSENWvWYMGCBbjxxhsxNjam2xzKLr74YjiOgw0bNuD555/Hpk2bcP3112Pjxo0p92XEsFWrVYyNjeGZZ57Bb3/728OeB+kBaLrgvYOQ5SrE2G5Yc7OQoSCGqFIm+QcAyDqQvg8RicJ2qpMIIByrQTQlhGJsZIPkK1jewaLjJyFDCgiP4n8oFkmNJ/HYSyV9zHTMkZBUTicIIJsCskVMUjZIG4nls9QOACwLRrcF+D5cz4QcPUBB9k0fstFEWAcQSIRVKqUipqqp+pGR8SUxkxqFnIUupzg2LtH7DgIZ/Oy18YfKKrC9PAHp+lqiwLEDMNPQrsbg2Z9C1uIA9oiFtD95Hb3QaFKcjEfB8A0EQC4H6QmwrA1Za0JUfQqEj+Z9fIqYyIZLrzkOTkZVx3WJppp7qHgn14WcqgBeA3Ii1oySim05r/o7yJpLiR1eQDIce14BLJOOEcRB+/ACWFJCBBSYTAK9iJMmTAOi1sJ4CQlZJ70uuB6kJyAnJ6msjICeO9mSDEKTDrBSnDEr6w0dj6eD6Jsh4AUY9GU8zsOwQofyN8ni4VGAdCh4rIvFZFsJoOgeT7ovg5CnyjQBQN6J58ULDHBTgJsxYABUXUPPQK2D8n6k+SdlHA+ZKfrIOAFskIYYZxLHrZ3W+lZRIL5hCu2iazXGJDiAEBwHpkih/vS998BqYfYiVyMAhFWBEAzNpoV81tMPLrNCci+GAYcvaS6Nk45PzUVxUTzvkQhsTxjglDB+8LXssE08dtp3EIpYFFWPRfCUeGyv0ilzAxNbJ/vUOSoWWzJUOLFL0UOiwaVODkiyVaYToqHciC/zdHydGxh4YvBCANAq+9HfAN0SpiGQhr+x2UaopUXCqoTbNHXcHZ2TehBUYxwOKqgPGboQvMmF/o7vM034kkFIoObaCASHIeM+IsHZo8JmAv2PiB1RUPb1r38d09PTWLNmDebOnat/vv/97+s2r1d8dOvWrXjiiSewbds2LFu2LNXPnj0UP/Lggw9i+/bteOihhzB//vxUm0NZV1cXNm/ejL179+L000/HZZddho0bN2LjxrSwZ1Q8devWrbjjjjtwyimn4H3ve99hzwPduwL+Lf8NfOWJEBP7YjeaAGQYkrJ/ZJxrMdkoWLtN8b31GF6gwFSA117soczMQABhiKGzzoEMJBr7VOMgWgCFLpckk3uwkJRlJwUOVsRcvx79rlTw7Z8N6JqJrKeL9MyEhBybUMr8ib48BZiUHpt2Ie4/oBdVv8khmpIC9n0fgWtg/Oe0CTdv/mY8lkj3a3w0NUbfN6iskwKV5snvPnhRdn1eoGB1KTAcVCEPjNNnop/EOafKCHFGcxjV3fRC7Hy6B/e+mKjHput4hvSE2UzE8an37iscq/0t0vUI3DkZiIlKPL6ERVt14CpXyYSIP19pKTHValG7ag17XunRYxDNsPNiKwBUa3SuTareEIE3KRm8v/1Pep6+xPa0JRccjh0sIJskLYjtiFydjEuYTogDjXgDjdxIdZlm6aLYqghE1Fxbb46RC7DVGJMIBU9JG0TjizT/GKMyagBQL1N9SpNJcC5RyHjY8VBBAyjfMxCC6mvmpEgBq9RxFVNmGyFMQ+CpBR/Q6vCRZZSgbbnhaKmb1rlrjbs3uICslHXmpBAM7hjHwLwyhGSa+eliAbbwOIZ0KhH3FtmsTEMDqyS72cpGRayXbYQ43imrcRLTx5lEUdA4TUfJizCpP5PN+JqlCtxY3f/0gFynjQf/NwBoiRQgXT80GksomdZ8O5glx82Y1PPbyTiYKjWceLhV9/riwEVWAei8Q/IYWRm3LRY61JSdsT8qO+Luy04/GzZs0G1er/jowYqXSim1i3HDhg0HbfN6dtJJJ+GRRx5Bs9nE8PAwrr322o7B/60/b0QyQwSAee7FsD76nyG2Pg2Mj6C5y4OsBxABIPfs00yDrNSBej0Weo0Kdbvti4RoRj8CokIyFVIXMle/mz4GH30YEICZVYtUlRgBxiXC0WlIP4Q3nYgpm6DyTJgah6hLKp2TiCmTtSakJ+G/OAQxWdXj/pOe/ZD1Ohw7gBiboJixhg8xUUboMoRVSSWHJAmVynJF1fCsI6xGFEeoN0tuSMgAaExbkFUqJdN9ogKUXXFMS/jSq2rgglimqLQQi+ZJLezP/jSlxyamFShSsWmyXFUloEJIL8Bacy7VEPUkxV/VPBpnowmRIKACj1N9zCYgxynIHl6AY06axHvmDUF4Er5nUF9Tk5BeCHlgH9CIxSyTAEZWmoDrIhyZhqg1gYkDdF5VF0GD6xi5sOLBkZKSNnxOCR8BdDwYMw2EqnxWkh0RTdrso+sYg01o2Y2ojFTSwjoxabJBQrlyqqJiG0OIgIGvfiekJxFWPHxWLkjN0evZwWLE9LF9Epb1gqhGIl3c0ZFiqsxS44AqIs7SzJIQyZqXPBWDFajMuGThbgDwVUHwKAZoR62k3xt+kUCclNDsXL1uo+lasHmIpmei6ZlY9OYpctczSVmOiTFF4CgyCQVuwRGCwwvp+Kfu+VGK2QOogDoQZ/gJScCi1rD1tX5REXxBwMFArBlf9Z5EALzSYlOFtqPjhWDYH8Tf98GlU23xWHUvBola063DNYxYLy80dGA8Y3GiQoUDXQI4MFLQ39foM0HA9XWWMnZnDir2P7su1uOLgHp0Tl35ph5XXoHNg+0GEfiOrBUsJ0s9AcDZ1hyEPoMf0vmEguuH2h9kGVxhgLM4rnCSx/1PlbNHT0zZjHjsEbGjItD/j90YB8TYaxATQ8R+VKYhfAZwxaIlWDAxVSNwEbkaa42OfRpdDniGAB/PcLCMSYryEfshJBWYFhJ7zngXmMlgRA+8PAYszCJB16Smj/QEUCgCjCOox6BGv69YPmNWLvGaj1yvF4vJNjyqxckZeC9tZkah5QnTjzclzdQ5sauIG+TqdPIkGWLaISq/U66rgTjmiRcVU9LTCxkInclIwJPpTdM49syOcykbFX0OjEtyXwqJdzSjAG2QOxigvsIOC5GQKXJJNHyYJZ4+NwBsdj/NjduM65q2jicQQBTn6AVAJgvmmOTuFsodDrpO0Qbm+wYYZzAy0N/6yN3ZOk7RpNgd6SuduwPT8bG9QFdeaDWeidqENJa6B9kMSeoEgPnmdeRODyQyb9Ct4ZgU2m6a6ePWZBzgH1nEzHSqIWg6dNxJxKCh1cXW+qxmGiIupZOMlVLleywzEbiuNtqB5XTPCMn0HEfq71ERazcw8dsnZ6PRtBBKhmKhiRAMftNAlbUDGKbOLYrRigRjfzP/grZzSD43Lj5lMvVeBB6WqAc9ywoRVX4Uv7g/BdD37erS7k5DMXy+5JgOYxZ3zsNbMIZ2F64+XsIxGAqeyr6MzGnRoEtmTJoSmD1YbbsuyYxTKRjFaDGJYttN3fI5SYH+jL3+Q3mrmb0GhGCpDMnWQP+t4UQq8cDgAkxNzwrRPk/GQR2nR9hm3JdHxGZA2VFgwmdAeQLMzkBWXXibfw0zL1HfIeDXyYUXPdUFo00qEK423iirsZUpEzUfoglAMmJOAgHpCXg7p5GxA1UYWkKGFBwvhdTB6d4kp5ImgiHYX0ewPw383KEAqNKm49cNDQL0sVWhad5d0KyMbHjIHGNBNhsUU9bwIEanSCMsDBWYUIxVYNDG3mhC1JSQpcoIDXfuj11EIWUuSsmAhgspGMZUWRrSw6LPei8pt+XEAYTlAN4oLRSUYi+1S6ty2adT5aSiOW3+t/9EL/iBYpwCcvsaNuRkjbIqR1yEU+TmjYp1BxMBxERZXw8ZMg00w3KA2m5GGaOVKDguBEyThHTHRiHrCfdlYp+RniDwLgjcQQiKD4sKkavrEVYlLhi5Q8+VFBJBjUFUQxz/UVLbj/bWSLJCBgKiqQpxq6xX5qiUf08S8+WhYzHxoMIQ7huHmGxANkNIl0BdWPbp+NUJHUN3TLZKxewP06qepfBuWrk+r0oWRZIYxQJ9VxqB2VHzyau3g51IyDVwO7NxnEnki3R/RWwPY1KzO66SeihzQwOFKNkCiK/Hj2QJrk8FtzmTKGZcLJo/CceKdPPUGF0TBRm2xbkBxDqt3U/hHTYXxMJIholGOrkpBRrUPEdlhSIx2TKP24bgKFcyYIUC8l3ErhlcohGYsfhsVBAdDF1G/MD14Jw/Q6kDENLxfohj/AwukJUccx1aU/abMSCZ9B1INbeB4HCsEOUoGN4gJi/JIlXdhHisOl8pGW5Xz2D1mz5B4+2gb5e0VlB1KAsmQniBgWo1vrdaAfFUUKd1IlEAPXrw+wWj9SBn+miqcTURC+MeLAN0xv54bOYOOApMCgbUVDYPZ6hul3CnjPghQ8hEoDTFErXFDk2k3UlhVVHyEYHTJB0wxim7MVpDZTOqKQkq0aOMMXJfRgGqfiPesIIGp2D2iXFIwSgIPHk+TYGwDvg7RnW8Fpo+xdZUFfsTCOUGDEk6ISBmMPTiMjed4p2SYCDatEhl30XgcZ0VxWb3QqpqAqPbaJWW1ZqK0YtdHqQ2T/1l150Yx+oBkBHIUb8jwMZsBhkIdAlKgmCcXHfR5iun6ynXXAQYpGAIdu6nvz3A6Q6RKfmxKKmQkHt2U8LDK6+1nXvw+D2qHSgIPxAU/9eokdtVXavoeggP+MmcDyfinGjOZCAhxsoaDCdNJz2EVL9TBkCwdyo+ruq3UzyYFDRX/miAYCrQ44vaskIvvCoJ3Lq+0alS00FNu586aE4BsQYWELNnRZUxl3SlRa64HrRUxJAsJQ4bibFKSW636BomN2C/ZQOt8nhjf+XhRMKDmrfj1T1hcIEg5JhuOmjWLA2WgoAjx8JDltkRkuH+OX9G56KOz5hEyfZSoCIZP/baiz36b86kzhZ1oq9ZyLXblL/jQtSmHX3uDdkOaH6cFWjKeP7YQRx/mrFEGvRMsPg7XFIHbgQmprmpAvEV+FPX1JJAZdyBECwlg5FrSf6I7o2qGltU4zWyVsDTmpxw1vBdmJXp7HnQ56SmIypmnzyvyJ4dfzXt5hZc3wMVQWOrqhjAQHAIFvdhcnFQ2Zd/dZvJvjwidkRB2Q033IAzzjgDxWIR/f39uOCCC/Dyyy+n2kgpcd1112FwcBDZbBZr1qzBCy+8oN+fmJjAlVdeiRUrViCXy2HhwoX49Kc/rUs2AcCuXbtw6aWXYvHixchms1i6dCmuvfbalNTFwWzbtm1YvXo1stks5s2bh89//vOpWLTh4WFcfPHFWLFiBTjnuOqqq97wPDAugXwRrNALmAZKpzjILwEMR+iMnsiMHEvVmoxYjMhFFFnywVU0CXCxDNWXbA1SXfTUT9U4aGGwuxKBsao8SCSZAABOj/rb98FNSS6x5PlkOLhN7kteoLGyrhxlX0YVC/pLcX1ITm5LCKphp1XMTQPG7Dx4Nt5Uk8Cx5zQV+xIywKL6jNFGz+YOgmUoE3Phl95Fr6ni40aW5jSX89LK9PVGKiOQ5ZS0hJIbYZZJ0gjqMz/K+GA2nYORowoDdG7d8fwp12z0TTNm0Rhm/WSLbq91oQRlZwKAMbcvNadSIF7gOADH1pUIYNmAycFyisVRL3MbECyhUp9jMDMhen+0BXx2ieasZc9lJtduSGaRNpnRk0mdA7fRceWwuiR4wSIJlpIBZvLU9YrOldkMs2bViCE+TDOYhDyEm8dObGQF7qMmTfiKPUm6HKOahUn3ZdTmUCDRyQZU0DsBmCwuUiBtMFE2qlV2AQB6FFrmyg3YnXXx5HRfLKnAYwYXwEHV3ZPzEB2/6tupsbh+ej2IbvNSsanvh/7oIUMdP+f4QBikjptVACrn+BrU/IWbBg0nLk0n0OhxtoCVTtAtWt5sLnCMUcNZw3eBMYmufFPLi0jEJYzS5xT3GCaYwQJr16KTkumA/+hzZw7dnWrzi4EPYrzZuZJGq0VCvJ1sZe8xFCfYQWLjHD4LQkJLiBhcaHAMEDhtvXZHzGbcl0fEjigo27JlCy6//HI8/vjj2Lx5M4Ig0PIWkX3pS1/CTTfdhK997Wt48sknMTAwgLVr16JSIUZkaGgIQ0NDuPHGG7Ft2zbceuuteOCBB3DppZfqPl566SUIIfDNb34TL7zwAr7yla/gG9/4Bq6++upDjq9cLmPt2rUYHBzEk08+iZtvvhk33ngjbrrpJt3GdV3Mnj0b11xzDU4++eTffzJypB/GbAOsK4dgIkTmGAvclIBt6o3b6HPAerpi8FFSn8u1FAVX/zIOrWkGQZtuttsHM4nxiUAFOGJWC/FCbczKwugltfPIjBIHKxQAx4HpCH2s+LMsPpeokHrWIekMx4ZjB5A1F6yYpd2Cx7FVBHrUsTiDrBNwNtTKxbMW9rtZHPAzAGcUQK5W9hSATerQlVR8WTYPnuPatWRY5NbV4z7+xNQ3ImLKdBybpAw/mAzM5PhAohAzzzAYJZPWoKwDbgP7tsWB38zk4JYAm9UNAJj683eCmQxWl9TnBi+gupEAWN8ssFyiZBAH2Pxj9bxERdVhMiAIqAyWYso02CukY26kkLBKwPQlBFKRcN0aVoct0zbBTID3dalziN9qBVsAYOQ4eG8BRo8Tv8+B6r74g2ZWAgIYH8+DdzrmQaxg+2BIlz5KmmWHyKtC2lIyzHEasEySnqgkdLGimLJWi7IEow17qpkGRI2qnTq2lAyOGcIyY2A212xoliMZE7X7ZWKqDJD6fmRTDQdrj98Tlw0zJOqS4jddMPSU2lkbgwsYkJrZij5bsDw8xGJ2LmLD4vMjMNJsWrqG5TyTfNeWFcKApMSCZg1Ogo2a01NFIeeh7looZck17AmOt9uDuo0zS+jKCpHlbL8tZiuakWziS5ZvYVKeGLwQQjBK2lDjjKaSrlEc6F9JXCMnE2jduhHRPm+MxTVzI1YqksmIzDqIThkArVNmlAwYXKJ3Vhxa0Oq+9GQA0w61eKzFSSQaAM5yXXBGTJmWbgGLkwWOFjmMGTtidkRB2QMPPIANGzbgxBNPxMknn4xbbrkFu3fvxtatWwEQS/bVr34V11xzDS688EKsXLkSf/d3f4d6vY477qBYmZUrV+Kuu+7Ceeedh6VLl+Kd73wnvvjFL+K+++5DENCmun79etxyyy1Yt24dlixZgvPPPx+f+cxncPfddx90bABw++23o9ls4tZbb8XKlStx4YUX4uqrr8ZNN92k2bJjjjkGf/u3f4uPfOQj6Orq+r3mgXHghUt/Cv/2L5HLx/VRHzP1Jpss3CyqPhCGmuFgZuenKrOPFiymgArj5B5kjompkSwVmza5ZquYyWB0R1RPGuAwy9DuUxoEgFweLJPp/CAUAcZcNn5EFxK7Hi2CZehJNByvAyaH9AQp1IM2/ST462TSDzGQqaPPUgrrkctJHacyTk+w4rlt8Yei+qDNRooZ8z0DyFgabJhnXRizT0gA3YRemp4Xy8T1xgjV91QsnxSKqevgdpWBSMmadN/+ELxxYOfTPTAKBCqQuJbS91MxZeAAy9Kmq5M1AkGg2nHAugjAGXbMFkpPgqssWkpQIOAr6iFeva1Bmmzq+kUxZTCZjkFiJgczyV2edNcczFJyIoEEOJXvKi5Ou+SYzXCvmX9j7stEll3SWm+/yXJWZ05GbsI+Jx77vMceAtDuvgQIpOvM3gQQACgTstWtaHAB0ww1SzccZPX4kjIZi46nuM85SnxVSNqEOYCnno9leaRkOivUOYhLMAIWHMDShRMpNuqdMhY0bS3VwxmQz3sdJUWSbtvw8QeIQVZWrmR0FqgOXGcSv/BiDb2dT8fu0cjGmtk292DyjIbdNCMV9X3m0N3gnAReS8UmVnjtrGBkxUS9T6niAqVkWM4LOBxrZbIOBYcinbJgIqRKB1MxU9bqvqz4dUjBdFUIIenhi/6O2zlWAAZAJGamYPmaITziNuO+PCJ2VMWURS7H3l5iNnbu3ImRkRGsW7dOt3EcB6tXr8ajjz56yH5KpRJM8+ABntPT0/o4B7PHHnsMq1evhuPET2Tvec97MDQ09IYkLw7Xwhd3AV6AcKwGOxeq7EtGsUbJeJGAYoF2r/l3cfHnFmMOnbsUIEkMFVMGIVGpOhBNqcREpepTIpygxTioxgt1JC6a3EBlIIF6DbJTlqF6XwqQeGhiFfpfzIHYsw9uFKwbCIh6qEGG8BBLf3jx2ETD13FSwYF4wxj9BdW8G9lXAgKBwOO6Dt2L32lAKPFV/64f0Qcch/pU60St5iDcX03HkXUAVBEbSddBgSI/wL/l85QAL2KRXopGb5N7iFywUgX+T/35O7Fnezd+bOTBM5wAYhCC9fTQuYch0Iif+GUA0oaDig+MpFDqAWSljGDXBL0XsDiO0ANcxSpwQ9L9FJB7+WPuNMB5G6hOum9llDHacv8BSM1ZyoRMZKJKGAUSHhYBx7Nv3kj3RSDxramn3hAoawQmJFhaMNQQbQuYyYXWgepku968tuPrGuyojb+kZDSi/ylRgqXmIQIdEaMz12wkQF0c3B7du06GXKBRH8WMi1NXDkNKBpvHGdWhz+EfBCIk2ac9e7thKVartdh3UtEfoNvebZJrLOpjZ6iElg2psy+Nd1zQ5kaN6m/WXQsGF/hhxsQ6OxZxjkBnqx0M9GRlfNXG1UNQVDszYq8yjq9rigJAcSAGYJaUWPzW6VSgfxgyGCr7clgSCK/+xzQT1mqN10kAiCz5QBI9wB1K1+zY/GDba9HnXrIdVUGAtPAAYEHigXdgXvmQxdH/NU3K8A/yM2NvzI4aUCalxMaNG3H22WdrHbJIcb+1zuScOXMOqsY/Pj6OL3zhC/jkJz950GPt2LEDN998Mz71qU8dckwjIyMdj50c2xs113VRLpdTP666cTP/7X+Tq3JOAWZeIpxST+eJDVC7Bjmw8Odf7yy/AKTccjzDSXyVM/CBHuQc5b5UC+Lu00kSw5xH4EOGsUuQcQZR89qDj3N5IAw6bqwsihGzzIQAaR03njMJNks9VSsWkJkUNB+4/HXdYwBg9sULsZMPkClqvQEYlsDsAdL2Ov5jGfBeWhytd72N2tgOATKV8ZXN+DBmZRNVDyodwYY4MJV+gQMwDETbHuPQDBnjACvktAsRIBZMNFQdzSJtcN23P4Slq6bwqUX7YrrHNIC5C+ncfR/IpkVPZW1Czw1zbALHJgPLZGHMykIKicZ0wqVqA44kl59lhYrNA0Q1xM8vHUg9xSbdlzyjmKmmT6K+jXQSCbc7g1d9HiKt1h9l9Z78zE06dvDHhRVvaPXJKsmEpCRGMtA/0inLZz00lNuo08bJVWxSa0wZEGf4JS0CJpmikj+R0esqAcY39GeGg6TKe/vJlcsZcs+rQt3Tyv2Wz7vwlJ5VVVJ/7kEQa9m39bRVhQX/IOCgWU+fH2eAbYewzVDrbC02auTy4xJazz7wcGAqr86BXuvrI4YvCrL/YDPAg95e3ferL6RLvAHAnGx7YdNWpgugIH6AshEBxZQxqYuNv2xTA6svPR87H+9CoUWbLRrvxYqF433dNP5uGn+rOzXTAt4PxtEn48eiTPMkE9p6XtvKr1FmuLoHOJO6zuuxnkfFyKOIBcGxK+Ed2Lun+/eS6vgXsZmYsiNiRw0ou+KKK/Dcc8/hzjvvbHuvk1hr62sAxYCde+65OOGEE3Dttdd2PM7Q0BDWr1+Piy66CB//+Mf16yeeeCIKhQIKhQLe+973HvLYnV4/XLvhhhvQ1dWV+vmfr+3B8nMqqP+H/w8QEtO/qiCoMZRfs1MZhgDJLKBaR+iBmAdVCkh2kCiITDSFLiztvTCMumupTLmQ4rYEI3ZLCacyQ7m7BBUJF9VQSwnIZg3N/UxraPkNjqCaPp701FO/H+jsTlFz8Rc/y0DspCoLMBnC0TIBiwQQ4iaJnSY3dZ61tOvP2xsvxPn5QQxCFDg9sJ+A5Yv/pwkxqYBztJNmcjQXSjC10bQgKm7srssWU5IYkYWjZTUQpphLuiC3hXupvJEgVios02fFUBz4LCbKJAwbuaIVwzXxgdUYfiqP/7J7dlxJQQhgfL8SZ23RKBMAHFVfVEhI1yO2sx5Cjk8gGK6T/lfR1+AoqBJTJiW5s2SgMmcFsOhvnwGzaexW35LEcSREkwLVI8Zr6KeJ5AvVr2y2z1NzPxWSDyY8fV1lICA9CcMSqP67j5EYspD4k8ar7b7HQ1gjMMEgESRAiG2GqKjswOghotawYTGJ/W4WFddGIeel4rsW/uZnANBRy8prqL64bIspi5jj5Nc+CDmCkKey5aIMwEjmIgnyMk4Quy5V4sLmFxegWnVgcardWGAhhGAoyBCT5fag85Ll6Wk7afl+MCZx+t572tolXZLHnDQJIalwuW2HukZjZNyQCMFQrTmAk8fcAbrfDS7hWCHcJs2L69PvmjRxhj2gP3/m0N1wZXorGWvk2sbVSXIiq9CJG5go+zYeH7yQqgfYARgDSoKBS/pucR5LRwjJUkxZkl26V7GEYpQYvANTedRUPcyovFVyPNH/b20J/O9oUcJOh0SOqJ+F+X6YTpiqGBCxpRVmaqbM5AI2F8gnxj5nduWoYcpm7MjYUQHKrrzyStx77714+OGHMX9+TIsPDNAXv5WVGh0dbWOwKpUK1q9fj0KhgE2bNsGy2p+Eh4aGcM4552DVqlX41re+lXrv/vvv1zUsv/Od7+jjdzo20M7eHa597nOfw/T0dOrn04sWQAqJzOeu04yPVzfi+BkRxwnpDDiTmIfIRGv9SbWhMq6YMpupLMeYaWM2A0wKLI4YK4BqSRL7I2mT9qRmUlgmTwt+Lq/rbrY91HNidsRkPWbKvBB/d1oFfAHF0DCTgBfPGYpZk+B2ghG0eTozUplRil+bfCWjs+kA2lxKJUJYy1aXwSxatMf+xyPUoFkHz3HN8hhcgHdlNasVPHp3KtNTz2UEEIVMxZT9hTFfnQvgV5QrkCMl9st7SxQvpo7pv3oAAND7oy0o9TVw7ZxxDbiZbUJOjIPZHHKqkg70NwF4yp2p5sXsNYn1K+TBS/Q349D3iFmImTIpWYqJ3PXx46j4uQn4B16FlQtTfeu/OdB/kqqAYCbfa5smypz1QvhTysUtYsAtQobMJe9H0KASYbdZx77h1cfi6dqTAFBU2YGR29o2Q9SkiTwLIMHgeUZKp+qZRefT3HRgI6I4rKTsBlMFrL26qdiPhPtSicBGYxoyY9Zs3tmxyyuK//ynZq9mtoKQVPT/fOg25PMefMFRmc7Al1y7IiM1/qRJyYiohcDLr1CG7pPz/g3qnpUCPcmY0F3b4pivat3WwPYlUaBarjpej0H88h4ticGYxHA9j4rS5CrkXAjJ8INsgF829+g+I4mOpBUMH7+Zf0F67Op3UhKjoe4Pxwyw27Q1MKo2bbi+gbmqqTvJDwlWkoH8egz/Y5P+O8dCnL73nlRtyd+Lj1Lf1aReWivY3Daxq03zLroH/pc1oWtfRtmsHov7GB/PHz1M2UxM2RGxIwrKpJS44oorcPfdd+Ohhx7C4sWLU+8vXrwYAwMD2Lx5s37N8zxs2bIFZ511ln6tXC5j3bp1sG0b9957LzKZ9nTlffv2Yc2aNTj11FNxyy23gPP0qS9atAjLli3DsmXLMG/ePADAqlWr8Mgjj6SkMx588EEMDg7qEk5v1BzHQalUSv1kTA4IieYN18FYcQwy89Sma4u2zEKeiReAZ9+88ZDH4pkEYBLkMotkE/SVD0Is/M3PwDjTgMTKCxhW4tg207Fe4e7nkekLgazK+uTtoIzZ5Irk/SUw24DVtwS8mMHlT/VQnBkAY3YBPEfJDCyvdJFExEIizgpVFmUoemPpp2ItsGkQuJycInZh+5YSxD6SV4nqFsrhIUDELmDTEBDTjRgUzZ7XGQjOzrdMLCVYPGu4eg4MR8SSGF0t7RN9GHPiIOSRfSU8tnsuDOWigWEkCri3ZtMyXVkAAJhjg2VM7eYNp3wNbiMLqsC5++9MZLMScGImcNytr5KMhjpMc1r9IWQsiWEQu2YfH7MizDFhHiSO2ixK8CJdS57hKhGBZFhEyBD89Of6Xjm/+swbKrMEtOuCJd2TkTup7lnIqGB5BtnmwkwCrqQxJWwaqe5HFpVsynWTCz/5npAMTiZIHSNiS/b8op3lyonYxRb188yi8yFChln5BopdTVjs9TcxASpIbitNK8YkApku/t0a6J+0iMFpcKVFVrPQZBzZjA9wHku0SKYlMQBol+KfNNIPLhbimLTI8pn2pIIo27A3oX2WTbjBjwliEOq0VG6YHsumADFvAWEyUWOzCLoe9f/+0VQfrSAxsjcCgphN172WAPqtrNlbZi2nLNXQ0LMSrTErjW69xOQdDxJAJvHxBcumjp4ySzPuyyNiRxSUXX755bjttttwxx13oFgsYmRkBCMjI2g0otqEDFdddRWuv/56bNq0Cc8//zw2bNiAXC6Hiy++GAAxZJGMxne/+12Uy2XdT6hcWkNDQ1izZg0WLFiAG2+8EWNjY7rNoeziiy+G4zjYsGEDnn/+eWzatAnXX389Nm7cmHJfRgxbtVrF2NgYnnnmGfz2t7897HmQAuAlG+b8XohXXoMM6Ml8wZPkaoEZC8kaJUtLLqy8+8/Beijj0+iN3S1W3xIwxyShWQGwjKEBD3cSGmcmB0wDu09/FwX6VzycvveeFKPSfefDMHptWFlVOmnhSno/XwLrmw3DEinphd/Mv4B2jQjoqHlitoGRsAbWXYLBJcRkHby3AJgMvDedVaitQ9xSlMUEALNXybR8RmLRXnFhAL7oTTh97z048X+cTC/6AR2vQIt20zPB87ELxFh+ZhyknrBIa6xw0736WBAS27wxMMtC5sz5pFOW4YAA8l/8x/gUJsrI9XpUOimacwBTHz4HAPCUI2EWJSw7hPSDWMdtDrEgkWtRCgk+77jUPIUTrmKjOMxeWyeGRNcvGdfGGCU4GFkJnuHYX52kzN3ECkDXXoE8wcByNoEo22yLKWzVxYus+LX7kTnGIgaPMyUeK8AYYK45C4YjwEyG2dluzR6UL12LyhXv69hfZAUlFHqwqIEosN3kAg4PUbB9LXGQLD5+6p4fdfz8m1+7F6YttLp/661YnXTaNAPPGr4LbtPUYGgwCPX45h5PADoZ6H+mUVbuVK51yt782r0wTIGpegbcFKhLQ7sXk9qAkWnNOVWQPNJii2KynlrwAZoHFTsXaY4VLF8Dweg8ooRbKRjyMoRphpCui0zO167HrBnomLJSsYk3v3YviixAM4zZ4AwLYbUAm6h4OI017S4EgPft/x4AYMKg1xqBiawR6kD/Wf1VDXb+Yug2GKZIgZ8lZ5VT2ZcGFxqknd9Is76OGXQEXp5Q4E0lGTzeIpEBQM9DJIkR1unc+gvtMXORWapElsFIUc5IHHuPbMTzodYrN3GvVUbjdfy3S889KJCcsf937YhC8q9//esAqKh40m655RZdlPyzn/0sGo0GLrvsMkxOTuLMM8/Egw8+iGKRNvKtW7fiiSeeAAAsW7Ys1c/OnTtxzDHH4MEHH8T27duxffv2lHsUiGPEOllXVxc2b96Myy+/HKeffjp6enqwceNGbNyYZqhOOeUU/ffWrVtxxx13YNGiRYedock4gRe+9n0QP30AMphGaS65PyKJCP1UyBmYRTFhxpLTEOI+6sNpd7slLRJxRYbaaVdUFFMmJPwRVXg7oDGlUuVbS77UysAEueJEq7q7cqHJmqtBjvRCXB72A57aXLOWYmoST7uBBEAxUNJTbEfO1lplUd+0wDJMPClhZQX6ByqAX4AImdZncl+pIKPEY8VvX6S+ZvWC8Z0aMObzXkqG4uW3fBqL1rXv+iwbL5RUYFoClokPm/MBBGg8thc8o5i+lmkiQFeLz6eQA9AAMzl6uhu4VDRiod8gRPDcK+qgB8921IxiJGuSyaRj4dSfSVBmOzHzsP0XXfhG/zkQkxPtcV3J8UfnE9FbkRfXA4xOCR4RGMxaCD031Z8OkFf/r84vBqBi7zgDyxz6/g0PwnBFFrE/gYjdUwaT6C41YFQPjwnhSnMsyThF9xqAFOiPzDSEBjtFGcTnqeZeSIY5D28BAPwTSrhATtDrib6aDap9WZ7IIsdCApjl9uzFUDIYiJmyqm9pEdK22pcJF2jTM1H1LcwvlcENqWPEcgIQLM2uIgy0+zKyqH2UDWkygS4rdq2/feSH+NXAB1OfGa4W0GXRPVDMuPACA2cO3d0GMnpDOnbWDDDpOygZPjiTaFRtSAkMR8C9klHZlfT/q4+WUiCP8Xi+7s0auDiIQWOQKHeUBGcOP/zMwFrTJh07k76ak7WYCW3dQhxughs+DFUGS8g4I/pMWQRjDUAyNAMC9HmhwLtkaDTiL+2hKjv8q9hMMfEjYkfcfdnpJwJkAIGV6667DsPDw2g2m9iyZYvOzgQI0B2sn8jFuGHDhoO2eT076aST8Mgjj6DZbGJ4eBjXXnttx+D/1p83IpkhBfVhnvAOynQT0C4i7VqLFhMhIQOSXJCNig4cb619mewbAAm3AhDjddhmGAeeI9KxYunPJDcmy2h/arczkI2DaFdFTJkXJEoTGTghNwU01WYdCCqQnnBTxueqXujgSuS5uH3vmRzckCguDvXn7CwhHGdpwoWo3NnSjwqIJ657EGpQtOLX/7Njoe3W7EMAQBjiWd5MnW+yuHnShM9j/bOE29zJU9o/M0mcFKYBc9m8tnZ6zH5LFmQpTnLgeTuO3+swBp4orQUA/+aMPQQ21WHsKKYsYmS5jMGfyphNzVsnSYzoXgtFzHImxmK+489iN45IbPxCdmRFk9YpsDr1viWQz3patR0gEHMw2Y0DHQqSiyimTDItiSFTG3/7GBiX2t20z4jP6dUne9ravqUZq7gnsy8zWXo90gM72GYcMS7JJ+loXlrjmiIAWW44mL9kCgBlhDbrFmXiInYd2k5ckJwtPT7uQw0jW1BSOSrbNZAcrui83kRWMA7+fiPhoi0b8bgXdMXu+XrdBudSx5TN7m/JJgLa9LyiOVgRxK54AKiEFmrCTAGyrnxTuxazRsyyHswi6RFwekDoLR6cKWsIP/VMZXCBRKlQSMlIj0xlFP8zmzysupv/6jbjvjwidlQE+v+xW+TGESM7SLaiYMA+gdxXjJPLSwuCCgmWdcA4EPzj12K1+RYT067uO+WyzBg6BkYGIg78N5leOEKXA5LB9UyUP7GuDagwkwGWDVYqHSKmjIH15ONjC4nRag7IqI0rOq5lpBMZUh3xNEsGknOITDYDktKwaRBSApUJAmAv32NrnbJI/T4KnNfuP5/qO0aM0sQHPxaXfjqUcQYYBv6dT7UvAegg/9bqBlFBct2vG5+PCBmpqec4TDsEs0ywKIEkDIFcHv6BV+mQNk8kVqjxT3mAyQEhVGFymRLfjaQoGCedMKPENDD7zaOxaCkAmHn1OTMJQlRiiAKzXMWv8c63XMyKqUxgZsfuUW5IPPvmjeAm3cPf9XbEqw9nnUHe61iyDmIkiQGk3UWTU1kccNtjTPsS4rE6C88UOjuy7KbZIicbQAqWAodPL/wAgsDQTNk7l+zTm/Gy1eW2Y0Y1IDmXWjz2FwMf1KAwk/dRl4aWrOgkq9FqQcjb1PuBNFO299VuAAR0koHuVSM950IyyFd+G0s5qD4igBe9bjIBh8eg9tG5f6LPLbJyoorCVJPm/8l5/+ag51EPLFRqJJmblJKIzLBIrf9wShDtU98BftY7adxgyPOgrfZlBMJqh6FXpu810YGVbLl1M8xEGMQxfqGI1++trAqTC9QDS983HxA9uq3tBHF5qddhh2fs/02bAWVHgTGTGEHxxD+D2SZthiq2SARM1SiMY8Kk61Eg/epztSRGq/uS5y0K9DcB4QZgKgZIVNUGm+HgOROsu0g1I22usx/dqonA5bDNEKVvPwhR9VOK/u5+ko+IMmtkALCeBDMVuSX9QLORUkhiEtT/vL8bstKA9EOwfJYSCzJMB/RTiSYDLJdGAFE8GACMPWnqWDeWz4AbEk428fSsshXl5DT97/uAyeAfoDalvkbsogPQ+8P/QyAnui5qTsN9B+LjG5LGls3gSjkZXz+OVJHuJHBpVkivjRkSSLhCq5MZbK31wh0VsOyQSlFNTirhXAFkCzqmjOUMrbum0/JLFo0/oyo0ZEjiIqnoH1kY0DURPsPycyp42TYBk6cyXgG0MVYswxE88woYk2AZHtddDdLtAMCfTAA6k4Nl08kI8XsMK5z++H/LoCSHQ9i0kj9I6pQlA+wjIAMArjDgBoaOGUoq+u9Y+Z6DHsPOhdqNVLS9dPHxJmVDJ0HBKbt/BD+IQc6+XV3azbrn0fZkjz2WiTBMz8XbR36ISjUDDiqWnmMhfM8gF2VryICyVu5hciqr3WTRWDp9NhQMnEsINYayahIEHD44mg0L/q9f1G7AiCWMNM9cNZ81YaaYsrOG70LQwvSUEkxZd4bm/4x9lA2ZFI/VWn+QaIaUvRod3wsMrVPWrMTZtZEla3Qmsy/PUHItrCdOUEnWvgSA6VpGg79IbLgVtCUtUvQHJ/C6vxxf31aHiw8B0w4J5IKyPKOHoT/xVEiFjB8G6ryzXMgRt5nsyyNiM6DsKDBmkvsyfGkHWCEPdyiAmFJgi0sCN+reDiddClgHULvuK7qPYDhN78tQaP0tIJZ1CKaiwKDog6F+IjPnEpOUjCWLLLnIi0BlAtpOZ3ZabezBcEXrlMmGhypXx5OAGJ1S4wp1VQLZutFHcgqNeIH3R+NFudjv0liasbssyr40uIQ4QGn7/HhVMzKTRUrRf9qBqLboVXVyoyXrY2rGUqAQuas4BQCLpgTPtc+d78UbefjaqDpvgbprYTD0ELqk6C8bLlgPub3E8AGgkbimgYSYHtOfpTGosQY+nUfkbuzw4M+YVPGDxJDuaRHO1JmQEQsnYokUGaggagHAMg+aNRndC829AUI1HmZQKS1uSOwK8wgaxIq97I6m0AXLH7oQtKGYpVqjM02XzFhrJgL7M3aAuhc/sCx9/p8BoA1EAMD0aEKsV4GzCGTlutMnnayjGLFnVT8+zoK3trvbLEksS5KtAqDLGlVrKnOVSVRYZ5AaAQejBZpVw/RDWcSUJd2X0bgjEHGyYm1NkyojeIEqQK9CFRiTaASm/u4LCTy/5P0IwXCRs6Tj+DqNJ2LKOlmUbJA1A9ydiRnCaN6jMkvFflfFhHXuR4RMB/vf4dDDWHBnWvYo6Yru5Ko8LGCkPnbs0gNtb0XztsAopJJChGR6p30mquHLSPeNAZiVWIIMLmayL//IbQaUHQUWVAEEAsYZpwC5LJz5CQ2cIP3ky2yunkCA0ZfyWjS1NRuOGZyU2XUdQwW8Siq7rq423IQ7LdrUnUIAv2HohT2spr9YTo8Adr8CSEHjarmLpBdCCgljVhxIwfMOtpk+ZL1BGk35DDFqtgGxfwJSMIStIrRqbEntMJHEUBGToYES09R/Pu+C91J8lnEWZaRFbIzZqzaZkJEmWGIKOmVfJtmzwCX5EvgBGootEE1ixphNwAxAG3CRfkiaccWMHvOsWTUce8wBGFGR7ERxdpaxgGxBuy/DagCojDfpkXis9AQBJ8Oga6SuX9gS7hK4BoKAQ9RDup8E8Lg/ik4mk0XpTQ7ZFMR6McUo+sFBFf0jF6iRUfebF0D6IZVZChkKUeCwkHhlekhfN1HzDuuJWgDIOYeOZQKgJTFMRhvclGxPImigHfTYStxVSoZsNh1Az1Rma2tsW7HgavbsZSuRENKa/AKgwWLGJer3tsG/0O/nch5lX1oCRRm2xXFKxGAiksSIrDWGKwleIvclAB1PBpAQLbWlAueFnAfrbSt1bJsQDA0ZZ94WLB8rX/0xug0P/1B/Wfcz8o41beea7eAu7JTdOCfxIGaowtyMSRQLFH4RBfozQ7Yle7Qr+tPxIkX/iJXuNlR5sgTo6sSKSclwgL8OIFIfe2FHzPS2spPb3FHUKza5LQFdAxOga0jJKHFiwlTiVsz3vkGdmBn7f86OKCi74YYbcMYZZ6BYLKK/vx8XXHABXn755VQbKSWuu+46DA4OIpvNYs2aNXjhhRf0+xMTE7jyyiuxYsUK5HI5LFy4EJ/+9Kd1HU0A2LVrFy699FIsXrwY2WwWS5cuxbXXXpvSHzuYbdu2DatXr0Y2m8W8efPw+c9/PpUgcPfdd2Pt2rWYPXs2SqUSVq1ahX/+539+YxMhGZhlIHzyaYi9I4Cg7EFAZV8mXDu8yyFWIYrVmd1Lv3tamAaTE1MmGaRS5QeA7b/qSrVBSMyVDARevjcWjUyyZdaAkwo+1lppYUjuPA7IyYQCfSLQXz/Qc4YnvGHweXNhWyFYdzHOahRUAYDU3qGKZ9N4w7EaRMPX7I+RJErUBsozBhCGCAOu6xCWKxnI+hT1sft5NQaSrIiC7i0rbBPd7cSUGXN740MmGKQw8RTIbEpCCCoMtS9+pK0PZkTislEMHyUpfGdkLpwBTuOtNIASMWWsvw9oVGNJDA+6IDkVlrchm4KAWb0OnlHq+QeJQ+GMpDC4Sa7qR8deAnNsOG9bDiDWKYtcjQan2EUpJMwzTqAxBMl7oEMJI3VtrD6TXKVukMoK9RmDPUtCBhJ+mEDXh/EwHZVZSt6HSc2wUrGJfJa+zwYkHDOExSn43+5wgCwSosMKII2P5zUoiDINI3Czb1cXJcREIE39dptmKuA8GlMb6wugJCSKeTcVK/aeE/eAMYm8Q+7SIgvasi4jOxSPYxlhKnOUJ+amt4dQum2G8H1DszgH/JjBskDlllj/HO0KZgzotZptLtcf2g7m2PE6MvDIz+G06Ks1hKkBZFUxl3aHmqSWWkvdwMSfBSrcQIEcxwp1oH/EUCeD9ZOK/gAF4zMm8XCmfe6B9mzW1tgwxwzQJ1qYc2WRJIbw6HMLe+KYwdYKAd1mDrYTwOpwvnvhwuQCnMUgspAYlpk9ipilGfflEbEjCsq2bNmCyy+/HI8//jg2b96MIAi05lhkX/rSl3DTTTfha1/7Gp588kkMDAxg7dq1qFQItAwNDWFoaAg33ngjtm3bhltvvRUPPPAALr30Ut3HSy+9BCEEvvnNb+KFF17AV77yFXzjG9/A1VdffcjxlctlrF27FoODg3jyySdx880348Ybb8RNN92k2zzyyCNYu3Yt7r//fmzduhXnnHMOzjvvPDz99NNvaC5Yzoax/r0EdHqyyJ4RB2LLhqsXUumHOjB+0calB+8wyt5jEqIpUlmLgEogsAxIL1TFqhmOOWky8b5EJqeYoKoP04m/XMxkkKOjgO0QaGy9iyLmyg91LJv0Qrzbng85MUH/V2tgvSWIegDeU9AJA8xUwMcTQJBkbVSfie94ZgEVV678TkIKgTCM3RuDC6d1Y7H5n+hFg+KbtOCqiEBaYuyd3Jd+vFBHtRMBYHZCRVUL0uYl8tf8fVsXuvalAqIsZ2JstIAuyeLMTNOAeGGbKlHEtUAvoOL28t2qM0CWqxRfJyRYLhfr0HUI9AfItSLqCrSZDOcNnEqaaC2xXObyuSmBYsYZ5MjoGyv9woGoekQyyWTVyUM6eeCywbMT1/T1s6CNlqBzIF37kvHYtemYAUxDwOACtYadiimLzEvctElWKXJH6hI56nj9AxUkC5JLyfDUgg8gFFyr9K+btV9v0K893d12TAGGIOCJgt8SszeTXEbFJaV9X1JFDw6kCnJ3qhvpHSIGKhlbaecCcEbnmSxIPmqaWoRVgMFtmpAHxtri0SJ3Wtmn8ZzfDDDdSse22NxCTHtHvUUacZkEvPTV5BtKCDcCcr5nIF+Is42rozYMLg9a69OwhHLNMpymxsuXLz/o+LryTT0PUa3UQ1kUv8hNAt6RTAhANXSB+BrZzICTD/R5AdCxm1cGIUINOgNIxIkJADCyvdSWVXrEbAaUHRE7oqDsgQcewIYNG3DiiSfi5JNPxi233ILdu3dj69atAIgl++pXv4prrrkGF154IVauXIm/+7u/Q71exx133AEAWLlyJe666y6cd955WLp0Kd75znfii1/8Iu677z4EAd3c69evxy233IJ169ZhyZIlOP/88/GZz3wGd9999yHHd/vtt6PZbOLWW2/FypUrceGFF+Lqq6/GTTfdpNmyr371q/jsZz+LM844A8uXL8f111+P5cuX47777jvseeCqhJF58rvBZnWTwr1t4jfzLwC3JJhtahcXswygkAczAeuivwJKSlm/g04ZzxCzxDMcLBcvIjxyRZkGeDELbkjwjKGDUaONPXpiNnoy6exIDrCuLirTY6XlNACo4G5i/5jalHlvEf9x1TDY/AXqPCywbAZGlwNWKoBbgjJFMwQIeYHe53kLPGuRMCsAezCdSWrYVPqI5bOk+ZOnhbz7w8fDWH4mAODFv1OunXqNgKgCAcXeJqwlPTBKiQ06nwgejuY0WRCeRUHsDpbwAlhXKVbAN5kGNFrdX5VZ4lmLWD41kcwycMxJk3gXn44BVTELNFzwkkmK/T1xKS+eSKlnNgMcG8ZAF3jBAmbPhdlrg+dtGI5sy45kXKprzKnyQNbCP3xQMXZ56jjTRRc/fG0UPGMQGLFMAvM+iW8yTq8xm5HOXItFLnK6XgYxsUp/zLAEum6/BTKQcM4/Gxc1Qw3KmM3BCu2B8UmrehYBFbcldqoFrCTdi52yF/efsxoAUgW/2wK1VfB+Ut3fb5oppgwgkGFwoTflR8fm6GPOPWYarXZyZgq2E7QBLM81IcHgZBMZoYhjzQACi9FmnmT+GJMoFZvwDwIsDCYxsq8U/58I9G+o21oKgEOSNMfkVKrvZF3PKMPywYyVyr5MvhdZ63V6PTO5QCioiDdjJKZcqzrafenkSQMuqikKQEtK0FgBJ+PTfCg3uZycSJ1LZJxJTNcOHufWanPmVuAHBnKOD2vApGSJxENKo5k+11Wsh4CuZCo+jusHpOEgq+twRmYgdou7vqFB8JHWKZMy/IP8zNgbs6MqpixyOfb2krto586dGBkZwbp163Qbx3GwevVqPProo4fsp1QqwTQPHh8wPT2tj3Mwe+yxx7B69Wo4TrxRv+c978HQ0NBBdciEEKhUKq/bd9IYhy6rwwp5UloHqUnLkKVL7nBOJYUi6YIoSL5FpyzWxVL/J6QehGQp8Vid2ZlYpxiLA/5FzaPMwaQ5DtBsELuV4ansS8YU+2Onxy2aAnJiPH7N90m8NWJKONIA7yAZedrd9GuZassNiVBpTY3//csQ0xQ3tfKHH6Y22SyNSbmWGuVI4ZN+Bc/+NMXORSa9xOLPJVjWBiwLC0RL7U/R2W0FgAAKh44BBICx7TRnPALMjg1+zrsphs4wgchdiRjw6P8dG2KqBmYQxSiFTFV+AGJXpBQM3CC3ITcRS5xwBvfhZ2jofnw/aPMDyjabrtGcm0xnXzK7w3crYkhl5OJTwE9tSJVLP0p/WxamEjphEdg7lBVsEuMsFWPWyzZDVIWlzjFu6ymAEv1OSmJEQq7Jq9wa4M0YUHad1Ot2NiAGqwVQ5Que/p6cNXu/3vyTcVyRTdSz8Fyz7XiWHevs+WoS/Q7OykjqI0ASUBJ4bHXNaRmLVv0yGW/2J4s6rQU87ostXJhq7/oG5imAOZAjduxkt31srZaM/euzDqJniNh9CRDzKaESHaoOGIt1yvJLE+w2gK6upr6+0Xk1GxaawsCT6gFO7IzrcyZNS30kRIYPZfuH6XtYdy34IwGCkOMVr9jWLprXMVWaKrouBhf6e9V6vgBQOgiZNCOJ8cdpRw0ok1Ji48aNOPvss7U4bFQGqbX495w5cw5aIml8fBxf+MIX8MlPfvKgx9qxYwduvvlmfOpTnzrkmEZGRjoeOzm2Vvvyl7+MWq2GD33oQx3fd10X5XI59eMZ9KUVE0NguRzEZBVyityzURySEe0rSjeKmQyyfABQtSRbmTIZkMRExJqwIsWcLXs7LbA8QywZclkCXJzBXkpP1CKgDC3tMvVEatPzDwig1AN23KkIXdYuj5BRZXYSYAa+j398ckFc29GxKdswawOWCTNH7FIkecG787EGW1LtXcTupp7jAoQqO4s5NkwnRPccmo/SCQAz6fPyZeVKZpzcagqsZIo+EIb6f/Pkd1MCgrJIZV5Ox64abihQ5thoMHIdUrF3qALrUUJGy4JqGpQM0F3U/9caNu5EEd5u5aaxTGDfTgKqmSxYNmY4dEUGQLuEjb4SlULqmQOjJweWtYlpbGHKDEsg8Dh4zkDoAcwx8aW7i2Ccd4wN06wqZ+B5G7xHsbG2QQ8NNk9XEFAWKuV82QxonrtoTMym+Ln8Tf+dwGWugCv8F2KNvKyls04PZqEgSQM3wUp4gYECp/spKrLtqt8112pjb5KW65AV1ttTT5UHAuKN2y4ECH2uN9KoTbmc0a+Nj+f130vOmESr7eM2ak1by1d05wisuE0TDBTHmWMh3IYFCzIl89HJIjX/TNHXpYL03LQUxDYgYVmhksSgc9ovMuS+FJQ4UKk6aN69RYvFRlUHGtPUd02xX7M7pN/6Mr2VTNUPzkRNshgS+x3SKSMXcjIL0R+ltcT1DVhSondFWkjZsEg9P8NDVBXkNo6jCi86OUIBuiDkbSLDyfcPaZw+PyshCaILnKv5ei4Yh6XEmHWfETvPYkgdvVdnMVs7MC+OVTviNuO+PCJ21ICyK664As899xzuvPPOtvc6Kei3vgZQDNi5556LE044Addee23H4wwNDWH9+vW46KKL8PGPf1y/fuKJJ6JQKKBQKOC9733vIY/d6XUAuPPOO3Hdddfh+9//Pvr7+9veByi5oaurK/Xz1d/tpqy23kFgyXHETOWy2HnyWvqiBzEoEtMNwPchhcToh/+TlpMQ5ZYYDyEgmpICrpsiDsRX/UhVGQCuR2yckHj5hyr+Sy0y0aYgPUltojkQAMqTkKN7ACbbY4I8kkPwhxuQbgzMDhgSslyF5xuQ1Rpko0laZdV6DPqi8flBilWKGKjm3riUzcjTWSoY7XPKRhQMoWJ8XvlZMY7BmqWuRZ3mIJhQEgSTDkSlqb8Fwc/+gY4bHVMpsAfjLU/6fgAEIe4PhiB9KgQuPQnhiTTTlDCuwJ7/2910mtMNzJlbgQtBwBaghbtnNv25YwdkI7FAJ4Fvcr4NA7I8ru6LQLF16phRPJ+gOCWWMSBDBukG2As3nXmbMFkPYjegkAiHJlMblvRExwoSofKHNXaGEHV1/QKhJTy2rf4blSUq8JbC4sS5Cchau4RE0hwrbAMephHXO6xGJYC4QFmk2xU7qMt3Cv6PXE48Bcro955XejoyF6FgbcwXAAw9286kLOc1ZFUNTyFYSmdLgqFes1GXlCkbgmEq8X7SotqJXkjxYVNjOZgq0F60fHcBoK+vhhAM1boNKZkGsF7EZFJoJWwzhHPmMv1ZziUm/IyOn4p033xwTPvp9Ya1FCTvFNQfWVKnLBpDlA0ZZb+2ml9TD07KnczM9Lwnr805TfV3b5/uWyb0zyJrZRFb/09aIadAoOqi0kl3RtnxZi8q+zNapyyZ6elLpovOO1YABqAg4+s2OXpoN/6/qh0BSYxjjjmGPC0tP5dffjkAqs7T+t5b3/rWVB+u6+LKK69EX18f8vk8zj//fOzduzfVZnJyEpdcconegy+55BJMTU39X03XH8qOClB25ZVX4t5778XDDz+cqk05MEDif62s1OjoaBuDValUsH79ehQKBWzatAmW1R7TMDQ0hHPOOQerVq3Ct76V1rC5//77dWHx73znO/r4nY4NtLN33//+93HppZfiBz/4Ad797ncf9Fw/97nPYXp6OvVz1bKF2lXHskUY/cSQLH52M32IJxgvk+tNec5PvqPV6tuM8zi+KcM1U6avuJAUx8M5mCHBLAPHvje90OqyLzZLuS/NAgDXpcB5rkRMk2YaAGew5mZ1TBkMAxd3j6bqSLLENWImgYmwTMrprMWdFbnvMgvj1+ee6RLY4BLMNCAFSyUkRCZ/R7UvkcuTar4CTtmCB5Z3tKvXfNclKfdpxJSZs+Kn/igblmUzWGXNoXPg8fha3YxiogzTFhoAmUsHVDsOKxvi093jYIbEvGOmySU4QosHc2zw7lj8Mqm0H5dTIhDIij3knrZMMDtOXIgyS1lUM1BIGA5d6y/OH6cyWa0gMhBgOVPFlFmkd1dPF3RmNu8Yw2hklSSGo+LPGNfXOxU8btlYzHLxXNkmmNpAD2ZTDQcMsaK7aQiSVomCqxOiokXlPjIZuTvHw87gRo9bJxHQ36HgbUW0CzlyU7YCsGTMVdJl53VQnudMwgsMGJzqZbb2JQQpz1t2CAtUsLzVKCg/bbl8DK4jQGkmElIOHMjr85QJKYYGJzHZaN80DQG+tl22IgI80bPA1oyVqn35ehaB6ajY+ARrD2Rv1Q3LOH5qbhvTFoRkGpS9+mgp1T7043tBZ1+qChiOyspstWj2hfrrYEBSSoZq3aHxqNt4nplgz1v6HhENFPria5e8ytPM0vPo+ibCDtdTf+5I1748Avbkk09ieHhY/2zeTHvgRRddpNusX78+1eb+++9P9XHVVVdh06ZN+N73vodf/vKXqFareP/7348w8ZB/8cUX45lnnsEDDzyABx54AM888wwuueSSf52TfB07oqBMSokrrrgCd999Nx566CEsXrw49f7ixYsxMDCgLwwAeJ6HLVu24KyzztKvlctlrFu3DrZt495770Um006d79u3D2vWrMGpp56KW265BbyltuCiRYuwbNkyLFu2DPPmkb7VqlWr8Mgjj6SkMx588EEMDg7qupoAMWQbNmzAHXfcgXPPPfeQ5+w4DkqlUuonk+XarcW6B2C86UQwJXVhdwnw3i7tDjMGusFm9cLoVin7KgbEWDA7dRxmkmuK5wywjKE3R2O2WqB7MmCFHFhXEWYOgG1ql5TTHaYy0sx5JTj98XxZ83LA4EKwvnmw+zlY3gHvTrjaugvgjklllvoodZ5lMxgeLYEtXQbbCmEctxx88UKwjAU+OEdnJzGbCiSzfAasWASfpeYlKvHTlY3HZjJYXZKAWC4HbgpMjdBmsfycuI4eovJKffPAuvKwltHcdp/MKRtQBa1PfPBjYL3xeTCVRGEsix8UuEVjQ76I9zcE0NMLljFgzs7A7HPAi05qvLqv7iJ4wQArFvR1BICu5T7sAQOFlQ5QLEJ6LnhvEWzhopjpA6i2ZeLasr4+SpDo7QLrngve3w1WJKATZdoaRVV2yBIwHUE1TAvkyt6+fRZYPkuuWMTJJizvgDkWSWJ0FcGLGTjvPo0ERks5IJeFUbTB++OxRRZp4GVW5Em6pZgDHBvmrAwMS+D4/y8Ps9cE65mDlb6h54hlbSB7eAxBBL6CFpmGYhexmQaXMLlAXgGkciXTkRXrxHRYGeX26iBJwbiEnQtSMhwAMWnRWPqPrerxtTJuAGXpRfpbnEsdqM4YMU2FIgmkRiCo4ziYhAWREo+dmMwhaHEfRi7KZDA8SUbEmZljBo3dyoSwIOBkA4T33aHbcyYxN1fD7CXEYka6aAdYiAxLg/JWSYyqb8UxWwrgRuczmNCNyyv3lhca6OluwFIxWNwgABkF7ZM4bLpYfGsZpkgSZFDFeppvvaBt/pIWjSeval/29tSR5e2AkTGJjB3QA4EgQeLkfdDqNJnFaQ0wDQHbCAmsq+ZJMBexpo6Mz+Vwykj9q9kfyH3ZKWTHdTvUEwYwe/ZsDAwM6J8f//jHWLp0KVavXq3bOI6TapOM356ensZ3v/tdfPnLX8a73/1unHLKKbjtttuwbds2/PSnPwUAvPjii3jggQfwne98B6tWrcKqVavw7W9/Gz/+8Y/bJLmOhB1RUHb55Zfjtttuwx133IFisYiRkRGMjIyg0VBxUozhqquuwvXXX49Nmzbh+eefx4YNG5DL5XDxxRcDIIYsktH47ne/i3K5rPuJkPHQ0BDWrFmDBQsW4MYbb8TY2Jhucyi7+OKL4TgONmzYgOeffx6bNm3C9ddfj40bN2r35Z133omPfOQj+PKXv4y3vvWtut+kTtrhGFMgUU6NAI2ajhUDQHFfEaPBeDoAPjy4mwBAfIUjdqXh0SLBGWBbSBa+3rMlDWYbjYRoqxcvQtIPAV8B1citOpVwtXFGhdlrLrFmAODYmNtfJoYNgKzXgEirKkO6axGzJxVLo+cma8dMEWexVpRJwq9MSTBIwTBrEbkoI/AJAGwBgX05MQwwDj5/IO4rwdx1ffUziaj9hLDuQSh4Dzw+H0lxea2SGjwCeUKxR4n5trokpl+x4mvLOdjyE8kN2cr0Jh8idN1QS82DTWMU5K5uzYYFAG6JuPyVkFi2jBIuXr67HZwwxyKmLLonk/eYZalkiQ73XcQW2ibCySYxiraphXPNP/kYACC463up9odjBbWBeR0kEeqBlRJajTSlIubDQDvj4CSuaSR7kWQmmNrgIxYtYvo6udZmzaJ7zq/ESv22GbYBM983qHKDatNJ+oAxkqKpMhKRbQWBQMzs5Gxf91Ww0q7oaD6agYnl76rAgIRhUIZj9P051gvhWGEsTM0kGr/ak/gfKPU0UBsj4B659y7yXHzASNdObY3fy3ZgnU7fe0/ba5FJyeB7hq6kUK/bKbBT7KfvGeMSFiSWnFVOHVEKBicTYCq08T6L4vmCZx486PGAOBEkksSYmMyhIdq/D92lBvwg/v5xJjHejHUhW+8fBnpYjEp2ub6R2mlDxK5aAIiiFzI2hQ0cjkDyv4r9gdyXnUJ2brjhhtc9vOd5uO222/Cxj30sFS7085//HP39/Tj22GPxiU98QnuvAGDr1q3wfT+VHDg4OIiVK1fq5MDHHnsMXV1dOPPMM3Wbt771rejq6jpkAuG/lh1RUPb1r38d09PTWLNmDebOnat/vv/97+s2n/3sZ3HVVVfhsssuw+mnn459+/bhwQcfRLFIDMrWrVvxxBNPYNu2bVi2bFmqnz17KPvmwQcfxPbt2/HQQw9h/vz5qTaHsq6uLmzevBl79+7F6aefjssuuwwbN27Exo0bdZtvfvObCIIAl19+earfv/zLvzzseWAm04W6WbEP6O6FrClQpqQrIlZh5O5JKgZuGfB/+LcEaDpZ5A41OWlFReCIM0pXF5Lofceh2o0m1wt8m6RCLgujOwGSLAPIl8BnLaDMS8dKMWVwbMoK9ILYRenY6FriaSDGcnmgu5dAUSYbFzG3OTFljg0ksmcjvatwLNawG3ss4Wq0LHBDojJC81h+PGbK2DwK+EWhm/pVYxr9FYOYrum5MeafkCr3w/pm0R92Qi/KpHNBLo+7siEwdxEFwBtqI1Muz7YKC7N6CIREga+Ggf2/LSA/26Nra5tUMH3/PlIiVxplkaJ/SpbDMgDbAQp5yGoN4JziAw3FikYMlMqIZVyNO6oWkM+gsNLp6PpmZhL8ccCxIEfHyE1sm2AFpZ32/7P35vF2VGW68LNWTXveZ8rJOScTmQiQhDGICEpAmVRoRG1bWu10c73aDDbStn1Bb8PVK9h2BPrDsZUOdgO23Q0ItMqgaIIyCEg0YUxC5nNOcqY9713TWt8fb9Wqqr13An632/Bd8/5+55eTs/euWrWqdq2n3vd5n0fvBEchGJQtMkdnlpl4gHjxnX8P2RJ46bsSfzbx0+hzlglYr0+ioJtQqx7L0mhcKIJ6N0ATRoZ1ggbhxcBIUDoMF9yGbcDK+R3bNAwfU1M0z62qrkBc1BAA1P6aynY12ySPUyYTnDLGJPqzTZXd8j2OonQT2+kWw4sO/OAXkvUBoPpSACx9MskOG3gqXOuQAzEGdfKEBWUB8wsigFBM0ZxoXKDZlgXU2zJlttA6Soa/mvcHAIBs7K0hYLZ0D54XAV+NkwH5aHCdNUtG8Df63NZfFBPirFwXqNYspd4PACxbjPbTpXwZgvZ0ILx7oChV0glOJeMSg5kDly9nwwDTmTp3M66V6MoOOWW2S/e0Ixxykmg5OobmV5ScyIEspf7/Ft0oO9dcc81rfu773/8+SqUS1qxZo/52/vnn484778Sjjz6KL3/5y3j66adx1llnqczb+Pg4TNNEb1vjULw5cHx8vCvne3Bw8DUTNb+LOKQmW7L9jtAlGGO4/vrrcf3113d9ffXq1a+5nTVr1iRO7G8TK1euxIYNGw74+s9+9rP/T9vtiOAYxJ4Xgf4hsOw2ALSgskxbaUcIQNdgvO8v4D32rwfcJMvo5Nto6mCxkm5fbwMwLTBNg/R96uQUErPmBUCG043HMj3Urnlv54Y5A8vkIfZvh/RkhzwC410WknoT1knzlGI9hKBOTEMHDAIHwhHQ4tvSDQIo9ShraBwzF3hiGkAgU1Bg8PbRREkJZHrpptx7XTRubS4p0sNzSDZi9ygAutkO95oQse7KxJ0wEChGK5lqZ5xkKM5yTKAyTU9xnIEJFstiJUGLrATbMgOQahiYd7YPZy8iGyfbBlt5CrB9u+LDqH3GwZKuAek0WLMODA6AZYoEioNMXfu3gTFJkhc8kkLRz3kb5Lat6AjOAmDpqGMNS64K6JsHNxBnGRMaD+aCU3lbCg/Ln70F9StJ1PmnfaeC6RW1z6QQ3oEj3pEXLnq+ZApQAZRNswwfGpfoH6yisqu/YztVqSMDAhztQMsXDA3HTJT+egpNOHUtYfXz3Pw/gK5pXRd01ZEnoa6JGWFitl5LvA4Qd3PfTA5zc2V4knxQffADGpKHMbWLzksu46DWMBPjaNboO5UxXaVTZloeXC8CYv2+F0hiSAgE7hjFNCqT0Xb2biwoEddwzM8hh/ViAufjwH6lg4W6ar5IG27ieKfiWnII54lF+lxMwkp5cB0NI0FGNt3jolJKJUAkY0B4sXONMkzx5on4NeVL1mGs5fgaTC0yoQfQtXwJENG/3jRhDOmQW1nCrqqdGzhL8ETzkw8WNTBJBp0JeJIjm3JQaVp42dIxGLy+89Xerr6chyT+kzonLctKyEq93rjttttw/vnnY2RkRP3tAx/4gPp9xYoVWLVqFRYsWIAf/OAHuPjiTj5kGO3Ngd0a9Q7UQPi7jjcE0f/3PeL8Iz5MKtRhlsZvAP7ml5UMQqbHoQwGZ/D3vgRUSvT+9qyHHvJ1AlmHFnFuGGOYnsmAF4IsSioVENU5rICWJmIYJXfj3ZBNJ1ESk00XrDBIYxWys4uPM+KE5SyV8WP9ffj1V5uQe3fSNmo1ypoJCZSmCRh6iK7IbJq00NqOzd+1L9qNLuHXJJU7LQtSMOzfRRnU3Vf9R/SZ7YEkRnkaMAz4k7FSK+PdS3EAEGRjZSXqDGQmKFOm6VinTQGZnJpr6fqRYn8ueRPig7Moo2YGf5cCE78QaO7X4I23iDifL0DO7KNzEmQUQ5ul+BwogJbNRyVG1wVMMxDuDbou6zYeG3of7d8gKY/wif2xP/8NAODoPwkye8HmQ16hxoNyrGVC7BwlxfRGUwFodOnc9EqBZ2I5ANGGofh8XJdwbv5rErsFcOb0ExFw5Rws39uxvXj4goGje8nPlwythoGM5cIXHA3PgOdz1G0DuiUwkG52fKaHdZaIQreGbhm2MFMSL1+esOu+oNkgel+8zAUEmoBB9nVBtgrP45G2mLJqMpDWCYS4kicszrqFxcimJyzldnu/jGULQ223VpPK0mF35XMpXXHgOCTspg5/oo5skUCY53NYKRfTM5nEvBwv62iPdneB8XL0IGkGAObE3feBM4lmPLMZa6jo769Td6hPcxAH4LVJC4whYfRtx0rZvstVhql3mG5gcnIvACCfS3ZP88BbM+ThNf3ICL1b+RIAag363nrTHmxXV24n3WI398F4JB4LRA1AG7SsOu4wo7vQifTvFi+fUtf468hZ/NfGITQk37lzJ3784x8nFBK6xfDwMBYsWIAtW7YAoOY8x3EwM5OUpIk3Bw4NDWHfvn0d25qYmOho4DsUcRiUvVEieCphxVnA6E7IySlsP+5sAACf3a/KY4UzBmjB9nxoc46CDNK2Yn/yIlQSGDwoIwbZDun6WHD0DOmEOTZpnnHyTeSFQAIj9j2qXvFOyLqtZA0AkpSQjRJYtoeMlxkHirHypZCAFJA1W3HeZKOBYz8kwEwLjqtB7BqDrFZo4U+lAQHofTEtLsNQ2aI46NNmR4u3VfChZYIFyXWhGQLDSwlwzfv7C6Px8ODmbZiAl1zUWTatSo7ubZ9PWCqpw6l2LuqQAlc5PUCjRsC06UI0PCVR0vH2ABTLWg3PIgc5XUHxCDp3bgWoPzMNNBvqOpCvvkKvtZUvF59aijTCUmk6Hq4pRXzGkry2t47/Ox2Dy6Jj83289cuLaV7b3Rg4g2y5lBEKALVsOFHWxnXIl7RLNjQ0dnfH7cAOLBin40FPS5if/FuIGi1mz805MRrnawjHAkDT0yGQzJQBUOrojaaBhm2gWGzClRy2p0FIhr07ihhtdjYRxDlQYcbNs6OSm5QsAbaslBdoYUV/fGzoffBFJLWwc7xHZU0WnhB9H2W5rvZjt3S0fBpbPJvW9HTUakGnarCQt+tm1X0dUjLYkgytSy0SuE3nnISQKgBVCgQA4ZPERgjiQsCWkhGw80HK87VXGaaDbk1dE5i9yu0AqY6v4Qx+8G7ZnlSUXS63aZb1ymisYXnSFhqmprJwg2OuN01Yhq9el4LmSfhMCeu2Z6gyFmXkZsaCB4ElJwEAqrVo/yHXr9EwkdFfP3fLCMCr9OgB4aWxzuxrGJv8UqJc2as56v9j3FfAvunQfWenGXERd7548IeT35dYt24dBgcHX7NxbmpqCrt371ZUpJNOOgmGYSSaA8fGxrB582bVHHjqqaeiXC7jl7/8pXrPU089hXK5nGggPFRxGJS9AYLpDPB9iOlRQDOgn/unEKUKFv76EfqSxlBSa+N+khowdXiPfAfsQGWkeBnQ1FUJTgoJr8khxiYpa6PrkEKCGTq2PBKIhAZXhRQM+a/8kKyJYmKhykfTd6l8mTKAcpR9kp4fLbiKxM7wyX/TIVstenLmLOltaZJYEk8b5DHoukCVODOy6UD6tH9v+4T6jF3R4FUCMUwh4Lsce17uAQA8/2cRyZdlAm6JY3eACTEd8XKMS/9nEqQEgJf3dWpOQdPxNSsoSeoaZX3i2UQnCc7CTFcokiqFxNTWNDbvGCS+F0DlWiHo2IPzGmbK1G4LycYAlSmbmO4YYpgxU+czdg7f9unHAi5XMsMqBZ1PlSmzHfC5A/CcyHmBmVrX0kZoBeVVWVDS5er69JoM9t99Ss3RCXt/FX1QSEA/gLRLECHRv50EneXk66hr5J1YLqdhMAGdC+QDwn+cZ9QtVLZIk/B8Di00FY9lKiYns3AaSUD41vF/VyboAIm5hhmPsefpmuFMKk238VYGhuGrDFkhG2Vw8paDvn7K8BzIkDyrkTSJREjudwOx284GhHAclaaFWsOEBtmRZdRl0nZJSiAz4qOnN0qV7/p5RoGyWis0aZdYLybb9pccq66JKEt0EL5Wn0+vhQApXoKNdyLGq9tGkF1LdGIG544zieea9B3zH4w6ScOIN4qE48voNI9hN2R7bPOzynOTmzRnqUCg1tT9hLUXAPRwS9nCAcB+Yaly5rlNoQzow/0tiD3wLjg6AvOhl+shi0MkHiuEwLp16/Anf/InCVeeWq2GT33qU3jiiSewY8cO/OxnP8MFF1yAgYEBvOc97wFAPPBLL70Uf/mXf4mf/OQneO655/ChD30IK1euVFJVRx99NM477zx89KMfxZNPPoknn3wSH/3oR/Hud78by5Yt+8+Zu/+DOKSg7MYbb8TJJ5+MfD6PwcFBXHTRRR0tqVJKXH/99RgZGUE6ncbq1avx/PPPq9enp6dx5ZVXYtmyZchkMpg/fz4+8YlPJLofd+zYgUsvvRQLFy5EOp3G4sWLcd111yWkLg4UmzZtwhlnnIF0Oo05c+bgc5/7XILDds899+Dss8/GrFmzUCgUcOqpp+Khhx76reaB6Rxs7jzwvhFIuw7ZrEJbsjB6fXBQqdqb89JAvkgq+Gf/CbDoKAAAXzw/uU3LoJ+0Sf8G5VCtN4PxXQXwYhYYmgvkC4FJt45jrqSbmTGok3J9cLPhA0Vos2Pm2I4AK86GdB0Y87JgxUIiU8Zm9QOWAdabBRukJ2pW6MHff7If/FjqeNGOWgK24kTK8LSapGemMyBlENE/kwVmDYOlUqRUX6QSkLFqqboZWz0+9ALDzL4MkMvDynlqQVv50JXReEsBebOnH6xYhL5kTjTWfEaVHJ2//x9gsyNtMFagY2Kzo6wATzEgkwHrmYX/6VlAoY/Ktb1Z8vEMwZcZ3fxD7TTGGDBE3p/aESOYu2YYp3/ERmpxwM2ZNQx+xEqwQh7sqOMS5zNclY68ew+NN9dDOnHFQHJk3gj5WKYM8DxlBlgmHXxUQs9K8L4CeE4H6y1iw50fCcqdySwGL2SVFAgrFsk31PPJ/YAzoH826aHN6swUhM0g2VP6yGkglwNyBE70tIT1V2tVV+yOE5apa5rlMmC5vo7ttQdHskMyHr2zGtC4QD7XgsVpoWRMYuFxM8h0WWzjHZnhQq1bEeG7L99IZMrmHFFGusftADauq6lM25wjyuozQ8sIsDMGaIvmRONnVG7VNYFK4L/IuUTVNiElUDRsKt+BOGBxrS47EG81mQ+DSZUd8z2OrOWo/SE2TznLUSrxui6gcalsnU6VVJbXdAGDCeTyNkQLqFWicRV6myo7WQxApMEF1vhJCR6TB5mkABxON9IHBpexP4fisU1PRyHfgs6FKi/GAXio+xXnclkxbTrGJQo9LTR8HW+ZRaUp40N/HY2vSzdoOL6GRxpojqd15ZQJFonHCoc01MLuUifG0Qvn/nwvBxbK0nCBrPRV+bLXsOEIjrodAa6SxtV5fmnTLHUN5nNJLuvvPA4RKPvxj3+MXbt24c/+7M8Sf9c0DZs2bcIf/MEf4Mgjj8Sf/Mmf4Mgjj8QTTzyhGv8A4Oabb8ZFF12EP/zDP8Rpp52GTCaDBx54AFosgXHnnXdi5cqVOOecc3DOOefg2GOPxT//8z//f5+r/8Q4pKBs/fr1uPzyy/Hkk0/ikUceged5St4ijC996Uu46aab8JWvfAVPP/00hoaGcPbZZ6MakLBHR0cxOjqKtWvXYtOmTbj99tvx4IMP4tJLL1XbeOmllyCEwDe/+U08//zzuPnmm/GNb3wD11577UHHV6lUcPbZZ2NkZARPP/00br31VqxduxY33XSTes+GDRtw9tln44c//CGeffZZnHnmmbjgggvw3HPP/XaTEUpMtOpknxSXRIhdTCyfTtYX/e7E1HbFdenYalu+YLTNqVhdXdPwwq30lKYMskObJddNWCYxnYHpJlgqC2l7qjTXPiZZtyPuUTBmOT2WfK9lKsX9LY/kqNQaPgELAaSToEGWo65KvwUIh56QoWnwbI6eAXrKb37uf0eHFhiTo9WIbJ7CYzEMEmEFYP7FFymb1h6xx3TGmbrZ/HcxDnjEt2MBz689E8f6e0iOIqbDdRJoMWz+/FXs/n5sf1JATHX36wtTEf+RW6bGC6cVjbdaVfy4bhZIACDrTeKjaRpYukv2r2OfQaajkIsuOfcgDzLx7GhsngBAeNF7jr68iH/YN5yUD3mdRP+4cnu4eMXV5BsNE57gJIQavF5qvX7z6TDaDav37ihCeJ3cLV9wZAIjcSMv1LUb+prGY16hAl33YQQdosWA65QO+EmOrcMXHMW+JgyEHXrRdz+0MtKYhA+mgIZu+goYhgBBC/hxNdtUZVnhM6QD0+4wwpIgQHZPoSsDAAjB0PcmXYG6cJuPa1k8akbf+WfmXtRxrKFEx8G6GoFIhyyteyjMom2G5UUAWObS9d0sGWAMaLWZf4dZPCmoYSGreXh4ajY4k/B3Em9y0k4d1EKJQR50nEt5XXHKwugtRtnEdm74kOeBW7raZsFwFNH/GZYDZ0A+ZauSZVbIqPki2+ywbTpkcYg4Zeeccw6klDjyyCMTf0+n03jooYewf/9+OI6DnTt34vbbb8e8efMS70ulUrj11lsxNTWFRqOBBx54oOM9fX19uOOOO5Ru2h133IGenp7feqz/FXFIQdmDDz6INWvWYPny5TjuuOOwbt067Nq1C88++ywAypLdcsst+MxnPoOLL74YK1aswHe+8x00Gg3cdRelplesWIG7774bF1xwARYvXoyzzjoLX/jCF/DAAw/AC/hD5513HtatW4dzzjkHixYtwoUXXohPfepTuOeeew46vjvvvBOtVgu33347VqxYgYsvvhjXXnstbrrpJpUtu+WWW/DpT38aJ598MpYuXYobbrgBS5cuxQMPPPD6J0KPylAwLIiJnZ3gIViUa0/NALpJCvbNKmAGWZG27hZmGRAzTTBdo/Ki4mcF2/V9ynqYKdq2FCpT1s0PMV4O1YdjRtmW3rGgslSa9mvGSnqGiZtvqkYgMiS8c05jCxdok3gz0A31hY5LK8RJ941pE9xkShqA8QhINvd2HgLSOWoeiGuRCZFwFlDjikc3LTgzhTQ3CdzEOg0VPyrGkxIuj8zQOcdzyAGGAbcc3HyD0izMFOA6lGFy2oBuuwSFmaLjCIj30vEiEKUaD1w1L14DJGlhaDD++NO47I/+jd4fbNerxxaAUAIkLI3G5hzZAs1XF8cMFZ6g82VZ9K+pg5uB4XsAYG8Y/Vmy5mX89t1ZYXAQuGjYBgo9rUT32vZf96Iv08kJ7JbFET4p3HNNoqeNHL7wuBlwvXPx1rhIlDnDUtbcswPAyCReWNtJKgaAap2OuVE3kdJ8aFzAlwxuS+vq1pUL7KI8SY4D85bSQ1S8SzMECKlsdP8wM4FBtiZVRyRAGSLH09R3JpVxMbU7m5gb/fSTkBlKXv+niaQl1sH0x7pZUMW7L0ODbk9wBUI4kzAC7lcYvkfd1VIy6AHCSadcRZaPNzvkRDAPwfd8wGp1WizFAE9a9w4qPzHjRtcmNwHT8pEpRA8nKlMWatqB7geh8fm0m1Ir7c4ARFZblgKURRHN76xFNXWNxc/V4fj9iTcUpywsOYYKvdu3b8f4+HhCCM6yLJxxxhkHFXkrl8soFAqJenS398SVgLvFE088gTPOOCPRznvuuedidHQUO3bs6PoZIQSq1eprbjseTONAJov0yFvB8/3Qj3krMBIrR2ayQGBro2clWM8sKiGl81FWql0hOQQSoYxBNjKVBkCgQSc5CmZS9iQhAIvoRsd7CglbHW+sClYIypIpg8jyxZ7og6k07deIymsAUBBM+U/C90hHSNMIgISlrBDMZLJg/cMd5bWwtEbj4xCOxL7tBYBzaIbA9D7KUGQWRpd262/INw1Oi+YyBphYOpUEPN1at5vRAs1MDpbLgaULaAqH5i9NQI/pnLYHJIAeNwTJXZgaoOn0pTMM6FmJV6o9kYxGtqi6ENu7EcPtrZ7+NZhhgOX7gJ4BYJiuE9ZXpFJ02lLXStj1pyyyMml1rBlolMVsn9/gM7omomtnaJAWbkMHy+RJYqXLPMVlO5ip03XQM0AOD2Zg+J42gd4enDCwWL2f5XLg+QMTp4HkIhpGmA1LG66SxKhVLCVyGi6S041O6YZumZNwYRY+Q7ZogzGpFk4vSIxE5HymPhN6SaZW9KnM1sRjnUB+oppVoq6cR8bnoWCqLzhMzU8I4XaLkH8VSmLUaxZqbtBlHQOI4eI+uquoXrOMaPs1qRHx3Wcq2+gLruzVOJfwf7UJo5voISzup9nTpqYUB1DtqvtxjTDOJVJdjOJ1LrBvd/SwF/L69mqBE4lOGmVxSynH0dR+dUvAbcUqCkyS5mOXaOeAhe8/UFRZtF3hkNl7ZbLzmgq3kYYPljISGnNh+fLk4FaST9nq9SzzFICr7Y+AWC7z2vSa/9I4bEh+SOINA8qklLj66qtx+umnY8WKFQAiz8v2NtW4EFx7TE1N4fOf/zw+9rGPHXBf27Ztw6233oqPf/zjBx3T+Ph4133Hx9YeX/7yl1Gv1/GHf/iHXV/vZjnRcjygSoBI1Gbg73kRKJHi+sITZohwHnTO2SUNct9OyGYAwkoB4bZaTexHNugLLV2XdLg8upH7EzXMXzZDmalWA2g1yGC61oB2+ltpDC0/8eQpJqYT5VC/IgDXhqxNQ8w0IOtNyHIp2nmjrsYrw3E16ljznlIkqSAlZL0MtFqUKWu5WPr2arQf14Fs1aOuxeDvrJBTN2Ij5YGbQRebbUMKprovMzd/Sw2n99u/UdtEtQJZi2l+WKa6cfhbnopAYyzEeNRcIB0BuC7E5G58xFwEWZmCdDxI16U5P5DJd7lE5H/fo+f8Wg3pVbPxtreOwh1tUTbN9yB3vUzjbLuZhVmvn/UdF5STm2BmWpWgWU8f0GpC1luQzeDch92TPiO/UteDKDfh3vZ5fOnaETr2RtLvVNabQMC1lDXKiMjdo3Q9uB5kowo4HuTUVMcx+hUao7RdEpCtVoDKtBo7AMB2gUoVfyPmqDKrbDQgSt2zSfEQSC7+TtBhWXNNeA5HxnITi7YfdlV2ydbYMVuikM/jtjTVdVkvWxAiEgA1BxjAIhmDMFyPKyDW2jytAEkoIxEn4PdlmnBsHa7gECIy3k6lXDiCU6ZMkE4ZAMxUkgt/uO2QSxZKQGSyjrJACqM8lVFzNTKfHnY9T4OVcmE3CVCNGbpqEpAgRwxd9yNDcibhbC8rTlnop7ndz6LVZl3VbvMUgoxu/p6tWLl5f+zBOZxrIRm4RlnJWrBZ3fIhJeD7DF6wbDWc6MHHdyOj9XBbvDfmHRsLKZN8rYZndJzXeLjxNJogHmE490AE5sPzOZhtQNRtKqEKjhx3Vffl/MBmqRbjlG3nKbX/UIj4DRGHUBLj9zneMKDsiiuuwG9+8xt897vf7XitXdDtQCJvlUoF73rXu3DMMcfguuuu67qf0dFRnHfeeXj/+9+f0EBZvnw5crkccrkczj///IPuu9vfAbJcuv766/G9732vq2IwgK6WE19+ZhtkhcAE03TIrRshx0jgVLQAuWe3Ku+l+nwCDmG5r06gJ1FiAgCdkyG1TXwwGYAN0fCx6+VeAia1qgIhsuUCMwQ+3P0+pGARp6zhqIUeAHiGQTarYLk+iJrXUWqVjk1AZaauugJlrYa77umB2LoNjqvBe+55YMcrpEjvtOicptoym9VSIksFAGLvfnXzS/d6EI7E0IIKUK/Cdxn8wLOk9rGIJNocfYx+qZQAz4PYNx2Ndd+kApDa0lMg69E8hufE3xf7mycpK9ms4VlWJwDlepDlBkTd7ZDEkFOlAHCRRIR8kQCimJhG48l9eOGxgaiMaTeBRh3S8yFfauMkxjh9cD3I6gyk04wypZMTdB6EBFqueh9A90W/QYBLtgRkvYkv3rCfzk2QUVUlMCmia0kB4gCkeQKoV0ivrIt0iDtN14u7uwrpeoEOXcApawH+y0/An2lAui4+Uns6Gmer9ZqcMi/IbLVLYgDECWo0TLVQOoJjqpFSi3xG6xxr3KsxzC65LvEtPY+jVEslSlrM5PBtrpoCwqxIHHTsfyV6YAi9V+OZq531PFxH67jphmCiVrfQ9DV4jtbu1gUAqHphNoz2EZYvZ0rpDn2t0CYqpXtoVQ2lkl+vW/CDrGLRl/AF2Rs1pIZ6zUK+r5WQ5Ni7saC2OVEhoPlrS+Jov3tpLcz6xbNl+TZj9SbrXKibno7Fp5TUvsPzGYrHtqpExm/vMtU4WWEJjzJ8vmRYxqkE6P7bzQC6c8qqNavjbwfSKcvFHpCYSSAstNYCkucYAP6Xr0E2PHUtNIWuOGVjXhoaJEmbBIr+lpRK8Li/v64+d7h8+fsZbwhQduWVV+L+++/HT3/6U8ydG5k/Dw3Rk057ViouBBdGtVrFeeedh1wuh3vvvRdGF87L6OgozjzzTJx66qn4h3/4h8RrP/zhD7Fx40Zs3LgR3/72t9X+u+0b6Mzefe9738Oll16Kf/3Xf1Wtt92im+XE1cceocpKrDAAtKJFj+mgbr+gQ7A2ZgTkqeDmFHKg2qQNQpV9lraIyxQseuETm/J8zGRJmJZzyCBrogXSBvFsWaiTRtvmEJXAb4wHJa+YJIZSozd1KpkBgK7hrdYM4PtKTFLxkmw7sikKDLJhmECrAdbbE8xD+MjM1YLoNTk5HsQkPEJwkbr4rWo4jb/678FnDbKVipViIWRi7lgXThnPx4VbGVg6DXCOo5AhDljaAsuYJCcRzLts5wRmMvSaHzjfeQKpo/PYzlNq/MywgDkLiS/Y1nAQlhW/qIngnKbA9NhYRVBuTBmqFByWaZXZeMgLtEx8KB1kugJxVyMT6jD5gGUm7X0MHU5Dp3NgmIELQ+fipYfrtwjOVyqtMqNunUNbdip42gDTNawoLgDLhOfaeM3Gg1C/qhshWyLi75TLaZhcwAVXZapSFwDRiGllxWUSOJOqdAZEpS5n3Iee7gQTnCWlJsL3h1lAHiuVpSAS2w7D8zh4sC0XXD0MZS03cbyhcXaY5QvLlyPzy0i12UaFKvWm4aMwEiny+7GHLV1S5o9rAiYEdN2HbglVvtR1HwNzKLOesVwM9hAQObd18LIaZ/KgzRVxnbIw0rqHbU/1qP9rPOn7SQblSUCWCyRPQlBULqfBmVR6Zf6mrXgWOcUps73kNRsXvGUMqPjdeZL9mq26L6XXXSAYiIj5i1hGiX0DQAtcrbSGjMrWIc+tpBGIbTcjP1y+/P2MQwrKpJS44oorcM899+DRRx/FwoULE68vXLgQQ0NDCSE4x3Gwfv36hMhbpVLBOeecA9M0cf/99yOV6rwh7N27F6tXr8aJJ56IdevWgbd1yS1YsABLlizBkiVLMGcOtbCfeuqp2LBhQ0I64+GHH8bIyAiOOOII9bfvfve7WLNmDe66667XFLuzLAuFQiHxkz1yBKw/ajHX3/lRsJOoY1Dv08DmzlcZmOxsF+yIoyKF91lkQaF8GmPBUxr5UFoG2CCBSHNJwHXLZUieIZ2D9ARY1gKCcpU+YEIzhOq24gNF8P58Yru8QJlAfU6BiOFxSYyReYDOwQd7wEcIWLM5C7Dwfx0PvojmTT9xBdgxpxDoymQDk2sRceEME2x4IfliplOKS8bnRn6luROz0PoM7NuRB/oGoBkC6ZCUPCt6X/WF4MbQ0w9k8+Dzo9de/MeWArjefV8DeiMuIBugc8LnxNr/OQL7pxxOsAXY0AKa45489JEiXvh7ysKFHDB+5GJYswTQN0AyIUuPBgBoyxYCjoeL/riO9OJgMcgWgZn9QP8gtNPenTiXYcfls7WdYIUcccpSGZJHAcCGhoFiLxhn4NlA0iDmR7rr5V6wYgHa7Cxe/HoFRzx4A0l9hOMMLieWToHlc5g1XAWbNYhj/qIP2tvPJkkMxsF6ZhHHcHgE7aEP0n6tFYMkx1HoVaDM7A2upd4ckM/j23kz4tIVi2BaJ8iLR850u96sOJPQmUDvbHqg6O1rQGMSQ5kG9EAywUTnwpDX3A7JgWzRBucSmk46Z1JGXDYtAxLgbT9mLfLaHHlTQy20u5/Mdbx3drauJB10LerUzOZtCJBAba9hg3EJzkgSoxtRPsz8hWDSaegdnCjTInNrziTSpwxD5wK5gg3L8GGl6PNDnDQDOZMwmICV8lDen1YPNr7PkVnIURpNq6wOQABq2EvuLy7EKiRDT6qlspvVppXgccXLl+lYSnBwqKrmzxcEqiuB8LORIs9QXReK6O96lNkUkkG3fKRTNIYwY6q//704CTVUHboGrcA2SzVDBN2rGZ06UnsNu6skxrhIodawyDfUBLJZB3YzxhkN5j683s5t+tDm9EPXBDQukIKAV6L3DBihs4pUoKvHj4D9vom8Au78IN6tv5M4XL48JHFIQdnll1+OO+64A3fddRfy+TzGx8cxPj6OZjOw5mEMV111FW644Qbce++92Lx5M9asWYNMJoNLLrkEAGXIQhmN2267DZVKRW3HDxb40dFRrF69GvPmzcPatWsxMTGh3nOwuOSSS2BZFtasWYPNmzfj3nvvxQ033ICrr75alS+/+93v4iMf+Qi+/OUv481vfrPablwn7bVCTJYB143KbADQqKF6xTsBTwKNOkSJnlKz7zsZcnJvlInpIonhTr4a8XWqDeJjzUyj8fUrAZ80nOR0BZgaB5o1+CUXsm6DFYt4Zu5FilMmJUPj7/4MMHWImaiEJ1q+km6Qnkh4Q67a830SffWoTCZrNVKlr5aJGxcq1pfLkLVpKk9qOmTTIUX8mk0Zuqn91P3XomtBTAeZuDjp3jIgG77ilHkOR2M0yDjGMi8D//Ap+kUKoF5V5TnVNRbw856/biuVAYOQAc8vzCo2f3ALRENAVkrAzH4M603IRhWyVE2UF5v3fSnaxtQURAtAtQxZbgBSQL3T1KlRIp8CNwRJobSaNEbPVueStlMCAFTdJpWGp0YhZ/ZRCRqgMnR5BqJuQ9SDsmO9iceG3gcZZDxluUIyJQCkHbgHBJ6cXp3hmbkXQTZbgBMo+Ds2ccz27iDeke1CliYgShU1N/FgGkfjq1fQ9ps2XZuBALDy/rMdoFqFaXlUMgeQ/tMvwRg+umN78QizJt1ASktoEB7rEJYNYzDb6Phbe+lq54nvgBQMGpfwPQ5PJO2TGuM6mJbMim1aeAEAIBMsrl4pWoDmHFtRi/UxV0WEc8ajEp+UDNtWnKsyLAqkFW0IeWAR2XBYoeit3dKVT+eJu+8DEGXFqk0LL/5jC75kJHkhmMoslXyTOHSxqUhwSQVD6XkGu2UoSY2NCy6ELzgebZvr8FhlrHT55tF7iFcVjGXjggs7iP75WOdhqugltqXrPub4Nv76iA8m/u51WbbofkVz87IImpr66MEhbzoHaOw4uFxHGKsW0DohJFMYI9/fSowpHjt1E7LeUmC9aNjQe+h3x9fgSbLaKgdOA3XOVFOKGxvnkS8+eNDO1sPxf2ccUlD29a9/HeVyGatXr8bw8LD6+d73vqfe8+lPfxpXXXUVLrvsMqxatQp79+7Fww8/rMTinn32WTz11FPYtGkTlixZktjO7t0EHB5++GFs3boVjz76KObOnZt4z8GiWCzikUcewZ49e7Bq1SpcdtlluPrqq3H11Ver93zzm9+E53m4/PLLE9v9i7/4i9c9D7yQVSKbKrwgO8dBnYrpqNSDdC7q8gvAR9duuAwt+rxI4qoskyVJAibBsikgWwCyBfTdu54yZd2MxDMZMMOgDEcQ+twe8H7SfWGcke5VW/clM3XA9ZQAKziH2LELMGghgO+D980B66ExMMsAz+gEVBiAQg9ljvoGojkCqNU8vBH6PqQIOGXZPLgmkR701f7CkJt+Qb+UpsiIPZZBAkCm5wCO23gTWE/U9cjyhWjOASDfA2YymsdcD37Gc2CZPFghyPSpEqupJERYfz/0Hk77LWZIbBYATAui3ERr4z4FlFgqS0Apm+80JA8yhb4QYJYJ1j9C5z7IlMG0gHwRPGupTBlMHb5kqnwJw1AivGLzBuo0Da4jVeLMZQHTRGUmTaXtQo7Gzsg7E9lCZ7dtGLpG3bKZwLrKTAGZLGTdJtFdBPIm+Tw27xtQ9la/TQwMRFye2cNVCMlQMBxwXaJhG6hVLAVmQlAV776sX/9B9Xu1Fn1nNEOAcdKLYowWd8akyvDkj6R/45y2MIsWcsKsBWlVrtzxq2h+jDWkhxgS5QECPIxJDP3hAOwWbdMONLg8+8Bm7wCBtTigiB9HGOlcBJoWnTSjNM0s01Plyxon/bKwsQAA5rzNVd2Zjqeh7006FrzDVg0QYfbnvc0kOA5BczguK+XhmbkXkXhu8LfwezvTVmpV2wi+bkIy5HMtNa9NUNZSSJY47hAMk1AwgVkJqOYAOf5qYs7aIwTxDc/oKI3GI97VCdB5PFgCKBejMXCWlFHZytPQWaDqH5Rf49nC3AFcBQ5JHC5fHpI45OXLbj9r1qxR72GM4frrr8fY2BharRbWr1+vujMBYPXq1QfcTlhiXLNmzQHf81qxcuVKbNiwAa1WC2NjY7juuusSJP+f/exnXbd7++23v/55CLMKAJG3AcqAhDpR1Yoyea798+NExq4Gprv+Ab7EjgfZ8Cir0nKJQF6rgc/qQ09vk4j+QbZk+j1nEJE/EHFNsIxrdcp4xQnscTuhbobkAVkdhh5JdQzNA3/L6QDnlOZ3XTpWxoGJUci6DdHwooxTow5mRZ1IHfsASMajIUnywffAOJT/orbs1Ohtp7+HfunpJ3/Jto7DMFO2821/DsSI/khHfDgAQLVEXp+eB9RKWB3oNckmieSy8H2+l8icsZQGNBsEvloN9aUzVixA6pR5kSWT3QJbvIIcDsxk512Y3cubadV9KWszQGUmGKMO1KsQ1VbiXK3e929R2U0j3TgpGfS3/RGVWIO5UO/xfcBxiN+SSkPWGvA3bqJFy/WI6F9vQnaThHE8Gofv0zVXmooaSYJyl6i3gFodJyzY12FF9XpicjK6JqyCR1ycGFeo0NeMDLiDLsJZ+RgpO8gilqSR4Oz4LocWAtOwczDWkedN+pEdFqBKg76IDMT9sq0W4PkrSh1jdxwNUhBI4ZxU68GZKiem0w7ZJh3AtSD+VylZggvXnkF0gg5LXzLs+XUBvuAwDB+tWNdgr/Cg6wKGSdZPwmfgA3nV9ZmxXOjnvA2v/ChD5bbeKPvzg3Ryf3HDdhFk5ej/UBIl4RiXxMYd72wMHSEA8qtUna/gyC/o5MxFc0GSGPWyBQao5oD0uVd0TmKXMWd0FxoX6O3p4nELYOt4RGlo7g+AbADUhGSqbBrqwb1oRnQDxoAZJ6V0Jo/wCeDGM4pNzlSncM357R9U/sviMCg7JPGGIPr/voe/v6IWLzGxk/5omGA6h2iQiXcIlFolHahXolr9FKXWO3TKQgHRpkPlSyEAz4Os1NBqGETU9khwtO/e9WCcwX0g8IsMbiC+Sw0F0nUjg3OAFudA7FPMNFSXXrRvEoOVdVvx1OA6kJs3AkLA8zTIUhWyvJ8kL3SdDNEzeiSkCkBOj8Z0zaIMWHhzd7ZOQ8txQDKSkxCA3td5Sfu/oJIOmYeL7gAPwNB5VtdysJyaUfsGIhL/dj+r5kO2XLXgo15NiO36JVd1v8Kn4otsNCD2TUHsL0HUfAiXQ3o2xKZf0rE4bQtEUGPqMXNR52M6F81LaLTOWackhgg69VwXotzE8k/0wNv0KJ3XANyHmTLZbEHaDmWIGnXA88GHI05d+vxPkEF9F+N1YXuQE5N0rXFG10HgABDqNMHxIG0HM/uzCe/T1wqNC5wWmKu3TQkESBIBoCxTpUrZv2KwyE5UY+A+mLse5nZ0t3l2IMkQK+GF2TC7okF4SNgeHbvjAWg8IsbHy5e7n+9RJUr3Tipnb3KK8AX5MwrBUK1ZyH72DmUeHh5Po0rjarZ5H4ajCsGE2SawmnhvSCZnEiPLqNRcr1nwY80wT6eMSGZC0veq9LMSCrFuSfHcRvpXsIT3Z7pt6WgGnLNwv5mMA9vTiV+WSd4fpg6QCHTHkw+YvmB42bDAAZS3RWAl5JQ1GqbKZHo2h+9zSEDx0Jo//kZsW3FSf5Cxa0bcY8/nmCl1ao8BQDmGxs2cT/fPWIQelW4ARLOSAbaLE3ffB18w2GDKJWXRgin4YMhaTmTvJaMHAIOLgwrZHo7/++MwKHsDhKj5ELv30H+aVbj/dCP832xG49dluBVA7B1TmYbes4qQY6MQ1Rbsv/sU5ATpO4ltuzq265VIl0pUWxD7JyBnynBemUCtYYJZJmRpBhinEq+otshUGySJIXyG/vk1+Lv3Q0xW4U1EN1Z3exn+dpJs8EseRLmR0CmT+wPNKceDv5WOS774G/zwJhv+r0gSwn5hP+TmX2Fy3YuQkxOQLVrIRcMjfkilBFkvQ46NQTZbKlPY/MlL6gZW262jNSYhPKYkRPY8RQvw9rdeFs3vCy/RGKanIEbH4W1JWj2FfDnr2lsgxvdHLwTHJMaJvI+JMQgnAGnVMn5sOZDjOyGqLfiTVXiBdIbYsUNlyhSnDKBs4EZyq8h8/O/ReK6ER/+1AGcqAASlSaDRgJychHgqam4BoDiF/6jPJuA0th0Y2wk5MwPZrNI87R2FqDhqrsT+Cn4x9D44DQ12VYc/Ng1v0oas1fHtj/wMcnRcgbpWOVh4hIQs16FrArI0DWk7kBPT8F2mOGDuzmpCViSM1nYPmU99G87zYzTealnpzPk1CW/zz+DPtCBLVfyZXYZovv5Sje3qeGzofQlOV3NGV6CkNEldpK6roeaScGe5lEZvTzPZabmtkwsHUImqWSOFeylYh4yD7zI0ps1E592TIxfDSkVk/P2v5FR5c/G5dA58wRKcy2bTSAjQ3jd0iRJYrVRScH0NdrCN9g7E8DOe4PDBMOdttuKVheKxYTTqBFh8yTC+JQ9PRHpqjTqBCCeWe3MlR6tpoPddwwpk+oLj+7eZKORbEJKh1TCUyG1vG0erXaes0YjaK0oNAj/dtMD8AGo2PR27Nvd0cKhyAshJDs8hMOt5XHHKNC5QKATWTD4joOsbOCFND1Hef/wg2k8wb6buq3HEmxM4l/AEx250NoktMSMNSG4iKJNH71PAMLg2vuvuhLszus4GjZbiVI7vLUBI0lgLmyc0SAXQhocqHRIbhyzIQuH//Odw/FZxGJS9AYLpLCoZug5Yb2+icw5CRJmGwNKHMQbrr9aCaQfnn/BsYJAdKNczzmAZPmSlTlmh0H7JEx1WPqWxTOQAEL9SOI1TTI9CChAfLS6J4bqQTRveVIu8OgFASrzzb/qiDF6wtva/cxZJYqQ4/JIDZnJ4PoecLgNT+yBbLYhSVFI0F2TVk2T/+f3QLElJQ5+A5PDRdAOdf2cEyvhxK6O5zqYTZuG0UZqDl9/0iairFYCcJGFe6frqGKQHKlP6Pj7qucT948H5CzvSbIe0vEAEfb8F0kMDgKaNV3Qf1U+8G6lFFt72VgKTnsOBVAbs6JWUQWrL2DEr5kJgGECzSV2rjMHf+jRl71IWSVGEXY2GBp0L6KYgg3lDg2gAsuXio/92AZWwg+snzJ4kPFOFJJAW6pTFsphx9X41z4ZE/W/+iB4gRFgKZARGPUBfsZrcI3SOf53129kq1RwDb23LlIXcqHjEDaurttnZwXaAagrjgBZszxccpUYKxWJLgR4z48PMRNv2BQMD8bnsVmfJaXR9CKykmuNXDQnLJC2tEJilpUCzaSqTcoBKc1WmY6qeTkqTgLI8oSRGY0vkeWm0Ec51XagsXzZPoDA8lrBstsilsll43I6nQUxXUA0I6LarYZbvqcyj42kKgNznt3nYdol2QVsh2QFFWsNOyCdHLgaQdHDQAPQtI/20OPerZpuQItiuT5y3vOYinaPrNX9LZHXnCA6di0RmsRmUvZueruZxQHRmyvP5CFQbQwZJl8TAeYg7woYNAanu177gNO4YJUQ5zwXHvNNgal53jfYces/LMA6XLw9JHFJQduONN+Lkk09GPp/H4OAgLrroIrz88suJ90gpcf3112NkZATpdBqrV6/G888/r16fnp7GlVdeiWXLliGTyWD+/Pn4xCc+keh+3LFjBy699FIsXLgQ6XQaixcvxnXXXZeQujhQbNq0CWeccQbS6TTmzJmDz33ucwku2s9//nOcdtpp6O/vRzqdxlFHHYWbb775t5oHbTgH82PX0/GWJ6Bf8HGwgX6klqRgDjCw2QPwS0Fn0sL5YPMXRxpPs0hygi+en9gmM3XoPVQO1Aby1FUHQF9EVjD+VJ3KokGDgNabwcv30E3KGIz88Pi8YfCBPPThiOhvLOoDDBPWkafDGEkBQoLNj+0/nQJLGTCPHlKlL7byJDDTgvnxz8C0PKROGgE/5UyYn7gBslaHX/LgVyRkwyeZgYkZsKNPBh8eAkubCpTwYlaVH/hxx4KnADMvwJYeDSmY8nAUz/w0mos5i+kXSTcJbVFbg0eQAVp848lgMXssNkBNBvoxgVSLaREA5AxIpbHHy4DNXkDzN9ID43iaA+3cCyONsDe9CVoqkJowNPAFc7HE06CfcgKVbFMa0sss6KagUl+zBjZrAPo7/zQxRAUMEXDY5iyE3DcGSAnv7nsITJoGqq9IaL2UNeJzB2ALAgTpAR98oAhrWR6sJw+k89BOODbpPwmAZ1NgRco2stlDkE0b2jnnQjMkeJauFX3ABJ87G08Onpz4bGpZFnzJQqTevIgaCjQd0nbAshb0HODefgMJBIeG98Xu5aJu0ZO28fjwexM6X8InXk5a91DoCa5vy0fBdGAZHnozLUxNZZGJEcv7f7C+Y9sh4TtdcGDqPnTdR2+uiWrVUhmMPa/2QHhMZeo4kyjmWujrbagM1LyzI1mGo175IfHDmFRUg+NtgVRgPm7qJPGwcuk+5Is0dtvVYGi+ApZzZ3fv4C4EZt8zY3SeV+35PtwY2LAMH1Y67n3pQ+cCmYyDwaEqcr20v0WyqcZYNGz099ex/8eOItCbuo8Tjh3DsgttpEwPuawNGXSFrjSSEjw9qSiTHoI+jYsE9ysEhfGoB5QAIRkWvqkMnQtk03QeTN1HQfiYYj7cEm3PdTSkGZ2DjOmiFPLf+hwU+xtgAB6fmN2xn5xB80ENFqTonw46VlOaj5TpYaCn3lUSI17W9KddFIstZLOdhuvZIoG3DxtHwFg5JzgXHjQu8OrT1EC07N0tJR4b6jX2+0hkRF/LZut3FodB2SGJQwrK1q9fj8svvxxPPvkkHnnkEXiep+QtwvjSl76Em266CV/5ylfw9NNPY2hoCGeffTaqgX3P6OgoRkdHsXbtWmzatAm33347HnzwQVx66aVqGy+99BKEEPjmN7+J559/HjfffDO+8Y1v4Nprrz3o+CqVCs4++2yMjIzg6aefxq233oq1a9fipptuUu/JZrO44oorsGHDBrz44ov47Gc/i89+9rMd4rQHi7D7DgBQnlG/srQJCEBOlyFC/Oi6wH4qXwJQiv7tNkvQNJKuqLkkZTAxA1mqqkyQbAmy0QmkDWTLxZLTgkXAk5BBd5isUpYqnhmRtgu4Dsk1eAJwPTz/V7+OTVyMLB9+KSfHUFr3LOy/+yz9n3OVDWKck+K7zeDXKKsj6zbgNCHGxmnMgcSHu2MKe+o5TLopeD97HKIFeE1GYIZLTO0mQFH/t19F430lGFuzRYT5ZrI0FZbR9Ld/GHKmhPZQHaSBoKus1IBWE3+njZMpvCcA21VEf9lKWjUV/3kdZK0O/S0nRKKwzTqa2zxsfqRXgRQ5vhcolyAnJiHbDMllo22xcFqQ+ycgKzW8/H0TYmwSslSB73JlsQVQWcptaXCrDKJUg72lCnCGxvV/S7ZMQRYs1F2Snh9ZRdVrkLYH+fJmKl82HDRuvYycIlwP39TbMkRCQrao0UA2HMjJYExTDTCd4ad/V4eouWD5DO6fmZ1wiXit8HweAIjYnAQaVY6vqYXMs7VENmTxKaWu2yvJaOwN24DnBULELCBn19KJrExvTzNRiSF7IuJpJUjnQZZj08ILIvud4HpbkKqpv4U2Qk5DA9cFOKAaFFIZF/kglRxaJLWHkFAZoWfmXoS05uNRRp3YvmBI5enzhbQN4THVfagZUjU0lIQRdJyGkhxh2ZPe63gaMm+ejS0PmNA0yrgyBvyC59B7EO/LeDAGxVHjXCbEdOOhcYHaLvr+hBwtxoAVsydhgMFraWAsENgNMoW5bOx7LBmaNfrcmN5dqiIcA0AZzhCMt3yNBG8r3R8SCvmWEo8FQh9OqcaohhDsconjA5qGZ+Ze1DEOv+oovbRKkx5y+j3qLuVMoidtv26pjsPxf2ccUlD24IMPYs2aNVi+fDmOO+44rFu3Drt27cKzzxLvRkqJW265BZ/5zGdw8cUXY8WKFfjOd76DRqOBu+66CwCwYsUK3H333bjggguwePFinHXWWfjCF76ABx54AF5Afj7vvPOwbt06nHPOOVi0aBEuvPBCfOpTn8I999xz0PHdeeedaLVauP3227FixQpcfPHFuPbaa3HTTTepbNkJJ5yAD37wg1i+fDmOOOIIfOhDH8K5556Lxx577KDbPmAEXnD+1u00B0JGXX0AgRzDADiD//ITpJoOdNosBcE4IwX7wCA8EaahPg8hwTJatM/YzVo2HcUnAhApu4PKnrLNE0a6LqTj07+hz2Q2j3/cPQJ4grz12jI04ZXI9BjR2o5sfsLSmWwJzM3WMGC0oB9/FIQXLIS+D8aixWFqZ6eHHJs9FMlbxP8eL2dmoxuzap4IgaWItcK7Do42gqxaUFJOdK2GZPzSFBp/9d8hHQ/OT58GbIeI/kKiWTbwayPGYYmVLGU94mwZA4uS31QpyFzddsAsE0tOK6uyo27FSoyGAYFADV0wEpYNEqyvPt1L577dzyd+XnSDnBZaLUjByAorcACQno91o48nPip9QVp0UkTbcV3wlAbhSDQ4p7KOpuEvx3/aue+DhGUE2ZFCtDiGXYpSMnD9wNvSYtyp6hXvBEAq7fFgTCpJDJqG5PasrJvYJwsAoudztdDbO5vq9eEjKwGlhqnyZd/sOhpVU3UjZrMOek9gcFsk/poK9hGXqAjNxONjCnlXIQgBgKav4SwZWjtF81FvkS+oLzh0U2Bsd0Fdw9OaTtpsMamOTNZR3pcp08PkD6ZjHDj6WWZ7mEFnRqmr20Lbn4Rg6I8lzAoxnbJ5T/9E7TdehgaiJgwrTfsVkqFWj0rgwmPqM8MekEl35ytS5yP9Hu9yFZIdUEFf1wVqjaCxqQX4XlTyBSJgFhL9a5wrXcGOrthxX/H/wgYILdiGkAyDC6oHlef4ncZh8dhDEm8oTllYcuwLSkjbt2/H+Pg4zjnnHPUey7Jwxhln4PHHH++6jXA7hUIBuq4f9D19sVJVt3jiiSdwxhlnwIppgJ177rkYHR3Fjm6SAACee+45PP744zjjjDMOuu1ExBcnz4OYGYd29JGRNyBnERfGMEhg1BMk+1Ap0SbKbTIPOodoSZKsqDbJnojzCJTojDJagbinlBKyRTc1rcck4qwfLSjx8hmEJEugYGysHWCFPLe4P6KZwrl+HfrpJ6n3hBkl6fmQHuA7DNKjmxPLWpCS9sksU41NH85EYNF1oZmAkQ8AmyRzZyASdwQA/YLAeD6XJwujNgukBBCpd2mLDzXPNI06PRmB0pfdGWBijKQd4uewi4+jsrUSAsehBvge8iMOCn5s/5qu9sV4BB5DAdmOCCyizNUrwIsZyjh6TJ0rWW9iOBvL2nEGfTDq5JXViiL6K7DjUuOG55Nwr/RFVNIVEjL4jrJsuqN8yTQOcE6ct4CPFl5v0gPWWx4gCCy+Z3gVtHmz8HrDF9QdOLkvKqNbeS/hVZixXJgZLwEOmJm8NkXVVtuLB2fUMAJ0V1L3bMrUhNIF8YUz5CNZC9Lq9YlXs1FWKOAXNiomKe0H8hP1uonCbY8gXXDUPoRkSs/MSHXvTn1q5GJ1yTAmKZNjRNe0L5g6llALS+NCPeyE1ISjeA0NO+jADKQ9+o9zFdGfM4n8AleVbM2MD84lBowWSjL5HfJ8ngAg8d/DjBBAmapW7JSEnZIAsOP4szuONZX3YIAlALMReGd6PkdPIfq+hmDyrEV7AQDNn/0jACCfiwlOs04wBQCaJg7ISQ/PtcYleCpQ4x+wO95nBNImbxnaB5bLgLNOa6gNL8xFWqPStfJmlb7ad3W/dUDR4N95HC5fHpJ4w4AyKSWuvvpqnH766UqHLFTcb/eZnD179gHV+KempvD5z38eH/vYxw64r23btuHWW2/Fxz/+8YOOaXx8vOu+42MLY+7cubAsC6tWrcLll1+eMDuPh23bqFQqiZ/GlA33ts8n3icnJyGlpM49QTcDAESiFxLSE/Ae+1cFgBJ+jgAZkQMR+Tw0p66E5UgGpCwFUBhj0Of20Ecm6YbjeRrkRFBOjYEOKSQJpAIQNU+5B4TBeCClUbMjs3LXIaXtUL/HMMhwHADr7wXTASMrwMzuT9yhl5w/EbsJb9gM3wGVdoOsaEhS3r83EuMV06PBnLSIW9c23sT/Y1nJUJA3JPzD90k6gjNACJxgDJCXps5JEqMWAKBaKbF5v+RGADWTwa+RA4SEXdKwULQgG57KcLEl1JQQAlIVcW24lktl7rQFWW+C9fSpElk8pOui5egkiBoABH/agazV8QTLAZyrDKgisWuaupZkizpyxdg4fZ4z5ZUp6028ef/Tif2JqkPXp+dHkiDhuAXwwZYP6Ayy1cKPp55PNFW83gg5WwDg1HRktYAr5NHCHQKbSpPKilsfK6IvHz2w+JXAfL4bCT10PpAMxWwrKVTa73RwfRpByTcsg4U6ZZxJcI0WXSmhMtRbpnvJj1LzAyFU2k6rGlhdaRINz4AbcNTaRUvDOGU0yvBLydBomMrrko5NolGiua23TExNZRMgNC5tkU07VIoN/t/cKdVxCsmQOv9EDC+vIp114TY1pbHlIHl9tvtKhoBDSEa6bDGAUo+tOtnYoj1wVlp91vc5fMHQqtJ2e07QwLmE3Yz2k8/ZKFXI71KKqJxLcxllaZ6fjvhvnh85NUxXaX8ht6ze7H49+qEOnRIL5vCdA2ezvjE9qORx2oHeWW/aE42xSylXMwTSxTeQgOzh+J3HGwaUXXHFFfjNb36D7373ux2vsTbhFillx98A4oC9613vwjHHHIPrrruu635GR0dx3nnn4f3vf38COC1fvhy5XA65XA7nn3/+Qffd7e+PPfYYnnnmGXzjG9/ALbfc0vU4AGpuKBaLiZ+bX9wJf/c+6qKbnIBz6w0QE9NovmzDqzO0nnxVZYH9F7dDjo7Dm/aw8683QI6T/IS7I+KiSacJ2XAgWgSg/LINf6oOf38Z/ihlOtxxj1r1AyAh6i68XSUAQHNcCyxnBMk8OB7sXUEHXqsOf6wGuftliMndcCYQ8duCENNlksOoOvB2kfG1fOE3cBmohAfAfX4HxMbn4HzlM5D7CfSEAqa+4CQpsXc7xJ5JSJssmADA3hc9MXslgVbZgNfkELt2QYqogy3eveXeRhxA7/Gnwc86F/ZLUWmQ5kso4CanIw5PCMa8lwJLqZkZCJdBTFchW028KmrAzDT8igt3bwPeriksfXsV8pUXo7l4ZRvcEiCqTciGr7pU/ee3QTMEXtJTqG8TtPgIAfHMYxAT0xA/vQ/+3peiQbZ5DcpqhTJXUyXU/+lnJH1SqoBxSSAQgLeLrgnf5WiWDfj7aqjt0pC78W7UOSB371VZNdV92XQgKoEwcalCfDvPD7hqHtBowBn3IWc6uU6N7QL+K7vgvrAH9sskMoumDdHy4TUZ7k0Z8Pa7EPtLmJXuQevJA2QAuwQBnEhkEwBqJYskGsCwbyyvFtWGZyBruUpyIC6Y2hwnoDPlJ7s/HZtM10NJjHI9leh8rO5Lwa7rcGKm0a0AiIQyGKO/zFAHo2SY8x4Cr0Iylf1cXCyjFlPf9wXDvw//sbI0K82kkdFddS72TSRdPpq+DikZnhy5GBqkAiGuR4AlfJjxBVPyDACU1dH0TCY4VjqGLSJL4MfjmPIt1GsWzF6h9t9ydOy5+UVsf64Xk5NZ7BrvIaDkd4JFH8n7YbvlFecSLUcHZzKh6B8vLW+/VypR1ZajQ9cEmjUTvYLD2WVDCAbP52hKmu+ZGAfMaeiol2lu79w1B42GCf8H1H3ZC1d1QQIRUHrL2N00r56OZsuAL3gi8xqGYcaabARQq1mYHs+quQ4jdGLoFxzenhIB/bZM2U9+ORe20JCzHHUtlXjU/ck1icrkgc3cf6dxWBLjkMQbApRdeeWVuP/++/HTn/4Uc+fOVX8fGqLOwvas1P79+zsyWNVqFeeddx5yuRzuvfdeGF24Q6OjozjzzDNx6qmndhDxf/jDH2Ljxo3YuHEjvv3tb6v9d9s30Jm9W7hwIVauXImPfvSj+OQnP4nrr7++67Fec801KJfLiZ+rls0HHyhCW3Iy2LGrwIf7IfZXoKWJC6TldLDgXsGyZM6t9+lY/PhXOmQsACTU4HmQYdIGC9CGelRWS8tRpgz5mNF4Dy1quiVUZkXLtwlYprJU+tRNsGwPmCbB88mbCLNMSNeHqPlKkgMARjwPzNTUjYylLcrwGDq0HIOel+ABr03ZFGVMyKajSqROXVNPutk/PAVck9AsQWVJERGal70vupGyPC1G2sI5EBt+rCx/omPSUP/rzwST0An2Q/02VsiDaWQ3xAwDdeEAvX3gGQ3MZJCeBE8bQC5pRi2CRQ4c8HeOq0p0s2xgIDgfuinA+vqJGxeOd85Rahu8GC3mLJsCyxfAchmwtIXM2UfSmNIpOndBO7469wYRtFlGh24J1D71B5jnAmBcZcVUFkgI8ALtn5k6eNqAmCwTJy2lgRWLxEvrVqLlEtA1iJoPY0An+ZHAHopx4H2ODa3AwYsZLEsPRTIvrzNOG//3RDmof36dyP+QCox7DldJ3XChm7RjmlLBcfawJGhIpVy1beGT3EV7xjb+HMZi9jlhxmN/LaP2Of1IifbHpcqUbar2qkyfEAz5nI3Tl+5Fo2GqrFzNNVR5MdsGbNIaaaI5QUdtOegKPHnvvR1zFZdVaAcGIhjj3mD+pQCyoC7B1LGDiazajuke9PfTg5vJfXXMO91SYptxcNUORnzJggwVZQ97Zec9SwZ8qni2LwS7DgOmd6W7+leG+wtLsBLAO40ZcCaRW3tfYgztum/PzL0IAGXKwmxht+5L0SZLYuiiQ6oEgMpw3uXu6Di2MNZbHjRI1GwTbgBuHcbUNdRqGIclMX7P45CCMiklrrjiCtxzzz149NFHsXDhwsTrCxcuxNDQEB55JBLSdBwH69evx1ve8hb1t0qlgnPOOQemaeL+++9HKtX5pLF3716sXr0aJ554ItatWwfe5vO4YMECLFmyBEuWLMGcOdTOfOqpp2LDhg0J6YyHH34YIyMjysLpQMdltyvsB2FZFgqFQuLHYpx0tqZH4f/wB9De+QFoc/phLUjD7BXQZmUR3gP5nEEgk1FisiwAVcYRvckx+AI8RVkgltLgj5chJirQh4MOrZoEWrZSq2cZHf50oGcUZPt9wcF6s2DFjDLUBQBtVhbwHLB0HkYf6w5k0ibMpT3gQ8RHYkuOxNMpDdrsXng+h3H8ErDjVuGlOwW0d34A7rREY1yHu9+HxgX8fTWg0AuWtsB7cqp8mV8Ufcn5m85FqseD9BnY8DAYjyxq4uVcNhjIcuRykOU6zOVJSQxRc5H/1jp6T4zoz0boOuDzyH5KVqrwmnSupOcjzQ1lCK7PzsA8aTFlcRctUxZC/MjFyCzVSJxX59AWDoMD0JYvRm6Qrqvc8mCsmRzY4qVgqRS0sy4GRJLHp85tUBoRe/YBnOGFmyaoWYEztCoGeCEohwXSGABZwDBDQ3oegeafmC3w+SPq9WaZPsNMPdIqKxYhqg60FUtpXgNOGTcBPjspiQAA2WMz0I4YhvXmIyAdETR61AmcGxJVnxpUwDh+U98VAfDXCI1HoCudjr6LYfaYA+gfjLhzPSkbpuWpjrm5hagzObM0AKFt5UvP05DpcZAKvCElOkFYquAqKQSAugp1TSAdkMpXnLhfZYgKy2jMuiZU6frU+WOKjG6aPqo1C7VJC7lAB6t/sA4/uCVXmY5cobvMhMV9+GAYXkTZymfmXpTQ/zJ1H4WBqMy/7H1ko9RTaELjUmV+TrTJ1kkzBHKGS1nWyYqaG8sgSYzSTAZDcyoYGaH9pXUPf4H5ifnLp5L3u8l6OhgvjVvXhJqbuTGsaajKg8TurT3QuIDjaegfrMHUfaRzDgQk+pc0icuVt5Wif8qIAFS66MIwKF/3mN2bAIUzMGBqvupuVQ91sWvJMjySDeniPRlKYpAFFlDobWLOkeXEeQnPDQBcJ+fDOHqE5pbLRBn8zY6h9pMO9iVj85Qt2tDN7lzCw/H7EYcUlF1++eW44447cNdddyGfz2N8fBzj4+NoNumGwhjDVVddhRtuuAH33nsvNm/ejDVr1iCTyeCSSy4BQBmyUEbjtttuQ6VSUdvxAxLz6OgoVq9ejXnz5mHt2rWYmJhQ7zlYXHLJJbAsC2vWrMHmzZtx77334oYbbsDVV1+typdf/epX8cADD2DLli3YsmUL1q1bh7Vr1+JDH/rQbz0fvG8ELGWAaQZlilIGtekXstDChFMmQ2TqEAhlOrsM1fZSZO/BLR1af5a0zSwDuibAMwAMHSwXLdytsbBfP5QGkIr3oxViIMfQyeIHlI1hHV2detChGfu7mcIlPfsj0ONHNx7x8L9DC4YRdgf6NQHWM0uZhYdEf56Ltun9yzdpfjgARkTlTD4gNp8WgXa5fyLYRisi3MciBHzefV9LdmcG8hWsL+iAy2SgmTQnL/zvnbjcLpLBuhcYEIcNIXYr6ujsIfCi9QfnKZ+HAJC5/Cswh3QsTFUhHZ84Zekc5J5dpIKfLQIxEnS80YKlDKDYG+ilpTB/2QydR5H0TWSZwHw8kHuArsGvCEjHwxfmTkHsGesQgWVpKwK0QlB276VXaSELrjnhoCsQV4KxhkGdvIxD2g54TgM3gZXL9lF2jDO8LbekU8T3ABEuao8Pvzex2DIOVHxSjg85ebopIGJWQh3bCrTW4uXLjOWCawK+G/kRsth+AZK+AJDgnTEu0TtYRyNm1xTO/54nou9VGFyTaAVlMhaUG4ffU4CR8uFLBreloWjY0HVfSWIMz6Nyd/y4w8V/7FW6Llft+T6arqHAhq4JaLEu3JmfUzk6lXfhC6YaGV4wTTRipd1M3gGEVBkpjQu8tGkWfMFQnU7BSEXbfNw8sJyJxqVqPGCBW4HnU/mQc4mtRjSvce/LoTkVrNrzfWQsV5UiAaDMBKq7iTfXahiK6J9o6NCiaz8ngkzbE0Qh6YWLmmvAtPzEZ+IcMl/wA3ZfDg4l5YY0Q8CpdalQBJfcEG8pLm179e6Ct4/BFhrqtqkeNOo8Oqfx4z7kcThTdkjikIKyr3/96yiXy1i9ejWGh4fVz/e+9z31nk9/+tO46qqrcNlll2HVqlXYu3cvHn74YeSDDNGzzz6Lp556Cps2bcKSJUsS29m9m7hADz/8MLZu3YpHH30Uc+fOTbznYFEsFvHII49gz549WLVqFS677DJcffXVuPrqq9V7hBC45pprcPzxx2PVqlW49dZb8cUvfhGf+9znXvc8MJ2B5WjR5qvfAT60GHz+PPAsZfxYfy+BKACs2AOWyUTlrEDSgqWS5VreE2wvpQGmDj48ANbfA6Zr9ATfF9yQAtNtZmgJzz+AuBQKRLUv3j1B9imjdwAdZhH4Y4YRvSYFhv7qTWDHnkD/z2TA8pTdk6UqmA6YWR/MpIUtdewg+X8GWU+epePTj5wbaQTlstAKDJpFXX5Gykd2Ft0M+VFvVuPRzjiX3j88AlbIkbtBfLwBwJj8xnNAnHxe7AnfEOwvR/tKW1j+tytRYC6QzWPr+gJYIQu4LsxL/xtgpRKAVJ/bBz6rD8zkYPkCDAk0130a2tweLP5vRTCdgxsCfGgx2PITwQb6wXPJzCfLWvj18Vej4pq07VwPWG8RLJtG/pN/AFgmWNqiUqUWnKugBMx1AW4IaHNmwRgywfIZ9P3j58Fm9YMF11h+JFqQWMogxXrLAjM16Ccsp7IfZ2DFIqyl+QiAxseYMhSo1RfMovJnX5GuQQ703/OP4GkDrJDDjUOl7sCuSySMwZ3kYpjjLmSMz8R1yk5phoDv84QtExDJn8QlMRq2oToeu0XZtWC7GnW2hqX3QBJjZn9WyXWkVvSp1+e/3VHZj/DBJi7b4btBtyJnsOs6JJjSLmOBKQPX5OsSEt224lxYuqcAQMM20JwxFZcs3RvwMevBuTFpm/NcgVzGiRoOGgYmnmCKq9WwDZz0uXk48vwGSaLEhtKuUxYPKQEnKM11a9pZ4sZKm7FzZxV8PDP3IjRsanYIgWgLArlhuj6ttKd0ypI7ZYn9uR5H6tQPqpdzhpsws8/nbAXCGh7NS7sXahj7x2mtEZLmwIg5O1DDRvIYV3ycpGa6EfmlI9T4Q0Acn8n9pQM/ZP/O47AkxiGJQ16+7PazZs0a9R7GGK6//nqMjY2h1Wph/fr1qjsTAFavXn3A7YQlxjVr1hzwPa8VK1euxIYNG9BqtTA2NobrrrsuQfK/8sorsXnzZtTrdZTLZfzqV7/Cn//5n3eURw8asbeKJzbQ3ExOIvuFfwM4IPaMww9lyGpVyGoF/lQTsl5S4rFxHTEAMQNvAI4H76Xd1B0oiKvhTTrE5woNwwGkB5Npc8fWCTC18/OkgGzQfhljEJWkWKqsNwHbhbttP2TgAQnfw199div8Devp/60WZKuOY66eBVFvwa8BbpNDOiQ7IB2PwFAAoIQdLCzPbI+4P5Ml+BVJ4rGgt49voRvozH/7bDSefTuDOSX/z3ZNN1GjbZen0kAzKhmlLyZxYXX8rkv78nyAc3zTEoBh4sh3NUmPzXUhK1OkNxaTAxETFYh9QcNDtYIQ+1bWT+OpWx2l8yaeexTYsw1ypgQx05bF9Xwct/EmLD96f2D0XiJT91odz398A8Tu/ZCeTx17AdgJDcmFx6GZgL9tFO64A3g+zj7zOuqQDbo2Q3FiKUR0LRmkUya2vgrP4WCMQTYacHdWuz4Bi7pNwrNSwHl+jPTlSlGW4e9P/Bv4VQdyqoSlv9nWtVmnWwgZcQVDnhEANGcMxSlrl3sASOZg7snJa9PbW1G/h+UsgDrqutk2hdHX2yCuWUwbLTISDyVGopLhnkcNcs4QTAn0zoxlkEq55OEYiOHu+34JjAM5g7o7hWRKp0z4DHte7ekYy5HnNxIcrplSGrVYpixjuUj3uKrzMbUsq7TR4pELJWeC8RuGD99n6A1kJnRNQE5NY/zndJxhN+gzLIejneT9rZ1jFZYBu4nKzsRwdT12n4zTFOM6ZXlQppUxalLIaPTdslIxXT8BJSb8lln7kMsly6kJgV9J3pwhCEtrxKeLlzMPFNuf60Vj2lSSI0D00BBKYqz7FotkgdqCmRxFI2l7NRy7Vxx51ORrjuFw/N8dbwii/+97SE8qGyRZqpIobCaD0h+fBQgk/AjlTAnwfIiGAMv2KPCV8CwEID1BOmWOgLA9sLQBWW4AnJEpr4NECVF/03HR1SBiaXfOIBtNiFq0fVFuAvUKZGWSuvOcNnIsJ683LW9GkhgA/va/GUkh3BJ1VsLx1ANV6InZ+s00ZL1MKvy2o7oPEzwkSeU14TECTDbHrAUEAoqferd6GxsmrqIcHYdsAxNLz6yCpTgmL7oU89/uqAUUoGwWAMhp6taUlQoYB/mGNur4SMsESlOQjg9RbUUANJD6oGOcgrA9+FN1SEcAtg0uAWnbyB9r4YS37adz5HLqqAzK0fFmDQBKtmP31h4qOTotyl4G4+W9JLPBGCADABs6RUgJOFUO6Qvy4XRdPHTr2+m1WgDKwuyFkOpako0GRD2QuEBQQnVdeDVE8h+xkI4PWCZZKykSuYBo+ZAOsFrUiGsmBH45dOzrzpTFI77YpntDTk5sgfRpYfZdklXY+oti2xi7A68jX3wwOHwijUtEBO2Q/B0HDXGifwggdj+iqdIf47LDViiTd+AFtk1h6Wr2RT0AgLprgOskiWG8Bqeo8K2H6bPzIsAb1ymzXR21ySiT2djcgMYkfJ8RryzIvhUNG8JnaFSDTJ4mMfQ2qTJl4RhrNYtKjxrJbqySNQz7B5dtKLUC2kEMlIX3lLgkRlw8dsfzUXY4DspyklMjjSS3AzeYY7sVAXTf5UoV/+6Z2ajVLLR+db96PQSHoRRJvGuSBXIiB5LECEPjEgtPmAHXJMysr/7WLh57pOMp0ex2UCodAcfX1D4BYG8sq779lYNrZ/4uQwr5n/JzOH67OAzK3gAhHUBMEnFUegLe/XdDTk7B3ivQmuCwX4ye7v2teyD3T0IKwHv6P5QkhrM9ukH7e14geYUWIFoCfsmFN9aAtD14e6bheBr8Jj3NhZkS56dPK0DUGA0WFibhvjIBUW7Cm4yl7GsuUJmB9D20dvoQdQfHXBndUGW9qSQx/N2B3MULz0PsmURrI43X2/QqxHMbKROXMsD1oOtTj5WrpschRveTo4BDC8TMr3lUpnmuhMYEyQTIPaT/s39HAQBQ/2pkRiw2PhGMqwUxWYXz0oR6zZv2IB2Br+8Zgflnf6qUuIGYJMYrtG1ZawQCtwLSsUn4slEHPAlvvAXvpb1kor49knoQr2yDO+4CAgROpkoQDMh8/O+xb4NEeYuBxnYJz6bSJmpVoNaA94PbI301IGEGLh0Pcv8+MF2DmKLz7o+XyC1AF0oSQ9ZtBRyaFRPuuI3SaBqybkPu3gX/5R0qAxk3JBczTViGD8yUAA44L01C+Jw6d10P9Ukz0q+LRWOLD2/jFji/3gOvJAKOGwdPafBthi9wH35NQs7UUWpacPc2OrZxoAjNqOPlS7sSdOhCYmYf1ffrZQsVm0CEGwCguCRGeRv9XvJNZbRtGT5eWPwueA4nXTfB0JNrdaj7Ow1NLdxCMJQaJJtRipX7wsU+nXXheBplkAJQ++D+IVTrlupCLORbqPx0QmXcpsezyOguGnUTQnZKYgBQkhjxWLXn+5TVkuFcsYRfozmLug8dW0elmlIaZrZHEiD5vhYanoFaxYL9agsDPXV1jN+/lTTVbFfDjt29OH7n/ai5Bv6HljQkr7kRoBGSKTNyXzCVpQtBSFwSYybIKPmCY+EJM8qtoFQhM/bHJ2bjmp13gHEC2+VSWpX/4tk5t6nB8zSUPBPv7d0HziVSJ16oXg/BstKOawshSJak4XR27UfbYGAcqJZSmBnNqL+pMQTX5vfTArVnKl3N17f+oggnGEsIejMimQEOr8tDHoc5ZYckDoOyN0JwgAcm0NqcWYowrVkSXJcwhnT1lM7yacAyoeU49JPfrThQcZkHbe4xKlsSZiz0WSnwvpwCN0aR7JsUZ8yT4GayBKRpQnXyiXgyjDPK6EhBBNtUJ78klMRQXDTXw9j6aJzSEUr6AYYOngH0rAQL7u3GkA406hEnLTgOK+epJ9P8n56ueDdSCOiWQLGfFvr0aZG0ithBCt98ziC0oZ7EOLUCBzM5ljkM2tJTEmWHMGsWdlKyXIZ4QUIAtoPdRpgNkmAmI0/Inn7AMNRnAMBvAbw3TQtLpQ4ugepl5yM/u4VKKRWADQ5k8/B/80JwvBp4T6exMgA1J2xwADB1LH17FSyfAnRN8YUA4gmygJvEmARPBUR2ITDxna3Ee0m3SWI4HngvLYiySQ0LWo+hOsLYQP9BeU5KSFiA5jLGN7z97U0qQ+XTuFabAU+9/tuP53OcNv7vCVmEMCsWz5T5fiSJEUZcEsNIB7psSGZwdNOHiJUjEz6XQEL3CyAZDIOLxKIc2ueE2wACQBdkBE9CDRoXkIFkRKmSxoZtI7BbOjgAK+UqflO3CKUm2pf6Z+ZehIqd5PjFuXSMMyX6ms06aLVoH69oqYgKEBxv5k2RJIaQDFkhlGo+B7BxwYVIaz6K2sHN5OMZsrCUKSXrACq9QbbeERzbn+vFUyMXd2QYv7Dgj7H1F0VwRh2tXrBsxY9R+Ay+YLAYaZsJwVC75r3qdT84/gNFqC/3esJxtY7rIR7b/SoaM+YBt2cEID+ci3Is+T/QU+/QeDtkcZhTdkjikIKyG2+8ESeffDLy+TwGBwdx0UUX4eWXX068R0qJ66+/HiMjI0in01i9ejWef/559fr09DSuvPJKLFu2DJlMBvPnz8cnPvEJZdkEADt27MCll16KhQsXIp1OY/HixbjuuusSUhcHik2bNuGMM85AOp3GnDlz8LnPfS7BRfv5z3+O0047Df39/Uin0zjqqKNw8803/1bzwE0GBJ1yMAxYf/1lwPGQOnEAZr+ENtITtf8vmgs+ZwTMDBaQXspQ6cNJbSyWNskSRGfQegywnAVIAePoEfT2NKkcYDuQJcrC8aKlSoNpUoKA52nQFg2DD+SRXhrdhPXZOUA3wftGkFpkgWctoFiI7dsCS5swhtPQj6HSIT/xJMz9xFKYK2nj+sJZYMetIgJ8PgO/RuBFOvQE6Y57wJyFQCiJERxvblUuItZmskgPkNwCX7oUwmOwckFZ4eyofKmdR2LAofyHedycaO4z1Cl6cnESvz7+avCBnui1QKLFWEn/siyBSN6bAxsYwFsFcdN4SoMxrwDrtGVgvbORueqbilDOj1yMzLKgmSKjQVs8Dx4D8l/7ETLL0lj0fh35FToZSLea0JYvA5vVB+P9n0x0X4ZaaQAgmzbY4Gyg0QTvyaH6kgQvZAFDh/AZ9OFgnIM9CjRk+x3oszPIDdjgg72Y/bWPQj/lBOrIBcipAKQLxyzK+PC5w5COD+PUlcSnSumQ5TJSRQ98YQR6w8gebcA47VhYpy5F6tg+Irg7HkTLh56VMN50NLSCDpYy8E8DHFr/68sIxPlAVkzRP93rKk5Z/whldwzTR1rzYVoejJCzE7Oayh/TSfR3goxaquAGnZgS5XpKEbXDUqaR8hMLZiHfQsZykQ9KqsefNakARe/JGizDT+hijcwvI5t1yEop+Pu7PyaQyTjwwaBpEhb31THOnpXs+iOJBaH4ddu3RaWugmWrhxWNSwzMjXiTzqSApXvI5mxIwTCykrY77HmwDA9uS0Na85Er2Nhzd02VL03dx9tO3YtU3kU27WDOUFmN4Vgt2YjSl4n4dBqXaMioTBtmnwydbJriOmWhJEaoqn/K6D1wPA09hSZ0TaAgfMwwgaE5FfiCI5N1kGaB7VPMDipddDFrpIa05uExuxeMAbkb71b7SekehkYqsAzK/OVztjqXTY+Eaou5VldJjDjYlgIYWVhGoa+p9h1+x8Ky8zVuDoPvzMHUfWhcwos9SGyWdJ/OmK66vjgAMyjXjk3nD0ti/J7HIQVl69evx+WXX44nn3wSjzzyCDzPU/IWYXzpS1/CTTfdhK985St4+umnMTQ0hLPPPhvVKt1YRkdHMTo6irVr12LTpk24/fbb8eCDD+LSSy9V23jppZcghMA3v/lNPP/887j55pvxjW98A9dee+1Bx1epVHD22WdjZGQETz/9NG699VasXbsWN910k3pPNpvFFVdcgQ0bNuDFF1/EZz/7WXz2s5/tEKc9WIiWVE8UIVeHjcwm0VSdkR9h8FDITIsyMW0K7+02S0znEC3AOp+6EGWLTMKhaXBsDdKRkJWa6kRMSC6YMfKtroEZBryJiBQtHQ9oBueoG2dAD8jmph4ZkpemAMeNSPYhGd11ibAuAOFyCAcJWQeAMlZhhk9WW+qJl40sVqK6sIkfg3ABT8dKP7u20lDLDRpvLKXODA3SE5j78SPoybuLxh2Czljp+dSF1nKBOQvh+Bpko0HlTE8AjMG57duwX/l5JFzZ008lQofKpLJcAQfQvO1T5E9aaUTZpVZTaXu1h6jTA8QuL0PyG80m/J3jgOthfG+BytCuR+rwdpLjJ/ygc84T1B0YlNPQrKt9K06ZpkHaLjROPEfpCOqiZUHGMCQl+50LBy+mISemANeDtF06liDb6LeAnTdto/1pGoyUnyjJHiw4l7AMD48Pvzfx9/hDeGhYLXyWsCHKWC60GDBi6e6ZKCmps1Lp3CGZ7bFSXoJTJiXDspd+BMYjZX19bo/KjoQdsIwB2etJmsHICui6gASUHdPUf+xHuuiCQcLKuiRwGnSCck1iZH70cJkQZAVTAGLuolJHBqpZNhSY3fVyr+KEMS7RCFwN8ow02bhGQKvVMNA3rwE9puE2+VKa+FqCIVVwcaDejHD/oUp+CITjc8iZxPE770c2dt7ikhiLTppRgq5hJyoApMCgW0KNsb37MpyXeslExQsEsDWB5nevA0A6ZSfuvg/7xvLqga4ac1ZI6x50TRyw+zLO15MecVg1IxIOjgNvGg9RJcJSaXw+VzC6/zUcQ81Ze4Nqt47VQxKhf+3/6c/h+K3ikIKyBx98EGvWrMHy5ctx3HHHYd26ddi1axeeffZZAJQlu+WWW/CZz3wGF198MVasWIHvfOc7aDQauOuuuwAAK1aswN13340LLrgAixcvxllnnYUvfOELeOCBB+AFfojnnXce1q1bh3POOQeLFi3ChRdeiE996lO45557Djg2ALjzzjvRarVw++23Y8WKFbj44otx7bXX4qabblLZshNOOAEf/OAHsXz5chxxxBH40Ic+hHPPPRePPfbY654HpiOSXYh1OuZveQAQpDcV6pQ1738a0PRIDT04xnaiPzQNPAU4j/ySthtKZggJK+WBZzj4rL6kOXd80QluGJm/+kfIRjNp7Bwn6+sB16gc8d5oXG2L9qxhwHHAegKw5PvUpej7YIWcynRzM9o3GAdLpRIeifFFlfUMQTjR4kxOBMGhDCyI9h3IhvCeHIHBuFF6UF71X9xBfKI4IAp0yqI0JQ9U60kczdSCYxRQIJNZBpiZQvXj5yWPXydtOdbfC00C6UvXUomykAHjTIEKOTreOXeIpBzm69SsgXQafM6sSMJD58QjjJVVwnOrugpTBulXmTpkswqYVqeZfPz/hgHrPWdC7Nyt/pT563XBMXcCKukEEiphCdj31fa4CRxxY6Qd57Y06ItGOrbRLaRksF0dbxm7O6lNFZ5rRHIT+b4WXlz6TpoSXWDuO7yENVP+Kz+Mfm/r0ANi1x4inbKs5cL3OMZ2Fzpe8zxNzXm8+1I1W0ig/pn303TYxPWKz/jA++eT1AaY6m70PI4G6PfRXVGjAmcSzcDaSYPE7HmkgO82tQSny4qJqubTNo5YGfH/GJMKUEzCTBxzKuPCmm8mMjtzP3k0+t6kg3EybA+LBOm2pSMEJo8PvxeMSSUeG5eLEJJh44ILE0T/RHAoTlmtGjMxBxms+4IjlenMZCnwlnVRNGzkgksz/cH/BYB0yp6ZexFmDdYSIDH+8NdNoT+MvV4mcYyaGZnXx0uyYYYrpfnQlsxT72/GfEHnLZ1RcxLPlIX2Um+oOMwpOyTxhuKUhSXHvj5Ky2/fvh3j4+M455xz1Hssy8IZZ5yBxx9//KDbKRQK0PUDa+mUy2W1nwPFE088gTPOOANWTJPp3HPPxejoKHbs2NH1M8899xwef/xxnHHGGQfddjykB9VFJ20HsjIJFho/exLSdeHbwY3z/OOR/uD/UpmjbnpRtB0XPBXwnACIagv5/+c/VIbDr9HnQxAoHR+iEby3FYGC+hc+khSBBQg0pLMwBhZRV2D7F8/zAU8QkAhBX/AeMUrSEKy3CLhB52WzBUgGrkv4cRtNp0USFnb3MrP/0HcBAXAdgNfWfVqKSUr0kaaamK5Qd2GsW1S/4J3q955Cs0PDjAYbfE1qNSLEux7QrNHNNjCIh0dZJFm3k216paloTI6AnJpRT8vxv+sWzSPLpgFdg2wls2Vhxx0dSFBWq9TUdcM4RygeqzJvbkTiDzNklDHzgVYDcOzEXISfYZaBWcNVwHVh3/1T2pekcTb+9k8pq+a2fQ6UnYXnB92yvtoeT2l0jVcrlOENPhvKhLxW+IIpoLHkhYc69xsYgANAdToFOyBNC5/h1QetRKas+gkqa5d8U2VLMparsl7xCEuR1ZYJ19FIpDf2nm0rzoWu+x2fA4DCbY8EY0ME2DnxoDQu1HhL9+0A16kEC1CpTNcFcszv0A0EojIfADz66hwqn7k8kT2y3aAcDmCmnsaOTb1qPrSY7MccvYGjXvmh2k/7/hq2gdaPfoXRn1EW0QtkMELgFI+wBAwQwBjINtXvYYSgI3uAddpPfi1UBsyQgNUffSgUjw2/ZqF+WHx/ns/RvPeLiX3HuYLxrsn42ABg7fyk8PccPeikDMAXN5Lnuz17WPcN+Ft3K6AXP2c/fnlexz71tsvnQHZSh+P3I94wZ19Kiauvvhqnn3660iELFffbfSZnz559QDX+qakpfP7zn8fHPvaxA+5r27ZtuPXWW/Hxj3/8oGMaHx/vuu/42MKYO3cuLMvCqlWrcPnllyfMzuNh2zYqlUrix5YiCTxSWchGA82Hv0ZnyCNCPQDA99H46hWqfJn+0BcAdGbKqHwpwUwO2fLBGEPlY+dCTFdgpHxoOVJbl7GsTJh9U/8ySaCj6QDxGynngOfA3vI4aXy1a7JxTjpwjh+VuVp0Y9MWDKnjgO9FC5ZGi0vCUtGPLfxhuTZuNxR0SnpNyhLFeaUy3rIfbJQP9SWOFwBgZcBMDe6+JlotI5Epk4FVlti6I9oUk3jpXxig6eSZNzxC2SYhSYmfM/iP3BEb4xT8kkvlYQ5A0/AcQj9Ips6bZ3MafAjGq0m9opn3rk6Ou9kkS6QA7EohAM5IJiKcowBMMy4hRZQlkvUWkMpAlipgpg5jYFG00GiaMiSH65LkyHQ1uYAZskNaBEBkTB9myEL9tRDkF3voIUMIUrGf6izTHihsV8fjw+9V5S065uBfGWUauSYhBAmgck3iiLdUE5myECz2aI7KlAnJ8MLid8F3OZWcBEGkUNwzZznIFm2y84rNg+tocF0NdjN6aAkX2srHzo2aAIJ5cOqayoh4HqnbN0om3CYBGivrgTPSBzxYLD61BAC48EK6RjRDoNeMukXD/QrJoHOhSqCaIeA6GvyYeOuv5v0BjFRSrywe1Z1GB1j70oIPoYnk+W8n0YeZsnioMuMBVp1Zj6xXv4fdtgBx+sx5GdIXq5sKgNZrAR8ymPN62YIrOGqc5iD9nv+R2HcoAkvbZ4lyZTi23XYWn9oVfX/jwbmEMaijVdKR7vPUdkKOX3gdTHMd0va6ise+87Q98CRHxnQT5WgpozG0i9EesjicKTsk8YYBZVdccQV+85vf4Lvf/W7Ha+0ik1LKrsKTlUoF73rXu3DMMcfguuuu67qf0dFRnHfeeXj/+9+fAE7Lly9HLpdDLpfD+eeff9B9d/v7Y489hmeeeQbf+MY3cMstt3Q9DoCaG4rFYuLnlld2RQup68Jd97dAuYLKjd+DPcFhvzStPu+/vAOwbaW3VP/CR2hcjVgnUplEW0ULJNdQChZux4e3uwrhMzj7idsTgiZR8VT2rLmbnpo5k3A2Ueu7Mxl9uWTTAWamIevTaO4l6QVRqsReb0G2PPhTDZJqACA2bYKs1ND8+av0nlIV4qUXacHXNXCdFg0tE3tSHN8DMVUlSYwAlHn7mmrx8XZPwg3u8GLvaNJaJ0Y48u7/D/rFdkgWYzr2SF6Zhmz5+NFT9AQbSpMAAALeor+P3i9rJCC67H0+6YQBkOUSqXTvbcDbNg7Z8iHG9ys1fTlVgj3BIRsepBNIRACoXnUBZMOBN1ZDc2cAWjSddOiaNvz7/4nEgbuE9ATk5ASBzTAr5gnlielN07Xg7ZohbphgaFZMzLx3NZozJpXZZvZDtloQ1RbcyVfhNggYyHoLsuFhYiwPOVMmxfktdM1Ihx4eWmW9uyTGyw78V/fC2zIOUbYTGnVunQPFAXgVQJYbcFuaGufrCZJ8SH7n4gC+Ok0ZznTOQcUxkbVcNFsGtj5WxP56ZHnUeJEApy+4ypS1HB1CMjTLBpUDXQ2FdCQnUm1ZqJXIp7IZdC5KGS3qYfZp8gkfthtk6WouPJ/DjZWTX9k1QLIKjLIuns+x5IWHUKtY6hhcyeE4GoQEmrXuHKcXf07WXZvuI67jvKd/0sFrmhmLjtmu6/Alw9REFpmCjVaVjmHMS6sOxqano1ZJgeVTKKQJrFqGj7436egdbqBhG6iXSWpkjgu8IpJNCHEpCcYkFgyVgnmmc6ZxCcfVIARDC91Bx6srz1Gg2xfUTVnhGvKSofFiA0IyGKavui/DTBRjdIyaLqAxiXP693VsO3QYCDN6+Zytjl0Ghume4OhnB27+8nwOd7+H6nQKUztpflft+b4aR2hcfodRRnOLAyGSxuwA8JOfz4EtSTg4lMEoacnyqX+Qzs7faUj5n/NzOH6reEOc/SuvvBL3338/fvrTn2Lu3Kira2iIsirtWan9+/d3ZLCq1SrOO+885HI53HvvvTDaVehBgOzMM8/Eqaee2kHE/+EPf4iNGzdi48aN+Pa3v632323fQGf2buHChVi5ciU++tGP4pOf/CSuv/76rsd6zTXXoFwuJ37+YvF8yKCkwwo5+Lv2wd87oRYdc16GSnQAXr5HDxZL+n/It/JK0QLHi4MR2Tt8X2+W5A84YGZ8pI4wE58XLQktl7wcGJfgOa1DHJZEQi3IqVF6um7nJXkCokGSGEoawnYAy4S1lDgy0naojCWE4iAZRamwlHV0AbIVcHRibgXmqogrJh1BYzQEaXRpUs0TS0VPxXseCuegCGbq8KZjN14rBWZS92V7tCv/K26bkAqUsWKPmuNQHwyer+ZMTFfg2Ry8P9A12knXU/4W0lETLdIo8xwO9PSpTE57Ri/B6eMMsCywviKk7eLoPwnsrHQOLQWV1ZSOCLwOSRKDpTjpmFUdIJ2DGI/AvtUTihBHGQDZcgOplGB7Hvl+K+NUrwABAABJREFUpooeZKP74iVt6rakxgeu5Dt8l0M/7h3QC0iU815vdOP8SAE4QoMALba5jIPKdJShCdeDghGNNbw+SjK6P8QBjedz6LqPSjOiBTAmoekCqbyrthn+m0q7ShNs874BBUJe3RBdf2GJuD/VDKQpoqzID2Z/UJXFms1AfiZ4rVsZyxccLaHBB1N6V8/MvQjVVpLGkGgKcCOJi8p0Wm33eUtDwzbgOVT+tF0NvCeXOHZ3X1Nl8nyfgzGJId/FKawnOa64gK9gGNtfUECoJ9OCHwMoTSa6fq5USneURgvChwCwe0tUgg0j7Fj0A6/TRsOEBJ2HbhHnylVrVkIbLIym6PzbHi/mYyoogxpms56Ze5HKnqpMJSQaM9H1tc+NrsmMCEviViQ90nW0h+P3NQ4pKJNS4oorrsA999yDRx99FAsDCYIwFi5ciKGhITzyyCPqb47jYP369XjLWyLScKVSwTnnnAPTNHH//fcj1aWDbu/evVi9ejVOPPFErFu3rsMGacGCBViyZAmWLFmCOXNIMuHUU0/Fhg0bEtIZDz/8MEZGRpSF04GOy7Y7ScQAceIKhULiJ53hMK/8DACALTsG6S98HdqcWci+eRCp2RLa0QvVmVp+65vBlyyCPhj4Yg4ROLSOSvLjeE82kMTg0Hs4eT4WMzDmFaCnBWlr5TJqgdT7dGx9jABTeg6VgTxPg750GKyYgTkUcUa0kR6wxSugLTsV6YUaeDEN6y//Tr3OevLQCgaMBXls+QktTvyUU4jkfvIJ9P9ZfeBvPg3agiGwdApSAG45GIvugxk62NEngPfnwXqz0EKvTt9XN0Hz2AWwZgFaCuDLlibLL0a0sISCn2xwECyXgXVCBPz53KPBDA0LH/saHdv8oei1o5bReI6i64EN9EO3BHg+DRSC+c7mwUwOc2kPrJPmQZuVBT/6KJUp0998AvJLBHhPDrygg88bBAA0v301WM5C6vjZKBwbcYD40iVgs/pgfvR/kmODGkyMoJw2weYugGy2wGf3gY3MBstnwHsKYDpgDNHxmkfTsXBdkCTGcB49x3EYy4bBRpZAO3YZeJEWDC3H1La1ISK080VzwVIcqXNWUhazoAPFAswhDdpRsUaKILIn5qGvXARr1UIYiwaoCSFwdrAKXrAfHXyoj0roPQcv08WjPRMUhsl9cAB9s+qoNUy0HB0GkzAt0rNbemY1oWeVWkoLbA+LpCw8n8O0PJgZD5ZBHbaFtB0RsZlEpZpSivYAZWdSpod63cKsQQLvbz1zXO0rlL0wdKGA6dCCClKWqzr2OJN42weqGBihzxcKLaS5p7hsGk8ec2g3FYLMUKA13H88cgU6tmzKQbbPgcYkenua6J3dUPZE7/BrSJkedFMgr5MciP3rSLBY130Ys9No1gxkLBfZvI3jd96PomEj3ZYBikti6JpAX74JU0sagFsBiIpLYlSCLlVPcMw7qqQyZVqsq3EP9zA4VCX+nM+hBzAm3nGa6XGQz9vQmESFax2keVPzoXOR0ECLy5toXELnQrk3xGOu3ohsqjgwe7iKbE+0JqSC7YQuBMt5AbPeHjQXMYnZRjQ3p7xpDEYw/v5ApLcgCGCGXpzaQXxYf6dxuHx5SOKQgrLLL78cd9xxB+666y7k83mMj49jfHwczSZdxIwxXHXVVbjhhhtw7733YvPmzVizZg0ymQwuueQSAJQhC2U0brvtNlQqFbUdPyjNjY6OYvXq1Zg3bx7Wrl2LiYkJ9Z6DxSWXXALLsrBmzRps3rwZ9957L2644QZcffXVqnz51a9+FQ888AC2bNmCLVu2YN26dVi7di0+9KEPHXTb7eH969fplxnK2LDhoUCCQZIBeYAzm7f/SM0NAMDsJPobA4sAREKtLKWBpamLkeUycOucsmamAZhRiWT+sqAkpZM0AGOUGWHZNAnBBiHrNqCbYKkskbvbfN5YNg1m6eA9ORx9edA9lu8hOY+wMaFYAMv3gg0OQgrqmjT7w9IwyCg7AM7MMiOJASN6Ss389TpYq48hy6iwezW8omM3g2M3BNInqXQkWBtGKgtWbPtbGIFZO58dPHnrOnGvNA3QQ5VbE9pggcbYJTuLnn5oRYvmhDPw+fMRH2jCs5QHvDLDSGiUARHPjz4aHGsuC3AGftJbiYvGWTKjFr6fAcJjUabP0MHSBTIct5IlMhY3nvd8MhDv648MyQ0DWn/mgN5+0DT1w3QSj43LrUBnyH72js59vY6IWxuF0fBpidZi5OusFUhUaAI7H8skiP75r/0osb1o2FFXIuMS1Vi2SEgGy/Dhuyzhj8iZRG9fQz0M6HN7VIl1yWllZUgeAmrNkjAtX8lhCMnA82nVdWnlPAIyQTk0lNroFhqkksTQLaGOORxXGPWWCSMr0PQ1SAFUp1LgwaJvezpcT1ME/nTOSQj61psm3H3NQIuLQzcFNi28APfrWQy1YZf2TOZ4ObALY0CpEcjudKlkheKxOhfY83JP4jXOJBZnK0iBK1/LbgKwnJHItmOTAGyNd5Lv43PSrctR3VO66JSNeWlowTkLJXgqk9GDf7s90xlNSZqBwVgrsc5Ye4orML1/hrilpEfNcNQrP8QbKg5LYhySOKSg7Otf/zrK5TJWr16N4eFh9fO9731PvefTn/40rrrqKlx22WVYtWoV9u7di4cffhj5PGVgnn32WTz11FPYtGkTlixZktjO7t3Uyv/www9j69atePTRRzF37tzEew4WxWIRjzzyCPbs2YNVq1bhsssuw9VXX42rr75avUcIgWuuuQbHH388Vq1ahVtvvRVf/OIX8bnPfe51zwM3OVgoHttDGRg5OQlZbYKbHDAMdbNMX3IWSTyEEhcpAhRK8gKAO0m8LZ7SwEwObukEUiwTMHWM7ipG7w9Bks6i0l+gU5ZKuVSCMgzoQ9FNKL6YMkNL+lkCKkMCAOZHA27f+G7YP35WSXio5gDPo/fwYB7C5IlhgKXzCUV4+lx0t20+/DXImTKV13J5aIZUXapi7JVojAUCVc9f9QxgmgkgwouDaqzLfvn/KKI9AKCPMk3Kvy2bA9cBls9AvvRrPMZzgGESl8vQgVyWwKRhKAkLFcUiyVZ4Lj0np0g6wh+vKMAJ3SSOn6YBoq18GQcwmgbkekiio7+PuGiVKh2byaHNo+MN3Rq4LmEWBWDoBPINA+43vhTMM014Y08A9NIWWMogQBFeG/2zwXjbGAwDnrM3OUbLoO5V3yfZlJRFkiZZS11bPG2g8dUr8A/7hiO3h9cRpPlEivTxSPEDC22G/K14hPIUobK+GjsjZwjGAv/Qtm2ZltfVsLxaTilJCW9PSf09FMaVEkpCZtYj62E3o8W6kG9BNm24LQ0cUGXCboR7ALBFdE35YJh/YjmS5vC5OtZuSvJpzQfjgOtq6n39hQYsw8PUVBaMSTi2jupWrjhlKdND+r2nY+iddCzznv4JpAQu9OoJU3GgE+gM5oi7x5iEFrwWlusO1H15wq771O/FYlMdRwNCkegZk8hoHjiTyASZJcboGSffR5SCEc9PZBlnYCQynPFrYtWe74MFTgFhpqo9jp+3H75kKBZp+0baR9+cyCIsPPbwgfCd+/4lanKRLFE+zwTNl1nLUfMMUBPBM3MvQn82yqr9Psb1118PxljiJ6QxAXhNMXmAmumuvPJKDAwMIJvN4sILL8SewIYvjJmZGXz4wx9WvO4Pf/jDKJVKv4tDfM045OXLbj9r1qxR72GM4frrr8fY2BharRbWr1+vujMBYPXq1QfcTlhiXLNmzQHf81qxcuVKbNiwAa1WC2NjY7juuusSJP8rr7wSmzdvRr1eR7lcxq9+9Sv8+Z//eUd59KChMwVS+JEn098MA7w/T2fIsRXxwL7nZ8DgHLA2mYpExgWkmSRakc2RrDUokxPKKYScoDDrovPoagiMrX3BAcuEKFUSivIsDpRSRmemzDCAlJHUQBuahx2P5yHHgvJIswlkioAUcG+/AUwHvJJQulnMMimbk0olZCriPC+W741Amm6CcQmnTmPZcem/oj2WX78I0PXEeMX4NsXn6wgn7CYMXtf0iKNX7EE6uHxYyiAgGmSI0hdf2ykj0miQUK1tUwt8Og1RqmNmE3WqciNoHR0IbkDtmbLY/EMKMCtN2+QM4rEHCWjqOp3fUOYkNv+pk4ZJFy1tQLZa2H6vBHRDAQYjEzYbaIBlYtZwlbKSGRMY20VgReMkCFu3wSwLuhk5I9BkSoBx4sO5Lo0nnSJ+HQf+etW1ePl+C+AMGck6BI8PFmEpK64jhpi2UwhoACjLoZTlQUoCImqIZSoZxYn+NN3B9+IAmRjhk2RLfP9ck6pbEwC0ohWBAVOHlAEACK63jQsuBONSeXJWqimwtIVMUArTraDpposUBgCkteg61SBR36ND4xK+y0jIWCXmJFKF6NyHwtNSRCr4ALCrXEDDNjA4VIWUDGYwX2HouoD382fR/HUJGhfYffLbceyOB7Ce55Bqu3W2Z8pCQn1CV+4gXYUV11TafinTg93SkcsGDQdgiXJhww8eJIJGCympe9tpRN+5sEQLkE4ZZxL9/XVIGXZMSjRsI9nNe4Dh7RujBMBMKU3AtqnB7A/mKJaFDfmw9wxdAtZHFACNS5Td6Dr758fpO1O3TTVn8z03wW97w+iVHSKbpeXLl2NsbEz9bNq0Sb32WmLyAHDVVVfh3nvvxb/8y7/g5z//OWq1Gt797neryhlAVbCNGzfiwQcfxIMPPoiNGzfiwx/+8P/ZfP0nxRuC6P97H7EULysOqt/98RIp73u+8n40zzwWqFeiDsI6XYzxTBlAxP7E/y2T5B5CXatMqEYb6Al5AtaCIFsnghZtnwG2QyDLi75c9ub9YEXissmmkwRfQHddsco0Fp7VUFZF0HXArpNGWYFueqHvpZS0DdmMdXSG6u+xufJ/dB9lGAUAz6EbZlAKGn4TAar4TRdzjqBMXVyNXghFyvfu+1pXpXqEQLBRp6dhIYFWEzkfgG5SJs12gFYLsEw077kBcD0cuyMyRZelSiBtokEwAK4LpnH0ncLBDI0I+ppO2a90F1/BAFyfU46eCllvD6Tno/pAkBU0DAKpbfPPmKTjsh3K5DkeFv33PtJ2Cx7vlaJ/cPwTY3nA94ik7nkBQZ2ybCG4bA9Zb6kbMbknUMkz5NetQSSBsdiRHQ0kiXPVFhqnLFa76vqB/AV9lwj7jqcprg+AhPBxyClLmR6O2PiIEkcNQZGUDKv2fJ+4XDrJ0sSzZYrYHXTL+WVbLbTOtgqEZAlvzKEFFRy95Ydo+ZHPYvYL/4ZWlVhGvsvhC56U8DjIsU7tz8LzOZyGrrJRAGVd6tOxRgUefd51NHV8Rc3Bqj3fV2CGMSC/MJqr8H1TO+leUitZ+M0RF2C+2wkaWjGBVMYijTchGdJx70vJOiQxnpl7EQqGg/w3HlSlXdfVFOiyEc27rgulU5aQlPAZ7JYOCWDF7En12ZdFTr13aiq6J8bPS8Mj94N4GTLecBA2LGhcgukMqR4PbunAwMkOBKpDcJXTovvjH59I1RtLJ+7gW8buxkyQRs5lHNiu3tHgcbDvxX9p/CeVL7vKQB2Acw0Auq5jaGhI/cyaRTqTr0dMvlwu47bbbsOXv/xlvOMd78AJJ5yAO+64A5s2bcKPf/xjAMCLL76IBx98EN/+9rdx6qmn4tRTT8W3vvUt/Md//EeHzeOhiMOg7A0QfkVATlAnnLvub+F+7yaI0X1obrVhTwD+5i2K0yV3j0K+9AL8SnCj20slJG9HUohT1m14JQlRcuDua0I2WxClGsRMDfOWzkCUm0ClBlklwOFPRzeO6itSdWx5L++CmCzD2Rul1ZnJIBsleJsehbOjBVluQNaiTj45NQMx04C7dQrek98HAIgXnodxzHzIeiBJsGkrxOM/hhyfgJyahvSIA8cLOi1Krgv54jMQo/vhj01CNELnAicScTz+WNR+8AqEB4jNm+E7DIWR4On6T/8wmt9dm+mzr74CMT4B5zc71Wv2rV+GaNKxb/vCSxB7xqLj+PUzNAdbaY5laQZenUFMlyH3T+AoXgO2vQAx1YC7ZR/cX2+Dv2McYvPzkLVAA+uXv0Tj5SbEdBWi7kLWaviW2IP0B65TWb7mi3W4VQ5MT1ApcmIS3oO3JUqY/gyBzIeLyyHKDchXX4CcmoHcP0mLLueQO/dA1Hz4e+laEHsmoWsCTkOHt2sa3q4pNDdOw9s5Af7mt0JsfRViH503p6HB1H2IahP+7gn6/M49EHUH3qaXqUN0vAX9Dy6DvbMJsW0X2qP5cgPexpfgvTwGf6JOwr/Bde03GY5+5u9pu7tGsWpwP/yZA9+Y28N2dUjJIp5WLHzJ0KhGCyp1Euqo1lKYPVxFy44eWKq/pOu9JA2V4Wo5Ol468p1wGjocT1OLYrhwh9mzxrSpQKGUxCWKZ1c2PjqgPrv9uV6SWfA55DQ9XLzyyiz8at4fwA9U4D3Bsf24s1Umz27qqPgGWo4OF7xDEiNc5BueAR9MAcBGw4Sh+QqkeD5Hs2Goudm3LQ9fMtTrFgzTV3NV8aN5qXs6mnUD1psWKX02X3DseMhArWGiYRtqnO8fuxOt9obrmHit55Olkyfo+FWWswuOabGI6L950btx4u770LAN+ILD8TQ81+zFsNThtrjaRiXonI0Dv8aMocD3w1Oz1blbxul8t0tieILDDoBkWvPQsA04voaU1Zk1NzUfWuBxKT2JyR1ZVPel1LGGEc7Pt/kEmr/Yo0B5vOy87rl5SqsuzI5tDXigtYaJmtOpC3eoQgrxn/LTTQbqxhtvPOB+t2zZgpGRESxcuBB/9Ed/hFdfJTrO6xGTf/bZZ+G6buI9IyMjWLFihXrPE088gWKxiFNOOUW9581vfjOKxeJBRel/V3EYlL0BQgqSTgCIB9T68SYi03fJArz4HfIUVLIHQRYnrsIPUAbLt+kmIlqgDIiQkL6AH1r62E4k3eBAgROVKRAM4Ayi7pAie7htR0JWJoF6hbLTnEHsjZ4wZKUGvxJ8IBCNRaMJsX8GshEqfUvI6TLEVDV4ogo+GzoQlGqQ+ydUqVSB0liZtrHuIUif0fE0SG4g5JTF9RZkJWiemDUI2G4kRAsae+iOcMRFnF6PHQcABQjRjMRRZb2JsmtBlsukG9YS8Kdd0ouzHZKdAJ3XxrQJljZJKmL/FDTGUfrgmfAnmvCnbXhNTuKnnqtcDMTLWyBKMb0lISOVf84gJyeUcn7u/ceD5bJK0NUdD/wmq060IHoCTOeQIihV790O2bQhmw6MgUUKkMg6ASVdo2yXbPmQdeI9iZjbghKYjcXgT9YrgVpmcsh6k8B13VbirgA9MNQqKaWL93qi5lA2KV4Ca5YiUNHuC2l7Gjyfw64ny8hxLTulM8ZJzDXdG7hqyM6sFGcSZiaWRYq9Xo+Bp3gJMfw3zGr/wrLAGKAFJP9C2k6Mx/c4MoxMzLvdmBXHKta9KCSD2cXAOlzwNUb6YDIACIxFJdgMi4H+gEzPz75YZRBdj2Qy8jkb2bSjAM0jsz+A9byS2F+cz+0HHqKh52NI9D9Y6Fyg5ejK3zQEVbVgIqxc8P0XTPllxs+B62goVdIQkuFlPQmsZtBZJi9mWx3drVIy7C3nO967RWRV96UUBL72TeVixx5ImAQAba8zg9LuVHAcHDWpqczbYkfAB0vYYjltDMb2xoH/v0c3Gahrrrmm63tPOeUU/NM//RMeeughfOtb38L4+Dje8pa3YGpq6nWJyY+Pj8M0TfT29h70PYODg2iPwcHB12z++13EYVD2Bgimx5TuMxnkvvo18MEeZI5KweyV0I5dpkrzy79wFPjSpeA5Dd4LG8CPXAwAMI5IXoR8IA+jKMFMBr2HB5pRJrT5s4nob+lguYzqRtQyTGVusrM9Ij1zCX3RCLSRHphzo3KIddwweP88aCeei9TiNFg+DT5nWbTv2f3Qcjr04Ry0VcQT4SuW487vZsEDnp9+7FLwM98BPncArL+Xql6OJAkPnSQk2NIjwXqL4D05aH3BjVWPiMrGSArWbAazKMCXLARjEvt20E31+T8hcHDk+Q1gMuCxWSmw/h4YR86K5j4d8wy89hbwkejLyuZQI4ixKOi+LOQBJtW8fUbbBzYwAJbSYB41C9YJI2AZHfykE8BTQclj6XwUFzngAz3gOR2st4g1bATm6csx/lwaz20YRHYxh5nzgEIP+BErwWb1wfjTT4H3Rd6QTOdgqaCjzTLAFh8JeOQbykbmwd+2kzo8TaYkMYzFg2g5OjRDwFg2BF5MI7UkBW1OP2787A7w2f3gAzRfZiaQ5OjNgBeCa2L+EHhGh3HKChgpH/qABvff/x7miAl9SRufDCSI27jpo9AXzqLt9BWDRhENesrHY8tJYV2bN4j31sbUOF8rOJPImS6ZW8QyEyGI0phUEhAAkGI+Cmkb2ZSDvqWthLBpYQVdPD0sLocgkEq58G0OU/dhGNQhGWblQiDoNDQl66BxiZTpwdAFskGX5PFnTcIIOhsNXUDXBEzDB8vTAn3pkt0wguyOrgk0bAOzV3NYKQ8mF8gWbbDAtBsAskUb/f2drgd55kFIahSwDA+m5VEnZwyw9vbQw09oT8UCSQwpmerqtALwohkkBZHKuPDuvA3ZIs0l5xLL3t1CtWbB9zkGBmgsvYaNZSwCJQDQl44Qu64J2C1dzVPYudhN4d6J8XP7++vKT7an0ITGJU5CDZPMhzWbjs9Ke+hH8MATZsyZRKbgYHCoCo1JLPN05DIOmg99hcYLV203fEipN00FGhmjczm7r9pVEmMpj86BMWShd1YD8+aW1PGFIDYTNKH8lbkMs88iWQ5T9zFotFQJ8i3L90JnAhqk0lk7qSXUcSxcMN3Vk/WQxH9S+bKbDJR1AHvA888/H+9973uxcuVKvOMd78APfvADAMB3vvMd9Z7XKyZ/sPd0e//r2c7vIg4pKLvxxhtx8sknI5/PY3BwEBdddFFHTfe1ui2mp6dx5ZVXYtmyZchkMpg/fz4+8YlPKB9NANixYwcuvfRSLFy4EOl0GosXL8Z1112X0B87UGzatAlnnHEG0uk05syZg8997nMHbBD4xS9+AV3Xcfzxx//WcxHysFixB/A94u70ZknioL3+Xi4BAtCPeRuQDfhYbZwyxQELHwaDTFlHp2QsQvFTpkeEamWnE3sUVqr3rp2w04neEOPdhNmdQi+WubYioausk+NB7p8MMjgs6duom0A6FWSEggUyRqBnGic+F4ci44ffqaE59CTP8yn4T5HBPaplMFNPqpa23KQpdxdiKisWgv1pkLHSgsHa5tIwUPjmQ4DndWQuAVAXLGfqlIRddiylQbgc8D2IiZ0kIJtKcgJlfI45oyYEzmi8+Z5EE0cIrkOun5SAbNK5YoxBui5Ob/pgAwOAkHAnX40kJeINCrpG29J0yp4KmVDp7wiPRIXDjlkpBOD7Kmv45s/PCQ8cp2TmH3g7bRFqfjEmEx1yjEcZKSPtd3TPcU3CqwF9+VinXL4zaxNmOrge+SFaevL8ua6GdNHtkl3p1JXiTGLuqqriR8UN5jmTMLiIABRn0AwBR3D4Lkdd6Ni08AIABJYSjQWhVyIXqr9FCIZFmx5W5TmAgELYPGC7OhadXlGcs3rdTHCrAED4HKbmo1E3ASlU9k5KBv30k5Stk2NH+0i1ZRLjPCgpWQKAaVzgxN33KZDbH5taU0YNFnYz1kHuamquU2CQItKIC22WQoAlJAkkh9fwXl0mGhrimUUtMa44P5ChVOnC5QQUUZ8zCWePHbw/ej0EoGFwiYQIc1y0lutQ58IJyp2loBFESIZ6uTtYOSRxiIj+8chms1i5ciW2bNnyusTkh4aG4DgOZmZmDvqeffs6XR8mJiY6snCHJOQhjHPPPVeuW7dObt68WW7cuFG+613vkvPnz5e1Wk2954tf/KLM5/Py7rvvlps2bZIf+MAH5PDwsKxUKlJKKTdt2iQvvvhief/998utW7fKn/zkJ3Lp0qXyve99r9rGj370I7lmzRr50EMPyW3btsn77rtPDg4Oyr/8y7886PjK5bKcPXu2/KM/+iO5adMmeffdd8t8Pi/Xrl3b8d5SqSQX/b/s/XmcXVWZLo4/a+3hzKeGJJXKnJBAGAIIhpY4JYiEIKJIO6K26UZbG8HLN5fWRrsbGlto7TTajVfU1hu8guOF0CA0ggIBFRCQQMIQkkBCkqpKUuOZzx7W+v3xrrX23uecKqAbDb9r3s+nkqpz9tl77eHs9ez3fd7nOeIIuXr1anniiSe+OgfoDxClT55pfi9/9j1/8O2PnX/aH3ybU8XY+1f93tY9tOqtU75fufyDv7dtmzGsXPl738b/izHwpv/6dXFw9dTn/fcR249Z/aqu74kF73xV1xePR+a8+xV/5rG573r1B6Ji10mnSylf+bi2LDr79zCaQxeVL374Vfn570Sj0ZBz5syR//AP/yCFELK/v19++ctfNu83m03Z1dUlv/nNb0opaR52HEf++Mc/NssMDAxIzrm88847pZRSPv300xKAfPjhh80yDz30kAQgn3322f/WeF+NYFK+dsypDh48iL6+PmzatAlvfetbIaXE7Nmzcckll+Bzn/scANIgmTlzJr785S9Pajr+05/+FB/5yEdQrVZh251Vw//5n/8Z1113nSERdorrrrsOl112Gfbv32/Srf/0T/+Ea6+9Fnv37k2kOj/4wQ/iyCOPhGVZuOWWW7B58+aXv99nrET2LXPhXvhF+Dd+Bc6HPwvv3z6PcP8YgqEG0quPR+XmLej58Qb4N3wZSKfRvPsJMJsh9Y43wD77L9G48jMo/Bt5PPrDz6Nx5WfQeKYMS1UZ7Okp0hQrZPDsjQJHnlGBPZc00XJf/AlG370SPM2x49ddWHjcGEoDKTRqDua/NwXZ9BHur6D7h/fCH34e9cs+Bfcv/hys2IfGP10FnnPgfPSjSL/pwwCA6t+9H96zB2BPS8P58IdhHfMmBLd/G807H4b75uOw65oXsPBTM8EWHYHwN78F6y6g/It9cKdJyAA48GwO89+fA1+yCHJkFGJkDP5zI+i56T6Mvmcl9m0uoulbWPKWCfjDJDybPetojNy4AyMHcjjusa/hidetw4mbr8ETr1uHZT/9ANIrPoT6Dy+H2L4DaHrIfemnAICJj52O7b8s4MTN10DWy/A3fAXuhV+EM/0I1P71U3QuvvF3yP39jait/zjGb96J4lt6wDIpbPiuhb/4wjR4D2yBNSMHlnIQDkzAedMyNH/5BHp+eh9q//oplG95BoV3LEbzt8/DPXEubvgm8JFPW3j+26PoX1KC02eh/BzD9AtfD7gpiBdegPWO98Oae4yRxqj81V8gf93/RvkTfw53URes158I/56HYC2ZDT5/PmRpHGL7bjSemYDdayH3r99B48rPYNvNNmb0VXDwQB5Hv18g2F+BPb8HaPrgs6Yj3DmA9D9+A3tP/yRGRnJY+q4mYFvYdRvD4gtnwH/6RbirlmPgnx9Hz5ENpN9yFLzHdsJZOA1d//wb1AceMGLFpU+eCXvJHIj9I5A1D7yvm7iB5QYqzwTY+fw0ZOwAx3w8g99908cJZ4yh6/u/BADUrvkEnr7mYJvNDhB1ny3fe0uiE23eknHs3DYNgeQ4cskw9u3qonUFDnoyDThOiErNRdoNsOx5+m6MvW8Vdj7YjWZgm/IdQOru3TNrGB7Ig3OJUj2FtB3g5D3/gV/3vxfFTBP5YgPVcgrVBpVdc2kPfmChWGxg8dafY/DNp+Hg3jy8wMIRp4xh92PdAIAjTq+ia8MvcOD0lRjbl0W5koJrkzPFzCNKKO9PY2i4gGnFGvZNFDAzV8ULtQKWzRxGpZTG8S/chkfnnotQcFhcoOJTRqk73YQfWJgxo4Lh4Rw4kzh5z3/g0bnnoqe7jrHxDGxLYPaSCex4ejqmd1cRBhzVuovle2/B7TM/hLP3/xDPHbMGE6UMCrkm5n2wiOGfDWPB736BR+eeiyNOGYM/Dgzs7EY65cP3LXiBhWdFHkfzijlf+rx4oYW0HaDuO0SQ5wJCMtQDG3nXRygYHmR5XLyHBIR/OuvDWGRRNt3iRKbnWitOAs+EBbzoAB/q2Y/h4RxsS2C0kUa320Qm7Rv+lS6tDuwvYkS6WFKYwMK/OxFPff4Z1AIHKU5j0dtojbQboOHZ8EILbxy8yeyTvuYCwWFzgSNeP4axnZRtXbz15/jdvHeDMdJYe+bId+CY7XfgPfPPwf8+pYwXftuV4L0t33sLfjrrw+gVAXrcBtJugGN33p44BgCQy3g4Zvsdbdf+HzqqV374VVlP7u9vfNnLXnrppTjnnHMwf/58HDhwAP/4j/+ITZs2YcuWLViwYAG+/OUv4+qrr8aGDRtw5JFH4qqrrsJ9992Hbdu2Ge3Sv/qrv8LPfvYzXH/99ejt7cWll16KkZERPPbYY7BUVvKss87CwMAAvvWtbwEA/vIv/xILFizAbbfdNunY/lDxmuKU6ZJjby+BhZfTbTHZeorF4qSATC+jtzNZPPjgg1i5cmWi/n3mmWdiYGAAu3btMq9t2LABO3funNQE/WWFKhOG26gzUAt/SgGwmKBp5bZnASkgA4nc//ru5MrqILFKxhl4mifKNjP6KpG4qbak4kBYi1LNjEsi9mpdsxg5nlkcyBQgy8OAzSK5Ch2WBQigvr0OKVWtwnYIuMwmiyM2axbgpkn5PRuVDRiPaVFxTuXLumcU7d0l0TlLf+YvYeVB5H5GZaBZR9A1dNw1JwMAlp7rIb/yUvpASCT8uGQHz0W8pvC5h5P7ocvbrVYhqna01POT5Tw/oPJrh5S9LFXAbFLELyquxYK3N+H2x65RyzKCrczuXMZgnJlSJp9eoHJ0NgdW7Fbvx5ZV5zg6nkwR8JvgRy82LgAAlcoAGMmIIOSGEyL2Kk6ebsbwOpckZEOVkDMp+iznpjTMbYlTtyrBWnNNxdbzErp+Fpd4aPZ5CUX90EtOrvo9XcXVj5txDShRoxffNPR/I1sbVcaKk+5btaIYk0jlAtUBSuXHICSQ5HsxDT81pP1bc9StFy9zlWxIwUxnYbXpoDSYhpMOEIIhnfXhMAEhGNKqjNhaLo2H5tdVSil4MZkNAEjl6LqseQ6CuuomDTiK0yPu15ATaYn5gsNxQ7Bp3RgcKpplMh89E+705H6EguM3brJUHC/RCcnQlW1EXLzQSkh2jHTgltUCx4Cl+H6Q96U0nEfbEsaQvDXCgJtO2WrdBWYvaF9GMKTdIDFebUgeCt7R+3JXmCz3WrZAoGRQWmVPAKCbuwhKEYcuruj/gstgQaAR2Oa6fK6FWik7gMZDEofAZmnv3r340Ic+hKVLl+K8886D67p46KGHsGABncuXEpMHgK9+9as499xz8f73vx9vetObkM1mcdtttxlABgA33ngjjj/+eKxevRqrV6/GCSecgO9///uvznH7b8bLN5/7PYeUEuvWrcOb3/xmIw47VbfF7t2729YBACMjI/jiF784aRYNAHbu3Ilrr70W//Iv/zLlmIaGhto8LvVYhoaGsGjRImzfvh1/8zd/gwceeGBKEKij2Wy2abRUq0B6aAyyUQXv60b10xfAmplD+Ukf3OJwH9tqbqzpI1KQe4cQKppMuHkr7DWA90I5uSEvwNBbV8FKSTBbgqVrQCDBmgEOHsijqzQBBGNGlDSsAO5cegKvHiS5AItL+LvGwGyG6oscupWgubsOe/B54MAAqttCZOYEkC8+B7yJ3g9eOICwJuH0MsiH7weOfSuChx9H5XdVdM0jTS3xzHPU/VfzIORBBE0OJwgRlEnLKDwwATi7iVvW8NHcTze44MVxhIK+gNV//Cb8MqOJbudeBB512/UCaPz4HuTf9hFsu8VF6d/eaw6Lv2MY3rCApimHE00AijMy71h4O38MfY8M9xyAAyDYrSQiRsZIS2pgHLyQwm2ZAk7d/iK8oRDWeAlWnsMbFrC370ZYURP99hcxMZRBeu8ovAMCTr0BR3J4m19EMB45ENQraYjnd4EfczTC3QfAf/tziHQG9poL1PmRCLbcg50Pd2NJugT+wgsQw2XIpg97+nTISgXhSBXNMQ6rFiIHwNs+Dot3Gxsdf/cEvIOAO6OCxjO/Q+bkafD21JAGjFaVGKsrc/tuhLuHEIwGsBsNhCFDWAPC5/fBH5Vgz7cbuDd2h+CZAYRjTchAgleHAE6AvlFyEDx9P+3L4CiG2AwcPRwT3jw42ra+eFQUWT8Iohtrs2or7SugOuqarMlB7iLdDOGqiTPOHfLLdLxvn/khzHQieYumbyNVpw5U2xLwRBJI9PZX0aza8IMW6QcmoXsGHt3RjzkOfTH1WIRkCA7QArcPzcJyWYEEjHWR1yTpDgaJhpKx8AJLaUbbRp7CHCfJkHd8TPgpVHwHOTtArtBMmIgDQGWMHrYsJjHwYhcCSRmy5oCNYoGAWdrQRRnqwqYuUts2BHgA2PE/H0TTp8wiY8QP+3eXY5s/ArBoIqyFNoo8AmrD1Qzyjg9tjWRzQcbhggOx50hN9LdUB6LOSGmgM2BbmBMkAXNNPXlMVNNmrGHAUS6nCAiq01b76g8B9CCQDLZk4JK6TzUY8kILrpISCUKeAGrxWGhVE6LC5Yk0xuppLG1ZTndfbm4MYWxvwYDmouNhwTHEcUpJwAcHl5G2WyV2nWVTfts5/2OKH/3oR1O+r8Xkr7jiikmXSafTuPbaa3HttddOukxvby9uuOGG/+owf6/xmsmUXXTRRXjyySfxwx/+sO29l9ttUSqVcPbZZ+PYY4+dNGs1MDCANWvW4H3vex8+/vGPm9ePO+445PN55PN5nHXWWVNuW78ehiHOP/98/MM//AOOOuqol7WfnTRbrt2zG8HBBlg6BzFeMQDEtP/blrkpiIoP6QVG7LNVyR8AEPoQzQBBkyNsMoQNym6IRgjpCcxfOgbpSYhaAKEIqVKQBQ59nEOEzOjySE8mboqGqe57CH0O6UkEm6Isk6iFRkJDVpUERtNH9khSvBeSIRwuQUzUIZqUXZKCgXFABDFByApNcKLuJ17XwWxaXoQMCMhIOpWjDaffdWq04IRq33dTBBZi2Dnu6cl7ZycyglLJY5jMUNMn0nxAGaRjQychKRJWBGTIOp+TQFI7/fb9mCmbEA3y0XO6ZCQX4QeQY6OQjRD+I09B1mKyEwKQ259S+x0JxMpq0wi5Sk/QsdB6VZUWFXVB2SXRkMieOhPh0ASkmkczXUoOpRYa6QvZDCAagP/8MInHCvWazyAaHbKBAgjHmuY9UQshGwLSE+C2oMYUAOG4h6PTpUiwFoAoT20vYyQJJiFblMoEQrqLdXQpfTcvjLoldRzcQ0Ai3n2psx1STK6mLiWj70ULwT2X8wyAKMVcGBJK7+q78ITlGW0tziUEgFrToWsKlI1qyqlvyUIyHPDTib99z0K1JcOj5T70cdPZQ21XBQDD6iONOsmN2JaAtfr8xDGbPqdC+nWgLJOQDCEkGrJFMBrJ4+IwaUBOCNZmW9W2X7H9iUdekDckt2kNIiaJEfepDEMCf2PCxa1KzT/9+shGTypA9lJjGObtD9atYq6hYFPu0UFvAo26E2mjhRac6bSOhZ6Ar46V1WE8reD6kMZh78tDEq8JUHbxxRfj1ltvxb333ou5c+ea119Ot4WOcrmMNWvWIJ/PY+PGjXA6mEMPDAzgtNNOw4oVK/Dtb3878d4dd9yBzZs3Y/PmzfjOd75jtt9p2wBlzMrlMh599FFcdNFFsG0btm3jyiuvxBNPPAHbtnHPPfe0jaGTZstFcxbAnqnV9CUK7zkavDsPt0vASpHivAYlzhHTqQylFK55V65tG7Ac8JQNOyXAHUlq8UKSD+a0LIZ2FiGFBM/axs+QcZjSVW5a9MRrT0+BuQypfMS/cfpswPcAy0ZmepAwywYAnrVMGY1No/yaNb0I2QjBenroyfmko2HNmZbwUwxrdPPlTEJ6IVg3TaA849BxaInKPhtWSpB8R1cWgWcZXSqxh7zO5h05BrZoEX1AkkSI0xfr4IwZeFcvvsD4fgIw0hD2fJUjTDkKPFIn4hw/BFwbjAPOdA57uk2q73NmkEl6LJiSyOB5Bxk7gLuAzlv9gAU3HwMOvg/YDM6ZKxNlaykAtvgYnFvbQaAwpZwEOKPSnyAdMsZBpukA7LzyRFS7RIBUwioquY4ZeVj55LljNgPXFe2ujNl/0rei7kXuSFjd7d+v1AzAmpGBMy9H68kmy3q6E9cqqs/GVegLnTvfdOgJLP6MxC2pTMqB3mk15DIeypW0ybqknQBN38JwMwIxWrYgDn4sTvIXbjYpLdE6iduuMIBFLyfCyCR7Ttg0YKyTyO3nuscSmmIWk+jtqZFsBiRJcSAChq0TdKA4ZWkFYbrTBMaPeubOtm1lU0nQxFm0n9qCaJr6SufyHm3Xkgh/kXwo9moWOE92jH6g7qApkutPs5Zu1Ri4siANsKHxR+/p7ktt0p3oTAUwaAN1DjQrturABRz1mbjUCfHQJLqZj6VCHbcYjYCxaAxpN0A+7ZlrSm8v5/iYLqL7nDkG8VKnIPuunmyjbbn4uG1LGBkO/T8ApKSAo65P7XTgaJDGqYzc+iBxyOI10H35xxiHFJRJKXHRRRfh5ptvxj333INFevJUsWjRIvT39+Puu+82r3meh02bNuGNb3yjea1UKmH16tVwXRe33nor0un2tvd9+/Zh1apVOPnkk7Fhw4Y2b8oFCxZgyZIlWLJkCebModb9FStW4P77709IZ9x1112YPXs2Fi5ciGKxiC1bthgwt3nzZnzqU5/C0qVLsXnz5oRisI5Omi0usyCqHp543TrIugfvIZIF4S4gQ4Ztt6YiQdcgBLNj0gzKXNvuTj7hbfuZMkQ2j6CgbE1dZVgClQHS/B4B854ImLE1EbUAzOXwatEEKwMB1KuQtRpkAAhPIhiJblKiFiLUh6xBr8u6yuZUKpRZUNkrGdAYpCRgGDQ5GJeUwWp6kPUmRN03+xtWkkbSwlfeg34AFhf4VEhkz/YesMUnqIUFZQjjchWxe0bqQ2cb8VoARiDVeG8GlImSnoD0Q5S4hXCkBhGQxppsKGFengQ6gWdBlHwIn8OaSQBPlJtkpA6YzJ1semB9MyFrIY01likTAYAwwC3ZJSQP0vQgSgGJ1QoBNJqGo6XPuQacoTp2cfAsqw3iizXoPBtOmYoZs8qQXkAcv2qTZA5sQJTVeQ7aQYfwpJLRIKkSGQiIhjCZVubScRQ1Aktx/pu+PqYKDiQsk9LFwFwLWmE/FAwOE0jZoXlvZiY6jtnuFrSMKPsmAj5ppsyvW+C2SPCHGAPqDSeRFdOZnmbMb1N/F7483oMg4Imc0hFb7qLsFRgp8zNhtM5yLcBKl+o8ddvuUlpku153BlIsef6yheR+Cglksx4cO0TPibTsfBEdcwukS4ggRDVWPiuNZdDwyERdc6QsSHRZ2cT6fXMe6P/eTCMqLYIlgEk8NMDS3Dm9HQ1qZwVU8rNTYVu2K59OyqPobQ8orbFnNrRIpKjPNjwblYbbxtebzLIr0yJGGwSdp039+UWZmYajBqgsnXooc6H3M+IEhgqkhYIhYweJa+dw/PHFIQVln/70p3HDDTfgBz/4AQqFAoaGhjA0NIS68mNkjOGSSy7BVVddhY0bN2Lr1q1Yu3Ytstkszj//fACUIVu9ejWq1Sq++93volQqmfVoA9KBgQGsWrUK8+bNw/r163Hw4EGzzFRx/vnnI5VKYe3atdi6dSs2btyIq666CuvWrQNjDJxzLFu2LPHT19eHdDqNZcuWIZfrkMWaJHTGSDZC2LMoQySDdjKzGC5DBuGUDyCyTvwyXRYLG6BJUgEwL7DA0y1lWQFIr933TmeOEuRTzoBKmbIzHAlgY/an5cqSQuI7v54Dls/TzdGylDOBJAAiGERAT7QmGxL3BFUg0ZkbK90EHNwRdCwEZS30TXv4pgHAb2LekWMI/0PxFNIZSCET4ER40TbC++5PNjRow2wNsqQwY5NC4n63aURi9WuMS+LB6UPVW4TthsStEkj4hDYOctw6MBtSEHCTXohw85NRtq4eK+lJFhmjq7dFg4APwpAsTYIIYAMEFGn4EsVCA6IhKeMqJP7m5gw5A+hVOsmGjqF9RSqbC5jzY46ZHzUbtAbjLNLl4swcaxEyBE8/YJb7siUT5ctWINspUnaQsKCpjdH5KUs7kUETkiY4DZbimln64aIVxEgJZKe1A7ZovwhYxkEb+XFGGbW+fM28b8WAhY7PdY9BqO5CziSkZNi/ahWyWQ8METHcViVOt4PlDxDdtLuO8NR6gLyTHHtcUwxQ0nZNQv+apvAip4ySZQuUmU0NDKesRDHTGSC3mo5PFaP15INxNXhpvq3O7gUhR7oFkI4cIBZovGmjNZPIVLasDDp+umMxfq7j5093sYaTgDEd8YdAu5e2b9uT34C3VwdME4gel36I4ZAqGxot78TW/5oRjgUOly8PURxSUHbddddhYmICq1atwqxZs8zPj3/8Y7PMS3VbPPbYY3j44YexZcsWLFmyJLGePXvI/PWuu+7Cjh07cM8992Du3LmJZaaKrq4u3H333di7dy+WL1+OCy+8EOvWrcO6dete1eMgBaLsjZrEpO+TiKux99CZMgHm2tHfirMVz/6wTETAFTEumAwkWMqhNPmoVPwh9TnJTLnKb3AcvWMrlg8+Rs0BbsuTmwYunMOv8jaAKBV/CgAav9qpPhPi42/aBzlChG5ZqQKBQFgKjK8jAFUOIrAkvYAaAWqhsYYSlehmzbg0/CkZCHBLmkl7+junQ3p0bPjbyVUAhW5wlydApJWPjs+uW0SifKk5ZRpkaK6YBi6fCHxz/IQnARFx4jTgEKMlypQ1VJZtombW4XYJfOB1eyJrKC8Ay+cgaiFQa1dyR5Wyi6IhIBs+eJopflssUxNEnLJ4CTUMOPmL2hJhReCfzqsTkFXzvhlvg2y5LJU1YTzy3WQ8Au4dOzAFopIqANkQyTtMU+27J/H3vAXoldvLQfHIuz6W772lIzAosAi8FPJNU6oz645nt3SnZSxfJZRRdmPCNn+3RiofgDF67xu2jW+5Eb8skblVvy8+o9bWlff9sT4qJ7NICPXxZ4iiIcFgWSIhdDpZ6CP/5G/IfUIKhpKXbOFzU9H9YNFJYxCSQF7Dsw2PNJ4pK8gA5Uoa8pnHkvud9pHPeol9dCDaOGWihVM2PZfkCOZi2aaBGJ9P88PqQdTUYFsiYTVkSXIm0Mr7OuKcMhYDup2iJGjd8XOrx6RfyWe9jor+8excMErvN5qTg8yOKlPqsn2ig5J9EFv/gfGX/yD/+45Xy/vycLyyOOTly04/a9euNcvobovBwUE0Gg1s2rTJdGcCwKpVqyZdj+6cXLt27aTLvFQcf/zxuP/++9FoNDA4OIjLL798SiuGK6644hVplAF0U9WTnCgFcD7x/0FWm6gfsODVLMxfOmaWDUsBxEjZgB4xWoFsVE0ZCgDCfc9i6TtpkhMhoxJfING7cRNktYlpfeTFpwnrNIZoPCLgeHbJMjw66/XwhgJ4LyY9+pr7JZBKQY6MIfSpkSCxPx4AyRBWpOkSlc2AUvhKMV42PYQHCGRYXanEBG0Apx9AVFtI87Enr9DnEAERsGXTNxMuALIfynVjz/YeQzCHyibFPRebQ8mbRliKJjOpTdBVwwECERH94w0BqjNReDQpyPGWTlhQd2t8H8PxEGGdwZ9gBshJKcH7+wjUxhwp6JgAcpi6QGWgAKPOUvo+GKdzLEJmsqsalOmJSASUPZUBwGb0QJQbBoxFmTIYkCjrPoI6w4HfkfG2vkZCnyeut/gYxViN/C+FBtYx3tiC49U2SHE9Ybz8Ek/UzcDCA/3vTWTE9O9CJlXVhYy6NVtjeD9lXMoyOalKySCCdiK/jtDnpoR2YRDgr/xQlagiSYSd1aIBjc/9PDa5qnUe40X2SwDQlW3g6FkjqFajjFWWhQaQJJpr4uNUv3ugphk3GyRsjgDqENTxwuM9CMFRrbrIZz34Q/Sdytr0P1dZn0zah7XyvYkM1P6xvGka0PHddIhT3P7kuFpA2f5qbtJuxt7Ysd+vHkJ1iVBfBXHpEw6JQm+jDXDFs15BEJULKy2AsSxtFFiQAFdduUbk5KBeHyllO0piAKRJB9CDiee3ZiGT125PqgAhWcJlwR+i/TumGRiif2t0Kp339bffS/5gcThTdkjiNUH0/2MPKWEmOSkklR+9gABPy41ZegRwDMfMCyGbVfgTsWxAKgdR9RE0rVgpCxg5eyWCYQ8Hhgo0yQdRiYvxqFwXeBzcIoDhVykbFo+gySErFSAIyai6dYxq8hdebIIPBJlbjxHYkOU6ded5MDpnmjdmJkZB2Ty9TQAJQCVCZl6XHnVf6uNV+c/t0Xh/voF+KY2i56b7UB/unI3omlY33YhAlH30d9OYRTMgAB2o8yQJTIuATNHDmgImE+2dhDxN51n6MRNoj6EyHPEFISQyF6ynX/cOGfN2gDJgcs9AdIybPsKKJABXb1JJW3e8ahDmJ4Eu49FELw+OASIyp44vGzQ5bIu6JpklE1kX6QmEflT2jIc3weEfCLB/1SoCZDoL5xGJXPz2TnVc2z8bjk5tedYILWTsINF9GZl/w2iFlSspeEpzodxwUSwkvS+132C8+xKgbIiWDuFMQsiWslWKdMNatbRCwQ0QK3Q6KIiyp/epTNXBRsaUMX80NtOUuVpBR2t57g0DN6Ma2G0AqFZy28BkKk37Fy9FCqk6ldVXSOtneTUbq/b/FJWaC9mS9h5BEpABwJ820/hVY0/itVag0eU0J4EeyehpoZppCY2JKoHKba6ELYF5j/yS7pOxB5tKMxqbCDnxUjsAm0U90QNOnESvl5wMiMdDCwbr5eMZ29aMqdehWUDHBLdMI4qvQFtD/d05Q/saIf0fjj9YHAZlr5EwYEAAB/7yX83k3crN0tmPeEcd/CQPQQztRFhJ3hg0CAOoPBD3cDTLKC5UXAtKSgbuiAgENqoE9HzfmJmzFu6MFDCNAjqYzRGMi4jwX/dNGTAcVeOPdUNJD5B1D/aMdFtWZn8zg2ElC8BtaSZnLVsAAJnjChBDVDqVZSWJUa1g5JyVSBVjN7rYjXD/YFT2TYQmztvUhKC/Nb7gsGflScpDc/A4EqKo4UElCaLOm/ci7avw6DM7RnqSPKmvfZLA7MAEUEuCOy16q88jUzw1hCHxygI6F534hqHgBpQFVYbwYDVBbGkF/7ZNPDhIhlARm5lKIliORCce4ezf3GuaF0QDKlsW7Wvmz642y3ot5Z/q3pcQj2US9YB0xHRkunwzCetJMuEzyKSRyjDb1X6DMplJW773liij2GFybFYsNOvRmFs77QBgn5Xq+L4+H++sU5l0Vo5K0+O1NP5m9w0mw1OuJEFYK9H/4dnnkfaXGp6ruFO2LRCEHPfxyCRcH99WYFdrOqiN0HsDVgQ0fjnzAyR98dDtie2OxLqjtZyHBYkJv0N5PRaDQSZxDMrBy9feYkyaJoGlHgMDsOPYM9vOS7x8KUJm3s+z5LaGx3OmXN30Lbh2iIlq+mWBRh35bPIe2yqTEQ+vpTM1FBxBnbZWiX3ntFn8+l1Rx6vT0nxgpQ5hpulwpuyQxGFQ9hoJFpujJkay8AY8khHQncWyfTkTvCXz00EdnXH1WU5dWB1DcafSWd+Q5nVXnr7hMW2U7fuGz9YKHA1YiL8nJMIGORUIyWD1d5PCvRtxtPQcYbZlcQQHKa2idYqYDcxM1THdaRhdM25JME7jtVVWh0/vAuumEgs/+c204nQGMgAa49FBjAOYRSeNgSebytQ+x1viVZZI3WzCkVpiWTJW7/C14lRus6db5riMHcjh6Fkj9LqWSkjFMhPZFpkIrUitx8wBriU9hFC6bZ2/0vr6cdKKJ1YJVHZRvZ5NPpE3FL9HCig5jDiA6zydHTxjJayibfZPiuS1Uf/lt806m76VOPbFE6YmgoeSOtPcmFG4FJEcRbwDEqDJrRO40q/FM2WcSTw699wEiIgTsQvpJkTAExnDl4pO2/52mq4VyxKG1P/kwnMUxwyYNi0COlYn1IvOYIBxiWZgY5WoJPbppeJoTsvXatQTyLkEunoSy7y9L2qG0oBYgOH0wtS6jH08CWJy1uTZo06hwfU2V0IC6J7Xnl6txjJl8QfD1vJlKwDX+9F6hKbSMavUCNy2St10CoepTstYx6nTpR4eYpdF06dr/rMLPzTpunY91TPpe7/3OCyJcUjikIKyq6++GqeccgoKhQL6+vpw7rnnYtu2bYllpJS44oorMHv2bGQyGaxatQpPPfWUeX90dBQXX3wxli5dimw2i/nz5+Mzn/mMsWwCgF27duGCCy7AokWLkMlksHjxYlx++eUJqYvJYsuWLVi5ciUymQzmzJmDK6+8clIu2q9//WvYto3Xve51r+g4MIZEN+SRP1kL7tKNxkmHCbFT7iIxY/CsDVgtE5rvJToMuSMMILOKtskeCC8pkwCV4eG2MOVLzTWK3+Szs0PAcSArNUxGr7NcCTsfdU0Gox6cbnpPSgYxUgbPWkQ+V3pWukxqdKKyLniWOkVtpVPGYvuuwarONBGQjB3XNPkBypFBeqHZAASQ7o51RzrRfo3tTCcyQLqz0p5JGQhmxb4uAmgIDbAi8Mo4wAppk3myZhCwYjYtZ2yHsiTMmS764LZEoK16KjQx81xyIuG2JEslxIC5IEDLMinkrvihGUtrllJ7CTIbcDIhmCXhzMxANoQBTUaMWCA61q4FOyPRc7RH61VzoOXIjg8HzCY9NitD2cTsqTMTdxhryXJzjAr5ZnKcL9F92Ulos1GOBhHvhsuxAL7oLG8xlThsfDzxB/xyI6UkW2QCFAJok1VoBYdABEz/vJlDxvURKieAUDK4bqhKmcDISA4VRfQPX8at2YNltu+3gMBWiRMN8jiTSBXo+tf2Qbm8spuyBKxj35yQxHCz7UB0ttVenrdaIE4pdAwwLaZeXkehxdvJ+ksVP7I0QKAoniltBVEWlxgXDiotZeRu5reNryvXaMuUtcp2tJ7reHS6jvR4jsrOTrwuAUMv6QmjzzmWzjxGI2mEVqKZ4XD88cUhBWWbNm3Cpz/9aTz00EO4++67EQSBkbfQ8ZWvfAXXXHMNvv71r+ORRx5Bf38/zjjjDJTLRIAcGBjAwMAA1q9fjy1btuD666/HnXfeiQsuuMCs49lnn4UQAt/61rfw1FNP4atf/Sq++c1v4vOf//yU4yuVSjjjjDMwe/ZsPPLII7j22muxfv16XHPNNW3LTkxM4M/+7M9w+umnv+LjIGVMxJQDLNsNnreQ7Q/BLYnUEWk4aZUBylvgXRlzA+BdGTA3g1RMS5cvPAEAafskvBB55IfIuNJB07MPk0bbzCzPJKws4PYys/0nXrfOAAvWXaDJ2kneoKSg9fG8RcK1AJx5VBpkXQWSEujKghdS4OlINkE/7er/pRcYcKJ5OXEQaTnE87FdYSZ1LR4r66rRQTJYx6pMWaELPAtj0g4Abn90kx8vZTo/2OkMlRbatUkqpKhkCKRgsFLS7CsvZNomRZPRUuPnLpVCrZREqjt283ddcBewFidv7ADAF82Lfi9m6VqxGWS5hurVHwMAdB8fK6vlot/dVKC4cCwCVzPa9zcOtnghDSkA76B+j7wzLUeAtVON6EHCseDOdmk96rgJnzJa4dO/ouXSVF7T2U+AGnriDS2tkXd91CeRVRAScFSmsStH5z2UUTkrXuaaOXdy4jS3ZCSjwZLZrpGRHPHiYq8ZqRGVRVzKK1NmqFKS/GR1qbU700Suq6m6OoGe7jryLDS8p06SGK0gMBAcIyM59Hcly4npbJJTVoMFziQyaR+pftp+T4z75EDAsgVkGKCnGIGuHTumAUgCoFLg4lfVXYntORCJ5RwIM9ZSc3KV+kbs/kRK+RRduQYsLrHNlVhkVel6YTLJCYt3hDohicdyHx8Mujtua7LOzPg5iyv66/M0bVo1Kl8KWt6JAbZW6ZMDfinxd9y2atBmcCCQtX3U/faSbqeHj0MWh8uXhyQOKSi78847sXbtWhx33HE48cQTsWHDBrz44ot47DFqy5ZS4mtf+xq+8IUv4LzzzsOyZcvwve99D7VaDT/4wQ8AAMuWLcNNN92Ec845B4sXL8bb3vY2fOlLX8Jtt92GIKCbzpo1a7BhwwasXr0aRxxxBN71rnfh0ksvxc033zzl+G688UY0Gg1cf/31WLZsGc477zx8/vOfxzXXXNOWLfvkJz+J888/HytWrPgvHQttTcM4w/hFV8JZ3AeepombMdaW/UhES6aMZ7vM7/GbqQxo0uRMEmhKs4QExNL3Kh4bS3LCeN4yf5+4+RqSf3AcIAhpgm6ZKynLN8lYlT8oc/X/HNa0nOJC6WyNKmvWlfVPnFMWFxwVDLYbicnarjDgETFel7vgZPpldFhll6J1xDNvaTfoyJXSY4WgLJTOOkbjUPs7yT7bbgjhScx9+B5YPao+akeuDPFtZv/HN822Wo3akW5XvZdCGvN6xoHKczLKfsUSwb5nQQSUNbWyDCzrRuuNhZUlgGlbwgD29CJbldKnvsEKD+A9ebCMQ8dIZfY0aGd5KsUwl7UDDs7QweHGhBbWjGei0oVoHRpc6s7FrtTLqDPpccuo9C0V0bx1Vzt1wbVxnFK+KS8mSqHaIgiUfdEgrlRPYcuLMxLrqLwsSQz6vIsQFpNYvveWNomGOP9t/tIxhIzBsQUaTcfca07fT9JDphlIMiDonNWKA5rT9/8YM92uKZcrupMf/2mxUngxlEZPDIiOW7VOHb86U3b0c3e0ZeUL6WQTg972zxwqy5Y/887E8vF7oW4k0J/VEVf01yK+IyM5VGopY2APJIFma+HkudK+xN9SMvM9O87zTBZUjyfVch3FtdiAl1eK/n2E1rb87/4cjlcWrylOmS459vb2AgBeeOEFDA0NYfXq1WaZVCqFlStX4je/+c2U6ykWi1MahE9MTJjtTBYPPvggVq5ciVRMW+bMM8/EwMAAdu3aZV7bsGEDdu7cOanf5ksFYzFwwBUfp1aH8JSWkx351UFIwLJIb2rfs5SNCANYvbGbRD2aQBgHrLTqtBT0eSGZIfpHWSoQ+dt8TpqbifFUjI9Z2Vh1Eo/VICWuZSWbPukq+dpPMiCw06IMHyjRS+kBLKeMwtPMTGyt3ZdxYnsYcFMGfPaHMY7Jpe+mX2wbvf+xKQHKtO4QACz+93d1zABJLYYqoqYCcIYtMg+etiIOneJfdXo65C7D3je8zWSPpCdQ3p/G8K4crGLEoatd84n2AQDUBNFQHD7tABBQxk0KAdSbAAcG9xQ7flyX98ImyVn85sYsAb8OdkAmlC4bL6SVFEjsvUmoImKsQvInnIE5jsnIMiaRfstHMWfhBCCA7za6kzIooZiSfhIIjnpgJ7re6hN0DXIWgUttaE2v074N1yMwq7fRyjMCYDTytHVTfDJkDPDqtnlNSGYyJLqj80AlIiQmAJvOagPGKgigQ9hgGsQB9ZqDPAuNeGyt1uFiBElECACL54+CKT5cJuMnxqv5b6V6Ci9u60FWCqMUr+8135j3EQCUcV61/6f0HWe8oxRHPO6b+b42nbLWaLRkNeMCrSOxa27UYnh07rloBjYsnsxExgH47pPfDsZkQu0+3n3ZKQtW+LefAQCmd3duSngpsNMKtrQ0iJCsTaw3HouLsyZddwgGCwIV3zFZsSt232je7+4g3PtyukMPx/878ZoBZVJKrFu3Dm9+85uNDplW3G/1uZw5c+akavwjIyP44he/iE9+8pOTbmvnzp249tpr8alPfWrKMQ0NDXXcdnxs27dvx9/8zd/gxhtvnBIE6mg2myiVSomfpoiyEowzeBULYqxGumISEBNN81QlPQlZbZD8w3/caHTKtKYWAITP/w7BuFpeaEV/es/bF5HzZQsg0h6PjEss3voMThl6FKJB24x3X9YPWJC1Glh3EX7diiyVVMSJ/sIDnOlHgFkcv067pjkAYQh/T8mU84BYRkFSpgxBaHTKtPRFbSg6xr5vwatFQrrcEiiX20sl9kfVtZDOYOx9q5KgLM7T3/Vc22cBIByihwXdEauJ/nkhwXuyJIMRqEyRLSHGKm3rkAFlsHT3qWhIZLp8VOsu6vt0S70ElKWTLr8mwolNQk2fuhsbwnRfQlBGxxx7PwLcIiTDbb9hARz4USYw7wGR0j04yZgUe+pmfw/e6yWWDf12wWAA8Msc4USTLKU8idp9z5s7DOMEHvInUDftg/6BNkAoJmkgAKjTFUCb9yVAGLhei0BWU1ioeBGnqSfGaRoeitWuW7fRUHZCingfnwwpY03lRy0eG6pGA53Z2GeljGRGYlJW69mYEQgFN5N9d6aJI1IV04WnP1NvRCKqnUI3AO98sdeAkXrdSYy3Xo2Ox8xZZcMpkxKoD9JyfyKVXqFguHvmB9BoOgnhaQCoy/Z72h0Zu02nrIFkhs9raUjQ/MvWyKhjkbIDOp6IMkhx/hjQDqLiZWmLKw1Bydo4ZcPjOZSl3aab1qrkH9cVmyx0o07F7wyYab3JJhPGJOwCjb0RS01rTtm/zP+IeS2TefkZ3t97HC5fHpJ4zYCyiy66CE8++SR++MMftr3XKtYqpewo4FoqlXD22Wfj2GOPnTRrNTAwgDVr1uB973sfPv7xj5vXjzvuOOTzeeTzeZx11llTblu/HoYhzj//fPzDP/wDjjpq6m4kHVdffTW6uroSP9/Yv8tIJlgzcxgeyiMY9iizAgB2lCmKp4P5vDlgFgdL5xCMx25EzYZRauc2cZ0Yj3VgIiLgm3XZMGrzjbKDF048Go/0L8eup3ogPAkRy1DE3QS0Z2VrcBtGA80ffh7gDHOCSFhVjMXQEKeMlwiYEbIEAJZuz2bEn14Z05540d+djKDTJ76DPvvibjLljt1P92yPupv4W84lxf/WbapyD2zSb+MuA884KFkMstIkWQ7dbBAwSD80JTstiaE5g7okKwMyWR7205GchsWR/atr6XP7RhJj4DZglPvjQ+SUtZRNau6gTtSW8QsCGHYMj8xFCtIP264DnQHT2RJmAz1HeeacG06iDQReskwDqIeKYWHWo7MyUjCUfBfhSAPgaMu0MMbgVaeeFFt1yuIRz6A1VAlQT9oDzSiDpSf2Vp0yoN3T0BhVq1Kokw7BmTTisQCBXQ2eKvE+kA7ZjXc0LJPpEZJhvJ7CA6JouvCmzFqqiGeETnrHmAEweh06wtjx2D9YQAjSnuPKLgqIbIi8po0yo6aBcNNPE6XlmrqYemIK/SvrwC+qz085zhA8MdZ49+U+FgGPtstPlSFzLeBkwe9+gSDkkwJVxqMydL5DF0qBBQluV6dozbZ17HRVD5HxTFnruX5q/8Pm90Bw+imr+wOoqSPv+EanbIpnkUMbQrw6P4fjFcVrApRdfPHFuPXWW3Hvvfdi7ty55vX+fnoaa82KHThwoC2DVS6XsWbNGuTzeWzcuBGO0z6hDwwM4LTTTsOKFSvw7W9/O/HeHXfcYUzFv/Od75jtd9o2QBmzcrmMRx99FBdddBFs24Zt27jyyivxxBNPwLZt3HPPPW1juOyyyzAxMZH4+fSsBeb98GAV/QtKqB+gshhjQFzkM86Bss/5FJHPRZjo3mTdSZ4KEIExq2grvpB6Q/NJpvjuxAVVWTqHzHStdF9VIKVleY0d8jHTadvCu/5kD3gfgSDeV0waZMf4ZNxkBQMjHquzIl3HRNtJZXxYjiQZCFVa7J5OYG/RSWMIdz8JAKjf/jU1eE76Z5Ps64EPX96WPQQAq0dl3wLl0dkgN4jjRC0hBquPMS+kTdZHd19qgBqWIjCQLvhYtvCA6XZMRIduRDk2Rr+oxa0iNUlIIcCmddMygrXtn57oREN10wngr9eMdNyG8Kj5wHIoe6vdGnSZWHrEI4QAbHdO4rN2RoClLSpXdkgkvG3/T6BdCK4KZyXB48vwvmy2lMTSxehYxifrPKfX45IJLydsW6gsWXIs1aYLv2HBi/G0Wgn/AJCfrKQbtC+rx3vxnhsoGy4jGRK97lZSP0BZl0A9KD5+Rw9CwbF87y1tWZ9OTQLkxyhRPJb+fnTuuQCoLFeQIRwnhPXm9yQ05LLqYhqrRiXgn3TI5rR2NwLJTFQpjO7Hc2R0XiqTzEBxmyUdjCXBd/z8TmYS/kpiWjEpb9NJIsM/oGyWpvDyPGoGdRmHgqMWJpd7MkV8xXjW729232B+Hy9ljAfoIY/DmbJDEocUlEkpcdFFF+Hmm2/GPffcg0WLFiXeX7RoEfr7+3H33Xeb1zzPw6ZNm/DGN77RvFYqlbB69Wq4rotbb70V6XSyixAA9u3bh1WrVuHkk0/Ghg0bwFu0vBYsWIAlS5ZgyZIlmDOHJpsVK1bg/vvvT0hn3HXXXZg9ezYWLlyIYrGILVu2GDC3efNmfOpTn8LSpUuxefNmvOENb2gbRyqVQrFYTPykOI9AFScZilR3iEx/CG5L8EKk+s7zFpGpdadiLg2W605wyqylK2ClI2kDnobq1AOYzVEsNpCeb1NmJRfnhknze/yp3Z2fgpuJbvJEFM+C5TKdif6xw68nZ+bYsLodIJ2GkAxiuAxrWoY4ZYrbFJdz4C4DbMvIZRidspgBeO/JlF1zswHx7gQz406/fjasBdSFigOREr6V57CLnS97NxcmvhEsqwyc+1VZ17EoM2hTVoup1wDAKUjYRU7AJNd+/elMma1Amt3NkZomkJsv4E6TRqes8tfvAbMZrIX9QCZJ9Gdz55l18a4s8bZcTtwt9RBipwQsVx3DmJyJHesW41kGPqMIXkgnSpIAYGU50scUYDkCPOfCcgF7TpRiY64F7sioWzi+jzYBUnduCowz7NqiALiSd/H2PAF7VgE8zTC/p5TM0nEGJzO5BIFjzJ1j24udq4zqNuzKNRBIDocLZBx6LYNovbOPSXbGxcNSWVohGCZY+0MdjwE/8+AgmMmoLOWVjpkcfe2mZOTdKARDV7qJO2Z+0ICwXI7KrHpSbu3g1eG0oO5H556LQCav6VQmCcosCPK8DTi2/5JKlPv9jNmeBQnHCRHe+5PEdjMs2VwhJcPHGwxdTrZl/bqCIM322o5DB5DTCm0sFvE2U06Ibepa1gAyHnGiv22LKSUsOkVrp2OrnVQnn1Vm036Mi+j6aM3O76+PgTMJiwtkLcrQOT20TH8H0e4rFnzY/D5Zh/Hh+OOJQwrKPv3pT+OGG27AD37wAxQKBQwNDWFoaAj1uir5MIZLLrkEV111FTZu3IitW7di7dq1yGazOP/88wFQhkzLaHz3u99FqVQy6wlD+pIODAxg1apVmDdvHtavX4+DBw+aZaaK888/H6lUCmvXrsXWrVuxceNGXHXVVVi3bh11RHKOZcuWJX76+vqQTqexbNky5HIvz1xWCgZw6myUnoDbx8FdGEACzqOnNs4i4vlLRNDkUYbNjkBfrao671xmzIkBIJygm5zthoZwryMO0qQgb0aWj/bPnhYBERkojlUljDJxfoDGLr9jOlsGSXNqxiV1eHYIEePO+QNa46tDaVVxt2bNK0Vdi1Kg+8f3TtoRVDhrUYLAbnh6Inbs1bnS1lCJ4KAy5iStp9ySgO7k5AyZ046CaEjYva55jfUW1TFIriOoM9MkIWqSzNE1kHZsyFLFfJvjmRkavr4GdBMGQ7BrBOFI1WTV2nStFKATAQH5OBgSPktkbM3+pekhgVjysbFXCEyFLzxOjQ6cjJcT2MK22kupsWiENM3Hy5f18djEaCfHn0v5ZszTMzFdrSkywoxLcE6abj1IZivqFZe6knnEewQI/OgxDQaZhA1Qa5jktJLrGG+k8Y79P0I+64EzzYeyzHdtcqI/rcuL8biydpLo34msHwoG1wkxez5xJF01IiEZ3rb/J8SnW/XexHYzdhLcSUkZsKbonM3RJcD45VFMNZFloTlmozED+WLYfs71ebO4MN2XettxSYzEdkV0TloV/Scj+r9UdALYdi91Is/NROtsLak3g+ja05my5kE6H8eFdC0Kydqym0C7ov8hjcOZskMShxSUXXfddZiYmMCqVaswa9Ys8/PjH//YLPPZz34Wl1xyCS688EIsX74c+/btw1133YVCgZ72HnvsMTz88MPYsmULlixZkljPnj3kz3bXXXdhx44duOeeezB37tzEMlNFV1cX7r77buzduxfLly/HhRdeiHXr1mHdunWv6nFIGGlzhuaguvFXSHsHMRDGOAOzrQSI6RSdbPjIaknATQVgNof0IjFTcMA5YnpiTFFzQZi4ydvTVVbOsgxPLRhJEtO5jbZsSnqhAygrJy3EKjxhOGXRODWI6PCkGrvbO/02RECyGFo2xGhfqZvB4J4i5F7l09fVhbH3rZp0Yn7+WweT28pqzTNlDaWAGLMZmEMcHFO+1ENlsq0+2tUfgYLC124z+yHrTfA0i0Ai52DdRfKzbAGvjCNSW9fkeZvTMeLUWdFaeuUG60nDNeM2tanbx85NHF8tEmqsr3wG5tp0fjOpaAwqOgFbGQCy2kjciJlNumgiZLCWnILqo6MAgL7uKuIWVxBySkmMrpTXBhAy3REw0BPjRDUNm5HtEGMS3cWk0GlHfbUOGZwxJCf2nlm1tg5kHbr7cpZdN5PxEa8fi9YdW78XWAa4MEjcOfODiWs/z0IDMCdz3ohfGRYXWL73FthWklzeaawWl2h4ttm+th5y3BD3zHw/fe7X/2GaFQDgyNPKSMdKoYwR4GqEU5fYhIz0uURL80Nvh+aB5XtvQbHQ3tyiM2XzloyTLEvsVMW7L/VDhZQMq7xks8/wePvDcVeuYe5v1fDlZ6eCUTI2H6i3r1M3fLyu9wjzWlZx6VIzaHzxBgjLZBXV31yiEVqoNZPX3ivNAL5aIaV8VX4OxyuLQ16+7PSzdu1aswxjDFdccQUGBwfRaDSwadMm050JAKtWrZp0PQsXLgQArF279r98wRx//PG4//770Wg0MDg4iMsvv7xjk4GOK664Aps3b35Fx4GAjSZSc2RPoHIRz6sbuJocAZUpeikpA0QlRMYlRIPWy2wAQiKd8wkIucz4NJKEheoCsyR16SXGGHsKH/cgKzUglSLLHZHMlAEwjQZR9x0DT9mAQ5w2LcTKXQ7maB0szZubfN/CUmyCsHmU4dHCrupGpyUxFp00Bv7mM+i9rm70/PS+pItBS3R8T2VcWcqJVPntmD+onsQ4I6ARQy+8N5KoECFD+ZJziGBtM6MvJrRPKWdgs+cR6Eu1oAcmgYy6LlwG2fTJMF0f3y7i6MWPnfGh1EbUaqyMM7BsBiwVXVeG2B8D0jIQ4C4QHpgwx0Z64eTHSahjoEDZ4hXjie5L5mYSwC49L6bO7lptXLjWaCvtxMCOCLkhh8e78sZLmSRhu8M2jOdlSNw7xmRbpkx3/7aWqkqltAE52VTkxak14uJAqcG4ATgaoKzZ/yNjsxTfFz3MOGDUvCyO5I37hRPPaCu1dWo0SKd8ZFO+yaROdwgEOU6It+3/CYH3U89OfObFX2UTZT3Nf2uNVpP07nTTHBfdqTjFbRP3978PtZoLiYhLF98HK6PLo50/L8LODg46WvlhE9XovOkmhKm6L/PZZkKn7OhZUSNO67Fe5k5HqLixrZyyJ5S8UsV3TDdoU40tnORBu7UL9XD8vx2vCaL/4VAZCkETXjBYAXMZqs8rSYuYfpjVlTKZGwAQoxXAbyYkMWR1HKIRccrCRmwSVXf7xvNNIp/r7rgAhgulJ2idvg9Gg0SmTDQkeV8eHCFOTa09U8Y4YBUdk7GTSvMKYUim0LaFcKROpdCm4tCkhMrkxJ74FdFfTyQyiG6wI48iGm8gEoDk2M+RIv4Lj/dA7txKLyreVVzrrDXCWow/o45pMEgdo/HMEuMRl4hxMlAXFeq6FAfGo/GPluBVbEP0RxDi0bnnQlQCVG9/Fs39QGMwdjMeH6VMWSVJOgYADFHGz8in2Iyum1SKyn+6vKoiUMocXHtX8kj6QtbqCWAZL1+KMWWi3vQhBVDb5kUdrq7WWWufAP0yQzhSJbAYO8StjSD6vfruWAbAmhqUNdXElOA3xbJBvmehWnfRlWug1Eyh4jnw1Wfik111P02SYQc76tDnHSdGxiTcXAgRMviB1hWLJlL9mZ3VogFHmk8HwGQA65zB960EQPjW3I+YcmEm76EiLVRqLjioKzI+4Rctv23sYYsBuw6tS6cV/X0QlaHWdEy5P379AkClmoJ48GeJEuFv/a42vbYaLDRfhglkHOQ0pNXx2HoKZWVtH0HIVQcldS02PNuUL8M6mxS0AEAYMyR/rINNUScdM7283rtWUBcH4JVaCpWaCxkQ1yxOmdChHwruqexMrD8eY0wa8Vjd0RoXj+2k6H+oMmWHy5eHJg6DstdASEGZLP8H6wEAzf2AP6rLSDwhsOrtq0MGwvBvpBdCSkEToYrw2d9AtN6XBP0E4wEsRyYmNADEhyoR+EvlFRhREwx1LEbLN0c4ib8W8ypzlMyUGe2rAS8qo3KG2rY6cZ+AhCSGzkC1jclqf0KMzwXNusoc2CrzGTOoRkzwV1aUHtO+vRj/0Glt69QxY36lIx1MgzidVdTfmgMiZYj+QZ26G0UA06yho15xIAVlIMMxAq/Sk6gedLHzuemQAgg8CyzlQKru3nDfcNs4ZDkiqWsgyzhlvmS1rsqe7d2lQiqR3YCyQUFJIHh6L+C1e4CKhgDL2jg4WKCMrE3SHfH91gC9VRJDBAyyEcIbCiEaKqMo6JxZjoCsjJIGX0PiQEtJidkWxBSipb7gsJjsKB5bhQ3PSwIAhwv4gqOnu57QpxreP7lOWXwSHYNjwFM+5aFZsZDKBVFWLbasHlOJT53RmBaGaPqW6fDkAP6El8l3kwGVsbS5IVdY53WFghtSvYuQZCx8jkK+mRiT7qAs1aPvQa3pJICGzkg16w7unvkBAiW+l+jcnBa0G7uHjCHVhrQp9DEbb6QMLu9OJx/Y4pwyHfFzFC9g6PKlNvSORzwjKpWYL2MSZXQGMfHu3bg8ht67VgmMYk+7x6eOvSPFtte0DMnzw4+bh4c0T45lmbp/cRZlwOJLdOKUHTLx2MOg7JDEYVD2GgmetuB85HNgLjcTJJGyiQNkGUPuloyNa4G57fY72oeRWcqTUZdINa5QHXR6XYwDotwgfkpGGBkFrWUUz0LVxltuyC1XEZXR9O/qRdsizz2d5UnbCYsn3XXJ9ITlssQX2nRfxqoBGhCWhtNkH2ULNMqqm7R3mlnOee//oNemzwDP2giq0U1u+d5bzD4efDGfKMtpTpndHZHzTfnEsdENH3BtOpaWBNP2Uh1I8FZRdZGm9f8c+VkeFh8VgS9mW2CLjqDjZ3GwbBbO9CPUvgKsbyZKvktALOXQ8eOArBLAZS7p2eljFeeU6XFzS8LKMtgLp0HUfXM8GxPaSor+CwUDS9mUmeTa0JxesxwB8HZJDLdLqGYIRNeEzQyQZvlec110Z5pJYn8HAB4PrT0WL19lumhSziGa5LV9jhabDVuAvp7ggil8EDuVwWqlFPyGlcjULd97S0ctq8miyeg7pZsFGCM7q2zWa5u78jJMGIPrsLgwmbK+fA2hoOyS7yWP32QSEd09NfNdO+psAh3aN5RzCRmEGCtlzP61hpQAl8AJLabb0fs0tlqsCaHuOchZEYCKc8rG1GL6bLQe+6Ue3YP0NRRX9I9LYtADGW1/eZDklGn3hpTiJOr9mgouPDr3XEyMZtq6Pll0KzDROuZVc9+euE7igDOuSdb0bfxm1p8iFct8+h2up05doIfj/904pGf76quvximnnIJCoYC+vj6ce+652LZtW2IZKSWuuOIKzJ49G5lMBqtWrcJTTz1l3h8dHcXFF1+MpUuXIpvNYv78+fjMZz5jLJsAYNeuXbjggguwaNEiZDIZLF68GJdffnlC6mKy2LJlC1auXIlMJoM5c+bgyiuvTHDR7rvvPjDG2n6effbZV3QsEqKw6oufm6+BGEuoncuYryOzOEinLLpZ8VlHRhkqnaIPJJH5+10c2Fdoy6ZIAbAM3eSqBzUHRGXrPCTEY+OlLttVJc5Y+ZI8z9Qf+n8vAEtbkH5k3cMzjgFm8fKCucnJ+H7Sa/GyUP8pkSE4AoGgaSFTpNeCX5GA4+IV49FOplIJ66fWSKf9jt8Ia2632hcZ7RMnL0Z4AWSofBvVqplrt6nT6+2ylGoeEBJ+mZMmmMoGxMvSuqnAH34+WsnYKIqOB5ZWx6yhyP2uo9rPKFulS73xrCJZUikT95oEshnwrkwEwnxuPsOL2SijIgAnrdTSJ+mIjYcG5NTpGT0pS8EQPvPrxHWXyIzKqW2WHAiEkk0qHhsnxbsIDYjTgENHJzK5DqvFcNxwopquyR7pCXIy/lKn1zUQbTKOtBtEpU/JYNsh6nUHnFH5Msui8eZeQq9qb4WandxUiKCFU6X3W5cvHQjkMh5GRnKGL/rc7QS+dGOBZQmwVAqpWLmsytu/EGfv/yGea7Y0xbRIYvS7ddNdmHEn348etalOPDIgypTJgI7tZKU82466O++zko4aHYWCBW8rYKdaGknmHFdCa+j7qs1i5X7TcUpjzTAHDc+GF1JW1ObCNChdb1GjS9b2zfFpxuDhONqB+KGKw96XhyYOKSjbtGkTPv3pT+Ohhx7C3XffjSAIjLyFjq985Su45ppr8PWvfx2PPPII+vv7ccYZZ6BcJp7PwMAABgYGsH79emzZsgXXX3897rzzTlxwwQVmHc8++yyEEPjWt76Fp556Cl/96lfxzW9+E5///OenHF+pVMIZZ5yB2bNn45FHHsG1116L9evX45prrmlbdtu2bRgcHDQ/Rx555Ms+DtySNEGCvgjp47uRXuiC521YjoQ9pwArRRe33Z8G7y3AVjJBfPY0gFvgPVG2jM8+EjwNmvBTkqQKXK6ERinFz12AF10DxJgNyLpSLs+QcrmelDJLkjplPUcHYLkMWFcXOQbkWaJ8aeVtcBewey3Y3WoSm1ZAY5cPPn82das5NnhfN43LtSN9Mjv6ErNsBjxLWmVTdeb1zqlSyTCmZm/Nok7SnQ92RwtOjKPr+79EelHnlTUaTgLcspTKummfz5QDbguwrAWWcukJ2LXJwLvIYPfasNKA9eZTE+VLxyXQzB0BVsjgceRhdbtwcgLNkoXssRnSKUs5QK0KZjMUv/Vz2GsuMJky7gLs9atoHFzplGUt8LwDlsuDpdPY8Wt1PlRW1enVjRMwRuq9f3487F4Lzd/uAsu4piFEZ53sXss4KbBCBjwLFFZ0R5lM14adk+D59mNod3M0dodIzXfA0xw8bxsxWSkY0m/5KNK9IZhLGY/4MUI2Q5m2SSJttU/GjRKNs4FIpDhlh3C5QH+2hqzrY2QklyBbF2cQKLNbwBNnEk46do3DT3C/UvkA6YLfJpMws69sdMVOyoy1EdE5kya7clSqZMAdZxIcwIwlVQOAQ59Kk4V8Ez5Ym3isHo0TK18CBLhbFf2tFv9PgGzJOJPIdtP3XAOcwOM4Y/+PyS/TTSUAbk4IdBfr5lgwBly48P1t3Zetx7PuO8ioczbeSCfOQToGh9wYyp42rQqHU5be5gL5rGc4ZcyGcSQYsXXTRUw3zqIMZ20SQ/dWon9XrtEGoFt5Z3u2drWvR+1Gqy4cANM1OeSXYFsCbuyaDSu0rcu8PCwINAMbeeUUEfe+dDo8dRzmlP1xxSFVqrvzzjsTf2/YsAF9fX147LHH8Na3vhVSSnzta1/DF77wBZx33nkAgO9973uYOXMmfvCDH+CTn/wkli1bhptuusmsY/HixfjSl76Ej3zkIwiCALZtY82aNVizZo1Z5ogjjsC2bdtw3XXXYf369ZOO78Ybb0Sj0cD111+PVCqFZcuW4bnnnsM111xjtMp09PX1obu7+790HIyZ8u3KZcCy0NjlITWXTo+/J3piY4wBjhPZJbV26alolcRgrgXZCMFs3jkdLgB7CZWjuCVx9A4ix+vVtHVE+j5g2SqD1c5P2/1kNxadOhFlyhgnuyfttKAzKDFJDBEkuwd116OohW0CtYmh1C2wrAsgQHkkhekAwsFhOCDfPxOWhfKFZ016o5h/ugcZS6Ro3pZJ4cgocwkAj1hZHN/tAiibljgpAPH00+0r14ecM/Pr+J40uuY0VFaMkTZZ/zwAD6G2/uNw1n4+mSkTSW4bT9kQ9aiB4sjTy2i82HnfHDekLtyeXvC0Bauga5vJ5RL6Y4J4YVLLmKR55+VUyEAi/6YZCIfGIXUXpjp0zYaN+g1fMMu+EOawgI9F64td050iZYewW2RC9PzlM2ayPaFghizdkdwdtL/WKSZgIx+zA+pakcfIfTUEIcc3lMftKUBCemJntYhZNpUEE84A6rDlC00cseUuPDr3XGVMnswuAUTit21hgFc89JYE4jIKAm42QKoUdPxej9fSBhyk0gG8Sgp2RskzxLr6fjnzA5jXyyAPHmjTOPNjJUPGJGwwvDm3EAg66O7ElouDpnh35kCHzFUzsDHzYwtxYH3U1RjHJ1aeKR5e9GKrBEg64yPXDPBOPw/wCip//Z5JxzdRpePS6lEZj6k05+bNHG97TYPzWW47mLPytC4fHA5I2FhIBtcK8U8LPoK3q+V0R2w8Dndf/nHFa6pYrUuOvb29AIAXXngBQ0NDWL16tVkmlUph5cqV+M1vfjPleorF4pQG4RMTE2Y7k8WDDz6IlStXIhUjjZ955pkYGBjArl27EsuedNJJmDVrFk4//XTce++9U663NRiXYDaHffZfmqeLzJGU+WJMwlnYE3WwpR2wYj46c5NwcYwkhgZvjmX4Y339Zcq8ZNwoG+TClBalAJ5dsgxbFpxoPmvFsxo2I+FYr6n0yJKXEXMtdHU1SAdNSywo8CibNNHx2X3UMehyo3cGRGVK5jLzmfh+JLaTtRH6LGFTZDIhbzgZAPn+mUilSV4k3fm6cM5ZbRwOACrjAQCUQwRLuZQxsjmQcjHfF9TFyAmQaF9Nls0kOg5tV5B8hwug6eNEVMBSNgp9Sv9MyUwgm0Fm9YV0TJzkGJkNYxbNFdeNFTLgPVkgXwDSKbhnrwS30ZZVZIzKyTwNIAii7k3HMV6fxpDcpuMeCqaI/izJYdRuBR005Hp+eh8BbIc6QXnGAVfgL5UOYK+5wIgi11tBnW0Rj/AlIj5BGU6ZjPxPLS4Topyz5iVLUJPo+oIxkF2X+r0XfmLCDsdqcLMhbEskvC8bNceMaXGuZDJp2tgcgNmvwYNFPL04KTnBuALMulocq5BPpuivRV9dXfILWRsXzs0SYCpmmqabsl53CAzqbHKc9D+JeN9cuwY3FcZEYSXOrHOkW6aOVpulOCC2IM36OZOYLaPvmO6+9CXD09ccNMsAlF0dVNdyz0/vUw0R0XZ0aRagY9WoO6iK6OJnMTma/0osXD7e9pp+2K1X2h+GdaZsBs+YcdZC0oULSvR3Olaebs1uAp29ew9ZiFfp53C8onjNgDIpJdatW4c3v/nNRodMK+63+lzOnDlzUjX+kZERfPGLX8QnP/nJSbe1c+dOXHvttfjUpz415ZiGhoY6bjs+tlmzZuHb3/42brrpJtx8881YunQpTj/9dNx///0d19lsNlEqlRI/HoQBV/aRs8BcG9WnGwhGA3oS58yIXspygzoYdfJmbKJtG0+8bh2JdqZjoCyTAnM5ggNNuNmQSP4ZNzL9FoDYS6RzfUM1XnxVL5ERGNtqAV1FQAgE9Yi8Hw/GJHg+BhilQOrIAlBXT4JhCFlvgBfSgOOAOxJ2RsBy1YSWd6jEmXPAs1Yi82du2o0AdkpgZCCngJ2MOgVzBGCO+XMX0lNdVJkcWMqBqEyiRv7MU0AnE3Rlok4ZPQVmbTUNObayEWJAQCBUjoy3+4F6IvFtK3z9DnBHImwycjoAnaPa+o+TlZSUCPdFvETuMvDe2Tin8lz7wHv6gEwGwW8e6QxeY/ZV9f97P9z3rIF1zEKS3WjRG2vNgDGXo/7EuPkdLZnOeBw4fSVEuU4uERwE3Fzb2CzF4yR3IjnWlyD6a0mMeClHn2uOyGQ7VB241aaDZmBhcE8xISGxbxdlMVrFYS0ujMyBBnhxAFDdFsJv8LbsW8OzDRB7vN6TyFZp5X79YHJ/Ko1jd95u1s2ZRFClzJjFJBoNBw6TaNZtcLSr8mudMgkGCwKeoPHUSqm2LJmMCbZSxydlfqSMvFE1mGw0VBm47gBCJJoXtok8xsYjaoSQDPdmgFkyefyaLeW8uAUSAGXETcczninT5UsNMN8wcDOEZEi7AWpNB0vVA8vj899tzku/AsTxzlLGgHTGR8HyjSSGHI0AeVXYbeeu6if3oVWnbOAJuoe8GGSRzyb3Z18l6uLV+6UzZSOigVQ6QCg4JEj3Tl/rQ0zrlLnm4cGLAdqKd5hT9scerxlQdtFFF+HJJ5/ED3/4w7b3WsVapZQdBVxLpRLOPvtsHHvssbj88ss7bmdgYABr1qzB+973Pnz84x83rx933HHI5/PI5/M466yzptx2/PWlS5fiE5/4BE4++WSsWLEC3/jGN3D22WdPWha9+uqr0dXVlfj5txdfNHwu5jjwnjsIr2bBG1OTRNM3oERUAmO3A8BYLmltKR3BuH7aVC+EIaSQCCpU7pOBpG3qLw0n3hdAau60j/ReMBokyj6hz2kM6UxHcrYMBBlgV8I2cris1eH5FrzHdgJNH7LaVGPT5HB13B3rJfkIY0/waFxKUDfTo7J9+3YDAJ7Z4OF3y/+OlrFswA86lt4ApejfiB1bVb4M9o5HrwkYKYlZvGFeC2sSYY2I96Lcci48Hon3qsxkXJojbPKIkF6kcyBeHATqsdIrB8ToALrdfCR/Qt4ygO/R+fCCjpkgxiijQ4biAMKAfDVjQq86Eyo9AahsJqXXgGYpcpB45tvE94w3m8T3A14Ab69P+nJCGjcKyxFwph9htNPcVND2FD2ZtdZkkS5GSL1UpgxeILgh+etMVydNskJLfV9IhiCIPhf/TNb1qSM5iHTMjEisZKbMNThJYl67JJwQk63RY5vYn0a14hLQsgTK0o6kElolGiwfoeDw1dgWzx+lLKgE/NBKZPbK4+nkdmCDc4lQRE1D+mjni034psaaT3Q4jqpf46fq7XWJW/09yX1sOca6exuIjn8naQedKdMl1t/M+lNwJo06vpYZ6ZtTnnQdAH3HqtUUhGRGEuO5H6kGBi6QZWFbZ2MrT7EVtGmg2+QMlZoCgOpApDoQ/XXsao6Q5p1kyPAAB/y0KV+OWsx0buoy+9/HOGWdopPd0x8kDnPKDkm8JkDZxRdfjFtvvRX33nsv5s6da17v7+8HgLas2IEDB9oyWOVyGWvWrEE+n8fGjRvhOO1PHAMDAzjttNOwYsUKfPvb3068d8cddxhT8e985ztm+522DbRn7+Jx6qmnYvv27R3fu+yyyzAxMZH4+cyCeUaUE9kMeN5G6PPIdJwzY1j+7AM9AOfm6Vurwmv5Bh0mQxbjMjGXSNf7BwvKrokj96Wfms/o33VHpb5JWXmeIODbriAQkM2B2zJhEk7bjrw6jX+nkARmdPdl3gEsC8Xv3g1ZrUfyDelJui8nmfBI0NMCOIMIOMYH1PFIR0/3pw7cTL9US2CZVEdAAQCLPpxF4Zt34onXrUu8bnWpG3I6HRm3p9MYC11qeLDJpJ27jAjuvYW2dbOMg2m3bYpspmwO4TOMDWbNOcqu+3ewOQvU8ikgE62HcQZWmI4XKwcIVKZcwLGptGjZxC20LQNuW8NyqGw17fZNgGVDjowCjLedOwBUHgeohCqA/JKoxH7MX+bMeFpj1q/ujbKJLlelYpVtDRn8wWfUvjOUK6mE5RHr6WlbXzx8wdsU/eMPBHrisrmYtBQ3VehrrlP5qOY56PvlpgTHSX83CvlmTKcsWmDBMRFfruen9wEAnktZ+N28d5vtGf/MWINBvAzYSvSPvxaCY+eLvZCSodF02nwUlz3/MwAELI48rYwuxQ61LWEaLPT3Igw4USK5RPPnj5uMDwD0triI6eN0pBNJznSK8UbK7J/VwgNrtVmKS29wJjvKjKR7k/yvk/f8BzJOElgzRqXrVpul+Lrj0do1qYHhOfPfCQB43e5bsXzvLeAScFrI9m6L/hgAkwVNcyppJ4RgW06lzQRSavxfjBmSO1wY03odhyUx/rjikJ5tKSUuuugi3HzzzbjnnnuwaNGixPuLFi1Cf38/7r77bvOa53nYtGkT3vjGN5rXSqUSVq9eDdd1ceuttyKdTlr+AMC+ffuwatUqnHzyydiwYQN4S6v3ggULsGTJEixZsgRz5hDhfcWKFbj//vsT0hl33XUXZs+ebSycOsXjjz8+qa9mKpVCsVhM/KRtDpbNIPj1/4WcKME5eh4yXT7S8zicjEhwI5Z9WIJ1FQyPi/VQOcaaNyOxnYhTRkABgrKLqQUZ87qZfEG6WTrsjDDlLoAAVKoY3YR636DKWNk87ByRwVlPJAbKC7Rxe7objbOYx5//pwvWVYTrhLCPXQQ+f5Z5L85BYFyC5dJgKVcR+KPxHfv30TUSeBzckpi9eBzMJp2yUPGCGj/7LQDgqLNqSbI8Z7BmdhYQdf/HPyX+1nw7PjuagLglKcPEOf7ZofZ2CCLB8yKBJH1OEsGj4wAAvCeDgy/msbXSg0xc7mvsIHGy5vZj69nJBweWzmFT7+vAsgqECUnAKQwgx8apicCNAfIY148xaY4h65mJpf/8GJUX1ZOso7wvWdoClK+sNpx3jpxJYEBI4tW5MN3C8Rj/wGngfT1ILc6CZ20D3JhL+m6NL/1PON30MHDqgUcSn5WVinnw6BR5l3I5cU5Z0CTwzxmQy9N31OISDpPIpXwjLjo7Zh5txtqCXBkDCtMa1CjAJSzEtN3iSvkxzhhAyvn6tVMawvC3dj/T0/bZeb5EJh0BHs4kSuU0RMiQ4iEYA3I8gG0J6r6chFOmZTNcLuDYIRw7hNVBX40ziZrnoL6bOGsWl/SjqJJag0sK4pRlcx6co6YltjtfNDB9ejUhWdFjedgTJLl65Q5it62g0rYEOJOJ7sucat7QWl42pwYI1w7h2qHJPsqAPi8Ew0xHKeHHQBnjqoNWbdO2BJa8gzLZPcU6bC4SgrFAVAo/Zd9GAMC0XrpOZvLk/PGm+YPwAythsxS/UluP+3y3B909dThWiIaw0Oc0TLZUMgKpaTsw1023yrSmnBCLjho1WcLWcf7B4zCn7JDEIQVln/70p3HDDTfgBz/4AQqFAoaGhjA0NIR6nb50jDFccskluOqqq7Bx40Zs3boVa9euRTabxfnnnw+AMmRaRuO73/0uSqWSWU+ouvcGBgawatUqzJs3D+vXr8fBgwfNMlPF+eefj1QqhbVr12Lr1q3YuHEjrrrqqkTn5de+9jXccsst2L59O5566ilcdtlluOmmm3DRRRe97OPAbQApF/KFneALFwDZjJIdcEiUNJ0mayMoT0c3lgXUVjlNL7FOAmMs8tTsLgCuHWms2WzyJoFWorhjJbMajkWgzLIJ/LVmTRw74hDFCOEf9AoRgZ3zaOxSmPUzJZ/AXNuk+XjGMdwnNnOWmSy7FzRoEcmMgXeui7gfqbcfDwCo72jiz16vMl+pNJCKZEBeKow0hDbkdtV+uTbgOCgJuukTGZ7ABmWIHJPJ5L1Fk3kEqAmA1mVhxvwKCiJMdDXKiQlqgMi2GB7HvqnaRYClXOIK9swEmz5dmZNH2VEt78G4JA0upZWWfstH8bnc68A4NxlaW+NUdS5zGY+yXmkLLJOOQLpj0751KgHb6nXXjo6bY6O2lwaUvuLr9Fmb43/1nZYg9rPeaW0NI60hgIQFkAaSQgLcEsbmRpfLdNZruN5BXLl16HYIEUSq8LosGI9Ml982AVcrrgGKBRkYIBIfp47X9Qwb1XeAZBkA0hnzBEcqQ4AtnfY7dl/qCCRxyrKuj6ZvI5320RTt32UtUrv3+W74IAAbhByhMtPQ2T59fTIuUX806STRnWlieDhnQIjFCfzNs5Mk+j7WTKyz0+UxlTdlqz5cKDhsSxhO2a6neiAEgxvTnYvzFBmTyGY9MAD/o/JbSMmMDhuAtkxiPB6eTZ39o2OEVr8/9HDi/d27qSGsUnPN93DugvGOYweAk1CAnYoyexN+ytwPxmKX+EQtjVBwaAZG07cwsieXyFQCh6778jCn7NDEIZXEuO666wCQqXg8NmzYYEzJP/vZz6Jer+PCCy/E2NgY3vCGN+Cuu+5CQT3NP/bYY3j4YfoSLVmyJLGeF154AQsXLsRdd92FHTt2YMeOHYnyKBBxxDpFV1cX7r77bnz605/G8uXL0dPTg3Xr1mHduqi85XkeLr30Uuzbtw+ZTAbHHXccbr/9drzjHe942cdBCvrH+cjnENz9PbB8nrSdGjGj6viZUlIFAIgn9XKi6QFCmE4/6QkjOUHrjH61uznEHha1iLt24v3m9iqyS32wTIEU362WybTTHVkIvGnxAIClAABWLBIXCoCciDIZMlBcGsdOeDNGG2+YybK634HlCARNjpwqC2puFJu/GABQeMdi/J8//1v6QCZPHCd/8lb+eBi/zpbWOGZzMM6wwlXZUA4FiJTBe6cbUQfgGjQ5jp41Ap5zYbsKVNdqBJT8FmFjdfxXjm7GwMRiWFDdsoEAAo+spBhX/peK76Q4TFIQuTu98mgAQOO3P8WHl+8BrCibO7AlWXJtNJ0Y35A04BJl3w7kNWp2UNsMhCplWmSxJDiCn2+g5RjDmBVxrWgbfFKuH0CZj0yLuGd9zNXDgwg5qnXXALGmT+r7vT01YKxtdUjFap9xnTCgnVuky1CNktOmQ5ZKBwhr0bHQE+i8UyvY8UBXYnkhGRw3NJmQpv6/bkOCEe8v3vE5ie2UrQzMa54D1wpRqaaQdyYXwm4FQxpPGUkOLiFAvqmZ1/UCeyJZhjmvK+H5R6LSspTALU4GkJ0tiFplJQDKfjWVr+VknDDXos7WIOSQkjKXjEsMqHvAnIUT2LerKwGUm7GMEuMStTI9POWcNELBsPS8ANtuto1DQeuYaKys7fh8tP8NCbmPeMbPOGCUndj7yc/vYA0SS1bZP4HoWn+O1fFWMFR8lwRkBYfTcshqHZwcDscfTxzy8mWnHw3IALqBX3HFFRgcHESj0cCmTZtMdyZAgG6y9egS49q1aydd5qXi+OOPx/33349Go4HBwUFcfvnlCfL/Zz/7WezYsQP1eh2jo6N44IEHXhEgA5TcgebAVct46u+egzemMi8cbRktViiYCZLp91r0yqxu9bfurlMlN8YZlRGUAGqn0Kbc8ZtNHBS6C9NgfTMhQx9WlncGYS3x9DUHiT/VT0BAezwCAJ81PZLEiF+Rsf02E3Y2n5jo3HyIVDEwy/p1Le2gjKd3x7KhYdAZ6Knwf0jNGSduvoa2qTJlOgunpTtkIADGUUFozpsGY8y1ANGes28FHPmrb4KbD7FvqAuyGSvD9HSrbbWU11QWaVPv6wh0uS5YJq06HDPEybI5iQOrcx7PlCWi2cDws0T0bwXUjDEwLQGjgIus1mmidK2o+7JDiEZI7ytgRuQybn7lf6IaaGyOjETC0grO1NlLQ7qOa2bFJR3s6JgTXyeExSVGx7IY89s5RnHl/Dg4if+tI55laXsvZmKed3zznRG19mvg6bFe08XMuURKcYdqTQcMEumsj4a04PsWLIhJy5e+5JSQVByobNZD3W8/L7oBQTcuuKmgs+E6l+AgsejKw0kEW97tYNGJ0Wuh4HhPUEN6Em9OHXEeWShZm7jsZLF87y1gjIBQOutjtrqW3B6RsAuL75/Zj5Zds086NhpPh+1PlbmLR7xBQCrsW+0giaHjOJmBCCPx3/ixyMRytNqLU2P6lBMik39pl5k/WBwuXx6SOMwgfA2EDCL9rnDnbhx7yXSSSxj3EdQ5xNDBxMUt9+83XY1ymMQW49kmWqfigNRCiIagLk0vAGwqC0hPQIyXYsvHbqKqvKFv4GKsZl4DAFFSN47hAXjDAqKavJHoTlIACfmJ2X9SA5rqKTydhqyoMfuBsQSSQkkS+EEC3Bh7pPER87Q8bVUWfo3I7QiJk6PN1OVzJOC67ZbYzTMMkPvbGxAMxroaY+F86NLkfqhMmRhUx7hWN92estHASWGaslUCEJUQouRTJrJWT5Ti6hUHspY8RpVL3w0RkJRA/XnPyDEgkyOT+UYdx98TjUefz496AwTwNM8xEECtDFmrAX4Afxym1B2WtO6cro+ozGRlDHPeWwSEhPRbO9Ak5PAwXSPVOmQg4D01qPY5NI0astouchlWJEm02JZatw+EIVIz1XktHVDdqU0c4YXJbstaddIGDHMcA7uNBA0ANWmZa0Jfs9WmA1/xC6en2scal8QgmQiVDZRRpqw1q8NtQU0liCb0pm8bzs9gkDHg8fnHehLjAYARm0fnAkCpmsa8IwnwcMBYmellWjNlFSWJoS2NZs7SZubSeMZOFg4kRMiRy3gQteR7oc+xav9PUa85KL4rWW0ojWXgTfAEMH0xyOKASGbKvBZyflwSQ0oGS4G+yToJpWQIQo5H554LKQn8jYzksE2V162sBvcSoz5xvrSEhQZroWDwBMfHCkRdEM/vwjaRh83JoiveQFDIN9t0wjqJDbeFWsVUHZEPyHEDvm0mEYDDH6O/TwjpfmRBGlsnZdaCpm9h7/4OfNRDFIfLl4cmDoOy10CIABBKU4dxjubDO+DXLDQPqsms7hnQUvEdiOFxM/HKEmkMiFLyTisqAURDQnqAoj5B+iFkTYGWVqmKGCgL6skyjvQE/Gp0qYw9bUMe2A+USwjqPFmGAo1XCoaw5ENUoknfmpGD2DdAvnAPPQuxj7JlYrxEwFRET6Ki2gAaTQNmwgrdBJu3RaLBwb4yRMAwujcHWWmCcUkdgADYEUcBAJa+s4HM7LfQB1wlAjtJZm/bn3wmuR9KEiMciY6tkcSo1bBCVgAvgPAkwopEWBEIhn1zToDovGqelazRZBbsKcHOAsefsB9+LXp6Drc+DQQhxPN7IUf3RetpCMh6GbvK+yEaIW2j6QFSQDarRPZv+IBkCPX59ojYLSWpsmc/R+VDjOwHm94LWamZEmeuEAnZyqZHZaS6B9kIEZZIB0w0qPQbVtrBHAD4ZY7wYAXNbSWSQ6k2IZseiQhzwFpwAvxREtldmKkkn6KrZXOOO0XFc8CBBAk6rcRjsyxEeSJtOGUaIDRUJmKgmZ10vQBN5kIypIpBAti0lqW8mh09qGi5BxGZ1A/Ylnlf84Li2Zg5sbK5EASm9mxX4A2RqXgQcoTg7ZIYtoeSn8zQ6JJg2m4Hq/HMkQ+GSs1Fte5CqEWfQD6xnBAMfMVpiXLfYC1ntN30vjyTYjiKJ8vdIkZ950xivBGR5RmT8CUzx2YslqXcrzinoTme3AAsAIZTduBJynbWaq6RBBEx8KwbfFwujDWTrDYwIwwQCI66sBPnolyJa5zR6xrk7RftIL41yvXOHZ4AMJtnIEI6f/P7x+Ej8qMdil1TenvNlttRK6fskBH9D0G8HD/stWvXtnlNn3rqqYllms0mLr74YkyfPh25XA7vete7sHfv3sQyY2Nj+OhHP2qkqT760Y9ifHz8972LLxmHQdlrICylrg8QId+eloblCNgZVU5JOUYyImeT7yTPKuK76vTTnYI6eNoCTzNYRU4ispk0WMZBWAngBxYR0zPp2PKxTj1dStRlHZcbP0V6HVSmmtZHgq89yW4llnGpg9LlsIrRJDr+YB2sp5tKS10psAJNlry7CCtLHaNaz4d3543DANIOrHz7pdoYlNS5lg6AtAMRMuxcdia92SQg1dxdR+15ZefVqKFy2Z9Oakq++GurOr5u9qunS0mAOEBXFx5DnrwvsxxWnnhbVtEC8u0gQBPqpRbPtRmEBzy3ZQYYj5GtM2nqOLU5+KzIP9XK22CZAm4vvoFKz8U8kM0Q0b93NpVO0w75narTwfOUQbIc6qatXkmt95mPfAnVnz0DWfNgTaOxVhUfh3FmytrMscGzNuzpFkLBSd5Ei+W28gihSkwZh3iGaQ6WS5kmCa19Z+fJkeBxryvRPIJcYUpF/7zrt1dCzKRMf1brEcfMfC7rtanNA0B8mtOTdXk/HTgpgTHhthH94x3JiWF0eFmDxzgw4ohU3HkL4GOQCBSwEIrIP95h4i86HgJ1296zt5v2JeDww87lxGKmmZDnACIpkRNRMeO/Z+b7wbmEePi+hFL+QVVG78nXDQgaZAF+0didWGer/VEx1UxIXZj3BEMmJjTbG9LndGekRGdeWjpHDgvx7tV4hCHpxUkARaEavP7TQ6+yLcrwILFeDeBp/1X3owK2raXZuAZb2KDrJWEh1TLcJ/1hcy6XPP004lXWNKiUHIKyehJAJTauvOu3ZTwPmc3SIShfvhw/bABYs2ZNwmv6jjvuSLx/ySWXYOPGjfjRj36EX/3qV6hUKnjnO99pmv8AauTbvHkz7rzzTtx5553YvHkzPvrRj76yAf8e4pCCspeDiqWUuOKKKzB79mxkMhmsWrUKTz31lHl/dHQUF198MZYuXYpsNov58+fjM5/5jLFsAoBdu3bhggsuwKJFi5DJZLB48WJcfvnlCamLyWLLli1YuXIlMpkM5syZgyuvvDLBRbvvvvvaUDtjDM8+++wUa00GzwJ8ttI9ExL26rcie6SD1JE5uF0CfHaf4d/0dNXAugpG/4vNIONta15fYp1d3/+lWrcdSSEUMnCX9GLWwgmaNOPgIcbvyS4iqYl5J9Ax5D1ZON3Rot3HhWB9M4FMHu50MhRP7M90IjjztAVrRtRFOO0jR4Jl6Cncfv1x4EcspDdSLpmlq9PBGD3l8v4+I4mhy4HO6+abiS41A8jN9IkTU6D1NutqLEXqmNq1pQfZI5TvaToL5jhwjkrKh+jYecl9ib/1MXWWzaMXHIcAa4pMwF+PCnVT2gxWtwN3bgpWTxq8P9Kws46cj0w+JoOwYC4CwWHP7UZ9zMbx7y6jcEIEqFk2A9ZdgHXSicZWCYDRE/tA4wlqKnDJVQDZDFAvg02fAVbMQwrA7lUTf9oiwjQD0lk/IdVR+OKFpCOmMhVpNdlZ/d1gs+dQBqi3CNgc7huPJeDLGZDNwj12Onhfd9vxs3tt8AUzkT11Jj0UTOshbTeXwXYFgq33gWc5eCGNt0zfn8xYplLgRbttnfHgAKZPj27OjRJlPxqw0DODQLjFJWwmkEv5KKQ9VGpuR0mMmYi++7YlkE77yBQ9pJwQjhOih3ttwCnuahFXcS900cT/ltSYKa8aja7Y5J1mYcLsmzGJxSvGAdDEnys0keEBMqoLs687Oe5SQN+FHAtgQSLr+lHpTrYT1h07BGcSu5/pQRqhGZurjOoriofGGNAARzbnQewfSZT1lvIKjjy9jFI1DdcOYXGBtUETf+YuTmzL7SB/EQ/OOpf80rGGi2KhAZuT7EV3sY5syjdeotlpAXXGcomMgtS9haiEmsoESLsBGIBH1P1u3tfPM9moVk5Zte4aSY04WMvwADNZ8iEzDuoZJ0Ad99R17OR+neL0YcbSGlJOgPL//f8wy66DK37g28OKWef0HI2/P3ZdVTznZXPdft8hxavz80rizjvvxNq1a3HcccfhxBNPxIYNG/Diiy/iscceSyyXSqXQ399vfuKWiRMTE/jud7+Lf/mXf8Hb3/52nHTSSbjhhhuwZcsW/OIXvwAAPPPMM7jzzjvxne98BytWrMCKFSvw7//+7/jZz37WhkH+0HFIQdnLQcVf+cpXcM011+DrX/86HnnkEfT39+OMM85AuUxfioGBAQwMDGD9+vXYsmULrr/+etx555244IILzDqeffZZCCHwrW99C0899RS++tWv4pvf/CY+//nPTzm+UqmEM844A7Nnz8YjjzyCa6+9FuvXr8c111zTtuy2bdsSyP3II4/ssMbOIT0ge/E36A/LAmpVkj1QpHRZqxtQ1reCuiZNtkcR3GWLJIZWjE9khXyqEe59vptKjn6A2npyNRC1EBMfO918RoQMg08pUOAFxiMRiMp/rECllzYukFK8Z45l3jv2srkYuWE7pE4Pcw74Pirr3gVZpZuT8f1W96Q4H0H/HrdOsXpdBFUGNxtCBiEsJ8arKdN2jjytjNqzG2k8xWmqQ7JzOWDpb/8N1S/9WbRNfUxNFyIniRLbgiyXsCtUgFOXbzmDrPtAGBiSvRwZ1wcN5U+tAWo11EKb9NIcidozTeKFAahv+Cyd83qz7fFbqjLjfxaOiR0TATQ9yHoZqJQB3ydXhNj5INsh+t3/7TaMvW8VHZ6/+0aC+6etdqQQEM+qm1LYcpwCSZwyP2h/DwAEyXRIjwCcbCjHA0+C2xKZVX9h0li3js1MEv1T2Sm7L3VUSlH2SJcvi9yPeV8KQ4CPjkH7bW4YUZrOCygTqEGXVKXFYlFJngDYffLbkcoFHYU9R0boOqg1o+7JODir/t371e/A0mf/EwCBuu5iHVa3i3zWAwNZYQWSdxSNBSJ/ytZMUhBw5FPJ7/+eU04329eRzdEyPTfdB4AaEwDiaXWxgMbOWQI4AsCL92dhcZHI+j3EkjplnULroLlWiKytyrlcYloLQd8sl9ISJwy1mpsYe2PcSpicaxHeeAQhV5kydR5/9xBcK0RPsXOnaG0SS6Ov7/oxAGDiY6fj0bnnYv68MWOzpOWC4n67GZV123EsZenT4Hj+MbLcKrz3q/DCyNt3+d5bDMjzVNPKhXtuoM+5Aabl6lNyA///MTpZCzabzZf+INr9sHXcd9996Ovrw1FHHYVPfOITRtQdIEUG3/cTntmzZ8/GsmXLjGf2gw8+iK6uLrzhDW8wy5x66qno6uqa0lf7DxGHFJS9FCqWUuJrX/savvCFL+C8887DsmXL8L3vfQ+1Wg0/+MEPAADLli3DTTfdhHPOOQeLFy/G2972NnzpS1/CbbfdhkC1Na9ZswYbNmzA6tWrccQRR+Bd73oXLr30Utx8881Tju/GG29Eo9HA9ddfj2XLluG8887D5z//eVxzzTVtnZt9fX0J5G69hJdfPKSAAUey6QHd0xCWPWWDRNkTDUoOPMjBioXIJLrT5JhYt56tqORlzK8BwLGRvZTcCyCAru/90nwmUapxbaNxBZDtEmoKOGttqnjEM2f6Pc7IHFxrrIUB4DjIX3MrmGsneGnm5h+qCbDhR0Aw5k0pSj64I1GfUKrxAXWYAQBbQJ1X2+8tAGmaNOXEQcBxEmAkHvXLPoXcF/5P+xu6jKoaD2QQAlJglmwm5DWkF5oOyE5R+OadgGVhwCJAkOkLMTaYNSAq8+dfgdg7ZA6CjNksJdapj2morIyG9gCpFD3GC7Rx/ADK8jjL5qPnp/ehufVu7H6mp60EmXKIMyYmavS7skmRI2NqvwWVrZ3OGS0pJGTTo8yptliRwmg0+cPP0/qERJ0hcU3Btl8WKTjOKWtMOBCSoSQ6T66Gw9RsLwNOj2XKdAYISAKeUinKmCz43S/AeGT/o7M+TkyPLJuKwGG8ISD3xZ/QeMDx7FHUmS0U8VyUfNP1OTGaMeDFB28j+udUeU3zr2YdMQGLC1gdMlDzHvklhGCoNlx0F+twuYDvW3DtMGHx1RqVX4+0bbfpW5M2P3SKVnN0L7RQ8SfPAOkyZ6vnaJx479XIu1Jv/+Q9/4F6I9asIRjyhWZC1JX19WGrzCf4Y/HQ4sI6pk2roi5s/O1C0sDs+t4vsXzvLaZMbAzmmcTg7qL5XK1G3+clT/8cAOBDJpZ3rdA8cFb++j1t47h23kcARNf2ayVT9mqVLztZC1599dUvuflOftgAcNZZZ+HGG2/EPffcg3/5l3/BI488gre97W0G6A0NDcF1XfS0uITEPbOHhobQ15esLgE0j7+UfunvO15TnLJWVPzCCy9gaGgogXhTqRRWrlw5JZqdmJhAsViEbU9eDpmYmGhD363x4IMPYuXKlUiloi/1mWeeiYGBAezatSux7EknnYRZs2bh9NNPx7333jvleluDcRj+FMtlgKG94GkLxW/9HKEHwA/MRDvr/b2QQZQpk5M8cRhrICEhGgLwfZOR6p9TognTD1C9+mO0HAfKF0aenyKMyiGy2kx2fwYAmk3I6gRlT1ozT0GI/CyPGgu0p2exG3MWTgA6KxZQJ1/5M+8kMrhKdeuOvER3X9ox+5v74k/Mzbuyi0GGzFgfMS4N4Zd1RV+4N5z8l/RLswFZqYJNAiqcD74X1X/8SPRCa6bM9yFDRkDM83EQLtBVpI7CRkgaYV6ITpIYCEOUPnmmkepAIMDTHD2zauAFOlf1/3NZROhrJarEs4bxzKQUpFHmuJC+TyRu9bZokCyECDhphQUhRs5ZCTG6D0ecMqaOa4sek2VBNn2SnghC8jEt16grMZBArUYE/g7ZRsYZUKf3REMdhzpdn0yBfOO52hrNxqRcv3jEy5eZHirf5Vhg9OmAiBid6tCpqSOeKQMisOEH5CHZCj2G3roK3JJGFFaDNz8m0XGgkjXr0bY8QjJU//6DAIAa44nTWq6k8MKDRdNtmVZly1BwOBDmAaM1dClu57PTEQpO4rMtvKMXl59uMoT9Z2chJTUShIIbuY7HkHS2YEyi62/f35ZZ1Jy0IOSTAob4663ArbdQB2eTc6N0pkxnHPXniz114/zALancG2g7rZkyKYFKOQm+Mh/7JyxjFbyc4ExiZCSHDA/wj7vogX/k7JV4dO65GBeOAYAiAIrdDfROi5p/9HifP57mqQZEQkYEiErGpV+Pm9dyKnP5Ws2LvVrly07WgpdddtlLbn8yP+wPfOADOPvss7Fs2TKcc845+M///E8899xzuP3226fenxbP7E7+2ZP5av8h4zUDyjqhYo1YW30m44i3NUZGRvDFL34Rn/zkJyfd1s6dO3HttdfiU5/61JRjGhoa6rjt+NhmzZqFb3/727jppptw8803Y+nSpTj99NNx//33d1xnp1SuxwSYtn0SAkhnTFcc46p8qbIjz3ynDkyUoqzCFGlgnrairErKVdY8AkP7imAuhwxCMNvC/lWrqJSkNbz0pB5X2Y7Nl82SBaRSYG4Gwbgw5bd4GF0zPU6vif17CpCVKvyAg+XzQBiQFlvKBbNhLIKkBHhPHsyN3WTt9i8KtyREoLrWOIMImZngxJ6nzXK/3fp9+sWywTjvKOcAAPaJb0++oAjvYlzd2H0f+bf00XiLRWxMN4GJEtkI2SQcy3MuUIvdsEdLCDzKnokSqeQLBirvCYkDLxbg7a5G4+suAJkUwFhHTln8mLJ0Gqy/D+zoE2l5x4GVTup/hYKB22SmDd+HVbSQeetaPP9IT5RthbILckPSLks5pvOQp2zIaoM4glnSKQtHah216cJSQJleISNJEEX0lyFDcP+PqJFAZegS5UspXrJ8aXGRKF/WxyhTJsEwtp/4kdmsh0rTRRByYyLdk2r/jsQzZUASVEhJhHHTfaxe92q20UnT0hdByEmgFkBfvma0s8xnZZRJHrYs04wgBEMh3zTl5fiNWGeqvKbdNrkDkT7Z4qOHwZhEteK2dehJwYwX5J5baP8ti2yZdHPh6zXRXzA0JUcQcEz8408S5dOUE2L3Mz0EVGOyGw05eYmYM5kAlKPlDGwmzDGONXJjLFZRiHcdhoLj4IEINApF5K9U6ZwuOnUCzRaQp8f2Did5zAp52v9AJEHlRCMJ4vItZdtAfY1r3EImTQR8blNjhZudHPA3IRL3yzE/BX9cAennybItl/JQrXbWOmvTFTxU8SplyjpZC8YTHZ1iMj/sTjFr1iwsWLDA+E339/fD8zyMjSWvg7hndn9/P/bv39+2roMHD07pa/2HiNcMKJsMFQPtiHYyNFsqlXD22Wfj2GOPxeWXX95xOwMDA1izZg3e97734eMf/7h5/bjjjkM+n0c+n8dZZ0UZo07bjr++dOlSfOITn8DJJ5+MFStW4Bvf+AbOPvtsrF+/vuP2O6Vyr3n6RWQ/twHBlnsgR8bRvO03GNuqbv51TpkKNRHXAgfi4KiRxICSWAj3HExsRzQDBOOB0ikDlaWGJ+C9UMXs+ROQnoCsVCHrTYBJiIbEtpsJSXkjyTGHox7iXeJezYKsVCAP7EHYZO1aV6UqZECZGq1T9tTfPYeu7jrEMGVD/Xt/i3DbC5ANH+HuIUhPZeDUzSw8MAE5Nk6SGA0fskFvlD55ptmO37AQNJV8xwTdQbUaNnNiX3rVjYXxEYhyHcHBdo6JGB2g/4ejBhGt/ebvoTKirNVR3nSAMnuVCk4JM0rLSyIYDhCOBwhH6hCDw8YKyax/og7pSWT/6loIAOHABMKKxAuNArwxTsCtWiG+4HgZYuvTCAcjU3tRoUngLSOP07HwPCpf+j4wuBuoViArNQS1SD5EeuTLKALK0IjxCryhEPXbv4Y5CycQHqyYc6e7xWS1CTFWJ7BQb0I0AzR31gjwegJybALeUAg51k6eb45wBC+OwX9+FOGoD1mpUbnSI0kN+60fJF27soeekHTNTIyPIixN7bTgd+CGmeOjwFC5koanLHr08q2TN0D6cDq8wILXtNEoOwnJi3hWa+/z3R27LIVkxp7ngWaPAQYJ3pcqcb+pGFkYxZsIqnUXAkCz4WDCTxmifdO3EVSj+4/2aJzwUwjBIHxuwF9cggIAqhMp0gdjEtW6ixAMQUBlyKCevKeJkIFDotlwUDxvaeK9J5vUHBIqHTGAGgT2B0mtPz/2AKc5YfGIl/7iUQzpWl2+9xY0fduAu3SLLATjBAgzGR8BOHY+2J14aBQhN2A6HttEHrWaSwK2XCQ+ox0idFl0tJxBXURZdC1VY0tpAH7YZBgbz2DPrqg0Zkq7ipP4YljGxJ40hGSoDzwAD5wy7ABe/wXK4Nc8x1wDldhl3fTthBXXH1u8lB92pxgZGcGePXuM3/TrX/96OI6T8MweHBzE1q1bjWf2ihUrMDExgd/+9rdmmYcffhgTExMJX+1DEa+Jsz8ZKu7v7weAtqxYHPHqKJfLWLNmDfL5PDZu3Aing/L4wMAATjvtNKxYsQLf/nbS7PmOO+7A5s2bsXnzZnznO98x2++0baA9exePU0891aD21uiUyr1k8XxUPnce+NxjAcuC1ZNCbnrsqY0zk0U47pQDxA/T945JVPm1KXiCoJ9LQ3jAgX0F0o7KpI0XIwAcdSZNtNxJcsqE0pnSkenyCQxYNrgjwVIt5cCUE5U7Y9mPesWNsmo2J7kEIWEtnI1pt2+iMarsidXXBen74NMKQLozZyjwLDAuYdsqw8MibSm5bycAIvqDx1TgM24yQ6OH2TtbHbd2SxbDZ0u5kcNCGOLXvBL5PNowdkvMtRNA1fcsyqBxoHzJOfSl42QTFbf7YYUi6Y9ZFpBywbv7o/fUeXxg2kngyq1BCgExeBByYpz4d5ZFchixcyUlI3kSFpNdKU5DeSQF3pM1r9m2gONSyZFltQu0AISE028b0MZ6ukiexW6/dXCb/FpFjVI/LJ+NJEAAhNsfBrdpXzKSJFBMTOsz3LOpIqFTVgzaJvlQMBzk7pSlNgAJhXnXDinr2gKo4s9js+dPwM1G5/SlhEbjPC9RpoeAp8d6EzIR46UMZvRF5TU/4AnphpQTIH/GfPP+I3OIj6TXXB6JHjyKLdlAbkk4dpgQfdVZvlaHLP1d1+XrTmGAh2DY6aTQZSW/J/EkJ2cSxe5kNpoybfR/o4NEyQP9702AXp1RNJ9XQCXeARuX7qAx0v8/CrvNuV/KKwZo1wLHcAHjkhh6zK0dmqkine9je0YN0R+MSthd+Wj/9PnS18++5hi42k5m9lvQZzfgdKlravoM5asa0UP8luPRet0eKp2yQ9F9+VJ+2JVKBZdeeikefPBB7Nq1C/fddx/OOeccTJ8+He95D30/urq6cMEFF+B//s//iV/+8pd4/PHH8ZGPfATHH3883v52qoYcc8wxWLNmDT7xiU/goYcewkMPPYRPfOITeOc734mlS5dOOr4/RBxym6WpUPGiRYvQ39+fQLye52HTpk0JNFsqlbB69Wq4rotbb70V6XTyqREA9u3bh1WrVuHkk0/Ghg0bwHly1xcsWIAlS5ZgyZIlmDNnDgBC0/fff39COuOuu+7C7NmzjYVTp3j88ccNam+NTqncdJqDz5wG3tMP2Bbs97wTmeMKmPjo6SSJMWuGyZTZ0x3w+bNhdauM0EyauO0lc5IbEgJ2tw3map2yFBCGyJzYjb45ZSq5zegFUi6Ez8FdBt5FN1qnL6lanlraDacvmgydggTr6QFbcCyc6RwslwbvjoivfOZ00hybloU9MypBzDubgfd1w7EF7GMXgS9fDj6jCDk2YboCpVBWKo4NPm8ukEmBZVwjl1D81s/NZFmY2YCbD6lNfXoXRMjQ1UVfXn4Sffm23xsTuWzUwTIp2POTBFAdu9/6V6T/pYJ1EccltUKpnMevqyDEXzRSYNOngXEGZ1YG7qIu8K4U2LzZJlNmHTkfvQvr4F050m1bupDO19FzkZ/l481/1kR2ESedskIXWHcBrLsAfvJysFx37HzSubhIjNPYpk8n+YxMikqoy94A1pUDdwG7W5HRZ+WpfGlJOJkQ+atvovJmVx/m/n/HkHRJDFyNjOToXBaVftxMKrVYfUXqjOMMrKcHdq8F3hudbx0z77sPfHoB6ZNnwiraYPkcAVmXwU6HsI58A5x+G7wni2NZJQmOGQfPv7SPa7zE1ayoYwxpZClcO8Qiq4pmYKEr18CseSV4Hcy64zIHXmDBtkNk8pFNUuvEyG2J0GeGU6Y5Y9mUbybNt6TGzO+Bys7ZlgDvpmtqaWE8Wp/qJJwYjcBNLuep7kuJMrPhpgI8c117l2OWhbAgTYdiKh2g2mx/ONNAo5BvkoSGakRwepL7xjgtl876kEMHE/ZOb+4fQjblI2UTAOZc4gRZRR9PavHFQWFczBWIOHCdukpLqpSdsQPkcp5ZhpovonGmcnRuHCeErWCpH8uAOukAnEuUQwdzgqTHpqX2L2v7JttXrbumQ5YxCdsSsLhAhkfZWk9dXwOjBZMpY5yAf63e7n2pu0f/JDsP3UfRddqdzqEUuAgU9n7qr5+I1q/G3y0YLE5gr5MN1qEzJP/Dg7LrrrsOExMTWLVqFWbNmmV+fvxj6oi1LAtbtmzBu9/9bhx11FH42Mc+hqOOOgoPPvig8cMGgK9+9as499xz8f73vx9vetObkM1mcdtttyUa8G688UYcf/zxWL16NVavXo0TTjgB3//+91+VY/ffiUMKyl4KFTPGcMkll+Cqq67Cxo0bsXXrVqxduxbZbBbnn08dMuVy2chofPe730WpVDLr0UJxAwMDWLVqFebNm4f169fj4MGDZpmp4vzzz0cqlcLatWuxdetWbNy4EVdddRXWrVtnypdf+9rXcMstt2D79u146qmncNlll+Gmm27CRRdd9PIPhOZwjQ3RJLt/H8KRqGQpq3UoeRvYi/uJd6Y77DylxN4iiaEzUsac+sAYpBdAVpoYGcwjLKmNNhrmi/PsT6LLQYSRLYkMRIKEbXVbQLMJlu8lpflWjlacBB4j1Q/eHUAcGAcAsGnTgGpZdeMJ9Pz0PvoSB+rJ0w/oDlhvEjE81lGon4iFzxA2OS3POVmwqFKSeIYaQY79wjzIyih9rlIhcNOJD7XjESy4/7rEcWSFfHIfwhChxwxAejLlEPE9UD6qnEE2A/LDjHWghg0QoT6QgLaWEhJBDRi+uwLelSKbpUaNyqdhCHjJY6obPR4aIF08uCmg0QSExNPXjiG8/SZyF2gkOzVtS1DpMmCY+PO3wy8ziPFB7P3qM3Ts1XUSBBxLzwsgmz5kkyZA2SQOnPSDSKakUkm4NMRj4qNKUkU3osQ7gyWD9+//QCXQho9b7Vzywy9hSK4jiJV2pFLiFyCBXJ39CAVHLuVDCobBPUV0p6dWaLctYUCUjlay+t7nu5Xmm/o+qckzXnIDogk0Y8YSccpS6fby7MIzo+tNc8kmk8ToFBYXsG2BXIskRq6L7guFTDPRfRgKbvQAdUjBwKG4TC1NML840G/2ybEFpGQ4Zd/GNoHVVh/K/SPRw00oGZyYpEZcEkOXL4FkFoxzmRCK9Wo2GJOo1104jD4Tl+6QgiycCla7k0Jc+kK/nst4qMeMvzvJpugMYn9XslTv2mFCm6y1rN0LxzimONxGl9OEO719/Tpr50ooE3YCZq8ZTtkhiJfyw85kMvj5z3+OAwcOwPM87N69G9dffz3mzZuXWE86nca1116LkZER1Go13HbbbW3L9Pb24oYbbjDc7htuuAHd3d1/oD2dPA4pKHspVAyQ4fcll1yCCy+8EMuXL8e+fftw1113GVT82GOP4eGHH8aWLVuwZMmSxHr27NkDgLJbO3bswD333IO5c+cmlpkqurq6cPfdd2Pv3r1Yvnw5LrzwQqxbtw7r1q0zy3ieh0svvRQnnHAC3vKWt+BXv/oVbr/9dpx33nmv6FjIUgXetVdR+SqlSo9ZUk9HrW7KlSybIW0qIY2BdmucuPmaqLwkJHiaslnSD8HyKTR9ixwBShWAEZ8JHDjmLyIbonj5ktk8QbQXlZBKi/keEqZtlTKQwlxZLGYAfnktTeVIgAy3HYeaDfLRBG2aD70AyGSI89YSRjx2JozTAEu5SVuZ/6D29Ke/tAcsT122bM5cxcNqnxzljieTAwAif0ndMclY9LYUuDkcIIkIva+ZVFJyBAQ+rTSopCkksn/9v+l118bYvhwe2R9ryw5D8OnE4UG+O+LCxYK8ASVkuYSnryUi6zF/VUR50wHVPBBb2AsMiLEcAdkI4fZIsEwBZw8fpAk41n3Z3F5OAGqWzYCnbAhlM6VLqMJDR2N3lrbAHAcs5VLHr9qn9JrlYJbEY/9K6+FdOVw7/HDyw2Hwkt6XrTcrfY1y0KRdrbvgnDJQFleNC0jyt4792wVt6w1CbpwPGJOwLG1+HX3uiNePdeSU6QyLDjfWdWmAgbredhyIur016Nv1c8pwdaWbSGeTPCrLEW1WTzpG4cC1Q9iWQBi2g9l6xUkADb0vUsK4gSS2pfahct9gYhxv7xvC4rOpy9VX3MQH+t/b9vn4MeZMophJKvp7kzgO6Izl8r23GHmRbMqHZYkESHPSJISbyzeVIXtSVZ9xOm9V7Q8a28WVow+2bbdad5FRWdfle29BygnaSppuD62/9bykMgGKPREvVYMrDaZy4CYLfLCmOLSjsWtENWroa2WGuu4bno3pc15et+gfIg5FpuxwvAbKl1OhYoCyZVdccQUGBwfRaDSwadOmhGbJqlWrJl2PLjGuXbt20mVeKo4//njcf//9aDQaGBwcxOWXX54g/3/2s5/Fjh07UK/XMTo6igceeADveMc7XtlxiF+4iiMmPQFmcQgPCWBS/+VzYN1FInvHMxEtmTKtsm80q2wLzOIGNOjuS+n7JCcgYJ7oZZC8Icqal8hi8LwSRvUakIEEyyc7aWRTLe8F5GGpwmUW2LRutRJO5cRiHvB9jL5npXpd7c6zowmA1EnDyhuWED5xpmQQQsroBhkMx4RRr/wMrWP/0KScGf4nZ+kNJfYDAGRJkZpTKbrxhiGkF6AcqoyuzSAbAWUMOQO6uqN1jCgzcwV2jOSGZYFbAgdtBjERnV+WcgkYSZHQKdPZ1OV7b6HuRt29xBlYLoOJAxmAc4RN1gaSpaDOVKhMZPqUP8X2g49Rk4haNgg5hnfmkmArDCHqPqz+Ipl1e6JNsy2xHS+EKFXp/NuMZF4cB407HwXjwIxClTKrQqDstTRbuO2Ug04R1wWj3Vcl9lw70NY8pAPVqNTGeiaXwdEyMLqDNy4e28pD1LcAbZ6tQ19/tsqkxDM2fkz8wLYFCvkmZsylSdgLLFiOQNYm3bIutKvN+4L8FN809H/RhQCZvAfXDuGmwkQGEQBy3R4Ykxivpc0YtE+mvpY0T4xxMhISIUfulB4MDkWl6Wbdhn3GSsMHYywiyCeOXUumrOHZRuoCiGyUJov4shqwxst2muhfKaeQtSb3+XSYQF4kj9tvZy7HGwZunpQHqLd9zPakVY9ubtp/oIBcmu4FVpY4ok5aAX4mzfn3GzTeUQSk9ajGUPLdxLNexXeMpVM8Uk4IO/MaQjGSvTo/h+MVxWuC6P9HHwKmBCj2DkOODkN6EsHBBoQHiGrTdGG98EQPxNAB+OMSwzfsgKy1d8EBBKSEMpMWDYHwhf0QdR9igibD5j4BNBrUlanMcjX4M1mOWATj0U0kGA2BiRLEwd3whiX83ROJZeV4GcIj02oxFslDHCXTEANKeblWhRwbAxoNiPEKghLQmLARVmiysPIcKI0bQ3LdfTnwxtNMxsIpAo2SA69pA1Ig9LmZnF7cTBmnpecFsJaRu4IcGycT7on27sstb1NZR6/9ZmkAb6WKoMlpTGEIm1mA70M0BGUPGz6CAz7k4EBiPWED8HdQx2zub0m9W+wfQamcRkoiyhCVJ6ibs94ERvZDNmPSGjED+XDcgywR10gMT+Dp9fuRyXuQ9QYZhysdqrBM4xYhQ9C0EFYE/DKd679Y+F7IetMsY1sCC659B9DwIcaUlly9CekJBAMTCtRJyLEJuiZHk913gJLEqJKgLuOMuoZLFUhPQgTAaQdfoC7bch1HdM2KOogBYPDFScuik0V1IkX8JTBT+hOCyu4HKlk0mopbF5e7GBoEANRki7+hAq7xsuX4OPG9JKhTVATtt8u4eTYQlVf1uuLA4pi+qK1ZhCQxsX9PxIPxGxZqgYMw5KhJC6HPMffo6LvlWiRy+2uVqcr2eqpz1GrLRAVNbjhlQjK4VgTc9HHXwCX0OULJ4DUtiFINM2ckz23tO/+JIOQJN4NSSw20riybdCdjm0QHouM0EsuqNRRaWb73FpTKBMwbHnUgxoGek6GsIWMgRwxELhT6eAaBBZsJDNp0Hmr/6yK1n8BvZv1pBEr18VbnZvneWyAkSwBDgOgRAElpVBv6YRlw3BCNstIti3XpaqD2TDCGQFEBc24aDhMJn9ei6yEU3HSKpySdo6ZvoXLANQ8FwGtISPZw/MHiMCh7DUToAeFwGe7Fnwc4Q+2WJyE8oLqXQ/gMwYGGAU5L3jIBMTwBKYD+W74GsfNFIPQR7BppW2+gtHFEg+QpwnEfYQxciXIdslShCaQh0dhM6/DH1bjUzcHbU4M/Ed0oagdtkoUYG4JfsyAaEmI8IiSLsRpkQNmqYDja3tkoo/4Erdy7/3cQL+xFsHeUxEgFTYxS0HbDioAcG4Oo+kDDN/IJ9VJkv1LaTXe6VDqAGBpNEJTnLaPJbNvNNg58Y6s6ICHCg1U0d02u7RbsiWQLNP+t+YSSy1DK9qIZAEGIfxRzIcfLkAHgjUoEB+uQARDu3GPWEW5/EV7FRliTkB5ZtwiQJMa8JeM4ERXU99DTtxwZQ7hvBGK0AvHUMxA7f2fWIz1ATBygiUMAskwZFlH1cNRZNcz84Rchx6qQAoZU7A0RWTr0OZoNmsjGBilrdGEQEGBWmdR02gcODhoplVAQqIIAJp7hJDmgbJZKg+mOwLaxn0PUAng7x9E8QFxDDarDJse/Zk5Gc4wjHGvgg7mlCZkVWakgKE0+ATUDMhmKd+X1zKlSmRESpfEo09YUFrpSnpnUXR4BhHDbbgBElo9HEHL4DRtByNv4ZEIyDGwrEvhRHYx6Im76likx7qwWDfDxmhE3S6qsYmv5slROo0eJkNYDG+OlDHxJYCSNEF7Txq6noqaUCZ9kLhoKUO7Z3gM/sCi71zLm6kQKXmChoDoUvdBCEJJUSHMseduXksyxfd+C+1cXU5e0iulH1/HCEz0IJUPDsyEldTHOZ0mif4hk52qrRIcvuOk4HGXRPaGuMvD3978PQjIEKuvU8OzEeagMpxCEHI4TGkP2xPobFpVmmcRSVQ3Ifvrrav/Ug15Ltk6fq0fmvAcNz0YzSPLpygcoG90/PQlSx8YzBrAnjoF6MAikQOUAPTAM77obGTswmbJa4KAR2ASCFZB+3o0AdaWUTkp9dAC4f6g4XL48NPHfAmV79uzB3r17X62x/NEGyQRY4D394P29CJsMwoNRKXfmFQx36nf3zADLuHB7GVg6RybTlhPJGMTXm45EXJ2F02D3uhANyorYOUnyDd0FKk0JIHUMlS2EIRyrrqk8N6BQhzYz55YEb5EyYAWS3mAuA09H7y15v4XUERFvjaQ9OKy+LliuWpdNN9agggQxRO/H4q0/N0+PoVKqz3T7qmEgWj61jDoHj/3CPPRduEyNOQdrRi6SE4nFiZuvwbY/+Qysnmzbe5bq/CTDb0ZAxrbQ5zQMod9KAxCAPd1Klnp7iwg8Tt2rnKxbfuf4kELCzknMPWKcLJDcEEi5sObNAHMs5K78EVhPJLsSf9K2uom3BQA848A+eSl4Tz9YIYO5D99jJgBb9ymkQyrNZRmyBQ/1G76A4/7pOLVeDmf6EXCzAZ79/FYgkLC77UhaRCSzKoDiXnWQxJj9m3thFVyIGuBOZ2C5NFiWui9Dn+MZtQ88beF9rJQ4Dyyf73hedGjNsTjvR8YyW/r/bNaDkATi9OUzEkbl9cqThARbFf0ZU1RIJsnPMkwleEnTZhEAjGQzovc0IX3AtjraEGleZSkmzSIEg5TMCKRKUGdnhgcQkqHc4WAUbQ+lwDVl0IpP4rmtTQrxbQjJsGRlKSFpIVo4aEHAIdQ6xa/vTLx3/4Nz0F2sJ/bbgsQ4ptaUi3djdmcbpgOz9fhk1PX11qGfmtdsS7Txu1I5H6FgqMT0z+KZtHgWbHGOHhCrX3hfYpudyPy0T9E1ntApUwA8brcltPNb0H5+NBB/trLXSMhkZr8Fw34azRFVSmeuORfarzSrvloWlxivt4uqHrruS/aq/ByOVxavGJQFQYC/+7u/Q1dXFxYuXIgFCxagq6sLf/u3fwvf9196BbG4+uqrccopp6BQKKCvrw/nnntum0O7lBJXXHEFZs+ejUwmg1WrVuGpp54y74+OjuLiiy/G0qVLkc1m8f9j78/j7ajKfGH8u1ZNez7zyck5mRNISMIgBJFBE5AhiEOgm/Zt1O4AerGZml8uagu+L3xA4DY/bkSxFb2NCbcF2oGhUTFNBAyKgAEDhCEJmYdzTnKmffZcw1rr/WNVrarae5/Isb2m3zbP57Mz7F21atWqqrWeep7v8/3OmDED119/vZJsAoDdu3fjyiuvxOzZs5FMJjF37lzccsstMaqLiWzz5s1YunQpkskk+vr6cNtttzVg0Wzbxs0334yZM2fCsizMnTsX3/ve997zOBAK0FYJdie5DHJ/dzbMHg1mC4fRIkCzSeUofeALOdBpU0NwuU/hoHW3xNtMmaAJAmICeiuFcDzwigdzmomE5cErE7WvEICWIqi9JSez1GwKqoVAWr0vh1SkcCXV5YH0TQOdvhCJLqltGKXEIEkTWgrQOxLQp0bwPAlD9VM/eT60M04DzSbAyzUwm8DMeOBeuOCRGbOgdaWBhAG9XU54pRs/odrLTa3BSDJoloA2O160of/lpwBIoL9xyXXyy0wavGwjcVx8rABgeMWV6JpRAukKIxPaXMmZZyye6V8nKrm4WiwJqhcEpLMDWopCb9dgLugCANBjZ4f8ZR2taFvoAVyOcfH6j8o253ZDeEDqOAvpGUH+wwDtnQLa5l/TOSfH+kh96SjhcMAvdCHphCzYAADGMHDW2TDa5c1hHtMK5i/CLV1VgPsplp7pQCoNbc5U8AqDO7wTqS4PU2eNg7YlofXIa0m720B0gvb36yBUgKY0pG//IVpmOdD6OhrGcPzyc6HN7UVySbeitxAVB3pHAsl2D580x5CYwkHSFkzLgxYBnAvbht4+8eKTMd0GHqnA+aQA2rtkGr9SMZEzHeSStnKWpidD8HTrf/sAAEkIGjC9B5EI3ZRku6bO0KGFTgUlAsWRBFKtjqLECKYAy2DKUfigNaZ+j+oY0hNPAACcNi2s9nY8TRYjRPjMDIMpELgmBJKZ+PzEBUGLYaNDl31rTYR9TFtOzFE0LQ/JhItyzcT2DTnoVDo6hADpGfKYgeNtJTzkDAe51hrY1t2xY542bwD5QhIZy1HpS0v38JE6PdH2VDxymo+w5RerFjQfmE+JQK8I046GP5BBSlancvzdSAQSAJKdclxy2RqSJBR7V79nXLR1VEAAPOXKZ5ie8j71u045uruKcZoNw4v8W459RyI8j8Ap6+guKZ6yyogpaVCC60SFKnLQ/fvoSy2nomuxdP6r/b9Cp1GD2SLH/AMzBhpS57Z/GozLKtV6LdN6B/Wo/de2STtl1157Lb773e/i7rvvxqZNm7Bp0ybcfffdeOCBB3DddddNqq0NGzbgmmuuwUsvvYT169fD8zxFbxHY3XffjdWrV+Ob3/wmNm7ciJ6eHpx33nkoFmVIub+/H/39/bjnnnuwefNmrF27FuvWrcOVV16p2tiyZQs45/jOd76Dt956C1/72tdw//3346abbjps/wqFAs477zz09vZi48aNuO+++3DPPfdg9erVse3+6q/+Cs888wweeOABbN26FY888ggWLFjw3geChm/TYkjSN9CEJIglOsDHyyoMLGrx8n6S8p2eCUhkCSWyKs7U5d+WjrbeCkx/TY1WLSbmNobkw+NEQLc6ANcBXBugkWKCejPjb5OkU/KiGYbkvEIiBZJLAzW5eApGJHCfCKkVp+kgPk+Z0vqMVDd6VQqiCdkfw4hXjPoVl8ddboIPyZSVGMtLiR+rkYy27Z7PwylrsYIJkvMdzQA4b+gyYsiFrDIkIgJ8l9QeRJdyR6qNDn+gqfzQKZEUlgcQS1Zv6iYHKAF7dzcAoPrv34wx+qMuDUAiMiVkquSqI0m/ECEApfv0BoTI6kRQH8uUbgHpnSu1PAOgf5kgt+IYEJ1C2DIqoehDTF298VZWfw7EJEqrNWota34RamJ6Pq2JHzXkngRSC0dGhdMtdhw8Xw2LDuqts7PcVACcaCGYOqp9qYo9/GhFtDIQXY0V14GDZCR98LbWGB1MpNyGCBMQLsQAGpwoWcEJVRQR3T+TcpDL1pBJR5w/jaPiGRCCIIXGlFWJGah4hurXlOlFnxKDoVDnJAX4pgCgDsjIB+NEPa9KvcDvF/MoSNJUigKAJKhV5wHpjDpMw1N1ZLXRqBUlAt2ZEA/J/LSkosSInJrrfxkFvisqnshlqxzycWQRfrD6lG1wj04Nmsq0AgidzyilyZL9T8ScWCEQI/IFwvuGe6FkV70xTsI0uS+99CophTJjQft+n4wIkN/0q4Ov3vd99Z3LaWweAxATXv9T2tH05ZGxSTtljzzyCNauXYurrroKJ5xwAk444QRcddVV+N73vtdUIulwtm7dOqxcuRKLFi3CiSeeiDVr1mDv3r149dVXAcgo2b333oubb74Zl1xyCRYvXowHH3wQlUoFDz8sRWMXL16MRx99FB/72Mcwd+5cnHPOObjjjjvwk5/8BJ4nn4Tly5djzZo1OP/88zFnzhx8/OMfx4033ojHHnvssP176KGHUKvVsHbtWixevBiXXHIJbrrpJqxevVpFy9atW4cNGzbgqaeewrnnnotZs2bh/e9//+SkGnhY6Ue62oG0jILwmnyYiamrqADJZiRHWLDYDfrA+XqeMk1ivQQXYHlX4lo8ucg6ZQ21g0TiyUbH1aQshFBg1+gCwser8IbDRdicnYU4dAgwLLhjBA38Uh6Xmp1lW1ZZQk6C7mvbAUJDEeeRgxCFsqLJcCqa3E8QOKMCcGoNxQfZb/w0TFkxAi0hgfRwJTFmEP0IFsJ31jigXX6kK5OWToLrNYB62c8eRXZenHNNDA/HtgnORdjyvnKYphwbolMQSkOwegToz2scvMJkparpU18KDj0DeAMlgEPSkpSroLP9kKTnAdU4lkX1y+EK6A/GlKMuqja4R0IH1pdCYp7kcCM6QXoah6gUwZ57CiSdVNeOuRSkrU1GVH2gv+Ks4lymuGsc/OAI7EbJOABA/lPnIP3lByE4B+1IhdW8LoPgQHXNF1Eb1SAqDgYP5MDrBMgncu5LBUvhf6IC4EH6Muo8USpQihCpzlo0Fm9sSAL9W4kb4+/iQuIZKRUynVe34GsGh102GmgxarYRw/wE0eU5ZxQUCJxvlpjGB0bDdLTnUeQLSUw5R4tRRwByoS8SHaVCHJdFIAlQAzuwuwWMUxDayOhPqEznBwD1sH9COQhzTpVjo6hFNA6STsYKF7IdNgydq+8oFfiJZSERWTpembYixgVWD6hvz1ahUa7GbiQSKKpSgiX7n4AQJCY2X59qTPeG5LXqHGN6pVC6qEq2aCwuPTc8HFLvbF94Qexa1mttArJCdsn+JzA8nA4Z/etM10L+tcAp/FzNBKGSNy3Z+0G/cEkWEpRHTFiEI2M5qNk6PtD/GO6b/mnVXn1lazRl/qc2Icgf5XPUJmeTdsoSiURTNvtZs2bBNJtHa96rBSnH9nYZTdi1axcGBwdx/vnnq20sy8LSpUvxm9/85rDt5HI56PrEIJXx8XF1nInsxRdfxNKlS2PiqRdccAH6+/uxe/duAMCTTz6JJUuW4O6770ZfXx+OPfZY3HjjjYoA972Y4IAo2QBncF/fAe+nT6O224Fd0OAVCZwd44oD59d35uG9swf2Qf8tbkhOrFGgP3vnBblA1wBekc6du31E6mCWHVlt5RK56LqerDxzhJLcCaoBAywDG3VQHohgLfYUAcMA3/QM3CoFK/EY0J8N++D3fkfpRgZmv+JHrUbGwF5/W9JvjJVib1RCAE5Jhzg4CFFxIKqh9ubwhUvVdi1nZlEb1VAeNsEPjkDwUHNPVPLgQ3sw/xIP3safAgBIWxt42VHFBlHTP3O9LC6IcJjxQ/7YbpO4SVGugurSsRXlqkxhuB54RaC2j8HZNgReE2Dbd6koId+2A/YQhZcX8noMy2Oz/jE4YwT2QcA+5DtRtgP25rvgYyXwTa9AjEW8HwpFgssqXAH9hePh7dt2wV3zVeUEuaPy3rD3BCTMAm5NA69x2EOAeFem//nBuuKQGfPARqqq0pYPDIPlGQaekQsqq8hFuzpugO1vHENW8Nns946h9lYBfLwKNlaTRSY2xVv/9zYpal10kM3YqkJN7swU4Wa9BeLWQhBk20OnuVbQJSWBIKiOS6cgk7PhcArb1eF6Gna/1YY95bDCkb3xdrxtncHUZWUiZ0RV5FEiYtEfVd1ZhyljPNSE/M3QFOVM7PxNLtzejwCeHKk2Ddre+oQvfQUBz9Hg+pqcLU0wWzlDvniVXAMahAKKu47mY9TCbQujSdXXYz5chMcpao4OjXL1LO/cGKbqK56BasmE9uGPxFJ8ubO7YLsaKo6hUrIfrTk4jsXn+lpd9afjago4P15KgCB0tMYiRRZtEVqfsdEUhF+FmLDcmDNS7tdBqYCuczVGtUhEz6no6tod0H085L59eBUZOJ6m5KaCa5UvJGNYLeZX7Uady2DOtT09wugvULEN5LI11Z4iFPZfZFdbZeTfIiriWPZ02L5/eGAoB90nvw2OFR25qqerey0wy2iMmv4p7Gik7MjYpJ2ya665BrfffjtsO3xzsG0bd9xxx+RY7OtMCIFVq1bhrLPOUjxkAeN+vc7klClTJmTjHxkZwe23346rrrpqwmPt2LED9913Hz7/+c8ftk+Dg4NNjx3t286dO/HrX/9aMf7fe++9+PGPf4xrrrmmaZu2bSsG4eBT87isenvxcdCkAeiy6jK4qbV2Qwlv9yTLEI7PLB+xKGWFdtyZ6t+Cy0gSzeiquq1WMaBbHKLqQHjc5/lCjL5iwfY3sWRARiyjdACiVg6r5gxDClXXrR80bUJ4ADUR+230dwTGFJkiJYmEdByLNQhbOobRsH2y3QM4V9WXAe7ZzodT2PAvKoobKOBWUymZV34pKTt2FUGnHye/27cf7qALvbXx7e3Hy+5H9lvfgCg2sr/zmo8jyhfBXCJTqLqG/V4KwnXVOQpPwC0SGSGMRMo8m6r+s/5xvM8zwCseSsMWDu3NIuDyIboG7ZgZsq1yFahG0ikcCkSlZaiKjLKRKjo7yyBtrRA1V41HYBoV4IygVjPAK0B51ALRNQz/6ACEw1T6krkE4u3XAI5YVWQwQzBXRmTkGNCmvHG8JqtL4Qm4ZQqStkAoUdFD29Ph1jSwkoe9Y7m6nUWswjdqpZKFcT/6VRwNo0fJNld1MQBZR6swm9EQ1jbnAYRA/2Bh5gEwWYS6ldH0FtVDHNa3dB330QhLfERYOjhmFCsWVF92k3i0JZetob0tfOZsV0fGZ6QvCQ1lu3naKghMm5okVDVMFjseIGkbgiiFqPF4VKkOfC15yiTfFv/NMzGs1fr/paO7p6jSxMJXUPg3xKNQ9RalzwCgJJ4AoC2CqQqqNiUHm4ywNXNCEq2BY46m1ZdAGKXM+ecnxgs4BSUYWoADPHzUpp5+IhinaPUlcyXVSDITKgcEDnaw/ebyPnBGYBkeSi98AxVoMDt8zjIfT1d1DKRM2YYd6Zas1Kzrx1FWjD8rm7RTtmnTJvz0pz/FtGnTcO655+Lcc8/FtGnT8JOf/ASvv/46LrnkEvWZjF177bV44403mqZAo2StgHTg6r8DJAbsoosuwsKFC3HLLbc0PU5/fz+WL1+OSy+9FJ/97GfV94sWLUImk0Emk8GFF1542GNHv+ecgxCChx56CO9///vxkY98BKtXr8batWubRsvuuusutLS0xD7f2LMX1NKBXDtoT7siEw1wMkSnShx31gUOaNaC1cHVb4ezQPSZtiRh9urgJQ+Oo0kh8aTpp92k4Dj1Kw/dYY4t8xbjlamnAAD0dqrwNgCgZQjEoWGgvQe6yaHl6q4FF8oJ0VJh/1LtDmh3KwDAe3cfRNWV/acEepLDzDBQ/5zdMgUsC7zCgISh2kv2RDBFVEAzOBJZOWFTTYSg2FIZYvMr2LWpDYLJyY90tMPoMUBTcccFAO7FXrxx+i0xZ4P4Qui84hPuZlMwEhwkITvTAQekJQeagBxPncDq8q9JHZ5OyxBQE6AdKWzSXZCEJAvNtdaUww1KQDIZSfSra0BbyPZPTMS1MH0ModZiofPcFESpDOgarIwHGjl0oH1JiYDeSuE6GtDajtZFAsTUVGUpABQffRskpcWEwvVWHa29VUk3QhHi1MzG+84tU5mK5wKp2TKtrXWlpQIAgCntRVgZD3qnjDpE+4lMGnq2+eqTydhI+AtrFF8TpC8ZwmhVJhvXYKw3vVNe+06E6X7H02SKzqWgVID5bSkHP6jeYzKKc7Xn4VoWLsrq2DyMBgXfUSJUpGxERCoHfUqMKHVGwnJR8hnpU2BIWy6mzcmr30tuwI0lnZm+WTKz4DpaA3ms4ASuJ/nHdr0YRu0Mgym8WaAjyhkJhcsJjVHLdMDBocFsXEuSCJymxQs96hEMXBCcOfhjAFLqqVANq1nHSKPTFQDnASnMXm+GL1NUL1Sujq9Jp7LADBQCLNi4dHiZT8fhMO2wvF9ckFj1Zft0mU4tRyhCAh62gwNZtU/glAdOX6uRAfd51rTZ75NV2v6Qdmg2hJDjHfTlVyQaMm50mo+UHa2+PDI2aaestbUVf/EXf4GPfvSjmD59OqZPn46PfvSjuOSSSxqcjfdq1113HZ588kk899xzmDZtmvq+p0cCmOujYocOHWqIYBWLRSxfvhyZTAaPP/44DKPxLbO/vx9nn302Tj/9dHz3u9+N/fbUU0/htddew2uvvYZ//ud/VsdvdmwgjJhNnToVfX19sfM97rjjIIRoShfy5S9/GePj47HPDcfMAGlLQz/+HJCWLPTZXXKB8MPwtCUJzcfzb/tZErQlLaMlkFI4QChCHZiwPeksJCTuina2QOtIA9wXYM5JjBXtaoduchlRG5CRGS0OrZDtB3JGiTQq/f6C0zkdmimgtcdBsCQr+8QdxESmK6NmiJ0jBLQ7B5pNQOvrgJYBjFaijp1ZkgGYB70rAdRcKecESQ8STGbJNhdWhsFIh4tIMPG7b+wBmdKDWcePYcvH7/fHKgV9ZpdyqqL2q8euwcLr2kCzkUiLX4BAfQeEzpoBanDQtAWStDAKU0pgmURF34hJpH5pHQmtPiUlge0eUw9dutNBtWyEIf6WFgjGZBrZMkH7wmKR4PzPGXtDFmz4upwkY0FbthRIJEDTCSkW768hWob4145BMzhozkCus4rkX34FlV0cwuOgWXntmEuxb3sriE7VvURMHdCJuveoSUGn9SDZ4sqIbp1RXYCmDYBLBnySSUnKFb8/fV84EXpSgGYTeNsyYjQfZPrsGH1K1ArFhEqPxRytyAIbfF8qWmCQUZdmkZHitubHMAwZWZKSSyQukwRgfCQFTWtc0DOZ0Aks0dCRm7E4L7tIQnUNq0nII4rdZKxxOt6/s1X9O+3jjTgINAjs2tGu2mjmgAbOwqzTwkp0z9PUMQPyUs5CSgxhO7H0WVXUFesQgTMGHsXTTnxuiwq8A6GiAQDkKwkkDVdFwpLi8MsOFwTlqgnLYHip+1QAgD0gGlQDYv2iAqmUg6zmqkjZ1seCQhehKh6j46QiicHfQEyQfGSvxKANVVMxTFkm5aCjI8S/BWlT15F/dxlZWGk5dyR7P4iDbhK1IXnOkmrFL67xr/eZIowaazSOITtSeDIAPr/bf/xz1CZnh2EGam5r1qz5ox1cCIHrrrsOjz/+OH75y19i9uzZsd9nz56Nnp4erF+/Hu97nyxvdhwHGzZswD/+4z+q7QqFAi644AJYloUnn3wSiUSjZMuBAwdw9tln45RTTsGaNWtAaXximDlzZsM+p59+Om666SY4jqPwck8//TR6e3sVru7MM8/Ej370I5RKJWQycqHctm0bKKUxBzMwy7JiGDUAcChVvFPQdZjX34n0js9C68jA3VME7e2GeCcPAJh35jhIz3EgeyW+iEyT1WT6/HhVGc0mQPM+W3srhRgvQ9RcGMd2ILO5KqNFjEEImfbTc1Q5UHq7CaqJUDKmLwdWyKu2W07PgHR3grR0IzFTA0madZQYFrSMbE/raVXfd52fgXbMLADvQj/nDIBS8C1bgKoNXgHsAkWincloxcEy9KV9oPsHITiHGJI5NdqeBSCdR2qGuA9tRg+otlPp1FnXfR7anFNg/vvzOPbDfsSJMaRvfQSlL1wM1C0ipL0PSCVBp4YRAOtL/xMAYJ48y79Q/sSsaYCmwRIcZGoPCN0NfXoOtLcb7qadoPNmg4+8Ift47Fxk3z0oo18mAW1Jw4OAsXAGhLMbvb02aEsC+ZdtgHkgPX0gh4agr/hb0NbwxSMAwWfNpIxEdnYBGATJpOD99Glk718He9uv4b3wFSRm+gLSM1uAF6XDlcw4YKMMqZkEtdd+ipa/OQli8BDYAVnMkGxxMatnDCSZBfGLcEl3B8TOYViLO0EPjIMkKFCpwmplyvF+/aRVCqieOs5C9v51KN/xN+ADw7JqsyydVs3iQFcPtBzBlh9SnGOMQ8tFIpZjQ9Bam0dBunuK0A5lUHXj05Xh31oaBDq6yyjlLSTTLjxGkU47ED6v1cx0mH7qvPVjOHjVL+VYZkKxbiGAdLuNcslU1A2BU0OJQDLpQDcZLIPBjhQblMuWKi45v+MgSoWE1JZNhFQbgbTXwlmH1H6BwxfgjgQIOqeVcHBrGtmMjUreQCZXgz1SJ9wOIKV5cLiGnOnA9TRUbMMXng8XcF1nMJnENe14sRWmxpBJOShVTKR6QzoHQDot5xz8IXYef77CqAY2v28YdlWHY+swTIZq1cD3ez+Ne3k3EHFgsglbpYKDlOor01ZAowKtVg35SgIZywEXBCfY4bNX0OQ8bHs6ejqLGMsnJeWE5cF1NTXWybkGyE4gk3RQLcgxS5muOmaq3UF+RwoEQNb3Bxc9vAJvXfYEAKDNsNHRUcZ4hPQ1k7JRrpqy2ltngBfX6JyyWDpeHYkqShVLzYct3VXl2Go0Mk/61/uTogu5k4ZwqN8fG+Ih0cWBvcCS4wawb3tr7DgUIaDf9iSeTv0WicQetT8PO6JX+5prrsH3v/99PPzww8hmsxgcHMTg4KBK+xFCcMMNN+DOO+/E448/jjfffBMrV65EKpXCZZddBkBGyAIajQceeACFQkG1w3wQaX9/P5YtW4bp06fjnnvuwdDQkNrmcHbZZZfBsiysXLlSYcbuvPNOrFq1SqUvL7vsMnR0dODyyy/H22+/jeeffx5f+MIXcMUVVyCZnJhiImrcgar6EweHwfa+CeujHwR8igVompLH2f5CC2AYCkNGAi3H+upLSFoNXvFD67YLNlYDMQy09ZXhjTKQFhmCZ67P1l6XClVvkB5XKSgA4GUbJJUC3/+2lD9yPKAlghHSNUnzYWjg4+EbJWlJgw8ekm9PXb3h9oYOr0qgGRxeRU5EwhHKCZLYNwXWUdEwvV3ShtRGNYBL7FQwWdIpc+Ww7LZB+vpkv3ftQeFz50PYjXQOzuqvgu/aHxNQVxbwuZXKYDYFL1QgKlW0ag5gmLLQYbwKYUtpK2HbsfQlr0myVeEIkNYsXAgZMeQCtC2pIimpv7sPYB5QtVGvLRkoGvxbWtJWwL+3+PA4KltqcId3QowekDJQdTJZzJVs9cITsAcExIHtINNnA64LNhrhuvrMWfHjup6senU9GT3xq4SpiabjJCr+PWmZ8AYqgO1AlG1oOQMQBPoHVqjrmMnFsXuiVAIvNec5rJZM6L5IeLRS0StACVPrFleprTFHvpQF90JU+xIR6apo9aXgUmxe0SDUVY5RTSDR4sawWYDEMVkJed6dp2vq950b2+B4mmzPT18mu0O9xOB8OnwaBgKBWsGAQcL2ohbFaOmUSwLXCBdYNKqnUQGqxSMujFOkcrakt/CpSIKonmZwvDJtBagmQChBIUJgmupwkUhLQXLmyijiAlrCA79HqrRaCWSXENPfnMgs3VMC8hVb0ttEMab2XqnlqesMho8dS6Uik5IgSFiyn39xvFTUIGZSjQcAjIykY0UMNTteMQpA4byAkDT6QE1WXwZRn+KIJQulEJfYCvr7tu6BpiWjf7X/V7AFVZFutxrQfRCkkvJYL5CCuu/yzIQWiTIGeqNHwo6mL4+MTdopGxkZwTXXXIOFCxeis7MT7e3tsc9k7Nvf/jbGx8exbNkyTJ06VX1+8IMfqG2++MUv4oYbbsDVV1+NJUuW4MCBA3j66aeR9ckzX331Vbz88svYvHkz5s2bF2tn3z75cD799NPYvn07nn32WUybNi22zeGspaUF69evx/79+7FkyRJcffXVWLVqFVatWqW2yWQyWL9+PfL5PJYsWYJPfepT+NjHPoZvfOMb73kcCA1THKJSBTGTsH/6K/l/LiAOhVVy7W2VWEmLqMhFJiCCVWYZEqAeXGHOQRIahO1gdH9aaWnCCYGl237mL/S1OOZj64/jOCM2agOZLEhrj6wKtOsWkaotMRSmrs4L8DnREgk5yWi6FKH2GLwdMoLgVCKM544ATAuiastInD+peVsH1DbeqKRacKsaQCV2KmDf5v1b4W1+FgAw+D9kpS7paAOx9KY4vNKbNsZ+VVbp1ZgFODN/diSWARAKnXKI8Ty0nMTFgctFjRhGmL5slZE3NlIGKMD2DEIHAUkkUDsgZFuGLikxAHi/fllyfWl1aaNIl3mNAeN5LHp4BWhbBonp/rhRn+PIX3QDTjeqCRAiizk0S4DO9Nn8W3IgOoHROUcuuKUS4PHQaU0mQBMUomQrQXJimfIloolGKEloqPzj5RCuK7nMam4MbPTS4i82H1cAEBy0iSoFAKRbbGiUgwuCLcd+JLpLrKoPkLQIGjiKJUstklNzYcEEmXZMQ/sJ04s5APU8ZQTA6FgKXk1TFYiBBdqTADD8Ygiun3t6HqbOYo6d2Rd/SSMEaDsj0NckMFMeuEBTPrTocR2mgYFg8clh5K0YcdAYJzLF7DusAdVErWwgnXYaOO+CdGVAKZFLho56ZcRQv1dsQzkhU+sUEaJUFZSG0Z3AoYg6F62R6h83cqo135FLWS4qZTMmi1TLy0pbQkN1h+C6UyIAIpRT/u+vT5ffmfHxzkZSzRoVKiK1ZP8TMHUmI5SR6ssgRT8nN45SRTpZyZwDziiMBFfHDiJkuiX/fp+rQ9Tk+Cd7P4is5sLLy+3tsmwzbTkYLcr+fdzLqfskTRqfqyOVAjzqlB0Zm3T68tOf/jR27NiBK6+8ElOmTGkKuH+vVs+M38wIIbj11ltx6623Nv192bJlv7edlStXYuXKlX9AD4Hjjz8ezz///GG3WbBgAdavX/8Hta/MB1CzoRIMzkETmowKUSKjEz4AvnWeDVRD4CiaRXaixv1ITdGGqMkF13ZCMlDoGrhHIbiHYz5cxLvPZBtIPBf8XwJOhMdUn5qBOCTpGibilhJcAI4H7eMr1He13+yAtdhPyR3YBUA6k1qvDbJvVFV4ckFQGdSRcuz6ZuGNRli4ZybBqy4yjqP6HKQS+Cu/Apm3AMwm6PnC++UOriudxHpUMoDWz58Bsvh0sJ/9sPFkvPhEKaoOQAnWaxksdF3JP+anYRrGI+871IFcUVo6jcJ1URhKwNo9BvOkGdBNifuhWT89ma7DZEacMsULxzzwYhXvPpcFTlqFxT/7b/INPjhWRFOPagKggFcl4P3vgq3/BejUToASuMM7pXSSJZUKiO7LLFVrYCUOY14OwJgqgrDzGhJNHFti6TKqODImcWWmLp1qQwPg4i0jgUX+ttsH27FkXpzwTAmz11l53FILsGEyoBLZp+ke0vQmmoGiPB77v0YFao6OFHHBPUkESrXGfnT3FGNSY8G0l046McdLOhKajIoSf0H1X6I8PwUfjWAFhS8aZCQqY7gN5KH1ZmoMwiPY/3Z4jySNeJQxeG9LmB4cW1MpWQ6JewQkFAIInYlMzgYvU0SXhcJYEnP+NoM9/xKC0ZfsfwKPz7osdjzHbT4PMU7Qnq1ivBS+1eUjElLdXniNEqk4d1z0RSTZ6WH4IIXgUJGyQM+VCwLB4kUZlArAls5oQFthWl6ssMKuc7CLJSsWKXMPyozN/kIW03JFVGsGBvfl0Ds7vIekPFd8PllISqBtGVBqx/oEAC3TaxjLJ6FrXB1LE8ELAEFS9xqwkOn0UUb/PyebdKTs17/+NX70ox/hS1/6ElauXIm//du/jX2O2h9molyD97PvQngCwrMlt9NQWUaMDB3Mr9CzTpkOUaqE6URfYqchwuNHOwIwtaTaICCWEccocO5XXxK1iBNTcjYFkQLh8Ri1BTE1oFKFKA5LTixKgPFw0hacq0hZNOLzo43TQYI0J+dAuQhRqvhs+IiVgusWb0jhAZJ5/vhdP5FprIQhCU39vnFGVETB+fU7wNAA9u9shb5cqjuIsXEpkE0ab/tf/fcd0KYtbPgekNFL2agTRjG4wLskTMHxogO4Lqz3x3GRYmRERpscOSZivAIDRNJfaAJrX54Gb8sBFSmjc2ZBeAyiWowz+kfb5EKmSJk88d4ZcpHwvv+/JNWJ7xiKkp/+FQRUl9fQyAokz78atz2WhsgXlQPHXAp+oB+gRJHHGitvAtEBdmgcQkhnUJTK0oGjjWPIRqryfvQYuMN9wmIOVnQAIvD5fd8H0QmOvaiKa/iOOKM/oRM6+MmMo6Imiawb3SUc/0h0KWdKHjS3maPgj5lGOXLZmor8yGdA4sh4EwyPlWHwHNpA9WBaLNK3MOrcvzmLkUo8x7fj5Vb1byVj5o+/RjmqJQOMS/H4itAa+KqC5zEaGdQ1jo6OMkquifft/bfYeATOXcDdxzhFqWSBV/z03z/+/8P+EHn+Qy+EvHCBiUJZORYalQTTu0S8sjyGkSKh0gIlAuOlhCKPrU9jGpEX6kAIvWIb0DSOYtFSFad6a+Sc/fFWDpgfQQssxyVVSOL0v1ZjVHINjIykY1GnoC8BkXRba/ychD+lTssVUarI6tGWlhpGD6RldB7N05f/oifAx0oSD+YckJWlfv/0nKTUKFRDjNqn+r+v+tLTF6/EPJJ2FOh/ZGzSTtmCBQsmRYx61N6jMQa+aw+MY6bA+8Fa1PZxOIMMzhiFu31ETfabv1WBKJRAE0Dxc5eHu++L8wYJj0tGf0fyR/GyC0IJPJ/0M6RhkJQYrCL8iAZQ2uYv6gEVwMESnPHwVnH3+G+KnCtnMXbssg3uCLCRCsQbr6jvf6mV4G6WETJv42sQY3mJO3I96Gl/Etflcc02DlTKYEPlGKasPGLijVkfwyvTVuDQLxzkt+oQjIDtl1GXYKLb/kILyNzFmH5MCFwmLTmAEthvjzb0+YP/U2LQ+MHwN+f+/0f2ddsBf0yZTON5kkDuTWdIyixxyRPnvnsQ5V/sjJHHipE87EGZmhNc4vZO9AywXQNwbA02Aco7QueTbd4CMAb2s4di/WvwI4tFwHXAx6vo3+tHTBgD0QSYz0fnjdTUZO/ZGsAl/m78bz+Mx8vbwIYLitpCM7hMO3tcvhBwArb/bVCTwu2vgTMKVuFSzsoQ4GMl1Ftlj0zPsn3DsmLV9UAyFoTD4ZR06GYfvLyAcBh2jg/EGP2JYcAbbU6SOTqUVrQGheHQ0amN+5ESAOOH/NQ7JxhzJNVEQJ+xpxDiHflvJCygnjFecAKnItOTwbOm+KcgsUBUawRdj+WTqPnHeXZnn3IEhSBI617sOANemE7zPArH0/DOd2U0h8CPAkI6yCnCYlEdSoRiSC8z+f20heNIWC5cR0NroobfTf+E2n7wQA6eR1GumfAYhcPCqsuADy6QH+MeRdk1MHQog0ynHaPEGKikseWHFNUI/qrq6djnxZ2H6HkGYxRUsTIhiVkDJ2qbFW474r+0MR4qfViG1L6MjrVzSDp1nqeh4ErnTUXFBUGtEI7VVlMKwxc+J0nH02kbSZ9yw4vQnQR9XrL/CXiMYnQsFUtfGtPkvfa7cnsMU1afwg7Oq1KQ/XqutgflN6uyyt3sg8cpWFVu8+6vW+EyDbmkrfryk56/VgULmiEaIm/R++BPaUfTl0fGJu2Ufetb38LNN9+MDRs2YGRkpIEI9ahN3gQH+HgVpDUHPjwOYbsw28LokXDCB3XB0jEIj4NVgMTSkDKB1Os5+pifgDwWAFjJC9/Mg4nX0EGILDZgI7WwPyIkYiUmDZ24wAwdojDiA8tZjNEfHgMLUkwRVYXr/JJx25XAfFG1wQbzEgTvhX0SAtDbdYixvKRYqEWjI/FXr4DUE16cILKzswzh2tj3bls4zmPj4FUX9WS3AEDff6F/rhEZn6BIIRLB4cyPKDoerqTTJRje8dn6K0xi72xXEsgC4KMFcJeCV6QoORurYZPugvlcdHMdEYvyBFgtUQoLJOotSGmTXAfABaZMLeK4z/qkvNE0Z0DloXGk2nyyWZeg5cFn8D1ttsSPeQJG5xxQQ4DOmQledaG1W1KOJ38I3OEY2ppWbZNMShIb1+MI/bERjIOXPKlSwAVEyVZM/fdOOVtte/HUJTGS2mZamoFls+ECFk3tRSf8euoAmbKS/+40IgcKSHchecISpqcY/RMtnj9GcTwUANSKhnwWFY2C/D7Gfs+Z6oeuh/8O9EDtJhHaQG/R4RTloqV4yuotVBIIj+cWKao1o6kUT8L0wLl0iAKpqWrNiFF4kGynbJsRCBCkkw4yZ3Y1PT6LtO/+HkqLwE498DgAoDVVk5jAJgt0jsuxcTiFx6jvfCPGtg8AbkU6WtFnJRp1U1Jx/v+FINj2c1ngUS5bOK3/MeUkQm0TOT9OceqBx2M8Zd4hed8s1GXqMirpFSVprqfWmG91w61q0DWOV6aeAo0IGG1yv6f1FDTKUahaajz6fQiKqTMUhhNNMYVH7c/H/iCesvHxcZxzzjno7u5GW1sb2tra0Nraira2tt/fwFFrMEIBbWY3jE9/CSSdgHn1l2DMzCJ1fBZWF2DMzCqMiJfn0Pq6YHZSGJ/+EtDWCiDEpqg2UyZogoDokjqAtljQWg0Yx/VC1zistnhqUIsUqKV6mKoQAyRDf7o3XIRpRpcRk1knIHusrCCMUmLQtgz0jKz+pKcuVd/PXTAM84MnwjIY9A99APSk94EkDT8967+9u5KMkZcYyPTpICkTpC2tUl3tJ4T9zk2tIT3Fw1h/CtqsXpgpphzJKauWgKRCeR0AoLOnQ5/WjsTJnQ3XgLbLalDSFuJ06FzJrm+cMBMAoP/V38ltNAokLYxqkDQaJoE1JwHr/bOwa1MbtBPDNKh2zAxYXTJSRnQCLSvfpo2F09C9oIyPfNZF6wezUpAcgHbCfBDLhP6XV4C29jT088P5zbJvfb0A59C6Mmg5WQedNhVbfihZ9/V2+VjrU0PST7ukQ2+lSHV5KN34CSw6fQj6qQuhtSXgDu9EedhE9acbQdMhgFtf+EHs3NiGaZ+woJtMpmHHxmG2CWjTG8cwu4BAnz8D219oQWKWAViGvA8zGsw0wxXXGtBzBFpHGueyLPT2+MJrdDaPCCRzDnSN48zBH8cwR4kWKcWjEYG2KfItoLWzgozmIpVyVDVeNOUYaIsGvFo1R5cRDY3D7KayKrKJIDkAGAmu2O6jDlvAU7Vk3qB6ZnrPsJFOODB0plK9H1oY5/aS6a1wDLKtNSRpWHRgWl5MD1Jtp7soCh21oq6iPRXHiPWpbUoFhsGgEYHdb7XB1Bg6p5TgOZoi6eVvyqghoVJTM5V1kH92RKURAeD4Yw7i2AvKyESEzXOGg+l6XJEhm4gIq/tcW69MWwFKBIpVKWpuGtJRndbE/07qHhKWK7FvvqPb1lrFAU1e70S7nJM0g8PwZYqiFBwpX91BIwJZLh2uRfd/CG+KDFpaqni59xIkLVepBWQztqp+BADLkHq4UZ6yoLjoFZ4F41RVtaaSriLgjTrlht/2GSKL1tOk07Vk4FUpLea/pN685yHlTEaPr1HhF43oDS+ezch0/xR2VPvyyNikr/anPvUpmKaJhx9+GM888wyeffZZPPvss3juuefw7LPPTqqtu+66C6eeeiqy2Sy6u7uxYsUKbN26NbaNEAK33norent7kUwmsWzZMrz11lvq99HRUVx33XWYP38+UqkUZsyYgeuvv17paALA7t27ceWVV2L27NlIJpOYO3cubrnlFjjO7wdQbt68GUuXLkUymURfXx9uu+22hsIC27Zx8803Y+bMmbAsC3PnzsX3vve99zwOgkO9wYuqA9reKyVqguhXBJguPAAtLUqge0LT4gseLzsy4uO6yNXREXBGAO7TbUT7FTxQdez0tMVPFQ1u9xuI90URxKatGLA6vaQd7G25Dz3xHMAwZaGCD/Cux9DAdSQRa7RtLyoADICGzNueTZVsDTnmBJBspxJdBgAkkkjf/kN1vNgYjPaj+uU62a1ASiwofOBSaJ1XXcD1cGZEaixW8BIpDCAdHdKZCcD3bWnVeZogoB9cFrtWIhCYr6scCzCEz7QeH27rVAFDV1WzQGOaU6NhlJVVuMLmtD++AaAUwmUwOucg2eIiedEpssjA8qvsqIbZJ46BJC0/FSEkHUsJAGtMNRJTgyiUpMC0I/FkwvHkv4mAu2Wf6uQZxnicusMXdm9mwX34cu8lsegIoWG0JADhF0brxq1+UZh1rPpntBoPkOnXZtQNBFIrEWhMXWmUq+cpOT100N59JgvXkwzyQaQsuDYBjxcA9HwidG6YS1HlOqykCy4kfi4qok38FGbUWeRCSmgl6oSsa0WjgUrBsyWnWaCywV6WMmpUC6lGsicYijsNAPQkx9gmEZGeksdOkPCeTVlurPoSCHUdm9WBtbOwr1FMWbBtMMYsEjGqjWq+aHxjpIwLAuI7sqceeBwZP9IPTcdiUkI+n4RGOdIRtYdiyYLjO8SvTFvRlBJj8FV5zed7EZUIRpBuCVOZhAg1JoGjdmFiVPXr1K5jUfU1QJfsfwIHz14apjurcoyigbGyTwcSPUfzqPbln5VN2il78803sWbNGnzyk5/EsmXLsHTp0thnMrZhwwZcc801eOmll7B+/Xp4nqc4xwK7++67sXr1anzzm9/Exo0b0dPTg/POOw/FoiSE7O/vR39/P+655x5s3rwZa9euxbp163DllVeqNrZs2QLOOb7zne/grbfewte+9jXcf//9uOmmmw7bv0KhgPPOOw+9vb3YuHEj7rvvPtxzzz1YvXp1bLu/+qu/wjPPPIMHHngAW7duxSOPPIIFCxZM0GpzCyZuUAI+fgiibENU5WRADD0smb7wWOkEBVcucAyaUDnwmlCpOmJqcnEEYGW88GGp2nKii9wJap9g8ne8GE8ZsQzAdUG7ZsoUlVs3aWha2F4tLJUjLWnlYBLDBMoFmXbUKXqe/2WsidJeDdB08JGify4+fqTCw9RRQoJxg8orISJpjPwQwHk8RTY+juLnl8dExwO74/xvY+8zJlCL7BA47b5qAjzbTykTgBKkdFdiygAIxkPuLsNQ+DwxMiL7Hjhl/jbEMGTVZrYt5uDQhcdBeAzETEBEOLXqaQyEbcN79HFZCQqoFd+rRhx4H+jPGUHr8TLFag8IbPlXGcVAqQRwAXd4p3SIDROgJMbjRkyo+xAcEOUq3IrWUKGrTNdk28qRFSqNWnmXyXvS9SRPWd3sEwP+R6ycl7gojfJY+s32cUTB4hxIbAVahwHfkxappiS5kBy4WLIUX1gwTlENyUYtRDRdID0/kuHlOZIJOXbzzhwP21LXvu58SeS5hw/+9y+04fOCBabXOUUaBBJZT9IupFyfPDbcNloQAUCJg8sNfND+SVJjOOApE5xg/Hce7LrUYfe9nwYhwJSpxdiYKDC/1si2H5VNYhGFBEoEDhhhX9yI15Zpk89eIP9EiUAfk9c7c2yYFjYox+wPxKtoAaklurHv4vCLyNwD+OoKwfjRxpRvvaVb5LFbEz6sQ0iS5eJoAk7Fx4wKou6vIKX5bqEF0GX0dePQNllRyaXzZ3XLFG3KdBvuJUoEXE5jVCBcEOXA/6mN+9ftP/o5apOzSSMIlyxZgn379mH+/Pn/4YOvW7cu9v81a9agu7sbr776Kj70oQ9BCIF7770XN998s9LSfPDBBzFlyhQ8/PDDuOqqq7B48WI8+uijqo25c+fijjvuwKc//Wl4ngdd17F8+XIsX75cbTNnzhxs3boV3/72t3HPPfdM2L+HHnoItVoNa9euhWVZWLx4MbZt24bVq1crAtl169Zhw4YN2Llzp+JpC9j+36sJjnARq7mgLd0QZVtGmriAKNfiZfK1JpQYVpw3SFRt0ARRpKPwuJyME4kYzkw5BNFF318LAkeQtKRA9IhzZZmAYchKNo6mkSfVXh3fluTOImC/fUodm4+WcOjDS0EiYohK1illQlQdtWBHtRq5A4nhcoSMPGlhFRZpmwJhl7F7cxtODPqdyTQQ5Ab2pc+42PWQ5DJrMH+MhVMNI0aBE2wYKsKjKmBF6KiSjg7wWkS6StPAwSSXl39OdPpUeM4OuesO/+9qEdAi+KJot4N/6xqIoQMQCrtHKMKxN3W/ahIYfwtITwG4JzB/hYOtT5gSiO9TeTCXSJ4ySoBgDeAMwgFqb45CCFM6kabu62A2mWy5iIaD1Gty8DLQ8ukTUPv5a5HtI/vW4tHbetM1DtszmqZDgom/XDXRmqvGJH60ugiOKEiKkrwwMAUSd8WFrFRMz+AojYlIFKTuOCyUXlLREYMpagYgpOzY+3IGJdtELmnHuPqi7ZKILiYgF30Gqqo/y+NhlNhjFCXXQMZw1Ri8sr0HU/UqjIQHXgy1JTmXRMzBeUyZWsTYUAq6xSRzfXC/FgvqvACZxmw5ScOBA2Ff05eejIPXPwTAANVDRyaBELg/9TQbO34Z8iRSIiTXmF8coBGhnCAuCEYiPp/RpDxP7RcpOGAF6YAGRRW7XmpRjqqpM3hVCtNickz9JpMX/wNw3QoQAlAIDA+nY6nshOWhVGmuIhG1lvYqKkUT1ZqB6rjEFgZRMSB0/s2UbPu49lHQdA6U1FDt/xVeP2mVcshJQuqRVhwjxgcXREGBJtHdo/ZnZZOOlF133XX4+7//e6xduxavvvoq3njjjdjnP2JByjFwbnbt2oXBwUGcf/75ahvLsrB06VL85je/OWw7uVwOuj6xzzk+Pv57yW5ffPFFLF26NCaLdMEFF6C/vx+7d+8GADz55JNYsmQJ7r77bvT19eHYY4/FjTfeOKkKVarDpyIYBBIG+EFZoRiA12lfF/SkP0Fpmu8IyP8S0+9bXaQskMEJ/5+Q3GeC41B/FrqPIROcS7qEyAIpHDkxKJ4n14ulxRRFBHx6hjqnjGRTktE/bQER6gS+fxjacT5lBGNAWmK+tCltoDoU0FoIgvRx0ukjSUsKpycCHrAwfZmYLzVAK6OmpFTgBGO+jAr7xU8gCsONg61rTcljzb//H+iaUYoD7H1pLeEXMRAiRcSJKSNF39FDp4loNFxgI+lLMTICvZXKgoXoYT2G/a9kkf/Sd8C27lGYMjJjhkzZ6lZMZinQjxx1EyCmBpLNyX7oFHNPz6sUMok478SvQiNEKA44sz0C0k9YsdS097utIKYeSZtLxYTkh2aFjkQmDSsuOxszkrRw4murJYYuafnyUhLrxt58F0QnyN77E4yMpOPjkUo1RAPVGAqiogexKEKg3hAFv/sVfMylYJ4EjcdErM04TQUXBBmfGZ7oBK6rqRegbEvcUdQMoRyGYAH1PE0xy7tFqlJuusbDRdd3YKvDdS8ogijeOgDQTQ4N4bOYzMSf6YzhwvZ0ECLQZtg483Sp40NIUJ0JdWzmUnUedlni5oJruOuFXDBYan/VJ4ehLRc+3+Uf/Q6JnNxu7GCqeXrXpHAjlBjRCEk9Lg8AIlK1KNJwP83nYgwiZaVCQmHKqCmdwFTaUZQYgekah57kviNK8KpfvFF9+lux7aJ6lUAc6K/rHO1tFbREaDGqJXmthw5lFCUGIB1xKxM+47yuCGXbSBuEJ/Fzyd4P+hvJvw78OgEtSAH7UdUMl9fv5H3/hqTuNYxx5T04jv8n7Cim7MjYpJ2yT37yk3jnnXdwxRVX4NRTT8VJJ52E973vfervP9SEEFi1ahXOOussLF4sw+qBDFK9+PiUKVMmlEgaGRnB7bffjquuumrCY+3YsQP33XcfPv/5z0+4TXD8ZseO9m3nzp349a9/rWSY7r33Xvz4xz/GNddc07RN27YbKlartgDPl0HbegAu4P3rd1B514W9owJnhMDbckA5RVvuGQDfsVdx6PADkuGeHQrD+aJahChW4eX9SqG8xKoJh4PtG0J7R0WlKIP0F4ukvcpDMiLh+WkMPl5VZfQA4O3z37AHd6CyX3JwRasvRb4IVgIqvx2GeOPV2Pnzvf2wXQ38na3gr7wCNlKFt2coTO34E1L5HRdi8CC8vaMQY2WwvHQQWx95ToH57R1lldb03t0HzogC8tJFi2MOIQCwze9AlG3U3so3XJfbl/zfyK36aIxaRAxLbEhAicFeWicnmooHYTu4uKpBjBfAK4Czrwrv3UHMWjQGvnNPJH2ZR3Uf4ByoyqilH9FkA6PonilTs7V3K4qnjL/9DkSpAvazB8F2/i4cN/96X1x8CbziQfQfkJqoxarktnNdHHthBdwl8Ao+EPrdPHRNapsKIVORxT0aeMnFcde0gG3dAzYkF6pKwcLACzp42VY8Zezdl0F0Avul3TI1XJNVocVdGvhQY6V1easHtn0/ql+6CsJh4MWqfNkoMbgVDebffwVuXmD88nNhGUxRd8gT5LD7m5TFQjpijMu0T+C8AmElLuMU4yNJZFIOGKMYHJcUGrajgwuCYTd0fMa/shYA0ErC9F6pYsLzKLxRDtvVFG5pbFS+uQS9tEuhUxVd0Is+MeqzO/tQ83FCFdvAwXJaCpz7FbWrh7r8/hKUyyYYJyj8IpzHmEthUo5q1QQDiQHu5TEJLN1T3F32kKQJKeWtOH2Ep6EwnIDraGD+c8w4xdBgBo6noe+YvGzP5xZkLkXV01EpmtBndsXSppvemArPpihVTMVftmT/E9jGwvmmttuJVWdyTjBcli9HHqPI+s5pgLcbiYLjIwNZHJEOGBcEGhWwXQ0lvyvFnfIftYqhMFpBpKzm6KiN6xgbSoEJgvmedEL5Sy+oazXmJDAyklYkt4wTRZkCADVbx8hoOqaNaSXl+e71UmqfRNYF4xT7drSptoNTKI3J/u81dXh7x8A5wdDHjsGYa4H5z++IPy5CEJTKcvshTV6zV6atgBehBgmMHSFaiaOUGEfGJu2U7dq1q+Gzc+dO9fcfatdeey3eeOMNPPLIIw2/1asGCCGaKgkUCgVcdNFFWLhwIW655Zamx+nv78fy5ctx6aWX4rOf/az6ftGiRchkMshkMrjwwgsPe+zo95xzEELw0EMP4f3vfz8+8pGPYPXq1Vi7dm3TaNldd92FlpaW2Ofru/dKZ+yFH0M/4Vi4O4fhVDTlqLCSp64UF1K+JiBMFQF5bCVc0Lx//XoYDeEAdynYsA3jA8eBjdrIjyXhlv0Ga5JBnDkRLBKPv+UKhykgtaiVQVKafMvet1MdQ4yFb6FspCzTCT0aEMFvDWwAnLeHoVEBdnBM0kVUOGibP+nZFBDSgTDSHGIs4mj6zQxfsDT2nTElCSvtKUkhxZG0dzdox/QYTxmd2af6W29djEB733mxdBIflylblvcX8IC2gcoxeceSgtugPqVIwYNbpuDlmiRMBbDzX8oojlgqrei9vR/f2v1DeIM1uFWK/TtbwWwCN6jC45LHS5TKMoWpOiP/2tB+EuAJiEIJIl+EcBl2bmwDKhUIx+cp8wM83AkjOo6tw81LTiqiUwz/6IAsWABgdM6BrjP0fSwBXnCUzJYYPQjuCNAEhWPr6p7TDKHOL2qcEfCiA1Zw4R7yJJWJx8AdWYSx+ey7QahMZz7LWtRCFRvbJlYoJjBYSfnnERED99N7DESm9yqmpIGApFdoRsEQULswyN+6ukswdSbJSgelE+TVVbvFGPgDSgQW8JGFz0kpspupM2Q0V/ZnUN7HsyJ0C6bBkE46yhEBgGrZQJkHLPWIaVAGxjjFsoM/AgBsfTesgI1i4QDEONXa+srwIjxhAbcg6exQ58B8ED390LLGY7oUHqfK4bx+1icxzsK57d23uhoiIkYk2jNWTqLiGNKx5wQJNF+oC8WE4qPLZmqwDIZeP1uQ7AznkaoImfyDv92adMA/0P8YDui+s35ARsoJgaqqDPYJ8IeBeUymFUdqoVOWnSnvSR5ZA5yKjmLJUgVFPPLyGozBA2yvKhLIfOd70CAU7vWbEWLe4P6MSk1ZOjvqyPyZ26SdspkzZx7284fYddddhyeffBLPPfccpk2bpr7v6ZGUAPVRsUOHDjVEsIrFIpYvX45MJoPHH38chtHI99Pf34+zzz4bp59+Or773e/Gfnvqqafw2muv4bXXXsM///M/q+M3OzYQRsymTp2Kvr4+tLSElYvHHXcchBDYvz9eAg8AX/7ylzE+Ph773DB3Omh7BvqZfwkASKy6Hq0nUpgzU7C6AHNBJ9yivFQLv9AD7dgZMFr91I3vaOjzQx1PcupZoNkE9FYCYgJGloOYBCSbhTGzBUIQUB+vQdrS4IzAiOQUcjOdGMaBtqWQ9P0ZkkhD65bpD7LgfUjPEtDaLGizw+NrnVkYWQ6tIwXy/jPV99Ou6EXijDnQKIex7APQl50BY3oaNJcGq0XSUVTA6NFB58yE1pUGaUsr7U29nYa4Hh2g0zqhJzn02fJ6BKkkMvdYsBd+qiZDAJJcNWkicVII9g7s85tuw7alN0ObHvI0BTQj1vvkPUlSKQn01yloNomlvATa1Q6iA4m5SVinTkdiioC+OK6vOOUDHoypSWg5An3hNFw765OwTpiCZDfD/Es8ZN7fosC8dN5skKQJ7YKLQfsiPHTRoIlOQBfMhyhVoHX616K3D7QlCUIBq1veK4lFrWC+0LZpeTByQMsxLmjaQPcdH4fW0wKtRS78msFB+7qhtVjQ2uV3+skXQHiAPj0HXefQMwAMA8luBmNW4xim58j7MP2Pd0ux+LY0hMtATSCR8/BPugYtBWhdaXy87SDM9uhqZMFob74YdfcW0ZOqQKMcpQglRirroMgMaBBo75IvBZQKtJk1pFIOKJXA8t5k+MKQmSPvnaLQkcvWMHRIRo+shAcjwZSDBoSp0uB+0y2mwNlGBMge4NY+PuuAEhN3PA0pS4K5g+el1w0dFV2XAuq9F8XPh/rHpQTobG2kw9Aoxws9f4lDbgLzj5FOR0tXtQGHZBj+uRABu6jD0j1MmVqEqTNYXf6zv0CiLakmkDFcZNpq8J54MuYMnn5xHsylyCVt5Fqlt/83no1jjPD6t6RqaEmFqV5KBVwRpnF1ypE03AbHEQAKWrgEzTllDBrl0ChHpWLCMJji8ApeSnSTIafJZzzqdGc6beRyEug/33/BNP/uOvV7QvfQ1V1SmLJoSnvJ/ieQMD20ZmoxSozBNyRObmEqL8/LVz1oa62GRSRUxPCFAHA1mYGpp/nRwUfuQc5woFlym3NYRt1XASXG8TWm7rGSYyhh9sDqHcg/lR1l9D8y9gcToLz99ttYt24dnnzyydhnMiaEwLXXXovHHnsMzz77LGbPnh37ffbs2ejp6YnpSjqOgw0bNuCMM85Q3xUKBZx//vkwTRNPPvkkEok4bgQADhw4gGXLluHkk0/GmjVrQOtSWzNnzsS8efMwb9489PVJD+T000/H888/H6POePrpp9Hb26vA/GeeeSb6+/tRKoUM59u2bQOlNOZgBmZZFnK5XOxjIsQj8f6DoN2z4Q07IClTRmWq4fFHvv+urHwMAO/BpBXBlGnHngYA2PFia1hJmdCkjI6mYcq0AhSmvglIn1UavopJ4PDhIkhLC4RrS3wWJXHyWEqaKRnJ6E4QEXEdFR3heTl2ASZDCAJ30FPpxyjQPxrl0ts18P4RlIdNtX8AutY/sALaB5aDuRTnnfTfYn1rBlJ3H7obMz5cL1XlhPsAEGNj6v/C8VDxjBBfR0koFUSoArcDMtImXAZwIP3lB8Egt6EmwdbHdJBcRqXlAoF5ePG+iLquiWIBsAwIztHdUwTKUt4ojg0MJ3uZSvDHL2EAIwdBkuFzwlwK+4Wtfh98bJ9Txe7NbSC5jBI0h+vGKnGj1vrQs4DjwZzz/lCfkwtwR1JWfOsfT4hVWMYoMDhXVZrNLBAkr6deSBAGDiiBaACoBtI8WuM+wTGSYCgUE8ikHF8fUveF20OMVb2jE4hJR60+YF8f5aBEQBTlPTKDVNV36rTH4g9bknrQDA5XUBgJhjmnjKGZtRAPYwMyelgcTcR4ykydId0RXqSOCzv8/su0niJPHpUvnMFzVy2Z0D/0gRgAXTtuFro/kgGhQmHLHtVTaCXhWGhNnK2AQT8aQau/dgDQ7YUpUWcsjHwZBmuqXeo5mhIkj7Xnc5hxQVTEUux5W/188r5/w9ChDJrZK9NWyHRiHXYroAbZVG1DJmWHxMAmU85GM6djk+FKqTpBkLruWyrdvGT/E1gxb7+iH6n5TP3bLE2di0F5fMyIQM1uvO/+FHY0fXlkbNJO2c6dO3HiiSdi8eLFuOiii7BixQqsWLECF198MS6++OLf30DErrnmGnz/+9/Hww8/jGw2i8HBQQwODqq0HyEEN9xwA+688048/vjjePPNN7Fy5UqkUilcdpkUxC0Wi4pG44EHHkChUFDtML+6r7+/H8uWLcP06dNxzz33YGhoSG1zOLvssstgWRZWrlypMGN33nmnqrwMtuno6MDll1+Ot99+G88//zy+8IUv4IorrkAymTxs+8pEWKlGWrIQ1SJoRgPJZQAO0Pacws90/NXMOB2BX91IcuGEQ3yOq9nvGwurfkxNRor87YLIE2nPQXACHomh03pcqePFnDLhcYhKBSTTLu+genoESpqy5sMyQ+3LoK2qq/i/qB62o2WIAvrLY/q/Re5YZ5CBpEwkskGBQJwJnPYeg4F9Oax/zY+Kco7svT+JOblq29POlv9olkYLaAsYC9m2dQqdcBDDkI4OFwBjoCkKRApD5t7QJ2k5dAruCFT+8XJokNc7cFBENYwyiBF/EU6Fkdf68w72I4YBYhiwMsynSSFSpipyPQgBqMbjhJSOB3RM8VOvUpAcAGoDkpFfmWZgziljEMWKxNJ5gHC8xvujzpz9m6Xzw6VQu5Yh8GwKMu/EiWccXZvgB7k4BCSpUexUcE41ocVY0NOWA+ZStbhFnYZ9v5LPhkWk9mWpYipeLM3isUKCejOTIQjb8CMlQgAtHaFjFa14JD7TflCJGxDPRi3g/APCSLFGORKEwa1p2PmqxC5FHTm9jjIh215DynTVsRmXChyKBDcjMXZmylMgegAgMyXJMXMplux/AsmMA/bbV2ORsvEfbZUpdU5QGpZg97OrHHkRttN7ho3RSngelAjYXAuJWpM2Co6prscYaXS2Xpm2AtQIX8oYo7GKc6coI+TR74JIGfWjgXZVXseiouMJU6y/m/4JzJg/FlILJZ14gUMT56qlRe5/aku8YChaFRoUWQT9BoBOoctnkUi6GZNyaBl5jvnBJF7ulUwCCT+VaYhwX7dO/otHilyO2p+HTdop+/u//3vMnj0bBw8eRCqVwltvvYXnn38eS5YswS9/+ctJtfXtb38b4+PjWLZsGaZOnao+P/jBD9Q2X/ziF3HDDTfg6quvxpIlS3DgwAE8/fTTyGZl5d6rr76Kl19+GZs3b8a8efNi7ezbJ8kqn376aWzfvh3PPvsspk2bFtvmcNbS0oL169dj//79WLJkCa6++mqsWrUKq1atUttkMhmsX78e+XweS5Yswac+9Sl87GMfwze+8Y1JjUUQWhKlCmhLF4zjeiGKlYYrNPLDPRCch5EY1sz7QQN5LDwOaBpEviiB375fkv7yg2pxO+bDEsNU71CRllSsH0E6Rux5WxKARiJPhc+dLxnMKWKSRYEFGLjoLEi75cJDNKGA/tyR4HVRtWMyS62PPBfuZ0oHMUi9xmhDAMC1oWscX1lys2y/s5GFPmq85DayrwLKYTAu/0q40BkGClyqERC/elY2AiWAHhiryRcMQoHUl9aAQ8S53GxXAf1FviidZ70RTxSeOAn/Dv6dzQGUSocpMoez6Nuq/71gHKiWQNLhQprp9DnYIukkeLaMitGQsJSYusSqNRGLL35+uYyqmQlJPeL3j5hUUZwg4HlD+DcAQNPj/48YoWLChcmgHGk/5ZRJOdA0jrJtYuGOnzWNtExfKh3gvAijDynLlfqvtoxuBLdm1BFqa62CRLitopWOASA/s9hSaa2DA1kJEyBC0bDM/US8SIESgeFno5XMBFWuK7qFeW//e9NzZoLgzMEfy4gNQn6sqJMh6WFkJw89soxmzdwAAQAASURBVB8a5aiVjRhtDP/tM3LbwMHkpOEFy+riOLSurNoiROCQpuMSJ5QAIaaGrBm+6HBB0J6qKoB6vpJAWp9gnvJtyf4noPkvinZEP3S+G3Ltnbzv30A1DqNOkFy+eIT9zgbD3Bpi5rggOLgzp+7jctVUUIdoW1EbH5fPx6vjHShVwufRSLHYWNdXms5xCUjSVNGvGtekFiyAjtkVtW1AHpv0cYnB/VZPon2kKDKO8pQdGZs0T9mLL76IZ599Fl1dXaCUglKKs846C3fddReuv/56bNq06T23Vc+M38wIIbj11ltx6623Nv192bJlv7edlStXYuXKle+5X1E7/vjj8fzzzx92mwULFsRSrJM1wYM/ZKWfPuZH8CiBcITkBfONuTROfxFoPtaTx/pRQuVgBTQQuqQnaHDHiQgXc/+3YCHkw8XYQs8LFVDXBensA69xUJcBPtBf1Jhkcfdk+gyF0dhhaG8PgDGIShlEk4S2vH8kMhjyzVDLhOcZANIBYOwvlgGQDrmeo9CmTYH9chmJaq1BM44XR+Axig18wO9bDcUbPtaU+FSbdyr2v/wvmH1chF0/cAaDseUBp5uAqFTRaRDATUonxfakEx3s6+s9ipE8uEshmKQ6KN/1t5glTPDRPADg2Iuq8A66AHzJmJm94PsGINwq4NkAev1jyr+WF97GDj5dkgYzBuExpE/vAGpVX7g9ElV0PGg+5QBnFFqOxq6jKJTUWAzuycFjFMceH3ESmH8dbVc68v6+1ARgN0YUedUFtR04998q05aHCiCGvMbMpdB654PokufNsXXwqKIG82Ip36h5toaRchIaEbAMFi7akdQIc2X6KZ2UlAlvz70I3NdoHC1GNMT8sWklLgpF6QVUbAM5swbNlL8FC3x0QamUzabs5B6jiibD3lMFJbLNuafnsW9jVqYLK9IR1Pq6VLvMlQ5g+2nhg5hqc5AYkhGycaFj14nnAUij3igReKHnL9E7RZYr1CoBTYc/FlxqRHJGkE44YB5VAHpChXq+AzodwSWZcFc3/Mh06MzaQ1KoO2F6kuxWEByDCn5lpDArcPIdBtvTVASPc4Ia06WahN8nl1M0gkpC29h3MRJmGEVPpR2Uiha2GhaWQTplr0xbgWwmTHGmkw6KJUuRRju2DgHg/I6DGBlJQz/lIwB+EZ6Lq8V4yqJC383oG2acmAcAWFwgkfTgepJ2Z3wwCdNiaqyt+kgZ8+ANlOCxVgBAgjK4oxwdHWWUD4aUKiVfWL0SSZcblDe8XJpNXi7+FHaUzuLI2KQjZYwxZDIyBdbZ2Yn+fsmVM3PmzAaJpKP23syzKbx9Bbjf/0cIT6B6y6049KODqL02AmeMwN2yD25VLkStx3lgB0bA8gy8/13wPQcA5sLbOhC299T/gnA88JqkunCLFN5gDXzfIbjbRzCwL6cKBwCf08mmePc56ewU9ltgXqRaa9RBZVAe39v4U/C8I8W933oF5X4d3nCIQXGHPbDhIrwqBRupoPytn6nffvRtgO/cLdt8/V14L20CK3hgYzaYLVOoblVWznmjHHxgCGyoDF5hipKjtFdT/XKGOcR4AYQIsP0SkByAifvP/2/g+ySm5FdvfE92oFKBd6CIyhsh/i8w5+v/gPm//Qa8d8OUNi9IJ8vZIos7vC0vwLM1sLwLPlbBJmTAdg3ALVLYex14e/OoHgDYOy+AmP7iMVpArajD2W/DKwF8YARzHAF3TxEHNyXwmyfaUNklVLRFjBfBRsrg6x+D2PxCeE19ypJ1uYXgJQYxPAo+VAAfLmL8l2MQY2Pwhm24ZQp7RF7b6rsyWuHYMrVjDwiU9xJ4gzV8/f/3Nux38nD2SSfMYxQz5o+BFxx4eU+Sfb7xSxAK5F+owPM0uGUKUa6hekiDdyBSGepbba8Hb3s/nM0H4A3b4CUPvOqClQTcmobXT/2yHJ+BEu6pZeAVI/iy0XFUDzQ0CUBSUyR1T9K0RNKXwid+rXFNySsl0y6qTFJAlGpyTIsiXHxHXmueJi2VLFTGDNQcXUUqgmNxQWC7GnSTN8gsJZKuinA8unm6Ijfd8WIrbFeX5LQVn0g4QirNfScgkMjSiEBhyHcSKyZSYDFKjKiDWGAhZUaQjoyOC+CrIHgaClULY/mkqq60azoq/f4YTOlV41jxDJTHLZCu9liBwfbtHdKZqJlKlqjEDPwbC+ebTevaUYwIqXNBlCOh5pDItRtF6BgFjP5MEBnV9fctFS04nqaqLwMOQ8fWUWCmTA36/eGCoFY24LgaPtD/GNaMdwMAXj8pzGgE6e+AEsPzBdABGaULomlRQfI9r7UCAI5JFlHz6VU0Qxab5MfCKHMi5V8Dv2p3tZlHaXd4n5maJLe1q0YM15az5Lxpk/D6teWqDdW/lSOEKTtqR8Ym7ZQtXrxYkcSedtppuPvuu/HCCy/gtttuw5w5c/7oHfxzMOZKbUSRL4AVGMa2yIWBe35kzAslV7w8B694slpx71vwBopggzvg5SPpAdeFsD1JtVCV+BJ3XNIV1Ab8STCCIeOMgjOCY87205cqReM7Fo5QsiIAYB/i4GMliMFDir/KG5HRALdI4Q27cGt+fyP8Zx2Mwd0uecC8kRrYSNXHW0nMkeBEnSdzADFegTvsT8blkBRUYVMOpMAG86gWTPAKA2fhRFstmUC1zvlKpeDl4/QfgZHOdrD9b4MVwnFko37qpOa/uY4dgudQsIoArzFQAKzoyPEtU7ijHNVxA2LPFrijfipiqIrxfFI6xxUN2W/8FLO0MtwCYNd0FGkcD8UPjYGNuvC2HwDfF1bvMpcCfipHeALs0Lgcw1EHViuTTnIFcGtU0T5EcYK2q4M5cpzdAjDdlcFZrxxWyZUOWWCFUJpKDB6AXdBg5Ty/koqAjZTBXAIv3xg28moavGEXvCYFmL0CB8t76hgF15QvIHmOqTDVNQUAtnswdk9GTQgosHRUt7VUkJEeg3B13Qv5BBgoyrYROgQRCoYgOsLqaBm4ILD9dFKzlEs2Y6NSNFWlZYBdLJVCUtEDulBcXEAoL6RUNdq6Ym1Gub2YkM5z0C/WZGoOtndBwIVMC9qupvjDov3mjML1KDQiMG1OXgHZTZOpZ0zskVhCpWBABUgmHYsgbdMT8v71z0X4AfVaBFM2b9YIDAQYuzCSFZgQBAktdNLGRPgSV/NzqR/of0zRUjg+rxoAbPUhEIWBhOqr649RtPoyeIn8zdS/wKPV7bFxc5kGz28vWgEapFcD7ct60tZg23qHt7W1itFaGPdTkUq/vd21YeSHUzI6WS2qcxECGHYTqPp0KkH/7chxKxGM45G2o9WXR8Ym7ZR95StfAffxJF/96lexZ88efPCDH8RTTz2Fr3/963/0Dv45mGZwaO0WzGvvANGBnv++BMkWF2Y3hdXKoC+cpnAf1tw09KlZ6DlZYahPa4XWtwDm7GzY3oWXg1jywTaSHLrFoWcFtCkZpOZSaFSEGB9IILhmCBUpS7fLSTOYtKhJlJaefupHYbYTyfw+pROJFk+C8n2zujj0TkNVw5lt4VPZQRwYi2Rlq3XaPBgnzJA0EVOzis2bagKUCugZgGQsGJ3yPMy0nNRnvbZepVV7TnVAkiaMhAetM47B6l3qNeDtSO90GJ0UqdmNi67x1/8dzj99A1p7+FaqT5VvtYkTuv3950rWdf98F/EKaEKDkWRITQeMbg3pDgfaGZ9QDpHWlUQq5SAxXYNucRQ+J9UpknNMtHVVMN8qID2DqzJ4bVYvtJwOY/nZIB3tdZ208MGRTSA6Ac2loHcloXclkDipE7BM0JSsQrRy8rwD5n2qcViGBzPLkch5sHooZvAajE4d1lTZz0zaxuhYSoqkJ+S1JwtOhG5xJBdl5XXRBGjWQqLFg97eOHWkZwhY81thHdMCvVMDTQA0QWG2CegmxynLR5Dulfv2eURdUwDQ+jpgJJunL9NpBy2WTHVGecrMCOdTJi3vWcOQ/GAAkPSB9dOToXPe1tdIMwFIaoNUzoaps7BAIFIcUSxZMC2vgdYhCsQ+tcaRiADpA3mhgM5EbNoY21enHH2zxtX/kykXrqBNqSMANGX3ioLf650K02AwNAYjK2kbTJ3JFG+Xz+Q/U75EawaHBiFTcn2zYkD2E1HCtAXjSOiekkqiAFq0eBFT4HQ1Y/APCh4C6yWRKJOfE36p9xKVetaokM9MJNWYbg9T3YZP52tEtCOpJtT1uiA5GwBUlaPNw9QqiwDpo2lBGhEWDyy4DptZOLdyRlAqWpjZFV43hSnzj99rtariD5LMQqOy0MYwGA7pegg/VS8NcbOOkAB5vR3FlB0Zm7RTdsEFFygdyjlz5uDtt9/G8PAwDh06hA9/+MOTauuuu+7Cqaeeimw2i+7ubqxYsaIhBSqEwK233ore3l4kk0ksW7YMb731lvp9dHQU1113HebPn49UKoUZM2bg+uuvV5JNALB7925ceeWVmD17NpLJJObOnYtbbrklRnUxkW3evBlLly5FMplEX18fbrvtthiGbeXKlRLEXfdZtGjRpMYiAFgTSoBZ85GeAyVPQyhVb+O0rwvQtBAs7ePNlDQOZPUlMXWkT8oo4DxNELmfThV3Vb3NX+FzfNX9prWbscpIvUu+JZLW9rjWImRlIKESu6JlTZXGA4C5C4ZDfFwmDZKReBk+LlNoUuw7UjmYCbFAqQXhm2nwoHt5D7Q9CyvDQAgBizD6b/t5CmTasbHzEPv3oPWR56TcVL1RDfoJ8xTmKGZ+BSixMuDMPz+dYJAnpJQUILnDUjpABEi6RVWSqWP7eKmAB40YGhKtHlIpB8b0HLyAPNYfE7R2gqTC8w8W3l91vC+s2mSyyILoGohlTijoHexPTElNQXSKE84bA21rrA4mOpH3CuBLV0HhFmPXZiL6CkOX91nwO/WJdV2KlgefUfvOcd2YJBR0DVqy+Wv1/C0/V//WIrqWASZMgMBK+5VsBkPSdJG2XBj+ohulTgjkxVJ6xHnysU9BlaciTY50p2/WOIxEiGcLzDKY4iabqod4PEoEqkxqjwbPR1RXlRIBj1OYLVydg+dRcITXmvHmY6z5Tklna1kqHbg0LjiOMKWma1xVYKd92SaFjTPks+jWdJw5+GNQjUNsezsGNO+bNQ63HGDSZL81cNg8dJj272tVDmPg0CaTroomhpH3xnMJGP11ypHKOmo7u6ZD1znm+6TQVodfzNOEVgOQjh/jBGcMPIoMGp/vIMoYdbyiEbBmzkPgnJ6gh3Q/ghNYCU/dhzQC0A+PJTMLGuXwnvmX8HiehpOMceiEgyFM8f4/ex4KQf6cNHVsj4QdlVk6MjZpp+yKK65AsRjHk7S3t6NSqeCKK66YVFsbNmzANddcg5deegnr16+H53mK3iKwu+++G6tXr8Y3v/lNbNy4ET09PTjvvPNUH/r7+9Hf34977rkHmzdvxtq1a7Fu3TpceWVYAbdlyxZwzvGd73wHb731Fr72ta/h/vvvx0033XTY/hUKBZx33nno7e3Fxo0bcd999+Gee+7B6tWr1TZf//rXMTAwoD779u1De3s7Lr300vc8DswHgvOxQVl1+LsX4Y0y8AqDVwF4vqBSXPzAEES5Bu5EHlzXhqgDXgvHAx+rgkcrebgALzVWQQXpS0U/4U/awZuncFhsonYH/MWnXAShiPVFeELKAHECVnTC1B+Akb0RniDbhiiVwSsCxNJ9KSApDB2E9RuKF+rMHScgmTS4J2kHdJ3HFk1t5gmx7YllYezSZU3HAPDJYSNgc+Xo+pWs7iPf9cdHQDgcKcEhyrZMF/pM/MymcL53Zyx16DmaTDm6VDotALjtwS5oyBeS4MWIxmKpLPtQq0CMhAUQ0dSe8ASE7YIQqWNJ2lpkmzUBzohibFfFBoETW5KOleACe3+d8qW35DbBAiQ8EV4zz5FOt66FvEO+UoSoNUZzuMNjvHfCgywEMeVxS6s+LqWaHI481VU/Ab/q9PdU/nNAscoDQGtEo/HgQBjNKNbiUdNomstrxsHn44nqC0Vi1Yy6QKVoNkQxhAhTogNeUqWwuCBIanKsAoWFA6vDl8nAIdj1ul95DFlhGk2rmpaHzs5wLhQAHKYppyxw5D2PwqqrbqxVDHBOULJN7Hy1TeLxPArLYEqZgeRCAthf9fwlmEtBFp8ci5Q5FQ3MJQ18b+MRMsPZx46i3o1wHU05HdmEDZuHXFxjkdTnoYg+cXSOYZzCcTSVvnQLYeQqSF+yiFOladI5+s3Uv8A5dZQ3AXYLiIPXg+sbRNSCvwPrnCvP0XZ1ZFJhFShnJJRFaxINatESkveOCOgf/gwAgBoCVOMo1ix4gqprCAD/Y+ancdTi9q1vfQuzZ89GIpHAKaecgl/96ldHukt/Mpu0U/bggw82lQ+qVqv43//7f0+qrXXr1mHlypVYtGgRTjzxRKxZswZ79+7Fq69KvUQhBO69917cfPPNuOSSS7B48WI8+OCDqFQqePjhhwFIjNujjz6Kj33sY5g7dy7OOecc3HHHHfjJT34CzycmXL58OdasWYPzzz8fc+bMwcc//nHceOONeOyxxw7bv4ceegi1Wg1r167F4sWLcckll+Cmm27C6tWrVbSspaUFPT096vPKK69gbGwMl19++XseB8EJnL010LYemHNzIL19MHtl5EMzZaRMLRiUSoqGYN7UNYDSuFPmVwkWt0UiGxG6AVNnTaMSAcmlwnUFckumFqs8U5EaV8o9xSg0OJqSswLA9PNYSIkBhBJMdUS+hEBSdjQhto1tpwkgmYBTib+Rq/PxZYqUMLlpHTaatOOOLXE+tmBM/QrFLf/CfL4u+f92owZWkNsIT4D4la3v/NN4rF3dZOGT5lfFEp0i0cow9/Q8SNoKWbwjlbZownP3Kxo6trzqyurVobDC1bOpimhFSV6FADQT2L+zFeACc2/oA0lbcQLXiGlUAK4D7pFYJBOQWDXRJKLY/vgGCNeT19//PbjvmEthXHGdGocTWkbj1YxcgDf3lZUlNBaLbgSEu1qdS0CIlBgKow+R+8u/RypeHJhOiVDC0mpTv1mDcsX7VR8pq081RqOJUgw+jDxHdTspFSCAkgETIKjVpDpBNKI0PBxWX2pEwIwoCRwqybBfUAkYNcNksfMmRDrsMpXmn19BOv3UPwdCAfH6xhimrDCWRNvHZEFAMPYvJiy0aGEU162GRUFBlEfXuYqUFWsWLMqayl7lWByLFrWGVLG/f5C+jN4LLOJQP5mUxy1/VTo7ed9Jb5gf/HHe2HcxAIkti1oQYYzeXZrB4bpabGyjBM2qr/XHYgSaJmDpHjQIMBB1fhv4iHIQq57+Z48p+8EPfoAbbrgBN998MzZt2oQPfvCDuPDCC7F3794//kn+J7T37JQVCgWMj49DCIFisRgT1B4bG8NTTz2F7u7u/1BngpRje7vE0uzatQuDg4M4//zz1TaWZWHp0qX4zW9+c9h2crkcdH3im3t8fFwdZyJ78cUXsXTpUlgRMtALLrgA/f392L17d9N9HnjgAZx77rmTlpzavbkNfGwQ9jsFsE2vw+mXUQxmE7i7R8I38LEq+FhEULxQAjuwNaZ9KRwJogdkhMWzKXiNQ5RrEFzIyYADqb+/X27DiHwbDqIgXE4wwaTBSy68CJaHVQR4sQYxOg5mUxUJeGXaCrgFgJeYXMQSGrxS5LeDVcCXvxKlCkSxIvd1PBUJigH9q7YC+ke1FtXkKgiEH0XkJQ9j+bgTI0rSWSE5n59M1+HlOViFN7wVB+ZFRLK9Adl5PjQWnjuTJKq8wmF7OoQjFzsvL+ANO43nMVSF52jgFQHmEqS/8n0AgDtoozhowssLVDcXVNRDjIxJkfVD/RAjobOlRLKpkNFU2wWvMLCCB9qaQ/W5baFIvRcUaIT7uq6G0kETPX0FsBIH39MPeAxuHrH+ArJwg3EC5Efk/TMqgf6E+lxuQFOnbORjSyXRsO2C1xh4TUZRuSOdFT60B6wGVSQQXSRFzY1FzqL2u+mfgK5x1JjWNM3EAXR0NGLFgqq1YTtMfUeLC2JtCKJSYB6jOGPgUXUsl1O4VS32TEQtuvBEozdBRSF3JZ3D/x6Lz48CUocycAYMk4GBxNqI2qkHHocQxF/UI5Ea1tgvx9bAOEGrL38kBEG5aqJiG3BKPtD85RcB+C9BkOl/7dy/jHHCDVTS4P0jsaKEfcSBRcO5lTMCT1B1HAAYKaSUs5JN2KpQAAB6STifBtWXpx54XNKOBDgrTlCxDZW+LA+HjlUQKau58fm9wREal/dEZzoMIkxG3Hv/65KigwAxnjLGKbblW9X/6wsBNhV3S+1VQSAKwxCCQE8LOLaGcddS0dBi1cJLvZfgDNoe61eU4PdI2pHClK1evRpXXnklPvvZz+K4447Dvffei+nTp+Pb3/72/4Gz/M9n79kpa21tRXt7OwghOPbYY9HW1qY+nZ2duOKKK3DNNdf8wR0RQmDVqlU466yzsHjxYgCh5mW9zuWUKVMmZOMfGRnB7bffjquuumrCY+3YsQP33XcfPv/5zx+2T4ODg02PHe1b1AYGBvDzn/88JnReb7ZtxxzaQqGAmv+26D10HwQHxn6RBwDUDvoOVSV8E3YPedLpqRJ4z34ffLwKMbxfiUgDANvwQ3h5LukbAuegAvCyA2dILlbV0ThHDyEhu7hT0WWaK0h7jfKQ3LRWlrxcDgMoQSVvxlKkzKZgFblQsUJ8od3yUqdir2e7B+FsH5VRF8YhIlgKptKXHoxOHbwmMP5O462qpwX4vkPQTeloAZJAFJDVcjCT8QnOdaRT0MiIAQCY/9tv+FJE8cgDOxjuQImQKTgOvGL6mCZO4FUpvFIj8WNgXlmm/4qfXw4AqsLx39+aDq8a2ccw5LXasw8i4gwKAYhyHh/3yvL4FQ/uqOwL23dQHtuWxwiulVsJHRCPUWiG5AvzigSbHjYBj6vrk+n00zOOgF3wHcTREVBNoDYsHRJJOizgVDS4PswmwCECQPWQBjZSg7OjAFYS4C7xHTM5RuLVl+DVNHAHeLzaEYuUsbGainjWGxcEeZ9lPhMh/AyqLwUIykVfnJxTVLkO22veVrU0Mb2A60fBVNo+sqCYKa/hO0A+S8HCU6BaLMqhInV+te90LxJJ8ek8qoUwMho4Q8EiX38vPTPlk/L3yLRt6gxUE6g48fMKtB3zFXmPRjFMSmN28SL1f08QFIoJ8N/+eyx9WSEU238ap+b4eJViby1MrXu2Bq9uXKJp2HwtgRoPr8cOETrQju+Uvdx7iaQj8dOkgd5jwefZM1NewwKfMsNnO3pdij50fssjcvxHK0kI30GISVyJ0CEEoCo0A5t+ioy0ZyOyU1STjnuqCWld4Jx3W63qGgYvhMHzH90raTY6X61J+w9yZP4zW7M1z7btpts6joNXX301FogBgPPPP/+wgZj/SvaenbLnnnsOzzzzDIQQ+PGPf4xnn31WfX79619j7969uPnmm//gjlx77bV444038MgjjzT8RkjdG5AQDd8BMpp30UUXYeHChbjllluaHqe/vx/Lly/HpZdeGnOeFi1ahEwmg0wmgwsvvPCwx272PQCsXbsWra2tWLFixYTnedddd6GlpSX2+fbB3QAAuvTD4C5BpWiiMqRD8DDqod4gHaiUk37Op8ErHiB4DLuFTLaBlV9wGd1gDlEM5vHzCv8dTV8ExwzC9SSRhmBE4p64xEkIDkUBoUC9XFIBRBeWuQuGVSpQksz6P0yQQhO/J30pj+e3559vukU+7D2nOuD73o5z/LiuT+TaZNLjDHs+9HfyN79qMxhTVoiW0VO/IAGY6XAVjWIugWCkYVzrzRuS3hh3CUqFBBbQUpwSY2AY3AOczQdA0mGER3ACPtYfbldj0DPyupKkJVNSTdIocoyipyl/O+G8sRgpr0oBR+E4XDpx5bxfTBIFIAcLR901YiUZhQ1oMLrWb1DOIVlyBpyKBsEIzmWl2L0hPHFYnTzmV/1F9QkzuXBidyJpxVEav3+dyDRn1yZ2yjhrpEWImkwJNvYxuOdLFE0X/SBduF4vN/wWRHe5j01LERaJFlG0tYZRnozmyuiD//+5M0YlOa2AilQF1izaEkxZwd9ix/bGbU49N3Zd9hm04ZxtQpHQIoVFVEDU1YZGcVytiRoSNHzRSTbhLJ9IsWGrGb+nbVdT0bWSHd4L0Xvn8dHXm7alUa5wbS3pmhrnQPZolMX1w3ZvlFjN6BzCXIpsxo4Jl9cvBYus8EU+/9eXyyihJ53CUaqr6S4fodVQ21et/0Tpyz8O0L/ZmnfXXXc1Pebw8DAYY5MKxPxXs/d89ZcuXQpAphRnzJjR1Cn5Q+26667Dk08+ieeffz4m4t3T0wNARqWikkiHDh1quGjFYhHLly9HJpPB448/DsNonHz7+/tx9tln4/TTT8d3v/vd2G9PPfUUXF/3MNCs7OnpabgRDh2SRKL1xxdC4Hvf+x4+85nPwDQnFgf88pe/HJNpAoCBsy5GcVTiObhH0Dq1IiMKjIDqAjSlqQVR85sOqvtoSgep10ksFWF0UmAojnGhCQ1m1kFlr4Ec4rhAQuBrQiaRzDioFM1YWD6YNEWtDKNFICjQDyZDo72xuklv16CNh5Pt+GASaR9Tpc+fCv76fqAYOpmh9p/v+OoUwq/8a5BQAmCPURjTJAg70GMMIiF2vwf9mXWxRVLYNqjB1RjGjGqY9sBKjN90P2BY/njJ/pjTw7RodPF4yCrjQz6IXTMEqBE6Fg2cW8ph8h3qtMQnpZNOjApCmz4FdOtOGDPj15RQoVb3AHsVvKyThAFmU1CDy1SWHl/gCPGr8KgUbQYRyL9F0H6GCULlfRDw0HEPIV2KZYFQgWTGRXFU8xcxea7B+UTxg4l2BmJKzKFpCrhjBIc+vBSBWgEO7JLUBZbAgJdENw0Lhgglival3igR0IgAh3Q26sk0CQRMg6Hm6CiWLLRwhiYFeHLMghqGSDRCozL6oSS0SPxvIIxaRRUF1G/+Nc9w+VwG93GBG+iMYMC+mgudsvp0o9Szj9/jGuUNKfmo5RYT9B+QzlxnujLhYj59Xh5bt3SpfgeRMHLCyQBCOaFMygHRjFikLNXER22Hg6HaOJCRc+DOwUYYSL5mKWmlfC0BK+KUJUiE1sS/ICXXQMaQickg1QoA8/0oo5mRbZk6g+E2dir6YvP1zPsBlLDgrzi2/DDurAZz2ng5Aa3OAe82ahh3G+XNNCrgscDBFiiXzdi8MlFK1GEaWh9ZA3LCjbA6OOiAkPembxnDgcPiiEjjP5HO5R8rYtdszYtCgprZew3E/Fe0SQP933nnHbzwQsg0/k//9E846aSTcNlll2FsbOwwezaaEALXXnstHnvsMTz77LOYPXt27PfZs2ejp6cnJmHkOA42bNiAM844Q31XKBRw/vnnwzRNPPnkk0gkGt9ADhw4gGXLluHkk0/GmjVrQOvA5TNnzsS8efMwb9489PVJLq3TTz8dzz//fIw64+mnn0Zvby9mRdi5AVlJun379ljVZzOzLAu5XC72MQPdy3wBepIjOcdEahpHbrEfYdDDyjCaAoy+EPxLW5KAlYDeGk7IZPHpEpeE8C1OS8CnTwhTHvXGfGZ+RS7pb2K2E6XHRxJp0BQFzRiA4P4iG6lYpMEncCLD4yQzbiicXrVBU350ptYIVOYuBTE00LRcgPsPSCdl+MKlsWOFA+GPb9KnRmgnINP7Ym0SXYNmAlqu+cMt9m5r+j1pC8ebCyn6DQCfdDLQO00ITmBkpejwRBbsY0yVAGliSlHkbHstTp+R8Ok3Olpj+2eme6BdEqdIqHSwVcgkkZCTvu5He/xrG11c5f8FjIR0SlMdLthYDdTfJkjPRfDbIIYBwQlSPV6jwxA8YtGiDi7vTS1n+HJKsq+a4QuiWxbMlCx6aIUbvwcppLD6BJYx3QknKwGCrpl+qiljoydZRjoSKYrylOVaZaRSn4BPayIbG0qpAoKoRbnMcpzFuK/aNCe2eNdfDyEIZp8o50wu5IuHLahy/Ou3l8fjMP0LX3gz8sJV9zwHlBgAsG97q9yGiJgzSGfI9GU6bUMnAjVbh6gWYpHyY71IZbDfxg8SGi5uXay+WzT/IBJ1IuNGHTdZfWowsIImt0lqLHwZa3IdjJx/fCrgEoJZJ+eRi6QVNYOr6OC/6vmgswCArOk0bTMY5+g16khUG36PGtXkeVWYHtku3nYrkXNW4PRRIiTVjCaQJY3VLOnf4/wcKZmlP5Y1W/Mmcso6OzuhaVrTYEh9IOS/qk3aKfvCF76AQkECSjZv3oxVq1bhIx/5CHbu3NngDf8+u+aaa/D9738fDz/8MLLZLAYHBzE4OKiqOwkhuOGGG3DnnXfi8ccfx5tvvomVK1cilUrhsssuAyAjZAGNxgMPPIBCoaDaYX5Upr+/H8uWLcP06dNxzz33YGhoSG1zOLvssstgWRZWrlyJN998E48//jjuvPNOrFq1qsFrf+CBB3DaaacpPNxkLGiKj0qKCeFwCEdSFwgOkISuJmiaoBC2h2iGhiRy8faSOdBEwHsWEsUSQzpBjqc1lv9TAa1dvp2qN2l/E5rRmmKlFEcaDdOXgbaeSpVEFgsz40nqA0DRTNTzeQF+msHgin5B8WYB6Pz5hnifp7RJDq66qkpjeg7kmEXxt732wwuSI5luGkUjviC5qTNomn9+OsFjZgXesBM6LFyO3XGXm4oMF5DVl8qB9NsiVILvPVuLOUKwLBBdOkTxPhAQM4yakJQUQpc6prL4gFDASITHCsaWUOFXAUqRamICWgbSsfYtuL6EAprlE3FmczCSTOHfNIODmMR3svx+JMPJlUbehYLrQWjkGnf2+r8BNaHFUk4koalUfcP4+19buqfS04EpotfIsQer6ZjzNFwNxy2IxkUjZfUC5EGb0cW6pV3OSfULdXtnWZGcZusxA4hHG6KySYG5vtSURmSU1SJckaJWKs0j7jV/2t6xV0aoTMuTHGeRYzV76VIvaP6LEh/a4+/P1PnyTb9GMhmnlEhZUkoqGJe53MAvyjvD8xo3GhQS6q0imocuO/z0t0a5jFYGGQEqdU4H/HkuWklsCPkMBjJa6hi2AUoElqIVALDlX2Wfxu3GcdQpj6Rzw7EaqUWesSa/B/PmrO68+s71ZZGC+3kbG4dlMHWvECJUYYylezD89oLrFZ1Z9SaOoDMBPvL/tIk/0mcyZpomTjnllAYt6fXr18cCMf+VbdLJ6127dmHhwoUAoKgo7rzzTvzud7/DRz7ykUm1FVRTLFu2LPb9mjVrlID4F7/4RVSrVVx99dUYGxvDaaedhqeffhrZrOQlevXVV/Hyyy8DAObNm9fQ11mzZuHpp5/G9u3bsX379lh6FAgxSc2spaUF69evxzXXXIMlS5agra0Nq1atanA+x8fH8eijj/6HFQ30i1eg+tV/kYu+KUk+qcYkB1YAfveE/39/J00DtPhlFPkBaF1p6Dsr/n5yEoOuKXbxaJQpmHSCyjrmyvL/YGh4iSGaDyKBuPkEWLAgglMvMD2yN4PsRzoBDMUiLMGEFYBouSCyeMDfJoaXi1j6JAmq4owo/Fmw8Nlbx5E6r46UykyA6M0rBwEAQxM46ZHBCqI/oMD5XhrAqARaD+nIzmbQDKFSroF5jqbK6yURq/xP+5SyVFvoSQBv+ocK3iAZA1KRBYISCKda3x15XblQMzvVIveG6rOkQmAuhZWTTtbY/iSm5MJoSr3TzTgBOPf5yRrHSx1DrxsbUwcvO7Ex5i4BZxTs36UOauC7RKNvzaKlUdM1jpJjxRybUsECIQIlrqPYHwHMH2YpCJ6jaKQsWBybRaYCq5ZMWEm3gdB1dDitok9FomNKE0xhQLz8aqkdC4Jj+oUt+3e2qu0CbcnfZ9EeBAu/YbIYrs6xtQZ8nBDS2VHOb35YfQ8AqZQD8MYxYJwqiSUAOEQ5WowIsXObCxxs0s8JIo/tkWWn4JNme5zGHBLGCXQNmOrfK1HVkGYWfcncSm0s48CC/0tgy7+Spgw9HqeoehRJvdGRDqzeWQeAdJcLu1rD3kMtmON/V09oO1fLwXbjjq07TkA1WbHtinifmryX/qewI1VwsGrVKnzmM5/BkiVLFNRo7969v7cw77+KTTpSZpomKhW52P3iF79QVRLt7e0qgvZeTQjR9BM4ZICMlt16660YGBhArVbDhg0bYtGoZcuWTdhOkGJcuXLlhNv8Pjv++OPx/PPPo1arYWBgALfccktDlKylpQWVSgWf+9znJnX+DVYYlVGnQ7KyTtRC0C9ROCsCYsR5w4Rbhw9LtzdMroqbyJELXLM3aa1FOgSaj02aKIUvPC5lnHIZP/oSYsoAqLuKmDTWz7apFQjHr2IrlJVzp7VbsT6qSdCfuWiCYNrMfEM/iKkpio2ADytI27hFAto3P75DrSILHibgpNU/cXXTJ0JUIkztkXHr83x6CE6QaPF8sDpAIqlxrSsZ25e2yRxnkM6oFQyVNgYAvkty8fB847PkPfQ//XMNGvTHwTKhZcJjBr9HCWwJlXI8TpGC6EDbtCpoemLsIwCpocqhKBQCYy4N+xBx2KhJZIrcVzyQ5xmcO4e24Bh1v7xtGbFIGc2Zhy2SsF2t6WSlQPERp1IDj6Xp2qx4mguIR8qC+40zqZwRvKSMOWH4LddZjf2m2psAAzTvzPFY2wDwob5QxJvSOBO8AIFhMFSEpigxUqnGG7XiGWocTF+SiDOKajUeWTUt1pw+RITFKOxXEoYSXIdS2QJqtQbH07Q8GUXz2yuC4YNmr/p925bDR6A1iNi1i1ZfBo9T1CETgvg4rnCvoTfltQjGjNR5WtG5quST02pnnCZ/a+Kk65QjbbjqeNG/69tknIbksZ5UkpiAihEA8LLdD0qEVFt492VJiZGV10kSBNPYudiRtv6zSCwdSfvkJz+Je++9F7fddhtOOukkPP/883jqqacmTTP1/1WbtFN21llnYdWqVbj99tvx29/+FhdddBEAYNu2bQ1RqKM2OXN+/O8gFCjst2C0E5R3yMpGHuEg4xUOXo6Ugo9XgFodRxONLtBCMs5TAJzH0gBRk8ztYSl+1PlgJRGbsOwBIVOLnmT6j1I6CF/CiVDJeh+tdNz6bqciT2VjFXijvqyToTWQbtZbNLV10E5i2E1A1FxA8x3UwOn0m7GmAKI8Gn9bp1RK/sRhMmH/3n990+8D8lTZfuAkEzigSkaKuwTcD8yxQ+NqezYk91WcYb5KgTvKMTqYxoHBFjghu4ByREkd5hEUEa9VUmKolK2uKYcQQEMakFCh6B4k+S3wwuY+GdHyr09AiQFIag0AQLWsojwNFZ1NfJHqAAEbKoHlXfAaj6WuBSfA7AVSvcIDDlAWd8I8PiGdiBCSVJMDSEUqLgO9wgxhMRyUAw1lu3mVpV2W3+dJBIMZLL6MxEDbbWZ4o0jFCTQQoNZjzAKA+vYXWiAwcbQhaCdQJSCQKeYUkQS5GpqPR0p3Y05GtL/PkrhGY3DvT5+XhwaBZMKFx0LBem3hMQAA3WLgfhSNnhmnIkjqHioVE1yEXGifqAIb3SG1jQCBKxr7GhWED/pMiUBNhI6HWfdiHGiJJiw3dm71UTeSoMgkotyF4Ta/KcnUqvuz5+R5ThCxC85nIixhcG0NncV4yoB4dWmziGBw7vz1l+S/ubwmeWZC81MJQYQtiiSZyMk/EnYkZZauvvpq7N69G7Zt49VXX8WHPvShP/LZ/ee1STtl3/zmN6HrOn784x/j29/+tgLF//znP8fy5cv/6B38czJ9bjesuSmMjqVQ3CWr3QQnsTQgq8vICcYBTYeXj5DHDu8HLzf3vrwqRcLymqS4ZBUfEPI1Rd/UY5xSDpE8ZU0qXCXxbGTbyMJywhmHVASP5SOOpU/NMFGkhNfi1BpTrCo6jZpcyHcOyAXfP2bgTBrTcyDds+OLYq4dghHYheZZ+/m//UZTTdAgrQv4+BCfXmS/oSmZIuZSMAexVCogI2WOF6YvA84z7gHprI2+nvGYE0VaJT6Qj8SlzACA7ZaUGFHoEqEAPAZekxGo6RufmZBFmzOirs+HV4yCJsPrV/LJOQPnUaMyDcs9gloxiEZCaVqqPkTT0IJA1CQ9i3AACHk8GVkTIOlWn4QVuDKRjzt6lDRWrNYZBXBoMHQ8Aq1EAqFwNxrlsOtCvFHOsoD5vROR1G1QMetNPB3KtHBzMsxg/4BTCwDmfXC8YVu7HOEw8+/1fEFGUgWk0ycZ/eV+dh05arD4B6D66dPySqvTYxTniPCeqVXCa7tveysYJIYxGkEk846Xf0ewU/y3z8WOuZVnIlqgcsNDmoFjjDa1jUVZQzSqIxefqAwSHjdafRlYtBCAR6ov1TF8bdNgTIXDY5gyxkJM3d9m5Xlt+/ewQKfAjQkjYcH37gTFCG7k/gmwvNHv6iOLFpXYNo1yGH/599AohzMu+/e+4wZD4t+AEDyy70i5sdp2IoH6/9PG/0ifozY5m7RTNmPGDPz0pz/F66+/Hqs0/NrXvoZvfOMbf9TO/TnZkv1PwLz6NrgDFUydLlNXVJPAbEmJIbfTMlAFAIERKxMDwyPdolKDMSdD10ANDs+jMYFxSmRqi4/JidS0PBAiVEqE1GW5klNlFCzoBI1gcaLtCkfEcDr2EFWRImNqKixGsHTV1+j2ohYC/ZvhfUpv2tBmdksnxD/PoUN+CaRlgLbUKUwU8yCagJVrjiPZ+v7rmz4RUUB80E9iEhzPqipSpluyqlG3OLTO0HEIImVB9FDrbQEgqU0SWQ+6xWLjJ0bHpVZkqm7QKYF+4fm40jsUguwpkf2lfnRSB/afdk7TtDOlMqoUFH3UdsTxacmWQFJKAv0ZJyG+LWLC4dAMrihIoulLq5VJYfaErPIFEbH7j3ZMU453lBEdkNHSZil1QC6eAfYnmt6JUmhEJZU6SPgy0ZqrIh/hn2omSRTsT8jEOKjAsWyQVSLxaFlQKbf9Vy2hWHWzSAon+ED/Y+jqlk561KmZKHITOB1loatoi0Yl1KC+Qo/QePWj5juuCcuDkfK39QXJAzyWaXmgpy7FWCF0DLqYpySrAmf/bZMjEXlQnCbOTM3W1RlpECqSVu+oRgXJTZ01JBoDoL9T1dV4GhDY8WJrLFIWFQZ/10+Pzv/LcExy1G0Y13pqlaiEVdQSlqvSl3q7n004TAQo75bVM3jg3KvAOIWR5aBE4M13pjRUqkamzKYYt8Nx5/2fNCHjt//hz1GbnE3aKQMkI/5XvvIV/PVf/7Xi7Vq3bh3eeuut37Nn3O666y6ceuqpyGaz6O7uxooVK7B169bYNkII3Hrrrejt7UUymcSyZctixxkdHcV1112H+fPnI5VKYcaMGbj++uuVZBMA7N69G1deeSVmz56NZDKJuXPn4pZbbolRXUxkmzdvxtKlS5FMJtHX14fbbrsthkVbuXIlCCENn0WLFr3ncSBUSKkVqoFQgq4ffR2pLg+pY+RCRVuSajHT201oLZZKO2ndLUAyq3BZAEC7ZytHh2pyIaYpDe6eArSEXESiqSUuCDSLqzdLzeDxUv4Mjen2EZNIR8V2oFssVvlGNMkZRjUBmtGgWWE7nk1Bu2TFGExdngeX0T5CEFu8qMGllqTvnATOXv6vz1bbSPZ9Dt3kKoITlKd7u0fVdvvO9gGiiRSoGad9qLeYcxuc//Su2P8lFxeFRgSIKR1cLSlAE/L8g4gjICNlps4U5ivzj4/J46RCZ9bqiaSbsz5lRkcrSAToTxMaxN4deEDvht5KQVK6XwUKkFxWFoYE4+6Plaq+JAKJhAuqCxhZAaPVP0dKlAaqqu71x0ajAuiZBs3i6DzRCTm8TCrFlVN+mjWi1UkTgDF/KvS+jOyPXxARtM32vgkr40FLATtNLebAw9RhTkCJQYhA1ZP3c5QjjHuhvmW2peb3m0MjAmnLhWUw5AtJRSEBAMk2+cyPoc7RJhL3FsV6BdEsjQgcHMg2x2H6zgQA9DFbVU4CAEEc65TIhtG5oO2RIfnMMSExZYQIWH41Zz2mTFUm+q7Lvv2tEn/V5IUlmXYbHDVKBDyPYt+7Msol3pEaw5rBJT5NExC1coxqot2oIZetgSBw7IGPOzVsdsOcO4UscohavmYhYcQdjMBxmkvCCFbCf7Fbsv8JtLRXY9iyhOkpmSXTp7oJoofR+cnUGXRTYugIgGP89rP3/gQAkEvaMXqKwAzfCTscFQoAtE6pqvSlNyrnxpZ0mNpWaVD/ml6UmqvSkH2/+A40ytH58w3QTYYWIxzbqmvA1FgDF1w98e+Rqr48akfGJu2UbdiwAccffzxefvllPPbYYyiV5JveG2+8MSGL/uHauuaaa/DSSy9h/fr18DxP0VsEdvfdd2P16tX45je/iY0bN6KnpwfnnXceikUZqu/v70d/fz/uuecebN68GWvXrsW6detiUbwtW7aAc47vfOc7eOutt/C1r30N999/P2666abD9q9QKOC8885Db28vNm7ciPvuuw/33HMPVq9erbb5+te/joGBAfXZt28f2tvbcemll05qLADA2/wsiEkgSqO+lFEAEuLxVI8epxMAiz/EojKOepFvycCPCePJzKZY8Cn/bbauvB5ALCVGTCqdPuIXAzRLhVLfkYj8dnAgjCDRCFt9wAofjaoE1Ze1d8Zj1Zetj4TpFc3iUpYoktpsaZERoOo+4PWTZJXs9OekxidGDkrqiAlqjuf/9htNKzNFOV5IEZzvAE80fNdULQBQvHHlW/9abucBXk1SYvBKZJCacOwBMjpKUmn179gxfdJj4aCB6gSQ6RnPk/cMq8n997zTBpIyFb6uOl5XMGG5UtlASGml+pRoME5B5FN9X635FabBiUu1AMEJnP/1L5LyhQOJ+vvQY01Tx4G1+o5CQD8BAJWi2XCf5gtJeJwiX7WQSsu+xSot/XulDfFnBkCM9gEI00tMEPTNGm9KaQGEDtYrlhUvXjjMYq/wXgvyAEJeLyEiPHN1+KL6c50+LS9585o4i0LEt2eQ8kW6zjF9njwmPV3igaVMkkyD8ud/EUubVj0dus5VBEuI0JkJbMGpQ+hE/D7IGG5YhHGYiMmIXzn+yrQV8BwJ2eCcIJux69KGcnwSlgsXBLOW5FX6Mpo+FABKiPdvvBI+U9ExqXnxiaCZfqo6Hz9StvutNnAR1yetxxW+xqTSQtCv6D0VfJcxHOiUw2Vxh0uri3AC8Xv+T2lc/HE+R21yNmmn7B/+4R/w1a9+FevXr48x15999tl48cUXJ9XWunXrsHLlSixatAgnnngi1qxZg7179+LVV+UbnBAC9957L26++WZccsklWLx4MR588EFUKhU8/PDDAIDFixcrao65c+finHPOwR133IGf/OQn8Dx5My9fvhxr1qzB+eefjzlz5uDjH/84brzxRjz22GOH7d9DDz2EWq2GtWvXYvHixbjkkktw0003YfXq1Spa1tLSgp6eHvV55ZVXMDY2hssvv3xSYzHvzHGg4Ed3mCcldGo+HxQPF0XBBeBE8GMeA0lmY4LkxEzEtgEgF3A/cjHhYsGDyiYRW6CIGY+UBVqcYmwcQjQHfTOXgBXiC9+s48cUPxkAQJdVfCSb8I8rv6ZExFOikejV6CeWhvsLAmL6HG5+3y2f+TtzQrxaCwDQ2iFTg4crnWpmdbipwEZ0Cl5i4fnT8BwaohdUgt3Tt0oZMaLLqFa6y4lX0o6MyX/UOTtEpxCV+oIOyOvqMekA+1xl9ddDMdRTAarL85//0Rr4WEX110w1Rqncf1vnYw0nniasL9wT9t0D4HGJc4z0MWjb+vwVCj93CkrxCAWlSqngcBZlrQ8wZQKSciPQSyREoDVpw6760bUICJ02iSrpGpdAcU3EHKFolKtW1GOErNF9gz4tse3YAn04SgGPUbzcewn2vCOjVgHPV0VosXEJ0ptRYyBgoCoVfWCgpWEbx9ZjRQkaBDgnKFVMdX843/gf8jwjWp/aBRc3ROjsmq/24Lf3NM1iPAJufffVjobjj7tWU/3R+jHJ+Qz3S/Y/odQLCAGKJUl3stX0uRUrmsQ5+n0gOlERPSFk5ezhrFm6sT5dOfv19TH5pMBG+tMxoH9baxW7KuELpsLcBVWsTPYrylM2+KFl4Xzqb2/5kcSoT91MHeBIyS5xkD/K56hNzibtlG3evBkXX3xxw/ddXV0YGRlpssd7tyDl2N4uU1y7du3C4OBgTJzUsiwsXbr0sOKk4+PjyOVy0PWJb+bx8XF1nInsxRdfxNKlS2PswxdccAH6+/uxe/fupvs88MADOPfccydfvksBuvAs33mioBlNRs04JGYoAONSAph6fCG369D/uqUqKYPtBBcqUlYfDleOCwsljerfvpuSx+YyUp4pus5FJj9i0jimKAGgDqckOMCGymAuVRQOSjPQ0qH5abKgYqz93zbE9uUH/XuOA909RbXos7FarC0AQKWkHNNmVr7uyuaRxDp9Rwn05xjUhALGc086JWQCXFRAw1G+WUZQCSUojlhgNoGWi3DA9fY0r5DlAiiV1bnKNoVK4fLD8HwFiwH3CLgHcL84gaStpg41AHieBnCJCStuI+q8gTjVRtRoQt4MAWVMQzHJlk0hzxviDi48FhOvr+//SCUBS/diguSVonwpLAkZkQ3A4cFirVQlIkilZpFMzweJex6VNAYqwhFuk2p3YNf0ptVkzWgMZr9vrKGNQMoKkNE1AWD6MWPqu6gupwvZD4WRBGIYLQDYtSOcv+qjNdWq0eAABYLcgfNAe+T+QXRVzjXxuaEqdLUvIB2mNAe6A4p9ADXW6HxNSZcbluNgDotSYgTO6CvTVkTIe2XESNe44ilLdzoxh4VQgoIvUl+PoQwEyQufi1eS1l+7+pfTjX2N6xqABtkyxgi6aJiGrG93vtnopOppKc/EBIEnKEpuGNCoRS6d5cuFRe3/64z+R21yNmmnrLW1FQMDAw3fb9q0SVVi/iEmhMCqVatw1llnKR6ygHF/MuKkIyMjuP3223HVVVdNeKwdO3bgvvvu+71kdIODg02PHe1b1AYGBvDzn/88JnReb7Zto1AoxD4256EsUoJCjB8CLzHUDshoFR+31QLDSx5EOTIhlGsy3RlZlEUlxNOp6JOPuXLLFF3dpaaLU1A1KATgRSrReInF0mK1ASIpMVwv5kyFO4T/ZBESHq3VAGo1/1gM3sEKnJLElhHaSHoKAKwiwGuNTiIgnQzSmlV945E+mx+Yj0X/65zGBjnAK80dp/0vp5t+zwuh00t88DrRKS5g5RDwDoDX5KLPxxqjG0G1YpDu4zWpKQkAlV0CyYzvbBSKoGaTtCAXQEsYEREVL8Rt6bosBtGD6tAmjodHoZlCOj4coDOngI9XVTovECQH5DWzXU1RsZhpH3sTpbhoEtWqDRDw8SrYuA3hBFG5ENumf+JquDUN3JFySLFrqjdXjQBk9EDzcWVRQfJkxpEVnyAx9vvRShJl28BYSUZeYoLkpYlf1CRPmYhoX4a/CSYroesjGbrJlENUJLpy6HZtapNC1NF0aJNnLsB3AYCVcMFA4DkaaoQ2jEewd5uPS3I4VRi6+gKEiRZyLggO7PbvIxo4YwSeIDg0lgHqjlshFNWagbaMTOELAZzs1nCsFt6LeWKgNgFjPyAFyQnCaH+UEsONDDL3x4tSAdvTYs5OMDdEU5Up0ye75iQ2tgFP2bafS4CkctLrnLBmkcwqb7w/TMtT6Uv13QRFAQDwg8GNsf8LQeCVCRKmB4dTldIL0sTRx2CkkmhIVx45Rv+jQP8jYZN2yi677DJ86UtfwuDgIAgh4JzjhRdewI033oi/+Zu/+YM7cu211+KNN97AI4880vDbexUnLRQKuOiii7Bw4cIJ8W39/f1Yvnw5Lr300pjztGjRImQyGWQyGVx44YWHPXaz7wFg7dq1aG1txYoVKyY8z7vuugstLS2xz7cO7paM7cVhkIQOUSvDKwXHFxLU7Rt36vBXHgc0Pc5679rgZScUlgYAXVbqMZfEyT99i4KumUsb3v4a/u8wCJ/eIhYdIkJG/QJgeN1xhB/tKb8sU7VB6pFQKegd1cpUfUuQOCjct8QUHgLNfUB5kDYUpUrD9rAS6PjZBjjjzW/7RMJt+kTwfOggKRJfk8LjVDlGzPaJcoloiKzpJpNFAFSAjYRRAivnwbPjYy0K8sKLYhVIxhn9Gwgzgwpby5SqC1Rep2bUIjIlLMBcohY42pKM6ZYCEisWFGcQXRaEBNFHWXU68QLBXAJekSS6QRECqIysUU2A97+ryGOBukgabd7vqCV1LwaCpppARWgxPcHWXBWuoKixkNE+CvSf6BiShJU0RJwAIGM5qIyZSKTchuhKyU+zAZISIxoZU8D8CTh6CWQqLDDTYtAg6S2aSTaVmAHGKcZcS1VfAkCzM4ryigEyIhU4ar0z5EsbyYSFPecc/KFyXoIIFCBT9HPOKCgHF5BSQVGgP0G8ehSI47iKNUvh+urHz6mfX/2/W9I12K6Grf58EATm0pnQOao4MrIYdUC5IIqnLLBC1Woa4azHfE1UUSkEUenLWYvGUCgmUHYjxTxBmtK/t/oyIZku2/92yFkmZNo5eIwDbF6Mp4yII5aurLfJ0F4c7nPUJmeTdsruuOMOzJgxA319fSiVSli4cCE+9KEP4YwzzsBXvvKVP6gT1113HZ588kk899xzMQLanp4eAI1RqWbipMViEcuXL0cmk8Hjjz8OowmHVn9/P84++2wl3RC1p556Cq+99hpee+01/PM//7M6frNjA43ROyEEvve97+Ezn/lMDGtXb1/+8pcxPj4e+1w9ZRaITrD3U9+SDkpbD9yKFlIfGBHAq0ljGCcAIJoRrxpMpEGtugfbEyCUQLc4RsdSYE40FeCfgy0XvEB8vJmJWhlWhz8JJeNYsODfhEacuMgkPPo7AuID2a0+Cpry34br6DuEIHIhoxRaioCmmtMluGOhsyB5riLRvX2H4P3bU/EdOMfoJ5bC6mo+VdRqRoOGJgBoHeECQwjUU7NfJKX4NpEVj1QH9AxiAuaAlFkK6D9a1vwCAEBTBMO7M3hzd3cMf0aPnSv7YOpANVJgoFMF8Cc6UdWX0hGkYBXR4ACHfZbs4oIDZkYC6od/dCAcu4gFjpJGZWUpdwmSM4kiBRZ+NVyzY6V6GAj1r5efuiaUqEgZf+2X8jpS4JeluhQPFzG90KhFBZ/raQyymiRTjUrdaOBIaExFM6KRsijPWWC5bM2PgIrYsQJnq2SbKnJc/y6WiTgJOc4aJHeiTsjGfGfse0oEkrmQa81zKNLUC+lvDI7unpB7LKfHo6dm4Aygkcuq5kgKiaDqMKDESCcd5YiTE09V2z/fc6nEjDnVWPXlud2DIAmqKEMIkc9nFFOWEY3zRdKI4+80nxwXAKbSsPw5cEiW7H8CuiYRSJyHPGW5AEPmU89QTVJiAFCUGB6jyiGiROAvsgtjx9Ypb6opGcUPUiKabgMAVjp+LrlsDRkzyl0Y3/7szJzwGNMWQqMSG6zrHEnqQSdcqhz4fU5FDtuMEuNo+vLPyybtlBmGgf+XvT+Pt6uq78bx91p7OvMdc3NzMw8YhjCIQWTQRC2IUiqPFbU8tkZpq2UqD61+v2qrPPoIv1qKWqzigMEW8LHKID4ihhYaVIQyG8KYkJDh5ubmjmc+e1jr+8dnrbX3PufckDy1Db+Wz+t1Xsk9Z589rL3PXu/9+bw/7/ctt9yCF154Af/4j/+Im2++Gc899xz+4R/+AZZ1eGlWKSUuvfRS3H777bjvvvuwfPny1OfLly/H8PBwypzU931s3rw5ZU5aLpdx9tlnw3Vd3HXXXch06WDbu3cv1q9fj5NPPhkbN24Eb+tOXLp0KVatWoVVq1aZMuxpp52GBx54ICWdsWnTJoyMjBgLJx2bN2/Gtm3bUl2f3cLzPJRKpdQrYzMwl2N0qgjem4e18GgUj7WQXenQxJaUWFhQAMt7cPJKwmBkAHxoGewFMfeE9wwZoKOJzbzkgLkM7oB+ek9PHowDzKPttE+OvGCZdn6WyZNFUNEDG1kI24tgFxLLugDPxSRk/YR7zB/n0X+yBBSQ4xkL1lCJJsN8xng2sgTZmmWVjlI9XT41Xp0hg2y0CBTlbCqBKjBoHb0Umf/5lfRkZdngOW4AUrdISYtklGn6YI/artq+zcA8G/NlS7kREGfEKjDYvTZYKXEu+kuwXdLvshyJ2l++T42pjYElVZzyxn3IHRNvU47tB7MZrIXzwAYIuDx10pVgFgc/bi1tP2eBeQ541iE+Wl8/3EWeGXd9/vR54Uyi2NOEjBi4TZnHwXP7ARHrjWmdMu4y8AyVhFgxAzsv4b5hJZmQ2wAvekoSowvH0GWwRnrA+3LEJ7QTk6ktwN/wW3ALEXiG4eyB/alrkHkO7Gz3SdHiAgP5Bvw27pLhjDGJngECsJUqWeCUsi0DmJKZMs31SvLMQt+Ca0fwMmHHRK3/zaiJmbVlfFpNx2TXVubLBtQtO24aluqo1N2+pw2Nm+8KSd6X2YUSg4M1U+axmITjROCMyPoaRGremsUFHAg4TMJX/DeLC3jZ9GTe30egSWd/kqU7W2OivTtonY5AXVooFFuQ+19OAd/ydBYzW5gBfoxJ5DM+XufFMjEnv2U/PJY+d9XANWCCMYmW5GZsp2UM+voUj/XRReejWGyR7pqyWSomAG9zH/HhWk0bNgS2/bLHeH1yLmEp3lctcvBzfzS1Lzoj1d40oc8VYzFAShL9dam6MpUx5cvMyYOwLIlGokNVj62WQ5lRBNKUjZYgyRX9oFDMtFBrubC4SE3CjdB+1UhivFa+PDJx2KBMx8qVK/He974X73vf+3DUUUf9X63jkksuwc0334xbb70VxWIRY2NjGBsbQ0NlCBhjuOKKK3D11VfjjjvuwNNPP40NGzYgl8vhwgsvBEAZMi2jceONN6JcLpv1ROoHPzo6ivXr12Px4sW49tprceDAAbPMweLCCy+E53nYsGEDnn76adxxxx24+uqrceWVV3aUL2+88UaceuqpKV/OQw3GYEqUwc5pSL9hOGKMS5VFUOCqmKVOvFTpp0uX06wmOxMwY44F7UvoOVE6U6YFLsPENpGYgPJu6qbOXAaWz8B+2wfJIzORXdJ8KwCwim7sgZj1KHunS56OBUTK21MRyrkLo5jNXAAq62IPZAzRPxntJU0yz1Z/qGPpG0iUMUv9YBkrNlRviznLBi69LyWBC11GdJNlC7VK3ZmqQ0yV4bhRPEZGzkKNbYalOmfp2Dl9riQwTnzyOtoHJfZpypgarNsurBUL1JdlR4mOcaC03DdlZpbhZHZuWx3yIBpEJb8r9uw3/zfvdxlDxhmY51Ip3hd0zJyRBVXIATdL2TYtO5LqviQwOFe4Xpdy3nQGDDG3CCDQ4vGITLQjjt5SIyWJoRsuZmQMPOothx4KFJ/J6qKgboSc28pvth2Z9+otB7YCIlo6AYARX05mRG1boLfUAM/Rb5eBgFokybi6Kq3UMSfLoo7aXm+mRdpjgqNSSTfQ6MyeyZQleHLmN5KJS5IlHlAWs15Lqet7mYBs11jai9JFojnF5R18rd5M2susX/3NucQIi7fbTFxUnS4jyfuKNALIOjT3SmcdLS5RsOJr4dj/h/w5/ciCY0U4MF5InT9d/ly7586D2gFlcgGqdY++q363SU6Z7ko1nddzTKucSZSKTQPWdZPDA3abd3Hb77cdpP1HxWvlyyMTh128llLihz/8Ie6//36Mj49DtBlfv5LMRDK+/vWvAyBT8WRs3LjRmJJ/4hOfQKPRwMUXX4zp6Wmceuqp2LRpE4pFeoJ87LHH8PDDDwMAVq1alVrPjh07sGzZMmzatAnbtm3Dtm3bOvw5D2ZK3tPTg3vvvReXXHIJ1q5di76+Plx55ZW48sorU8vNzs7itttuw1e+8pVDPvb2iMtCDMxV1it+5yUtpqtgGSfBKYsA0ZnetublgZfL1KEYcCNTIEO6uXp9CU6KpNIUH+oF0Oj0OQza1MJdDlmjm6ybixDVKUsEJLs9gajim5KbbCiQWFCG3H15IBSwM1HcKRqqjkp9g2wFBHI44Koc/+yH3g5AlQeZpMnclmSSzmEydNGuMTiWk5Z6mB4HQjnno0jGDTv4YACMvMjy344w+QsOKSICylwg2NcAEk+DoimBKDIlO95fAjAZAxHHBhAAAnB6aflENQdsaB6kv52WS0hg1J8qo/Ru1cChQVlI+4EoBB+eD/n4y6Qrpu1btN+m0EBOnQtfkDCtH3Z2enJmSuEG/GlC+CtIVkghASkgfWXOHtJzMnckqe83qBTHXQ6/ZSMnE5MNZ3PewXVHZPvEme9pYaaewVgzh37V0VcotlCdoAyE40aYnsmmAMLOrUSsT/LQPCciCyI7SumEJUnlTlYY30wgTRJPKeerjI1rR2gFDIuPmjZAMFleD0OOSs1D39QUROSRIbmrup+ZRK5Na0uT4C0mEYFBSKCnt4HxA0UwANlsgFotpk14WfKsjCSDBcqY9eR8UtpXh87mLzX7FUlG1ky5fKqMV65kMDRcIXFbLZPDJF4MJgFO3ZvBeNRxbqYaGZRcJVkiGSotF0XPhxAM0zw+70V172qENkpqHbHpeAKALWAIXyKgHaofsH6I0lkufSt/v70EEFXkLvsa8Ffno7+njunZHJURE7uZc2N/TQJ73YFZ4Fso5FpUUlUP+rNBDIL1Ov0WAdWaDAB0734tVzIIBYcjGAqODyEZzvKzAI+zeO3334NJq7wW//nisEHZn/7pn+Kb3/wm3vrWt2L+/PldCe+HGgcDRDoYY7jqqqtw1VVXdf18/fr1r7ieDRs2GJB3uHH88cfjgQceOOgyPT09qNe7EMsPMejmQ+NoL+mNP+A6+5PoPrQtwLHTmk7cMnwwHVIBCW4DIvGRaAK9ffXUZDyXorVJ7zsWogQwCydCeMM9CO/8KmVfEpNpO9eoG0eL1ulAIoAIOJhtwXLIfJ0nr0ivkxfY891/Bpb+DgAgd3wxoa3GwLhAbcrDAAD7hNcBACb2FjCY+L5W/p8r+FCp4z3dCUll5ICOSfPgXG3Ajpjj1aaYGPgWAGWnpG7qPf/wz5h69zrwDEM4EQKgCVVqJ4pEpgygcWFZehAR9RB2bx6yFdDxcM3JYwAT8RN7IR778a1Z9C6opy2zhDSZMi0emzpuQQA23F2GFFlVjrSp5NllGA3w5FwR/Skzq0ukfOQopaMmyUA8mX21D16i0Ybj/X11TE2nLRmSWE5ECrgkAFW7N2HHfpvkJflP0vlKvw9GJTK9LiPfIJgxFc95gfHPHFldxvYtA/CGuemsDn1u1ieUj+buX/ckynxATdhoNh1UmI0FyeMSscF4KBk4JF4e60XWisuaKWHUetrrUUqW6FJW75WJrG86uyMG2Gk+bKnYnLMrVscLW+aZrI8ON6X3JlWZlbTSRlgMaHT3pTY+X7vnTjyx5N0oFpopk/lwJu4MB4CVp87g+V/1w+YiBaSTv7zG7VcDAGbL2RicJgBP1XcMh6vdaD51LF6Ehu7sVhZ38/PxA1P79OO0/TiMh7E6H3nPR7nloeS1ICKGjub1NhB25HTKXosjEYd9tm+++WbcfvvteNe73vXvsT//JUMLxJ6x9a9Qu+wi6FtWc1cIxhnEZD3mVIUR0ArMxCvKdHNIlcCCdPu2CSERNhgCv7NsJSOGZ79Nk0ughHN0uaK1vQ4p4y/MvJzB8Mk2ZLWGVsVGti+dQtEZPp6x4E8pMKdV58tl+tu1IcdnCKh4btzBmbyfqayVqEdpsJYIlvXQmHWQs0l8dHomiyUgyQ3ZqKAVWAjv/S6c3/ufQK4AKSSaOwN0Qi+1yV3T8NreExOKbG1ZqlTJyAxdcAXyBIQPMA1yWu3pJzUmkhmwDAC+blSwYiCgQZusNzqe2+W+HbhUzGBTxiEQrrNLrWYCmMU6YtosHaBsiOUSKDeTcIOuI2dwBXHKJgnYRbqTt0nnbOqZNGATPiCbnbfs1gEOZ7oK2QgoS8YZdf1CPVzUZtAqW8jmIvJXTZ5ry5ozEyclSQU4TCJI2CzpjEKBRUYDLBKU9Rmr5zCoPBuTIqaDgzVMTHRKnwhJArSR4LAt2pHk8+buF/swMFAzk7qeOOstx5Qlt9dKWOjQw9nOrX2YjlyVMUxviysOkwQwOFxFbZauOL9lIccio2Q/Xc6arFW7ebYZNi5IKqSWvmqpgzrxNxjtK5dGD04+/RRwrlovGF3P8xamymX7pwsouIEBkvpBrSXiTuUJuB1k/1K2ZcCE6W5UY9dITPcazCXLo4xJY9S+QC2qpXVcL0LQ9svQEj5CMsxELsquelAcpPJlqdjE5GwOoeBpGycr5rNZ6gG4myRGFHJU69RlG+6rYKbck1L/10Bdn6NlPE8/NADRiw+n1jUVZJAJIxSc+B7R4ujeQnuE4zU+2JGJw+aU9fT0YMWKFa+84GtxeCGA4Oa/Ir5YbQbN3cJoI7FM3IkpGwHgUfkyfOYBQ85PrWqKiK5a2sComAvAzkqUK5nURME4ccpWnEIkaENoV0/mkZ+YFJo19B1FNxw2b8g8odrJDsUMdd6FE/GNR0xWcNddg0aqQuyZiHfADw0JXYNFq8DBMg518uWsrqKs0w82IP0Qbi4CYwy2FxmJgcr/fgrRr35EXVVnfYi+sH8vyTzMcdWvvOaUlOxEUoqEdjrB13JtPMNyxJtLiMgymzJrmmQvpgiE8gJlhmSF9m/m996KPS/14ns7F0FGcekKLZ/Kw400J4dxAAPD+CrvTZe1bQY4LuTMDGAzVars5JTZLpWB9eR247VVWAPUtBFMvJTSKQNUltTm4C5DTvlFgkOVX7uHFFTqjmaoPEtZRF0KlQh/9g+qy5HhLxpu+jw4zpyK/kIyBOpWlcyeaHBVlRaaSnh1upxFQ9jUlam4O5NRDFi0On3S+9IPST6DW4IaHNo4lQBlwdxc1MEpiwRHpUrrX5kvG7C24pRplHiA1n5qngAALx8foFDaa1FAumAMEpaS+JASKMow1QUpJVIaagBxyiwuwRHzo5JjlgSVFiQ8J0I+34q7utecSMcQkHYWYxLisQdS3LdVqybToq1Motzw0ExYu7XLWgCd0hcWk115WzpTpsftoZH3pMCfNiQPWwSwM8UADiR2/GtPiksolTBurxXfc7Jv2QAABuBp0/P2WLvnTnOtdFP0b9TjsW3spn/37O/pWE6D4AlVr7YtAeuoUwEA3jyyysuy0CTSM4ozmByqod5Oq6cj1X0p2G/m9VocXhw2KLvqqqvwP//n/zRk/NfiNxfBY9uo7KPKVIaY7cTWK8yxaGLnAPa9bMqWSQDBeoYgaglAFHDKOnEYMnWHFU/iSrAc0VHSTE709qBHorU14kFwFwgnEyBCrduImwJxB6kSj2UFDyznEvBUQE0mmKHSl5B+2EGcT0bP8Qxyejb1nj6uyd15yB07kMsmardeBqVvbYI71P2yt9/++yazAwC8RGUyPpi0VFFlQs7wiOObJgCTyRMAy2U7uFpa34tpz0/OsHbPnTix5adFWWsN4ny1SbpQZ6ryp3Q5mOcQ2T4kHhearU4dMzfmy1iW7HAckM0425HpoQlC+iKWV+EcwpfIrXYJFKhluYvUOOnILpBmzIwFlF4ewL6/fcas4w1IS1McrHzJmcRwrpMeMDioeGQsMqrrfaWG0fDy3BCcyVT3pZdRZt9tmR3OJYoDrZTifRJEMC4RNKwO+YNk/LzVZ8jnmkdWOK3ffL59V/x/zYM6MF5IqOUTwBIms5S+TsuBm3pv5bsJRHYrM9m26CirAcQR0w0y4jESOeWWxPr9P0AmE0DOlFMdqNu2xdIlOltmc4GMFV+fOSE6dMq4JdFS3pKMSZN14VxiVMZzR9nqHGvOpQGC2pC8MUscLf3wsPxNsyn5EX3OKpGDhWFbJk3960fWnJ2MyfJwexRKMTjWciJJsVw9XlrG4xfV7QDiSkOKc8ikadTQQsjzEjzWpAjya/FfMw4blF1wwQWYnp7G0NAQjj/+eJx88smp1+HENddcg1NOOQXFYhFDQ0M4//zz8fzzz6eWkVLiqquuwsjICLLZLNavX4+tW7eaz6empnDZZZdh9erVyOVyWLJkCS6//HJj2QQAO3fuxEUXXYTly5cjm81i5cqV+OxnP5uSupgrtmzZgnXr1iGbzWLhwoX43Oc+l+KwbdiwAYyxjtdxxx13yOPAmATvyyL3pW+BZWyAW8gspoxO8Yw+sGLW3EhZXx68rwCeIRDBS5QtMJMhAJbJg+dduMM2rJzqvvRs8IIDq1eBiMRvnzrL4omkvavRLsQyGSyjtrdoPlgmAycXgdlxpswqUEmPWaRzZferG3M+g99+xxjY8BB9f+lCsHl9pMo/0EvL29SpxpkkQOe5pjvNUlgmaZ1i9eXAFy+gJ3ulU6Y9OhecXAM/67+lFODRO4DKpe+C1dNeoKR46qQru4qjGokLm/SQWM4Gszne15CQtRa4Tfwtq8DBcxysmIt5VP0lkwWz3BiUMZvh0UXn45T315FdlZDhWLWcxq+/B+gbit93ART6UA5c2o+MA1YqgOcdwMuBLRgGc6lEqZsMNH+uMNSCZZOkhdvPwAsWPnKxBRkJs4wuefKCDZ6xKGOU97DjiT4wixOBncecsm5cQSlI3sSenwXPqOtAaeyJkGPkz06E2yfACxbO5bOpaxCWBSvXsUo6DhZPfK1k+VIqErm0URwgsG9xAZcLNCMCUEIyDHrxA0NxMV3kOZYGZVIyNGad9EQv489qDTf1YGKEYbkwQGwkjDNpO57qg8UkmG2ZsVq2YCa1zUBwrDyN3osU5ysJsJLdl0Iy5K1QSSjQNh77PmWANC8qCSqarc6Mph4704RyFDVGScHwwPAFxOs8MJ3KRmaVtZXucNSg9LzMcrNMkYUdkhhjs3l4ar+kZHEmTjD0JThlJ4Ie7BijTF7yqvKcyHhf9i5V3ZuaOxZKY0guJGWabUugaAV4Xm23/tcfARB3nrar8OsHz0cW/reDkumdbPp7fb0N9CY04/R3tffqB4rpe7/FBZr76d5hMYlAOxeo7U8nOpm7+YUeKUmM17wvj0wcNijbsGEDHnvsMXzwgx/E7/7u7+Ld73536nU4sXnzZlxyySV46KGHcO+99yIMQyNvoeOLX/wirrvuOnz1q1/FI488guHhYZx11lmoVIjnMzo6itHRUVx77bXYsmULbrrpJtxzzz0pvbDnnnsOQgh84xvfwNatW/GlL30JN9xwAz71qU8ddP/K5TLOOussjIyM4JFHHsH111+Pa6+9Ftddd51Z5itf+Qr27dtnXrt370Z/fz8uuOCCQx4HbstYnT0bz1RMTYLgzGQ4nvuHCEjqsKkMQ1LLDFDfA8wZZsUsTZACWLRipiso06VDfdNOPr0mNaTCifjJkdvouIqYZyuQJ+KMiuPAGiyaTj6Wy4HZljp2y5QumU03LOZywEuMhdq30rc2xYTn/VXA91Gd8EzGqlqmG37mj94HPkQTx7de/xn6cmWGxmUOSYyMG6bKwaZ5QvHhWD4bOxV4LvJ2qKRGYOQfeMkFGDdZKl2+ZIwRyd5IYtA/1uIhyDbfSl50iWeXTWTobID3L8T7m0/RG55LpUSbA8VewHHNvhhAqHTWdj3fRxNCQTWNFBzwxYtSosTtZG6LSzDHwap15XQjjaOzdV3AK2dU4s2pHbA10KNGDvu8jymVf4ZCKV2eRSEPq4v2GY0dEcUZS0tScIvKeUUWglsSOS9ApZqBa0Xo8XxwJW2RnOiC2TkaT7pIiSQ/A9JdcSlSfYKIrd9fvGoGEqpbuq25REhyDrCYshBjkuiBkhmwWEeXcrIKhyWBIxHIC176AdNLWPXo8hdnEvmsH1Mh9uxW60hs56TjUor+QJzRSQLWTf4eHCyybQDI5YJKrXOMcSQ4WoHVka3SmbLmFI1HZYbufS890mfKl+1l0RHFC8t9/DsAXrl7MbbVkugvdlaAHNXBrX1XA98yZuLJ7etM2T/7ezuOTd8/pyMXnAH10DFgPlkwnUvA9kiE/A29XovDi8Mm+v/kJz/Bz372M5x55pn/5o3fc889qb83btyIoaEhPPbYY3jLW94CKSW+/OUv49Of/jTe8573AAC++93vYv78+bj11lvx0Y9+FGvWrMFtt91m1rFy5Up84QtfwAc/+EGEYQjbtnHOOefgnHPOMcusWLECzz//PL7+9a/j2muvnXP/brnlFjSbTdx0003wPA9r1qzBCy+8gOuuu85olWmrJB133nknpqen8eEPf/iQx0F3pAEAz2fgf/XT4BkLjEeA45CNibqRHvORDJhrx1ydXLbrOmUoEM6EMaE/igDbAs872PNSEStPnencD60ppoFcsjsuMa/Y/WrSVTpHqbIZRwy8kpORBjYu3fBlM56UpdFHQ7rlRwrwvAPRiEuQlct/G1BPX+FEBOvlMZQWNME4rdeUDB76JeyT6ZyfGKhtNRuKHH+YtwoFDpmjxHzbalhmvGwG2UxzUrQkhgaNrJgD0ATLWDjqrCqA/jSo1WPa7kihyto/LR4DiDo1E3guEfyFAAKfwLvuAE3EwEAtlsloIj5+zjszXjxNyoaQ6kEhiK8Pl4FZHKG/F8HES/E42AysVCAgqm2h1PpExCBmx6m8yzsnSWZb5jfQHpxJtAJyf8jnfcPhAqhbUWdp6i0HvaUGZspZzLZc9PTQBFuP4tucnVU8yS5P8K/USN5q2geVTtD7CqhyMwDeV4CoTHVdTgLYt7VoMql+y0ZdWsiyAB5kKmOlz0ckuPmJ9GZaCFUzQ3t4mRBNJQKrMy2MAc2WE18fynlERMRpk4IBhWKKy9YI7a6ZuGTYTBxU54sxiUh1tpIkRrz+PWEOa6H05ZwolQnNF1pAg7LU2aEI2Bubg3MmzXFpgei5MkqOFQFdTNMPNXQWuVp30SdqcNwo3UQh0pmyfx3djEcXnW8+t7iAXQJa220MOk20QhsRGGX4W4CbuKQaod3hfdnN8P61+M8bh50pW7x4MUqluXrX/m2hS479/cS92LFjB8bGxnD22XHJyvM8rFu3Dg8++OBB11MqlWDbc2PO2dlZs5254le/+hXWrVsHz4sngXe84x0YHR3Fzp07u37nxhtvxG/91m9h6dKlB113KlicKYPnGk2vSD/8ejEpuvHIvjRCUiGbaUkMk3mzmSn9QQjAtWFbIu2VCZCcg5I0aO/MtAppsVpRDYFcznT8pa4iHgM7nalJ7V9yRRp4BIEBE8xlcXu6cojg2dj+qPi3/yf++pAN2Bb2vxRfj3py4CPzTcPDH4pd9KGWmOgCCgBgxf9Y0vUzpo5Tg0cSclUTtGsbj0dAZwetuCyoMmUm1ETILOKDifFp8Lxryq4IAsC24m2pCGZg9OiYZ9M1kSMh4fg8MAJv7ZnLxCHZJZ46Rpahk20kMUTCa1UKA2JdT29bSXdICdtdmN6QzSCrNcpGaoDl2sSR4xLi2Qcpg2jzFOAAQJm+Oc4LQJkir4sFTV4Rs3V3cqWagR9Z6PH8zm0AaUkQvduWMIKxPCGn0Q7Sunlf9vU2UpNoe1bGf+EAlZgB3DEVW7NxLtFbaKLp26b5IJsLzDosiA7BXBJIFamuuEhQ12G1lT6wGEDGkc0EcOwovj5c2i+eEMsN/yV9X53fV8XQcIXsj5QLAQD0WPHDYLeOxZ5C/NDF2zhlK1ln96sfWaZErX//9Zprypfu4lzH2Lcr5uvyZ1ll4xq3/CUAJevRBTSGbZw9144wVel8yP3188Pp7VoCmVynoKu+Xq5Z+sHU/unrKV/wU9eKbkBodxdrl8AIwsOepn8jcTgCsQd7vRaHF4d9tv/mb/4Gn/jEJ+YEJf+3IaXElVdeiTPPPNOo4mvF/Xafyfnz58+pxj85OYnPf/7z+OhHPzrntrZv347rr78eH/vYxw66T2NjY123ndy3ZOzbtw8//elPU0bn7dFqtVAul1OvyBMxaAkjRGOziMoBkeBnKpBTZdOZtnNLH+Rs2QAobWAtyt110qQvETVBM7WQCF6uwHPDFPBinLoHjQm6uiqGlxKgiKoi1RkX1dVPbWYKQY0bgNffVyfieYK4KspaFEnA3zZlNL/k/gnIqVm4fZII5aHKGPqJEkfU+YRYuTg2i5dhzDOSCdcDAMCCJUDQwqIVM3hxRpUTsgVIP0I02b1JRY5PgPfGFkm6fBm9rM51EFCHYSsAgtDc1GVIgFY3JciZGIhRpgyQDVU2ChSIaIWIyiEaT06h8XzdaFgBINmTtmO3CwC4hbNmniYx35YPcE4SG0IQ4AwFRBOmySAq6/IOtfVriQox4yN6fAsghBEt1jZL4AzRFHX10bolKo/WDOgxmm3ZTnQTTkSQ5RqdF30qwgjM5eCWhP2m86mBox5i13QpndELfKPn1R5Jcnv7ZFgVKhukCOC5nA8pGSLBjHxG0vsyrHSZnCOOMLQQ+tyUSbtFo+p2GJZPz2RTk6ix+fIkpiMCmny4D0DnzbaiZCxclSmTIgaZQGdJWYeQhJVXvpPORT10OsqXSUDpOREYk6g3HDR9G2GDPvR/Qdxc7XVbLmfAe9LEvvlrA4yPFU0ZSkqWsj8CgHHLRkum97UbuDGfoRNcu1Zk7J00sE2Na4s8QesNWmbF6WVju0Xel3HGSvtlZv/752ks1K61N04Eib85k2j4nZ3sALBy3nT6e76Fymyn/UShj4DoPpa+RicjF60DHFHE8HKtaLK0eeXd+S9uDGCzdtiRKTtS4rGCsd/I67U4vDhsUPbBD34Q999/P1auXIlisYj+/v7U6/82Lr30Uvz617/G9773vY7P2stFUsquorXlchnnnnsujj32WHz2s5/tup3R0VGcc845uOCCC1Lg6bjjjkOhUEChUMA73xlP/N223e19ALjpppvQ29uL888/f87jvOaaa0zJU7++vG0XZCv+IQZjIaQvMfzAv9A2E9pWkSA1/VdUV1cTtFHYbwU0mXMgV/S1jA59Jlgqu6LXXT6QUdsHZMJ7MqwwYLYMZPPKJone9wpKyV2NUTgRK/pDSFi9DlCvk5bU/um467JN/sFkyhI7FVUVCI1ikczWWDyJy4ZPx5F8ei6PY2pv4ql8cr/KJnW/UURjM13f1+dGtnwCJ+qYmmpSYDbtn6iTir3OdHZfmRLBrEcIZhlqB1yjGwUA4vkX6fPR/ZCN2IzaCMJyboAUwogAsBRAvUa/CzudjNRcpNKCJqJqQtAzn6HvCglncIXJlMkEoA53TZttJ71Ho6qEmOx8CPArHLIZINxbRVQXdO6NuC8tE8yyWNIjsZ+yVkfU/bkCkWBohRYaoY3ydDzZHxgvoKQkEGrKZqhS9eDZIaYDLyXloKM+raQz0DkB64l9rlJcsmSVlCnQY1zmlim/Of0cJR6gvjv+zrmFAwBgNLkYk+jrbcD3LTDIzm7LRmdDCpUvaf+2/Iiu7aI7d8OSpUq/oeRwVRlMqO7EbZvpgUFrvNVaLmoP7k893Pz63r4Os3MAGA/KHe8lozcX/6YLGR9ZK0yR23UEbffRSHQvxx54mHTXspkY8MRdqgxRROdNAiiq3dVEf2051Z4tyzvpdUl0z/ptmYg7UBmnDtZiT7NjOR0vRuXU/hkGScgRMAYLkgzJ1XGujQ7iL/Za/JeLw+aUffnLX/6N78Rll12Gu+66Cw888EDKBml4mNLGY2NjWLAg1rceHx/vyGBVKhWcc845KBQKuOOOO+C0c3JAgOytb30rTjvtNHzzm99MfXb33XcjULynbDZrtt+eERsfJ1Ph9u1LKfGd73wHv//7vw/Xnbut+ZOf/GSHTVP1A+fGQCHrwe6NVcBlKCCDuORw7HuaAHfiTNdcUgJCgGeSfCcOWFxZGbHUxN3ebamherL801ExdWwgJC0ovS+tqo0cVCasTacKnMEaLEKGkbI7YaY8yVR5VgqAu5robwFBAFELFJFebTcUMdG/aSmPS9XhFzEUiwoQRSHk7hdRbzkYfbOy3xpaCPiPz6nqv+ufXSz/g8QwqI5WTYhnhTyAaSo9OjYKTpxxYzaIL2UzsKyHbZtLWAsqXwa+BeaoTJMfmsnXLkpkRJC2VdHn07LA+kdS+yf270AgorjU7dhUSp0eB6Io3s8uh1felzH6cuAAW7wQmKyAuRaCiZeMzpdsRqb7EqAMYGM2LcUwl6J/Zj6Vx0k4VjUDuDak30CU4AqBA0v60pM6K5U6yubJaEZWiuAOkMH03n09YOj0pEx2XCa1q4TKdPUhnc2wuEAUpSft9oyZ40RoqHHSGTNSqu/M6Bp3gzmCK92u6Zks5g1VMTOaMWVMHXkvSHGsdJQcH/XQgS84shZ1HXYrcQnBkM/4JuOk/9XXx8JlRBexHIFAcnhMIP+mIby0sTuHicAqHdcabxiI1MNJlwfUZHan1nTREhZsS4BbAv1dgE/7d7XQqyb6A1C+nfF6C55veGQaSDMAZw/sx+Rk3mR1AQKnVhuJXu/j2j134vHF7yaSfZdDH+bxteQOcfAXJKancljeuSitN/H/aM8z6LNbcIoCtZ0uemWAqG28kst345QdqXiNpH9k4rAzZR/60IcO+jqckFLi0ksvxe2334777rsPy5enL/Ply5djeHgY9957r3nP931s3rwZp59+unmvXC7j7LPPhuu6uOuuu5DJdD557N27F+vXr8fJJ5+MjRs3gvP0oS9duhSrVq3CqlWrsHAhcWVOO+00PPDAAynpjE2bNmFkZATLli1LfX/z5s3Ytm1bquuzW3ieh1KplHplPA5rkJ5aWakI99RV4AULB85aB2vhPPD+gtHBOrA5BOvrAc8o3osi+iclMQCAZekpm7nEKWNZD7A53KV5iCg2fybiPIEKp5eZ/+un+UcXnQ+7n8POxz/R/Cl9YAsXAdkc3KIAV11ztheRcGzWBbMBq+QYAMRyWUQTFbC+XgCAdfRS8BWL4u5QToCMuTy2d8pmYM3Lg2cdWAVa0FoYP7W6hQgsn8GS1dO0TS6R71cemwuWo/Wjf0FfbwN9399IX/CbYD05yGZkiLhJQu7rNn+ha8nUet3i+P+ONKT954UqdXLA7rXhDLvgORts3gDW7rmTPlKSGCznkk7YQB8sLmANZGCVLFieRP444pQFEy9BNppgORd85TKwbMyVYzYDn78cP8qfDJb3wEoFyEqVjntkpdoPDisXn1vmciU6CiWJwRBORbAGspC794LlXAKYyWOdXwDL2dQpVyAu3+DpzOh7sUIOvGCB5zsfPHiGI/MXX4GzOG+aAZjNYZUcOBmaetx5AC848Ft2GoQ5Duze7rcj144woDIvSZ6VNgjnAIr9WhJDwo8IAGgzei+R1SqXlXRLF12tTD7omhXSEYaW+ZxziUcXnY/eUiPW1OJV06G3/eFecCZRXJuHVK4bT07Hhl/aXPuot1ZQmcmAQSJf8BV4kOZYFx+VLp1xJtFQ+l/HHDsOziQqTbejq5FbApxLk22zmTD75g3QMZR+a9gcu8cEcm4AUWumiP5ZO6SsXttYZJhlrnFHAjmrk/+WDAYJ2xKwbYHtMu6u1zplANEfNHDqKxFXb1Q9pEzPZCGlEkEG8NKDpZTllW0L890HD6gHZkHXQr3udgAygLiEa/fcSfc4S6Cvt4GFPXF2Wh+fltTIuCE1sDCgJ5Ep08uN7aXf61uUJyhnEtaiYzEdeogaZMdVcALYqjFFg0Jl64u1e+6Ew0XXTOGRiNc4ZUcmDgmUlcvl1P8P9jqcuOSSS3DzzTfj1ltvRbFYxNjYGMbGxowwLWMMV1xxBa6++mrccccdePrpp7FhwwbkcjlceOGFAChDpmU0brzxRpTLZbOeSE2wo6OjWL9+PRYvXoxrr70WBw4cMMscLC688EJ4nocNGzbg6aefxh133IGrr77adF4m48Ybb8Spp55q+HCHE8xmsfxDtUaaTUWXJldl6aNj+ENLYrkLACilRTiTwTNxpkoKoeQ1OKamc6ZEyYd6lRwAYM9XnX9dHmSTmTXm2tTt1z8EcKD3e/eD9eUxPlZUmSLXrEODMhkE2P+QDZZT2ac+4tkEM6ByHweEr6U41IZ0Z2nGMZmH/Of+t9kPv2oZEMVsjt7XW6ZcGX7vuwCAgeMTpZ1axSzbLVi2mJLhMMeuzdRdO7ZZ4hzftSZo/BTBHpxI7DoDCCSI/o5NoqxSdapxhsmnHLywZR5Y1jVG6ry3RN/PFyAbid+T2uWCE4A5NjUMhBHAGWSjAjk9DeZaJksFUKOFKaEoor6VY4BtYe8Py0o8Vn2uutr09TJvQQXM4tj28x7wYqZTiNTtvEh6v3e/2rDq6nRtyoI6FrgjUP7whyF9CeZYeDDoSZPuGZ/7vOhGUKRBmRTMgAXbE8hnfTh2hIxqCNASF0m1+2WnUnZoAunzzDj5y3ZTT+dMYmi4AhHFKvl64kyKfea8wJDm9ee6MSXnBTh10Zg5Hq1av/fBDDKqJOdkQjQiUvTXCebdL/a1jYVE1g5hQSJ3fNFk81pB+nxEIacGhsQE7ysrLyMqrDQDo4CnJs9k+XLFKdOYN1RVGmWyK98uI6XpcNWfhxE34rEAXb4Wp4aPJNE/SXLnba4dnEmMqIaX+Qsq1ABhSWSVmXxOgUzGYBT5y5GDklB6cZxhFHOXBk35cM+dECpr2Y0L199H4N4PLPhjkenqbQ/tgTqhZE30b6/fUYLZHFh+4jQsJpGzA0PTKEXxeHtHSL3/tXj1xCGBsr6+PlO26+3tRV9fX8dLv3848fWvfx2zs7NYv349FixYYF7f//73zTKf+MQncMUVV+Diiy/G2rVrsXfvXmzatAnFIoGRxx57DA8//DC2bNmCVatWpdazezcROjZt2oRt27bhvvvuw6JFi1LLHCx6enpw7733Ys+ePVi7di0uvvhiXHnllR3lx9nZWdx2222vmCWbMwTSfolRBBlEyLxpKU3QPC43jn13F3Ut6jPXIsDQbkgOAKIpDaeLcW74QhaXKZ0yMszFnFyr9ghH1dN7ZcaAOzldI4V1AcVVSn+HZTMYPDpxMwt8IIzgDsYzri4BxssEkHUfaMZyDMnglgQcG3tf7KW/+wvm6dk65fWwejxs+3kPZFlZOvXNAxkKd38SDX/0NcDvUjrQwLbtswvFIFlEaea1UFzHID4XvL9EnZWhIMDkOKSt9dW7MXC8j/5iHbLWQqh4ZeFLo+bYk5kyDUrfPrMlPk+cA6EAs70YCCYkMUQzgsUlJibyZOXDGViGGj4WrENK207zbnTDydjeEqSkTI6s+wRGkudmjjF86qQrySoslEAYQYYRoooPGTGUNm4EcxlkJGiyTa4vDF7xbsSRBgyNqupkZRJBk6PWcEmZ3dgk0XL1hPq6FiO2EyjTtSNTFosEh53Q9dJhOQTadDnRZDlyaT6XSKi46ytWCon+hTU0qvF4c07ltCXv9QxNQAqGrBXNSew2AEyBnerjccYpqZsFEG+UKymK172znhoPHeETz9G+2DF4k5U0V2rvkyXTCJDk2mUSJ0uiM1PmZUJkFWdLqn3vZgyveg4QCo6pyZzJOlWqHoRkJlO2f19RuS0AgWoq0OdMa8zp81Xm9DDCTzrZbOeVTOkBAmdJ6yYdOruqz0u5nEGl0sn3MyBMpkvOs4EHp4f2bcdTNEe2Qttcp4+04cZ2vbykF+l/ZLxms3Rk4pA4Zffdd58h8W/cuBGLFy+GZaUvPCEEdu3adVgbl918QNqCMYarrroKV111VdfP169f/4rr2bBhAzZs2HBY+6bj+OOPxwMPPHDQZXp6elCvz8FSPsSQQnHIWgRWmGPR7Cok8YXUPcX2qPPOdKrpTFGbB6bJ7nDigchGizIrro0Fy2bTmS89+WghWiXgOlcw1yIwaNHlM/N7b4W9rB+lpROQIaECKQgU8EK8X60DHBk1TknJB22xw11OfCcGIrNzDmvVIkTb9qRI6jq05cmCZbOAKEFMV9AKlOPA8Wdi8q8eBODhvtOuwzn7/zfgN2m85gAU9rsvhv+3XQSFEyVNESqivxCYF8JkjKQvIAFYTtvvQmXKZI0mOykkQsFR/ug74I+rc54QjyX7JCuWuWiLPxp8IxDQZMx6ipAzFYitj0LWG2o/4mWT3DCdidNG4s3tDWRW846xkFF6nGUoAE5q8xrMSl90Ba8z738rjvnYQojxGTJDV2A15dUpAAiJZjvxzbLSyyX3QcaTarIjUcqY95IEHEKQOGsHV1LvO4BeFqBYaBnNMykV11LGk33yN+DkIrjVEJmQo+nbBgCIiBkOUL3ldHQmanqA0yPhljW4oX30QwvhrmlYjmqoUdv1nAj10EG97mLxqpnE8VIjiwAgwbB/dxFSMmTsELWWa0DQ2j134tmj3oVIcPQXG3jhpzmzXdpp+ufxO0tY/w0aO02CZ1kH7WwiEdH9IFkCbCYQdTfvy0ajk9PbrYSY1bceLtDT00zRCZKdrlrDTEiGUAHCJL9PCtrHkhWgKeg+Ip97Bp4UKBaamJzJm/HTkQRqlipH+1Hnfu/w81hsNcw5759Xw9SBTlkP/flQkpsYtBCAIazS7TwUHJXIQY5F5vjW+Dz1QCLbkIzuSv2PjtfU+I9MHFKmbN26dUbz6yMf+QjWrFmDdevWpV4nnHACPvKRj/y77ux/1pBCGqkEBAHQbEIGEWSlDlmtQfqRkaQYHysqf0T13ZqajNszZSorJpqCJDEsstWRtVZKvR9hhJEH7091c0ZVqTSREjfn5Lw64wOFIskYBIw6DqdrtA4Rd/BZRRfRVMvsZ+mchZATk7SSao0ygqGkfROgG2mTPPuYa5Fkg/bKVPublMSIWhyMUzu8DKnbT0+KcnoMImI46q0VXBwp665ZyvCZMltbPP/Gy1PkYHO82jxdg2MlWTHfaRA4EQBCCdkUiCp+KuvJ+0tG7oLZDJidhc1JiiKoWxg6uobGyzEo40O9tA+tzu4uZ3AFMmA0vr5P4yck2PwFlAH0IyXPofZbZcoAYOGv7oNokj6dbPgoXPm7KH71burInSNENQCzOSqPN8heijMgCBVXrRPwhGVBx64Bd+K6NkDHp/1cOzSe7iAW4qCSGBpc1hIZCq2gXhWOGWOt2wUA0/s7fZuCCdrGBFwDyPzQQhSRDY6QsSG5aANnfsvueK/WcA2Bfl+Y7ZCxiPbXACHgT3P0nxJPcjpLsu3nPQbAVMseqpGjwAdlv3Zv6+0YC50pmml6YEzi5N0/Qr5NEsNS5ehq3YXnRMrqSGUDVSezdg3QY/f6XT8Cy3qpY2gFFmqzXgqmTc7m0Ex4h2aFMJ3IAIGTQj4Gpz35JkJJ50UKlpLESJbuZhMyE/msnwJlPQN10xwRj0X8/xVbNplzU+a0L898eQILbLo/TkduR+n19bt+BIB4pUHI5+y6jRhDIRcfj1+3cdLLd3Usp8f3y/4L5r3gRzcAAKwcfR4I3mFJldyr6hyyHEci5G/o9VocXhw20X8uOYpqtdqVYP9avHLIEBCzClyFEeoP7Udzpw85W4es1pXcAy179H/nEOVanOlSGRIxHZcGxTRxV0QznqARRZB+hHC8hdGXegzIki0fu095O60voawvJIOXCXDsZX2QvkRQiy+VsCyAagWwbEQ+izXTlF4X/BAyJJNyUVeftQKU79mL1iNUUg5f3A2xd5xU8LV2mVqPkIwARrUOqIyflvAofu2n5uYXtjiQ9SBCBtkKIKohCn0KlIUtNOsOXry/iOuto+nLPX2QzQCzv//2rudh9b/+rcloATDab8E+dW5qDcoYRQKy0cJTKECqUmU4I2iyExJiMiZnm0xZEBEgmangO7YLWY9gZyJMb8+Y0iUQA0Dx0k7Iqb1wBleYsQ32P4/zwzrEbCMGj0JCbnsBsloD/BAijMuXyczT9jXvII21kDJz1etuQ+Vj55hSqJkAhTQ6ZRCSnCF8Hpt0t3yEUxFkvTNT5s9yROOzCA80aDuRMJk4vU/BLINsCnx/Zn4alAVBKsuXDCljoU+tfp+MDItSYA2gzEdDZRiS6v3VcQJy7d2XANCqOUqqgv5O3uZkxOD7nYbW+axvyP8kiaG8ZVXpUDmMw+0RGP9lvEINIPJZH9lsAImEaPIcwdrEY1cfRddKMrtk9jeR2dIlV9Mx2qLv9yhuli4JPzTyHvBF81Ml4j1hDoHiokWCUxayTZPMkzLFfBCSoVqLz8dsLZPa/rTsLhkjJDPZK/0dzSkLW3GHta1uXknx1+ePfqeRtWiPSjWDEqfznSxJ63GTkkre3QRmAbpVVuteyij+8cXv7rosAMx3S2Zbznv/FBaI5xmFHDVJ14fNBWaanSXQ3myro0rRjef4WvznjUOWxNA8KsYY/vIv/xK5XPwUGkURHn74YZx00km/8R38rxBMkcTDLfeBZTNgHGhM28gVs+llAIipKnXftZ05o8IOgPcNAzYnSQwbgKqsMtcCc8NUhxmzLXMTlo0AGZebybLVdIBSAcKXxp4GQGoyZTwmh4tQiVPYFhin7ksIZa+UdTG9L4cF81XpTRtV1yVkrRkLx5YsZUiuJr+sB6BijnfyvHXgjG56oc8RvUxcR/2g0KqqBWtltAIbS4+Zxr8+p7okJ8epRNuFn2aOpwuB3R5WDxvarcCxwLIeZjiMHZJpbMhYHd8PfAu86IJNtCCFIJUiISECjiemB3FG72j81K95XpwD2aKxMWJEqMJUkAEvKvSSywFCIHxhD3Wl5gJwtzsJ2XYjcJch8iVgM0zvyWJ4mTDdl7Yl6LoQMi57Cv1dgXrZgxQ0mXIXXcdQd/UBBMKMRIfL4dctRC8+DO7QuT2uFXU8Eh5MEmMmclFkYSrbYVvCTMyxerq6DkIqdbWbUBvnhLZIqcN3mdlbVQu5nI+wkjGTJmcStYZrvltNHI8RQN0r4fkNgANePv7hcB5nfRoNJ6VTNlf3XTVwqNFDQY8d2/vhWtGc2l5zURA0QNZcOxFyAoWSQezZn8qU5aQwmUDboiz232ck/ESm7IQl49i+qz+1jWQ5lRwKDp4zaYQ28k6QUqTIuKExhgwTkh8hKOuWPD5LdS0eDNb6kdUhsgtosEtm4bUu5ctFsoVCrpUC6W4X66Nyhe4TOe4CIh7/oqXugQxwIWAzum5Lrt9xjlqB9aqRxHiND3Zk4pAzZU888QSeeOIJSCmxZcsW8/cTTzyB5557DieeeCJuuummw9r4Nddcg1NOOQXFYhFDQ0M4//zz8fzzz6eWkVLiqquuwsjICLLZLNavX4+tW7eaz6empnDZZZdh9erVyOVyWLJkCS6//HJj2QQAO3fuxEUXXYTly5cjm81i5cqV+OxnP5uSupgrtmzZgnXr1iGbzWLhwoX43Oc+11G6ueWWW3DiiScil8thwYIF+PCHP4zJyclDHgfmMvD+Auzj30ZG1x84FaXVEtbJJ4AvGIzFQgFMPSLB+0vGvJmvWAoAsIZ60isNBXiGgWc4SWIUcnjhJ1nYCwqw7chIamhzc+4Sn6Tp27B7ubKbYeAnvAnuypKRWQAAZ5BT+XJ4MSxPgBcssL48ZMRg9bvgg9RZx/IerEF6GuQj87H0w33w3rwaAGC//lhYq5fDKnHwBYMkw5HhgM0Mp4z19YBlMkAmlsQY+PFmsx+FIR/heAtju0rgIwOwBzKYmlbdnUOLsfyMMl5+tg8v64m5tx88nwEvds/oPnXSlWD9Mblej6m1eB6ts1QgE2wFnN7QaimbJQZ70IazKAPek4X1upVmHby/hGwhoDIjZ+Dz+vHGwIWzoh89F6zG2b81htxyFndflvJgvUXwo1aB98b2LrrR4b3VfwXLemDFAsA5eE8e9inHEdj0SL/OyinwmNBj8woheIlkKHhPFouvexd4fwGsQOcnX2yh6dtgxQx4Hz0MWH0ewIHMPIFcqUWNAn1qTAY6OTUDP94Ma/E8uCctoQeCnAt4DqQvYHsR+KJj4fQysJyNNfMnUs0mKBTBC90191wnwsIcgflkiSmMOOqRDQsyJYkBkMbX8GAFnhNhJBsT4gtLqDOvItMIsN5y4GZDeE5kugB1pokzIvknJTEsLlEqNlO+hG/2ppFRpGzPiWAxifzJRTjLexBWGG4ap/PJmMqi2BFG3tRCqdSEBEMu56NgBXBsAc4og5WUxCg4ASLBkbNC2Exg5dETkErTqxmmjydb8E1HLUCZGT3ZuwN0fH0OgWzbi2BBYmR+GdbRK1PrWb1wAguXzcKzyRXAtgTe27CxmsXOF7v39CLTBn57ck04CZ9K/V0AWIO4Y1yDtawdolBomTH37AhCxET/TD4A5xKOE8EGAbCkeTjj6JAFOe6Gt2BfSNeya0UGwOpoJ/8zJpHlnYDoGTuDat1Dte6C2zS2+WJntq+vl/bngiiWxABIYy8okxtFyfENt02fM0fGTQqh4MbyS8fBZFr+PeM1SYwjE4cMyu6//37cf//9+NCHPoSf/vSn5u/7778fP/vZz/CNb3wDRx111GFtfPPmzbjkkkvw0EMP4d5770UYhkbeQscXv/hFXHfddfjqV7+KRx55BMPDwzjrrLNQqZC8wejoKEZHR3Httddiy5YtuOmmm3DPPfekOiGfe+45CCHwjW98A1u3bsWXvvQl3HDDDfjUp7qQuhNRLpdx1llnYWRkBI888giuv/56XHvttbjuuuvMMr/4xS/wB3/wB7jooouwdetW/OAHP8AjjzxyUKulrmHKPALIZGEvKCqTaZ7ShDJ2N7pkqEnobVIOmrBtRCzV4zHLexhcVos7EKPIrDPcTyk1ze2xuIRs1josdXjBoX2LQnA73obTp9bpxBpUxqBb3VylLu0pP1FecExjQGo4qhFYoQA5PZuyPqpccZ75P7MBb80QIsHAPBcyiEynkmzW0BoTWHb8ND7zh2qyn5mC9MM4C9clWLcSvEpTMs5VCZB2NjURCZWtCyNAdLkV6fM7OUPr8lyg2TLHakLXgbx0aUPLhfxj4Y0ECj2PBHL9EI0fP05dnY6TymJaRTpvg4NkSC7rxDljnAGNaorkn+0JTOu/ffbbCNzoDKjmLwoZd5Z2UagtX3QWNakkr0XNL3Qk3MUnmrf9lt3BKTuYUTwJDsuUGXmx0EJedf1pUGtxYaQJRMTQCiw4CeCkm1gGrM5J1clGXWUfGIDyRBbcEqlsCQnHxg4TfQvqhsulS4bW8oWAY8PyJEbU70wDD4uTz6jlCDBI5Io+LC6QVcbWFhdGEoMzafwhbf19dal6doihvmpqnxtVl7TKlGuAXoceg2REATdyFcG/bulwEnDyMbgyx9pmUdSekcxk0sK3nEmlJxZhO2Iw5SQecEWbhZUfWiionxJjqsxoSTiKk6WJ/tpGylIdmAsjdW79JgbY3A/exYQe21zWWgAwoK5h2yK7uZmJTq4iAGSK9Nt4Tl1vBsArySHGSVpFv6f14N6/75aDNlYdKaL/a3Fk4rA5ZRs3bvyNGZLfc8892LBhA4477jiceOKJ2LhxI3bt2oXHHnsMAGXJvvzlL+PTn/403vOe92DNmjX47ne/i3q9jltvvRUAsGbNGtx2220477zzsHLlSrztbW/DF77wBfz4xz9GGNIN+5xzzsHGjRtx9tlnY8WKFfid3/kd/Pmf/zluv/32g+7fLbfcgmaziZtuuglr1qzBe97zHnzqU5/CddddZ7JlDz30EJYtW4bLL78cy5cvx5lnnomPfvSjePTRRw95HFjC+odxTpY5VdXdKERKqqJdy2euSNrl0N9az8tCUOPo+8G/0AcKQDAORGXF6fJhzIeZmyVyd/JBnDPqvszkTAMC7y2h/47NyvdQkcL90GhP5f7keojxmXgytxIrTJLrw8SkmOjw1cCv+OUfx4vWWALEuOB9OeR7YkX/4jkr4C3N4p++qsaiqK7bg0z+HegQcXcoeMKOilGWhg0qMVuu+JYZJwbKANhALwEGpWWW/8IP8OG9N5PpuBAQzXQZz3DF7DYdLTVcH2w8bmQrcn9yPWmn2ep7rp3CSlHFx+t3/QilpT5JBpQc2P0kjSInDoAVc2aM/bqVurZsK77u3CUZ0gRLTuZzaIrBpq5hpiRCwBnsgQy4LdF6OiEC3bLTdx/Pm1OnrNjbjF0QElkDDdDau/p0GUkfz1SlcxLVulrJkIJsgF737D30/UTmJYwoe2zAFhcG7JmMSMU2mbxioRWDIM4x+LPNeHNxIrU9xkizbenj/0Rj0rBRDx3Yruha7nOtKPbWZBLjLxTMmLRnfRwnQr3uohq4mJ7JpsBju/E7gULVfepHBvSZz0t0L9DjeeziA6nP7cS6dfgt22QRrURZkXFgJTq1wNbuudPoqAFAsdBMASy/YZuysqP2r6hMzyNBzRkklCwxVKCHi+x76KG7p6eBenhowKabJIYFOt9CMHC3UwZFh75vzaiaq+bQJbXiuCXN+PYMEDi9eeSDbebqifv9ERSSfY3of2TisEHZv2fokqOW39ixYwfGxsZw9tlnm2U8z8O6devw4IMPHnQ9pVLJdIzOtcwreXX+6le/wrp16+AlshbveMc7MDo6agzZTz/9dOzZswd33303pJTYv38/fvjDH+Lcc899xePVkdTNki2fwIOrTAxzOSJct1nA6MwJ0/uWADayNgPutR276s6UfojqtIfJ89bR+5HSaOJA5vheADBlJSkZ5NQ+0gprD88DyxaN0wAATLxzXfwHB5XG1ATQ2PgJMjtWithGyFVxmnSTgPRJXFX40gA3ls0Y0/PULswHmo/vpz8cB7AsVGZoQmalQbA3ngEA+N0pKnnKiQM0ptbcmTIkLbJUxkeT+SFkyvuyaAeAlkJRHCpZ941AbiqUhETtf30wfq/RAs9YJAWiQlYaXfdPZ5X6vZJxa6D3I1R32+Y7MowzITxj4dFF50OGgDeP9j+qCoR7q2CD88jsXl0XliNRXOjj+R8mSOGcUzdtF1J/N2BbuvFeTTJE323/QudeA1QmIZ75ldIvEykRWABE9A87ATEA1GY9zDS8jglq6THTHe+1l7CANNE/LNM2claIUjHd4SoFZTOee927OtbRP78GIRnyKovFuEQYcmRygQEkmWLMedPkeDlbgQwjTJ67Dj+pkaI/Y+mHq+ePfqd6n0RFpQQCyVI2ZwZQae5cAgS1Arur3ITnhig48W83l1f/V5fb3lCV+tXf3BZgrpUi0Pe/0YY9EGePu4GEFW+Y7ngPQCpDKaGArSWQSZwPDT4fHnlPh5+kbQnsteJrPdkZu/yNs6aZQJeX2/vPGrdfDdeKsGLLJpS8g/jRAqZkONnsBIwjVgPZjDrPgniJmh+Y0rJT2dpjRTrTyJlMPSzpc1WZonHNyPS+J3XKjpQZOYDXdMqOULxqQJmUEldeeSXOPPNMo4qvFffbfSbnz58/pxr/5OQkPv/5z+OjH/3onNvavn07rr/+enzsYx876D6NjY113XZy304//XTccssteP/73w/XdTE8PIze3l5cf/31B113MsjEWnUgVupA7yCiyTqQyaJ225Mofu2niHxVYvQ5EATGvFmO7e9c3+wBU74UdYmoCci6j9W/0wKiCH7LNtwsUWkooAEEL8+q/UmsbGIccG2E5cT6dUmyWUdQ40b7inFA1klHjXF66o5m1HFNT0M2A4ix+AYuqzUyGJ+tk66ZHwu7hlUAnEM2WpCNJmXFVJgblQCCCqPupDAEgtCQkuXkKJibRfXpFrYsPVHtH4Os+10Nw/2v/L/0n7ayIQCIsSlapzZODyPKBjEJBGTCLpqRMnxnkJVyxzrC/Q0Cbrn4pu9vHYM/FqY02PhwPwEZy4aYia9xfU5KdpY0ybRocK2J8bEilRVbPqIWM+XnqByQWrkPlHfYCKd8yBCw52WAeg1wbMgarcdyBAZ+shmrz/eB2WkizPshhC/AXG4mClmtk+bSbKcu3+zvv53kXJpNTJ63jjpo/QjhZBOQDK077qcsbDPCrulSmnDSbMzpFxkJjoE8ZRVKpXjintqdM0ruQTO+lVUDBaa1mGcuLpdpK6fJyDMZtUIi8xFFHEe/cHfHPgRNC5l87FMqBUPoW6hVvVSmzGzHpuuDFXIqYwi8MzPVsd59/xwDVE1m91s2HCY7gWvimJLRrTtPC74CwMgS+l3Xqh5lr9S4L3GJJqIBohQM9rHLU6ry1adbaLzYoAclpVcmBcNpfnweZJjuhDT8KHU8WkhXZzmbifyJBswWF5icJJ6iBr5+aGE1p7Jsz2Kt80eyEsxmyKjxicWCJcqBi6HXqVKuS+f3iSXvNp2tyTJlUnJDn9eBTGejjKPGQ/MVK7MZjDx4vzk2cyyqi1o1t5r9igSHXaJx000UxWzLdPJyKU0WsCNL2eUh47X4zx2vGlB26aWX4te//jW+973vdXzWLsExlyxHuVzGueeei2OPPRaf/exnu25ndHQU55xzDi644IIU7+u4445DoVBAoVDAO98Za2F123by/WeeeQaXX345PvOZz+Cxxx7DPffcgx07dswJ+FqtVoc1VbMhIKbVJBdF8P/hNvhjEcQTTxGH4b+/zdyMx6cLEJOxP5sud4U748YCsWsrmMURzkiaBAMO0QggGgHCvQQYDpylslqqrBk1geY+1bk2rUpFdgQ5MYlwdwVhI6FdtCeEHB+HrM8iaHKIpoSYKUOGQO/374eYKkM0SRMtnFEl0X0TkJUGTdAAwkefgdi1jybuWouqhkIBVEn7LKcmER2oQbZ8+DW6ge059W1mP2p7OFpVm7geo+OQdT+eoAIf4slfYe/OHhz/8lM0Vo0mRM1H68WYs6ijfD+VZOTu0XhsZ2m5aLppzo0IGUSNgJ0uGYkm4B8AwvEmogMNyH1xeUdOzlBZS0hEVYlo1xj+ZNn7EG4fQ1SVqB1w4c9yI4shZyqQlTrEk48DjcR5VvPzDdYAZU4rVdSu+RBkI4j3TYFbA9h9iV8vOw9RS5V3QqAxYUM0AsjJSchKwzSRRAFH5fLfVvp4dI2IWgAIoPJMRB16PnHKgroF0egs8zR3Rwj3TCHcPkbArRUAYQSr5CBscTir5sGf5RD1CE3GDVcNAGQrvlbaI4y40R/zCmmbJSkZIslQLxOYFoIZHS+/ZcFzIuyrxU0JXHUpJzllmlPZqtmoNV2TKdMTuQQwOZmHCHmqTNgKbLQCy3TivTzWSx3LAEbWhZRpnlYNRwJY9N8IJERCARzBUK5kUFH6XJYlUQ0cmrzBUtsyYrUJELDkPW5qfJIxO5k1y88eyJIfqB3BcSKTLdSdqiKiZoF6xQVsO1Ui3ruzB7UJl5oqWg6ZqE/mcGOCeqnvF2Y8JUO24KeySKFQ5zDimGLxOZxU2fAk2JSCYWKGztljoBJt1ERKp+ylB0sxFzbiCH0LQjAU7cAAb/nCswBIj8zI6CSAWHLMhKRrqd5FJyyMOKp1j85bSHzB7Wve0bmc0nvTSVAhGB447pNoSuq2btYd7N1HjTKVhme03Oqcz5kRiwQ7Yt2Yr3ai/6E28DHGOl433HBDaplDaejbvHkz3vCGNyCTyWDFihUd6/hNxasClF122WW46667cP/992PRokXm/eFh6lZqz4qNj493ZLAqlQrOOeccFAoF3HHHHXCczh/X6Ogo3vrWt+K0007DN7/5zdRnd999N5588kk8+eST+Pa3v222323bQJwxu+aaa3DGGWfg4x//OE444QS84x3vwNe+9jV85zvfwb59+zr24ZprrkFPT0/q9eXtu8znshlQt1oBgBOrxeswdijqLS0em4p8yXB+GAe4I8CLxNmRPj2Bi0Bnm+ILr7CWboBuUeDY7VsIzHBG1jiJm4Y7yEkUtF4lrpGq+PEMMPXuuIQZlYNYKiLrAa4Nf0LtfxBB+pRl0mWrDkkEVTbUWUQAyPSmswKWI5Ar+kAQIqr4mLeoasZAjo1j0YqZeOE2fl63kAmSvi7tmS5GbVllc3Nu9L/ckZQJc3lHJi7wLXN3Kn75xzgpdMlyyQUypcBMLmacooh4bNm4S02XP+6zClSqbPlE7NcNBI1Wih+YGiNPImxZYDbgalCTzUJU/NR4iEozdT2QIC8QBSyWiXAc+nsO9X3u2UAoAUk3PxkJROUAUcDASgWzb8uyVcNHBACmBYTniDDqvFVV6y5qod1xE2uqd4558e4U2RwA7BOouzA5IWsitRQMjhU3viSfx0aWzKKhdMy+Ztu4NiLQkwQKBScw4/TyPyldK1VWDuvA5L1xBlVrci1aMYN8ga7vRt0ht66IoSotTJezWLJ62iwPpPlztUcp85b1ArSrwFuWQKTGTIvsSsGoWaFtwPS4t3wbcnoGtTZi+by3Zzu2vyDhHco4OqQoahUvzgQxibznIxJk59ZITNUDEV0Ep+y9IzU27WFlFHASZLO04vR4LDX409v7+K+oTBy9tBcAsO1YAlCttg7VTJt9UTHfvcSZBJfcJqmOeq2LR646B/GtleH0m86go1WHbCXspnT5lSG2UpoIMuZ86dDZ///oeLWDssNp4Nu4cSP27dtnXh/60IfMZ4fS0Ldjxw68613vwpvf/GY88cQT+NSnPoXLL78ct91222/8uI4oKJNS4tJLL8Xtt9+O++67D8uXL099vnz5cgwPD+PeexMEYd/H5s2bcfrpp5v3yuUyzj77bLiui7vuuquriO3evXuxfv16nHzyydi4cSN4m43N0qVLsWrVKqxatQoLFy4EAJx22ml44IEHUsh706ZNGBkZwbJlywAA9Xq9Y13agqqb6vknP/lJzM7Opl5XHrcU9hIijPPhfmSu+GO4R/WCr3s7iu89Hu7xC1E8gW6Uay6yYS0dNp6RfAHJNdjLBsw27OPfBtkKYfcyWAVGXVqcw3nv78A9eh565jfhLaR9fv4uD9ySsDIx+LF7OZ5ZeTyeWHgy+Olvh72whOxQDIbsxSWwhSNgK05AcWkAnuHgvSUIH7CHPPAFg+AZDmfVALzlxFvha9eCeQ4K60ZoHaeugb3+dFh9GfC+HN3YXTJQZwxw+wTYkqWwl/SnDLszJ8Q8wPwSAScXITfgg79uOay+DPy6mgiGV4IvWwJvPmArhW82OA/WUAmZk+Kx0jF454143TvrYNn42nn+dtWyfupx9EYuC25LsqIREr7WlcoA3jIP7tED4EUX1rFxFzJ/3Ur0DDfgLC/BKjDUr78YrgScYxfB7reRO8ZDfpmMJTFWrQAb6AU7bV1KEkP/UuuQRO5fuACstwRruAfHXtYHPq8fvK8Ap0fC7qeFnaVF+KFF+1cIYRVseEMc1rwCWC4H++iFsIbipp29D3jgxQzYoqUAAGt+AcwG+k7PwnaFkVHJzQthL+nrGMPcsVnwpfPhnLEGmcUWWM4lc3qXw8kIOB/+C3jzBJwFObheSA8e5qKy4Q535/oNzq+a7E17l1xWdf31DKkOQy5RZCFcL8QLx5wDAJifjUutrV+Q32MS3OgSUaYYkIm3k94WA9Aou3C9CBkvwMVhiCt5Ez09DWTc0HCnVr15Fq4St3WciLK2ngtwBneQIT8/FjB13AgWF8ifkENhkMCA64XweATLESiwCPPnVbDr+c5x5kwi5waY3EUD6CvgmQSRpcGmMTofGq7AtSIwLikztzc96ddmPdhcoH9eDayv13QFAsDCZbMIXi4j5wUoFZsGMA0nLZDmiVQJlTMJIRg8leGJ2jJQ/Ql5TM0pe3TR+ab7t+nbGBqgc667L+1+9btOdF9qoG5bAk4mNOfsv6vnVPuMUwAQ+OFMwrPTGo1JIOu4Eap1F5OyE2xpaQ99nThuhON3/LhzOVUynqeGwrYE7FN+G31OC96aIeRKLaw8Ma5o6H0piciIDvdavinfmjF6rYTZNQ6nga+3txfDw8Pmlc3GNJJDaei74YYbsGTJEnz5y1/GMcccgz/8wz/ERz7yEVx77bW/8eM6oqDskksuwc0334xbb70VxWIRY2NjGBsbQ6NBvyrGGK644gpcffXVuOOOO/D0009jw4YNyOVyuPDCCwFQhkzLaNx4440ol8tmPZEiGY+OjmL9+vVYvHgxrr32Whw4cMAsc7C48MIL4XkeNmzYgKeffhp33HEHrr76alx55ZWmfHneeefh9ttvx9e//nW89NJL+OUvf4nLL78cb3zjGzEyMtKxTs/zUCqVUi9XstgLMgiAXA/pdGWLaN33NCnJl+mHWv35OFDIUykJABscVCtu69ZTMhbCl6QxFkZk3cMZ9u8sIhhP+DlG9ASquWKa28OYhPZgTGUxtEQEsyDqMI9D3AX5OLZ8SKGsl7SNjxQk5aDFVh3HEPnFZB0iYIiqEqKpNI367ZSxt27LL/x14om6SRmZ0W09in8WoDaryljjOwAA23/Vi1Aoz8HyDAHPqJODAwDZa25IbdOESUsK5R4QgtkWHnczsT0WZ2CuDdkK0e5baWVAJcdQQk5Ox+RXAZSfDMBzdqzqLwTQ8rH1wjvTu6A286YmZRiZ50GMjQOtAI1fvAQxNQvZaBEXT+2ulv4o76JrISoTR0xWW0AuD2ZbkK0AT510JZxcpDIREij0qn2hLlrtFiEFcaSswhzZRtsCK+Tja8YPIRs+NTPYEtHe58hlIhL4u2YplRmVMzPd1wmA29J0P3YLxiS4AlJCkFBpFMTLJwnn9gJVDktkynTGhHFaVmfK0h1x6W1qeYYw4nEZbUaAq4l24dsEKr6LaNuo8ltNCAwzKhdHgoO58bmXiWxUtc3UOrkvQpK3px+SREYQWajW07//2XHKbnEm4RVD2hajrtCk3RNA5uGkJQbImXJK0b/nD07C7HaHfpMJ3bNM4lTseaLUVXDXrCPfTNm29SWOTXPKQsFRVa4MOS/A7GwWFo+7LxmnYykOtxBIjnAmfUK09hsAVPRAK35oId9S3p0yNY52wh1CH9tir5PaEG9DIvLJ7F03NSXXFzTpuM7ITaU+a4XUiMMY3SMtLlIG8toWCgD6So3U9QrgoGP77xmS/WZe3Sg7rdbBGy/+b2OuBr5LL70Ug4ODOOWUU3DDDTdAJCoih9LQ96tf/SrVcKiXefTRRxF0mzP+DXFEQdnXv/51zM7OYv369ViwYIF5ff/73zfLfOITn8AVV1yBiy++GGvXrsXevXuxadMmFItU2nnsscfw8MMPY8uWLVi1alVqPbt3k6XPpk2bsG3bNtx3331YtGhRapmDRU9PD+69917s2bMHa9euxcUXX4wrr7zSuBsAZHauddTWrFmDCy64AKtXr35FuY25QlQasBYeTUT/wIf3lqMhZ+tGKV6EDHJ6xpw5Oa2I80lZCQVCdMeiaIKkClTHox9acfkSMafmxX+Oy2Upjkco0t6YY2XIvaOQIgBXjYZipoyXHqOnetnyaRIqJLoE9++DmK0n5CU4KewDsIZLxKNpxtsee9gFhEC4awqy4Rubp5n3v9Wsk3HAytLEiCCANdxrSMu1L2wEiqW28qUkIn6z80f0+bV/ifKHP9z1M1PvabRiwnsY4U1hHchliRsVCoApuYm2G07UpNKg5lCdiCqYbSEqhyid1FZmzxcgGy0c9w+/DbHvxXj81D3k3bO/pI7ZiQnq6HRsWDlOXZuCQKopaVbJLkkKhrDFwTMcog7YH3gf5MSBlCm8CBj65tdpnTuei9/3JVqjIRl1hxJiz3609qM7sPVDer/VQjgVEnh1LETlAGGL4+lziTLALI4/YvV0bWMOA3Z97J4TQkiGsd2l9Gf634gZwn4ERjIPXVaps8EWF6b7UmeYpADChI2SBm4SwEw5C9uNTEkQoG7FQkJENKgk/BM5Q9Gl8rCs+6jtSXKZ1P4xCVn30aw4kGAGGNguZcqS0aH8rkpxeh9zXpCavBmXEBFHLhsg/4Ze0jezI9RqbkqM2izPiMvZfOjltH9no4FW04ZlCSPMDADNxO709DfShvCShHADlcHTGSlbZdOmE8emOWU2FykLK4tTA8TzjuqwzDvgXGJiZx4OE9j1TG96/7lEXnWXapDDVpxgPq+HDolhJ7JOKR/Ntu72ZAQhN96XjFNmcfCnmzuWaz9Ofc4CyczvpTXJ4UcW6r5jMn1ZIQy/r1L1uojazrlr/67xmypfdqPsXHPNNb/x/Z2rge/zn/88fvCDH+Cf/umf8IEPfAB/9md/hquvvtp8figNfXMtE4YhJibSUjf/1jji5cturw0bNphlGGO46qqrsG/fPjSbTWzevNl0ZwLA+vXr51yPLjFu2LBhzmVeKY4//ng88MADaDab2LdvHz772c92kP8vu+wybN26FfV6HaOjo7j55ptNCfSwQkRgWRfR3udgL+mD9BuAbRM/TGWvev/kTLBMxvgEdpNfkK06mOeAZ1icNfEc+Jt+mfJ21KEP5+gPaL5aUivMBrN5KjtijfQAPWpyFAA46ZSZ9dmdZSimZR5092E2B+SLgG0hHFVdn4kb4+BRdcCyYM0jwq9uN7cS7fnMZpAhSSOAM4jEsekS5Z6XelH5LjV0sMF5lDHssn9/+ejnUdq4savNkpG9sJSWl6AS4tM8B9Qb4BnF+9MCve06UBniWnEXlEkCgbpglqH8ZEBaXur45K5dNH6WneKUaemRXw6+gWQ3BgcJ/AYhRFOAaUsuJg0HjhWInMytuDxqD1oI/uF7QKNBfLIwwolPXgc7L1E4mpMUy7ykkwCQWeYSd5AzsN4i3D7ZVTyWZOgtwLbgDLsEEkPVvclkLOwbCfxE9HTcfebiqTEOTNbo+PTEC1DXpM4GATDZIk2LK5c7aQzO6ScBSHdfahFSPUl30wJcfNS00TEz+8Woo1GXnrKL44xLpBpaeG8eLONgbG8JB56PGw6kYNRJyhXPC0mwEG935akz5v/VIAbwERgWHTsLxiRcO+rY59Jg04zJ6E+oKcXNhSl7oOGFxMsyNmuCwSqlfxu1//MsRtZLRBE35689xvcXU+bgQKdavmenAW179PU2UCwo4nvLQaHYMrIiABAeaMJSiv4AUjZLOluZVdy8hZHSiFN8tWrNQ85W114CiGkj+GTsbnU6VQwvLqNajx8wC31N7DzpLLMfOmyP9u2bdcrU6EaRghMAjo3arIf8atvwgnXJt865ySJ2G+MjlSn7TYGybpSdT37yk3Nu96qrrupKzk++2nVA52rgA4C/+Iu/wGmnnYaTTjoJf/Znf4bPfe5z+Ou//uvUMq/U0Heoy/wm4lVB9P+vHlKAJtfZAxBTVcgXH0e4axoY3wt5YBKwLVReUFmvHTsg6w2EWh5rbLxjfWJyN3XjNaXJzoR7ZqiEpvSyRJjIhEkAQhG9gVRWTB7YCxkKIyxLX1bgbXIU/jQzkg6eE0HUI0N0F9N1CKVxJWdncdMdvRA79tDfo3uBWgXMsWENKN6ZI6mMKpUkRlOVsbOuaTf3X475QcKXaEzbRBivNcAc29yYrZOOBwAsf/00/Lt/QV9gDNF0E7LSCUx1djGZPTrmw4ogXabmAdnyKauoQNdT+kYfAlE1pO7Hpoh1zVRETTJnlwJxykst8/TOIURTflzCCgLah+n0eU2Vz2wOWS6brF99zDLnJGpx4xCgM2W6PB1VBcKpCMyxcNWXZukaqcUgR5RDAq2z0zRJhBFeeqQPzZ1+in8TVtEV3Af76pDjE0CtAVENKWsopQFbI2vrED6VyW8LdhmTedq46KpFBwBBw0Kv4jklFf2rdRdNEYvf6kyZywWigJsSURIMNP/PvwJId19qQKGvPeOakdgdGTHYXtSRsSr2NM12pp+xzXna80gekWBoPDllMpcDS5UEBSONs9nZLGQrREuBA8YkGpFl9MmigGP7w71mWwWnOyjyQyslvArQ7zsIyEdWg8962UMQWkbCZmxv/CAVCgI2jLNU+XJ6TxbN7Q0CPjJu+GklhmHl2qmOfWo144cbnQETgsSXpxDfYIYiOiYtcKvHp1rxUgR3Kcj2rdmMgVSqpBtyNGtO3BEtGTJvOD/eh0jzfOnvYqGV4mrpdXUrX9ZnXLP/ALk7LHvy3o7l9G/k3SrbnsrKNVrIFnzUXwxgcZESlPWkNNdgtuCnGn/0sfz/c3Sj7HhdpId0XHrppXj22WcP+komZg7WwNct3vSmN6FcLmP/fpKTOpSGvrmWsW0bAwOdHOV/S7wGyl4NIUgjLLzlesh6iOb3/gnTT1sINz8MWa6hubVsfqjR7gP0anFULvowfT8KUpIYlY//NZXLtJJDEwgmBILx0FgpaePuo3+fblaRD/B+xbepA8du34KT9jyB6J/vg5iuozGlJopdTyMaKxOomNgHv25BNKl82Qoskn2YrkOGEuGEj3BKPdnum8BmXkb9KcqKBU9tR7T9ZYhyHeHeKqRQnDTtylQA5PgBksRIdF8O/CQuG0xuy6JZc+BXbUR79gNSYHqSAN7Y/+9ByMkDEE0g96Vv0RdqVYh6hMZLnWK4YmY/ZKNCZUD9ntLiCrfTD1RWGogCDlEPIZsB3tKyIZVmXOsAR/ByhYzGE9204UNPoD7lKmFcIPfx79Dxv7gf4y8XsTnL0djX9gRWaUA8+ijk6LaO/aQdk5ATUxBTVYT7G3ALEZWU6z6igBOgBRDsi+2GarMehA/M7s4gmm3h1vIWiLEpAmIgd4TsZz4B2QiMJEY03cTy10+Du4p3GErIWoMkMSqdY1gftSAOlBFs3YnGXnUs9RDM5Qh9jqsfHkarbCMYD/HExHZEjcRxS4lgtvvkMz2VQyuwump05awQM5GL8lQW1bqLQrGFhrARCY6xKmU99tTijgLvDGrCSHHKFCHdr9toJAjpydKknZUImpbpvvyS9LB/XxETE3mzrgcPzDeASstUZI7KgTkkM/HLLQvV6SM5jEgwvPCzPHzfgsUkWk3bAEoAKfFYHZHgaITk9xk1iSzuCw4vk5ZNSEpiAES2bzQdSAn4EwR+1vzkj83ygeBkzZR3Uk0Qz0z3I7duMfY28xAi7sJ9hseI+l8fWpDSKdPb1WCsFdhoBLbpnkwS/Zsq47p2z52YKSufSidKlTIBIJhRYDbiaCjf0morlgTxW5YBVlpw9uWTfwsAUEycR73eStVLdfQ2mw4KOb+rJEbdZGBpLOeyPdKcsj9lNNkLwRA+8wAAqh406w72vNQLgM6HXp+bQP9O5uAZxf/IkL+h1+HG4OAgjj766IO+dDPfKzXwdYsnnngCmUwGvb29AA6toe+0005LNRzqZdauXdtV6eHfEq+Os/9fPKSgUhxf93awnA2W4RhYq8q7dR92iZnyBMu6YBYHtyWKN26kLI7lgOXiG13hU78fK+ULQAQcTj8Hd0nlHUCs96RV1CWDnFZP8jbwzMrjsePEo8GXk0SJfnq2lqgnlHoDEIJKHmrOGxiomSvKZEH0/Z0zbHynn+6wawWQzRD2/Cwsl3S0uEs3v8pulzI59QhoBgZE7lr7dvN12xawbQFuU1ZHTNdx0st3AQDmX0L7mTkmwZMbPwCrZHetvJ25/lOINv1D6j3maakENfb5DLglTanSltIo9XOHeHfSlyleGlcG56JJwHfm9xQnLpToHazjo70HUhwesU+Ba8cB64s5DEn5CJ2p4/0F05QhmhGklOB27P4gfKWJpQQ/GVfcoVDi+Y+/AdF0E0x1VHJHYvyiv4H0hXGJ0EBy5uWM4dLp8u5c6vvRLBmXhy0O5lpgGQvSJ6DxYYcAOXeBJxaenB7rQmfZSIeUQCPsBCg608FBE3Yh52N2Nu6q6lMq7r1WfLNlJ1JH3ozsvJHaHnVE6t9acl2VMReNqgshGC4OQ/wPRpkWi8fWSwujlploDYC0LcgghBAMv/bUeVHcJl2uY4wm6WbLgaXEcOdyArO4AAeVL3OrswhCC24XNX89bgCw4hTinWa8ANlMYBw7rIVH0/a5hAQ1D8DmHWDw2RuqGLRaHUDJjA23OiQxRCKzqt0HCIimf3ya6P/oovPVPsfEf8+JUFGLM06A1AjGspi0r6tHRmpCfWfoszExO5mZ6hakReamTM51tAPeucI8OKt0qZAM9rFvMZ/rLK/ez1qTTkQlAST27O49pG39R8SrXdH/UBr4fvzjH+Nb3/oWnn76aWzfvh3f/va38elPfxp//Md/bLJ1h9LQ97GPfQwvv/wyrrzySjz77LP4zne+gxtvvBF//ud//hs/rtdA2asgmA3YC0uwj6OOnuxV/wvW8vlwzj8X1qpFcJaWDJCwTz0Z1soR2Hk1Ic0j/oI11JNeZzELu5e82pyiAMtw8ByHfdQwGSHr9u4/+jMwBgQNblwANHl/djILfvrZsOYVkF2QeJpbswTPXD8NtuxoFBbEkhj9Jwg4gzasoRKsEoN7VC+cEZr8rJOOBytm4awcAgC4bz0F1imvhzXSC1HzSZRVNR9oWQK2cISOvS+PbC8BndLq+GZcGmkh1+fDLUSw1lAGRHM9ome2gbmekbUAADbQBxlK5E5MjxUAPPjrm7D9C8+B98VZFT5EjQvuG19H33dtMC5h9bpgWQ/z4IPls7BLgDdiIfOGBbD6HdivPzaxzV70rPBh5RicEuAcM4LpwINzzDCygyEG3uKh97RsbKi95ijwvgKs335/ilNmJZvrbAtssB8IQjhLi9j1fB+sfg8878FyBLwFNI7eUfR9y5LI97TAc0Df0T7sBQXwxYvgrBwynD3uAvOueBN4jwfMG0YkGJylPWAusOADg3Q+XFqvk4tgL+rtGMNFD98H98zjYJ90FIorBAkDhwJWyYGTiXB9UEC2P4Q96GLRyZXYwB7U9efN71glAGBopIKsHcLiwgCZjBuakk+ehegZaqBad+HYERxGJHHdVVnIxKDMWn0aAKCXxcA5CPWDSpQS6tSSBb6gzrlifzP1+YJls7CteJ/e8N8qyOZovRkvgOeEsI5aAubYmL+ogisvqJr1Om6ERsPBilOmMbiwCgmG/sEaqpEDyxJwmDSleCAti7BoZAY5O0Dr5dhovNFwUoTwQqlluir3P52Ha0Uo9LbQ8m04Q2nQJSIGj0fo6W9ANoJU+fItp+1Fxg1RyjfR19swgOL1UczXO8qtdNg82RbJZGjwxJmEY4uO5TJtba1MORnk3ACOE2GBGm53iHiJjhshy0Ic87+OwWBvTY2NQLYQIJOj0uDqgM4HX/UGAMQtbKkyt/Hj5BLZTHwNaD/LqUqnzZLm19qWALdJJqRbaEmMNepCTspv5L/wA8xfUMGqdWUDUrUh+nLRNOfXVh6byTiS/pev5jiUBj7HcfC1r30Np512Gk444QR85Stfwec+9zn8zd/8jVnmUBr6li9fjrvvvhv/8i//gpNOOgmf//zn8bd/+7f43d/93d/4cR1RUHbNNdfglFNOQbFYxNDQEM4//3w8//zzqWWklLjqqqswMjKCbDaL9evXY+vWrebzqakpXHbZZVi9ejVyuRyWLFmCyy+/3PhoAoeu/NstDkXp95ZbbsGJJ56IXC6HBQsW4MMf/jAmJyfnWGNnMI6YnSwkeN8w/Kf2ENnbc8H6Y+5H+RubiUytf+95dRNJSGJw9QSs180zAM86lGERAguWzZLYKQBE1LXVd+4Ck4HRJUQpmTHGTvlzarshxlP8M96XpSYBzzU2S8ZkutiDaKISi5U6LmWDHMccS8wpY8gNh0Ama3w3mcpeWAM5k42wezksT2LvCz1gtgXmWIbLYr/jLEPE+uIb/pI20NsPayCXOhYd/3jCZ7Do1FrciKDCGVwBllco1bIo4+RYkGFEu+3Ysfl2l2ADAwRac7Gp+U7HActmYBVIboIviDkJbOFS+tfLp3XKkuu0ObX7Mw6EEXlA5j3AsePzCpLEIF/AuAFB1CWY50Ds3kPcN80x9EGWXbYFaAsdI0zbhFCWOXAcaljIdGaaHl10Pp37bIbI/TZly0STiOh/whoE+G2OmW1O2uDcsdN/t4XFVQZJZSM034iBJk0nRxNi77w6LEhYXBiQYiUmx+jBOzrHMyHILCWL9cn0ZMwEMqUAoc9N6Yoxaa5JvU/P/5+M4ZQxBsw0PcjZsll3c+uM+UyH9/pFlFUEdclaoExdBIZcXwwakrecA+MFTAQxKBKSGdL4k0t/BwCJEkuVJV10bppPxTIq21meUPvGYHGBRtXFgYd5KnPrzM9i8ZsbiCKOViNW+79s981mmZXnBh1aWpxLk1nTh8uUB+SiqHvGTXMCqyqjlC34xmaJ58jsvdVIPGQlZi/GJTkSAMaQnM9fTsdgRyg4PgYGagYUFgtN87ugsaG97KZTtnOqF4Vcy4AlnbVvD/1g1cfoGkmCqdpnPoDarIdoJoJrRejNNU1GdpR5qfPbnpnr5uf6HxG/KaL/v1ccSgPfOeecgyeeeAKVSgW1Wg1btmzBn/7pn3b4Yh9KQ9+6devw+OOPo9VqHdS1598aRxSUbd68GZdccgkeeugh3HvvvQjD0GiO6fjiF79oJCceeeQRDA8P46yzzkKlQvIOo6OjGB0dxbXXXostW7bgpptuwj333IOLLrrIrONwlH+TcShKv7/4xS/wB3/wB7jooouwdetW/OAHP8AjjzzS0QHySiFDAXALvDcP2aggqkqwfA8gBJjjGGJ+ZqlFoEyfOavzBsH7RzokC1jBo67BUgFjL5dIOwsALLqBNB/eg2hKPWG68cXIeyizlewojPYqwJnJg7mIPQuFoOXUtpkbE9DhuPjqffPBly9VK46J7Sxnd3DK/GlOyvY5BQp1SS5B0pdCImqRB54UErB5/CTeoJv5UWdVccUH6WYvnnkWCKOO7kgA+G//TwH562+ksmwigomXCEAmQgakuP+9DAccB1avE6v+dwnRFKa8zIdpPGUYISpLvHh/EXJyJl543y4zPknvSx0TQcaoxLPeIiAkcm9eRA0c7cDQIR5PFFC5WwoCvYgiXPaNGpnUq7EI6ha2/91+WofWKeMMO57oA+PK+1INrfDRFYSufm8UNzlwUEOCkl9gHFj5iWVm7P9gQqTv2JzHgH2O4Ex2qJ3rLIwGQ5WpDAKllq+lCaYqXQziVegsl95HllDo1+KrFpOoT7sQETfAQUoWG3mryXVfGCvfL3ybQG+mpXeSCO4704CfM4nZe0bhZCNYTMLJ0v7qSbk+HQPfbmTv8RcKJiPVXlpszDpgSpdr/yba59qs4lGp0rP0VSNNYtIffH0aEFgnH4MX/7kIyxLI5GLZjW8t+mC8kG2lQAVn0pTmGKNMVnLvJ+cAGXo/9LG2GjaeF5S5FlUye8/kAjhcAIylADDjdB7KQeL6UBkzDaYmJ/NmG/U2XTcNwLsR/bMsRLXuGRFZETGMvWW9OvRO2PHmBK8QUOVKKVDoa8IqkH7eTD0G1Y7sNFPXkXSM+I+OVzso+88aRxSU3XPPPdiwYQOOO+44nHjiidi4cSN27dqFxx57DABlyb785S/j05/+NN7znvdgzZo1+O53v4t6vY5bb70VALBmzRrcdtttOO+887By5Uq87W1vwxe+8AX8+Mc/RhjSDeZwlH+TcShKvw899BCWLVuGyy+/HMuXL8eZZ56Jj370ox0tuwcNHou98qE+sGwR3tIsZKNCk5Xnmht2OBECUsIuqVMX6e7GtpuJmrh5jkE0AZb1YPVlACFJaVt9PfzuV4gnFZLQKkBdjTpko0ISDIksBi9mcOKT14FxB8yOeWrbf2yTnpqVmCDs+BK74o8SN5dmDH6shYOwXAmei/lp2cV0DGQg7htQai8ejFc9Pwc7L0kPKQrBMo7pzmLzlwLFHjS2h/jZjerJdeUKko6wOp/Unf/+Cbz8lj/p+hlCbU3kwfYEmENg88NBYEAcy9iAFJTFSpRk5OQkeIbDGizRGDIODiqFOiMOjv49Bj4ylN5e1gOiENaC2BlA62H+SfgsgVXPAysVwAeK4G86A3ywB5DC8IUAGGFbyxGGt2j3W4Dn4O++/hZyDlAZryhgHZZEJnJZKmnpZFk/S9lRmWNt+JQ9DQLwniwYY7D6crCKLqQAnPdcCmYzMM/BXW+K4uwhYESFu4XuamsHJkuPmTZ2RRq0F/tj0K5BUzETAy85utf8v1RsolL1zKSd7EgGgIYCgJFkmJrOwcsHxmQbABrTRJzX+7dmfqxX9PKmxMNSEGJ8bxGDr6NrheyGKItVelMRIiT/zlbVRtaKTLY3pRem91+XvliIeou0rqq+Y7hWOqIgFrX18iQe227FJOuz6rhVx2LEwPNOB5G9v69O+xsxAx52JoRkn7stvTxjQG9JCQ5LknmIVOdmGHJkEhAtSEkOtGXbkt6ZZWGkLwLB8eynn0mMCf3kXC9E0U50qDqeAcpGPkOBVz9MN45EIcfgYHfhWO2lGkYc9qCyzWp1npvQGJK3XUeRyqxHDK1xEvsFAC8bdF0+eZ6o47Xrbr0W/0njVcUp0yVHrci7Y8cOjI2NpZR0Pc/DunXr8OCDDx50PaVSqSNF2b5MN+XfZByK0u/pp5+OPXv24O6774aUEvv378cPf/hDnHvuua94vDpkCOOzGL6wB9GLD1Nma2YCslpD9NzL5gc/83IGcnIarXH1tHuA2tGT5aTw7m+Z/wdT1KUV7ppEuL+BaM9+WLYwnW5SCCXzAKw+3zf7o8O//ou0znICaKiSopjcDVEnpXgAWHLyLEQ5gGy0FEk8ioUq61XI2RrEqPIDtSxgZgoIBcIXxxD5DP4BGP21yjYOVMpkip2IcHc88QV7a/BnOXGLWj5gWebpVFangSzxpc56nyoh7dmDcNc0lVHb4n+s/SSKQ600oFJSGGJcmZXPVMiAveZDhhFNIo6NYNxHONYkk/Ip35jEm32eEQi2TUD4EtELL+Ff7RZkowV/TwBRriN44qX4Ju+4QKMFMbYd0UuPm3VoaZNv2MeQP2q5DDk+gWhsBls/sgliqgIZCrRmLAgleSCrLazdcycC3yIF+apEMB5BTFSAyf2QMxWEe8t46qQr4eYiHPfXJ5IkRnVGXQcCy0+chv/4LkQBN92Xrf2ArHUqcosZn4SNWz6C3RXISEBUmggnm5Rd+O2LEdUFosk6/Ml0SRz1upHyaI/ZySzxedom7ZefJc4fY9IAmMpUBpwRKAn8LiBTdW1ZXBipCM0tElFah0xPhpxJLFw2i1YtDT7qFZdU2lW2JFMMzUS/5O0+maM/OwpYFiLBcN+/Lkp9nzPyffXrdJ+yHIFGZIEx2aHoryMJXHSWJqMslFLL8XhyD5qk/C8kg22RFykQN+1ofa1c0YeMRKqTcvbvn8TASWQDVK3FZbakf6VtxUBDR63mQiowVG54KuND4z7Nup9nfT7yWR+5nG+8IQHAW5mPbY7aeGmMEc+xUSUQvb0W0z0W2A0Ui/Q7SEax0DLXjFSNMBMT3ZtNPGXrxJhEOBGhXnNNp2U3T9afu6rioPY3AAfjHNXpDGb2UdbWYhKzM8o/FfF5TfJ9dRwpSYwj1X35Xz1eNaBMSokrr7wSZ555ptEg0V0U3ZR057JImpycxOc//3l89KMfnXNbcyn/tsehKP2efvrpuOWWW/D+978frutieHgYvb29uP7667uus6vlRCAgJmP9rdrVN6C5dQbhvzwIsX/KEHoBoFZ1EY3NQOinaAUAkpIYrZ88RJY7M6ocEHCIOumWRfuq8Fu28YhEK6DuryYgG8puRmHZSDD4L9chaj7CWnxjCA+obMTYbjSmbAifJDGgtLDETI0kMfZVEYwpLa9tL0C2AjR/sRMAENz/rwiffA7ReBlRNQS3JfGhOE2GfsOGbLWo+xIxb6e1KwZpzf0cft1GqdSE2DMG5tqGsAsA/Kg3ILvUQuYzf0vrODAFcAZ/T7yOoWECaD+rbUNl3EM0Om0+012U4XNKW222Dstw8ZQWWL0B6QP+NEOwY5a04XbsjtcxOYPGhE22MAIo/NXtiCAR7tgP7gKtl5qo74gnmfBXT0JUGhAP/pwypSp01qffaQKcQ1aqkH5odOBY3gP8UOmRqVP7cgNblp9H6/UthDWG2gFVDq7XSWssWTIs9UG2Qsjdu2BxiWh/FeDA1PMepGAGrEcBN9ZLyajuZBAv70fw1HY0tHYaZ2Au8ZT27yuiOWEhKkeYGcvCH0tMzp43pyRGEFpGYqI9JGhSnd6fU6eFk1yE4EZRPilzMP3dLbRcYl1agsCvW2j6tgFzSc2r2pRLDzOJMmGt4VKmSnGgnn9x0AiSvrQpgyCy0NwtgIh8MB/zEpkflZ2afbiO0Kf/N+v0XRFxFFiEiZk0SKiH9HkrtMGYRN0n+6NIMlSqBJgM76lBsiBBZGHwjTQeTd+mcVSag7JJmaEo4AgFR73iwnnv76S2ObG3gObuiLJ7CXAwJhP+mEfNxM4KkqQ+mqGNSpguv+rxbHQpaiVBkxSksRZG3HRSzjzcUuNmIVDrmUyMT9TixjbpVo+uzeCWL5rPHx55D41LEEtiGF4iI/5bJHhXSYxdnM5vGHGIkPiMy5/q1Ck7ME5p/kCNBmcS0YsPw4FA9ZcHYDkCEzN5akxw43tQlTMD7qq+k9LiO5Lxau++/M8arxpQdumll+LXv/41vve973V81k1Jt5uKbrlcxrnnnotjjz0Wn/3sZ7tuZy7l3+OOOw6FQgGFQgHvfOc7D7rt5PvPPPMMLr/8cnzmM5/BY489hnvuueegJMBulhN/88xucyZY1oWV4xA+UPzq3UAYEddKXd1L39oAs7hRuO9WbrP6PPJgRDyZM5uBZxhEUyBfbHWqlkvSTAJIpwxQT+K6SpoopdgLVY2x1JcSOpRCZf1CYdah77/k1+jAHrTpadsm3z8tLMq4bnigG3hhXhOYLcOelwGaQUdpCYiBWqYYQIYC4c5J9MxXgNGyEd78Nbx4f9zBKGbJiqjdxxAA1uYWo29lGqTo7KXxAs25iAKl19UMKKOggJAUjMq+PDHoKkKfK+4dSWKcFmbII1RF8smYFbOUrUoI0D510pXpfVbkfOa5xgMVQQgZEUk8KZ+heVWBb8HOSnBbQDYjsFyOfEmFxIlPXofGrAPs2wUZCrASZRqseXnseKIPTkbbLAEsn6Ux6MIp45Yi2WqOoU38JemTdMqxn1yUOo7UML0Cn6xdMR6IieHJoRGCka1NImaiuKZbekOnyr8GG7qkaPYvkZWaKVMJt9t+6IzIXssz2ZwVv9UAZxLNsioPC45sQhpCqG3ZnjAld9sWyFqRAZNJY3AAyNkBAS1VChzsrVFTjBukuHEAjD+mY0Xmd90RUZwh1ECn/drdV89j97ZeA7b07XB3WDbLPPX0sBm3M8Z+CAAoePHDUU9eiVJLGod+2VnBSEpiCMkwW6PzNBJqTmJ8LgLJsWztDPIZze+j35hQArdXq65M8fIoAOq+PHX04FQVIJbuaI9jnIqxWeI2jD1Xe/T1Ehgsq3R/GHFYR51Kor8qm+vZ9ONM6uG1V0KTHb6vxX+9eFWAsssuuwx33XUX7r//fixaFKf4h4ep+6ybkm57BqtSqeCcc85BoVDAHXfc0VXQ7WDKv3fffTeefPJJPPnkk/j2t79ttv9KSr/XXHMNzjjjDHz84x/HCSecgHe84x342te+hu985zvYt29fxz50s5z402VLwPuUqv1QL6z5edgFoPGPnyNpiyHPcMqsgTxg85g71MUyyPmTy8GyLniGsl7cEeAFB7xkwx7OwHJEnPFxSOYBTOJ156oWe3XPDCNOvort9jecIfjetYBtI9MTmMxaeRdt01gKuZzM0EGctnDPDKwhmvCd018P1lsEczmc+VmAEaBh6ri8YQ5k1BNjxiEtssS+AVDaWxKNsgvm2JBCYv9OBcKmxo2zgNnt3jx4zoaV4H3nBugG+PeP/DWsQneyuZaNgGXBdgV4ziZZCr3eDMmOcFfZ1LShPtsVcIZcMBewFxQJRHAqGbfKVrpjsidvjL1ZQhIjNVeqUjUr5mAvyOGYD7sEpjwHdjb2fLQKSvvKIikBq8DgFSISuH2efDW1p6rlCEzd+GRXq6NmzQG3qHNO1hpwc5HhESYjM1+A9+YBDuSX0YMTK1Inpu1FaNyzBU5WwO614bfslCE5LBtWtnuxo1RqdtUpq9Zdcw7ySiC01BtPmN1KS5rkntQp09kT24vmlB+Yv6CCoGkZSQVdxsvn42usJCID5F74Wd40ncgwbUAN0ANPGHEjJgoQcI4k677fiMGjvkR7hhWfsQuWEIK6SJPisWY7ykdWc8r8lo1I0m9J/OKBFBg89Wwq3SftrACgx4rB7etPHjP79svh98657xq8NliiGzZhSK630/Rt2GrsRtX9TXfXJvlV1WYs6qofMiVIxBcArFNeb5bVmbJkJEn67WblydCdrfrzciWD549+Z9dlAcCaY1rVwNKP6DwX1LWTvDLaS7NHMl4j+h+ZOKKgTEqJSy+9FLfffjvuu+8+LF++PPX58uXLMTw8nFLS9X0fmzdvxumnn27eK5fLOPvss+G6Lu666y6j9puMV1L+Xbp0KVatWoVVq1YZ38pDUfqt1+sd67Is3YLe+SPvajlhMTBHtanPVJD5zN/CPaoXGF4CPq8f1nCvKTfyxQtgLR2OO78WkiaLNRzzKORLv6bPMtT1ZWVUd2coYQ2WELYSE2oUUUt8BpBNJcyYoRuQxSXsxSVYfRl4pTiz8/wPLbBcDqxnHornrICVU+WEyTx4wQLLEQDhGQvOAuJNsNefiifvG4zlPWwH/NhjwPtyEI0AUYuTcXedbpCtMUFelSp0u7m7KM56FJZEyPYFKC1ogi9bCKvHQ988StEFP/s5+NErsfz1iXJkpQFRD+Ed1RMfvjq1YmY/nFXzCFSo4EO9NLYLVHOBFAh9Mh1//ocWJChzxDiwc0sf3OOGIZsCfOUSsw420IviKgFRVbdezwEH4Bw13xxX4byEhMngAGVL3/kBsP7YP1UKIDvyZvojjMAGByD2Eb+OL11E1lFCQAQM7hCdD3tBwWR2LEXMdnok7PkF/PKbHNbieSZj5+Yi9P/JqbB6PMBVnpnz+7H89dMYOlnJkihc5M0H+FB8velwFubBFw3DWbOUsolSQtZaBuh9YcsCOD0SsBkeDHqo6UBHtZr+OxGZYoCBfKODCA4Q2LCYhO3SNho1Bw6T6BuKSduL8lXzf00FSOqU6cyEm4tIS0tN1slJ2m/YsBxhABxjxH2q1TyjGP/mt46ZktiqM2aRz/sYWJ8Bwgj1loNLTqAyOFfyHq4dYfX5PuavpDJ1caAJi0lTgk/qlOl9tLgwPo67X+wzRuJ6nziXeHTR+cgXfHgu6ZSVik3SKVPrza9WncDzlpr15+2QsqwTsymdMvvYRZi/oIJitpXS9bpKxKD2hScHkVeZMabuGw3fQcnx4doRyrUMGJOwLdHRbKB1ymwukM/6BshaXKKvt2E0x5xeOnbLFshZNBY5VQLkTMItqIwagLetoGYO9rrXmzGzuMDAQM2AaiDN1bLtCDYXXSUxAKBa9wz4XbJ6Gquf+2nHMvo39nG1CQ1CpWTgNpDNB5CSwbVoAZ0hXRQIk2H17Cgl4QLEGeH/6HiNU3Zk4oiCsksuuQQ333wzbr31VhSLRaPG22joJ0CGK664AldffTXuuOMOPP3009iwYQNyuRwuvPBCAJQh0zIaN954I8rlsllPpHg/h6L82y0ORen3vPPOw+23346vf/3reOmll/DLX/4Sl19+Od74xjdiZGTk0AZCJmQklN6YrLYAIYBsBjKM0lymJOgs0uSYJPqzBcuNPphO2shmBNgM9oUfw9R0Lm4nL8RpI170zHeE0mtiuSzg2iaD1R6NX7wEKaQxJNeSB4wzmrjV3/bxb8Mpl3m0PoC67VxFulYTfNTiYLYSkOxnQDZrJDF0+VKK+IlWSzxQ2VOksobOaccDQYAdT/TF41LwYM3Lp9TobXX4cmovorGZ1LGxoirTqn1mvUXVfk/7MhO5gJPI4Lg2eMFKpbWY8kVjqtOQcU5Pj7YFK8dROJX2zxiSTxKIlM0ymNddyoFlHKDVorENBbZe9RL937ZMCRhQPDNofSiSxGAuA8t6ePNNp4MVcnEWEIglSOYp8UXOiCdYJiJ55vQVquQsSU7jICF9SWbkjmXkQk7WHB6b49yFo3GZE6DrYQ6tNylgTL911kKHxSSqwoFb6PS5TGaxdLiLOvk6vgJauWM8AjldxDuzJd+IgwKUsdHm2I6SsGjEVEKwHGnmWctGzHWpXS6kZHDcCGHEMfHzAHYvgwSDCBmqkQPbFh1E/6QPJEAZJj+iDsLZppcy1+4tNeBmQzBGv2MvGxo+l+dEeOmfugukSsFgn3piSi6CDfSj78154wphxjFxHo5/dy31t5TAyELV2dmlJNiXOLZk96XOdmlTbsYknnfofIl6el2MMyMdolehJUDue4keZrjqXg4jkqGYnIyv9WKhhWw24byhtt1NEsNkGwWDCIGZ0SxGT39rx3I6E/YYCma7+jicfpKVOWo9jYvFpOH/3Z+J70dV3+mQfWk0O6s+/xEhIH8jr9fi8OKIgrKvf/3rmJ2dxfr161NqvN///vfNMp/4xCdwxRVX4OKLL8batWuxd+9ebNq0CcUilXYee+wxPPzww9iyZQtWrVqVWs/u3XSXPBTl325xKEq/GzZsMDpqa9aswQUXXIDVq1e/otxGMpgl48k9UT5jfcOAH4BlY1HK8p0vAi0/rpA1FHkrIR7bVbusoCyD6jO0bnXmZcs3fCEZxJpSWh/HCIy25aG1HhWzYT5bu+dOuqIsiwDTdHyDCx++C+H2sVg/jXOgVgHCCLLWpG3amujPEFUl0Ogkk5uME+Lt7nmux4zd/n10XbTufSL1PdtdCJb1jM7ZiU9ep75D/wQ3bcT4L5mxEQIA6Axpq+1fkG/ggN0i2Qn9K2q0qBNVCsORAWC6IQHEUhKWBX9CINg5nVovyyoglSlBtuLmD52lenftRQLsACAkWE/ONCuY0OdWjb+IGBpVl4zTy0S+F08+ZiQzAEXe372XuGKq+5JxriRPEjw7xWfrygFLZIy5yp7KSMAq0rX5wdGbqVmAM4ztLaW13YSYs9bBOEz3ZbsuVC2yUbJ8hM00iHGyArVaJwALxtKdeBZPaESFtA1jKaXe11pvzYpjAANApHOLC9Rmldjp4sThVENwLhHtHAWEwNo9dxrHCiDmaA6eYaO83QYDbdeCQBgS0T8ZyaydBlg6q5Ox2oCqI+AnRFZbDTuRgeoc5IxyIciVWtj66edSzTLNnz4Of8csbFuY7Z708l040IgfGKLZNPhNllNlouyp/20mJuoyj8+bBpZJSY7VQYtEiV2kle55bHquRWlzRdrvkqAytBbHTYqv6mxrve5CRCzmsgmGfDY+7uQ18myD7i+eE4HbgOtFGHnwfrSHFrbVzQkaqFYDB1GVsoStvTT++YwP142wds+d+MrO/w0piVeXtcMUZ42ztPPAa/GfP454+bLba8OGDWYZxhiuuuoq7Nu3D81mE5s3b045xK9fv37O9egS46Eo/84Vh6L0e9lll2Hr1q2o1+sYHR3FzTffbEqghzQOCbK8EQYteJDbnzQgRj/J2XlJKv763hp26pRZy2MuhQ4+WATjDCxbUjeX5I1Kg6v4PZ0pAwDWM4f4JidFf61hZoAIZyabpBsOwDmswSLYkNLkiiKjVcaKWTAuYWelAYuNKZvWX/eJH6c5ZQXbPLkyl8oCi46eBYQAL2YxvJAIyN6f/D74Sadh8VHTpuzHCnlwzyYivQp7kCYA98q/oP3109wfAJBNdZPMKA9IzsBY3AVmzoVlkfaWZWP1byty8+Qk6cS56rw6Dh62m0C9AXfYgtXvIXhmVyyJEYRgtgXZqqJb/IN7HJBxwEolytzZFgbfvxS8mImPS++PApjckij00f5YBQZRaYAvXgQZRuY7lckMnv1mLSWsK8MILz3WZ85v7v/ZCObaZHjeJatljONdl7hqnNwPAJr06jf8KV1noYDnRGn/zIPI14iQGUmHZLYkn/XhMAILuuRW6m8gUlmnYoGOOTmZh5X0bzdSJtv5rA/ek84g6dtDwfONBEJy+yJicJyos2kGAITK0PQWwIpZPLro/I4GE84lwv0NWI5AIDnCloWsFZGch0wr67dnnCxIDDAab9sSxiycVO8dsy2urIkA4OgX7gbjEsvOpGur/j/+KLXO6jRlrpPdf60DHPZQBiJimG500kIA4KVflFJASsrYEJ0xaX4nkeDwfSulUzYQxb83rbWmy5hJTTjdOKS5a6nrVDJELYbarAchGdauGqPxCn34kYXJZizqKxNZr/aMaHuGSoelLoRA7Y/m97aHl6X9n1LAV29TgIG5JKGieZPlhoemEplNCvGGIu7mNe+FR2aafo1TdmTiVUH0/y8fTEJWCKDkr/oemp+7HMHLsxBPPIlo5z5Euw/AcunHnDmuF2L7LpM5kRMkhSHKcVZF1mYgQwHRpO9ETZJzkEKi9ZW/RhhxAwIK19wGbgtETaD0rU20O2oSzmQChDunIBtpSYzFR02DOQ5ks4ZglroRxUzcjQUhSZOr4sMfVR1SW4nnJp59AQAQ/NMvIXbvRfGrd0PM1MhwuMXAbJpcCksiyNkZ+m7Dh19Tk3uia1H6EkGNI2wwiN37IGtNTI+rEsWe7RCP/xLcBhqjP6fjWrYMyDgQlfiJOJyIn0IX/G4PCn8VZzi1Tln4omrYaDaVIXmE8Pvfxpj0IIPAaIiFLx8AQgk5GpfF5eQMggqHrIcY+PFmyEYLFhjEgTKC8QjjPwdae+hm7gyuoO+EEcRD/wzZiMeUcTqOkuOD2RxyYoIU+ycrqG3aTmAyFGCWJPkNAOG+qskshS2y5uq77V8MeBIHpg24ypVaBJTqPqDHXTkNVF+iCaz2mQ+AFagJJemsoKP+vA8xuh/hMzvoPHHKPMqAgIacmERUJ36j64WIEtp3sCwEU91v4X7DRisgm50kCb7WcA0xemaMHhxmJnIIJMfE3gIqVQIRo424bLV7W2/H+h1boNZwMfVADa3ANgKjxuC65WLFlk1EhFcTOWOU0fEyocnYPHnfoOEsRXWJILRQ3TyKwjW30XomFD1Axt2Rzf0MzYpy1ag7qEakxN8C6zAGr6lmh1BwRGBYvnJK7X9kzrOU1ACx6pmfIQgs6mScycKPLDy94rdRa7hGD879AMmlMC4xEWQMiEjyrrx5Ai/8JIta04WFmL/2jBuDsBnfg5/QKROSmXHSpUP9fwAYTfD5muopLBRkCA4QgPcyIcqVDCrqRhep+5WIGOqRjd7v32/WF0YcQSN2FbhlFz0QR/98G1wrwtv3f9+cS80JJCP5eHybLdsYnr9++IzUuL8uVyabJUnly/G9RXSLpY//EwBgiRbjVWNQcnwE0wyWI/DXzxKlJecGcSaNxwAuEDwN/FXjw5GI1zhlRyZeA2WvhpAszigBRgNKZ214MS5fylCo19yrY/neOGuRDCEBIREJhkiVUqqf/F0wRtm62Q+9HQAQKH2zas1TgqEtRH6bNEi9DsxMQIQsVaqMZkLIRsvwZ8zyVZXJU2VW5tmQjSZmP/R2WIPEKbPzVL4UksHqdw2/Cog5V+BxOaR5gBuNJwgJf8dsrEpf7IH/0HOwCsC7T76U3gtDyFoLwUQ8eFqslvePYMctdVSuOC/+rJmWxIjHERC1JoZZK1XalVq0tdY0pWAxVUazQk4HE+9cZzpCw8kmWmWL5DxUpjSYeImEZ6MIcno2PX5qG+PK81C2fDDbAmyO3LrFkEFEkhguUpIYOvyWBWYD429fZxo6ICREI1GOiziJ9fb00jaUSLDtCcraSGHK7FofLb2PDGK8TLIjPnVf0sMBcdL4KW8CswFRj6jjr5n6cudOqyiX4wzNXJYzSWkWq+35vNeKfwvdSNNJJ4NIsBQXSMf2Ne8AY+iwM5qdjbMwe61YXNUq0HvNWQeVS98FIM52JyfdvTt7EpIYEbKcxrW9fAkQGR8AWjJ92/YDK1VyBICnV/w2IsGQ84JYUFlnbtSi0QMP0PuCIcfizlM34Q7w0iPEedTdm7pIkEn8JF63LBZ01jHTTGfVXCsyYLSbTpnutowE73AUAEC/IUb7GoLj8cXvNs0PkWAImpbJdK1tqd/YMzsAAE8seTfKUec6kx2x+tiHT2niibFfpvfdI5slgO6T/YM1/HrZeWiPF445BwCw15Y45g87s3NSMFwQkql7reV2Pc5aF7mQ1+K/VrwGyl4FwSxputlqV/0ecl/6FpylPbDOOhvWsgVg/SWTaq8/WQGf329u+myQiOTWUKKj8Nlfghcz1H1pU/clZS0s2McsRW+pYbrVmG1BRAx2Vhpw4fSSDpLFJZxlfeA9WWQXxHfh7Osy1H05byFyiwGes2AtJ36ePeiC9+RhFcg8XBOr+VGrwIdi0r39xhNhvfEU8KIHUWuS6GmTsl+cSdSeDcBXLKdOzkT50uqLb/b5lRxuLoKdlbCOXYVgmqG/jzKGbGgxRh/KIpgBfvT4V+kLDQKG3vJEc0Ni7ugZaIAX4xIWX0Qdku7px9IbFo0VczmYY8NiUsl6qHE7fiHAAevolWYd1lFLUBzxIf3IGHmvDT24Jy1BYYVEz6k55I7OGNDJ5vWDeS7s9/1xypCccdIryyECGAdfOAJYFljWw7M3VGmMerKQIeAOKxmBpT0IIyIYZwsBmM3gDlvgeRcYmA/rqCWmZDd1II+j3gfwomu8L/U5LZwxQKrvmQxktQ5esGCPxNebjsIaD/bxK2CvWQFesiEjQZxBX1DZN/Bh5RjseVkUSk14I4kJKIzg9He/HQ3Or6KqhFKTnDINsBiT6F8Yl+8dRobkunyZSwp1qmyM5lbpLmMAyPSEcO0ITpsEAmeS1Nx9boBAEHLkvAA9PQ3z/XecuNuAo72PFeA5IXpPBHgPZeryA77atjT8uKN/j6FQIhDh5UM0hA3LFqhLCyfsftLsd5JT5jABCxL7d1PGphE4qNY80305NFxB77w6ZeJ8G/OGqnCtCKU+ethzBlXTxEf/X7NOl0em2zNZvjz248Mo5HwEgqMv3zCg8825KbPMvj09KRkNziRsJXvhOSR64UeWGbuFiQ7HTAKM95YasFQXpuNE8JzIcM7cHIE6243Q7zSxbO2MAY85L0B+wMf8BcStXDo8Q8d5xsnxPuntqX3I5fyU9pnrRrC4MNzbZDw93Q+AysSRz3BgvIATdv64YzlbdV9+4veaePbbDZMJY0zCHSDu3pLV9KBpc2G05foimGsoz0JzHDqOVPfla+XLIxNHFJRdc801OOWUU1AsFjE0NITzzz8fzz//fGoZKSWuuuoqjIyMIJvNYv369di6dav5fGpqCpdddhlWr16NXC6HJUuW4PLLLzeWTQCwc+dOXHTRRVi+fDmy2SxWrlyJz372sympi7liy5YtWLduHbLZLBYuXIjPfe5zHVy0v/u7v8MxxxyDbDaL1atX4+///u8PaxykIGkFACaTJKbrCL5/O+A4YI5jbiCl//EusL5eMG0arrsvSwWzPuuYdPodAHhfAcyzDUfNzqqsjh/GRsCqNJjMDDHXTnN/APBSDvA80y3AOIvLlzaPeXFuIqswvBiyXAVfcxz9nUsLWkpB/DApEsTchL8iU1kGriU1ANirF9D7HIBDfI38IN3o5OQ+9C2oY/eLMRBEqZc8GROdqrwQ76NuEjD7VGnjdXkulS+FBCK6iRMHTH1uWcSlSmjksYEB8AxgzSuQgO/I0P/H3pvH21GcZ8JPVW9nv6ukq33FQiw2GGEDXiQcA8Irg8fxkmRGGezBwxaseDwDTgK2B/jsj2Am2AP2GIRjjO1kWAI2ZuALIGKzSkZmFwjturq60t3O2ltVfX/U0t3nnCsgYSIm0avf/enec7qrq6u7q55+3+d9XvnQCW40wujCRHOPuJ7UjnPzGaK/tpITJfVE8zmQniKO+cosKamihXHV9TMlrqDrXwogFlKgtlXPFF+3LY7td6gM1lDx4bRwp+NITTjbAqIIvM4yY2jMteW5UyqvPSUgOUcCbUvAPuUckBxN9k3VUwWlJkO13QgVKClgldGp0uEuQUAsYRZzQIYWtaciTfTWxrgsLp6uLcgj0rWck2dLQVevmPKsqDbrNQ+eImJHtWQ61d4Ra6BoPN52OduuUFnXxRmSG0eoQJ7GKFRCFNo8ZWmOp0M5GIhRnye6KLs+j5ia0k06a5JxasoQDT+hMhpHpScpDi3YlJvvrdR4+Y+8hKGTfQwUWwhjq7smWpv3khAJhIPYBuME5XxnFqxpP5WprLNbGy0XU1N5M67pdv2WYzTrdBmmxCOVbZuesNqMT4/T2YcgFRbUc+C2+zuTQ3T4UggCb0CCqR0nnDHtOWkqSnpctNiylneLU7VIU/ReOJR3lFlqtg5T9iV5a36O2JuzwwrKNmzYgAsvvBBPPPEEHnzwQcRxbOQttH3729822Y1PP/00hoaGcMYZZ6BWk28Tw8PDGB4exrXXXovnnnsOt956K+6//36cd955po2XX34ZnHN8//vfxwsvvIDvfOc7uOmmm3D55Zcfsn/VahVnnHEG5syZg6effho33HADrr32Wlx33XVmmxtvvBGXXXYZrrzySrzwwgv4+te/jgsvvBD33tv5JnVIUxN38bIfAYCUEvBsCUzSmZVRKOsE6ow+Ry1MqQw+EbY6gBSvtWQJnZaPyWrehMyI58qwUwyZ8QhJoDehGy1pMSPlUrIpEAQQfqNT2V2V1tFGLHWLjexGvGc8AVqcJ0R/VYydhUlWKHW4BC757CRZ/MbPkhR4z4WVGhp3QS4pP8ViVFYlxcu3v+toqZJPaKbPabHUWbNrWTmLcgJ09blxRqTciGNjIlJ948n3oinV+A3AVUR/4UfyuFoSI2YglCDcXjMyKADAd+wCbAsiPsQLQ9u1FdW6LJnUZhoUj40VwSIqEz1UxiN/ZrPMBFXXo1gOMHOhzIbVUiWgBEtOTkLIrV9vO3Th8CACWlIvTfixHI+Yg5YsWTrnf/13ybnjAvVqLkPWBudZiYw20x6ybqWWABlWarRcI4lxyujT5rtunBwGYkCdIWTHEryYv9X/rcgGiyioLTIaUtQSKJUDIyExsa/QLogPNtYwz0M6i1WHMg/8fcuUvmovQP7Ckndmz1H1R4f6tAcwZ2dDydTOkuR1EgShAgUvwpzTJEAhhV75v3rWdfZiOqzH6sCOX5cMUNDAJx3ipCl5h/RnhAi4dlKXU1+7NNHfSrGO0gkTFuXw8jHmMtlXWwG2XD7qKrCarvhxx4R6yVFZ6EKVeNKK+4DMvkwXcW8n/actl4tQb3omS922ORZt7iyzZDiAan7hnBieKLGJ1NCblzNeWh1yb7zOKnwk+/Jflx1WUHb//fdj7dq1OPbYY/Gud70L69evx65du7Bp0yYA0kt2/fXX42tf+xrOPfdcHHfccfjRj36EZrOJ22+/HQBw3HHH4Y477sDHP/5xLF26FB/60Idw1VVX4d5770WsMhPXrFmD9evX48wzz8SSJUvwiU98Al/5yldeV7biJz/5CXzfx6233orjjjsO5557Li6//HJcd911xlv24x//GOeffz4+85nPYMmSJfjsZz+L8847D9/61rf+0eMiWjVZkNy2pGcrBbiCv/17wPOS7MYD+zv2J24e0W4JWrUXRwMfOA5mz6/CStXhMxIAWkpBle4x2Zd29jbhB2vSU9YmmmvSyKNYct7SGl79M2SGoC4f5LeAXF6W4VFvlgaQEYHcgsSrl+bHNa7590mbyiN3YGsRIggQj/rJuQzORbT1IBYdn4AKsLiDu5QGBjpjTJs4qEI0mg8XRcmiywUqVttkGUVZ70/6OHkPxCYoXPp9+YHjgDgWvKP7IeqJR4ye/B6gFQAsmlanzJwDF0ArAD16udFzs7okyA0MNECoQN8dj4AOFKQHa/7cRJ5E2fC2nmyFCCaBIz84BcEJtj/TJ0Org27X8l6IOUhvRcmEELM4afV/59/+idyuS4Zrt8oUyekm3Jx0mSMtYdAQdmZRZalFf3CwkZE60GZBoFwKMP+o5P6wPN5VoBaQnreole2jEFClpeTx+mY3U3UzCWq+h2gkgqi1sHLP3ea5Snt0+o6Jke9TZXlCqTsWpeQ9ln0g8fjXYkdmV2rCvwKgEbMyvLHRkbL0tin5Du0BdhwpYqu5j3SO1PHiTNIVmjV5D1VbyYuQVQIWrqya8dVA9aXRAbNNe9khIaQnMWfHCGMLcWzBtWS1A85JpiC5vlYr99zd4an2m47RKXMHVdZkTBFxCurSJImFUXBGUB2Xz+9HHHlN+b5X8QgtmTA2tXgm+zKt/+UH03O5nplIXu78cWvae0SXNNtyj6JsUIHo4DbZx0kBLxdjclOKO6z64orsPXEogPjPaUd0yg6Pva04ZTrk2N8vY/jbt2/HyMgIzjzzTLON53lYtWoVHnvssUO2U6lUYB8izX5qasocZzp7/PHHsWrVKnheMkmdddZZGB4exo4dOwDIAuPtFQTy+TyeeuopRNEbf8Op/0NSksmU19FE85ZvwnfROIcYm+gkn7eZM78ssy+NdAaXXqsoQti0DsWrNt/FjEpiumNnQrZsMpThR84zoGbjvHPwyq8KxjMgGknI4IUvPgTao8KeQOLhEwIiYkrcFIboL0IuvYKQgFJnX2lPohwX2f6KV+8DpqbgzMqjekAR4f0G3Hcvwo7nZPgy1xtLEOhkJTHST8Cyn/xBZhx0SFiH8YzHkgtAcNSZg8J/WZ/swGQtSdEGduRY+BChQOO//SE22gEgOFgtBK82EW9PAesxWcZL1A52DV/ebLvS66bFYykx4FjEXNUfTcKXWkWdM4KJT61GvLcmi9APzpDASgGn4mAoAY/ylHmO5K6JWCA+kHgYjEc26gKsAIhqTSUhGIQth0Z7gSgA20Kp4me9uZb9urNRO6dMG0eW6K8tDi0cPDhN3Udl6fA2j+i0iQSuzRCHNCNOG8dWR6hJ/73ghCmUc4HsHJV6WNs2pY6l+suqHLtf7YMAQaE3BAMxYUQWUYSjKc8cRAYQ6LHIuxFyrhSLbQcMmaoEgY2cG6P35w/LPgzLUltuIUYtTsK9aX4YqwNWvwvGKVybmdBmK/VCNutEP5MAwQXBcdt+YTxjts0QxLbxpqXFY7WnLK3rB0ivmuZoAUA0LsOz6fCplvrgnMCrJIkK/xDIcSYzFuCdgcziBJARjwWSsdL8WQBdC5If5dZw8t67AAC5XjlXdQtfTlYlKEx75MyY6MSqiRwYpyh6oel/TLLn1aqn6BXTAMB/DnszGZaH+jlib87eNqBMCIF169bh/e9/v9Eh04r77XUuZ82aNa0a/9jYGL75zW/i/PPPn/ZYr732Gm644YZpi4ZrGxkZ6XrsdN/OOuss/PCHP8SmTZsghMDGjRtxyy23IIoiHDzYmZUUBAGq1Wrmp9kC8stS2kBXX4qp39TQeNEH37MffGTCgJLcsRXwkXGpFQWAv7YTAMB2H+g4VjRFENcl14UdrCEe88FHJjA1mUfcUmGscfkWHKWAmgjlROXaDPHeKsRUE9Fw8jZszy5BjO4Hdr6C+g6CeDw22ZeLT5wAn6gjrgNsrIlwbzJBvfrXPviLL8rjvrQF/JnN0ruVd2UWJyNSuVu/le/ZBz5Wg5hoGAmPyc+cbrwlfO8B+JMW9q9ejfiVPQi2t5JJ7OA+tH69DTNmyoGqjXgAY4h3TaD1UhIejw4mE7/Y9Qri3ck1Y7slQIqelyLEYmwSLCLgzRh8qoV9lmPGGQCiVw6ANznEzj0mLMpe3YXWQRtswpcZqVyAA4hfG0E0ysDGAwS7InN+fNsO8FoL/OH7wF/7bdIXXwrenqfCmuLgGFCty/HZsQN8ogk21kRUowilSgrifXV4mpju24gmBbgvwA40sPVPHwffe8AIf47vlguWCGJg+8vymLv2g4dAay8B0+GwKEI4HCIensATM0/O3G/NVyPw4VHwvQcQj8rySqLmg/uSpM12PY9wlIMdaGD91EyEw6nw0cgo/J3d9Z+Cho2YUTBViFtbo+WixhzkwFCfkM9PLhchEhRPD600YUs/leWWLvacJrS7NkMcUEQxzcg5aLMtqYcWpjI1g8jC+MGiCfc9tG2uCWERm6AVOqjvd8HGVGmnSsI10pIY23+nAAQEamOeyazUiv67tiRArj37MmYUhAiMt3KmWDrnBDtYEROjRYSxlal9qT1DYx9fJcecy5c+FlFQiK7Zly8/NwNTmxn80M4Ar30pj/BTD83KSGJoC5UHb6Kel9px6rxfQPKyMTqNh5RxgonJvClIHlSVdzCmaAkb2x6rGLFZLggaByTvVgDYosZJjGxDv+OjUvZN9mg601akwtSME1N/czrjSg9N8MSrmDZ9b61TReg5J+Djsig6iEAY2GgGDmIu7zHd/zELZk6r5IOMFAoXZFr9tCP2L9PeNqDsoosuwrPPPouf/vSnHd+1i7UKITo+AyQH7KMf/SiOOeYYXHHFFV2PMzw8jDVr1uDTn/40vvCFL5jPjz32WJRKJZRKJZx9dlJsttux05//+Z//Oc4++2yccsopcBwHn/zkJ434rdUlxHPNNdegp6cn8/Pfd+5GPJq8nU49XofXy8BjAt4IwBtRIl451gRvhAZUiYYPUR8HG88SWUUrRBxQxC2pScarMXhTgDci9PS2jCSGaEVSzT0mJtQZNWQ4gHEKVuWI97cyopuiEUCMHoQY2Y84sBDVCOIxCdriOhDvbxqFdQ1YAGDxh5qGP8VHJxHvPIC4KpMatLRF3FKLSJ2Dj0yANyLEY35y/ikOWLy/JY/fouD1CCwECr3Kk+O30Byx4anyO5wRgHOwyTb18xRtbO/XH5OcMGVamkTz93jNB4uo7Fs9wtG0jsk/+JCRCwkPcoQTBHyshmhc8WgOtFAbzyGe5IgaFNELw3hP7MHfIQu5e+9ZIq9RSMEP7gYcB2x/A/zAODCWeND09Zb9CMBHJ8HHpxDtkwtcfDAEm2RgETGabtG4QKPlIoosE1aLpghYNcaS/9gPNuEjGlVv6wp0xQdDNO98Uh6nGiKqSS6V/p5P1BE3CKKRKMPbAiSvJ95bBZsK5H0wGSM+GILXpU4Z7R2CP2UjHOX4g9y4KYwNSG9w1Oo+HU1W81LsEwTtZO4ijUFJ4oljSsMriC2MhdJDkvZ+aMCRDnECUuqindOVNkIln1CDnCRcmFWgZ22hpzikiJX+Wtwmp5FPVQcQkOWQPCILlRfAMmHEpH2KFixwIZXihSAZRX8uCAJCEERWVjRXyHCfH9odAroAwEGMZ+vgZOJResXOYfJgwQDibnrbLdLpYXztuLOScxMEcUq7rJUqwZ1rc3zGnGa8Q1tcXSyeq6QMgkhdu/R2QUvqy3FBsE/IuSi6U/J6a/Wc6V+6HJS+VpQICfo5RYt3j668dJSUNQGRSSvtHlJ9ngCwK0xC4rRf6pI5FTkHtWIbTWGhHiVAK33XjTXyh02XrN2OZF8eHntbgLKLL74Y99xzDx5++GHMmzfPfD40JCUB2r1io6OjHR6sWq2GNWvWoFQq4a677oLThZA8PDyM008/Haeeeip+8IMfZL677777sHnzZmzevBk//OEPzfG7HRtIPGb5fB633HILms0mduzYgV27dmHRokUol8sYHBxEu1122WWYmprK/Hx56Ty4x8htG1f9O8z4yf8Du99CeWUR9rK5sI+ZB7eghAa3CjjHLDASFdaiOSClfjiL+jLHob1F5GcyuD0cbimGPbcEZ8iFNacHY2NFOKo9OliG7TG4pdjwpQpLqSmu6x3TD3t+GfmlKZd6XwGkrwdk0SL0roiRm09hD8gFMLfIgbOwB14vg1V2UTwmCe1uf6hgiOL2ycfBXX0S3JkU9tHz4OQ47LyA26fOq0RhLZsHe0E/7Lll5HvkAuYsrJjJ2Op3ke8L4VUYnGPnwsoli3Pr7scRh1QWwIaUG4Btw52fh7cgORerN/l94aM3wnlHUgTdeedCue/xquj73EEpwTHowJ5dxv4oD3tBH9weFUY6tozcXALrXUfBVmDPmpFH3+wmcit64A1w2Ev6wQEUT+oFoQAfnUDlfb2wXQ46OB/0qGWwF/XB+sS/AVmWEL31Mf4LmrAGirCWzgOplOC+YwBkwQI4C8twFxbgVRgKQ3LRyx8lwymuF6M84MPpJcgvtuAu7cG2H4zDWTSA3AoZKu+bJcGdPdODMyeHmFE4K+bA7eMovW/AZDXSmX3IzafIHduLdiutsOEcNQvO8tnw5tmw+23YQznQkgUnx8Ae+zuUFzLkj8rjJ34/ikuT6YfOGkR+sLunbMbMOmJOYUF0raVIINA3W/Y/8G2UaISiF2F2sZEpcg0AffMk0E5rfemF2skz5NzYZFamQ6VRZMHLxUZY1bY4cm4M20qKSZ+YnzD1FHdvKsNzYsx4L4MzJBfZdIFxSgT80MbiEyfMOQhOYEGY4w/2dtZhtChHERKIzizJczZZpkreYwaLUSqEcFMisDbh8HIRLCqQP0rxD+dJqRfBCRzCUSiqMkWp8OVHFu3FnOOqKHoRyiXfhNlOFUlm8ruGDpiC5NomJvPw7BgWFajkAziEw7FlZutSkoC+ClcvBTrUqSo3AFIKoqwuQW6WPDfbZshDid+q8J9FBXLFSEpaEIGThHz4nFPeBUDWQNXJEel37Ixkhc3gWolOXNq2hGWZHU4EIAj8poNyf2dijX5GPuctznwuhIxY5AoR8rYE3gU7MvfXjDgBmAPFlpH1Odx2hFN2eOywl1m66KKLcOedd+Khhx7C4sXZm3nx4sUYGhrCgw8mmS5hGGLDhg047bTTzGfVahVnnnkmXNfFPffc08HxAoC9e/di9erVePe7343169eDtpHUFy5ciGXLlmHZsmWmRNKpp56KRx99NCOd8cADD2DOnDmmhJM2x3Ewb948WJaFn/3sZ/jYxz7WcQxAcuIqlUrmx0XyBl382l+D7XlR1gtUhGhCacJBiSSPiCvS8LQEac1r0iHJVig5PLyNl6O24xE1IVGtME+IkBl1YZwRCxXNUIKrZkOKy6ZqO+qMOy1QyVOiuItOqyUE8VweYLHkPyl+EgsIeJjIDYgoAh+rAX4S3iNeAqLig0FCvA9CWCVi9Mzy/+Y0DL7PzhQkR74oSxSls/5S3DzRqoHXUvwppehP+nvkB1Ekx58LiDDGiGN1cKu4z4EgNOdv2gpjWW6pUkIvE4ZPRWf2gZQTQr+YlBUUNJ8uaVj+97WoV46huidFEAF+C7zmy+xaDuROnK3GTyVKcFl2iPsCIuTgjQBL/jCPeHgCW+5UiunacxpLBXc9psSWiR3GMxBFMizpd/IlRcyBvCcTIlxLaqBxAZqzEIcWrNM+ib47HkH5pvtxhh9kOWUxm7boveAEns06+FKayJ5+yhinRvk/Up6pkCfPSHWfnBs8khzblO1SHhPt0TGinyrsFkWJarxun5AkOy4NuuYsr8pthiNw5X0tzkrGjAsZLjPJNZAhYj/Ft5ou05SDgAtgspkDIZJQrz2hQkitq3wpNFmH2gLfkUKrI0pc9dGfyfOmAjmrc3y12f229AimCpU/ThIXc+/yuMNTprW1hJAeKUtJdrSDai2JYVNu5iUNcqnFUVKXqbVPeumiyEKMrOq9LBROzblqIMf3DuMRWkK97pnwpbl+nCJmFCv33C0rJBwidGkhm8FbHvCN5EjadDbvI0ImCKVV+u2SvI/2xfLZasaOAWJ1Crx7999h5Z67Zfml5uGRwGi3I5yyw2OHFZRdeOGFuO2223D77bejXC5jZGQEIyMjaKlC1IQQXHrppbj66qtx11134fnnn8fatWtRKBTw+c9/HoD0kGkZjZtvvhnVatW0wxTgGB4exurVqzF//nxce+21OHDggNnmUPb5z38enudh7dq1eP7553HXXXfh6quvxrp160z48pVXXsFtt92GV199FU899RQ++9nP4vnnn8fVV1/95gajXeYg0qAqe1sXZ8cZ+Qtt7bpRZsFrv8KCd6h/A3Jipromemq+aSdsA9kCxF0TDlSfSSkbfiE5C6RfZW3ZtilqLnltAHUS4m26nbTqfLtRV2VtEgpasjE+ot7Cc3lYS+Zi9nypn2YU6dvOJS2PUbvgkmxNvXbgoc/LpgAXeEcs35bTMggiRiaRwOiq6eMEIeqWrA1KcwRk6bKshEhOAaI2QK+7/gfB81LxPwgBoRItGINzwjLAlov8S7d0vsWziMKq0KQIeCEPmp9+8rctLhM8Ytn3sbEiFh2bhGW61b40n2vgzeVLgJYHIZVBTHx6NapfPBN5O86ct5QB6d5kveqpGpXECG7KQ8n9fWEhqNsImSwQrhMCPCfu4ONMTGYzbAFkAEU3HS5AgrA08VxuK0VqI8VTatXdJHOOAkFswx60DKAmqeeKEgECZMj/hMiC5JoA3m7GIwZhho5xipBZmb4dgIs4tCQYUh4iIYjxhJmM7IXHmH1CZplxSIdNS8d5qL4IpZOW9GVJSgOv2xwwWk28YTp8bCRGpglqpUPC7ZabJT1o+oWtnQBPbY58PgTj1HDK6OwheAIolQJYbdv3FOUzsnHeOVIEWl3LbpaqIw8eE7SmHIxPdGZG6yzf+bSY6SMTBJGScZzvNUxygwZ6FoDfzv8kNs47BzblGU7fEfvXZ4c1eH3jjTcCkEXF07Z+/XrDy/rqV7+KVquFCy64ABMTE3jve9+LBx54AOWyDLts2rQJTz4pOTDLli3LtLN9+3YsWrQIDzzwALZu3YqtW7dmwqNAwhHrZj09PXjwwQdx4YUXYuXKlejr68O6deuwbt06sw1jDH/5l3+JLVu2wHEcnH766Xjsscc6PGmHMhYR6fEwH8Rg1QhWBWg+tA2FM44ynozcyfNAHCcp0NtQJZk6AAQH92FK7oiQgTcZLELhtxyUVCkSUQ/AYwoec1gKP+x4oQ/lkhRL5I1ALqwprpU1UIAYPQj0lAEO8FAoTllOCou6ocwCDBl4PZlg/B0RnOqkKhYcA/UGeFNIoj+TWmm8JcnLIhTS49SQml+cKc2h1DjxpgQrPCIQzRYQC/QMyIERYwfAxyawb3cFM6E4ZbYrvVBpQJFaUOIagT2RqiEaZMdUBKEcq2YMCmASDoDI1AUVrVBeF8YST+F4VXL6aiHiFoEIQpy35w7ULv04eCggdu8C230AcUgh6uPgO3fLPoY+xN7twDJJptfZW/eW3gHBGUgQSu9bI4BFKeAH4NUQLEiB56oCvYyAWkImIdQ57H4geGoHnLnJwmlpQJyuLRqEpgwVIHXkRMMHqwvQLsA+Golhv0Oev4g5RBhkSCVSP08Yr2swnDpWvTEtKIsZhefIDL5GI8XFIYkchS4SzThFLLSosTyn3lwCUruFhqSHaHoZAkKkfEYc0wzZXQiCILJNBQBAencAgLWU1h8XRv+PuskxuJDhsPlHTZgMUE3wdpzuoMzsCwIIgbpw0GNJAdx09qkjJAdQqGNwQcBA0Ki7KHgRogl1v+58ETjpHBACA2YBKZarbd8GoNgrVMFzYrxZ21LC0L/79QwpapyymZWG8Rzl7BitqPsLgKPm35BZyNlxAv4EMoT3cCwprxappIH01B02Ze1KQgRKKvIg6nWcKuqo1nJggoC2JYlkxpQTRF2SFQBghVNTXlGB3CyBsWEnkf9JmQbkUZt/KG/HRhh71C/ABVNJ03K7QJ2vNt9/e3jKjvDBDo8d9vBltx8NyADpLbvyyiuxb98++L6PDRs2mOxMQAK66drRwGjt2rXTbvN6dvzxx+PRRx+F7/vYt28frrjiigz5f8WKFXjmmWfQbDYxNTWFu+++G8uXL39T48AZMaRyAMDkQbC6kICGAnz/GLgmWo9XwfYdNIu0VmVPFyQHAMRcZgoxIlP9fS6fMsZkVpaaxEXEkt/b3ngJERB+LMFVyvmidcPExBSiKjI1DEUswOsRoDOb/KTN114eBEIl81GdNJIWbM+kHINIhmkpkQuZqDfBmwy0YJkJj+1LuCwsIIhbFCwkRr3eb8gJLXjouYwkB2cEaFQhmrEBK+3W/79uyYjJalAmDshwhPAjGYLxOUTIcb09hnhfLZW1yiRAbPnJ9YFMcRexqh8Zxdg47xyVlQiMrn8N8ahS0K9PgORz4NUIqE3K+qL6XEOC+N6bMBrlwA40wKeaELUWRMggmg1ZW5RnBUhFKLkyXBCEgYWoCnAfYNUYLzw+I+ON63lfZ5FlUWtJUK+8pYIRU4g8PU5mjGNIIF2TAJk3GVg9Bq8zCA5EN34dvAn0/uQhbGdFc48A8uWiPeSbtkbg4H0j/yvzmSbYO4Rj3+6K4lRx2IRjrJlQGNJAKi2qaj5jkgTPIhnSMhmLaX20iHZ4MAgRqFR8Iyg7Wi+YLNXdW3vhUC6zTbWKyGT2+Yo4zUhy2DZDE9brhq9CUDBQuGBwLIZY0Ex4bXOOwnEYGCfwY+2NEXAceS9Ae40m1H0tJJjV80BaPDbwHezbXTGARU+ZIykKxMKhyY7MRcdlMstQEDQiBzblSUFykcx1kZpLLZLwBYnixvmhjX3qtIK6rH2ZTl5Iy5MA8hmvcwevCsnF48OS/1suBahyx4SntVlUGHDFBZEZqtMQ/UsFOZeEKoGnXcIjbT8f3WjaNH2L5Rj32QEYkuxZQIIyLkhXoHc47Qin7PDY24Lo/6/deExlptovZfJB46ZfgYdAMMrBfIBPJoTfeHcNfKoFFknPSrxnHHx8OJN9yXY+Cx7EMvtScbFYk4PVBZjyBGnPiPRCyTdtq5RKxVaCkuGwXFRZK5lgopFAcouCEK0J11QHmLtoSi38XEpcNIJM9uWYcKVHCwBaPuLXRiBigBYd8JiCOtx4BAGYgti8ydBSYIvVeaJ/VBQI6rYBteFIjFhxa3Y/XUbz2bqRxJAdjxCOxCYzEgDiySy4SGdn6jGN9yiOSCOU/CxfhoffZ88AzSVZe2wylpmsI0mYjymNL96UGmJcjT+rRgjrFrbt60NcBaLQgpgaleDE5xA7dgCtrN4R37odMx3fACLBuMwWrTcAQhFXeUbZPK5DAXAKFlMJemMgrgK7aA4IYxz9ObW9EvrVwDxmVGZ5RgSj/6CuB5fgN5i0wKqdoCysW2D7J8D21xFPxsZDxFWlhpfWhwhVKaJhh2T6ykerRvag3WImBUOB7EKnvTZcyN+5IPBysclI1EWk04BBa1bFqXZ09l0c0kz2ZCasSQV4W2HvmFHEMTVelxqxM4Kk1Vg9G8rD9MuX52fOSwhiEgcAuWgXIAVeGSgmqp2hViCbOUoI8MGRv0U9co3kxDvCrJcJACIlrRAzitaE0ggcl/c1iySXTWdd6goAAPBUJPmUAlmJkLT5TSfD23s980VyzqECZfqJ1NmX+jpUlTfJyUmQyQVBRAiWnjqZzS6NLTBGUSQx6srlmp43y0R9lrqmJ+76u47PulmpmMythE6vHabbWVwe6vhOMAnsJ2MXFrLVKXrTcn1dsjqP2L8uOwLK3gamy3fw7TsByPBh1LTAIwoWULDx0LzFcl9IL0RMQEpS/FYc2Ik49RYuauMmLMcZQRxQiFC+rWnJB7+mauM1WVIfr571BNg2M+WX0nIFrCmlEUQjMO0DwMiuikwYqEICwoOh+Q4A3rNiGFDq9WzrHrBqLEN6QsoNaHDHBZGyHEEM1tSkX8XPSHvlNKGXSbHZNGdn9lFVWHmBA6OSkBzHFhAG4HGWA5a2nR/8T5n2zflOqnFRZZZELMHL6lYEVo0MkIzr8rx5I8p4rMoDAVgTUr5jVALN8ABQPZjD7Eo9kTdp1VQSBxBv2ZUAWMiFUychiFAmYIhmjLjKIVqB3JYjE8bS3jpqSd5THFAENRs8Ijj7vbvBg9hUU6j/RoqbaSAFAMKX3qPJFDjQgDCeJkGMjQcSgIYSjPGm/D+OKVb8hxzCpo2RD67GMUGEyE959WLeVQD2UKZ1utqtIWxMMtdoZ+3nXcocdOt7RE2iQLtNp7Ke1jprt6IVYf+OspFMOX1GInHCuQxvpnWzWETRTCf9eN09unHKU6+BUrpc0aRFjEew0lZ3Uheol53IPlvdwImWrGCcGrI8APSlgO7WWk8G5ALAyMG2OrKp35fQJElgQp2ur66VkRxp87z5NScTrt7+RA/qQRKCFKKznJZOWBmbKsiyWpFjQI9u/1AeL23VWs4AfMEImoGDqWj66z4ZZWvmxqkXihqx4OgapkrKpKpOdeO8cxDE1ttGEuMI0f/w2BFQ9jYwQgBwwPrE5zDxqdWmbAmLCAiVQpTGaJacLmKBdOFuAEB90pT7MXUidVm2trATdRP+zban+zLfCS7f8qO24mwa1JCiJ4tBa0Kr1v3RCQMlK1PPTn6owhXvWNA5Dm13Y7q8k16w00kI/rgFanN5DAqEU8mCk1teRGO/Yzxlts3At+0ASfH9ASCoJoug7zugNky9Oh16tWeqCbktvFtxQlNsGwCiplJ4p8h4/Cb2FUBd6YEYuHeD+bzUGxgpB3lADrZvPDNO2qgtIFohPl5/JQnzpcZL1wjtBh44S0rSOGqVtUo2eDUh2xtvnwKljBPwkGfGqr0KhGdnw2yOKnLPQ2S4bRoc6ixWQoGhQjNzbxCbdtV+0pbOSkxbN/0pQGYgao/SIDrjopMpBJ+udZn2guj7upwL0AycrgAwnbU3bGcLdnNBMO/EauJ1DtrLNKU5Zklbug+TXXTKhCCwNQ8LiThsOZeAr9/aofEiddM6M2WrVPmwZqMtGaKLh44QkSHLt1K/NwmFQBLqBYBZ/TUDtIAsY29TlAhd96nLtnr/36aO1XF4Q6zX12DxKVMopWQ4BE+8jqvQCwBY8QV5HgM98hkrOVHXihCvZ2lNMUzjJUvbSF16ytOCuoRKIE6ReDp1aDnNQYs4zQgcA/hH9fmtsCM6ZYfHDisou+aaa3DyySejXC5j5syZOOecc7Bly5bMNkIIXHnllZgzZw7y+TxWr16NF154wXw/Pj6Oiy++GMuXL0ehUMCCBQtwySWXmJJNALBjxw6cd955WLx4MfL5PJYuXYorrrgiI3UxnT333HNYtWoV8vk85s6di2984xsdXLTvfe97WLFiBfL5PJYvX46//uu/ftNjoeUASI6iPBAgbFqwHFl6iBSSzChiS5CmpR9owQYqA6BpZ0C+BOopZXEtL8EloLH7XVOSBYARRiU0SWNPm9b5ynzWTyGCGCSfg5OLjYaWOR6V/4uQm34CgNMLCCXzIcYmQHMUdl6YzNN0OEueXIq83IX8bHvcgAliU1iuQKlXLk50qB+CEzSmkkWJzJ9rvHHmEG2gUXCYenXarNn96txS14DKhZakyNu2JwEi7SuY8LA1I1ngOCOY+uMPY+Weu+EOAJEvvVfDu3qSgynAbS+Z09Ev2l/CvaV3gLqAUGR5Ectx8n+7X/UxOR+dzWrOnwpQh8MuClgzihCxMFm7GkRqYGxRAatkZ4Cy+c7hIBQI4qwnxy4K2LNLcOe4cAfU9jTpB1m2XIbGiOjgZ3GfmTFrN4sKOOD47fxPZkBTevFyvRi9BR+cEcm1ohxELXaTopOj1ZvKKtBtevm46wJY8z30VlpdPXnlNk+U5mMtXDEBSgTcxT2gloDnxJjzic6MPf3MUZLwtfR59ba1DagsSHVekjAu8NjsT2XkyJwPAAEAAElEQVS2eX/omvPQnrI0xs9V1HVTmoE621MXOO+rJB7aGez1MwHfVZ4wfdKgaXSiNO32s+3ku7q6p/Q5UCWdUcqFsKjA8jCbHAHI5ABCk0xMQN7bdhsw5+Oy/u/YlBz3mNOMZ7LdS+Za3RMsKl7qOug+kOnhxjH9C0x71T/+Y1hEwC4LEALkBAcXss32jFBziNcJpx6xf9l2WEHZhg0bcOGFF+KJJ57Agw8+iDiOjbyFtm9/+9u47rrr8N3vfhdPP/00hoaGcMYZZ6BWkw/c8PAwhoeHce211+K5557Drbfeivvvvx/nnXeeaePll18G5xzf//738cILL+A73/kObrrpJlx++eWH7F+1WsUZZ5yBOXPm4Omnn8YNN9yAa6+9Ftddd53Z5sYbb8Rll12GK6+8Ei+88AK+/vWv48ILL8S99977psbCKlA8cfaPgVjAznO4BYbcLCEXbJ7UvKMuhTWzkvzdkwexpeCnNjrnKAimeEecYP++svEQkaKHXC4C1Sn0VE4CggODi5Nx12BFcCUmm1owrT4PtJyDaPmwHNEZ8lNhNHsgl1nUo0mAas0vQmH1KMCkVgzOZObVoeq90dS6Rqj0Aum+On2J0raoNTFwSjYUQMoVWJ5Aak1APkXzWfLlBZn+0pyaHF3t+lNAg0tv5QjLyVAiJ1h0/ATsogxvkryb8ZTZKYkD7f0jLkFpZgDby07u9nLlQSy0FUfnxHjDAIAUbAmq9Omp69vhmVTGBTGCwcQGwu1TXQuL2yoDl3EC2DJrU9fyS3vKaJcIC7EB4log5ZzUr1OvyrlFLggRIAOzYXscpQ/MRq3udXhGp+s7IL0cfmxnQmx+aBsPjluIMdnMgVoCeYvBZxb6CvLGnOMl3shuLx5GakIdv5s0Qqvlmu/THrNcITIgak7MTFs7X+oDAdD4rdRCaAYO9tyVPCgaUNRT2l9eLkYBDDGjsMDRCDrBpEV5x6QdC5oJ5bkieQ66ecrsopo7jjtWbu/FcAhHuawSb1Kh9zxJQFna83M2S+aK4alSRvdN9yldaSB9ZftI0qdZ6oVMAyICeT38UGqjbXHlnrPnV0GJLAUVEYJtj1VQ91OZuJYwtT+3UHke+lmb2VfPhHcBqYum5xn9f7ealQBMqTJtlbIP+xCgzEpdocr69ZKOMUUQxRQFVYy9Gnim7JaV8iM6Xe696bh8/6dNvEX/jtibs8MKyu6//36sXbsWxx57LN71rndh/fr12LVrFzZt2gRAesmuv/56fO1rX8O5556L4447Dj/60Y/QbDZx++23AwCOO+443HHHHfj4xz+OpUuX4kMf+hCuuuoq3HvvvYhj+TCtWbMG69evx5lnnoklS5bgE5/4BL7yla/gzjvvPGT/fvKTn8D3fdx666047rjjcO655+Lyyy/HddddZ7xlP/7xj3H++efjM5/5DJYsWYLPfvazOO+88/Ctb33rDY+D5JRpECRAKBA2LeOFSYfxQAERxZLL9fQvOhZVAIDlyOLjAOY//feqDfUd55is5k02J3UlL4dQwJmZXWm5IEamwIAdvwHYVHq84oRYnibPm/OKsm+eu1/tM4Ks6RWe16PMR2bhTYVpDe8lFe2LWlQCTeWRiSaTMKcIIkw9E2Z5MiwGzSEjvSDC5Bhk4ZLuT4TKEm33xU90GXtZgoV2en1UuyLmMvsyFKjtz+HFLTNTneFGDFjUGyazFlDjr4RqO4rJEwp3aQXETrwtgNRw02ZZHLFvwXLlvfDC4zNkVmVbY9obaKU8rP3LA32YjvPJ7GsTc83SHkStUyZ2vSI/YAzft53soWOR8apm2iUCB6MccnZ2cdQhS5Fa1Gp1DwG3YBHRFdynsy/bs91kwevOfVyLwbZZ1/Bqo+4Z4F8WcccxvbmJQOz/9vu7nh8As8g3YRmvcDsfTFt62AgRKNiROV99/G4hQM+RBcXbwTCLKCJBUatJsJQm+vfmA7zjLAnAptPx8rvcDFbqqpS9EE2WzC39XZSYYk4xMNAwqvzlUgBCYDxl6ZccbZnsRpbw6OpCzicv/438W3vt0p6pYj5MogWqnYPj3YvXt48lZ9R4Fbtv39lXQoFiMURvzodDBCpeYAR/02ZTnvHmHU47Er48PPa24pTpkGN/v5y8tm/fjpGREZx55plmG8/zsGrVKjz22GOHbKdSqcC2pydMTk1NmeNMZ48//jhWrVoFz0ve7M466ywMDw9jx44dAGSB8fYKAvl8Hk899RSiaPoHt90MX4kD9f1uZmLMyDSo7QgF7JM/JhX520MMlm08ZYDMikx4SHTaN8KuCy2Vx9fgi+SKYAdaIK4NojxIPKJw+lNZa1xOZMTJTi6zZtek4jsAWJaU44hhBE01kDELWyrmEviJt0pbaZnKylITdnPcRX1CXgviOaZeprEoUiT97qe/978+2HUWMSHXFEgklGAp8w344KHsG2cEop3jB0g1fypAi64EAxQoDQY4/p0J+RuEgvT0yP61gg5vmf7bcPpsVa80ihC+Wu04L33NCZW8N31PiRg4+vgDRkYEyHpHkvOW4ecDL8oxpal7crrZVnAB+JH5PuNde9dq8/vvt2iWU+bSTrCp2xQEs7wWGm1aV2Esw/oWBCJ1f5RLAWzCUXKjrsR1DaDsLuCLEBj1fn1cQHqIptMOi1nCAaqRxJO36FgZvkw/u2cXD3bs34qzGc8FMAMC0l6uNNhLXykhJIG9mEteQNpZANraF3syP5HuSYfj0vfCvmYRr/xvCVamC6qleVKm7fbqC1Zyc74mEi/bfvXCaVOOsbGi4dVNVPMQAtilLnlhRpI9qbXNsvw/ZIrFA8CK/yj77apqBe19aq9TalHetcxSZp+QoN50OziM6f60WKc3VqjowXgrBwaCauAZwd/2O7GdU9btWEfsX669bUCZEALr1q3D+9//fqNDphX32+tczpo1a1o1/rGxMXzzm9/E+eefP+2xXnvtNdxwww340pe+dMg+jYyMdD12um9nnXUWfvjDH2LTpk0QQmDjxo245ZZbEEURDh7snISDIEC1Ws38hIJDxMB7f3AyiEsMAGnsIJg1u2Y8DYD0SPGJpgFJ8e4qhF/NSGKI0e2dJ8Nl9iUbayKOaRK+fB2Lm1KGIkNKDrkEKp6LsGW3kcH1giY9ZSzFCWnVHYMo+GQd8XgoExnc7GTazVOWPg9t/m4uuWucQMQCTo6h2KNEcVuhLIKtJso4tgDOETeIEdSV55Ico120URP94+EpdJhNEAliPG0soGBN6Snj4ykttQMtxKElM185gVDVCbRncWpvCtALDjF6QJY2msxmcBEKiIkpvRlEU5ao4m3ZqIITzBySoX1NsBdcSp4MPfoI4hZBXCOY2CNLINWeqGaOk05mMJmW+o1e63cpaY12Cw5A3puNCKwpEs9nXZXyeuYhCA7Uf3MAk9TOcrQoELW6ewgYJ6grVfhukgEMJON1iAVFPXRMmaX2xVduk/3MtjjClo0wtlLepjQIh5HEAJIFuFAIDdCr0iRcTnNSyX38JW9asFnJB1g0f8L8bdlc6pQpOYsolURwKNmGoh0jZsm9/rTLuuqx5dwYjBM0R5X8ye6Ev9sUlhnbdIH1dPgyDYJusRM37KKeasd4pvlZQpAMZNsXJ/e2LqOkMxRF6ly5IFgUqZByiWT6sGjlZGZMhAAKqu7oUaq2ppismeNrQWF9jlONXAd3K56mILmXT16u9QvRZHP6jN5XJ/cCUCW/WrWkj5zAV8XkARgO3Bh5HbHgw8QxO6JTdnjsbQPKLrroIjz77LP46U9/2vFduztYCNHVRVytVvHRj34UxxxzDK644oquxxkeHsaaNWvw6U9/Gl/4whfM58ceeyxKpRJKpRLOPvvsQx47/fmf//mf4+yzz8Ypp5wCx3HwyU9+0ojfWl3CW9dccw16enoyPzeObpdejor03C34b+9LFNZVaNMQ/TWnKX2vc56VxGjWMsrsADILZHsaP9VvkelyP3oCFiSj6g5ITwtxbYAnKuDt4UtCgPhgdsf+RS1Al1aaUvpdcRK+NO1rT0Wq9JQWikwvcMXjkjAsuEB+ZiKEi5hh5vvaSPxKjDWth5X2Li37yR9kZDXMNqnanvr4hMoJVnvKJCCC6Ys2TfS31BpWuVnWcRWMoDXpIFdOnTvnEC0lztoKs+FLIsyYIdUH6gIiCGEP2l15XnI7AT9wMPLB1WARBbEEZq9S/C+1SKW9aJlz5wSFsirPY2VBimNlDxgHFLzOEI/H0ksnSCZUxl98CZFvQXDg6Fy1DZSRQ0pi+MJC0YkyAEt7ELiAATJ6W4dyBAqUBXHnwEy2XWitOQYkWZDpRTsMrMy9x1MAtZvp8kn9K7qHIGNGMdnyEDRsc6w4tFAAk2K1oCh1CZEJQRCoQdXZl7XYQSNIdMqWx3ZGw0v2N/ESmrlDASvGKZqku7zILpVBlPYgAsCkSPq2pdqbCSEDcsyDlHZZIxW+XGL3mt/1JT9lOKGSSJ0ydS10puK+pMxTRAi2Pd3XkX0ZhhYmuYO52lXYNv/WI8fcPzblOHnvXZnvI979WjZqnbw8/xC6bEVXjpljMWx8zzcMLGGcok7TQsby94pIjtuK7Q5JjMPHKXtrfo7Ym7O3BSi7+OKLcc899+Dhhx/OlEEaGpIifO1esdHR0Q4PVq1Ww5o1a1AqlXDXXXfBcTpJssPDwzj99NNx6qmn4gc/+EHmu/vuuw+bN2/G5s2b8cMf/tAcv9uxgcRjls/nccstt6DZbGLHjh3YtWsXFi1ahHK5jMHBwY4+XHbZZZiamsr8XDC0CKBAfNfdMhsynzDRCZG8L12+hbqQGW2WgH/lRVL6IlfMZl8KbiQxtPGIwHIBe6jtDc9OhWv8zjc2YgkQN8mMjJ/+hSxQHMaG/0RtkQlfEppw0NKL8iOb5xlelExQ0CFRS3m89DnLLMF0HUqtmt6aSIV7lNdJCBhAqSfQ137poPpsnFlISKUCYgnkBxPkEdWSDlpHvRdAIomhkyesfrl40ZyVOZ9/yCdyIqawNCeyEHe70YQXt3HeObDyAtXJHJ7fkeKUUWrGtD30SyiSdtWxWD1OQpQpb2M3PpFFZaaqnWOgNnDrLwfBq1EHv0i3xzjpCCnq33X2ZdQWNs/1MxBX1vSkNqR8AE3aPPfWpLD534pKRz/TIfu02RZHjjAjIaAtVKVvKAFyqWzOIomltIAzfSiqt0sM2/U6OWHa8sUoSX5pE5XVVuHMAMWlp04CQKaixe8mB8zvlAj0FXzYrsp+VhmpTVgGOHhd+s8FAU1lXzoWM6FBzSnbZrOOsU1nXxq+o7p+ts3RIxhyqrB6byr7cjlNvFrpkeklyfzaj9BkX2ob7E1ClIQIFFPhyxaS3/NdvOGEAJ7iD+5McTOFSKoz6PHVxpVAby+NoB9pXeVE1hQVKDlRxtPann2Zt7vfL64XG0V/bbMr9Y7t9FzTCOWLVcQsHP+ploGrFuVGzgQAQuXdXZF6dy25UUZQ+HDaEU/Z4bHDCsqEELjoootw55134qGHHsLixYsz3y9evBhDQ0N48MEHzWdhGGLDhg047bTTzGfVahVnnnkmXNfFPffc08HxAoC9e/di9erVePe7343169eDthV8XrhwIZYtW4Zly5Zh7ty5AIBTTz0Vjz76aEY644EHHsCcOXM6als6joN58+bBsiz87Gc/w8c+9rGOYwCSE1epVDI/HqWgLmCfdBxowQKdvwJOgaG4RMosgCYLLS0Q0KLMBMtd+V3Ys8sgTh52b7Jg0XkrMsekDoeVVyApL9PltV4VoVKbSYYRO8Mz1AXsfhtuUU4U1vGng+Yd0L4SiOfC9libB0WYLEV70IWVyi6cAx8oFcxxrYoDy03CZBogmPCRY8EqZDPjNLcEAGg5ZzI2iU0QTlCUKnLyLBUDDHzz35q2bJsBlgVqw7QJALnZnYR8LYkhmjF+d8I60H4Jkg0/SCUWnKC0uMpHEzhFDrtT8SBpVnnKahecjZV77gZ1Zejr6Nlj3bfvKwGFvAGIgiPJvuQy+5IWLJnxmM+B5F0zThooGCkKIjPTLIdLor8LnBD5oL0u2nWXrAIwb8kkLCpAcxYsj+PgQcUpeh2iP3UBe24FVr+beUmw+yX3665LZsMtMNh5gU/EjSwI46IjE1VbqRh09Rq5NjMASYeYtLctvcAeipSdNl0DUq+bac8Ri2nCa0Ryj7pesoCWRWyyKnc82QMCwColRP+TZ41mjsc5QWEgmVuiSHrKDqXqblEOq0t5uDSn6/jQQj6f9VKnsY8B2g0ZWstXQkwRC81UJmi7EZL1hf1g+Dfm96VLxjo4eoFvG6BWC9xpsy81P+yJOefK4yDx5NkWN5mJlsczL1jbn+jJHM+yuAm7LldcSS0eWy4FqAkbMc9WbNB8vteDDVZqfqO2BL7bq5WO7bSHa25Zgm/PiZG78rvymnnyuexHci/WfDkOW1NJMZ4Td3gsj3DK/nXZYQVlF154IW677TbcfvvtKJfLGBkZwcjICFqqvAwhBJdeeimuvvpq3HXXXXj++eexdu1aFAoFfP7znwcgPWRaRuPmm29GtVo17TAmb+bh4WGsXr0a8+fPx7XXXosDBw6YbQ5ln//85+F5HtauXYvnn38ed911F66++mqsW7fOhC9feeUV3HbbbXj11Vfx1FNP4bOf/Syef/55XH311W9+QHpl+JL0zMjINpBcWoSQJBIN+rNiD0ghtWD0zMR0JhqBTLn3UgADMLpipg2d/q+b1UAppxbokuJttIVJdHhVTyxpT8v8eZPmd94IjDfIGihIj6At0C3DjRYSorXmlmizHKUETwm8AW64cj1zfdD5K2RNu5fkAiLqdZm9mhaBTeOC8eHuBHbtZrCJyVQFJWgoYAlKlH6cGgOvy+KmnzTXxsZ55yD3gaPk231qUYdlm5CLCOSiqgEitQVgWfh8sEcdQy5AhAKwLISv1ZR+2vRLDI+Tfh59/AHQYqcsBbEJyqtmZhYvzVETjBjgTrucopTAEAAXprQSID2Mts1R+M+3ZMYio4Fmv/5UNJ2OFCD5Xr0FH4xRMBADbAptqviHEuKU2ZfJC1DaIxa0bFgpHqYGCEEree7SRbnnLJ2UtTh7EgAy8P7Eu0SpwJTv4bfPzzbHknIw3T1kadMjpcOXNuUoOaHpl4XODEtKUi87+jtFJahPeOgVMYol2UZaEPd3KHWMRbu99FrnfNMKk3Mte2EG0E2IzpCuzoy0KEcYWyjmQwhBsDBKXg4PJZXDGDVyJ0/nsic/NlVAmcSwU9mjMacGuL8eY6taTRT9eaxLPXXer/pes4h8hnXYMeY0I1KtFf17lGTLZTtvM98FUWeoPV279Z/TjmRfHh47rKDsxhtvxNTUFFavXo3Zs2ebn5///Odmm69+9au49NJLccEFF2DlypXYu3cvHnjgAZTLsozHpk2b8OSTT+K5557DsmXLMu3s3r0bgPRubd26FQ899BDmzZuX2eZQ1tPTgwcffBB79uzBypUrccEFF2DdunVYt26d2YYxhr/8y7/Eu971LpxxxhnwfR+PPfZYhyft9UxwgB7zftCCjdHf/wrCCWJKJXUsWDw16VoWhN8wYqIAIAQ34rHaZGUAgDdj9Pc1OxdjiswCYs6vKT1E6cLJPIiNGng7KBMcyaLbFoJr1R2QQl5O8DE32ZeaK5VOCpDnIc+fN1lKEiM1MSsekvawTG7zTBZebnkRdMZCOUQr3if7U1Zvt9Pc9bQ/K9hqgK7mtrVlXx60kt/T5y047wjFGWkRBaaCJ7dmiOOqIYjJmgQ8TufkTCol3O7NS8Y3FaK2+21ZR9TqXJDN+dlCgVKgOeZANMMOEroGrBYVSjKDGK9qWoy2G3mdUOXNs6mU59DhaEfyscJtT5lt/8Zu02GLp5++9fm0unDD0uB/splD3XdhQdZOtKhAM3BwMEjcdu2aU9psi3fokKU9FgPzG12J/ulFtB45hsuVfl6SnbIXhiIpyA0A1OKoCysDitpNqNqPQCIeG3MKSpOC3hyd1QOABEiaMQskOLJtjmqKY5fmyb0L9cw+3cwhvEMHzKLc6JTVgiyCT3vK9LkkVUHksRstNwOga8NuZ0g29QJi2xz1potJ3kXbTXFm0+Oa1inT1t/XvXZYMVX7UnAVJj6Ef81WoEz336YcliMQqexQ7dXU2ZffXPgHyb4WPyQA/ue0/xt0yhYtWgRCSObnv/7X/5rZZteuXfj4xz+OYrGIwcFBXHLJJR3C8W9EJH7Dhg046aSTkMvlsGTJEtx0003/R87psIcvu/1oojwgvWVXXnkl9u3bB9/3sWHDBpOdCQCrV6+eth0NjNauXTvtNq9nxx9/PB599FH4vo99+/bhiiuuyJD/V6xYgWeeeQbNZhNTU1O4++67sXz58kO02GkLf/v/GS+LCBkaUx6GHn0k8ehQklLmFyBFLyFFM9bhGSNu3khiDJ92uvpMfWcTWE5SPscAPjVBae0mQqWb3i4BvT992LTtDC4BzTuA40CEsQQfGY5N8gMgQz7vX9QC1MNA8g6IY4FHMhwrt02ux6yHN3SAOgCwKskt2/htzYAfrbDvFTtDVWzbJtWBGcbDo8OCadvynksyTwQbD7Byz90QUXYhF1wS9t8Tqslae9I44BYZStfcgaFHH8nsY7xYlGDlnrvBfYHBxQ14FWbGPP97/9G0RRwHxct+ZPYfevQR0FUfNW2V/+oXyv0BEMVDG/zfGzrOCQDe8dL9EEJlTfry2vS/R8qmtCcH6MSFE3f9nQT6RCBsZq9De6WA5AugeNXfAjFP7gMbiPa1SbBw4LzcZNtxp/cGtOs56fHSkhjttCRChPGUFfMhBr0kRTWaRtE9UxOyiwV1C0e/cp9pXwMcXdQakKWC9EK8cMUEuCCIx5Jj772/E3gOkNC0KYSUxNBWbXkol7JeJUKECfkBkrdkU44Tdt5jPjsUYACAONSkROV9djh6FXF/5Z67M0BzyckTGBiQL2B15qTa2Jv0QdAOSYyQWRmxWW0r99yNfbw7+Gm347ffC0fIfXJl+Qy6NsM5I0qjctsvMtt7DkO/FeIbO34CAHjHR1tYuefuTM3OtLVnNTYbLn5v/8+7bqttzmMPo1QK4E/35gNgwC13fDb71w/DtjhcytBUJcNso7OX2GTLOyQAPmKd9o1vfAP79u0zP3/2Z39mvmOM4aMf/SgajQZ+/etf42c/+xnuuOMO/Omf/qnZ5o2IxG/fvh0f+chH8IEPfADPPPMMLr/8clxyySW444473vLzeVsQ/f+12+6Tfw8AEP/kBoADfXObGP29VWjtUwT8ZpwqIiwz8wgREI1J8KkWeC3LSxLVgxA+g+3JxdHKSZ0swYFwOMaB0RKYKhROPNssoDyIzUJFiJy0WNv8GR3chmifItAW8+CMmCQASgRAEpV5EbGMR6U27ELU1L6ujXjMl3w01zZkeULlcQ+etSojPmsKsjfTmZAk81ZPLY5mVaKu/Q8x8OFXZQhpyUlyA7+JuC7HwvDGUiv68qf+KpN9afV7iA5uA9uvSL0aHHOg9qU12E09kKIHXUSc+zK8Ubv04xj54OrsNdG4LpJjTGzgwLYiNj0724y5/9TfgihviogiNH/wZbP/gTNWAVyOB3Upapd8TALRWHrmRMhx8OxVndpsAF477iwAgJ1j4JHcp/5896xAYhMIP8IzCz4JwQWoDXglpRGVFt3t4nCKJtV3qmamAWauzMJ89oNXqzEHnp3qz4Ag4tmdZbaUNVsya06HuLoVkU7LmYSc4mCQQyNw0Gi5mVBst1CQ9pj4DUdmO09TkHzL0Wd37JO2e4c+Z3hNO1/qg4AsPK9fNuasSgaNcwKL8oxnR3BiiP51YsGzWfd6mykARIlANXKxeeEnkrZBOjzYXEhJjFIhNN+RHsnLYhFFBIpmw8XGeedkwqfbnu7D2FgRlAgULQncNi/8BN45dGqmP90kMfSTSpFkX26cdw5mp8pyhO3Z7er/nCufE199v3dHj+Ga/XLW5wAgU15KCFmKjQuCdYs+K4/bW8TGeeeYQuYC2fB1+zWs+y7+ftZnTD/1fZYrRkY4d9/7T0e1lsNSu5Por81Wy2o6fKnng3HmwlFn2S7BA0yfbHA47K0KX3aTgQqC7vPPP8bK5TKGhobMT6mUcH8eeOABvPjii7jttttw4okn4sMf/jD+8i//Ev/zf/5PVKtVAG9MJP6mm27CggULcP3112PFihX4whe+gP/wH/4Drr322rfsPLQdAWVvA5OyFwAfr0FwgdaEA3/Kll4ARiC4SCbSHIVoKIX1Yq9sgFDEk8nDTCqDaO3swr/hMMXF2+UbBEeGU2Z2iYH9p6/qaId4LtoLoVMqpISGkoeID4aZWpNXT/VCKJmHeG/CU9LhS8ETjwELYaoSpDPYWDMJdXBGwBkFj+UYEZIQr22Xg+97FQDwuxPWyfRzwTNePCALLtKaQgBS9SU1F0clFbiQXiYIiEYAETKpUxZK5XEjXQGpU6aNUED4cmFjdZnRty3ND4xCI1SLIIIYGwcAvGvzdfJ6+c1Mf8z1imJYAzmAI+MFTXTKZFiIUBkiFhz4xDYGNpmEL3VGHvc5RKC8jVxIcV9dfshNtdsl2hgpj1o8HmfAPKvL/Y/+HEHYlJptT3s8AxxEEE8rLwHI0GW7xyO9wKZlA3xYKFuJxzQtidHOMZOnqeQtYoqIWejmQA9atgk3pe1JRVAHZEFybTo7sDbqTQs2GadoKokEi0g+ZYnIMkslocrx1KbXwwphdWQ2AoBP0RECpUQS0Tkj8JsSDNzx1Z0AlFccMGWd0p6yLbx7DcupKMmu5ECHJEbIrEyZpUz/ROfn2qumW9EllA6orlTK0uPIVfh28SlTmQQOwYm5bqf76gUupRdYEzZsyjP3iR6jFrMyf2vT3tawaSfF4m2BUiHsEDJO20TcMOf06LGXyeQFTsA4xQ3ulHl0dF8KqfvaoqLjpeBQiR//J+2tCl92k4G65ppr3rJ+futb38LAwABOOOEEXHXVVZnQ5OOPP47jjjsOc+Yk1JSzzjoLQRCYykFvRCT+8ccfz4jY6202btz4pkTi34gdAWVvF+OAs/Y/KhkCAssRZoFNZ0UKn2fy20XIgKDR0ZxdFIgDChYRMF+R0CmQm8FRKoSJhEPKm5WWoDDhUUEySQcAYPU74PvHICZrmYVVTzIiBvyaA1rKajtds2LUqMhbM/Iy09QRIK4lBU511QDNeYkYWDM7IVmpvtgeh+2q8jdcKH6ZbL93eQz7pI8AkKDGthkwNWlqgHaz5lcvzYA0LdpLC4p8H6ukAkVorzAO7jOwSflQ6lCgNZgNX+jalzxO6lcSGygMhDh38Z7MtqSodKHC7ELLAgq24X/LdkIhgZPmlDk24gMtKV3CEr0vHWZknEo5gboFy5Wevoc+UcgAKx2i5E3Je2Ncss55RFE/oPr0Oqzd/GBSW7NbIoB97u/LXwTBH5Gsp0H43csYpa3oZOUCYkbNKWiA1lP0UaERIk4z5HFt0wlx2haHZXNYlHeW1YEE+910ytJt12hKO03dt6XBwOw3vCGVjEMFOICVKiMz5hSNhgsukkW4PSlBZg9SxKkOCkHg2gzVIKX+L6bngPlhAi7P/QuZJRgGNjgSGYu0p2zcyp5vNztxRZIw1c3LyIEMcOxG9Nc1H3WvNedLX23bzmZfEkrQDLPASGsZblGh8Fd+JT1ypwzfaWpOaivmkwoIeQUep0skcQupwvcD2Xql3awWN017710r5wa3T2o6fq83e/8CwK94kpVbDzvBXjfx4/+brJsM1GWXXfaWtP0nf/In+NnPfoaHH34YF110Ea6//npccMEF5vtuAvB9fX1wXdck+r0RkfjptonjuKtI/D/FDisou+aaa3DyySejXC5j5syZOOecc7Bly5bMNkIIXHnllZgzZw7y+TxWr16NF154wXw/Pj6Oiy++GMuXL0ehUMCCBQtwySWXmJJNALBjxw6cd955WLx4MfL5PJYuXYorrriig+zXbr7vY+3atTj++ONh2zbOOeecrtv9UwmAghPQAgG756dALFCaHcIpMORmS3CWJu3n/uBMkLwLQoH4uYdAyx5IqS8jiQFI/S0dvgRgBGCtip2ZVDTBmtBslqc2p0/A7m9LGnAtSURXkhiZ8jupxcCeXc7wj17ZPGgApQhi0LIHaiceseFdPR2CogCk7pXy1rB6MvF7s1LhSyq5co0puThNvdqdo9QOGNLhyuINN3fdx5rTm5w3lO4WJfhFPplg7TyHVZKgiBRzpl9aPJZQ+ZYtVB1N6gK7tvRhdFcKwHFusi5pX6eHwjrzk6bPxHMgmkz2vxWYUKbtdoIKAHBsFcr2pO7c5rtLoBXb3B/5HgUsCwDJyYWB5ixQW5isQw0uqCOyuni6fyV1zr22GWO9TxxTiBc3wclJeZYfi+z5kYLdWS9UGaUCJTdCI3I6SgWpRNiMF0sIgt58AEcBJC8lKZAvyPNsl3CIGYVt865eCQp5XbsVTE9vvzxkhny+/Xd9sIhAYUWS4brgvGRSl2RxYHh/xXzW0+ODEsWJgwSIms8FKMI45XAEl0ARDLYlvT8VLwE6BS66evUAeR9ozUOy/HjZrs3RJN2fl4KhtYpDAjNdpkmDQVcVhU+bHqtc6lhum1syfQRCgCVGLieVgAJg22OVDIiyHA4/tDHJHSOJoe2x2Z/qKCDeaLlw2kDYdEA2/eLp75e/+6JzvHQfZ3v95jPvP18ri6hPEVgWx+hYySy6upzSvyEJJ7hbQfLDZW9V+LKrDJTXmVSm7corr+wg77f/bNy4EQDw5S9/GatWrcI73/lOfOELX8BNN92Em2++GWNjCaWnm9B8uwD964nEv9Ft3go7rKBsw4YNuPDCC/HEE0/gwQcfRBzHRt5C27e//W1cd911+O53v4unn34aQ0NDOOOMM1CryVDT8PAwhoeHce211+K5557Drbfeivvvvx/nnXeeaePll18G5xzf//738cILL+A73/kObrrpJlx++eWH7B9jDPl8Hpdccgk+/OEPd93mrSIA9v3tI3AvugoAUnUq5X+ZhIRmMjbi2Y0yizH0QfuSbDYRtuCUs5Ok4Im3LGOaWE6z2ZJRpMrNcIDXGWbPl/F34TckQX+8DjrUmQqvyd0AwCeyhLT7vVySwchFktVop5XlUzyjLjd7fTRBVPUd0itkQm+MmGoFB0ZL6jCpNlxPSUKkPIKpLgZXX9qVK6V5XqbYti3H6iO+BaqArJYCARI5i4xpD11bwe77RA8WHTuhxsGGteId8vtSZ3FkUpmpjk8STxkH4NoI9ktOnhBJUogGRhblkpPlJFyv69zAJHn87oR1BkTqsdHZl8QSGPigHFPtCeRdikMDCT9Pt5u+FwgReOGKrYY7uJlNZDlljpUF92/Q9P2tdcqmGgla1Av4RMqLZE0DVmxLluxinCTPTOreKfSFGZ0ybUIAS987CSBbkHzxifKaEosaTtnY/9pl9ouZVNA/9sOTqq/SU5cud8Q4xdhY531A1Y+rQNrJe+9CI5XhqJ/ids6U5FYBhT4l3bDk3ea7HpEICetSZQDwjtjP7K9tptdrfn/2pawHAZCZqNOFL9PW0vNPWwH5/r4mhAA8NfcVBw/9Ai04QW+lBRvAw7k27/o0YOuNrqXUEijmssefXeyMTmjL06y3S99PGtRHICjYkanVmXKeZUR3D7dxId6SnzdrF110EV566aVD/qST/dJ2yimnAAC2bt0KoLsA/MTEBKIoMp6vNyISP902tm1jYGAAb6VNX7H7n8Huv//+zN/r16/HzJkzsWnTJnzwgx+EEALXX389vva1r+HccyV340c/+hFmzZqF22+/Heeffz6OO+64DABaunQprrrqKvzhH/4h4jiGbdtYs2YN1qxZY7ZZsmQJtmzZghtvvPGQRL1isYgbb7wRAPCb3/wGk5OTHdukCYCAzMbcuHEjrr32WnzqU5/q2L6bUUtg8nOnY/NDgzjp3zgAYpP16H9wtXw70AtYLo/y9feiefoq1O56GYWjcyCFnoQHBJV9qSUYjHyCJl23veEpeQ1iA2zCB+ClviIgNgEtWej9mBTUJbkiwAVoOQdRq3VIMBidsi6K/hGEEjllIEVPLd4tgEs5gnlLJs1bqeUiE6bV7eXKMcikAECQn8lM2R7iWqAW6wj5ZBamOAKxSYajRlJeM+/y6xH8+z82f9uzlUaT5s7ZFIRyFH7vKLBte/E17MBvnB7QHDX8LifHM9IZph8FWQ1AhieFAT8+Ul4nNw++d1geMwhBehIvmpSz6OLNoDJT08oL0AKBVeMd3CwupEAwdSRHzKJAU8QQIeuQzxCxgL95PxjvU/ddkjWoAZb0lHW+z+nwtwi5ygqFKgWVGm9LJoLs8A+CWCnAQWlHX7pZuRRkyoTp7EstV9FXaaFW9xBEFmyLo+BFqEbJRe5WyokSoUBSVpLAcBcBVA/kOsjzlAg4NsdrT/ZiZVub25/pk4kyY77xHg98LpvxywTBS3/fA5vK0ByLZThWCICBqtBo5zVnkFpkIacIYwuPzf4UIkHNk8sgQWqz5aCSD4yoac6N0QychK6QywI+/bnmnAFAS9jIIykGri3gyXxTsaJMSSXZB4qIU+PNajAbBS8C4xaWkuS4rdSQptvnTOqBbfUUT7GlqBGpRytklmmfUIFqLYcYilOWWtn6epo4MNGdG/dGLH1Magv0VloYHq9Mv0PH/oqzGFGUciEaDQfN2IFHZd/rlsyY5UK+OKF1qNb+5dvg4GDXajhvxJ555hkAMHJXp556Kq666irs27fPfPbAAw/A8zycdNJJZpvLL78cYRjCdV2zTVok/tRTT8W9996bOdYDDzyAlStXdq0e9E+xtxWnTIcc+/ul+3f79u0YGRnJEOw8z8OqVavw2GOPHbKdSqUC254ec05NTZnj/FPsrSIAEpvi5P9kq4Vfesum/uj3JMmaJtlU0a82oP4VGcbiMQFyDojjGv0rbZp71Q6ODHleL048xRVqq31JicjIcgDSU2ZARxDKRIT2hY4mb6HphfZ+fyeIa0sBVteCCGNJ6M+lRDVt7UnK9qebtdfktJzu4adkAwvEJhkg1k5YT4czDdDVkhgqmUCJFaFAPcnJi1PFtxkxEhWZvvqqTqiSIQCXAGNZRJLxJylvFSUmKSLpmysBRjsHkEqPGW9KHmG3MAwhkpemyfp/v/9ZiFhkzle3qYucCyZDnrPfJwc6w6nqlhSiQ00uzYwrD9vCixzYNrUvI6UCSqblrHmqkLZDeUfd1nSbADBRzcsFz5EAfbrSTelsQcMPc7gScW3zMAHIl6IOzlu3cJ7+jBKBqpKQ0AkQbNvezLYUSbiunAsRhRZKhMF1GaamCScCMJpg0lMm4FrMiMPqsGi3/nFBUPBSpbWsNo+O+tz1uriLkbzgnLDzHvgsRbJPbfNDTx5zbk/NAKbevEpMUvu/JhJv0KyUPp1FE2+Zli7RoC3yrcwLVrexLyn5kA5PmdWpU5a2VhfpjnZr+MmkMVnNI291HyMAsNRApgvbuwMykaOeaievEhXi1Pk4OdY10eRwmHiLfv5P2eOPP47vfOc72Lx5M7Zv346/+Zu/wfnnn49PfOITWLBgAQDgzDPPxDHHHIM/+qM/wjPPPIO///u/x1e+8hV88YtfRKUigfUbEYn/0pe+hJ07d2LdunV46aWXcMstt+Dmm2/GV77ylbf8vN42oEwIgXXr1uH973+/cU1qd2E3gt10avxjY2P45je/ifPPP3/aY7322mu44YYb8KUvfemf3O83SwDslh4cgsmsyyeHQXIOqCuV66PRGCyganHUYUhJaocgGLz7ZsCPAEIznjIAZmE1mXMVCuISIzOhFytadIxb3SpnCaxhbIH7MptOHFDhmFxRai85NpBTemnaPU8SrxuhAtzPkqPvmZ8z2Yci5uC1wCjSG70xS4feCIhrm5JIGpTqsCwA0FwSEpACpcSUl9H6TrMXVlODwsFDjuBASkYj1+b96OIBivfKNohnS9X3/n6QnAMGDlL0YM8qqHOSE7BoBRkw4Ljy+upzlecjExMWcx+sKbch5cEMAKTzkzqw1BEg+TIqTii9bp4DWnQkqOrpgT1owSrRrrwsvTg4RY0cgd3veYcUC247XZI+fyoB7L7fuCiXAqmqXp6eC+Lv19myTHkvpYeQuvJ+8BxZdxMc+FXf+7PluezpPWUt30HMaYYbBmTLz4SBjd6Cb7aZbHmo+y5qdS8jIRGqwuXtBcltS3oYp1sQWUS7csrSHLcayRaTLlsR/H0CuV7WoTfGFfjTUhHNwIFtSw2rMLTQIxjGGl1qqEJ6yiik9EfMaEcZnoAQhIEtEwBaSoleJGWAIu11qibzk5bEAIBWPZkH+p0k61GP4uaFn0DAkzcin1mIRPbiban2mqzXiVYOBSs2xPa0eGzVSmdDEpNhO14rqHNVodwumbkVBfZMcoVqf3mbyPDB8WLXBIT2Qt/TicdWx7PXoVQIDV+xmzXU2ETMwtPH/2cwThGOETBGMcY8WOAZZ/pUCuyP7O2sCXu47O1e+9LzPPz85z/H6tWrccwxx+Av/uIv8MUvfhE//elPzTaWZeGXv/wlcrkc3ve+9+H3f//3cc4552QiZG9EJH7x4sW477778Mgjj+CEE07AN7/5TfzVX/3VG46GvRk7rOHLtF100UV49tln8etf/7rju24Eu258o2q1io9+9KM45phjcMUVV3Q9zvDwMNasWYNPf/rT+MIXvmA+P/bYY7Fzp0wR/8AHPoBf/epXb7jvb4YAeM011+DrX/965rMvz1mEv1iyCKWr/hTx7TejusdFvieC4NRMJoY3VY9Be4QBQoJxgFpg48mkz6dGwTQVRCSgScQC0UiInJuk6Zu+asZ0ylxbLa5Ap+J6FAOMSbCk+jh32WQyBpx0SGzEIYVo+AAciFZovmcjUxkuVNpYU2RKK9m93VduETFwRlDslxPi3E/KiXTfzgqMI1yIDJ8MQAcoSZdgMpIYYYoHB0AwBhFzXMnmghRDIIgQNwjsvExn543sAhyFlgF7UojWgogFZh7dQOMZNwGugoPOmQX8bi/4yDjokkVJXzggYlVKp8lACpEKBbdALAu8qYQou3gDCJULnuCSDya4FIQVQefbfuaaqWte7AnQqjvZserigNLe13icQcTSW6vvGxZRvOPeS3DgvGuQ62fYZzs4Ps1NI9Ro53Uzn1kdoEyT6jkImoGDkFkY6GniQJBHnsSoMQd9NECY6rhOckkXJNfhy8C3ETELrsrU089e0QshBLqS5ytl38hWDNsWdI0QLgh8ZqmXCQnAD2yIkc7LFYKYvoWcIooscCTSDCU3ymR3aouJDNnm1XdcEHiUGW9LROQ9F8YWSl6Y0WZjnJrrRCryyYjj6cd9Cy+ZouRpSZIeJwlBLpk/jld3Z8NNC716hufGBTEgqJskRhDb8Oy4wwM2R81T5aEAU1N58/2y901h15MyHBDGFnIkQhRb6CExfmz5OJWwzHnXhI0ij82Y6T5ZRJjsy70HKmh2eTPIADoiUG+6GZmVdpuMGoDbI3mCkGPu9AiI3QQBIXAFhYNEnqN9NNqTWQ6nJMbb2d797nfjiSeeeN3tFixYgF/84heH3EaLxB/KVq1ahd/+9rdvqo//GHtbeMouvvhi3HPPPXj44Ycxb17iHRgaGgKArgS7du9UrVbDmjVrUCqVcNddd3WN8w4PD+P000/Hqaeeih/84AeZ7+677z5s3rwZmzdvxg9/+MM33Pc3SwDslh584ZyFgE0gpkYBy4LtJhlH1BKZ0CRNZUjGf/c/QFRmJm3LnLQUT4lYQv7OZWjKKtHM27wGjsQGttyT9YJwQWAVpNdKa5KxXc/D6lfbOcrLpkDf7lf7zB1FqIBVcTLej8sni4kgLE/qAhJX6i1pErq2NBDUgC0cTXnKCqkFRvHuGuNyIXj5J11Qg2WBUAK3L/kunsxOPCRVHFgnT9gz1GDaljxfzkGLOXzPm5KacZalwszSA0krnZXJRdxW15MD+18s4XY7Z0KKsGwgLxc7OtiT7RcFiKv6QSHviZjJrEvfRzhGunr5AAno5h0tqQFWXoYsP7x7AiLmJnyZ9uwZjptNIWKg9yRHLkzpIe1yqPxMBWZi2QahBLRgm8SVe8641ZzL+eP/kD2/vDetJIZ+t2n3bHBFyqcQJpNtoppHkcjfBz0fOTdGL0m8yIda4GybZ7xOOtzWCFyMjRWNtEna6qlwaoknXhtKBFzKkZ+rjmtzzFiVPHe2xdFT8HHSO/cBkKKhhMhhTfMiM4BKh0bVYhlyipwbw49seE5swpcEiVesroBR+n1Ll81Kn3f6fNPhy2JKizCdgbkyNzfZ3+0Syk7x70jb4p6WxNDOx3Y5Ck+JqGpJDqdfejGpqmiw7bEsp0sImd04JWyUiNMxbmUSI5finBbzoeHBaW9l3o5R6BJDLxQTryA/hJaetryVgNHl54QQAKIpOR4FweGAI28lmbqDqbEamltFu/3fLolxxN6cHVZQJoTARRddhDvvvBMPPfQQFi9enPl+8eLFGBoawoMPPmg+C8MQGzZswGmnnWY+q1arOPPMM+G6Lu655x7kcp35+nv37sXq1avx7ne/G+vXrwdtq0O3cOFCLFu2DMuWLcPcuXM79p/OTj311Ez/gEMTALulBxc8kmTx5T0M/OFRyM2n6PnyGlmkO+8m4ca+PGg5D7sA2J+8ALRfTk7WUDJJ0Z6ZILaUP6CuWiBdGb6kJTkB2Xk1ERdcmRHnEhz9uU4iM7EJ7Fl5WAslQLYWHAdaKYAUcyClEnK9sezLQA4zh2qgOcAq2RJMOhasStLmTR+qw36HBN3WoiHQmb0SMFICyxUgljAZg7RkyfMuENCCBbcgJ+3ckhTJO5ZabpbHQUoeqCVQGpQT/rJVVcT/8DeYNU9m6VJLAFEEWnFgVZIJ22rj/3aTBSGlVPaew0H6B4BSAf8x7JWA0rXh9hNYJektIz3FjBSI4zLQki0J8hUJuqxeG4OL6vjqghF4y8vmusFvyfBkfw9QSLwRNAfDAaI5C7SnAFLOy3Cj4yA3W/LQ7Dw3xeapK0GIDilTFyY0vvlLS0GLLqibfQ5oyTYhXVopgLoAmwqkfpcKKdslwOrtvLc1oPYWeaA5mSRCyjlYJSkn8bH/cTxyvQxWr4V/GDgRdj61WOc9OOXpQJkCIW3cnzR4yeWU1AWV3L3efADPieGHdkZkVGtwtYcvAcDJxZLv2IWTN2/JZNckgRlDid7aXBaYPs1dNgmHctiL+kALEjTUfptwBDknmGrm4M6R/WjFNmyboUASFf/2wuRGdy0VY20GDnxmZUCQI5CR0jD7q+zSdtwRhRYccAPGdIgXAAaQAiQiKfS+0U/4cSO7K8i16YC1UuKqAjLRRAPWY2kyV7kmqiAy51guBSh4kVmgWJOrkG9yjLROmW1zNFouekiMlbF8Xpd/Qs4FOqORKI8oILN0dRH3dvHddotCC6VCAM9hyM2SwLcbU7HRkpPXLDvxh+au/C5syuEOCNg2Q4VGoETy2HRfqqlHcGRvJaPFdzjtrZLEOGJvzg4rKLvwwgtx22234fbbb0e5XMbIyAhGRkbQasnJixCCSy+9FFdffTXuuusuPP/881i7di0KhQI+//nPA5AeMi2jcfPNN6NarZp2mCJVDw8PY/Xq1Zg/fz6uvfZaHDhwwGzzevbiiy9i8+bNGB8fx9TUlPGmaXsrCICCA7Ap7OM/BFCK+Plt8HcrBj4RQBQnRH3XkqufvnKKVN7OKYvbqoAQl0KxgTsyFPVEl1bANt/lKHgjzLqwNFldg84OmQ31v2tnwoXNV5kRRSW2BdiW5GGpgtXtdRhBJSDjTWYSACr/84Gkb1phnwIg0mt2cI9EWe4JiwDLxr7dqTfqYgnEop0hTGXB1Zdm/tZjagRfiylPImPoR2T6qfsjRa2SRVODZlNjVG9rU1n1IKDZgvOlsgwhEgLkOzPGNDARfgRiS0kO0tun2iTZTFiXJG/ZbaHH4Pn98vq0gbK0gDCoBFZWX05VQiBdC6WbzXM0sx9sAsSa70NgnfxRI0myCW06Za+TwdTjdZdESML7SYFp/Rm1pActSHlNtLdrEMnzkhTq7pSR0Ba1LAStbB8pEQhb2fEwRH87S0YnRGRKYGkvye5/yGf2tSA1xiIVku1maWUb6R1L9ueCwBYiA6zkdzKLMO1t5Pu3y/ZsBg4CS2sBpkLgLZESvFWSGu3GBemofRmlzx3ZdseRgKD2MkvadELHnEjt28xem8Xvmeq6Hwew0VZagAMSHE1Vu3Pz3qjFMUW96cGiHP5+OcZul7CyrhaR6wL4LfUy7CvvnENExzwMaEX/f1J33zJ7u3PK/qXaYeWUabmJ1atXZz5fv369KUr+1a9+Fa1WCxdccAEmJibw3ve+Fw888ADKZfnAbdq0CU8++SQAYNmyZZl2tm/fjkWLFuGBBx7A1q1bsXXr1kx4FGjTAOtiH/nIRwzXDABOPPHEzH6aAPjlL38Z3/ve9zBnzpw3TQCUKuvqjdFzQXvyyM2PAVeFthw7IUUTqsAOzPYAQHuyITOtwm/AnCcrsvFmrPhb6vO8B2o3JMApZsOXYWyBuBQ07yB4civMETwHpK9HFkN3k4xFHlNQtT2hoQztpRb5/HyA6LJChbw8pg3Q2YOgL+2UvytiP3Ets1DTgoU4kOdfX/eJZHKmsgC4/F3uNzBHvhW3Hn0N5LHXsPycVNp/rQq4NpDiUqVDfrzmy2Lr0GOmflf90HplL6z7LY65dBBNEUuQUlCTvi29ZSTvdSjaE88GdQPVlnzpsFwgN0+WZTIhIM5BKw7gOkAuuabae+VaTIYve4oAoTJ8XayAFCxJlrfjToxscVglit6fPoyxj68CdQncZTPBay0DytKePeO1tS2QHEVrSxOMyXMsfetOTHx6ddcC4qYclVpoac4CuIAIBWyXgz3xd9Bqr8fEfjYLtpjvSLow7bZJVGTGlQjDadSeHFstmLWGLO6c5qJp4NFeqxHoTiY3x2lbLPU9qMnxSfvy2Dtf6pMgpuaDuhQspug/LcWxUqHXdgI6g9TecyATI9r5RUBnOLBgR2hFjgn5BZRMKx4LwHhSSVGGyBmnoBCo1eTzn+axvffMA3j14bI6rrSYUcx0kpcd2+JAm7Mpb7FMOw3mIOfEAEgmfNkuHpu2mFHk1PeWehT05jzM7keIQDEfIqxbqGu+oOcCCGU/umRYykzqaQ9vLJeL0AocECqwd0cP+npbWPr8/552+xJxACQvCWkPrxYtzjsRJv3OpJkgtlD0jviX/jXbYQ9fdvvRgAyQE/yVV16Jffv2wfd9bNiwISMct3r16mnb0Roja9eunXab17MdO3a87n6aABgEAbZv3/5PyuoUnIOUCtJbMn6gUybApnIx1hIVyhOhsxq1mZe19BVWHB/GSVI0XGmECS4MKEtnIQmfZQqDA5AAMoqBYknqoak+Tk7kzfEEJ0qLLFl0djxWNtmHGS9bIMs+6bYM6ErVhXQKDI0///1MAXERi2nrCnpH9cDud7Hl7tSi2a8qCqTI/OlwJa+3jaECZaJaN2OV9kQVSQziOImXRycCxF3CD1TLXSjAo4R6X324nBHtBYslly6UfXEGs9pWsg0K4rmyLTVGwmcpj53azqUm3CRiIQGZAj7bbsvKbRgQqbx2FhXGq5lblpNghgKNb/yBbLubSna7fIoaD1qyQG0OMnux9IxSgr/NWdnYBhfTzkbdxFzbLe0ZijVRviAX/4NBQmeYmJTgMh2+1PfbdPIZgLz/OsovpcjrADCz1DRZwguWT0hPmRoDxmgilgzpKaNEYOGHZEYOhVLWF5bxKJ24tzupOF1nkhAh64KmPpui0wFYBaA0yC31y3NT4TLP7QzjPfzgLMyYWTdjRKnAyj13Y4pl759RkgWn5XwCvCgAKwVSstmXsi+mtmQqfEmpMDVAExFi+f/Ozb3ZMREEjZab8aaJccnP0lIZ6funp+gbgKclMeJpJDN04fBGy8WcBVOoVnN4fsnHum4LAHuYokyoZ8+1GFhdcga1nAkXBP15ee3t1KV6O4nHvlW1L4/Ym7O3BdH/iCFZUB0HbPdBWBUHYt8IuBSxScBAEAGCJ0WpNWCYRhLDmFq8iWOhrzdVJNtzFXkdptB5JhQUiw6wEu+aAHoqQK0KpqJKpK+IGXPqACUyO5YKIIxlrU5lR/27nCkzhCAAH5+SCzMlsCtE8qaoSr93LMCypGRH3oFgBGTmIMrXZwX8dPFzYlty0VFcOeu9J8Ga25ZoESoV+3SIL+XJoyUno5lmjqHKthDPTRY7wSXx2rWNSJYI5TgiCDMZo4C8PsROgeiIgRaAhSsmEGxvA0jlHMAYSP8cRAe3yWOnQ666z6UiEMaA4LBmFGVotl3igkhttf2/K8iFTV2OZd98JxBLqY53bb7OgLJMWRHXBqEEE09nvZG6/+2mycyCcZlY4logOQfWQEHWc11+qhoDji/3jHe8MExHQNF8Ke0JSpsQBA3YBgwxLkNpjcCBr8J/6eLk+t7v7VK6QYhsyDGzwCs+mQa5poh5isv1WqNiQo57XumFABCP+SA5Csdl2P9o0p4+p9/9UnqrOKQ2V5nEHQkNhzLGKXpyQabMUrVLUWtKZF9tiyNuy3LVXDldDSEdvhxAiAOjJXO+nBNsnHdOZv8ottDHs+NZa6VEqCHFZPV55VMXXu+lvWpEcc8OTkoZi1dd9WLUdrkWv2cKpZTKvmXLmr6TzMVsIs+jdN09AIBGwzNtp+3du/8u8/d0Oma638V8aDKZ08lS2kwpODUf6MLuMjIhx097ceuRg3KPnKRbqX7tGy939LNd8uSfy45wyg6PHQFlbwPToUk+MQJ4LvwdIcLhEPzAuHyrFYmHZuT+wLx9h//jz43npR2Udaw5XBLv4/0t4y0AoEocqaxDmvBzAKBUDCRYC0UiCwGVSVgqAcUS0gKg+3ZX5HGUEnw8lkWGt613wXfL8hXhE1uk54BChRlUhqEGH67dIcI6fONrmPzM6ebvyVccxKGSmuBSy602IifgF/70GZCBXlTKyhNhCZnZyAXYZDI46QzP/DU3deVMsTHlOaRJyRyUivhLT4Ep1wX3hQmpiCA0YUGu3tZpb1FeQyUoLEKOXb/twXWvzgULZXF1uQOXYKnZAlo104c070yDRLR8ec1KvRKcATA1eJDNyBUiBUA5cM2f7cgAK50hKVgyHiJmIAUbpdmRAr7EhMvTHkszTqFsP9rjgzW5ESrW4/fosZeBqaE8a3gisy9xvY6QlPmOyELN7UT/NHjxU54yXZewpRbFMZZKDumySmgc6jccRLFlAE0aoLFIAqtDZcINp+5Xze9q7VWLsc2RK3eKSS9ZPA4Apr4mkIToprP0KXhOjHrgZsZiiBFEoeyL1vLSl0sI0tW7HIGq8GI2+3IMqTq50/Rn8TvHOz5jghjZCAogT2NTWWIbT7ir/UyFkzmV0iRce2o5gshCXWfe1qXnSY/N9qd6MskNeh6o0Ag1JTKhwWMYW2AgGRkLTcoHgKIC+9PVvtwaljv2mc6rBgBF9YZjUY746V9ghEmQGMcUL5ECbMJRciJTQmsgdR4DxVYHoE5nkh6xf/l2BJS9TYx4DmifzHC0SzJDjniunEAty1yp3oUSZBCXwL3gm9O3p939aQ8LF6Al9YDrmd2oyCeEc0d5m8IgS9RP2iYQExNtf6fc7vqtcCCXESP9/LmTicfOpSB5DyIExNgkiCuV5NPEc+NVgyTEz/7sIKy+ZIHNleOE6G9OR06sy/8tA2wb8//fVLWFVkOCrrTsRkqXq/rHf5zVDtCnU9C6EVayoHGBCwNF3LNtw4/SwIXXE8AThVaG/K+tb6CJ8wpj5vwAADOk0hVxHCBf7thHHkNtm8+ZRA+dxJE27jNZPkh7d8IkRPhfv1wGISTDoZPjIfttwEfMQXOkQz+qG6csPzfh+sk6q8SEq1lEccqFttHDu92bl/XqFYod1QVMn6ZBA5oozRVBv5IKmQFArotnLVYLXDp8qc/V9VhXXTBALtjNRhIe0/8zTjOE7fZEAULlPRaFFvxaStqGCpRyoQHjHOgIj74RCyIbQmSTd6ap667626kHqD1Euo1DcutUH6eihOKw9Xed0j/t9SZbXI43FwRLaJLksd9OPEgayKb75KlmvCGazTC1OWopTpa+l+o8GeOVe+4GAFSZg6awMp7WbqCqXZZD33cFnnyu5XSK3vTVWoqq9mXILNgnfwyekPQQP7ThCYFYUFkbVIWL09mX1VYnz6xbQsA/h01H+XmzP0fszdkRUPY2MOoCW+5Ui4TnIf+p02AP5EBP/z24PRykmDfhpcKHloLOn5uQsWdIXog1f0amTatEQHMye5HmqOR3lfOwZkqCrhZhJXkP1OEgOQu8JgFf1JLq5ZbDQQoWrH43c6fYC/pA+vqAci/cAUnEJ31KX6vigvaVpCRGyQPtSbxyBzcEsJZIuRH3QyeDLl4AWlBhQVeGFfViT4s5kJJi9+YceBUG/+k9SjhYfpyfCzh5BisHkFIRghNDmLeOWgj67vch/kWSrYlSD0jeg7u4JxmnWckCUVm/HiSf8I/oTJnVaC1UhdcpScpAlcu4jOwGKeRBCgXkf381nDk50F4XZMaA0Tuj/RVZoifvgRao8QraC/rhFhiemJyB3CIn8ZTt3SGlLoZmgeQTMnUarJJyDiiXQcplkLwL0qsKlecc0BwxodN0hQYvFyf3Q6+Lqb/dAlLOG5BcG9YJI3nQvjwqZR+0vwfEs8GaAl4+liCrpwKr4oD2dimYrkChd9wgqALdstanLB9Dly6BM0hh9RXwLUvI8dBWKMKqdEdljs1RUrIWHaBH/V0ohKi2PPT3NVGiETybwXUYBgcbmJ9PPDNaPDadfanlGpw8g9OFIE+IAIsoXC82957mC/X1NI2X6iTUUcgn7boWQ+X0GbDn9cK2WYeeV913UT8oF+Gyyi4lRIDSRHJhb9ypeeeCw4L0tpTzASr5wAAWSgSaFMiXZHt6kaeKT+baDPlBFUJXiv62zWFBGD0uva+2hSsmpLyHkhsBgI8Vk6SquXOnOiQxLMoNCCJEgEAYHbV0+HJepIAgpyiXAjiUg1KBci6ARQX6VLPhKIdjcwNQophmQBa1OByXoUhi/EFb7chBz0eFZkGUnQLfLaVT1nlvqT7mkxdOQpXMTDfOnhEzlqZfCvodH4TKgunv6T9o3s/0NaukbovB3kZH24dLPPZI9uXhscMKyq655hqcfPLJKJfLmDlzJs455xxs2bIls40QAldeeSXmzJmDfD6P1atX44UXXjDfj4+P4+KLL8by5ctRKBSwYMECXHLJJaaOJiDJ+ueddx4WL16MfD6PpUuX4oorrkAYdk+z1+b7PtauXYvjjz8etm3jnHPO6brdhg0bcNJJJyGXy2HJkiW46aab3tQ4ZD09BBACrBZKMVHlWUgVtJP/aw9WoXPSzph64HXYCYxhaG41qV2o26PEcMdM9QCWIsWnJg5iW4DjAm4OggsTApy7aMq0RaiAqGezL2d+elYy01mJp4UMzZCAR2uU6UmJC5CCK0tJASh85v2wFg1hb7OIg1FOEtnVq/RLN1ZBqIBbUgvBkndA+A1s+UVKs45S6Vmapqbm+L/9D5nwpQjUQtlTMWNIHYGj/0j2/TtiTnIujiPHsq3yARnoVY0pnpXK1BRBiOJyGx//vX1ZL5oSj4XtgHivc20plVy6Qq/kwilx3HYjVAFsdc8IP0bv1/4NRCvo3F79zWIq+W9cwF2QGsMokny/Lp4/DRwJVbw9wYEoBs1Z4IzAPuuPDYfw273NbBzOsqcloJQqftewYVoyQgOeqal8IolBBA4e7ASPQDb7kpAkRCREZxgr78Ro1R1DiE9bo+EZzk89cszCvPhdE5JLVJGgP44tDLw/6S/n0is0a40c25oSeRWCIOfFcN4AGydkFmotWXydUoFHaAnftRzstnhH8XQ9HmFsmWof8d3/U35ucVAkPLTJieS++71zxnFgW8mEHrU9HR0wv1eOIxkJDH0s3V46HMwFyUhiRCS5VrlCZDJSw9gC4wQTapoQjCCKqfGkLVo52QGiBAeawsJGTwLR5rf+OPmurX9pT1nBjmBR0eEN7lUJT/VUZYKoCvT0tDDV7NTC1F5WX2QLuJcKIULpEEet5sFvKzKfLmyxb7zc0dduGbhH7F+uHVZQtmHDBlx44YV44okn8OCDDyKOY6M5pu3b3/42rrvuOnz3u9/F008/jaGhIZxxxhmo1STfZnh4GMPDw7j22mvx3HPP4dZbb8X999+P8847z7Tx8ssvg3OO73//+3jhhRfwne98BzfddBMuv/zyQ/aPMYZ8Po9LLrkEH/7wh7tus337dnzkIx/BBz7wATzzzDO4/PLLcckll+COO+54w+OQCdsUy8DgEJylMwGd7WdZicinWtS7Lb7ZNpUgrU1MhiHJOSD9FVlfTYM6xzagUHtWtDeof15D1ld0rIzSPSgB8kUQNy89Iqr9vTt65IKtAaBrg6RATvX+vSCViszycj0gJ/eH40A0mQr92XIyK+RBeitSIyznwCoRhA8+Ab57FHMLDQw6fkcZJ8sRiJUW1NYLHgT/zSOG2G05HKQyIBFwmjcWJgtE//+6pWsxcaPLprxoxHMBy8Zvcq4EY7k8oNT2dYJCu/4XcjkJpNWCQTwXU89ybHpgIAsSeweUhpsNkg5fpjhlhBIQ1c5L60MgbBndMtgkw8sDJOiglgDJWdITSQnq190hvVjt9xGXFSQaLVfKl+Qc0HIOcagkN/qk95C408QaIfl9gPTCGrkQAPGm++QYODa+OlnIzj4sTl402oxaYlpvgRAE6a/0wjgVuAYgpQncM2ZKr1m69JIGYUQp1utjGdmL0EGxN0Qc047wpkW5AXQzS82kLVcuymKyBuLayJfCTFkrSgX6Si0D0vN2DEIFmooPx1T/nOmqtANYvHQ8qfvICVbzOi5iEU7xZR9si6OkPHAWpIc5ZtToAZJ58+V3DgcHAVVeqEIheVnd8oucAb/tnD5t2x8qwGkv4t52vQpWbMa1P6XE5KTCW1ogmqRCxMvV8+n0SA+iH9pwILBjY2+mfQ1CKQBdHpfMlnSQmNFp+WKAvIe6RdkKffJlsKwSCkqFEDyimJrKY/68iY7t9X22kvZlPq83XeiqJ30DTQw6PipuaLx+lRTWn/k2yr48QvQ/PHZYdcruv//+zN/r16/HzJkzsWnTJnzwgx+EEALXX389vva1r+Hcc88FAPzoRz/CrFmzcPvtt+P888/HcccdlwFAS5cuxVVXXYU//MM/RBzHsG0ba9aswZo1a8w2S5YswZYtW3DjjTdmCpO2W7FYNFpqv/nNbzA5OdmxzU033YQFCxbg+uuvBwCsWLECGzduxLXXXvuPK1bKOVBMwlay9BA1xOrgkReR+8Qp5ntidZ8oacmB8FUZHi6MJ0dMNbILHE0y9uIDPoAcWCg9XeN7iigcT2HEQHUXD1RBWw2IQkNKaajPZ8+vArFrBEMRxkCqRFTl9BkQfgtBaAONugRjXAC+rzxuQvLeiDCEeACAH0HEAu5HPgj+6qsAlEdOiaWObZMLG2cEORWaWfbd3wPG9iMKExKyqI6B2FaWpJ4CYTs/+J8w5wsLkrEtq9CmOZ9IcaIoYNv4cNQCnEEJ2gSX3iOHdAC74jyZIUls+d0zKGEFApQWMZx09JjRP8uYZQE05U1UHoXP+LvwO2eR/NBVAK/UJz2KlCTXO2VCALmeGCJUoCwWKP2ns8Aee9K4ad0CA8Yg62lyCYJ0pmhj0ySAXOIdc20DvKY1I5JrSVBPI9gnfQThbXcBMcd/YSQrmmvZXb1vADClCkIz0QnaCBGwhABT9RsZp7ApRyXF+UkDqQOjJSxsa8N4chiZViA1almIVT3JtJXKAeq1VKahCmVue1ouzDIBhaIx5aEvLVjLCVqBh/FfHQBQRiu2UVSpzNSS4UkAYF2IZrrM0vbX+uGokCKlwiQKOEIg8CXXrB46UpIBiXyHUa/olfUqeUxhE5FksHbhlE0nqgvI7Mt28dicFyNSY5V3IlRDFzaVWd2tLks1IUmJtDDlGRq2VQZjLMFVwYswHskXINdh8EM7M5+VrAg16sgEJRUtIUR0cNxsyvHi0o8CcNCIbZSc6Tli+5pF9GlBWlugt6+JZrWT+6WBn84FokSg+sd/DMYTzt3UeB4TkQcHSSh20oJBL7W6h8HBtwcwOyJncXjsbcUp0yHH/n7Jk9q+fTtGRkZw5pkJWdvzPKxatQqPPfbYIdupVCqw7ekx59TUlDnOP8Uef/zxTP8A4KyzzsLGjRsRRdM/6BmjwIp/r8CLbQO7XgWfrAOjeyURPooSvs77joKo103IUByUfnExlX2QaTlxrwufSZDDGIirdMq0h0R7gbiANSgnGhN24MTIZPCUtIXxlHlF8KaACDlobwX7dlcyxE5S8kxW6DF/thD8QNWAAOG3ssALyHrjNGADgJwjs0nrtcx5ipCDBQS9c1o45tJBWA5Hfa8cx5HLfwnMmG04RCyiQKMKEYTZTNWUptjM94ksMFDhbX5AATvbTgjscYyQUzWuMeC3wJVWmJisGs6fGJvE1DYXaKlM1igCI0Dxqr+VhxiJEY2GoCrjVTz/OyDvyWLvjUm0289zC5JrpsCciFTFBUKzheNTXkBCIWuNcnm9+JYt4BNNk47IdAyFi2R8ohiIGYrvSRG5g0DeE1EXEv24+kzvb1kQnIPVQhACvHzyn8hrKjgmIi/r6XTcaV+rjYYV0BFiAuRugsswo0U5Yk4x1swhCG0UvAjDrSSEqT2nLqSEgmw/AWXtpXy0WQ6XIqvtIbOUVlkzcBApQLHo2AkIQFbJcGy4Xox4NKXdlQISzdiRGYrFSPUjmZbbwY48X/lZyGU4T/fLJB+AdIQvLUiwaVscQmfavvRstl0t+9FFr016ELmZG7y28hvdxHjT5bFyFoNFJXhMgzKrbeFfueducEFQzIfggmAoVjVNt3fKddT9JKxoORzNZptis9IPHI9yHYC+mM9SVygRHZIY3my5z+xCA8VcaDxeY2NF9MxsI64hmTcPkiR8Wbz8S7Aoh9Mr/w4iGwXCMp5FLzUEE5GH2lRnaPRw2BFO2eGxtw0oE0Jg3bp1eP/732/EYXUZpPbi47NmzZq2RNLY2Bi++c1v4vzzz5/2WK+99hpuuOGGf5LIq7aRkZGu/YvjGAcPHuzYPggCVKvVzI/f4oa/hChE+PDTiHbWwDY/BxYCopFMAKJaB+qNRKhTf94uidEMwX2WLHyMQQQhghdHUfCiZH8ia+EJn+GVX0qPhFtiUvyVCvBmDIRxRveMN0LAcSGaU2C+DKfxyapc5Lgw5xLtnIJoqfOaqoLOqABTUiKC/e5V8JH9ELGQ58STkKxZeIPAZGCKGECpnAmb8aYUjyUUsD9zMQgFSrPlOMz5+Z8BfhPzlkwmHVcgkO1LiN9pCQhej6QURXqsAbCRKbO/iCEBlt9CVTiyTUIhxg+C16XQrqg3jCCslsQAJRAxhxifwkpRR/WLZ4JQAhYQxHWYQsdk5gwpibF3T/Z6qn5ORR5EM4QIAgPKIDhIzpGAMxYGQIuIwbWl6GlrwoaIGHhVXnu6fDlof8mAUM0jTGe8IpDXs/oPE+owAiKK1H3Vya+KG/K6RTur8r6LYln1QQHUo5/+72BVue9QoZnwGvX4+931mMolHweDXFedMkCKqdYbHlqRDcYpfGGhxwsRM9oBMNLisRqwa09L5NsIIjsBaalKAvv3leF6cQconJjMm882oYQo1tnMcv/xJzlEwwcXBKMvJeCQc4K8F2H/vjIqXgAOwG+qMGGYeIqiNoRoUYGKqtm4dMG4On/pRdL9+FWeI4osCAFT9zNSfK6YUYQ11ceS9AQLAUSCGpHUtLWUjERPyTdjAQCvNveZbeYv7QzljVazXD7GaVcP5ITy9LdiG5PVPJ6Ycy5cmyWaaQqA9s731fmrbFVBzLkxThCHFhyHQQD4VN9+AMCL/20nQmaBQKDBsyCy0XIznEQuSEdG5vBTBTM+7RmrI7sqmM7urb1sfreOeq8Mj8ZA4DsmqYCBGGDeSl3ishUdMtR6xP7l29sGlF100UV49tln8dOf/rTju3b1cJmB1/lmVq1W8dGPfhTHHHMMrrjiiq7HGR4expo1a/DpT38aX/jCF8znxx57LEqlEkqlEs4+++w31fdu/ev2OSCTG3p6ejI/12/blWxg2bJMkSr+TChA8rnEa+QoQrcmbcda2LRN2oBxwykDIHlejg2ao5JQq71StjpGzsLyj6mJN514kLMgItYhSoooBAIf1E60vmybqRBaiq+j1eotC2SwP+Ew2ZKkLkKAzpkFUHQATfgJEjS8Oy95G46bMpxAKEC8AliYFFsWE8PgGzeZRAC5ryf7l+vSPwC1rbRrEgDJ6cxYV4r5ei6Qy6OIWF4P2wbJ5ZMQr+caDTBd+1Iq1hOQYj752yawPJEdWxUWFBNTGU6Z1vzqcVLJE7bSd9N8NiX2qsEtcaykFqMu06V1zPpURqni1xlPWayz4RLPGWcEYZCQ+2mXou0AYBfbrp9lmZtJh8T0uZYqfqYYev6si0AoQePKz3VtO0cYWrGd8VTpWoPpskO630FswbY4anUPvVbiFdEeknT2pRBSoLM0GMCxWIfsBSBD81EKLGnvWNpDVeIJkNv+Oxm+nPHp2eDVJsLARhwn58sFQStwsOwDSUKSEK8/ITNOTPjutV396vxhKgQAwCmhYxZ2XbSbEiDnxrAtnoQnZwxl2u4Wojz6eEnoH6sWMoB0ptdrfn/llRntu6HiBRldMJ3tyDmBL1JyMZra2sbV08KwGpTq51qLtlIiMgR8AGgpUHnHhHxJ1vMZABRpJ6Cvq6LpWqesHfTrUDUXBPVmEq6slP1MPVVtul7niaVsgJyrsnaSs5gAW3MuqW19ZmWI/lrW43DYEUmMw2NvC1B28cUX45577sHDDz+cqU05NCQnjXav2OjoaId3qlarYc2aNSiVSrjrrrvgdClwPDw8jNNPPx2nnnoqfvCDH2S+u++++0yx8R/+8IdvuO9DQ0Nd+2fbNgYGOvV7LrvsMkxNTWV+/vSdi2QtSQAoluH8u7Vwlg2AfmA17ApABvrMQsh2jIAMzQItq1T3hZKsS3qyb6bEs0EKNmhPHlaPB1LIg87ohzWjiDCwQUuqnmMuB5qTi772xkgem+SY2PP6QQfLcOYkk5K9dAhkxlzQpSfCHrRg9eVAeyuo1nKglQLIzAEQS8BZ2AM6KM+LLFoE9toekEHJY7GWLwJZfoysdZkvyhqbBQukmAMlAqS/B2TmTBAFaux+G3AcKUGhJjVvpsy+tEoEoFYG3IixfaDLl2HnS3JxtBwOlHpBBvpgH53cY2kB1f41A6BDM5MxHJSLnr1MyngQ14PlQkp15PPY5HkSlPUOAIuPhj0jB9pfAp0z25SsIgO9Uk9tRr+sGDBDtm/NHQCxCexegsJ7Bk34EkuPASkVQU9+T4ZTli45RfsrIDNnGe4hKagxrpRAchRUSUuQvqLxFuX6JWCmJUdWi3h2o0z8yGe5MXRGBbSnINP+B3pBCi7K7yDwcrFU6J8zH7SvYK5r2uxBeVz32CF1LfPyOjoW3EIM9uqTsHpt0MEePL9/MAOO/c2/AO11Mxw/bZbDzaKdKfKtCfkAyuUAQpH0HcJR9CLD2UnXvtQhQgAmfMlVtl9r0oFtcRO+1McquBGilgVLSUoAiXetp8c32502Y78RKy7mQ3kfey7sJXPguAwLTk+8kPI4As6yGahUfOQsZoCzPv4LS96ZIcJryxEGSmCKYluUoxG4ph9bHQHXizMhUgvCCOMOfG6JHLdFx8uxbzpwCQOhAv19za6csnbAstDpNb+f8MkqPJLVast5cWafgFvmvJYiSf6YqV4qbcpRLgUGvDkuQ8GLMAPyGrlD8t7K5yJEynuW1qGzbI4epZA/W31snbAcrsUw6LWXN5HWm5PXQ3uv2m3Jh6XX/ICf9NcborBtjkXLxju216HxBs9GLaaYi3CCIJeLUHIiw2/T99JAykFccqIMB7K9esI/px0h+h8eO6ygTAiBiy66CHfeeSceeughLF68OPP94sWLMTQ0hAcffNB8FoYhNmzYgNNOO818Vq1WceaZZ8J1Xdxzzz3I5Tpj8nv37sXq1avx7ne/G+vXrwdtI1cvXLgQy5Ytw7JlyzB37tw3fA6nnnpqpn8A8MADD2DlypVdgaHneahUKpkfz6JJTcS+WUAUgvZWAEt6PtBO5mepepRuJ+E0Y5ozZUlPB59qScAVJrwkEctr8cqvlLteZy+lXfZprhUlxkujPUAAMDirLnemFN4QlZIYmv/UqMNaOk9+58YgFQUoKAHiSArQZvhcycRG8i54kwE9g0AxmSAB6UGLqwLRT74NQgVaB9Xb54JjIXwf84+SoRVqC6A6LvsbJJ4T2l/KtCe6cMpMnU7Pk09MFAOcYyi9TlEq3wpjrjUWZHtjk/J7JS8ByDAXBAftU9IDKX6WeG6jOmYbP0bZaQc2Jufu5nHMn/RL8Ja+5zuI/kTOjppvZlOQd66U9VKnIdfnvAhwHLz8NxS0R3ENpwkvmv5o4r725FGS1AWFDOVoe0fvZJboH6qwcZfElXo1l9GV0qYV1i0IWDbvCPtYFs/UcQUAtyDHuiksE77UpsssaRyUzr48eLAIL5fi6CkPWaOetHHUSy9mvBwEgJiqQnDekbXJOZHbWhb8poNIK9lDblsjtqwi0AWU6Uumw3f1yEHRC01/Tww6PX0AUCwGYJyYEDXfJaWFtNRHrhBh1qezXq+JPcnz1oyTa5n2do08mvUuc0EQhlmPjzZKBcZJ9zC0vn6MU8MPG1Z1Mv09yT4OBBatnMxw/4QAWk0HVZa6pr6P54V8vtvDlwDgR531T9MWjcrn3yMcReW5C0dlreCwOb1MxdGWfGHRLwU9Vgh3IGk/5hQ24eZ+SovHxpx26MQdsX9ddlhB2YUXXojbbrsNt99+O8rlMkZGRjAyMoJWS07QhBBceumluPrqq3HXXXfh+eefx9q1a1EoFPD5z38egPSQaRmNm2++GdVq1bTDFCAYHh7G6tWrMX/+fFx77bU4cOCA2eb17MUXX8TmzZsxPj6Oqakp403T9qUvfQk7d+7EunXr8NJLL+GWW27BzTffjK985StveBzSQID0zISoT4DtPSCJ6YoYbQjcXABx56RGvO6LuDE/kOHLsmfc7AAA15MeJi7wjrMaqj9t+0ZxNqzHBRCHEFFLvQ7J/o+OpCQc2sOAlV78+upJiIkJBKENMbIfcFyQHIVopjhyGsS5DtKzLslRsAfuhxhL+CvEpeAhVM1MCh4TNKbkubFf/QykWMLuV6WnjMckSSxIFzVPVSJw/+T/MeHDrsaYJOtzDuQKeFwtiohjEMuR4WqlM2fkKDI6ZQKiUUcvkwkF9Y11PPnokASv+pxmDXX1FunxfGzGyqTvcQDn318m/2i2ZGww/XoapcQ7bRnOFDEHIQR3/sEjGe9qYYYCkWrBjmPLXAvaU1S8GA7E0y8Y+j4WQSjHKQghosiMBZ9Qzxvn+ErTyiYlsFiGkrskEJR7/K6SGKWCBCIFwjJ8JTvltRlPaW4BwPAuuWAWCDPhT9viyLmxqfnaLucAAHMWTCGOqSGD6/6kyeHPzj/B/K4BIx+rgdgWLCd5htPHEEGIQjmEazFZ91Ep2wNKqiKjRKPBlgSiS88OUfAiFO3Y6J4BQJ1SqZGW2lfrf6WNzF5ifhcgaNVd0NVnTFuYvWAnL0qVVAFyFncuI67LDMgqelFm37T5Kfe2TnAQQoZpuSCYT+RaECkQJDiBrW7wfC714kbk+OjEAdvi4PsOoKTuyYrVeXwNatN9y6fCnPtekPNZXVhopJIK6l0yL2Xf5P/PxmOZz6ss+3JuU45YUOORTDMs+iotNGrZ9nNdCsX/c9iRguSHxw6rJIaWm1i9enXm8/Xr12Pt2rUAgK9+9atotVq44IILMDExgfe+97144IEHUC7LB2bTpk148sknAQDLli3LtLN9+3YsWrQIDzzwALZu3YqtW7dmwqMAXjfm/ZGPfAQ7d+40f5944omZ/RYvXoz77rsPX/7yl/G9730Pc+bMwV/91V+9KTkMq9c13DA+8hrI7CUy/DU6nNSw1FwpDdK0p0t5VETQtljq7Mwghog5rJwngZltSfK39lKEikgfMlNyx3JV5iWXb/Ii5hkgww9OgTZroMV+sCaHpaK0MoGASgI6FyB9RXNeAPD+K2cAjZb0lA1ovSvFO9ILuj5OGAG9qYl/ksE7ewXE2BiEkDwcWnZBRmPU9zrIQ3rDtPfD/vR/QnTrdZ2D3Z4Rm/LWjJz9RQysXZF856rjp5IwtEQJxkbxR2EkPUFBE8JX4I4xgJCuZYi056hqyXEtLKU4gY4AuTIA5SmqTkrPXJgNuQhVbeH3/Z14DsvVsWIT4tQipSLkCY/QsQEwcEYQNwGHcXPdP/Wrz4Pd9WMDvJoH7NQ+ytS1az41CkIkHw9RBBEykEOA18wLQipJhfYNGbB2bYFlsi9FdUzqeB0iY1nqKCcinyazFiQDJHR4qJuA6tBcmXgxAQcFRfSOmSyW3Wtl54I0qGlVXYSBDYtyMK6qTrQV/m4GDopU3iu2JbM1/VebKMyNEbQcDD8G6KAvJQI9lRZIfgCc1dCKbVQgyxH1Eh89mH4htolc1Hc/aKEZOMi7EWq+h7ySdZjNQrhejCi0UMkHUjaCSBV62+Lm+vCH7gFOOkeeK1TVhonRTPiyPBBIWsIhyOe9s1qGmK/PLV2L1KIczTiHsivHpl8k34WpQY7aRFIpEfCVNlrYVC85Cszu2NjbkSXr5WMwVSwzZhTEc+EdQuctbYQA7fhh3snymW5QCzNUf6itvJxd7i2NL0+zZwBx0yj2l9sAIUuBbgBgqWNPVPOZQusAuhY//+ewI5mTh8cOe/iy248GZID0ll155ZXYt28ffN/Hhg0bTHYmIAHddO0sWrQIALB27dp/NAlxx44dr7vfqlWr8Nvf/hZBEGD79u1vOquTjYfJwm/ZENuehWgEENWaXMTGp0ymGq/GENWaCSWJkb1yvzZQJhiHaMYQIZPb+gFEtQ7iOSj3+DKrEkqaAgA4ZBUBACyQkwbjFPzgFBDGYNXUW6lrAY0q+L5XpWSHEsWklpBhu6YMGYlGADGlwkcsBntpO2Bb0lPGBTC2X4LLqar0lFEC0Qql90GFCNEK5Gc+IEZHUfiTpFoCr4VgAUFhIJJggRMsWC49aXxsN+jKlVj2gSl8/8S/kDtEIUSjlWREAhlBz4F/uyALCrQkxqTcXuhi4i1fenvIlPys1QKq4+AtCVhErZbJTowDClGtgzdjiGYTJ6IuQ9Ahx093zEO0PekPHFf2YSqb0aYTEv4mt1AC8FYLCHzw8WFTLkcovTddhSHtBRSMyOOHDIJx8EfugWj4xjNmFuIohvAj2DaDUIkWgssFRGZUhkAYQ9SzYUEAiEbU+DQUoAzCxPOp+xFyiFaIXROVzgzikGVAvLaJ8cTb1U0SAwBadRe9Ban8HyjQ1C5xAAAje2XYPK0ZZo7PpXcpUaJPvotjinwhmxwQs86MQr1Yx4xiirkY21mUGagWx/xPZrP9OJPPlxAELuUIfAd5GsvnTgCjk0XDn0pbukajazM0Qwd5JzJjE4JCcALOifHwMEHAYimdUf/VqwCAF/+75EXV6jkIEDBG8MKFj2UAbm3MM2MpQ7v6GEkf9u7oQcizxdjTpks9HWq6ZZwa5XpCgP6+JpqBk0TCFWBu+Q5itWylNePCwEKj7qKSSuqg73kPPHXQ9w7f2XFMnSjQjJ2ufdv6Gwmh08CRhfK4o/s769IyJSkyqu4t7Q2tMambpu9Hff30vZLOvuwWpnftQ9MGjti/LHtbEP3/tZuIRbJ4tepgv34CgNTHipsAgtBk9gUHIGUb9LOrPBF8KrtI6mw9UALucwMo2PBUVgeHCymJwYUpvK1fLvtmNgxoicZTGW5jDUky51zum8q+FBGDqMkSOqIRJMkD+4ZhzZ8Jvk9mc7HfvgQxMSG5Yo5+CyYgJKWuHaaI0SWAzJ2H+mWfMt9XXwZYSBBULYjJWqbvfOMjQK4AVuc4/5lvJOfLGPhU0i5PgU3nvD+XgKvN4h2K1JsCviKKcDXrM5wpcWA/WFXqeonJBGSxV3fB9jhEGEv+nAKsfKwGUII/XL4b4UQyK4tmA6Llg2/b0dEPAPhiLMdP1Koy5Ge7EPUJFTKUArwdWayQoIu4VEpm1COQd67MxKnNQqx0yhot1/DiWKBlHggQJJ7VjnFSkhjxrkl5XbmQFSNcC3FIIRqTYE3pdV02NJ7tZ+BDxKJrRQUhgP1BvoM0rLWsAKDVcjCpSt9EQvZXy1MMBwmoKxU6w6+a+xM0bDSDZIFOE/01/0cvrPq7YjGlfs9LCFI8pRKN0DenCVhKePbVSbMv5wS1hofwtRpqNQ9hCpREMUWN2OjNBwi6ZANXIwkmyv0+wlhm2NajxDt50LLRbLgZT1IsKOLYAuMU7lB2jCsVH7EgCAOdiZssC4NHq/BhG8BNc8qWvncyozfWzauWt5KXn70kGTNXDbaWo4iVdEbgy75MqWCOk5fHcxX/jQtieF7a9DWqq67yzb9FvyOB+mOzZeQiDXA0OLIgva9BbJvC6Wkr8c4kk24vBxqwTgjF2eMJSPYPUEShhb1xwVRG0NIn6ft6X5zlzB5OO5J9eXjsCCh7O1j6KuQKEFyAjTUTaYlUhhx1BEBoUsanG/8IAE+XdMlRkFwOImbgTSYnci0Ga1lSbiK1QNp5AUIFDo6UZFZmmyQGr8bAvp1AsWLEVPlkFZPVvASDnixgThzLgENSKoHtHjVeFP2wSg8ZlVpnTZYJJxovHiC1vLa8AjHVTLLjGAFnBJGv+SYwHDKyYCnCH9+B7c/0JR0vlSUATI93e2kf1gk2dKZqhkzPYvx1LsV5SxPUU9422l+BX7NBinmp81VrmvPfuqGCR56X4XSjUzZrtupX9+v6wsTOJDz4/7P35/GWVeWZOP6stacz3rlu3ZpHKIZCBkEFFQojWGogBGMGOzGVYKItQ2hi0q10f+AbfsK3DSpGvxGNBO020CYBFNIEIVHLRAQBQYqphJqrbt2quuOZ97DW+v3xrrX23uecQk0Ti054P5/7ufees88e1t5nr2e/7/M+T6EEFTbBBhdZzhkv8Jz7AgDbjm+EY5nPoV58FuJIwwLimlbNV504lVfRYxGMai9FzlKbKLf31mGuEVuCLgZAqWQ5c2rhCLhPSv77Dw3m97M8cNSmAwAoIN/1CGR4WyoFAtn35yPa1yxgMAKp2eAZgrnniJ6ymJGVaLc8K7lhPpPlZw7I9NrhTCFRHP4iAHEM1xcI3rAqfV+bWifN1FMy8ATa0gVjQFXzFvqJx5rX3IA4cL4jUPHyAMXziWdnS2UZrlVrF/1tOKStZuq7CeTFYx9/eAl8V2grImZ5YsfzjFxL1/UmFbNA1/xvf7rKfjWH2WPyXToyxjLn1nRajvV+L7PisQBlnmrCx1uDORKD3UcPMFn+n8muVSuhHXffEXCd3mYMEx19QRhA77sC1WLYs5x1RND3Ns4Vkue+C4C+Q53IhQKV1x2kvMKskswSt1eUtttF4ucVr4nHHpt4DZS9CkIZ7SsAqM/D/90r4K4cBj/vfFQvORFsoGozVYXVPvjqVamfpebWOSvGc+t0TGefmej0BOutHYbvilQjSkkkdUaSFLoTUSZ0g3G4Ah+twlkyQmR6AN7YWqv8z0eWkRwFAD40QL6CvksCr5IU/fmovnmvXA8WeHDWr0DgJ/DedCrYho3w1wxCtTtIahKioSBm2mAMkIdmwCa0FEXRh1MAxL4jcNYsscc4cm4RhREBEXPwVXmuIDiH/0vnY9WJme5LKQEh4CwdsotlPSrjO29OrZUy4Z6hOVxhCBnr7rUoxq+3M1+fdSch2LgYkAp8w/E2y8SPX4eRMzKNHIvH8DirwF27FOvOnkdVCpRPq6SSGEEJzPPgXvxbuX2QTV0SYaSlxoIAOLAbrFiFPLSDMnZSUrZJS03w8SF9PhkcX4H5DtzR1O/SmRi06x9fU9fjpt/jCmycyILBWSusoblqNAikG/21TJReR2MXvGEteMUh0WPtUev6EnzpcWAFDlYukNdjdjKfPqgzeb2T76KJBkZLaQbTaDcZ2QnOqBkAAIZHWraDcekgif/6mVzE6MpUOLhaoYnVAIhiJYLn9k7MSjGUF0UoFGJLujbAI/BSXbOLpu6krlUQsKh4EfxT6BpOIgfy4LQe4lRTrPqekzC2lPbJ8wSKPMmBgxHRyy0b9kILshhTCBMXtcgnCQ4GrFVtVIZDAhoZX0/XFQhjB+UNdO9wVtE9o1wJETCJQBPns5myU447hChxMFjqIPASC9ymVApKdj9SxWApn2FOMq4EnClEkqfjnJl2jCRGyY3heUJz9hjGxpoIPIGSzsgZFwLXlXBBYPRNuiTJGfHhgmKMQSfCk+1hOj/rl2G7rKBa6cBhChMTNbsP9UZgz2VT69+5XOaI/iaqGmz7QQLHJ7A1fnyjZznPp+XOZun3yj3pXCz22pAdYHS0ieVui44RzC4vkc8uOk5/cPha/PuIYwrKbrrpJpx11lmoVqsYHx/HJZdcgu3bt+eWUUrh+uuvx9KlS1EsFrFp0yY8++yz9v3Z2VlceeWV2LBhA0qlElauXImrrrrKWjYBxAu77LLLsGbNGhSLRaxbtw7XXXcdoujonWQA0Ol0sGXLFpxyyilwXReXXHJJzzIHDx7E+973PmzYsAGcc1x99dU/+0BI5AjWfOlxQJyQeKhPk63NQiTS+lhmo4fob16PJAnANppUGlKpgXLrMx+Cmq8h0eUpOa+7L3U2wQ8SqCjJqdzH0ztTGQm/mJtYjxzWZPN2SFdW5phYqYq579QyZuVBKvvQ0OVO3TnImKKMmpP5vAu4J66CnE3Pq1xoQ7QZRo7rkC2TYli2mt4Pv/p1oDwAbyxziesGBGS6/rIZH+83PmLBq+svAzTgtYOvs0QmY/Q9LSqravO07sCnDGAUonqr9nUd0l0QcUycLM/DmaoBBD6cAQ9jXof8JjP7qDodMjjPZF5M9umfx86AnK2j+DufgIpjxP/j01AHdlj3AdlRaVOI4cDpS0UlErIdg7kcC//jKWoOMIKwehdYgbJCriOBOMFxv1CH3K+dKSSAVuuoyvvMd0hXiXGwgkvl68x1Gd95M10vjoNdopw3bU8S22jyciEks9pNJpuSFY/lriStJ0/arNhwkAIIk0nNZs+MsrtxNQCAh5e8x06URS+GCBmCcgpKTCiVNgQcfMv5cDSo87STQvLilO0ojfakHD/uEDATz+9CcYnOYrkCTenC90mHrFiM4GX2s64lKdacPodYMcwdLNn9G/AzJUFHWK1BA/AcplAsxwg8QZlu2kl9DGSh5Ae953X6QMWW26zhdpegaSd2kQiOM/d/HX+5+28BAM3Q7+FCOVzhjH3fyIGyWkaLzxD9OVOozReoQYDRNWUe/oxA7Jo3LOCZtb8IgMbfKwiEbQ+J5PgPk1+l19esxQbesKVGc38yYZoG+vleZo+xrvdxfr4Id4RjbHnD7k+/mGH5424lHrwROmZzfwIIYAKAl7mGHK5QGcpn4V6uyeJfM17rvjw2cUxB2datW3H55ZfjkUcewUMPPYQkSay8hYlPfOIT+NSnPoXPfe5zeOyxxzAxMYELLrgAdf0EPjk5icnJSdx8883Ytm0bvvzlL+OBBx7AZZddZtfxwgsvQEqJL3zhC3j22Wfx6U9/Grfeeis+9rGPvez+CSFQLBZx1VVX4e1vf3vfZcIwxKJFi3Dttdfi1FNP/ReNA3MBSIVk27cAXbKznB3GSTTVnCnOyMwbQHzbDUCJZA36ZXhYySXB0MDVXZQZ8nmNbghsaIBKEi6zEzRzqHzJmAKrlkiwNSvMOtcERhdTU0KiiCs1qDMnUuoSob7LGBAmJf77kbFUN41zsEIZ8FyoKEmvRA3y+PgQAZ1iABb4YC7DzJ07IaYWbAmFuSQeu+fJIdJ0YwoHdtNT6ktbB6CefRov/VP61Gq11TI8Hcu9M1FK+UfMgDBT0sxKanCOr0d7gFIZrFQGYw6VgvXdtf6hzbTs/Ax4tQA2NkICwGYdgY8dD5XwI1TyANtxqdRcn86Jxxrw+wvz28ACD+2/+m+0rkSALVtnOWXMKPYDqXsAABg5haIH5nD82i5OKFiDUgPKzEQdxg5QLJCbASfLLeZzsMFBOKOlvnpiUneIqk4HzOEEeKWCqEdwfIX7blzQHZwJfmPmO3kQprl5rI+2H+MK8+1eGQKHExeIIy251WaLPQT/fmUpAWZLj1ZqwtHXfNck2I49yITlSp9GqLa77GVkHTqRC6X0Q5TjwA8S+MvofBiQIBWDs345FnZ4KHsxksTJKc8LyXPgsaqlG9wR117CQwNtNGI/J+MRCcfua3YsOi0PYexgx6NDdAxHdBbZkXC5tOB9YCx9CFv30fVWOsLJLHNplH5PTjhvLleudLiCQCrRMVjuoOgmUAr44YpfwvpMOW40kwk02U7GKGvIHWUbMkRDVwp0JnLXDwZRKKQPHVIwVIY7cLnEzSt/k1aov2u1eup9ac51uRjlytSuIynT3ydMpkwqhmRWojEdQEVHBxunRH2+G7pRq73gWbDa1rZaJ4u2HdflG+bRmM9f61npj59nSKVekZ/X4meLYwrKHnjgAWzZsgUnn3wyTj31VNx+++3Yu3cvnnjiCQCUJbvllltw7bXX4tJLL8XGjRvxla98Ba1WC3fccQcAYOPGjbjrrrtw0UUXYd26dXjb296Gj3/847jvvvuQaD2vzZs34/bbb8eFF16ItWvX4uKLL8ZHPvIR3H13b0dONsrlMj7/+c/j937v96y7QHesXr0an/nMZ/D+978fg4ODfZf5SSEjEO/klLeRzAEAVg6glCArorl52xHJXA4VhlCJhHfZfwNaOrtVz99Q4n01iNkQsiWIXyYVVDsCq5SwZEUN7oA+9c023cATZU3MlaCWb5FwKom12nnvyzABZg4BURuMM8oALdTIhDlMgDCiLrtmaInzzoaz8Yn/NGwzOmg1SUYiTqDCGKLNqGyqb17JrsMESNuUbRENhbGPnAt3zWKbreBDZciEshIGzJruy5O/ejHY8SfkxkTtesmWMO1rmZvG9jdcBTTSB4Li73xCH7CecDodiIjR51stfNEZo+MIQ6jWQgqusjpyQ6PkHbpnkrwv5+bp9TDCund28Gu/0bTZKTrvg5Qp84J8pkxz/jpJBBUnaROEkhAPfoP+FgKyk46hFbCVDCLkZEQeJpBhgm9+9TeoKaFO42abDTTR3+EKSBLq4DXNGomEWlhAcrBB/p9dYfmDgU/dv1ECNV+HU/UhIoZLt91A10WU4MUTT8rxHlGvUfdqn4yvkgxDxXypEaAJmjOFlurPuen2K8xGjmdmPC61VRG3JT+9Hq3xlV0fY0qX2rgVXwXSrKTvCnCu4Cyih6YkcdB+sZcvBKlQXRahGXsYmiC+IdfH6AeJ7TTMxqMPLIJUwHyrgLmFEoYKHVsuNIBSSUYgT5PhhSJQyZmy1k7iCF3rBkiaDsf9+4bsto7cus2KrEqV+jXen8k+7n64muOKKUWl22yGJ0xcO54vZTJoBzLZdNNlKyRDHDvgjsQB/bTg6kxTmJGHSDS4cx2qJJiyq1H0R5xeS04X0G62fXuuWomHVuj1ZNJMiC6SYZI4EL3Nx9ZX1YQZE58TXURJhlbTRzvyUPEiW77cwwr2Gnxh26IeTmO7jyfpzyPUK/TzWvxs8arilJmS48gI2dvs2rULU1NTuPDCC+0yQRDgvPPOw8MPP/yy6xkYGIDrHl3fZWFhwW7nWAdzkRpvH5iEeP57lI1q1mgSb4c20+GsngA6HciG5lpkJvlsuItLOY9CKikSH2rmYDkl+ruOza688NdavFGXPoTgJJuQyNyVYsFbawGipaUSBgdQn/JtFom5jEBZPZ2I6l9/3mapVBwDM1OUyRuqgBmNKKmzEOMDOaFS5mqif9acvdmBksDEcZQ1lYKhOa1TPjueg9z2NI47X7+XMEApyPlGrnNQtVJgsOEHf5brSGzd+gf0h8luMU7cNABwHFLm9zwkjz4DTB+Cmpmn7tMoD1jiQ23KInGWlkLjGAe3cvzofzqId6bG9erwPspqHt6bz5Tpcfve2Ovt3/A86rp1HJu5ysoyycPz+jXilEEqAvUdgfaf/U+StTCCpp5C4AlbanMdSbMrB8KdHUhBBH142qapDyhLDrVx0tVj9J7RtvNc2ygidj0J2RJQ7RCfXhiBamXKPJ531O7LhZki2UUxleMqmfIlQGbiQKbjLXSRJA6Gh9qYbvd2tGUJ9IZbpCSz0g9AXsLh4D7KBGezaFFCpt8GHHTqLoTev1XntxEnDgFYnWksnpyS403n3dxdOyH0A09zNkBbuhAJSWKImCPMzNCmfFlkCTijrlCzPwasSsnwz35RH0sXmBAcnivtd99ZTCCEOxJh4trs2uJFdfuZ0miMWeHTsQhuH4hqKn+/yfpQGvBmOlGJn5pm2dpZjl+GSiAz2SwhOWr1AlzdxCEatFyhD1DlXCEJUzHWDZwe/NTBVBzcCLhmr58swHu5EuG6ci33f5Jw1A72usYYm6X/7TXsfgFa5kJvtjrUgVAM7dizjQGtTOZ+tNzOZWSzunyvxb+PeNWAMqUUrrnmGrzlLW+xOmRGcb/b53Lx4sVHVeOfmZnBDTfcgA9+8INH3daOHTvw2c9+9mfWE3slIgxD1Gq13E/EJE1GUoCtXInk/q9DxQLy+w9DTs8DQsDT1cHOw3tIb8zPf1G7JTEAQHYEeIEmYVbwwFwOMbmAKHHgjOinL8+DWxBQicKGX6FJ0tzcHEemPLNMUkPWO1Q2FTERcPVVNDNT1jpZJE7LPCenA7YwVYQ8OIMwciGe2wG1fx/kQhsIfLgDgDcE8IpuYCgX0lJuOwJzgSN3H4acbdibe/2pDhLdeSkPHwF3FFyfbt67bnwefPEYDj6algLYylXg1SJNlCaytKZv/HkebOgSebJ9r15WG4gHPlixgPWx1kdLJMJ7/xnxvhoB3/1TVsVe7fgxwiMczhJ6AChf+z9ojA8cgcMl/ikoIJrKgJOZw/S5nduhmvPpbpYz2TTdjcs8D6wcwHnHe8CGqoDjwB1iPaUV7krK8HEG2YihEoX6Ho/Oo87SyZghjPMq+2p2AXywiNKb9PdPgzLZEX1BWecQg1qoIXlxCqIWgw9XwIaqYOUAScix7RLi+kAqHFSdvCRGpUrgvo8zRaS5RqZkaKLgJ2gKDwLM2h2VShEaegKOE465+SJKGTmG0dEmusMAufaCh1hredFupt+xZasXkIROTsgzERyMwUpZPHNoDLEGaC8+VIFQDN76UbByEZ4n6Fo350QLzyoJzO6jbFqz4aPIE8utOjhbRZjhDZjypfEBbUXk1ZmV4QCAFbFC2CGeV6oRRhpsrisQzdBxNR+nh2ApOGLF0KgR0Igywq/f27YMh10XoZbTMCBwXubPfz9Lpez4RdKxgCgLymbcPE9N6QYKAyiPuFQGre3V3ZiCWe22+QbtbyciSyoDZr7DCWw+99k5u52y1X/Ll6CBlJPYT9cOAPY2UjDtVBg6kYsjs+We5awcjzl+fQwLcQDZkQg7Lp45QDZWxQyPrZShL/hB8hOlN35e8Vr35bGJVw0ou+KKK/D000/jzjvv7HmPdeVzlVI9rwHkgfnud78bJ510Eq677rq+25mcnMTmzZvx3ve+Fx/4wAfs6yeffDIqlQoqlQre+c53/h8ezdHjpptuwuDgYO7nlpcoOwLuAEEAVixYQ2sThlMULZBStdEUO5p0gs2AVDx6Mi4UwEpFyI7AQLVjxWdZoQDumm1occNKJpMUGaHDzL74DpVNHY+kL3wOLNSwZEWN+Guc0cQdi9xxLLkg5ZqpdgQ4DmQroePxSRaDVwPiiMw3gFYzNWoHMP4by8EHiza9HwyT3yEvABCUjSlpQ8o1n3835K59GByniZC7igjoA5Vcc4LqpAcWP/I0sjZLppSmOnpSr6TlDUuij2MaDw7TRkXAosv7UoURGGdo/NEv0wqkwvCaDi47fp9trKBx6RCvSklq9DDRR68Ko+NU3v7hd0g+xXfpXJhvtQaG3CGuGa94BNgksOi315Myf6Z8VC5GlvOXCG632Xz4kN1nVqloWY3eLDT3pL6OdbnVc8FKaZbq1If/G53nko+Lkmr+7jO2NM0AdgVjQNhHFqATubZbzkxedT1RJ4L3nWSzgMO+lqSgT8j0cwacmcnbSEdk42iUGQMe4x/PQCUCSR8rIsYUpMh4bfJ81muoGCJ+mTl5xfJ5xImDjnByGZWYsbyVWmZfw8i1ydryWcN919vKeIKOIoKC5r9luHPHO+n3Mu46N91ZJ6nYUW2WBgQt+08Tv2KXzWWzMsdvOIQAEf2N8j3X42jee5eXgrFnVCUjl5LnFppxL7oEhIRifXXKZjINR/G8Lm33ORY7/sjrmjWYoxuZTAaWMmXG9WDGyWRDG70ZuGMVr4GyYxOvClB25ZVX4t5778W3v/3tnA2S4XF1Z8UOHz7ckz2r1+vYvHkzKpUK7rnnnr5m4JOTkzj//PNx9tln44tf/GLuvfvvv9/6Wn7pS196pQ6tJz760Y9iYWEh93P12hWpFtnCPPwP3wBWDsDPfzv44lGwFUstOXfo2l8GhodSLSidWeiWxGDDZfCCA9mIsfOxYVKQDyP4py5HrZ7KIqh6HXGTdM/kHGXb3CFNEhYc7vIRkqTIWAg6qyeAUhnP/NKX4Y44RNgeHMDBfQNglQCsXASvuJSpG0qBzLa/CeCe+TqSxDjnNLBT3wB3+RCeu2UaybxEUlMQc52UtDyxHGpugcqbGkixoRSoFM5ZBb8qkTQAvnIFlAQOv0BPsO3/72uIX5q2HWoAgJnDUFECd3VatuYD6XVSvOlWsEWj6RiO0d/+W3UDRxgS7y0RgOPilqBJAIozuEuq8M9YCT5QAl+9MgVEb3gDiisAVi0RgNWZKWf1EiRNhnufX5GbHNnylfT+pktz51O200lNNjvA4BBl1aQCRsYIJCYCYl7A0cdkxl4KKp/JWgR3cRHOkIcnbpqGd8IKC664p9Bs+2CDJbDAw9J182DFAuRcG+VzFhPfSCqoRgPuaCH19MxE6cQS+IknwNu4Cu54AarWhFqoA1ECxhWefvOfUImyUsJ9bj1XXsfh/XQu+nDKyuUQgSsggVxJzndJjmLM62BwqA3OFDxXYNALUSpFqJQom5NVm6+OUK0wVOmtz+hPVRZ1UC5EcDXnyRCsGVNozvqoDITWLxMg8GR8MwHSmDI8NyEZCl4Cb+1wWhJeTtcd12VYhyuMbKpg/ATK3hniuqu7LysDHSwWvWDGjMDM4TLKhQiDhdCulzHKvIxP1MGZQsFN/U99X6AQJCiu09fHcrqH1usBCo7AwDA9wJQyArvr18/g9d4CBophzoNxXqX7tfL42ZwkhutIDOl1cabQ6PgIE9eCzWUqBX0F/bTnc4kVx83B0d6fQwNtVEoRNoYxSY+USSrE8wWKEJCZbHDBT1AeyXPYOFM4+dZzsZE1wBgs2MpyErPNEa4j4TuiryTGG4eO5P5fNN7AotFGz/oMR+xNGMi9t8xtQUYkufKmN0yiHOjrrUznbXEmY1wqpVwzE/18X1+Lf7txTEGZUgpXXHEF7r77bnzrW9/CmjVrcu+vWbMGExMTeOihh+xrURRh69atOOecc+xrtVoNF154IXzfx7333otCofdp48CBA9i0aRPOOOMM3H777eA8f+irVq3C+vXrsX79eixbtuwVPtI0giDAwMBA7idweMql0ZkaKk0NAsUCdSHqSP7+QcooFT1EX7jevn4070sbcUxlL72cNHweA16lQjJL70XTCiLmdHMoBkCcwCllxqsdWp5VbmLV6zH74i7JW5EMlTq2JAkpwbwg13n4cjZ1KlGIn9sLeXgeB1plTMcFoNWmBsIKqBNUpZ50O58Yhnf8opyekGp3ACXzmmbdgqUZ4VcWBPDG1qZjGwRAppwQqiQdP4AyhLUWSXlEXTf3RBC3qKLLHo6DmX1ljCXSliMBEIG/WAAYh2rX0S9Y4AHtNtThI8TZevFFy7VjPvK8PfMZnSkDpzLmUJEaKJS+3vwJh9r1NdEfADA4AFZw0n12ORDH4ONDfblfcB2g007dBaLUyN7xFP7OKVPZXSosYYVcqbT4K/+VpEGOki1zj6Ld1BRGzoIm84GRdi5DNrGshiRzzowheYul+99qewg8QVZUmWuoE6bnNo6dXDYGoMkyEdyWV1efMgfupNmcZujnmkqyDxSmA0/WO+C+GSOJpnQhBUdDNy+oPjkZI1y68gyiIrS1uO23GK1/BWuj0/QgFUOs5Sx8h8Rko8ixjSByisBGsRjD5RId3Q1YyNhJRS0Hvk/isVky/x177rF/z2cffHTU5tN7MAMQuOn3oZ0xjDfcPodL1A8V9N/KEv0Puh4SkXI5223axz1PDdHrTFlJExovAj+cK6BDD5mJ4PiFQ1/r2cdikY6zlVAZuFyMbKdpNvbPpJp8rRkfSjKURyO7bhMzM/Q9GdeHakBimLhwh6jULVqw5WaTkSxLkQrcZsqwAJV1y+VeqsDPI15T9D82cUxB2eWXX46vfvWruOOOO1CtVjE1NYWpqSm023qCYQxXX301brzxRtxzzz145plnsGXLFpRKJbzvfe8DQBkyI6Nx2223oVar2fUIfUOcnJzEpk2bsGLFCtx88804cuSIXeYnxXPPPYennnoKs7OzWFhYsNm0bJjXGo0Gjhw5gqeeegrPPffcTz8QHFbpHVW6AahWG6wwAFYoAhnNNfctb4BqtiDrEfwPXg/vvf/pp9qEihIiuSd5MUa0O+AuEcDdEf0Eq5iVBzDBSpmmgUYLaBhbI2W76HxXQHX0TS1RYKViDiwOL2ml2mQAVJzebEREvCYkxLWRcy1ASpQ//jcAANkBnNEymMuxrNTEmNeBCiMrauu+43egZDqhrDpxDnzDcdi9LVOiiWOoegvqwEH70tE0t+xHpnem/zQa1DCAlHjvnPse60sJqcvqSWwzZQDACg7k1Bx1qhqgpBQGxto455QDue2pw1QqZJWRfPkyu0wYA8UiyVe4DjBQIZV/3X2Z7nw6ESYhh5iNdCOCwLLTatQl2TS2SRL+sLSfObw7nYjY8uWpAXMc58BF74BFtC9SAa4DpX1GlQTeGWuOYKOFkxMvp1P2+PJLqKTdR9W/VqeTzJHPGjAGlJ1UrBUAmgsBAi+xr00dGMBYMeVyrTiOSltjyD/EhDE1vHR3WZooD4Y9bgCMKVSqYVq2qvPeZYaqgJTkc3kwbejgjsLpe78BPlCycg8i5lYSo6K1rlif8s9MswipgL0/HESsOywPtUt4m6LvJGcKxQqNi+m+tNY+iWOveT6UnuMwce13x4AzABg6WSFJiEvGedqZ+rurf8Uu023OLRVDI/QReAkBEcVy5dXhTLes6YKlcU/XYXh1Y7qTOW47uoSqLNG/WCS/zywHsCk8PDizmACksZZTqc2S3S5Xdr8ZCFw32751b8jGeCXP141CB82ZfCn7tuW/iZFhXWkwTdgasAVugmRWa5INZUj8+jo7lGlIC2M31837+PJL0OhTiv55xGvly2MTxxSUff7zn8fCwgI2bdqEJUuW2J+vfS19qvnjP/5jXH311fjwhz+MM888EwcOHMCDDz6Iqhb2fOKJJ/Doo49i27ZtWL9+fW49+/btAwA8+OCDeOmll/Ctb30Ly5cvzy3zk+Jd73oXTj/9dNx33334zne+g9NPPx2nn356bhnz2hNPPIE77rgDp59+Ot71rnf99AMhSVNK7H3GapABgKpPQ4Uh2PBQumxQAIIASiokj96L+O7PAkBqvWM/qyciDR7YQAWsSAR1AHAq+tRnMh6yoSczrVOmFAMzWcdMip0tGs7Z7RiAEiUOdXMWCgAnXlh2v/50/2JgeEzvF7dPsiffei64CziBkSJQ4MMlFN99NZrXvlfvL0NysJ6CPlCWQSWwQIQ7ynrm7Xl+GPHWx+yybkGArVxFZcSMxlZOwBQAPA/e2FoaQ+3zaLM3euyyWSLx3bugYqHtqhwCY37+JsqrBfClo1rIV48nY5g7XMY3n12R5wW6pGWm2vVc92U2mD2nVSCMwE87h8BU4JPemO3OdM2m4AaS1PQ9B6zg4jceL1HmTvMIVaSw7+lB4oFpmyVznPK5F1KgUipRp6Tsk7mSEihXCZwWqbGEVUoQ9QhLH/423Z4lwEYG8F/mH0kZ0ea4HJ4THDYxUO1QWQv58qUh2AOp5ZAQvCerli1TmYaZfvZFJlOblcIwEbVc+KUkVyLzfIGFhZQz51VlDqBUCyGJx0pS029vSx+ukoTj8eWXQNZaEBGV70pDEZrStWOdVdYHUo7S6y6YA2fAkrULJAcDUvk3+ywywLKZsSIyx8XNA5Yea4dT6a5V9zFQ7eS2G00lmG1pCy6VZgqz3pdR5PTYJ1V0iU5IAk3t2LNjN8d6H4QYUwjbrv3MwFAHfiBQZZozKMjmKREcRf2ayZpJxSBikvCpODEqkl5zL/htANT96DsCY2P5Jo8sp+zlui9P2vG/0/3UwLRQzWfULtv/VTvmZiSy152SQKMWQHbo/GSJ/quSyF7XEytr8AqvGZD/e45jXr7s97Nlyxa7DGMM119/PQ4ePIhOp4OtW7fa7kwA2LRp01HXs3r1agDAli1b/sWp1d27d//Ez/V7f/fu3T/9OMg8cRwAVCOEOrgLiGPIQ+kTtnj4ETK1ThTcN14MaEmM7vKl0ZYymQfVaNLfxlzXENwTAZkwqESCD2kPvCzxfEG3g2ctcRotqIZuO++IXBmqWwesJ+p6YhIJZc1cDraEQJCMGWUNFQPzXLS/+Tl7bLJD4qWymZHJcLgm1+tNC2afsF1HghV9LFlB+2+6NBElULX05mxkGcRLGsDFcT47BgCRyf4JcE9CtUl/rSkzBuX6NeZyoFnPlS/jfXXSbpOKzgMAxAlcV2BMJBB7Dttl+evPpe5Vx811X+bCc6l8WatTN+Q/P0SvhRFklGnOMFkwRZwxJAoqTCAb+hprtvPnDqDu0TB/LVqgpJdVC7VcFs6G60AtzFMpVRIHDb4LFUnsf+Pb8CXThBBGqEftlBeZjT7Xjkg4wth92ZtVbZq0nioDIZodHyLmdtLNEtFjfTk7fZ7gTRa0OzhTqIyFaDf8fGecoE5BM6F//8ml+fUpBj5K4DeOHRQ25Dv2HE7m8IXVnuWqlXliQZGQHG4fsPD8P1IJtnzmCEqlCK4rbSZMKQYGAnQOVznTbnvb0qecn/022g9d+vUDgVq9gPJgmsGe219EXbk9oCtCep4WOkGuZKwUw3ynQOcsY/NkQOH6o3g5moYLzhQatQBzsyVrLj/8em6FfWPFseYNC7mOTymYVcJ/29oDNLZzU3Ycz9z/dUxPl+1nBgfb9l7RTuj6Lhf7u6I8vvwSVEphLiMXjPY+lJjO72/79JRoMmVCcjAXKJZitKcdKC0ZYsY0Qdrxy12FVj3/gF0qHhvx2NcU/Y9NvCqI/v/eQyWAnF6As3Ij0G4j2fYtxAfbEI88hvpdzwFxjNWnUNnlhb+SUHMLeTkBwJrv2v/nI+qA1IRYFvhQCy2IfdNECDaSGjobojrS6o9FTQdKMnieQLJ7BnKhjXgyvTHEL00DCzWc/OdvQWefsOKxBT+BmOtAtTtQHQkx0yIRWB3XnT8NNXkAYeQi2vojqMcfhpyuAy41EjiB1tFSICmOIwc12ImgEsA7c0N+3IREe9aFSgDVmIWSDKNLCPQc/19WwVkxjoP7BlD7nd8hRfYfPQ1Za+akCQzYdNafheaVl0EdmU3fM5IYT++g7WmAqhIJxDE+IUagFhagOgmSgy3E26cgjjQh907a8qX8wQ8QHuGQTRoTA57F7kkUyzFOWDKD9o7YGpKr/S9CzS0gufc2qLCVZu2i/CSgpo+ALVkKNV8He+O5AOckUyEBMWtAF01SIubozJP7QrQ3hGwIfHPf3+fODfMJYJA1UowwdiD3kuDt7P8+jCTUXKQ4htw/DTk5g+5oPN6AeG4HxIEZxAdaQOAB7dA2Hnz2urVIZiXkXAP3jJwLUcsDsPhgO5cJNdEJPSyEfs/r2TAZ0tp8AQ3hQUhuOWGTYcp56izQa9lMmQFaUcul49YPJWZSNTwzzxM5SQwjQGo+X+NOTp4ijF0kB+oEViWDe9oJdn1S64jNP+tg5nGO+XaAQ/sH0JYkZSEVdYo2+gjjGgD09Fc5FmpFNFq+zUwpBRyQBXS0ebrJlCnFrK5bMk+A+qn3EDUgbHtoC8d2lzYX0kzvYwtj2Fag4wpjx4KaQ0n6YNNUbq7sJyTDUKGTHqtiSBQnuRGucuKx2fNgdNAY0zIXkuEFn/YpnkzFgxNwiIayZWoASEIHccfBgvDxV3uXQUiG5K+oivDGybvxj4t/ze4bACwsFLHQoeMUiiFKHCw0C/05ZUnJHouSDFJw7P3RUM9yBkzFfYCIU2KIQgfP7R4nCZfQtxndA65rr6HJnYNW685EHPcHsf/a8Rqn7NjEa6DsVRDcB/iAtktasRJscBy84hABnClACGuDUylFQKmYliB0Kc6UnEwkunXb6H7BdcBHq2Ceg8HBTio/UCjACbSRtSac+2UBpsm2rOSCeQ5kJjHCKy7ZKlWHqNSpS2BjyxtE/JfK2orwcjqZuusmrL6VqCVApQyVSIi/+18AB3ihq5wYpk/s7hAHW7bcSmYAQDzZgeNJcB9gAY1fMKT5MmduAkolrDpxDrueJF4ZP+lE8GoRLGPvwyvp3/5pq3NjaLOPplyoS7HGq9LVLfZGEkN2JFlbATZTJjWninkuWIGjctNdtO5YYGBVhOqKiDTETCzMA5USWKUMPrLUZu1MQ8WbDj9GHZNBABSK2tqJrhVWDOCOOWmnqua6GQsiVuBwKgy8wNG++0ZroQRQ+bITudSAEXiWu8XLPspLE3CXBDDZ8DBYJbD2TNngHn1WJWRezjgHSkUri+Je9CE6x+UCTl91iOzFsp8v8L5SG7NhoUeRvTu69ZxmWgULqrJZscSItqKXO8Rdmcv45Eyig6N3oZjlBjIODA6nHEF0BEAi4HgS+z7ZyzN9aHqxlctgTKHIU52qZuihlSlhm+3MKw8OFNasm4VQDL4rcKRdyklimDJqNlNmwmgOTkp6CHNdAQmGZtg7JitlBwIpH6zbggoAzjrzYM9r2fMxUEy/x1Iy7FApoOvWKRMqFb31XYGSHvb2tGOJ/QDdD2oZ6y0pGJKEY8BJj1dO0YPso0svRYEJJJlzKyRDwaHzVXZTWZWZTq/QcMwYGq0AlVKEyuIIjZZvs3rZMGP+aGtv7vVpESCaofcl6HosB5Fdx3xmVYfCYo/mW3iMQNmrPb7zne+AMdb357HHUupKv/dvvfXW3Lq2bduG8847D8ViEcuWLcOf/Mmf9ADKrVu34vWvfz0KhQLWrl3bs45XKl4DZa+G4EglMdptOCs3wls3DufiXyNB1ePWWd7Uqv/nLLDRkXTyP4okRvG0ETgjQZpRcxyAM/AV41j0ZpqgAQCtFpRg4BUHYpJuYtwjEqyIOdzjVgC+i2BpRv16rAo2PAL3lLehsL4AVnCAwQEoycCHS2ADFTgVF+6SKnhmv9joMPi6tQj8BIW3nQh+2jlwhktgxQCyRdww2SF7GhUJYPlqsJGBVFYjjuGsWGzLIIVzVqO4RIGXGOAFxOnI6qktGsee54dx8hc2wSvqCbNQAB/sFX4EgJm/3Usm3ebz2k/Ufd16ekH7YrJyEfA84u6USmCBC2/9KApvPo74YyemGT1389tROs4hD1HO0Lzpt3Hm/q/Dff1J8JYUUThtMQbePEQaXwCc834FrFiA867UuzUbj4yfBRUlYOOLScdtqEr8vEIBrFKGiiScMe3pOD5E+8tIv425DN6qATjDAdi60+CetCZvhg6AVYvggyUIyeCsXwNZD+EfPwLHU2C+AzU3B75qGZxVvbZj5dMH4Zx0HLwzjoO7pEQAXEkgSqyFjzPgglVL8IoS/prB3Of5UP/uy+XDNQwVw24KGjkQ6DDyAgNDHQz7HSwZblhAsryc8jSri+mL5HbdcANPwC8JlILY7mtWCjGsEacsu81yMYKQ3HKHzlw/Zb0ZC0GMchCjdBpxX6PQxdRc2iBhPvNr7ziEiXNonUaKwnRmjg01sc5L990AnWWFJgQYkpDD5RLtyMOw3yGLKK5wnNtAsRLB4cpmyhhTVvrDG6Pv8ko3JbAHTFol/yzYWb9+Bh963X5Ui2GuvLfCTZsEDj5fRbWQAi/OlD0GzhRq7QAOFDxtwL2Opd8/o+j/8JL3oFoJ7YPOyHALnicwpGkYA6dRhyR3FIoswc6HB1DIZMpKQySJwZDaLLm//It2H1wu8abJu5ENc30wba3lOwIt1jslnlCgB6uW5rCNjTWxeLy3MzrQZcZPMrpfmEzYYq8Nb5hcCs487SBcLtEMfRQC2tFFSdrAUmYJ/CBPDThWhuSvdqL/Oeecg4MHD+Z+PvCBD2D16tU488wzc8vefvvtueV++7d/275Xq9VwwQUXYOnSpXjsscfw2c9+FjfffDM+9alP2WV27dqFd73rXXjrW9+KJ598Eh/72Mdw1VVX4a677nrFj+uYgrKbbroJZ511FqrVKsbHx3HJJZdg+/btuWWUUrj++uuxdOlSFItFbNq0Cc8++6x9f3Z2FldeeSU2bNiAUqmElStX4qqrrrKWTQDxwi677DKsWbMGxWIR69atw3XXXYco6s8hMNHpdLBlyxaccsopcF0Xl1xySc8yBw8exPve9z5s2LABnHNcffXVP/M4MM5SI2ZtMG4scpyKSwbPeu5MvvcYmOOkZOyxRS+/bpdhwy92iLQd+GADFfz4fxd7JDGY74AP0lMi94nQ6vqCiN8uz3PKpAKKtJ/epReBBXSTP7B70II/cPSQtuMfPA/oTiM2PAwEZbBKCarV1iK0NBacKdJ0CvKt9mpuFuLAkfRpPU5yekVuIHHwxzRZ7PmtL0H8gDxU3TdenNo4cZbbr6wh+cTf/wWQBWUD2lrHgLHAJ6HdRIAVC/iuXyRDcpPdMYDCcSibBIANkxYUGx2mLGAY4fHllwBxjHBXG52nDoGvTiVYxP7nyIDe73pi1+u2mbLKENT8HLkLDE1ATR2xnbX2mLIdoBwY/Mo/0vlxOcT9XwNUamtkytksI7+i4pgMzIeq8CtCE/E9+uljSA7OSD9NKXJk8FxrK+UEEj867Ro6z4GPp59fDDGX72pjRR8o9WYqHC5t1itL4g9jxwIVv6TJ303PykCYyPKhzMPFEEvLVJwp6r7U10h3ByWguT61FMA6XIE7KicemyX6+4EgdfaZFuB5KJUjnHR6hjtoBE2XjdpzW6zEiLTqvLmU6lFv2XbNuZRp8itp13M7pu/xnzHfHn935cgS0XU2+sQPpAbpDpcWhA4P5D06Z14qkiF9ZlgKrGuMM9md7HKMIccr6w6TxfQdYd93uEKjHsAPBAZ0Wq+xjUCXUrA8s9P23JuuR2cyF4SfZix1I1G1HMLhEi+d9I50ea5ypWjPlThz/9exIuh1fHiuM2CPcfezw4hCBwNrIrue7uii36EW+5AtOv6ozq2IrcmQHof0e1Dx457rj/fZxs8jXqnyZT8XmzBTBfmXhu/7mJiYsD+jo6O499578bu/+7s94vJDQ0O5ZYvF9D7zV3/1V+h0Ovjyl7+MjRs34tJLL8XHPvYxfOpTn7LZsltvvRUrV67ELbfcghNPPBEf+MAH8Lu/+7u4+eab/4+PozuOKSjbunUrLr/8cjzyyCN46KGHkCSJlbcw8YlPfAKf+tSn8LnPfQ6PPfYYJiYmcMEFF6Cu+T6Tk5OYnJzEzTffjG3btuHLX/4yHnjgAVx2WZppeOGFFyClxBe+8AU8++yz+PSnP41bb70VH/vYx152/4QQKBaLuOqqq/D2t7+97zJhGGLRokW49tprceqpp/6LxkElKiU4N/UTmO+ClYYIPInEZoBULADXTbWktIE5/K6bt1mfBGSYUNYijKCOzGL52vncoobor1pae0ffI8KOR+KfILDUupkcEORsA6jNEd8p7NA+QRNltb8mgB4yuPeGE9PJPAqBJAQbHSKZigSIF1iqodTskI5Zxs6HjS8GH0yBmmqSUfq+x6r40WnX5MjdK298K5xf+AWsPmUOrzvp16EEQ/E3/p8U/Jp1ZszAp975eznxUmNIrjqUXVFSURnXdaCaLbw17ABDo12NDnQuVUOT7OdI4kLuPkDEdtONyhmC48oIThixk/KRiy+zEwkAyycDgB//PR13yQtI/6sxb99L/uZLBMg4g0qUbfJ4/lbdjKEoC1m77ALKXEkF5/x3AYxZIGfHVDeCDFQ7YEFAN9ZaA3GTp+n8OO5L9FeJBOqaSS8EXaNKkmVYzPG6f/6vpGyeCLzuxENU9tVx8i1nkpZbH/umKCThUYVU7d1kfRKVv4WVB0PLNZKKYcX6+VypyZyreZWed6kY8SFDreTv9E6CzXkfrpv6NyaCvBbNvf/RpZcirnMLfNY9802dOaabfxw5mNreKyWS7DmC5HAIBVL2j8FRLMUWeBiNtSwYfeLBVODYlFuNIOlVKsIzvJTTSzMRFGhcov20bPwiXZvHP/8AGIAk0sT0TPfl0IfOwexCSXOp+jdCFEtxbv9O3/sNJIIj8BIoRftIZhc0NsXMOTOcMuN1CeTB5F6XuFelNUzbPAFvO/TXAICnVl1slyttKNosWk2XfN03k2zHizXKyJoyvomsGK6QDM+te3ff40syE/zqk6ma0NiXdoqaMMbuzwd5wDrgRRARUK6GeGnnWCpPYuy5eMkec5g4PddfPwurn0e8Upmyfi42N9100yu+v/feey+mp6dzjYImrrjiCoyNjeGss87CrbfeCpnpHv/+97+P8847D0GQZojf8Y53YHJy0jbsff/73895cJtlHn/8ccTxK9uIcUxB2QMPPIAtW7bg5JNPxqmnnorbb78de/fuxRNPUIZDKYVbbrkF1157LS699FJs3LgRX/nKV9BqtXDHHXcAADZu3Ii77roLF110EdatW4e3ve1t+PjHP4777rsPida42bx5M26//XZceOGFWLt2LS6++GJ85CMfwd13333UfQOAcrmMz3/+8/i93/s96y7QHatXr8ZnPvMZvP/978fg4GDfZX5SMJcBBX1BjOadCliBgxWKln/jvesXAD8AH9IlgAGtw9Wd9Qs8qFYC5nPwQNvd6CzE/p1DcBfr7E+xAMdXxDHT/A5ju+QHCUlplIqAy1H6CDkdOGsWA0tWIZ7eieSBfwRzONjgkCUS28yR5+YyL39+0xzU9BGzciAoQ04dAXMdMBdwiwqs5FDb+VAF4Dy1WXIZxKOPEyDRoZodMA4sO4WAAGmr0XvymWcRfvXr2L1tGD/8ym+COQrte/5fLTnRp3MQlClji9Jya/vvKH1tM2WOQ2PDGeC6uJofpg5Sqb1LPY/I7Y5js1RseDEGb/8HcmbgDKxYwKG4CDCOaFcTP/qfDtSRWTgFYP5QKQXZQG8XKIB9v7KGtl8ZIo5buQjn4t8gGQrPAy85NlN26lOfSsfFSGXoffvwr/8Nja8GqYaMb86XSDi973Ao46uqbZZYqdRXuoK5nCRPkjTDygpkGca4AquMAC4DC3yc+tShvCaZ4xKnsQ+nzEymDlKdrIYW3vQ5gcqgmpA4MdLMmOtK7HtpCLU4fWB56Z/oehpiMaoVAoAmayIFow6/PpkJzpTNxgEEHBhXGB5pIREcb9SlMXP97dj4DiQJh7OWsqBR5PSUpRyuEE0mcEY8uExCxBwlRpZMjn4KC7TQalak9PWbqcniB88vtSW4mU4RXcmBniwO1+VDI/3x0tYBu68Ol33BaPuuf7bk9yzIK2SmjrhLEuOHK34pZ0juckkuZH3AhcmUOVzmSsOcKwhBKm1KMYj5NJP2TxO/0rMuFQu4gUCkHJspM3JBE06HGj9a+Qcys46WNnovD4Z9dcpOLcwDIMNxEQGOo+xY9Sst9hlGeANAfaGAaXjWZcF0VRqrKQBYd3JvA82xEo99paKfi81HP/rRV3w7t912G97xjndgxYoVuddvuOEG/M3f/A3+4R/+Ab/+67+OP/zDP8SNN95o35+amurrr23ee7llkiTB9PQ0Xsl4VXHKTMlxZITsSHbt2oWpqakcQg2CAOeddx4efvjhl13PwMAAXLf3Bp9dxmznVREaKLAxXcqKEsi9z5KMQaYUG/6vvweadWsUjrn+F4Sqt8FKrhV3VQs1oE0q7gU/QXygief+dAqq2SJJjkRa5wCZpKTV0tVfgGq1IWsZ0BdGQFN3IgpJPwvz9F4ibTaMOvnSz33gzQdsRyMKRajZSTpmDbyUBCnBSwbECVRtxmapkCg4x6eZIwDgw5W8JydXCLRVDT/j9fBfv47Wu/tFkvmII9r3TOktW0KTs5NQNTqOF9ZvtFlLVdPHGoV2H8EZPqJWAEcOAomEihKSuwjj3KO+2vUcFn7n7ek4FApY7LWBMMThH5ex8YI5yNkaRAdY/UfraX1xDFXrf15f/McqbSPqQCUC6tA04i9/EawYQMUxVCRtpkwe2ZMeW4ekMlSzA3Ri/NmlEdTMnJ2hZYf4VCrJCgAndD50JhScQTUaJJXRR7pCNUJgns6ZakdUuhQCqhnmsi+qHeLvKhusdAe9SFIjSHrXKwWzOmVHM2ieP1jCfIsyLaaUBwCLl9Rz4rGmixlIy2nmdClJWlhKMvhO734koZMDPie+eD/mZks56yUTIyeGkJKhcd8LAIByJcLQ0nQ/pCa0+xMumO9AGJJ+xlEAAFqZ7ksDAJ75Jj2IrQiaaIceGFMYLbShFAGYmCHnqQkADlNozGkRXi2VZ8CqGQeTCctmlOp7PAtUshmbd7fT/ZpcqFhXAVpfvmQ8UM6D5VnW/6Eom3WKEwedtodlSQIhGZifft5kEbOA6MffLENqnbJJU5LXQtyMKTSEB8fNOAnoc21CKdYjRWEiW351fMAvJoi1xE7O4Fyv/hDPXzuN2EPSAArFGOccP2nLy5FuOpFIwfye54d7MpLN5rERj32lJDH6utgERz+m66+//qgEfvPz+OOP5z6zf/9+fPOb38xVyEz81//6X3H22WfjtNNOwx/+4R/iT/7kT/Cnf/qnuWX6+Wt3v/7TLPNKxKsGlCmlcM011+Atb3mL1SEzKLUfQj2aGv/MzAxuuOEGfPCDHzzqtnbs2IHPfvaz+NCHPvQK7f1PH/3q6+22yIGX5IHbEB9sQ/7wcSTzEurIrP3C+6ethqrVoVra8PoITd7y8Fx+Q5xDzIZAoiDmU90pMbWATuTmzJ+5pyAbAtvvJhCbdEgWoN32UPu9C6FaEWQrvaFJLUwrJ19EtLdDk6uRi6i3oVptAgfNMLdf7vIhyNkFhJELue0Z4MAuksTQ3aXcp2yLkFpEtFmDmq1pnTJp12/1fXbPIGo4tptMxBwjK2nfkn/4NtjKVaTgLsk2CnEMFUaId2S4PZnuUD6yFEprwtUbBaupljy3S58YQechjgGpUJGSjNkBJPvnIV6ahOrEkDt32tKcmplBZ3dMllCRBLROmZw8jCVntFH/sUL4fA0y5mDDI0B1EEgEkvv+su/1A2gAfWSKQLRU8H7rd4iXF0ZQiYKc1yrun/8kLS8ZhHZ2lvUQYi6Ec8Yp5PCQyTy2Qs+WHZPEgdx3gLKnXIMVfc1hoQY5Pd+zX63tbaiDUxB7DkPOtVJfzeESZMKQfPd/QTYIvI6ONiEbmcnLL0DMdfpmMTuhh5lmERy9mQkzKRrQN3O4go5ySE6i5aMxH+SyH8bhYRq+LZeZ0lvYdBEnaQk8/c0wXytSeVHzgDxXEjcQqb7Wt3Yus/IFO74/hDB2oQRlBpOEo7A6vdbMNRxOJph9lLbfaXmIwe066o0C6l3cLYBKfg4U5jsByTToMaC/gYlY9miqJZLbzFVSp9f3uLQ/UjAcjgvW9meulvJtjhyuYBeKaHZ8PTb02YeL6bpdpnKdjYlImx+kYpitl0jVXvRON4c1gBKSa5kQWqZa6SBKHLykr6F4HnZfjaJ/uyurFYWUd7twlMqyz/7Rj2iMEzKub7X8jDm5suey5MZQiiRORqp5Pp05BgCYnStBRMChg9WeUqg5BgCYRmzHAQAqXgx3gLLP+3cOWQBuIuQsB0iTJA/ERTdJ7ecUUqlX5OdnjSuuuALPP//8y/5ktUoBIvKPjo7i4osvPspa03jTm96EWq2GQ4foOpmYmOjrrw2k2ONoy7iui9HRUbyS8aoBZVdccQWefvpp3HnnnT3v9UOo/dBprVbDu9/9bpx00km47rrr+m5ncnISmzdvxnvf+1584AMfsK+ffPLJqFQqqFQqeOc73/l/eDRHj3719Vu274Wqaf5Puw7xo+ew84lh6+0IIOWUNZoW9AA4ulCrnmwt34lxyl4AZFZsJDXihDz/OgrHnU+ZISOi6Wf0hJK0CYwskJII8sB2iIytz9KVC2ScHUYQNQ2iMkbabLBMfDQAYnIOam4OshFrD0aAubS/djI8dFCvI6Lu00o1152nJIlJGlAmE2bHy73oIsjtP8a+F4cBx6Fj6rRTYVNzLBkx2uaVl0GFEbyxtahWOla012Z0Oh0owSgrdmQGY04I1WpRJrIjIeZjyHoENFrW3F3NzCNquJDNDunG6fMsphbQ2M1QHBdI2plreX6WsoOdsEc8VnUyoreaKCtrTeKhSQXVDsE4s3Ik9hpQZFOjOhKyJQjglspk+9TUfDnD5ctouKl2SLZMHUE2Nx0B5nkkOruQZhjtWMYcqtGEbMSQDUHj1CbQLmIO99xft+czCt281l6kddy6PUNBkhgAXjZT1j3hJ4IjkdyW1E0MVOl4A5XNmmhJCo5ck0B2W4vGG5YzBCAH3AzAGpDCTvQOV1rXigC4FKxHqFdIjsO7qpif07yzuJegH2au92biQkiOUHEIMGw4jq7PduyiFlLm4XOOhzmHo1ih6zoriWHAp33AU+lxFiDR0FpwQeZ7305cLDiMrJJ4ar32YLTfLrNyYh4/KcwYH/X86QYHmzHUYzGod8Xw/VqhhxjUDNQt9yESjlnh48GZLgqIyQTK1JFAZABgOyGdsEg4OLDQy/v7YTiESkl3n+rPH57qXc48GBwQmWaBOISQHCqih6N24loepOH4zbyM4sXRxuvfcoyNjeGEE0542Z+sv7VSCrfffjve//73w/N6y8/d8eSTT6JQKGBoaAgAcPbZZ+O73/1urvHvwQcfxNKlS60A/dlnn53z4DbLnHnmmT/VNn+WeFWAsiuvvBL33nsvvv3tb2P58tQs2vC4+iHU7uxZvV7H5s2bUalUcM899/QdqMnJSZx//vk4++yz8cUvfjH33v333289LL/0pS+9UofWE/3q63941hrwpZrL1Gkh+M+U4XB/6wp4Yxz8+HUk+wAg2TsDftxxcJZQlyDTJu58edeNqFqEu6QCVnDgLS6CjQyCLxqGs3SI3jdG4oEP7il4E77tyioMJXA80mxy1y8DGyyhsD79ErjLR4DBMbhn/SJKp1TBqwWwlStRXEZdk2zZErhjLvj4ANwTV9nP8dWr4G16EwI/gfeW08HfvBnukipxiSRx65jLrfcbO/n14EvH4SwZgztGnC1n9VKb6vdPW43CIom5/TSpOZ7E/u10fHBcS9rnp76JJDHGxsEGKrasCcB2nALA/kfLcI5fh3h6J4qDMfiJJPbpnUm/2cgI3LICHxkEWzqBOeGDLVsOZ7gE//TlCDadBHflCPjrT081wt5xEYZeT/vtLiqCLR7Dh8QM/HNPR3m5hL+mioGL1sKrSrIoGhkDX7Ec3mX/Daw8lD+nhTLeOvMkaa2t3QBWKsFZOQE2OA62aBh8ySLwkmOlJpw1S/S4KJTGEzhLKvDWj8JbMwC+8VzwpePg45Q5Mueej1RsM4Vz/FowxuCdvhZBJYE7qstfJ26Ac3K+lAwAlTMr4BtPhve6lfBWDZBbQ6UM1QxRHCJw7o4W4KycwOiaFtyJ9JqC68NdVunrqznsd1DRvKbsg4KJMHFRrkRwGHG8PCbhOhKDumxmZBaA1EezmimheS6VbgvVGEU/ttdXlpMVdxwIreAPEOjzXQHGUsL4meun4Otrd/HyGkpBjPLrSmCLhlEeDNHZk+dMOVxixVvbWLGRMrIDQx2UeWK3PzTcwniGY1h0BHG/9P+H9tFYVQsRKh51J14pY5ykWpCCWTkKMwamtO8N0nFVNNmZM0WSGKP0wJAVZT3z5g14s7uAgWJI3rYaJJzip9zLnQeHc5IY2S5Lh5Mml1Dp2J2SpPdmI4nhcIlSEMN3BKRi6IQeCn6CiBGY9MqaY+cJFEHLdAPxwUVtjDoRluoS+MavkUVbQ3rwHYFyOcrxCM1+Ft0EDidJjCLvfSgYFgKNVoB2x4NMGJavncey1Qs9yxlj9A/Gw3Zc4QWoCQ9JC3B9gaKbIODEjzOCx6simV5XksPtusb7dXj+POL/FkX/b33rW9i1a1ff0uV9992Hv/iLv8AzzzyDHTt24Etf+hKuvfZa/P7v/74tob7vfe9DEATYsmULnnnmGdxzzz248cYbcc0119jkz4c+9CHs2bMH11xzDZ5//nn85V/+JW677TZ85CMfecWP55iCMqUUrrjiCtx999341re+hTUaYJhYs2YNJiYmcgg1iiJs3boV55xzjn2tVqvhwgsvhO/7uPfee3Mo2sSBAwewadMmnHHGGbj99tvBef7QV61ahfXr12P9+vVYtmxZz+dfqehXX/cFUqJ+m26Ma18/BzWzX6cHpM2UyZYAOu2Ue2MMvruI/iqMqfvNGIY7DpUJhwbQqgWQrfTmIxPKUMVTWhXcPEkH5Kf4wv8UOf6PmJqnzEZDq9/rm/vBH5ape6+TSZ9lMhJy+4t2WWO8DsfRPDJAtBSVPU26Xsocpwxzs1Smyx5nApQGIqx74zz9b+4BSQR+Nl0jlfP0F0ck5GzQZUllYt1fXAzVofW3FzxraGz3mXPqHpQSjDMMOxEQhtRVGSVUHpUy/Ryo+1KG+j0hwcYW4VaH0t3OkIfkYAPur15BGcdmnaQu2r0lFBNvHTsx/cd6c3LqWoxjyjQaOyS9HzJhkJHJcOqM2A/+nsZWX0dO1aeJSpeTXFdA6SysqjXsaVRxTNy8Pt6X1VvuSw3JAdqWkmCeYwVylVIA53j+yUV2XwAAnRY1Cqje9Yqu0lg2OFMQYPCLCWVzXAkHKieE2g/IZUMphlbowfFIFqJfxaU4GCMoJrZUyTRYEJnsS6fuWtAyPVmhLG47BisV0Wl6OLS7avfZ2uoMl+At15lAwdCULorFCJxR5iWreG+5TXqiS0Qqr5CVTeBMWeukbATFPOAYVCmBP8uhy5bmxA+3EZ9PMQyOt20pLUv0Hw56iehuhr/ViV2r1A8AxcwpNkR/l8ucG4LDJTqRC1/RcXpjtL1ss0R3Kbs2TQ9YpvuSLaIHQrM5xhQ2vPD3dvlSEOPM/V9HKyFe3tFslpyuC6IxHaA528s/M4bkJqRi8MbWImAS/hhDp+1h6coFNIQHlQGpgqUAs9zFTzxWGmXAsStf/qxx22234ZxzzsGJJ57Y857nefjzP/9znH322Xjd616Hz3zmM/iTP/kTfPKTn7TLDA4O4qGHHsL+/ftx5pln4sMf/jCuueYaXHPNNXaZNWvW4P7778d3vvMdnHbaabjhhhvwZ3/2Z3jPe97Ts83/0zimoOzyyy/HV7/6Vdxxxx2oVquYmprC1NQU2npSYozh6quvxo033oh77rkHzzzzDLZs2YJSqYT3ve99AChDZmQ0brvtNtRqNbseoSeVyclJbNq0CStWrMDNN9+MI0eO2GV+Ujz33HN46qmnMDs7i4WFBZtNy4Z5rdFo4MiRI3jqqafw3HO96t1HC5bVAHMzBsKjy+kMLUo7Pwu/+S6gWLKkfMT6RtIliWEV/k35I9RyFc02Gi0/3aYQRkrKSmFwl1LtUUgK76ds/S/gQeaGuWYx4Beom44zAlUL8/ZJEZ5HmS+jaaVDLrTyk24SUsltbBSQ0GbaWpLA8whEaYCtEgU1PQOEkX3CFQeOYNePhlFZq1D4tbeBuwrL1s/T4d7+14DjYvUpc2h8//+j7T//Qu+kn7H1cU99uy1tZjllFmQ5TtqMkAg85pQsp8y8zzgnMBl3AQFzHLr7VMUxWOBCdhSS/0VdYli8ApiZAnMdqE4zJ4lx3C9QaflGVbCyFarTIVBbrBLQlNpdQb+flf9wKgToWTEgK6uZGQKSRtE/FkR+lkZDyaHPcwY2QVkRJSS9Fsfp9dcdjksl9cCz8hsqFsQF+ubt9ORpQW72uqemlH5E/0qJZC4qmSyWCalYTrG/NluEy2VORT4ba88ijmOYkWUwJce47ZBPaJ/2OXPZmA5BA4bKxShHajdZDgveygEQRXAcBd8Xdp9NiCNN60Wa7e7sF+ZzAZOQClhx3BwR+xPiYzFGwOMJXiY5DqasE4JQDEnkEPDWh17RpthR6BKA1MfoZDKLzkUXWyX99oLXFySsPGU+d0wOV2i1vZw0CWPKrneb32uzpBSzy1uHhGoHFSnhuwLxtCRRacmsJEZ2m9VKiEKJjuf0Ip1j+QMCYNkrdcdG0iozYPrx5Zeg5MYktNvuT/Qf4rTeoaG23W5pqBfAzc6VsOeMt+PZgNnjiKd3ouTGiKYVypUI7ZqPiqPH3VwjyPAa47wkxr/H8uXPGnfccQe+973v9X1v8+bNePLJJ1Gv19FsNrFt2zb8wR/8QU8T4CmnnILvfve76HQ6OHjwIK677roeitR5552HH/7whwjDELt27fpX46QfvT3x5xCf//znAZCpeDZuv/12qzXyx3/8x2i32/jwhz+Mubk5vPGNb8SDDz6IapWeOp944gk8+uijAID169fn1rNr1y6sXr0aDz74IF566SW89NJLufIokHZQHC3e9a53Yc+etIvt9NNP7/mcec3szx133IFVq1b91KbkWW4NW348AMBbUoSq6w68qf3pMgtzgOdD1jvdq8mv0+iYJQpwmZ20e0CJvvBUkt6sjaWSH+gMWxymBucAxK5D4GeDOgS1PpZdHeckmeAyAh6ZrFH1z/4OrVv/QG9EEujyXahWC+Cw3DClQBN/u5HL5sjZhZwNDyn9t3HoyQJW/jJlhCZ3DmEEQGuXQgAidp/8NHXq8vXroPbuyWmRHe38B15ihU8tby/7W0ksjzX4MceviNfVF7B4HmWGMqKJYiHE3I4CiufpUvKO54AKASwVNnOSGP57+vAcOSNi/uwBu28qkj3bZ1xBdgiYQVDWs/l3z6N88cl5r89MJIJrfTwFtDQ/LhJAEJAZfR8uY/2Kd8F96xs1OYvGTyVCl3L1/inScbuv4OF13Ub2xsS8KxxXIux4aEQehoohhExJOG3pwmcC3M2WzHqzbXYz+mtTZy4GoBXuXWmtbBhLO49z++ApJGHa0WgmSyVZDiiazzpcQSkGudCCs5IjSTiGl/by8JxFZci5Ft469bfYc8bb7bqN92U/mFZXLkpMYGZvBQ6X8FxpgSUAnCZafYnoScIJeOuVNnSXqh8k6ESuJfpnM5PRX94JzikDFYX9pwtvwgeeyb8mFZmwB16CgWKIKCP0mzt+pJ2NWa9RzimbWFQSUeKAcQJujCs8uPjXMeIBhSBBQ5P3w44LzxNQAJ5sD2MDb1i5oDG/jVg4OP75B7DzlLST34C/VkJuAb4rrIZYNualhzWVGubni6iMh6gMh9i3exhLu5YbqHYQVBKsmWIAT4FWO3ERjHM0pxVKwxGmZ0nOqFrVfp6Ze9DQQPuYeV12x8+j9Pha9MYxL1/2+8mKvzHGcP311+PgwYPodDrYunVrrvNi06ZNR12PIelt2bLlX2yWunv37p/4uX7v/7SADACVxJr0FKamaCKOD7ahmgs08Zar9ky173kYanYmnbwiLVJab+RWyVwO1UqonNXRE2gibOdk7z4oeCN6ohEZocgogurkLUX4WBWIOpDzU0AiiSxvui+jhCbYRFETQYa4Xf/QZrDFxHNCHEPFIQnWttppjSEbOguodFchYgIJ+5sVTMcFCz78IAHaLSjFMKTVyIvLFJKv30frmVhOJNximfbHzXQ3DaRitD867RqSgdDrVF3Aw5Q2EcdAFMNTCijROlUYEQE+SoCYzOBNiPkYaDSpMWGgatex65/ob2mAUakMhB1av+iajpMUSDLO8ezvPkj/SAX4pHum4pjGSYNYe01poMA4o+spESi9bTXU3IIFV2Z/GedWEkNJupbF3ikaPwmoRiPNlnWFasdAo54CNiXt34wDGBq1+3xBW+Y6gOEXaL/7gD0puJ2wu7+yRZ5AgaFTJ4AhJbMTqznuQ+30HHvjBCzGkAXmZlyV1R/rDsZJv8xkNzhTWtaC25LezEy5B3jIloA8RNpTswfS/TCCtaoZorVD4p8mfgVhW3dHaqkEP6Bj645Rl77zUeJYbhXnCv+IKqRk2IViToIkHUfdpWmS6xq8Og51T1aqvdlF0UgQ6+0cLWuz+x8LuWwhY4oskZgiWZCOj2ZGpmQ4I/Mh+hyf+VwUutiuH8JElD+G3HHpfTOlY6NT5p5zac+yzUYqxWDAZ8nNZ666QyGVKeEulUm7OygBLUfSdrDTU7n1dZQDGUkoxbB/55B9aGhr3bSQpfteb/RSbwp9JFd+HvF/S/ny31oc00zZa0ERzQCutlVSTz2B6IePYXJbFav/7huIDwu4jz2JeE53RJ4wBjV5CMmsLg08/2NgMyD2HcmtU7UiRFMJmAuIDuAMHqZOukTCdcoQ8/rz+w4iaXPgsLRJtNacByE52m0P0VO7gR9+Ep0DCgOgDsDO0zMoH78XauYQOjvaJGcRHARQQLxzDqr+DJLZBErWgQM1mKLAwa3AsqXbSBLjhe1gkwcg6hHYfA1Jm8GrKsSHEwAB2Uy98DyS7QfByx7ahx0wtwZwYKIwgERwhE/MYWzMx+xMCYt+9BxETNIFq0D8trX/433AvX8D1OcRtx2gWUfy4wOIDyfwP0z7JKZTwHnyn78Fyf3/AA+UFRDPvAjvUiB6fBdKANT+KcRNDjE5B1Zvo8UHIJ54CtGeJoAm3KEFiFoCPvhjK/egdvwY4REOb+cBJNMx3L2kzRb/8MdYeWqMXU8OY/CHM4gaLqL7/xn+214PefAI1F/fCv76N8A9i/z71N49EHspHSHnGjjpD5ZAHTwCWWuCvfAYHcd0HdEMkNRaKABa+mMAUduFOgL4TQHmzyCZTzDz7UOYeIuEmI/gI+2+FNM1iNkQrlOFfGEHyaogRNzxEU+HcA8chGyHtrs0G60XY1Qn9kBM1yDnIxIu7sRIZjro1AMkD/0j2j/uoCgPYKc3jtP3Z8yjtz2N9vYWCmt7QdnkQgWeFlE1E6nryExmBajXA/t+Q3rwQzKgdrlElHn2nPmhg0HkwYCZPJPQQRi7lp/VzV+LO44FY1IxqzNlMi5PoII3JHW9HwxR4mHuBR8j/gKAAMs2pUA7ERytyMOB70hkb8MxmOVWtdu+lYzIRiQcSAXMdwIUHQGlFCLhYJPbABjwhC9xRsuz3YwOgEhyhNpWqDXTqzvWEi5qNQIEWUC387FhPIEKzgib1GSgx2ZbnIqc7m+XUWHpeYsTB8UgtmAulhxCMcSJAyE5HndqdtmmESuWHFFCx1YJIpRKEQ7PVTDIAbBs0pqjxTje8NYF7H809dDsxC7cFnHfvl1QeF8CRJ/5L5nxYvjhil+CebpNJIdWrkAr8VBCjHbiIlK9473Eb6HZ8cGYgoiATuhiuNL7cCtijlbdx5fqT+NdpbSZaNgLAUmSHa2EzOQFmFX03+UzrNNg03VkThIDwFHLqq/Fv814VXRf/nsPETHSaAKgEoHoh3vI0iWRRMLvxFam4sW/IsskU4YxpHXVymdWrICoecIMk1z2xpYKWxG16wuGwkoXBT/JcRpUR4L53N6oWaGMuM6hFhagGg1EDcdeRaUghowURD2CjGiiFw0jtXAY1dEQbFBnhxZakIfnIOYFEMYpGV3vr4pT+QjZpvfdJaU8/46TSrlUWqYi87S+4iIO+ezj4Exh7pZv0xO21JIQWTpIplzmnnMpkfJBWQo5Rzde0TLyHiGNlSb2/yhQUI0QKgFUBCTzCUQLkDP19Dhm5lGfCYiz1QLkNPHUksMxOtMOlq+dhwgZkojDe90qoFwhLbb907bpAwBpkO17ITc2yoAjk5lMFETEIOMMx8mREIJBJhxKMsTTCWQHGDuhrblxWkDVeIgmErKjJQQW2hA1BeZT+Q2SMqEqElb7LhsyYZALWhIjkpAdAdmMoCJSZ/d+7X1wfEC2EixNhM1+0A5ILTfSC8oGvF7+Tpo5y2csrK+g5BbAjTppBmh2jrJVoeq99SlF3Ktur0YJoDXng/G0bNlPc8usw/6ttycbxKmzxvaZWGgWkCROT0ZMgKMZekj6JKe6s0ux5NZmSSqGjbGDus4IGTV+s8+VUmQzgdNIJ3sF1pcvNhsXMOfQNrLZqENR2n3oAjleHwB4fv48Sm0j5XCJYdYrHNoU+fzAvNZK2+fm12sycjv/eSD/uiknK4bzO/nr3+x3d2nSaKsVHc1lA/oakj+pMh3BOjO5pzbQs5xUDPVGgGE/30F8OC7QPUIy7HDSY+8krt2uiTB2+jaaHIv4v6X78t9avAbKXgVRWCThHUeSFnztGlQ+/5dYfrEH95Jfhj/G4L7pNNsSPrGyBr5uJfwJ/YXWKvfu6ryAHa8W4A4x+GMc3hDgTAzCXToIZ2IQE6tqcIb0U/7YILySgDes8OI/VtGJXHgFAc8TCPwE/skT4GUfpaVpfbH6hirY6jVga45DeS3gDDhgw2UsPqEBf1UZ3nGL4Q4weKsGEWwco+0MjmPwl9aAaaE993XHwznjdSSdsWop/KoE9wFvhDg6fIjkKdyVI+BFD8WRBO7pJ8FbO2ZbxHmBo7pKwHcFnA2rc2DSffv5wNw8hkda+E8HBuEViA/lLqmgdPpQZqDSG/jsr/wu3OOp89b1JdzjqMGicDqVXPnyxXADCWe0DL5iHO/oRODjQ/AmPBROHkThdeMIVvpwTj2OmhZ0DE604axYBG+Ega8Yx1+6PgpnLUVlPUPpxACVs0dQqCZgS5aALVsHvnQU3pbfAd94rl0HW7MG7pt/BZFwwMeq4GtXg69cQhInEyvgLB2Es3wIwahEYZWW4xgtIREchXKM8qIIXlnSvm4oo/j774Gzahz+enK1sIbk5QD+mioSweGesALeuAv/rOPguhLumAO+eBTO6iXwT1jUcx1XXxfAOXEtvLVjcMcLcEYCOBOD8JYUUSjHcI57I5wKg7d6FBsXTyMYT28/fPUq+IsAZ1GlZ72jo2kzRTdfzAAnw8/xPAEfIgdUspIYE8soS2Psi7LheBKBK3osdDgIXDGmcp2chjNkfl84eijnp9gSLjZcmsCdKIAxIHnqxdxnB4ohYskxNNay26swgcBL4EBieKCNYXH0SS0CneeCFmY1XZ1lqTCsSelm3zymEHiCCPgVbU2lUt0yBoWS9hM1MhoAcMpxh3BaJ0HRS1AKYjveZ5ZSK5sTVx7JjTFjCq4r0dEgyNGSG55LMjvFPtOOAd6+I5AIjmolxFCpg7P0g2Sw1KUmDK7gKYV1mxq5Dk/T0LCgXDxW0A+Qy5bY8XG5xPhow2b6hgfaKOjGgrYGhIGboNSn+7cklW42EQBTKAUxjls0lxtfAHAciWolxJsK+e79IR5DJSSJsV507BhW9PU50LXJ7DqPZbxWvjw2cUxB2U033YSzzjoL1WoV4+PjuOSSS7B9+/bcMkopXH/99Vi6dCmKxSI2bdqEZ5991r4/OzuLK6+8Ehs2bECpVMLKlStx1VVXWcsmgHhhl112GdasWYNisYh169bhuuuuy4nF9YtOp4MtW7bglFNOgeu6uOSSS3qWufvuu3HBBRdg0aJFGBgYwNlnn41vfvObP9tAcKRG1Zoj5px4HJBQCQicW+/LwfeflrMJYsauIsinuMMXF8ALDl763iB4gYMVdfefbgCwGafAB3eJb2Q6/BjP82rYYD5DJWaa1CXqF8ArHpyqDz40AOZr30vOwXzKerBs+aVShjp8mEDVwBBQroIXPSvnwUsMO74/lG7bD4BiABQ8aj4IgnzHnlWqoG5NxlXqn9dqQM7XMDNTxl0HH9M7LsACL5VsgPZr1HFkb8V2LHpFYTlZrJpygejkUJdl0U3AysXUFUD7QWa7Hvnx6+AU9GdcBj6xGKuVD1YugpVc8IES+GINqD0f6sAO7U9ZzG9Tdwv5jkhV78OIvEmHJ6hLknM6d36m8y+7ijGHfFCLAdjS9bS/PJ91yZqEo1Agq65aI08c97y+3pfZ8eHVAnlwSgX4bqr9NeIDgY/q0shqo5lj5xW373qb9cDqlHWHUgwxuLXQiWMHnAFDxRCBn2B4qI0wSdc5daA3w9Ed/XhLI8OtnKyDPVSeGn8XqkmOJD8chLbT1HUFXnowfx11IhcbTj4Cv6w7NkNX9zowdDTgcvtMasZmqMJjrfiev437SoHriT0LsAygDRbrrLvha0mONvrzqQbfuwElXZrMPvQclmn5evpQJQdWlWI4NFNBocuqqt/87B9l0paCwfUFjjha0f9wkuO07fhOJbe+rLbagOFQLiFw1Ih9CMXQavoZ7lYAzhTO3P91myw/mvH3GrTR7ni5B4JCNa/aD6RWSYGeVg2o9x0B5tP6Fw+n2e/s8ZhlE9k7JWeB/s8zXsuUHZs4pqBs69atuPzyy/HII4/goYceQpIkVt7CxCc+8Ql86lOfwuc+9zk89thjmJiYwAUXXIC69lCcnJzE5OQkbr75Zmzbtg1f/vKX8cADD+SE5F544QVIKfGFL3wBzz77LD796U/j1ltvxcc+9rGX3T8hBIrFIq666iq8/e1v77vMd7/7XVxwwQW4//778cQTT+D888/HRRddhCeffPKnHgfZApHdgdRncXpGvycAxq1cBRoNq0eVXR59tLdMuVJ2JJUCXU42RjFPOU+1BmTMICNFAAlAotWzlWRQrTbE5HyqEm/2qd0E6vNQrQSyGUPO1yBbgGyGUM02qcZHiVWMT+7/C/Ja5JoYHcfk4dmOoebrECGDbKVlI9XsQNXmoWZrQCem0tbcHHU3mv2IJERLd221SDDT3iRdF3wRZYF+dckbbPlVNTu5ZofucpmcoSfguO30dgLGCbkGNDtQbV1ubrYh66FWrw/JRqjZypQvZ6jc22hCtiRUrYa3iQbUfB2qk0BM1QCpkIQc6uAk2IrjoObrQNSGPPCC3XR41z+k+9yJoWo18pisNaAO7iTXg2aHSsDGgmtOWzolHEmbQ0WSxrvZgZp8ibxQtcuDaOgyZitKO3dbbWoWaXeobNuRUI0WkqdehJzPN5YAIIDXagGuQyX3ekTbaoYpybyV0PluM4haxuB7dhqqRT6Z3dHo+JZM349s3p31quisi+NKzM3nwa3JIGXDZF77dV2aYJwkI7oxRLcFTq58qbTUyGyIJHGwbF36oGjKcEqmDQDcUeiAjMs9KNQbARo8neANudxnAgIckS4pxpJb3pRUDKLPsZiSp1QM8SyN10mRaehgKCPpAXcAoFptHGI0/lmwWmAp0F28vIYww4MSisFhqThronjfPh4AaPPeMWeMxkIphkBR9s9fSeAyThzEGv1kuxQdruA4EoMswaQRgNXNMi6TaEs314wApIDKgMejNTLsQhFCcvuwWB4M+8npkbuDYJhWaSnZhqRxrtUL1JWr0ozYXNewd5+HdkZz77X4tx/HlOj/wAMP5P6//fbbMT4+jieeeALnnnsulFK45ZZbcO211+LSS6mT5itf+QoWL16MO+64Ax/84AexceNG3HXXXXYd69atw8c//nH85m/+JpIkgeu62Lx5MzZv3myXWbt2LbZv347Pf/7zuPnmm4+6f+Vy2cp2fO9738P8/HzPMrfcckvu/xtvvBHf+MY3cN999+WkMl4uRMiQTM4Rw6PTgZzeBwwOoPj2D6H1mTsh9+6FNKBiZh5soGK5WmqObvSqE2PbmotQHexg2T98QXPO0jKfsc9hRSKsykjhhN8i4BE2HDjFBNGBNoCCnVgcT0I1QvCyj3gqnUDdxSVt7k3WQZCAA7JJko0YzGlj5J6tqH9os92uajagFppgw0P6oBMChC0BFAOIiMEp6slRMdL5qjWI89aOCbTMLRBoUHTZyg4g2gxL1y9AtQYgE47RcQ0W6jWodoglK2r4y5svw9TlXwY6bc1xSu+o2b8LhRgqY3lkAaAGZ6rRJEDbjMCKHZoID89DNgSYGwOJRFKT8DTAfnr1RVj/n5bRvi+06JzowZVNshUSLQm2fS8AIPyn7SgsXwHVjqBqM0BjPt2XjoRqzGIuDqDiNnXFztYInB+eJHAlFUQHYLUUaJ65/+vYsfEdCBsu3PkITkSWUM6+XVCNVs5WCSAQEU+FcB0S2ZUtAb7QghQcMlIacAtwpJIsT678JQjJcNz5EbZ/ZhYn/m6BtMk6AqyQQNRiJFFgj0M2Q7TmPFSLEWZ/6Ty44wGcVeMQLQnejjB5zvk4tH8AI2NNzE6XweBY4NQ9sZrToxTgma622EMzBsZcAdeRcHiMR5deikRyLB7p+TiETIU8lc5Unbn/69bbMt3O0TsF7f9ZFwDhQEyHuosVKKxw7Dl5evVFCBMXu7ePolyI7DFI0PUvQUDDKOFIDXT6ASfOFDrCsQKwR9z+z9qmgcD4oE45GQ1BUJOMw2VOwHTnF2chMdCTwemo9H7w1I7FVssLIN0t02Bgx0KlHL92BqIV9XdLSBLCFZLDd2PUGwFcR6LFCWi2XwoBlOBwiZgxrD23jslHimmThuhVwlf79qbb4YntUn18+SUoFyNLoM+eVcMpy577E9wGEkGWXUsm2jiyh7pNjbjS48svwZn7vw4lSYT4EJo4c/+DuXWEcymoixVDxYuRCI7Hl18C5lTsteVyspl7ZOmltiQsFMMza38RtXYA3xEQkuONk3fjXztUP+T5Wvyrx6uKU2ZKjiMjdOfctWsXpqamcOGFqbZMEAQ477zz8PDDD7/segYGBnoE4rqXMdt5JUNKiXq9/jOv25bApAIrVsE8D60v/id6LZsFM2Kf5iVD9DdlSf3FdzLUHNmRYIFLs1dWnDOROQNop5JeDso8Gbu8VwhVKtKqAiA7CrKjoOaaVljVriMWRIoHAP1UbsVkY7O/DGq2pkumWhBTUulTZVTjk5BrNf5MdiWhTEN2u37JZABr8D94PQ7uG4CaO6QP0AEkwEsv8yyS9V7UWQqVZEsz6du+I8AqGmwkMpVKyY7BzDz91o0XajbNloiWhDvk2syWf/pyoNknAwUAHJDzU7qTK1NadjmVgs3/mW+0qOuysAYcTkmXrTnASiUCdDwvkwDOwAt6mrLXVlcTSSR7yp4A0nPdJWvBfJ4K/upsaGm4TzlSn8fu8qEpTRW0BU93xOAI2x51+UnaVsWPIbSUxlyYlvBezjuzX9nSRLvh285Le7yKoVIJe16zf4PKtSohrpu7bhzdIRRDoRCDs7Q8GIUuBAgoZm/QCr2cOs4UXC6tECwADGSuDyOiK1UqrRC1CMgsOGafiehv5GSybghh7KDFGRiQU9zPxikrj/Qt/bWTn/zMP+sYXTdpjyfbTCH1a2FdUwPMpXlApmLVgBY+JpHautbEY8uW23XSGDALoJvttJRpMpBHK7QZ4FcuRogOS8SJg+pgf53IUhAj4GlZuDsW4sDuU79mkeyYlTLgOE4cu78/r4KghHpFfl6Lny1eNaBMKYVrrrkGb3nLW6wOmVHc7/a5XLx48VHV+GdmZnDDDTfggx/84FG3tWPHDnz2s5/9V1Hk/eQnP4lms4lf/dVf7ft+GIao1Wq5n1ZHITlE9Uk5X0P8pf8XC195HKXf/zSSOkOy5wiE7qiLf3wEcnqeTKylgJypQ3WatlMw7mguyliAeEFPuB1AzHWQzEaID7YwuXcQogXq8qt3IGIOlQC8Qje5diPlXLWfbyLaGyKsZcoTCyGwUIOam0NrykXSpO3s3jaMeFoiOaS7Fmsx4kldIplbQPPxWcgfax22H2xD8vgLSOYllC7fiU5qPCwb1GGYHKGbn4g5oqd2Iz4c2ZtdZ95Fp+ZBhBziwDSU0vZIAPZ+drfdX7VvF024QiCeTqydFIAcr2n5bVuQHKF9b9V9m0VKXiIZCzlTpy7GlqCynGJIDtaR1BTC/QmSqQ7iOofYeTDtep2tod3wIOcjxE0OU/eIdtTQmXYw+UiA+LBAEnEqJx6ZhjjUhPyn7+Se9GVHQT3zfRqL+Qjy8BySQw1Euxagpg6AD5UhZiNEDcee92RW2LEbOlkgrlGZMpySiL75CFQYI9pP58c0JshahPAQcaDEdA2ipdDeESNJyFRZzjYQzyokh3vLjO09uly1d5ZKdvOK9rVB5Pk95/5HyAgQ0yG++eJyiDZD0gDEbASx5zCiBQ6VSAtOTAnuSKeIRuT1FfYEAA/SylOUShHa0kWYOGh06KBKTmKnBuN92S+i0EUsMpOf/i2hS4sdLzeRCl2OMpP+vbuX9ZQzj3yfQXYILPPlS9LzqbNh48MNCMlJ1qMRWMsdBwrz7QBxF9bpBj9SMbQSDy3tJ/nnrouYMSv0ajhlAqk5uxnXBX0o3FGQAA7N05NctxvCfpd0zLIPJIfjVNZifrqU62ZNJMf4cCNTFqRzYMbmuYychjk+k4mLBGVFE0mG8vtcAmlRywAd+sCBHYM5HlsiOSINXBraPurZqx+3Y2TPpQF8WqYDSJsE+oEoIAV1zbYPb4RBSIaZmXLPclLbdR3UnakOlzhy8WVa9Ja+hzEYBDgaMYH8RHJESLmwRTfJrc/sl8mivhb/9uNVA8quuOIKPP3007jzzjt73uu2O1BK9bwGkAfmu9/9bpx00km47rrr+m5ncnISmzdvxnvf+1584AMfsK+ffPLJqFQqqFQqeOc7+6in/xRx55134vrrr8fXvvY1jI/3PhUD1NwwODiY+/ncgT0kTSCJxF3fejjlQEnKJpmneFYiD0slGcAdysBwjsTojpkJpdOVyu/oVHgjJY4qkfokAim/SmX4I/qhz4JCACRjAQBK5W7UDlfaR1Pf5BqpdQviBAtTRcvzIjkG/WYierg45jMm4thB/SUCBibrYlTclWI2e+T6tM5Gy4ecJTDFlq2i49GZslxk/neOe6P9P4xdO2bIOi5wReUoIbFHlsALWm1c0OQrYpYbU4DEQFVCGSAxSZw1lQBhw8UzjWHroNB85HDqyylVzudTJUgzUNLsC6O/wwjicM02Y1hnhkyClbkMUAwion099LgH1clMAGaz+pibbR8qIvmQ9ryn16GXiVNV+GyYc53MJ5Atfe4ldXYqBeyaGULUoLF4yG2lfpr6WhAxy52PJKIDGXKjvmKduTHOgKUOOGLJURN5hXoBljaCdIXryL6CqyY8X6BY6t9skM2UZfdDKobiQASZAKIrC2cyNltri6Akg6e9F6uZgR0qhmh3HXZWpgMAPEeg6CSWR/fhJEGb0fXfHd0eoBvCdLAXuIsB7WGZberYn5RywNCAmyOdjCSGK3KSHg6XODxXsd2X5MTWX3LDdB7G+hxJfYymdFfKiKo6PM0urdvUJZaNlBv4vjDPIzT+qFlj70ohsueNd43py0U8+5MzPx1J14mQHIvuvc0em5Acde7AQb5rt6qYdZQwhumvhjia4PrP+vNa/GzxqgBlV155Je699158+9vfztkgTUyQJEF3Vuzw4cM92bN6vY7NmzejUqngnnvugef1kiMnJydx/vnn4+yzz8YXv/jF3Hv333+/9bD80pe+9DMfw9e+9jVcdtll+Ou//uujNgUAwEc/+lEsLCzkfq5YtoqA18IRwHFQXOXkboysWki7vhJFJSb9Ph+pgPlF8ALLcSpYIZ9VUFKBcQZv3EEncgnsOfnTL1v0eT9ItcqoozJ/DLxkbJskgSD7pMng+MRhAyj7YvnAxQDT82XI6XkAgHvyGttY0F0es5HpxAsKCZoLAYE+fTNl2niZMUU+koKjuZCWqliR9ILYqM5QMOpizVIlugFUtsuUD9GBuyvTUrQUDMxlYA7HHk/vhws4gQIvESByxvMdfq4vwEvkaceqlKlxRxwwrrBUhXB1qbl05mjaGVoqgpXSyYW5IM9TgMqPBU+bjwNgDJ3dMWD23YDWzHnLcue4p7B7dihdb2ZZ7nN4g/rz1QIYBwZWZdTvIwG3rPreOQqL9WQz4oKXGHX1ukyXL4ETVk7TGPgMPwoPpvtToAYU7ijSNhN5IrfrSMQ/4VaVlREo6ElvwOltfunOZJlIBKfzlAEOFvwDKA5ESBKem9i7oyLT/cgux13tg/ho6kVkuGdjiQR3JCR6RULn20GO9MuQAkwzGlx3f9Yi30piPOVGPZO7A7IryoLPIQ0AGVMYlElfKYaSkjBSYdnnYN9J9+yl+qA1SQcIgBm5B9q2ypUlh530ujag02SrHEYEf4cTzDOgbWCgA5Uhx+/6bm+mqvvcnvj7Zbs/3TpqJotq3gdoTPtJYvysEhW7ajRfdZeaHS5RUBJCnz3jhZoFvVnD9WMdr5Uvj00cU1CmlMIVV1yBu+++G9/61rewZs2a3Ptr1qzBxMQEHnroIftaFEXYunUrzjnnHPtarVbDhRdeCN/3ce+996JQ6C1RHDhwAJs2bcIZZ5yB22+/HbzLH3DVqlVYv3491q9fj2XLlvV8/uXizjvvxJYtW3DHHXfg3e9+98suGwQBBgYGcj8Fl4O5zHpdMs15av/Vf6OsR1cXIAt8mw0xkhPOSAChtYq6gxdosgXSydnJ3P8Z02BiIK/0rSSDU+FwR1zL1QIAXnHB164miYrMukpBTBwvnVlyx3w72atmGw3pgZW1NMfMHFiVbs5GukHGlOY3N3+WOUeMK0y8vp0DGnYMMmNkRCuPf0fTgjK1+wUCmVpaJLsOkxkyYXhRgZekmSQDDjmj9RDRBYLRvisJOBUGXuAEEn3XCrjykQG9HYHKxsD+z1yGQjXBqlWz4FojDEJYCyjWJXHCOACvGx1r/pfronh8ASqi0l+3/qVUDDPbfLhVBbcCOAXgiOOCFz2wbtqPazg+ym5XJdDNIZlNF3rBjbFN4kUPvORovp8CLzjgrsTYn/wS3KIEcxlODZZYHqFJUTi+spnH3DlRwFjw8l6vRmNrTouODhVDq0MVZEpCRxN9BchuyOHSgrFs+bI179vXgTS7kgU/A1LYcROSiPntGp0zEjgWPZ8fRozZBQLbJotnQMBouY23ePP5fdQTvblqpWQIpYNiRn7ijbF/VP/PajXE0HptzaazW7V6ARykswXkFf2XlJpoZx66TAx6eVDkdt13GqFvbZwEGJoifUgusPSBcUTrsJkmDdO1KSSD5wg7QRUHoh45kmxwplDQgObegq4aHNZZacVQVy6ixMndH52ufc5eJ7ljy4AyJcnj8uXilJHVuf/NdhhXOdBn+L+NzH4Y6kg2+2qvxz6WVK/Fv704pqDs8ssvx1e/+lXccccdqFarmJqawtTUFNpt3SnIGK6++mrceOONuOeee/DMM89gy5YtKJVKeN/73geAMmRGRuO2225DrVaz6xG63DM5OYlNmzZhxYoVuPnmm3HkyBG7zE+K5557Dk899RRmZ2exsLBgs2km7rzzTrz//e/HJz/5SbzpTW+y683qpP2kYJyU1Z3lJwJCwF2/DCLmKP6HG8CcLnI+3T0tsGADKaNfZfzpujNABigxrks4nIj4WZ2urEq71QrjKUDLra/RADxPK9zrRfsAguwVdsRxrV5aVmvNbtNJy53MZwQ6So5dt2jI3PqNHyH3JCAVXF9Y/8DaM5kxW7wsLV92bzNDWE9+9A85jpkzqiceUzbkXJeNgW7TbyWVbXunTGYXkPY5jWWcH+MkTPdJRQJsSbfNsVk/4L41z1PM7ruzcnFP+dK+5yjEkUPgigPgwD4PwFG69GSHJmAWEGg7/GMaB+aSjhn389vOjsGJlw/qepXeR5eBeQ5NqAd26+0zzKvIZvTgMgLmjDJw3cmKed25+XL5iuwxF5h4WfAFAHPoLzPAWC9vCwBaLR9BMUnLh3qZVqZMWON5NfYF4aM8QgCIMwXvpJU96z3EfEzJAhQYgkKMFpwcoPpuPHTUY/C5BGMkAdLQoEcqhq5LLxdz80XU92gtPi0lMjzUzrkEZLP0YezYbEcW0AQ8Q7LvAxaOqEzGGgplJ73ul7I0U2aI/v0Ar1TMykUUFsnc2K45N5VNMmHer+q+T1ZM96HKkqMC1Z+Uy8leS+U3jB6Vl9iJXJSCGGNOHrBm1x+DwYGEVEDYoXtV9nwVK/21MzlXuWzkzyNeK18emzimkhhGbmLTpk2512+//XZrSv7Hf/zHaLfb+PCHP4y5uTm88Y1vxIMPPohqlbIgTzzxBB599FEAwPr1eRuTXbt2YfXq1XjwwQfx0ksv4aWXXsqVRwH8xIvmXe96F/bs2WP/NzIX5nNf+MIXkCQJLr/8clx++eV2ud/+7d/Gl7/85Z9iFAiMMJdD7H/eKLfC8STaX7qGyozlAhjXT+Rd3XLZzsDcOjMTLi9wDRgI/MUJh1NilFkpe2CcPDJlZAjWgO1nT5QufXaBDM+D6nTglYSdEE2XnwFizMuI3HKOc5cdhAqpJG2Nql0AnRiMUQZHZKsuesW86EHEAk6F546Lcc1/iwnwKEmCkwAw+PqMcOqRg3abzGcWoGb3FQDcU9+OyP2a/V8azSwN5pjLwV3qPGS+g5qe1Li+R/vnvw6dO37UH/z5nLJgpSKAyO6v3bYv0Xq6gYE3Z5oPipny5VEwBi85gOcheeEASZP4vcCYOxJKOZAR4JQYZEPhsuP3AUmxJ1NG2xYE3BVlFgcXtVGbLtrjlBHA/D4ZWZ/D/73r0L72P1KJVe+HigUB6NPPhbrzCTDO8F4xBMbradZS0n7T+RUoFmI7yQ4HIXXXvUymIEloY4PlDo7U85MiEcfpb8OrGkYvPyyOjm5x43lCG5bn96G7ZJbNcAw6EVpzPspj+e9uNkpSItEpoCh0UUL/DtN+EUkOX2+/yFNx1X6HIMBR8BN0ItdSE3Y6Ac4F8d2y5b1spuy48+sI/qlsAbEBTwWWgjJPqZyuxFCpA7TS/aBENtPcLmCn7O0wNpIYCukYVkoRVtUV4ACdIzyXKdvxnUpPWdEcl+2+HBkAMGelNo4WP2m0PZdcFlqhh85TM6hWStbGKhulIEYr9BCzvMyMy6W9f3qZcW5HNIYDmfM9M1OG74qeisfLlc3/teI1Nf5jE8e8fNnvxwAygLJl119/PQ4ePIhOp4OtW7fa7kyAAN3R1rN69WoAwJYtW/7FKH737t0v+7nvfOc7fd//aQEZoHGYz1Nvw7kFypR94FMEPOIMx4szrd6uPyz6gzKAeE52G2ai50C5HJHmVCJJbZ1ThqIz7aT7o+8TppzHMmrelvjexdsrlLsmOt+1GRUlJcrLE7CK5kUZ7a8E4KPVdLscPQAQoKd3Z7QIlaTlJe4pmy2DSxwtP6DxaD2XIckvzNP4FYqUuclMjv0yPgBxOyznTo8xbdt+EBEUmO/YdYT/+CM6X32EfJEobL/btSVZxhm8soQbCPstrLx1HGqajOX7rsMcT6LIwcGAX8eBu2EJXUMSPd9qKYivZZo2wIHCumJO6sSWmXMabrRvhcUyd06OlikzkWvCySynnn9Ml0MlilKl+ypVek1nr23zOb3pgPdOVnYZ01HYTLMYVvIgA5ysrlU/zTFH9i2RcRDfi7JoXe9l9mdAdjXXACiPheAuyN+y2aUJB4YzT5oER770no3zC7P5z2T22+cSSndfFrJde6w/iO9oQ3KTCWvoZTxfgEH1PfZDj3uoKGaBlYlTvNTWzYPC4Qzx1IBXs7QE0JRuX7Bpypfd57VcjNBo+Wjq6ydqkc2SUgyR3tFGmC/ni5hjXqX3pJxzR1eGE+j12zwacHNdiWYnv62jEfJLQQzRlepViukqALPdl0VHWAmS7qh3egHfsYjXFP2PTbwqiP7/3oN4WBLu2b8McIZ45zSiloPGH/0yRMit6joAyEZCnXmmc03f6MXsy3ftmMlWRQqlapRyebQuF3OBygm6S0gwC3ZUopDMSitVYddVqYJxhqTjWGNp15c6Q5Le+Ez2DQC8xUXad8Ug5xpQWllfGW2wbGnSz1+aVkMqu+6YukRlwmDsbLwiTWzls0f14gpsyTKSCPALUDrzZ4JX0htzeOPVuUycbBPIjHdO57bNXAa4HJeEkSXjyw6sqbeaa+Z4a/S+Bna6fCnmY4Q1B0noQNQMk5oDoeb71LqyCRxInvlOun0AvBoQ2V8IiH1HekrWJpvKGE0IzCdAxzjAV+lGma6Kjjl3ieCkfSeBhZ3Ep7LvNZBzeLDjd0hzj+okOtutW+duJpcNlSi8bnA2AxIZmEuuA5RBBNodzwItqRgasYdQOkfXGUs4lGIYLBPfJ/AStLWuVvhT6GWZrEsieK6UBpCpd7USknBw1/bjjEwHlS/z79cPEUjshC7i7SldwqznB88vhUS+hBcnDgQYwtjFg+FIbn3ZfTOK/kUnyYnWCvR2e5oo+AnCJo3HYv1wxR2FBBydsHecFp8ZQzfR5uJ/11O3iW2Bi2GZgkKjF5aN7Ld5TqRgxCj6Wx07DYwWmiQ1YpoM5ueK+n1GNlJc5ZoJpKJ71jCPcLEuC4rdaTOJ0pm6cjH9TMnJc8iO1uFrsrAm6o0Ah+d7Gw0AoBV6mNf2K5FwEN54NYRiECFHK/QQZtCyKV9m96KduFg0nP/uF73kJ5bjX4t/O/HamX4VBM/eC4WAbFGHVOVP7wFAmYdU5kD2km5AOlZCpm3nWUkMVnB0RgKIa4BfFuCl7nQKEO4lwOC6Mudzx/z8k3c0rQGeBhhm/4NhacukAJAcbKSfM5mxhRr9FjLN1CipQaD5V98cAx+83MX9yUzyImJwvN6SEgA4JxynF2dgi1ehPBgCjYV86RLIAbTdX5cWeBlpDSCVE0n3gRoshCIbKioLIxWz7RbbBcBNN6wRZJUKbiBRGIitJAaUJE6Zy6AWWmCl1CuRJC26nsDbsT0eZ8kImEuct97ypbKdjCp7+fCUD5iKx9Ivq3AvYS1vwAEWuD2A0w5LwiAXDiOZFVCRspkvIC2JxU3deRYkWu5Ff3ahDRGzXJbNZOeyoKpb1sGEAVPcUWipfPk4y3myJuJdoCERHElE57TbNaAReaQhlvTeLrM8pQbPZ+WkYhg/m3iQvivgv/H49D293OpiQ5fsSDoFoGycA0VuBJndNH/GioMjNSSPJbeT9okfqqDNj67HVipH9ru9SJ/0bimQrF/mi9+u9s11BJmLYHncBcCc3k9kOWXZ6NZhA9JsYCdxMaNP/cSqWk8mr9s7UkmGeelZov/2u+nDqYAuy3W4dpd7hWJW0T8bJsMIADKhLNlYtdWzXCv04LvCcvAcphB87BYq3bpkZn/qBGXC28KxQDrKHJdQDJ12/p7Xijwr8PvzjNc4ZccmXgNlr4JQUmdZONkeuRMF+CWdweIKbLBkJ09vRVrqA9LuS15gOXNkZKQdDEBjBY5gggNMkR9mF7fKn6B1eQWRlqsk0u5AHf642TjPTfKig1ymzB1NJwZrTK75Vs7YABHAfejMH+u9GjOlWRFzMjvPhOPTJMwdZbsW0w1mjv+ZR0kqo6gJ67x3bLojibg153bG9CSV5e9JZYUeVaR5ZZzKvHykgp4wgFNnBXmBzoMTKAtyGv98COrgJJAosJIP1crc+CXgnvK29PB0aYZxBrTbSPYc6cv9o2XSc2k7HoF81tFwFCNpuWOmfOsVMo4GR5MvARCMSrCgrKVQWL9nB3BX5WRHlNTNAOUAbqA5ek5e7TxwEyuJESW9fD06FF2eEgzDWgrD2A7NwUsnYCMe2gXkfVfADxKrj9UdA9UOotA5avnURA/3RwNfITniJ16yL7uOBINCUIgtn8vsYw5sZFbF9P5nQSZnynYuAsDztzbgqLwafDZm50q2GeY5X7tR6O0Vi72fOeFXJcIMLDPLFjIWTd0yEkoRIIky5cBs92U2CvqjjThTdmQKg+UOHKbQ0ofamM6X9KRkaEWZZoM+D2YbfoXOf7ZxoVLqpQVkP9lPEiNb1uQuZcqm66We5UpBjChx4BtF/6y7gwbhP5xaRO+BI9IPSj8JapV87X7ycy4FviaJcWzimIKym266CWeddRaq1SrGx8dxySWXYPv27blllFK4/vrrsXTpUhSLRWzatAnPPvusfX92dhZXXnklNmzYgFKphJUrV+Kqq67KdT/u3r0bl112GdasWYNisYh169bhuuuuQxQdnbcDAJ1OB1u2bMEpp5wC13VxySWX9Cxz991344ILLsCiRYswMDCAs88+G9/85jd/pnHYu33YdhmyYpDTD2OOAisGViiVuRwoFCxBmw0PAiBJjGwwl4MXgNWnzMEZpPcYZ1CRglMAga2KA1Yirkx2ogybriXR84pDP1ndtIIDLFkFFgTwihLeEAMbNoAHKSD03TQjVwzAqkWwiXEqpyWCPmMbGag8xl3NE/OdnE5ZcTAGPNe6DgCUmTFlVqNzZdvHO2nbukoEabg5LpwBlzo7dfCB9Mm5UIjJjsocp5cCSAAp8OMAPJdu1h5pcjEXcEqctLmqpbQ7dnQIni+sJhsbqtox9EcY3CEGd4TWW3nrErDRUbCCA75krDdTlo1qFcxzwId8sKEh8LJP0hOesrpyVqVfMHiegEoAdzwALzCw0RH6vB4Lq1OWGV9WLYL7DJWTPZKK4MxmyowWXTaYz8AKZbgTBRR+8Q3pg4PnWGDolhWYz+EVhF4PAyvQmLtFZTtCy4X8d7PABEpu3BcUSTCUSlEKuLTdksmKrfSb9nMmk9WdKYsSR5PNj+4v2S+yr1dkPnPmMAVn9UTfzKJU1Liwf3bACsYaTpmRxnC47NtJqUBuAL5uCmgLN7cfz7lJ32wVrVOhNEBjO27LlxIuJJrN/inQquaUAWmZ8e2FVfZ9TykriGpiTqSSGN0ZnqxOmYmKF6MUxHb9zbYP303hZ1BOekqiueNidB/IeXDq+8fMQgmMUabKiOoOljvoSPreGW5Zt0SG3d/Blr0eTaas38RprvGFmB6mfEfgsVP+CAA9jHCuckT/cvnl5x97bLw/1/G1+LcZxxSUbd26FZdffjkeeeQRPPTQQ0iSxMpbmPjEJz6BT33qU/jc5z6Hxx57DBMTE7jgggtQr9cBkNzF5OQkbr75Zmzbtg1f/vKX8cADD+Cyyy6z63jhhRcgpcQXvvAFPPvss/j0pz+NW2+9FR/72Mdedv+EECgWi7jqqquOKgj73e9+FxdccAHuv/9+PPHEEzj//PNx0UUX4cknn/yZxoIkFQTYohHwZYswdKruPHQBcJ6WeeodXe7THzQZk4Am0+7Jw06MPqdMjssoK2I4ZZ5rbybOMKVI0qYCrRvlO0BWN8flZEjOObinrJ+hErrEZfhgUZJmY6IE0UuzUAcynZC6UUDOZcqcXcFK6UQhphZy5Usl0ydQMLIisevJSE+ED/2I/kiidCzM+jN3u1Xf/bwFXlHo9mTmmBkrzgDXwSNuCaycNg/YUqjsn20B8uRjcGDfY1U77uAMqqWvfccBSuXcsnYdLgPCEKwSgDGGZ699QWcb04xYNqj8SOtQkQBzGcQPnydZj6OMu1EYBwdmfqBy+8B8luPemVCJQvzV/66J+9xeC6Ke0ZiSAPMdfHVqqc7aUcnSXL/gvKccba7pSDjw3N6x5VDW8zJL9DdZq3Yfz8buEqcpizKWAvssCChUYxTLcU4FnrM8OX4Db/RMno2H9gIAisXI8grN54eLHZyw7gjqXS2wjCnUtZZX9ygbe6bsfjtQOW7bWZHbt2mgFMS58qoRPw7bHhSYBQnd2UIXvZyyp8Wc/duD6mksLSDdvtMlibGEpw8bvi5vGTkfc64druC5woJSYx93tJCKuplr0rOSGC/cmb8X+pkxyV4nhlt2NODtOClQN5mylwOIxxeJrxkJB2dt+1M4TEEmdGyOBrAOJK0H+W7Zihf3XkOhD+8oZft/zXitfHls4phKYjzwwAO5/2+//XaMj4/jiSeewLnnngulFG655RZce+21uPTSSwEAX/nKV7B48WLccccd+OAHP4iNGzfirrvusutYt24dPv7xj+M3f/M3kSQJXNfF5s2bsXnzZrvM2rVrsX37dnz+85/HzTfffNT9K5fLVrbje9/7Hubn53uWueWWW3L/33jjjfjGN76B++67z8pn/DTBOEN8B+0Lq5Qw8zjg/e3/T5Olpe1+ZA6nCbvnbi0hZJ/TyQH4LqBJ64ag7VRcsIID5pJYJ+9yAHA8zSszgqCZR3aVSLBSFYoxyARwNc44vKeKJcfX0o7LWKSlQteB7CAFVU466ZOIbKfnmJib1+FOZhO4Y5lMDidbI09nWBhLzZbVTDppBG/dgOip/UB5QPOu0rUaMn+6TtpfP0gyZDl9gC63QAKOg78V+3FZcygd6oIDp5SgW8MsFxnrqPAQiZ7Ker4kyDzHCvPa1zJA0jYUaBP0k69fi+SZF8HCJC+Ma0qSkkRveUE3aZhVJSJtGjCZvS6XB+YyDK6OMPtiAczNlJD7HCIvcLDBQbpmHAdOicCbitLuTZPFK2ZPrO4opoeGLGCm3/NRgJJDkg9HmwwNOK8UIsy2iigWI7TbPk3uStpSkilflVh+kosSB74UkJLB15kqAw45qHzeqncJ+nZ1Yx5MiljlpiRtBcrmKi334Z+QWq9JxVDrBNi9swIJBs7SY3AciaoSqLUDxF1YhDOFEhOItdekkAxFbUZuACNDX9opWqGXK6+O6iEwAM5kyn4a+YWs96UA61F98zLnSQLoCA+DWtano9KxN0R/oZgt5wHaw7TtYSIBwOnBQkpG4Pko+IQ7CgM8Brr2ZnSwhen5cs56yuUSVWbKgno/j0L0jyNyQWFMpZZo/e61fUIe2pW7h406EdrCgQBHtRJivlZE9hQHXt5yDgAqQdTzoPLziNckMY5NvKo4ZabkODJCHUe7du3C1NQULrzwQrtMEAQ477zz8PDDD7/segYGBuC6R//iLCws2O28kiGlRL1e/9nX7TJ4v/mfododoBOiujSC2ruH3hMid5NlmcyZ7dLjVHrhWfAG6qrcfrcLI+jJSw6UYHjx21rtPpPVyYotMoe8Go0KeV5JX98gPD/nDLBoRV3vi54cPMeWMlW7g8LGEbCJRbllIAFWLOS6++xnu6Jw1nLwIH9O3UACTOkxUanzQEYrTB44TCDLcTWwOsrN986b0fPID6SZLyPHwRmY6+AidwlYmUoxSpJF0M4nhnMfVTPz+ePV3Zq8WkCwGBg9ObT2VuLgbMpba+dVww2/jT6sXws8yvSVq1Sq6cpeeSN6ktelZ+ZqkJQouG95PTVbRPkbrxIatGfEg7Ois+k+pON0+t5v4Mz9X6d/RJIC7wzRP234oNfes2QS4MDQ176N6p//fWanXSS60/eEH9+P0/d+AwNehEBnCrKka9hVMtt9aVTp640ChCTz6H6ioUeTxMhuI5cpG0hQGU7PiVS07mxWo8bz3aHmL8aBKHQQPn0otz0GhbNPnbREf7tviWMzZd0YlDGV1xSTZG7dHd0Aw4GE7wraZ30u9rlp+TL7mcDLPyRkMZrJJg06abarq8kWSpKCfnbXO5mLZ06lneKmysqAXBa03ggQJw7q+rJ3A0EPXRlOYbb7Ekj9Po1O2Qm/Rcsal4esrlnWkPwnRWkg3V/Dp60epXEBAKpaw81hCmxgLAf6asKDAIcDiRnt5JC9OmdalMF70+Td2Ljz7+i4Qh9xpsnkTZN3/1T7/Vr83xmvGlCmlMI111yDt7zlLVaHzCjud/tcLl68+Khq/DMzM7jhhhvwwQ9+8Kjb2rFjBz772c/iQx/60Cu092l88pOfRLPZxK/+6q/2fT8MQ9RqtdxPpAQgFZLv/S3YQBXy0AySJoM8NEMlunZ6U5BhAhXHabec6eYL9dNydyu8+cbru2Z8WGDfS0P2bdZNkEeGDJ04kA0B2YiRNDOk8EYCFYdApw0RMrsv+3cO5bYF37VSHJWb7sLcd2pQDV2eC2PI2ZrlZ5lJn2V4YVkdNCkYXrytDlFPb8SFxVQWgGJQicDyR7+F6QNEsj/yNwehGrNUYiro9Uztg+okELX0hmq4XgCgDk/nx6FDyyV7juiFGZRKDcfPDjtQzTZUpCAasI0TcrZmeWtsdCi3TtO8IOfa2PXIIG54bAKioUs2qydyPLKfGHFCIEpKqGaHSph9ePhSpAbzcEk8d/7Wh3Mlz6yFklH0BwjI1Q/4WlNMA+xI5dwf7O5MS6j5GmQtRvj336fPMwan6kMmDJ3rr6AO1U6Cj07lx0W1I9p3bWWV5URxpl7Wf5DDlBIVZuslxIojTBx0dNkyW9ozAGT1+HxuHQ5XkIL35ZOV/BhxmyNq9QLCHvHYzP9CMTKo12X27IMVZwoKDPc9swKXTN1h+UwtOAhjB1UlEEuO7NfZqPYvqHw3KoNCJ9OhGjP0dIoKcAtoOnVajzH7jkIXAiz17fTyYx0y4oVlHUM6Kj3/MWMQXVPJmuEFC6SzxwzkJTHmMrefMHbs+PuugFAMgWkiiomekO2+7dYpKxfzGSU1l1f9DzNlbJfLHg5ZU7p9uy+N9VE2ZsTRtcRmJIF3oRiSv/lcrixaZw48Rv6Xpit0KDPcS4YbPYDa2t691n357yJeNaDsiiuuwNNPP40777yz5z3Gui9S1fMaQB6Y7373u3HSSSfhuuuu67udyclJbN68Ge9973vxgQ98wL5+8skno1KpoFKp4J3vfOe/6BjuvPNOXH/99fja176G8fHxvsvcdNNNGBwczP18uf4iZS/O/mVASuKNAfnHTxOJAqTC2N9vzb1sfBrNZGYyHpYgztMyihE+NFkwmdAyWQ4Gd/WEw3W5LHNjSWpGHp2scbilROlldMaGJDFo3Y0/+mX4lSQVYo0SGJl1eXDGcrW4i76pepkwrD6nnnutc4hBxBxxm7a3/41vw+gSyhyOvXMAcmY/pGIY/O/fs96XJE6auXGL9I64669adsxdX6Y+nX00uSAVjsAnZ4NuLlemS1PNzJNSvO5aVPNU9mE+x+LldfyeV0vLjLM1yMNaPHahBhT7dHFmQklFGdEggHPK+p7So8mCZbsvDZgqreFQkbCeqNnjAjTZXJdaK4v7dKz1tVkimZSkJnUXpy4la4kQ/z/+IZI2lSp/NQxyKQI+ULZ+oQDplGXDZBD6hQRDlJBGmMMlYjACNHqCNxkRqVKpiN2Hh3LrEJKAa65jTv/diDxMHRjoW97KgriDbm+GaujNdA67LcgSwcGg8MbCHP52yX8gOYa2h1JXbc4M0Zn7v46yE5MWG8t7eXZ3OnZ4r7l59gr2tGTEC7qcaMqmthmiSyIje0RmmcPhvH0t6Jp4GScP0TDJ8+L6jp9+Kcl2ODJljdar+no8crgCqZgFlpwr25Vot8sok2g4Zdv/rpDbbnfGtHt/Aib7dl/WG4El+keHjfBu/6kz8ARqgu7fviPgvOPXEQkjdcJQ099RBxKFAu1/mNmNvk4BPnEZX+u+/PcRrwpQduWVV+Lee+/Ft7/97ZwN0sQEWfJ0Z8UOHz7ckz2r1+vYvHkzKpUK7rnnHnhebwv25OQkzj//fJx99tn44he/mHvv/vvvt76WX/rSl37mY/ja176Gyy67DH/913991KYAAPjoRz+KhYWF3M+W6nGAVGSzJATErJ4ELYARRKI3octp7f/8wdSuSHewmYyISiR4IbUUko1El6/SL77SAI+2IXHib6djtmTrSzjz4BMW1GXFY70xl4j+gN0vNdckEnKSAkR3tJA6AhQD/Oi5JVCzBEr4yACBNwmwok9PwpG0QrQqFkAYQbUiy/t64lvjELV00qpsDCAFaZUZWY3ZKSLHv/A/BdChJ+WF//xm+kChCNUREK30xmvHGsCGH/yZ3d9W3Yecp89bPpdIBVFVGGFXtmEgk0RhBa+nLMiqNEGUr9cPHZzhuZ2L8LVo2FLX2GAZbKCa6pzNpOWunDCsBBBFUM2QMocL80C7AxkmkH0yZQBNvElNWcutbz9E358eQ/YklcRQiYRsCfgrA5rApLIdsarPA4NjpDQ07052BJSQ9FsB33vbF+AECqojsNN3clk9FZOZPeIESuX9Bjs/hfgrAFQLBDJKTGC03O6ZtKk/42WaMLjqK4nBAazcMAdXl9f+3HXx55oakZ3olyT91884EBTjXAet60goMDieREUK/P/Zu87wKKou/M5sTwcChN4hNKkCAYHQqwjSm1KUItJEpX10giK9NwkBlF5FVEB6F6RJ7xBKaOl1s7vn+zG7k53d2ZJJWETm5dknTDlzy9y5c+bcc96jYghatfDmBejSYJWUAwzMXFtmS1mJwtHcciZD0Ckysh28YEmU+oFvj/nDLdjEzQNKs7VNZfalS04Tzp16JoOOwaLItPIN5o8rRF68z6J9oTdHN9r2SDVVbv7/geYm14nawu+zDqa4YdYtAwO5CFqLpcyWEiPRinLjlkgaJ8DxveeDCxwoEF6adJ7R3/KsVvaPtjuPTAzS0hVINGYsc7N5i3EfCqnceM5v4BqsUxjxykxA62NVLQVLdgEHtonUZfy38UaVMiLCl19+iW3btuHAgQMoVqyY4HixYsUQFBSEffv28fv0ej0OHz6M2rVr8/vi4+PRtGlTqNVq/PLLL9Bq7b+qHz9+jNDQUFStWhWrVq0Ca/OlU6RIEZQsWRIlS5ZEgQIFMtWO9evXo1evXli3bh1atWrl9FyNRgM/Pz/BT80oMtIspXOTN6sisMUK2skzXko+BY9u+rKMvIw64Zexre8Vq1Vw1gsvRrAP4JyVTakmGF9mOO8+rl0KZ/NVA6Nmwfpw5yV82TLjgvpU0LMozvdM6P4knIUtL28yoVTQKyjKcflJKU0PRq3kHL/TheHuZOJ82filTnAh5e+9FwVlQEa7Xp40QuNj4BRRs3KaMyhDRlEmBLlycdv88p0JUPhYKVNW9BgP6g3kMxyoNRm+Ucpi5g8AlTLjOml6JDHEKRN6jjiWX7L00vHWL1N0PFRqIyghFQWLxyIp2oEksQABAABJREFU7BPuHJUC75V9hs7qGChzskhJVHFL0cnJoFQjGB9vQfQl6U0w3uJyvDJKhh8DXHYBJRcYYOBSKVnuh8Hq3WRrqalZ8ilgxTHHL19a3OeM5jyjJiD6TIbibrGe2VF0gFNMmQA/qPJrcPu4v5l7z2ylMrDwU+k5XjKtAloThAqkwcQpbHqjXfSZVmmAv8aJkgEz3YF5OUsBQlo655itVJgETtnOmNEVSpPg5Wc9JlPjlNCncdQTXxgM+NLI0XNYfO9O5GvP1cVKRsEQ0iO5ZyotRSUYa5Z6+udJQSrDwggmI8KPIS61U5oKSgISBjTH2YJtM/rDHKRw5yHnt6pScLkZLcpMsXQmIw8t30f2sKQvZVhuaSwxmVPSrFMInV+nRg6TvfwZvfBD2ZoSw2KxUrNGu7IVrEmQ+9KS6ul0/o/540QMVGojtCoDSlq+T62WY1Vmy5xl+Q8AcmlTeAf5UixnnbT4lHF1IsHSssHEChKfA/ZRpxYorSNZzdWIjben9QA4Bc5LIbR2KRiCUm3irIfmwZ1iVMDXXP8Um/Fum2bJcm/l5ct3A29UKRs0aBB++uknrFu3Dr6+voiKikJUVBRSUjifA4ZhMGzYMEybNg3bt2/H5cuX0atXL3h5eaFbt24AOAuZhUZj5cqViI+P569jNL+onzx5gtDQUBQqVAgzZ87Eixcv+HNc4erVq7hw4QKio6MRFxfHW9MsWL9+PT755BPMmjULtWrV4q9rzZPmLpQh7QCVCvqXJkRHenMKmjkizbLEwDAM7wdG8VY+UA4Sk/MvW7OTtylV4LXLv9zJACjy+JvLIKSnsNDp0vmlO5ORge/C32A48ysX2v/qGR8hKLASsRlWFEo3ZhDUMiweRAWAYmL5sqFRgfTIeHEnExRqq4g2jRqmpAxrR2qsEqmPrHL8GVkY0jh+MotyalGa8ubjljpfvfKG4sOO0HgbgERun7V1yPr/RY4s4RUxfZrSTtG15K0Ey4BS0pDXyGQoKQ6eJDanHy/DqijDBzDdiKf3/LBTnxOsjwoqtRGmhBQwZStk9E9yhoJpSjTyFlJLnfnlSqUKFBvPBRsYMhQti6N/eiqXN5DVctZR1ovF6dv5uHtr8x6yBB0oFSbeKhZQxsC9wJzku+TqDCAxibfqWRQ3yxgq/315Lm2Y3oRjimRhJgtlRt8yrNCHLEavtfPd4usL8GmKLEgnzj9KqTDBYGSRS53x1WBrjbKFtUJovYzundfA5Yi06PZm/yrLWK39dKuZ0V84EBQ5NTDpzZYym6ViP10ajt3K+AD08UtFMjjaD+vb4rs0I0pdwZpQpuxz/rhSYYKJGDtl0+RM+TRHUldN5/qFTFyQgsXqZ718GaBLQyyb0WYxlC/zTHAPbN/DJmRYoYwmVkCJYcl9yZ9rLiNdz1mHbpsfwVwVzR8hDOfDBgCJVvkoU9OV/L2xOPpTHMcXxjIk8IezIMXMT2apgSPHf4E7hYm7nt5BnszkNBUMZD8Xa3JxEcgmZCR/TzBnTki0upRGZeAtvvw19SrOZ9LTy5dE2fKTkTm8UUoMC91EaGioYP+qVav4pOTffvstUlJS8MUXXyAmJgY1a9bE3r174evLRQ/+/fffOH2asyCULFlScJ179+6haNGi2Lt3L27fvo3bt28LlkcBuNTkW7ZsiQcPHvDbFpoLi9yyZctgMBgwaNAgDBo0iD/v008/dTspeaGSsYBJAbAKgGGgLa6B4R7LcTaZOP8rAVO7ZUnQLzBjiTPNAECR4SBtfsnxUZqpRjtuKYtPGQCABYxRsQC4CZPMPjakN1svLIm08xblZtm0NDBaLUzpLBRWKYlYKyOlyYYtP3/OBJDeHK2YouciBlnOoZ5hzRkBYP7SVivsfOp8S5pgtLL+qLQGswWIADJxLwPzy9uavsCweR2X78/LG4yaBWOVycDW4mPtY2YJnqCEDGZ9/qWtUuKKMp0jg2Vjzf2ZYRW0gzlfKSWnwOKlE5AjBTWeapEelYZ0vQ6MRgWKvGcuWy9UNcy3rtywQKQejQHSuGVdRq0ADOlmqyMLa76A9OiM6DqGsSwXcvlMy+WItlu6tAWj5KhXnl/SQKGwiY4VUdAslCd8EABrdvT3U4FVmnB55FXkL8yAUbMoDy+YDK8yhNOFypL1smAOdSoYBtAyBoeKAZ8KiiGoGIJOp0diEvfSi9LrkMvM8m+bQskaRgNrp1BYEPdQg+Qktb1jv1V9ElihQqI3sYApw0KpLBEkkFOyJlQNfIELLwLBgGBMZ+EFI88R56dLgyHNPvDj3g0ur6seCqQbFFApjUjWq/gMBk6aCCBjeJ5XaWFe2Ie/ycCNbRI6+semaMBqLEGzGY2zEKQCwImb+ZETGR9PZGLgpU5HbKoGPqzJ6Zd/tELo70Vm2pN0g4LzSTOvSuqfmwRKMMDRn/CRsuCiL4kYhOo1gBWJrIm4aFA1GaFgTXzfW7rJ8teRUpaSooK3Vo/kNBWUOVn4+KTBB/a5hi3LvrbvFCMxSHvFwmBQgIU5kIkYGEwslKxJQA+Tlq4ULMtat8HTkJOJvxm88eVLsZ9FIQO4SX3ixIl4+vQpUlNTcfjwYT46E+AUOkfXKVq0KACgV69ekk2r9+/fdyp36NAh0ePuKmRcI61ncu7l4e2bxvFjEQOYucQAcMqWNd3DK876Y+vkDYMJhljirVisn5qzlrEZViTWm0tqyTCc8mZJD8QqCOmpCnMSawYmfUZEpKJwBU6RevkKUCr5TAMAlz2AUQoVHYt1gNL0yFcfYHJzLxTj08QMxVGtBKsyITVOyfslkd4oaCerIKgrF4XCKmenV24DN4mz4M9Ve3MvpkK9M16AbMG8XC7L1BRumdhaKbNSLtJXTuGtPGqNIYPQ1PIWUyj47AEA0CyFBSWlwIb7E6aEFMF2ul4BU6oRSi9kpEfSqeGTV48q9Z4DpgyuKMbbh+OP06iBXBl+kwzLgAkIAlOgABR+Zn+mXN7cfQ/ICXh5mTMiZJSr9LFUn1sOYpQw55tkUHBAUZAB/HI2T3liUSCURpCJY/G3MMADyPApM9g/O6nRCkDLvcFLhMRyy+NKFsb4dJCJQeWLs8xKNIN2uldCmhWdhhs7GhWM6eJRkGKw8HWZjAxvYbAsBVoUsAA2nX+9WCxKfirhcqhSYTIvu1nVyZqtP08a/HMli/r2WFIaxYuluFKwYJSc9YnNn3E/WYYQl6zFmZe5YWS4AAOGzTBGpoPBqyQdlCJTVLJRKXCet+UVS2ZForDNbVQrjfxcUjDdbNE0L19arJMxVktzKaQUpFmytN86zZLRZr2ZYcnhMrGCNeGpKUOhs/hTWaxRlmVGo4kBA6CAOQjJ2hJtWb5MsrKUEcAnG/9VxX253fglYxnQj03nrYqAkBJD7C2QbMhon1Jh4stKi+Iq/CxGPAhHrTQKfMqQngYGnPsFEZDMsNCbWOgURnibl+TjrcZUol5lZymzJFN3lHFAxn8L/wpHfxkZjtykNyDtPvdQxv18mY+MtMCUJHyZWCw7vkv/gEabDoYlUIowSrFoxRg+0lEfw+BFlHlCUSoyaA4M4IlBWaVlsiaQnqCPsQmvT7QsSXJh/hbfoIeXA4R1TTTyybwpiXNEpxecdSTxPgOKSeJexN5abpmW4ZZCTUaGswClp/PLaSYjt9RqsoqEjIvUwpDGZjiImxg+R57+0gOYou6gaMUY0EuzU64+DVCyAkMWH0kK4O6yF4LoSzYnZ401PDX3J2UQ6lJaOvKqUrjoS/OSIe/DZU1Oaw5sYJQc35dFiaYUPV7c9UbSQxb6uAzllKKjQalGUJJQsQMLUFoSoucf5UhjU9M5R/w0A5Cawvmima1xtmBY4nOUcv5vxCVSN2Qo0LY+ZQDXp4ya5freBH62MDlw7zKkKUAxcTClWlkNWZZThE0MUsYO5K5lCVoQhASqeEoMMgmX40zEIC5NjaR0ewuCirHitjL74pgIeB7rjedmq2ztpxnk0paX8kOD0AJlMLIwGFhBuRbF0Fujh0IL6JOVdhaLNIOSt5AkmtMeAZzDtoIhpD9LAavllESycjEwGFkoWBPKauLhZTKBZYC4OC0/dFQOrBTWUYpqZHC32UYs2zrrp4NLtG4wsrzTeaTKHJ1q5CL7rC10FlSv/RQvrKI9HRKs2rxKrJUaa+XWaGKhZTI+tsxVQbq5XZylLIMSw4L4p1pu2dCKp0xnE8iRZiZ4FYOBMveqs14qTLcqk2G5CF5/rb2lzLI0blmy49KwaQT3zEIfkmZS8GPNNin7m7CKiUFevnwzkJWyfwOIAVgGhn8OgFErkRClQVKChifRhIl4axrpTSBzCqG06SP4S8R0DIVBb/arin4MU1I6v5TILwuyHIWE4KE3+/CY9MDTrZwfnOXDl+NWEj5Uhp2LYbR4phqNnDXNyueEYW1S8Fhchfy9sWJ/EIx3n/KHGC81DPGAKSYRrBIcZYb5fEal4PnZTMlGmAwMko8+gv5VRiqW5CS1OfclzAoJA60v1ze3D/vB9OIB7v+TA9dW6WEyMkhad5KzXDgY9cWHF+aV1OQEdQY/nMUqZOKWmBgVt7S6Sakz96ulv8wX0me8xIwvzP6RWm6pNu0Bt016I+7F+2HRsyDB0nTa0RuAkoEpWqhYMywDRueLpFg1DLEWpcZkjohUwfQyFoxaIWibtfJkNLFgtQyvQA9eliQgd+XpKFiA1QpfCqzCnOieZTirpniKRK6rHrxAaqwCxmTOoZ9Rm7nujAwG7zF/DLAMPkvQ23iAK/g+TowXOjobTSxSoYBWYe+rY7lErJkyI9moRKqZEkFt1vosTvjWCLAhdFMqOAdzsSWshDQ1Yu5p+eVQrglWDv3m++djxc1OBMSaVFAGamDSE5RKE9JPXhZc10QMHqV4w8BwfkZcmiFzmYwCPup06G2qozDzm5kAqFkTdOp0O0XE2nHcWsGylJmaxClM98zphZ5E+wrLsFq+vHIyN8QQl57h75hos5RNJgZeygyFyUudzuvfCtYEnZXXjCUhOb/0iowlYJYhRJlPjY7xslNWrHnKLBbDWJO94v6cuPtmuyxouYeWq7IAz1NmPQ7i0uwHvDNLbrrJzG9oPkfwncP7JGZEgwZZWTXz5UywU7Bto4g9BdnR/81AVsr+BbDQLCA+GpSUApXWkubFfAKbofgwLJPB7xWblMG475XBJs5ovDMsb5Z3j5LlqAmsZwgr5UHwMrcmG7VF/sK89Y7i4oS+brAoR9b+b+b9aXoEGoVUCqQ3ZET/WbIa2VhqLFBqTEhPEipUAt4hi4O+Oc1SiZqx9t73LHjfLjGoun4tbEsKp9VYKDTIYOSWa00EmEwITeGiL22fItuJyKBX8L5F/FIny6Bs0CukwcQHcZgSUrhrGcgucINMBIqN4ni2Mry8zZ7ulk4UOvpbYImGM6Vm+DeVJi0vIyjHwJ1nMCgAhQJkIujy2HBn6cUpMbjGcsSvZOKsv9ZUHkuG5+bLrKIKFMqZfSMtf8XoC1KtSGAFdRaJSsvlbUVQanKiRVqqbWTh45cquJKlhT7qdM4fyIEVxuJnlmjlz2ciBgFsOuIuGAETYDCwUJbOcOpnWc4HLoHl3L4tqbetu1WpMAnIY21Lz5cnnlcOEqwIZa2HY3xKhiJpUVwskYxKa+d8MzmsLR6yWhhEli/1xoxnsxwl28mlWdGYJKSp+XtkNLFIQYZsjMgttV4NTWAcPKywV1YMRlbA4WaBxd/NVnk12SxfWpeUZKU4qkWiMq0tdhZY+i/dZEOaC0ChIYFSqWZNvKXstiKjzikpaqd5NWX89yErZf8CKDQERqsA/HKCLVYEGj8DtNp0aP3NkX2qDOsE660C48stvei+W8qn37H4+DAMwAYWAuvDfRUyao4/ilEpwPqooA2wmjC0Kj73JaPmGPwB8LkSgQyfK4U5fl75fmsodSbA3w9MyTIcdYcWYHJ4cxFCSkaQEojRmoeYSonSphQoi2R8eTNqJRRq8NYXRmlFUaFWgvHxAuul4H5KglcRCHJwKlScHxAYMluJiI86S3yo4FL+gCPe1KcpofRjASVrZwmyhjXDP+trtoRZ/PJy+nM+UVoVGJ0GB3QMGG8dl/ORzdABGZ2av1+qMnmhVBs53y+zFeos4wNWowSZGLRPNXD9aZZT5NSA9VVz7c9h5VOmZsHkKgQvTTpYL47TjPXz5sZNnoJcYnSVAgptBpeStaVMoSCwWrPfkpZF1VQDH9kLAOoc5qAAdUb/MBo1GDWL59e5e8tqlIBKBVbNfQTY9Z3SBGXhnFCoCaqc3DhgNCqwPgooVCac/+4ll05LrYAWrDBqV6Pm7r9OY3ddyx0X86lJIiUYEG9psSg3r5Iy/KL8GPcsDUkJNvlGzX8T9So7PymxJaYGqRn7LEolw5r7nSEYbj7OkDcrcl5kggIZkXXJZmubClx51hO0dYksgAdRAbxC6GuljLDkOH+lSmmEwuye8MN9jjOPZYA0hkGCecnR+mOnsClVoLxZ2q1WZNy8dWp7pdffK8OvykedDsacdcHWUmZxcrdd7tQbFGAAlNNzPaDTOL+HlqwPqaRAKcZb9Bydyl5hAzjrqgUvFfbj2lqOTI4jeC3Lv15Ke0omg5ngOq8hQ5bPw+riNWxR0jyd/5Ky6Z+MzEFWyv4F4KOzKjbk6A2sPo8tTPe8YpDbj19ySo+YBsbMR8Z6KTPOBxdtCYBnbGd0GjAaFRQ+GddmvbWAlw5KjQmMEvDPw1kX1F4G/lpkIrAqU8byaWoSFD4Ao1IBRu7FzqotX/kMp5RZ5a3kE17nzokAr1R+WU6lMwEaFadg5ArgXsgsx53GsMRFZqozJktGQVC/X1LoHM4Qv3wJBffit7CVP3vqCyZXfgBA8szPoNYYoMjrbXYot+pfK8XAsHMx37dqTcbkqS6Zk/uPl47rX5USjK8X3k9juX4AF3XKK85+3gJOKpXayFs7VUVzoDpxzmcKlQl5cybwS4eMTgtluWJcYIdGBegylpVYrQJszvzIWy4RykANFwhgNIJRKcCodZxSozUrTOZ3gsXRn1WaoNYZzEvLAFggn1cSGDWn5Atg7huDkeUUQ7UC/rlToFBxyc8ZHy+wPgoHjP4MoFHzljpGo8pIYA5gj1YDVsllIchJCmGAhL8ft23uT2sFyFl0nLdZGbGkWbLOSagxW1kUDNkpUTk09j5BKrVR8AqxKCcsuAg8P99UpySeB7UZxyz19y5oAqNluehVtfCFzzCEAKTDHxlt8DFzkGnNnehlZ/UUUiMYTawg9RAAnFOkOCRKtc4duj5/dwCAmjVCQ8QHP+jTrJQmpbgC4q/KUHzeEyH3te6nlHT747bQKYTlaNUGGIkBa25rgSr2hLDWy5GW+5sGRmCx5I6J1N87Q2n0tio70Gyptfbps7VcKRQm3Cd7njJLoMGD+Ge8nOnZPe6vkXO7iFYoeU43g9liWciKgy0tXdwiazJHpXoS8vLlm4GslP1LwKgVMPxzAACg8ueWj/LsP2zv/2S142lEJL+UyWiUQuJLbcYL4P4/ObhPPJYRUkColBkZAaxesgbz1ymZGD7SzwLjPwe5pObp6YBSZFnI6jqsjyLDv8xoxBSDin8xafIxYHRa7lqxCWBYs2VHYBrgNizWq9gttwU5OC11BDKCFF4+E0ZFFX8/BpSaygUPeGuccm0pP/qCWxKE+cWksWhZFkeQjGVCADyHEneO1a3h6SmsmuLvxfW9RWNhGdx8nAuH43MDZnJJ62hTGI2AVcCGZbkw9p424y3DMmB8dWbqFFPGkqKNQz6ZhFQCMAEt4u5BEWDvfwNwCqBSYeKXUH3KWhJ0u/GlbjJlWDNZLqyX1Sq45Wdk7J/+6pRwvYhlOeXe3MfWSoWC5axJKgfkngD3ErdYEnIoLJxW5j4zqexedGJJyhUi+RAtMBhZpKdnuAiIvTh9YP9CVeRUcx8qDAkoaFjzx9NZNefc761Kh7e3fUSorRO4tS+TmuWiKW3r9L5Rx1tt+HqY+16pMEGj45QQL0tKLRulLke+jOXI6HQtbylz5ICuIuFjy/sgWu8zyxtNrCAhuVbklhIxdtQlCQ+E7WFZEiQkd4fx3voZsE5DlWLMSAdlSbOktlLsiBj4eHF1Vqg52eKs/ZKtZS4qFcAtUysY4hj9mYxcrgoQWAZIsSI0VlvVq2jFGJftkJGBsLAw1K5dG15eXggICBA95+HDh/jwww/h7e2NwMBADBkyBHq98Fn7559/UL9+feh0OhQoUACTJ0+2UygPHz6MatWqQavVonjx4li6dKldWVu3bkW5cuWg0WhQrlw5bN++PdNtkpWyfwEYNcD6eXGWMo0GYDlKAsBMYaBW8taox5tjeVqFwoeWgPE3R5GZzI7C1omctQyvHDAaNUeGaq2UKRVgfLzBqgiMmoHa3wSNysjlfWRJkMDXsiSmfL8195LJkxcgE295yWgLyycAZ7UK3mrm9U04ZheK45enGCXLW60sf1mteT9jjsi0WspS+gABHxWFKgfxPicKBUGhMnF1M1tYAgI4a1/RijFQFCwH/SvuZKXaBEbFLTtaK0zWFBs3agzhaTC8fPVWyph5Kdfbi0uYrlWB8fHictZ56TKul8FTAFtQih6MmgGTw998LS2qVI1CbV10xrKnUsFFK+rUYLx0YPOVyuh/s2Ja6e5NbodaDcbfj5PReIMNygvWW2tWhM1tzmnNaM4tJbNeDBgti0v1c3EKs9ayzM3w94yHRg3WWwNDtJ5z/lably+1CjulE0BGflFwFlJGo+IUVJUCJgOD91PB9988/1oCayLj5WUeC1qHL1hnlAAWy5TRxCLGqBb4lPHyVtYPH197S5ntB5Cfr22qioyXv7XS4WipEAAML9P4FGjWOVT56wAIfbYZSekqmIwMkimj/2NTNFC50DX0BgXS0pVIoIzIUBVlWG0siosRnKWGZYh35E+25p0D8QpfUnSGwlI0Z6xo+xtri/D7Uhihfs2wJKCrsGQoADjFNweT8VxbFgVSrRQjS7sA8JQgKhvtzWSyJ4NVsCYEsOlIgBEpBiXKjcyfcb6bBhuLo7+1T1miXoXEZA28NOkwGbi+deTfCAD34jlScotlt+aTbfyxGAUDEwE+inRe8UyxGnf3/8lhd72kNPUbSbP0NljK9Ho9OnbsiIEDB4oeNxqNaNWqFZKSknDs2DFs2LABW7duxYgRGUFy8fHxaNKkCfLnz48zZ85gwYIFmDlzJmbPns2fc+/ePbRs2RJ169bF+fPnMWbMGAwZMgRbt2ZEdp88eRKdO3dGz549cfHiRfTs2ROdOnXieVTdhayU/QsgWMZhWWjK5eH9u/gXhflvgU8y/IyMj67yCppFgbDwhlmWNS1KmCUc3xCd8QXIqFQAkxFEEP9IjbT0jAg+pYJjfFdYWYSMDy9z/mv+gYDWi89zyF+TZTLY9a3IY5O++xSDI325RORAhrKoZMHk9Of8rdQM3w5KSuWsJ94qXnF4vv4Rl7vRDDKZ/SxYAOaI1CRzXs/7/+SA8dFVpMSpwFapDoOehel5LK80ZFwjY9Io89d8PltCTLQXP5Ob4pP5c3kFUKHAjtS73P9tkpwDgMLXJu2VnzfXtlTzi95oxNXzefBHWs6M5eocAWAKFjYL2FglzNuHclbits3ZFKBSglGac5maTBwFiSW4wqwEKFQmQUAGo2Tx3uFX/P9t+4OxLIWrVIBKCXVwIGcFMBh55RdK+6nDZOQsXXzAhnksULoRCpUJhZXJ3NhSKdHnxUGhsEoN62hQYdMtzuUKh/48to7Xr5J0MIpweFmQmGDvu6ZPUwiWiBKtkkMrWEKaXilqKbN29BezJjE6LkpYVVwY3MAyBG8CDuXtiBxeqUhNU/G+YSw4XyyxPB3lyz7n/++rSwPLkMCnLJ0BjBbfSqvUUyZiBBbIgiZOMX2apgOBgcrsl2eJYAY4Pi4VGLsXxZ+pD/j/62wsZWQSRrE6o3jgA7mJEeTrzJmDe+Zumh8jdY6Melt4ymwVFcsHqS8UYAFcnf4k4xgDPjG4LXTmdmuUBt5SFmDlh5jLOwU+XmlITlOBVXKWMssHQorN0q3eoECZAI6g3HLO6fwfQ5Ob838trjdwljJjhtXVOlq2QNE4u/p5a/RckIanly+z6fc6MWnSJAwfPhwVK1YUPb53715cvXoVP/30E6pUqYLGjRtj1qxZWLFiBeLj4wEAP//8M1JTUxEREYEKFSrg448/xpgxYzB79mxeqVy6dCkKFy6MuXPnomzZsvjss8/Qp08fzJw5ky9r7ty5aNKkCUaPHo3g4GCMHj0ajRo1wty5czPVJlkp+xfAlAqePR4mE1LOPYdGZ2aTt7xgzY781xbF8VQNioLlzAzxAKUbodYYeBoN4ysL9YJleVMNSkhBarSCf1FRmt7M78XxSlnM75YylUojTMlGGPUZyqGicAWkPzcC+lTgyQOY9OCZ4QP8UrgIT3NbTIlGjkcLAJJTsPpzPz71SfxlIyghGYZoPUzPXoL0BGMyt8RjMjKgdAPP1WWKSUbaKxZ5BpQDo1XwyxAKFccbZtKDj2709eeUnnKjC4Ju/I1Xr7xhPHSYI8R9lgJKSRW++K0+wCklgVcaNSoDGD9uKdQUb35ZxMTCmMaYE6WnYCxTnFMGDQQyEIzmFQ2KTeCTilt4yigxmctf+YRbnqBkPfIGJKJHmcgMLrq0NJiuXOaoRtL0oLSMJRLL9YpViYHhpR5ISAClp8MUmwhKiuaWMFP09tGv4IhL9cnmhPWpBNKbcOvHbjC8TAMl25COGQiUbDDXMQWm6ETor77kyISNJiA5mbvHqfbKEZkYmKJiYExjYEw0AWnpXOaBVCMMehbll9YDGRlQUiruVykjSNpOMVyGAUpJg9Ek5AtLN79Mdap0gU+U9e3TGxVQsibBsmQ6sTCaGF5hMYpEaQIZL3eDQSHglOKjmRmCTpvu1CLmCDG3tDC9SoY+TYkzP2bsNxhZMABK6/VIhgIvzYEJqVaWMqXCJLCiWBSds9fyQQET1AojklLVMBGDdCvFJ43JaJPWyieMZQjJaSqkJlgoMTjnQy8YuWAD8yXiXwrJY40QWsJsobKxhtgaRyzKhKVOOZiMZXOLo7+KISQmq3n556+4Z49XjUQqYEuJkWrOTZoAo93pCqtgEFtY6pXmIPH9Eb3QeuWt0/NtShfhP4tN5/zfLGPpsUnL8QMSUNA7kbfYWixlj9mMe3TjVqBd7kuDkX0jlrLsQlpaGuLj4wW/tDR7S/XrwMmTJ1GhQgXkz59hNW3WrBnS0tLw999/8+fUr18fGo1GcM6TJ09w//59/pymTZsKrt2sWTOcPXsW6WaDgKNzTpw4kblKk4w3itTUVJowYQKlpqZ6TPa/Lvcmyvyvy72JMv/rcm+izLdF7k2U+bbIvW2YMGGCnQFtwoQJ2VrGqlWryN/f327/559/Tk2aNLHbr1arad26dURE1KRJE/r8888Fxx8/fkwA6MSJE0REVKpUKQoLCxOcc/z4cQJAT548ISIilUpFP//8s+Ccn3/+mdRqdabaIitlbxhxcXEEgOLi4jwm+1+XexNl/tfl3kSZ/3W5N1Hm2yL3Jsp8W+TeNqSmplJcXJzg50wRFVPibH9nzpwRyDhTypo2bWq3X6VS0fr164mIU8r69esnOP7o0SMCQCdPniQiTimbNm2a4Jxjx44RAHr69Cl/TYuiZ8FPP/1EGo3GYVvF8EYTksuQIUOGDBky/rvQaDSCpUFX+PLLL9GlSxen51jyWrtCUFCQnaN9TEwM0tPTkTdvXv6cqKgowTnPn3N+m67OUSqVyJUrl9NzLNdwF7JSJkOGDBkyZMj4VyAwMBCBgYGuT3QDISEhCAsLw9OnT5EvXz4AnPO/RqNBtWrV+HPGjBkDvV4PtZkIee/evcifPz+v/IWEhGDXrl2Ca+/duxfVq1eHyhz8FBISgn379mH48OGCc2rXrp2pOsuO/jJkyJAhQ4aMtw4PHz7EhQsX8PDhQxiNRly4cAEXLlxAYiIXbNG0aVOUK1cOPXv2xPnz57F//358/fXX+Pzzz+Hn5wcA6NatGzQaDXr16oXLly9j+/btmDZtGr766iuem3HAgAF48OABvvrqK1y7dg3h4eFYuXIlvv46IzXf0KFDsXfvXkyfPh3Xr1/H9OnT8eeff2LYsGGZa1SmFjtlZDtkR9jsl3sTZf7X5d5Emf91uTdR5tsi9ybKfFvkZGTg008/FfU5O3jwIH/OgwcPqFWrVqTT6Shnzpz05Zdf2vX5pUuXqG7duqTRaCgoKIgmTpxIJpNJcM6hQ4eoSpUqpFarqWjRorRkyRK7+mzevJnKlClDKpWKgoODaevWrZluE0Mk50GQIUOGDBkyZMh405CXL2XIkCFDhgwZMv4FkJUyGTJkyJAhQ4aMfwFkpUyGDBkyZMiQIeNfAFkpkyFDhgwZMmTI+BdAVspkyJDxr8bFixehUIgnk5YhQ4aM/xJkpexfAoPBgIcPH76Waz969IjnbbFGeno6jhw5kunrPXv2DJMnT860XGRkJPr06ZPtchcvXsTUqVOxePFivHz5UnAsPj7eqazJJJ5q2WQySbofruqa3eW9LmSlTx0hKSlJ0ngDgMwEiU+aNMmuzpnBtWvXULx48UzL3blzBw0bNsz2Ml/HvZDaRqnIyvzmqq5Sn6nsnhdd4W159mW8YWSaREPGa8GFCxeIZVnRY3q9nr755hsqUaIEvf/++xQeHi44HhUVJSr75MkTev/994llWVIoFPTJJ59QQkKCS7ms1NXTcnv27CG1Wk3ly5enwoULU2BgIB04cIA/7qiNcXFx1LFjR9JqtZQnTx4aP348GQwGl3JS65qV8hYtWkSNGjWijh070v79+wXHXrx4QcWKFbOTkTpmiKT3qStk9/23zacXFxdHsbGxpFKp6PTp0/y+N13PrMi+iXshZbxlpTypslKfqazMi1L65nXNNTL+m5DTLL0FCAsLw5o1a/D1118jNjYWw4cPx6lTp7Bs2TL+HBKxJIwaNQoKhQKnT59GbGwsRo8ejdDQUOzbtw85cuRwKHfp0iWn9blx44bo/l9++cWp3N27d7NVDgAmTpyIr7/+GmFhYSAizJw5E23atMHmzZvRvHlzh3Ljxo3DxYsXsXbtWsTGxmLq1Kn4+++/sW3bNj7VhljfSK2r1PLmz5+P0aNHo3fv3oiLi0PLli0xYcIEjB49GgBgNBrx4MEDOzmpYwaQ3qeehmUM24KIEBISAiICwzAwGo2C41999ZXT67548UJ0//z5853KPX782OExqWVKvRdZaaOU8ZYVSK2r1GdK6rwotW+k1lPGuwmZPNZDqFq1qtPjKSkpuHnzpt0LBABKlSqFOXPmoHXr1gC4ZZIWLVqgTp06CA8Px/Pnz5E/f3472QIFCmD79u2oUaMGACAtLQ2dO3fGgwcPsH//fqSnp4vKsSwLhmFEJwrLfrGXnTM5a/nskgMAf39/nDt3DiVKlOD3rV+/Hp9//jnWr1+PGjVqiLaxSJEiWL16NUJDQwEAr169QqtWreDv749ffvkFsbGxme4bZ3WVWl758uUxduxYdOvWDQBw8uRJtG3bFv3798fkyZPx7NkzUTmpYyYrfZozZ06HfQJwL63ExEQ7ufj4eKdyly5dQv369e3kChYsiMqVK2PEiBFgWc4Tg4jQuHFj/PjjjyhWrBgAoH79+gI5hUKBypUr82lWbJGYmIhz586J3vt8+fLxL1Jb6PV6REVFifap1DKl3gup5Ukdb1mZ36TWVeozJXVelNo3Uusp4x2FR+1y7zA0Gg19+umnNHHiRNFf//79HZqwdTod3bt3T7Dv8ePHVKZMGerevTs9fvxYVNbb25tu3rwp2Jeenk5t27al9957jy5duiQqFxgYSCtXrqT79++L/nbv3i0qlz9/ftq+fbvDPjh//ny2yhER5c6dm86ePWu3f8OGDeTl5UVLliwRlfXy8qK7d+8K9sXHx1NISAg1bNiQ7t69m611lVqe2L2/fPky5c2bl0aNGuVw6UPqmCHKWp+OGDGCIiIiRH+TJk0SlWMYhliWdfizHLfFq1evqG3bttSgQQN69OgRv1+pVNKVK1dE20ZEVKZMGVq7dq3D447uYdGiRWnjxo2ZlstKmVLvhdTypI63rMxvUusq9ZmSOi9K7Rup9ZTxbkJevvQQKlSogJo1a2LgwIGixy9cuIAVK1aIHgsKCsKdO3f4jPUAkD9/fhw4cAANGjTAp59+KipXvHhxXLp0CaVKleL3KZVKbN68GR07duStKLaoVq0anjx5giJFiogej42NFbUUVatWDefOnUPbtm1F5RxZmKTKAUDlypVx8OBBVKtWTbC/c+fOMJlMDvumUKFCuHbtGm9NAQBfX1/s3bsXTZs2Rbt27UTlpNZVanmBgYGIjIwU3Pvy5cvjwIEDaNiwocMlM6ljBpDep5UrV0ahQoUcHr948SImTZpkt//gwYMO6+IMOXPmxPbt27FkyRLUqFEDM2fORNeuXV3KVatWDX///Td69OghetzZOP3777/RqVOnTMllpUyp90JqeVLHW1bmN6l1lfpMSZ0XpfaN1HrKeEfxxtTBdwxDhw6loUOHOjx++/ZtCg0NFT3Wt29f6tOnj+ixR48eUcmSJUW/tL799ltq2rSpqFx6ejq1adNGVG7btm1Ov1yjo6MpIiLCbv+RI0fo999/dyiXmJhIhw4dyjY5S12HDRvmUHbdunWi/Tp48GDq0KGDqEx8fDzVrFlTtG+k1lVqeV27dnU4bi5fvky5c+cWlZM6Zoik92lYWBhNnDjRodzDhw+pV69eDo87QmJiIh0+fNjpOVeuXKFKlSpR165dXVrKnj59Svfv3890Pa5cuUJnzpxxeFyv1zu8rtQypd4LqeVJHW9Zmd+k1lXqMyV1XpTaN1LrKePdhKyUvQW4f/8+/fHHHw6PP3nyRFRJSk9Pdxp9ZjAYJE2G/wVER0fT5cuXHR5PSEhwqAh6sryLFy/aRU5a4/Lly6KKkNQx82+Eu5F7aWlpNHz4cKpcubLdcpEM9yB1vL0JSH2mpM6LUvvG03ONjLcbslL2H4Fer7fbl5KS4lLO1rciK3LPnj1zKXfkyJFskyMi+vPPP53KGY1GmjJlisvri+HVq1d2+7JSVynlvU6IjRmi19unjsp0hqzQKYhBavucWd8scGRhllqmp+XeBDz9DEud314nPP3sy/j3QlbKPIRx48ZRenq6w+MPHjygxo0bix7r2bOn0y+7M2fOUPny5e32lylThk6dOuVQbtasWeTl5ZVtcrlz56bNmzeLyiQnJ9PgwYNJpVJlmxwRkUqlokGDBlFSUpLdsX/++YeqVq1K+fPntztWv359O6dda2zdupWCgoKyra5Sy5M6bqSOGSLpfZqVMp3BkVImtW+ktk+r1dKMGTPIZDLZHYuKiqIPP/yQfHx8ROsitUxPy0nt06zMb55+hqXOb1LbKLWeMt5NyEqZh1CoUCGqXLkyXbp0ye7YsmXLyNfXl5o3by4qW6VKFSpQoIDdcpRer6fRo0eTSqWi/v3728kNGjSI1Go1jRo1SmChuHXrFtWpU4cCAwNp3bp12SY3Y8YM0ul01KVLF8GX35EjR6hEiRJUunRpOnbsWLbJERGdOnWKgoODqUSJEvw5li9rtVpN3bt3p+joaDu51q1bk6+vLy1dulSw/9WrV9SlSxfSarU0bdq0bKur1PKkjhupY4ZIep9mpUxncKSUSe0bqe3bsmUL5c6dmz744AO6ffs2v3/t2rWUM2dOqlevnmB/dpTpaTmpfZqV+c3Tz7DU+U1qG6XWU8a7CVkp8xDi4uKoZ8+epNFoaNq0aWQ0GunBgwfUqFEj8vf3pxUrVjiUTU9Pp3HjxpFKpaJ+/fpRQkICnTlzhsqVK0dFihShvXv3OpTdv38/FSlShCpUqEBnzpyh2bNnk06no7Zt21JUVFS2y129epWqV69O+fLlo82bN9OQIUNIqVTSsGHDKDk5OdvliLjliKFDh/Jf3NWqVaOgoCDasWOHU7mVK1eSv78/NW3alCIjI2nbtm2UN29eev/99536gEitq5TypI6brIwZIml9KrXMnTt3Ov3NnTvXIaO71GdK6ph59uwZtW3blry9vWnGjBnUpk0b8vLyorlz54pa0LKjTE/KSe3TrNyLrLRR6jMsZX7LShul1lPGuwdZKfMwduzYQXnz5qVKlSqRn58fNWvWjB4+fOiW7NmzZ6l8+fKUL18+UqlU9Pnnn1N8fLxLufj4eD6iyMfHh37++We3ypMqZzAYqHPnzrycuz5WUuWIiEwmE3Xt2pUYhiEfHx+6du2aW3IPHjyg+vXrk06nI61WS2FhYYIUKNldV6nlSR03UscMkfQ+zWyZDMO4/DnzKZPaN1LbR0TUrVs3Xk7McpLdZXpaTmqfZmV+8/QzLHV+k9pGqfWU8W5BVso8jKdPn1Ljxo35icc2f5oz/PPPP1S5cmXy8vIib29vt6PnLKb1kJAQUqvV1Lt3b7dezFLkrJequnbtSjly5KCGDRvSgwcPXoscERdu/8EHH1DevHlp2bJlFBISQnny5KFt27a5lN2zZw8VLFiQChcuTCqViiZNmuRyosxKXaWURyR93EgdM1npU6llSoWUvpHavujoaOratSt5eXnR6NGjqXjx4lS2bFn666+/XluZnpYjkj7epMp5+hkmkj4vSm2j1HrKeLcgK2UexLp16yhnzpzUsGFDun79On3zzTekVqtpyJAhTpe9TCYTTZs2jTQaDfXq1YtiY2Np0aJF5OPjQ23atHEYEfjo0SNq2rQp5ciRg1atWkVEnH9OpUqVqFChQg6Xk6TKnT9/nipUqEDFihXjkyY/fvyYWrRoQX5+fg7N+1LliIgWLFhA3t7e9PHHH9Pz58+JiPNH+f7770mr1Tr0R0lMTKTPP/+c1Go1TZw4kdLT02n37t1UoEABqlq1qsMlBal1lVoekbRxI3XMZKVPs1KmVEjpG6nt27VrFwUFBVGNGjV4K05iYiINGDCA1Go1jR071qEjuNQyPS0ntU+zIufpZ1jq/Ca1jVl59mW8e5CVMg+hffv25OPjQ/PnzxfsP3HiBJUuXZpKlSpFJ06cEJWtWbMm5cuXj3755RfB/jt37lC9evUoV65ctGHDBju5gIAAatasGUVGRgr26/V6Gjt2LKlUKhowYEC2yanVavr8888pISHB7tiKFSvI39+fWrRokW1yREQ5c+akn376SfTY5cuXqVq1aqKRW0WLFqWKFSvS33//LdgfExND3bt3J61WS99//3221VVqeVLHjdQxQyS9T6WWOXDgQEF/rlmzRrAdExMj2qdS+0Zq+zQaDYWFhZHRaLQ7tnfvXipcuDBVqlRJ9LpSy/S0nNQ+zcr85ulnWOr8JrWNUusp492ErJR5CLVr16Zbt26JHktJSaEhQ4Y4pH3o3LmzQx4bk8lEs2fPJm9vb7tjixcvdlonRxQFUuV+++03p3KOQsalyhFxJKjOYDAYaPLkyXb7v/32W0pLS3MoZ3HEza66Si1P6riROmaIpPep1DJZlhVY0Xx9fenOnTv8tqOcglL7Rmr7Ll686FQuLi7OYRYFqWV6Wk5qn2ZlfvP0Myx1fpPaRqn1lPFuQlbKPASxr2tbuEol4wxSyQ6dTRavQ85VhFp2yxGRIFl1ZvDy5UtJclLrKlbe6xw3WSHIlNqnYmUyDCNQynx8fNxSyl5n30htnxjX1usuMzvlpPbp657fPP0Mi81vr7ONUusp478H9k3n3nxXwLKuu/r58+eSrp2amoqdO3dmWu7cuXP4+OOPPSa3bds2VKpUyWNyUVFRGDx4MEqWLJlp2adPn2LChAmZlpNaV0flva5xI3XMZKVPpZbpCK+jb6S2LzU1FbNmzULx4sUzJZeVMl+HnNQ+fV3j9E08w47mt9fVRqn1lPEfxZvWCt8lpKen0+XLl+nGjRuC/Tt27KD33nuP1Gq1Q9kXL17Qr7/+Snv27OEjdvR6Pc2dO5fy5s1LuXLlEpXbu3cvff311zR69Gje+nDt2jX66KOPiGVZatasWbbKLV++nDp06EBdu3blWbP3799PlStXJp1OR/369ctWuZiYGOrWrRsFBgZSvnz5aN68eWQ0GmncuHGk0+moevXqokSQRFzanIULF9KyZcsoJiaGiLh+HjZsGGm1Wipbtmy21lVqeVLHjdQxk5U+lVKmVEuZ1L6R2r60tDQaM2YMVa9enUJCQmj79u1ERBQeHk758uWj/PnzOyQBlVqmp+Wk9mlW5N7EMyx1fpPaRqn1lPHuQVbKPIQrV65QsWLFiGVZYlmW2rVrR1FRUVSvXj3y9/enESNGOOS6OX78OAUEBPB8TTVq1KArV65QqVKlqESJErRgwQLRZZOIiAhiGIZy5cpFDMNQ7ty5ae3ateTr60u9evWif/75R7Q8qXIzZswglUpF1apVIy8vL/Ly8qKwsDDKlSsXTZw4kV68eJGtckSck3jBggVpxIgRVL58eWJZllq0aEENGjRwmuR3165dpFareR6sEiVK0IEDBygwMJBCQ0Np165d2VpXqeVJHTdSx0xW+lRqmQzDUP/+/Wn48OE0fPhwUqvV1KdPH367f//+okqZ1L6R2r7Ro0eTn58ftW/fnoKCgkipVFK/fv2odOnSFBER4TSvp9QyPS0ntU+zMr95+hmWOr9JbaPUesp4NyErZR7Chx9+SA0bNqRdu3ZRly5diGEYKlWqFE2aNMklN07Dhg2pc+fO9M8//9Dw4cOJYRgqVqwYrV692qn/UqVKlei7774jIqKNGzcSwzBUtWpVh6lgsioXHBxMK1euJCKigwcPEsMw1KhRI/7LMLvliIgKFy5M+/btIyIuyo9hGBo6dKhLuVq1atGQIUMoISGBZs2aRQzDUOnSpV36hEitq9TypI4bqWOGSHqfSi2zfv36FBoa6vKXXX0jtX0lSpTgebMuXLhADMNQly5dnOZDzGqZnpaT2qdZmd88/QxLnd+ktlFqPWW8m5CVMg8hb968fEh0TEwMMQxDy5cvd0s2V65cPJdNUlISsSxLmzZtcinn4+NDd+/eJSLOSVWpVDr98syqnE6nExCoqtVqp4l/sypHRKRUKunx48eCazn60rWGv78/vwSRnp5OCoXCZWRlVuoqtTyp40bqmCGS3qdZKVMKpPaN1Pap1WoBjYJGo6Hz58+7VVepZXpaTmqfZmV+8/QzLHV+k9pGqfWU8W5CdvT3EJ4/f44CBQoAAAICAuDl5YX69eu7JRsdHY3cuXMDALy8vODl5YUqVaq4lEtKSoK3tzcAzklVq9WiUKFCr00uNTUVWq2W31ar1Xy9X4ccAJhMJqhUKn5boVDwdXeG+Ph4BAQEAACUSiV0Oh1Kly792uoqtTyp40bqmAGk96nUMv/880+kpqa6VTdrSO0bqe1LT0+HWq3mt1UqFfz9/d2qq9QyPS0ntU+zMr95+hmWOr9JbaPUesp4N6F80xV4V8AwjCB6h2VZwUTkSjYhIQFarRZEBIZhkJycjPj4eMF5fn5+drJ79uzhXxwmkwn79+/H5cuXBee0adMm2+R+/PFH+Pj4AAAMBgMiIiIQGBgoOGfIkCHZJkdE6NWrFzQaDQBOaRowYIDdpL5t2zY72atXryIqKoq/zo0bN5CUlCQ457333su2ukopT+q4ycqYkdqnUsts2rQp1Go1atSogQYNGqBBgwaoXbu2QAFy1EYpfZOVMTN+/Hh4eXkBAPR6PaZOnWqnmM2ePTvbyvS0XFbGm9T57U08w1Lmt6y0UWo9Zbx7YIiI3nQl3gWwLAt/f38wDAMAiI2NhZ+fn12YdXR0tKisRQ4A/8Kz3TYajXZyrpCdckWLFhXUy5Hc3bt3s0UOAHr16uVSFgBWrVol2Lb0qdjwt+zPzjZKLU/quJE6ZoCs92lmy3z8+DEOHDiAw4cP4+DBg7h37x60Wi1CQkJ4Ja1mzZpQKoXfkFL7Rmr7QkND3br3Bw4csNsvtUxPy2VlvEmd3zz9DGdlXszKs5jZesp4NyErZR7C6tWr3Trv008/tdt3+PBht2TdXS6QATx48MCt84oUKfJGy5M6bt7EmMmuMiMjI3Hw4EEcOnQIhw4dwoMHD+Dl5YWEhATBeVl5pmSIQ2qfvol74elnWGobPV1PGW85Xr/bmgwijunZnSgtMaxevZpSU1MzLde7d2+XkU/ZKdegQQO3IiazS47IPkWPu5g0aZIk9nWpdZVantRxI3XMEEnv06yUaYvbt2/T8uXLqVu3buTn5yeanklq30htX7FixSQzr0st09NyUvs0K/Obp59hqfOb1DZKraeMdxOypcxDUCgUePr0KfLkyeMxWU/LsSyLqKgoj8llRdbTbXxb7iHg+TYCwN27d3Ho0CEcPHgQBw8eREJCAmrXro169eqhfv36eP/99+38d96FceppuXdhvL0tcjLeTciO/h5CVnRfqbKelnub4Ok2vgv3UGqZRYoUQXx8PD744APUq1cPgwcPRrVq1aBQKF5LeTIc410Yb2+LnIx3E7JS5kG448ya3bKelrNE3zmDWMSfVDlAGEnlCGKRop5u49tyDwHP9mlaWhovq1AooFAo3HLGlloeIL191lF0juAoik5qmZ6W+6+Pt7dJTsa7B3n50kNgWRb9+vXjw+kdQSycnmVZtGjRgg8ZdwTbkHHbaCFHcBVJlRk5ZzLkJBpKipxF1hUclVmhQgW7iD5bnDt3LlvqmpXypIwbqWPGIusKjtootczr16/zy5eHDx9GamoqPvjgA4SGhqJ+/fqoVq2aXb2y0jeu4Gycik2ZrqLoPB0JnRU5qX2alflNal2lPlNS5zepfSOlnjLeTciWMg/in3/+ccq95GyS8PX1hU6ny3SZkyZNcpvgMjvktmzZgpw5c3pMDoBkP59mzZrxfGOZgdS6Si1P6riROmYA6X0qtczg4GAEBwdjwIABAIBr167xEZhTpkwBwzCIjY21k5PaN1Lbd/r0abeJjbOrTE/LSe3TrMxvnn6Gpc5vUtsotZ4y3j3IljIP4V1wEn4TDtRvi7P32yIHeL5PbfHs2TOB0/+tW7eg0WiQkpKSLeW9ifa9Lc7l78J4e1vkZLybkC1lHsK74E/2JiD1m8LTbXyb7qGn+/T58+c8J9nBgwdx8+ZNqFQq1KhRA126dEGDBg0QEhKSbeXJTumO8S6Mt7dFTsa7CVkp8xDehejLIkWKuIyYy045gCNqlLJc5uk2vi33EPB8nwYFBUGpVOL9999H+/btERoaijp16risg9TypLavfv36LlM/ZXeZnpZ7F8bb2yIn4x1FdhOfyRBHRESEZGLNQ4cOSSZmlCGO+/fvk8lk+teXJ3XcvIkxI7XMX3/9lRITEzMtl5VnSoY4pPbpm7gXnn6GpbbR0/WU8XZD9imTIUPGG0XNmjWxdu1alC5d+k1XRYYMGTLeKNwjA5IhQ4aM14QiRYqgSpUqWLBgwZuuigwZMmS8UciWMhkyZLxxbNmyBYMGDcJ7772HVatWoWDBgm+6SjJkyJDhcciWMhmvFY8ePYLJZPKYHACsX78eSUlJkmSlICt1fVvwuvu0Q4cOuHz5MnLkyIGKFStiyJAh+OqrrwS/1wmp7Tt+/DifkcBTZXpa7k3gbaqrDBnZCVkpe4P44osv8PLlS0myrVq1wtOnTzMt5+fnh7t373pMrly5crh//77H5ACgf//+ePbsWablKlasiMjIyEzLSa2r1PKkjhupYwaQ3qeZKTNnzpwoW7YsEhMTcf78ebufO5DaN1Lb16JFCzx+/DjTclkp09NyUvs0K/Obp59hqfOb1DZKraeM/z5kpewN4qeffkJ8fLwk2SNHjtiRaboDqavVb4tcVmTv37+P9PT0f315UseN1DEDSG+ju2VeuXIF77//PtasWYO9e/fi6NGjPHms5ecOpPbN2zROPS0ntU+zMr+9Lc+w1DZKraeM/z5kpewNQnbnkyEF/7Vx8/3336NatWqoXLkyLl26hAYNGgiOP3v2DJMnT3brWv+1vvk34E0orG8L3oU2yvAsZKXsLUWRIkWgUqkyLdejRw/4+fl5TG7MmDGS8kRKlQOA33//HQUKFMi0XN26dSWRWEqtq9TypELqmAGk96k7Zc6bNw+bN29GeHg4fH197Y5HRUVh0qRJmS47M5DavmXLliFv3rweLdPTcm8Cnn6Gpc5vUuHpZ1/G2wM5+lKGDBlvFK9evUKuXLkcHr948SKqVq0Ko9HowVrJkCFDhuchW8pkyJDxRuFMIZMhQ4aMdwmyUiZDhgwZMmTIkPEvgJyQXIYMGW8UrjjIXrx44aGayJAhQ8abhayUvQUwmUxgWc8ZNdesWYPOnTtDo9F4rMy3BefOnUPVqlXfdDX+lXj48CEKFSoEhmEyJecOB1m9evWkVuudxIIFCzB48OA3XQ0ZMmRkFp7KfC4jAyaTiV68eEEvX7506/waNWrQjRs3JJcXGxtLmzdvphkzZtDMmTNp69atFBcX5/B8lmXp2bNnmS5n+vTplJyczG8fPnyYUlNT+e34+HgaOHBgtskREa1evdqtX3ZBpVLR5MmTyWg0SpJPTk6mnTt38vdi586dgrY7Q2bGjav7l56eTqdPnxY91qJFC4qNjeW3p06dSjExMfz2y5cvqWzZsnZyUsfN64LJZBKtj9T2HT582K2fGKSWKVUuR44c1LhxY4qMjBStT3YjK/deahstMJlMdObMGdq8eTNt2bKF/v77bzKZTA7P37hxI6WlpfHb9+7dI4PBwG8nJSXR9OnTM90OR+Pt9OnTguvb1i01NZU2btyY6fJk/DchK2UexNOnT6lnz57k7+9PLMsSy7IUEBBAvXv3pqioKIdyHTt2JC8vL5o/f36my1y7di35+/sTwzCCX0BAAG3YsEFUhmEYSROs7cTs6+tLd+7c4bejoqKIZdlskyMiCggIcPjLkSMHqdVqUdmiRYtSsWLFnP6KFy9uJ7d7924qWLCgJEV5586dlDt3brt7kTt3bvrll18cykkZN7Z9GhwcTA8ePOC3nfWp1PshddzYwl3FU6fT0fPnz/ntZs2a0ZMnT1zWMyvtc/Sz3BeFQiFaV08/G48fP6ZWrVpRQEAArVmzRrROYmjXrp1bP1tk5d5n5fk/cOAAFStWjFiWFdyLEiVKOFSQpZbn6fEm492EvHzpIcTHx6N27dpITExE7969ERwcDCLC1atXsX79ehw7dgznzp2Dj4+PneymTZv4hM2//PKL2wmbz507h969e6N79+4YPny4oMy5c+eiZ8+eCA4ORqVKlexkM7sEBdgTKdpuZ7ccAMTExIjuf/r0KSZNmoTw8HA0adLE7viwYcMcXvP+/ftYtmyZaE7Dli1b4vLlyxg6dCiqVq2K7777zq1lohMnTqBDhw5o06YNRowYgbJlywIArl69ilmzZqFDhw44dOgQQkJCBHJSx41tHz569AgGg8HpOY72Z+Z+SEVsbCzGjh2LjRs38vc0R44c6NKlC6ZOnYqAgAA7mdTUVEHdjh8/bpc9QKzuUtvnaKwlJydj3rx5mD9/PooXLy56jqefjfz58+PXX39FREQEhg4diu3bt+N///sflErhlP/ee+8Jtv39/QXb69atw4cffijKH5ddkNrG27dvo3Xr1qhZsybmzJkjeDbmz5+Pli1b4tKlS3b3RGp5r3O8eeIZk/F2QFbKPIR58+ZBoVDgypUryJ07t+DY//73P9SpUwfz58/HmDFjROU7dOiA+vXrY9CgQahYsSJ69uxpN8HOnj1bsL1gwQK0bdsWERERgv1Vq1bFmjVr+JdJeHi4XXm9evVy6VO2bds2p8ffBBISEjB9+nTMmzcP5cuXx549e+wY4gFg6NChdvuio6MxZcoULFmyBDVr1sT06dNFy/D390dERARat26NLl264H//+x8UCoXdtawxdepU9O7dG8uWLRPsr127NmrXro3+/ftjypQp+O233wTHszpunEGK4u0KP/74o+iHhTWGDBki2I6OjkZISAgeP36M7t27o2zZsiAiXLt2DREREdi/fz9OnDiBHDlyZLo+2dlGW4XFZDIhPDwckyZNAsuyWLRoET799NNsKy870KtXLxQsWBDNmzfHzp07QURgGIb/a8v9tmrVKsH2li1b8MMPPzhUNq2xZ88euz6yRZs2bTLfCAeYO3cuatWqhf379wv2BwcHo127dmjcuDHmzJmDBQsWZFuZriB1vL2OZ1HG2wlZKfMQdu/ejTFjxti9WAEgT548GD16NFasWOH05WpJ2Lx9+3acP39eoJSJPdTHjx/H4sWLHV5vwIAB+OKLL0SP+fr6vlWM03q9HgsXLsS0adMQGBiIVatWoUOHDm7JpqSkYPbs2ZgxYwaKFi2Kbdu2oWXLlk5lzpw5g3HjxqF06dIYMWKEnYJsi5MnTzpU8gBg0KBBqF+/vt3+7Bg3mQXDMHbjyd2XxtKlS+0UVNvr2CplkydPhlqtxp07d+zY8SdPnoymTZti8uTJmDNnjpstcI6stM+Cbdu2YcyYMXjx4gVGjx6NwYMHO/2IkVpmVus6e/ZsjBs3Dj169MC4ceNcjtOswJVCKqYEWvZLaeOhQ4fw3XffOSxr2LBhGD16tMvryJDxb4KslHkIN2/eRO3atR0er127Nr7++muHx69cuYKePXsiJiYGe/fuFbX+2OLJkycoXbq0w+OlS5fG48ePRY/Nnz8fefLkcVmGLawtJQaDAREREQgMDATAWbGyW46IsGbNGowfPx4GgwHTpk1D3759nSoGFhiNRqxYsQKTJk2CVqvFggUL0KNHD6cvBIPBgAkTJmDmzJkYNGgQpk2bBq1W67Ks1NRUp2lc/P39RZdLpY4bhmGQkJAArVbLW0USExP55MnOkigTkcBSmpqaigEDBsDb2xsAROtpwdmzZzM9bnbs2OEwXVFQUBB++OEHDBgwwE4ps32Zi73cxZCV9h0+fBgjR47EP//8g6FDh2LkyJEurUNZKVOq3N27d/HJJ5/gzp07WLduHT766COXdcwqoqKiJM0ZUtv48OFDVKxY0eF1K1SogAcPHoges7bqmUwm7N+/H5cvXwbALaWLQep4Azg3haioKABce69fv47ExEQAwMuXL926hox3A3KaJQ9BqVTi8ePHDvPkRUVFoWDBgnZ+PwCXsHnixIno1q0b5s2b57Z/B8uyTifKZ8+eIX/+/HZfrwqFAk+fPs30BFu0aFG3Jql79+5lixzA+cTcuXMHgwcPxrBhw+Dl5SUqa6sQbdq0Cf/73/8QFxeHMWPGYODAgVCr1S7r8N577yExMRGrVq0StWw5QqVKlTBs2DD07t1b9Hh4eDjmzp2LS5cuCfZLHTcsywr61KKY2W6LWS4c1dEWtktdUseNRqPBnTt3HPpJPnr0CCVLlkRqaqpgP8uy8Pf359sVGxsLPz8/nj6GiBAfH2/XRqnta9myJfbv34/evXtj4sSJCAoKcus6WSlTqpyPjw+aN2+OpUuX8h83UuDr64uLFy+6XL6Ueu8B6W2UOr+5Qy8k9mxIHW+WZ1HsVetsKVnGuwnZUuYhEJHTycDRQwtkJGz+8MMPM12uMz8PR1+EUvX0+/fve1QOAP91+8MPP2DGjBl2xx1NeF26dIFOp0PXrl3x4MEDjBo1SvT6tn56NWrUwNy5c136TdmiV69e+Prrr5E3b167pdHdu3fj22+/xdixY0XrL2XcHDx4MFP1s4bty89dSB03gYGBuH//vkOl7N69e6KpmKTWU6rcH3/8AaVSiY0bN2LTpk0Oz7P1J8xKmVLlli5dih49etjt1+v10Ov1DsfvL7/8Iti2tSJZYOsblpVve6ltBIQWKFs4skCZTCZJZUmtp9jHpAwZjiBbyjwE268sWzj6ygJcJ2x2VqY7sJ2kDh8+jDp16rxW/5PswuHDh906z9aqFRoa6tI6xzAMDhw4YLf/1q1buHTpEqpWrYpixYph9+7dmD59OlJSUtC2bVuMGTPG7tomkwmdO3fG1q1bUaZMGUH05a1bt9C2bVts3rzZ7p5lZdx4GpMmTcI333zj0FrpCH379sXt27exb98+O2tlWloamjVrhhIlSmDlypXZWV2HuHbtGlq1aoW7d+8K9q9evdot+X+Ls/+qVatw7tw51KpVC927d8fo0aMxe/ZsGAwGNGzYEBs2bLCbV6RakXr37o358+c7tOKfO3cO48ePx6+//iq9QTaQLVAy/ouQlTIPISsTesuWLbF+/Xre4hUWFoZBgwbxNAGvXr1C3bp1cfXq1Wyp6+nTpxEdHY0WLVrw+9asWYMJEyYgKSkJbdu2xYIFC+wcm9esWePW9T/55BPBdkpKCvbv34/WrVsDAEaPHi3wI1EoFJgyZYpbvluvG9u3b0enTp34F8Ly5cvRr18/NGjQAAqFAnv27MHUqVMxcuRIUfmNGzdi/fr1uHnzJgDOr69Lly7o0qWL6PlvQhHo06ePy3MYhrFTkqKjo5GcnCyweF25cgUzZ87kx023bt3srvXo0SNUr14dGo0GgwYNQnBwMABOYV28eDHS0tJw9uxZFCpUKFPtePr0KcLCwrBw4cJMyV28eBFVq1bN1pe51D59+vQpFi5ciLCwMADABx98gOTkZP64QqHAjh07UKBAAYFcWFgYwsLCULt2bZw/fx6dOnXCjh07MGzYMLAsi/nz56N169ZYsmRJNrSOw759+7B3716oVCp89tlnKF68OK5fv45Ro0Zh165daNKkCf744w87Oal948hfzBZFihQRbB85csQtuezKIvHDDz9g8ODBfODUkSNHULNmTX7+TEhIwMiRI50GZcl4dyArZf8iGAwGUeuUre+En58fLly4wPt5OPKdcAWj0Yhdu3ahbdu2gv0tWrRAaGgor1j8888/qFq1Knr16oWyZctixowZ6N+/PyZOnCiQc0ZZwDAMkpKSYDAY7Oq5bNky/Prrr9i1axcAzo+lfPny/CR2/fp1fPvttxg+fLjD6z9+/Bhbt27FzZs3wTAMSpcujY8//tjuZeUIL1++BMMwLi2S1atXR7NmzTB16lRERETwzv4W3rPly5djzpw5uHbtmlvlvi7Y+pSJgWEYUR/Gdu3aOZQxGo34888/kZaWZncfu3btinz58vFLvs+fP0dwcDDy58+PEiVK4Pfff8fKlSvRs2dPu+veu3cPX3zxBfbu3ctbPhiGQZMmTbBw4UKULFlStD5Xr17FwYMHoVKp0KlTJwQEBODly5cICwvD0qVLUaxYsUx/rLhSylJSUrBv3z7BWGvcuLHTaGWpfTpu3DhER0dj0aJFALhno0+fPsiZMycA4Pfff8cHH3yAmTNnCuRKlSqFyZMno2vXrjh79ixq1qyJjRs38hHJv//+OwYMGGCn2PTp0ydTfqsWrF69Gr1790bOnDkRHR2NwMBAzJ49G1988QXat2+PESNGoEKFCtnaN1Lhyh3A8tf22ShWrJhbz9SdO3cE+2z97bJr/pbxH0UWyWdlZAOuXLlCX331FeXJk0f0uC1bto+PT5YYoa9du0bffPMN5cmTh1Qqld3xoKAgOnPmDL89ZswYqlOnDr+9adMmp2lPbPHkyRPq378/qVQqatasmd3xunXr0rZt2/ht2/atXbuWatWq5fD6ixYtIo1Gw2cqsGQw0Gg0tGjRIodyMTEx9MUXX1CuXLl4RvZcuXLRoEGDBGlerOHj40O3b98mIiKj0UgKhYL++ecf/vi9e/dIp9PZyb2u1C6OsGPHDoe/b7/9lnQ6HWm12kxfs1y5chQQEEDfffed3fGiRYvSwYMH+e0ZM2ZQiRIlKD09nd+uWbOm0zKio6Pp9OnTdPr0aXr16pXTc3ft2kVqtZpnci9RogQdOHCAAgMDKTQ0lHbt2pWp9llw4cIFh8+T1KwMjuCqTytVqkR79+7lt22fjT/++IPKlStnJ6dWq+nhw4eC7evXr/Pbjx49En32paZLqlSpEl//jRs3EsMwVLVqVf5ZkQJXfXPx4kW3fraIjY0V/T158oRGjhxJOp2Oypcvbyc3d+5ch79hw4aRTqdzK9NFVudvGf9tyErZG0JCQgKtWLGCatWqRQqFgurUqUOzZ88WPTc7HurExERauXIl1a5dm1iWpUaNGtGKFSvoxYsXdudqNBrBhF6nTh2aMmUKv33v3j3y8fFx2cb4+HgaO3Ys+fj4UM2aNenAgQOi5+XNm5cuX77MbwcGBtK9e/f47Rs3bpCfn5+o7K+//koKhYJGjBghSHny5MkTGj58OCmVStq9e7ed3KtXr6h06dLk7e1N/fr1ozlz5tDs2bPp888/J29vbwoODqbo6Gg7Oan3QmqqFUu6KFc/d3Dt2jVq27YtKRQK+uSTTwRpl5zh2LFjVKdOHfLy8qJvv/1WtF+IiLRaLd2/f5/fbtGiBX399df89o0bNyhnzpxulekOatWqRUOGDKGEhASaNWsWMQxDpUuXdphex104UsqOHz9OKpWK2rdvTydOnKCYmBiKiYmh48eP08cff0xqtZpOnDjhVhnu9qm/v79gnLRr106QWsvRR4DUcSo1XZKPjw/dvXuXiLiPFaVSSYcOHcr0dYjc7xtLSiVX6a9cwWg00ooVK6hgwYJUuHBhCg8Pdzu37atXr2jYsGGk0WioXr16dPLkSdF6ykqZDHfx7/fk/o/h2LFj+PHHH7F161Z+acXiWO8IWSGQPHnyJH788Uds2rQJpUqVQvfu3XH69GnMnz8f5cqVE5XJmzcv7t27h0KFCkGv1+PcuXOYNGkSfzwhIQEqlcphmZklco2LixMs27548UJw3GQyOeQq+uGHHzBq1ChMnTpVsN+yjObl5YXp06fbRTxKJSzNCjeWs21HmDt3rlvnOcOTJ08wYcIErF69Gs2aNcOFCxccLiVZ48qVKxg1ahT++OMPfPLJJ9iwYYPT9F5+fn6IjY3lfXj++usv9O3blz/OMIzoffz444/daodtBolr165h9erV8PHxwZAhQ/Dtt99i7ty5Ln2BcuTI4ZKLTgxSszJYI7N9ajAYEBcXx2/b9kFMTIzD5Tip3FhS2OWTkpJ4XjGWZaHVajPtA5jZvsmOqMbMkgBbIIVwWoYMdyArZR7CDz/8gPDwcCQmJqJr1644duwYKlWqBJVK5TJ9DEkkVyxXrhySk5PRrVs3nD59mlfCHNE/WNC8eXOMGjUK06dPx44dO+Dl5YW6devyxy9duoQSJUqI1lMKkWvBggVx+fJllClTRvT4pUuXHE7O58+fx/Llyx1eu2fPnpg3b57dfqmEpUSE0qVL8y+uxMREVKlSRcBVlJ3IigN/XFwcpk2bhgULFqBy5crYv3+/4D46QmRkJMaPH4+ffvoJrVu3xqVLl/hoUWeoUaMG5s+fjxUrVmDbtm1ISEhAw4YN+eM3b94UfVFLzbcYHx/PB7solUrodDqnZMkWSFV0pWZlAKT3aZkyZXDixAlUqVJF9PjRo0cdtrlRo0aC8WgJpLGOTBSD9fh2BDHaD2eErBaIpVmS2je2DvyZgVQSYCmE04B0cmwZ7x5kR38PQalUYuTIkZg8ebJASVGpVLh48aJDqxUgnVxRrVajS5cu6NmzJxo3bsxPHK7KfPHiBT7++GMcP34cPj4+WL16tcAZt1GjRqhVqxYfEWaBVCLXoUOH4s8//8Tff/9tF2GZkpKC6tWro3HjxqLKlY+Pj2jSYQvu3r3LE75aQyphqdRoSNtgDVtSTqnOvo4iDH/44QdMnz4dQUFBmDZtWqYY3b28vMAwDAYPHuw0m4DtC/bChQto3LgxEhISYDAYMGbMGEyZMoU/3rNnT3h7e2Pp0qVOy3eXsJRlWRw4cIB3eq9duzY2bdpkd09tk267Qnp6Op4+fYrChQsL9ut0Oly/ft2hMvDgwQOULVtWEB1pgdQ+nTFjBr7//nscPHjQrh0XL15Ew4YNMWrUKHzzzTd2dXEHtm1hWRZz5851qaCIjW9XcERPIbVvXGHbtm2YOHGiHSGzVBJgqYTTWSHHlvHuQVbKPIRp06YhIiICqamp6Nq1K3r27IkKFSq4pZRJxePHjxEREYFVq1YhJSUFXbt2Rffu3VGzZk1cuHDBZZlxcXHw8fERTbbt6+trt4RpPTGLTULkgDfo2bNnqFy5MtRqNb788kv+S/369etYuHAhDAYDzp8/L2rVqlmzJrp06eIwMnP27NnYuHEjTp8+LdhfoEABbNy4ER988IGo3NGjR9GlSxeHaagyC5ZlsXr1av5l17VrV8ydO5dvU2xsLHr37i360pISYciyLHQ6HRo3buzUUimWVD4rL9gXL17gxIkTCAoKQs2aNQXHdu/ejXLlyqFYsWJOr50Zpex18FQ5ir6UmpXBUldXEKtreno6GjdujBMnTqBJkyYoU6YM/2zs27cPISEh2L9/v1N3gszAFUv+60BWxtuKFSt4Go6hQ4eiZs2aOHDgAEaMGIEbN26gZ8+edsvNLMtCqVTC29vbqbJkaw20PFNdu3Z1mjLNlnBahozMQFbKPIzDhw8jPDwcW7duRYkSJXDlyhWXPmWu4Ijs0hoHDhxAeHg4tm3bhtTUVHz99df47LPP3FrusYbJZMLu3buxcuVK7NixQ3BMKpErwH0lDhw4EPv27bOjRFi8eLHDF/Tq1asxcOBAzJw5E/369eN90wwGA5YtW4ZvvvkGixcvRq9evQRyUglLe/TogYYNGyI0NNSl0mANqS+eX3/9Fe3bt0d6ejoAoHjx4lixYgU6deqEChUqYMSIEfyylDV69erl1td5VtjUXxfcVcqkWoNcwZFSNmfOHEydOhVr164Vzcrw6aefYuzYsU6pW6RAr9dj9uzZ2LBhA89vV6pUKXTt2hXDhw8X9YF6+PChW9e2tQZmJV2SpzFz5kyMGTMG7733Hk9BM3bsWMyePRuDBw/GoEGDRFNMSbV2u0M4DWQ+m0ZkZCQmTJiA8PDwTMnJ+I/Cw4EFMsyIj4+nJUuWUI0aNUihUFBISAjNmjVL0rWchfDbIiYmhhYtWkTVqlUjhmGoYsWKbsndvHmTRo0aRfny5SOtVksfffSRpLo+f/7c6fFXr165TYlgwYgRI4hhGPLz86MqVapQlSpVyM/Pj1iWpWHDhonKREZGUt68ealw4cI0ffp02rlzJ+3cuZO+++47KlSoEOXJk0cQgWpBw4YNycvLi1iWpcKFC9Onn35Kq1evFj03O/C6IgyzAoPBQNu3b7fb36JFC4qNjeW3p06dKqAWefnypVtUKrbRaVnB+fPnMy3j6HkyGo3UoUMHYhiGgoODqV27dtSuXTsqU6YMsSxLH3/8sdtRe7Zw1KdSYYk8tP1Z71coFKJyUqIvLdi0aRO1a9eOypcvTxUqVKB27drR5s2bs9IUh30THBxMK1euJCKigwcPEsMw1KhRI4d0NpmBhcbFE8jM/C3jvw9ZKfsX4NKlSzR06FDKnTu3JHmpD/X58+dp8ODBDo8nJydTREQE1a1bl1QqFbEsS/PmzaOEhIRMlWMymWj37t3Url07UqvVLs998eIFvXz5MlNlnDx5koYMGUItWrSgFi1a0NChQ0XD061x584dat68uSCsnmVZatasGd26dcuhnF6vpyNHjtDkyZMFSlqJEiXos88+o3Xr1mWq7s7g7+9PN27cICLuRaFQKOi3337L0jWNRiP98ssvmVasXfHbSaX9sCjElp+XlxctX77cbr+7iI2NpUWLFlGVKlUkPReunqcNGzbQRx99RGXLlqWyZcvSRx99ROvXr890OUSu+9QCk8lEZ86coc2bN9OWLVvo3LlzZDKZnLZB7Hf+/Hmei0vqfCMGo9FInTp1IoZhqEyZMvTRRx9RmzZtqHTp0sSyLHXu3NlpfcXgqm90Op2A1kWtVtOpU6ey1A5XnJHOYJnHMwtZKZNhDVkpewOIiYmhM2fO0NmzZwVfdXq9XtL1XD3Ujx49onnz5tGgQYPoyy+/pPnz59Pjx48dnn/69Gn6/PPPyc/Pj6pXr05z586lqKgoUiqVdOXKFbfrdefOHRo7diwVLFiQAgICqHv37gKSWGs8ffqUevbsSf7+/vyXfEBAAPXu3VvAy2SLSZMmUVJSktt1EkNmCEvFkJaWRocPH6Zvv/2Wt9DZwmAw0KVLl/jtJUuW0Lx58/jfwoULRa0sYhxHUgk5pVg7M8NvlxVuLFc/d15a+/fvp+7du5NOp6Pg4GAaO3YsnTt3zu48V2SjGzduFC1v9erVlJqa6rIerpCZPiUiOnDgABUrVszu46FEiRKZspju27ePqlWrRr6+vjRhwgTRj6sGDRqI/tq2bUsjR450aBGeNWsW5cyZU5Swd+fOnZQzZ06aM2eOyzpm53hzF5nhjLRFXFwcLV26lN5//31iGIYqVaqU6fJlpUyGNWSlzIO4d+8etWzZkhQKhWAJoVWrVgLSzczC2UMthe1eoVDQsGHDBAzgROSWUpaSkkJr166l+vXrk0ajodatW9ux3tsiLi6OihUrRrlz56Zhw4bR0qVLacmSJTR48GAKDAykUqVKObTOSWUglypnjZSUFPrzzz/pf//7H9WpU4fUajWVKlWKPvvsM7tzf/75Z6pXrx6/7ePjQwULFqSiRYtS0aJFycfHh3788Uc7OYZh6ODBg7zC4O3tTbt373bJWm6BVGvniRMnqE+fPuTj40NVqlShmTNnkkKhcHr/3wRJZmRkJE2ZMoWKFStGefLkoS+//NLlOHVGOmq9xGeLrI4ZKX1669Yt8vLyogYNGtCOHTvo+vXrdO3aNdq6dSvVr1+fvL29XSoiZ8+epcaNG5NGo6FBgwY5bcOwYcNEf7169aKKFSuSt7e36JJwxYoV+aVEMfz4449UoUIFh8eljrewsDD+w0ar1dK4ceMEHzvz5s1zKH/06FH69NNPycfHhypWrEgKhYKOHTvm8HxrHDp0iHr27MlbyUeOHOnUuu4MslImwxqyUuYhPHz4kPLmzUsFCxakadOm0fbt22nbtm0UFhZGBQsWpKCgIIqMjBSVdcXq7uvrK/pQS2W7b9KkCfn6+lK3bt3o999/55cdXL3sBg4cSDly5KBatWrRwoUL+SVIV3KTJ0+mkiVLivqbPXv2jEqWLElhYWGislJ9YKTKHThwgMaNG0cffPABaTQaKlu2LA0YMIDWr18v6GNbNG7cWLCsaauwLFmyhEJDQ0XrKUWByIq1s2zZslSkSBEaPXq04FxXsizLCu6hNcs7UfYrZS1atCBfX1/q2rUr/frrr3zaKlf1vH//vls/W2TF30pqnw4aNIgaNmwoesxkMlHDhg3pyy+/FD1+69Yt6tSpEykUCuratWu2+Ol98cUX1KJFC7v9Wq3WaYaI+/fvO0zrJbVvihQpwn/UOPoVK1bMTm769OlUpkwZKlCgAH399dd04cIFt8p78uQJhYWFUYkSJSgoKIiGDx9OZ86ccSln8T109GvQoIGslMngIZPHeggTJkxAmTJlsGfPHgEXV7t27TB8+HA0b94cEyZMsIv2A6STXUplu9+7dy8iIyOxatUqDBw4ECkpKejcuTMA52zfy5cvx8iRIzFq1KhMJTTevXs3xowZg9y5c9sdy5MnD0aPHo0VK1ZgzJgxovJSGMilolGjRihcuDBGjRqFbdu2idZZDNeuXXNKQVK/fn3R9knlLqpduzYGDx6Mv/76yyEpryPcvn0bXbp0QYMGDdwi8bSAJJIcS8XevXsxZMgQDBw4EKVKlXJbLiuko1LHmtQ+PXToEL777juHdRk2bBhGjx5td+yLL77AypUr0aBBA5w9exaVK1eWVG9b9O/fH82aNbPbr9PpEBsbaxfNaUF8fLzDhO1S++b+/ftun2uNMWPGiHJGukKxYsXQsWNHLFq0CE2aNHErohqwJ0cWO/7JJ5+4XQ8Z/23ISpmH8Mcff2DTpk125KgAN6FNmTIFXbp0EZWVyuoule0eAAoVKoTx48dj/Pjx2LdvH8LDw6FUKvHRRx+hQ4cO6NChA6pWrSqQWbNmDVatWoV8+fKhVatW6NmzJ5o3b+6ynjdv3nRKGlm7dm18/fXXDo83atRIkKZJDOfOnbPbZ81A7gi2hJXffPMNDh8+jKFDh2Lx4sWoX78+QkNDUa9ePacK2suXL3lGb4Ajtc2VKxe/rVKpkJSUZCcnVYFo2LAhVq5ciefPn6Nnz55o1qyZ2wrFvXv3EBERwSvkFn47V/KffPKJ4JwePXqInpNdOHr0KMLDw1G9enUEBwejZ8+e/MeDM4jxiIlBjHTWWul0BDHuN6l9+vDhQ1SsWNHh8QoVKohSgyxduhRarRbPnz9Hnz59HMqLPRfOoNPp7AiVASAkJARLlizBkiVLROUWLVqEkJAQ0WNS+0YqJk+ejIiICKxdu1bAGekKRYoUwbFjx1C4cGEUKVIEwcHBbpX3b6SdkfHvhcxT5iG4wyBfokQJSdYER6zuUtnuHSEmJgY//fQTwsPDcenSJYeknPfv38eqVasQERGB5ORkREdHY+PGjQ7zXyqVSjx+/FiUHBYAoqKiULBgQdGchCzLYsSIEQKFRwwTJkywk3MFZ8SjiYmJOHr0KA4dOoRDhw7h/PnzKF26NOrXr48GDRrYtbVIkSJYsmSJw/x4u3btwpdffin6go2Pj+fJKn/77TdBPygUCrRq1Ur0mhZrp4U8uHPnzli8eLHbaWyA7OO3e51ITk7Ghg0bEB4ejr/++gtGoxGzZ89Gnz59RC22zkhnLRC79yzLolOnTg4tPha4eglnpk9dkbk6ygRhnavWGWyfC1dYtGgR1qxZY0fGfOLECYSGhqJt27b4+uuvERwcDCLCtWvXMGvWLOzcuRMHDx50yceYmb5JSUnB/v37eZ6+0aNHC+ZPhUKBKVOmiH4IA9I4I48fP46VK1di8+bNKF26NHr06IFvv/02U8+UDBlO8UYXT98hFC1alP744w+Hx3///XcqUqSIw+NXrlyhhQsX0rJly/iIzRcvXtCwYcNIq9WK8j/VqFHDaRTRrFmzqEaNGm63wRp///23y3NMJhP9/vvv1LFjR9JoNFSgQAFRCg5bXyRbOPNF8rRPmSO8evWKxo4d6zD6snfv3lS7dm1RWZPJRCEhIdS7d2+7Y7t27aLKlSvz2z4+PnZ+Ze7wQO3du5e6dOlCWq2WSpUqRaNHj3brHlpgoZlwxm+3YsWKbOMXk4rr16/TN998Q0FBQaTVaunDDz+0O+dN+JSJwZ0+tQ30sP3t378/W/2RbGlILL81a9bQ4MGDycvLizZt2iQqu23bNgoMDLTjRsuVKxdt2bIlU/Vwp2+WLl1KrVu35rd9fHyoZs2aFBoaSqGhoRQUFORWFKUUzsiEhARavnw51apVixiGodDQUFq+fLlLHkYZMlxBVso8hKFDh1LFihUdOrO/9957Djludu3aRWq1mn8RlyhRgg4cOECBgYEUGhoqGoZORBQREUE6nY4WLVokIENMT0+nhQsXkk6no1WrVtnJTZ8+nZKTk/ntw4cPC6gA4uPjaeDAgW62nMOrV69ozpw5oiHjlshQR4EMAQEBDl88byr60mg00qlTp+j777+n5s2bk6+vLzEMQ0WKFKFevXrZnX/79m3y8/OjGjVq0KZNm+jChQs8/cL7779Pfn5+otFbH374oSAq0zZAYPr06aKO144QHR1N8+fPp8qVK0t+mTvit7NEohUqVIg++eQTWrVqlVPn79cJC+GomFImhVCWKHsidh3BUZ9KDfRwBssYcPQsiv2sx64zJCUl0bZt22j69Ok0ffp02r59e5Ypaxz1Td26dQUUO7bPxtq1a6lWrVqZKksKZ+TVq1dpxIgRlCdPHlIqlZkqT4YMW8jLlx5CTEwMatasiaioKPTo0YP3R7h69SrWrVuHoKAgnDp1ik+ubI2QkBDUqFEDYWFhWL58Ob7++muUKlUKK1asQL169ZyW+/XXX2P27Nnw9fVFiRIlAAB37txBYmIihgwZgjlz5tjJ2KZa8fPzw4ULF7KcPDsmJga7du2y8yuSmvYEkJ6rT6rcjBkzcPDgQRw/fhwJCQkoUKAAQkND0aBBAzRo0MBpXse//voLvXr1wvXr13l/GSJCcHAwVq1aZZcrEuCSGW/ZsgXVq1cHYJ+C6J9//kGjRo3w/PnzTLUD4PyJbP0C3YGjtDDp6ek4deoUDh8+jIMHD+LUqVNITU1FkSJF0LBhQ76P8ufPL5ArVqyYS/8hhmFw586dTNdVDCzLokqVKvjss8/QrVs3l36F1nKvKy+koz7NzlRSf/75J58eLTAwEB9//LFDn1IpICLcvn0b6enpKF26tEs/T3fhqG+CgoKwf/9+lC9fHgCQO3dunDlzBkWLFgXA+aq+//77iIuLy1R5SUlJOHnyJBo3bpwpOYPBgF9++QUff/xxpuRkyLCGrJR5EDExMRgzZgw2btyI2NhYAEBAQAA6deqEsLAwgeO3NQICAvDXX3+hdOnSMBgM0Gq12LVrF1q0aOFWuadOncL69etx69YtAEDp0qXRpUsX1KpVS/R825ePrSIgVSlzlFMwK3jw4AEKFy5s91I3GAxITU116GvWu3dvzJ8/P1NRogCQP39+gRJWsmTJTNf5/Pnz/L0oVaoUqlSp4vBcrVaLa9eu8cre2bNnUalSJT4B9b179xAcHJxpX8Ss3At3ZS1K2sGDB3Ho0CGcPn0aaWlpdr6BzhSD+/fvY9myZUhLS7Mrr0GDBqLKnL+/P8qUKYNBgwahUKFCdsdPnjyJ8PBwbNq0Cenp6fj444/Rt29fNGjQwGl7LP5GFmUjISFB4JfGsqxL30ZHeB3PBsAFClj8ChMTExETE4NNmzahffv22VrO/fv38dFHH+Hy5csAuEChbdu2SVL6beGob3Q6HS5cuOAwuvj69euoXLmyaGCClPJcwZ0cxDJkuIIcfelB5MiRA0uWLMHixYvx4sULANzXnSsrQXx8PAICAgBwTvE6nS5Tjta1atVyqIC97bhy5QqOHDmCnj178vvCwsIwZcoUGAwGNGzYEBs3bkSOHDkEclIjop48eZKl+gJAlSpVnCpi1siZMyfu3LnDK2UWi5kFt27dErWu/htgNBqh1+uRlpbGK2NilsShQ4fa7YuOjsaUKVOwZMkS1KxZE9OnT7c7xxHNQ2xsLH777TcsXLgQx44dszsvJCQEISEhmD9/PjZt2oRVq1ahcePGKFq0KPr06YNPP/1UNCDH398fH330EXbv3g2AU9CTk5P54wzD4OTJk3j//feddUumIDVSdNOmTfjxxx9x/PhxtGzZEvPmzUOLFi3g7e3t0iHdYDBgzpw5WL9+PW7evAmGYVCqVCl069YNQ4cO5T8IrDFy5EikpqZi7dq10Gq1mDFjBgYMGIC//vrL/cZmEgULFsTly5cdKmWXLl1yGFj1OqDX60Utm1988QV++OEHXmFfu3Yt2rVrx2/HxsaiW7du+O233zxWVxn/YrzBpVMZVkhJSaEZM2aIHssqq7sjbN261aFz8etgZnfEXO2KHNfyE0ODBg1o4cKF/Pbx48eJZVmaOnUqbd26lYKDg2n48OGibRRL2Gz9E0vYLNXfbtKkSW79bNG5c2dRvygLWrVqRZ06dXJ43BGywiLuSDYlJYX2799P48aNozp16vDkuv3796d169Y5Te1lQXJyMk2dOpX8/f2pUqVKouTG7sIR0akYbt++TWPHjqVChQqRUqkUlevbty9NmzaN3/bx8aGff/6ZDh06RAcPHqSePXtSjx49JNXVUZ868ylzloJKoVDQ6NGjKT4+XrDfFdFpcnIy1alTh1iWpaZNm9LQoUNpyJAh1LRpU2JZlurWrUspKSl2cvny5aNDhw7x25GRkcSyrOBZkQpHfTNkyBAqV66caH2Sk5OpXLlyNGTIkGwrT6qc1JywMt5NyJYyD+Lly5c4ffo0VCoVGjVqBIVCgfT0dCxevBjfffcdDAaDQz6uRo0aCZZKLGHgltB+R/QNK1aswN69e6FSqTB06FDUrFkTBw4cwIgRI3Djxg2BhckaP/74I/8lZzAYEBERgcDAQADcsk12Qio5LgBcvnwZs2bN4re3bNmCJk2aYOzYsQC45b+hQ4di9uzZArlt27Y5tFCeOHECCxYsEKVMGD16NHr16sXTIrRu3Vrgb5ecnIxly5Zh8eLFArnt27c7bAPDMLhx4wZSU1Mxfvx4wbGRI0ciJCQEHTt2xLfffstbSG/cuIHp06fjzz//xIkTJxxe25MICAhA3rx50aZNGwwdOhT169d32//KaDRixYoVmDRpErRaLRYsWIAePXpkiavKEdGpGEqUKIFRo0ahUKFCGDNmDPbs2WN3zrFjx+z8GmvVqsXfe51Oh06dOkmurxikkgf36dMHixcvxuHDh3n+NltrsRi+++47REZG4vz583bWt4sXL6JNmzb4/vvvMXHiRMGxqKgoAW9XwYIFodPp8OzZM97HK7sxZswYbNq0CWXKlMGXX36J0qVLg2EYXL9+HQsXLoTBYHBIOO1J2M4jYvOKDBkWyEqZh3DixAm0atUKcXFxYBgG1atXx6pVq9C2bVuYTCb873//c0jyKHVinjlzJsaMGYP33nsP165dw86dOzF27FjMnj0bgwcPxqBBg3hFyxqFCxfGihUr+O2goCCsXbvW7hxbzJ8/32l9Hj9+LLpfKjkuwCmI1r54x44dE3CElS9fXnTJsW3btnb7rl+/jtGjR2PXrl3o3r07pkyZYneO1An2/PnzovsvXLiAUaNG4fLly/j888/tjlepUgUbN27EZ599ZkdKmiNHDmzYsEHUbyc+Pt5pfZwp1q4clS3+kLaoVKkSLly4gMOHD4NhGLAsi9DQUIe+khZs2rQJ//vf/xAXF4cxY8Zg4MCBUKvVTmXcgSOiU1tY81UpFAp06tQJffv2tTsvMjJSMO4nT54seH7y5cuHZ8+eiZYhtU+lkgcvX74c8+bNw6ZNmxAeHo5hw4ahWbNmICKYTCaHchs2bMDs2bNFiXMrVaqEmTNnYuzYsXZKmeV+W4NlWbeeD6l9kzdvXpw4cQIDBw7EqFGj+LIYhkGTJk2wePFiUe7DX375xWl5UudbGTKyA7Kjv4fQqFEj5M6dG//73/8QHh6OuXPnomjRopg4cSJ69uz5Wtiry5Yti2+++QZ9+vTBoUOH0LBhQzRs2BBbtmzhfdSyE84iD62R2UnPETkuwFk4Fi9ejGbNmiExMRG5cuXCgQMHeALIc+fOoVmzZrwPnxiePHmCCRMmYPXq1WjWrBm+++47hwzf2RUEce/ePYwbNw4bN27Exx9/jKlTpzpNFZScnIw9e/YIAgSaNm3KpzASq6ezMeXMutq7d2+ndbdAzC8vKSkJR48e5Z37LaS6oaGhqF+/vqj1jGVZ6HQ6dO3alSfJFYOttdMVHBGdApyCFRERgYiICNy7dw+1a9dG37590alTJ4d9mjNnTuzatcshuejx48fx4YcfIjo62u5YVvrUGbZt24aJEye69D27desWwsPDsWbNGiQmJqJVq1bo0KGDnUKk1Wpx69Yt0QAJgOu3UqVK2Sm7LMvC399fMOZiY2Ph5+cnUNZeV99ER0fj9u3bAICSJUs69bOUShydI0cOp8+UwWBAUlKSKOnw6wickvHfhGwp8xAuXryIw4cPo3z58pg6dSrmzZuH6dOno2PHji5lf/jhBwwePJhfMjty5Ahq1qzJp3tJSEjAyJEj7ZbMHjx4wId1h4aGQqVSISws7LUoZEDWvjCvXr2KgwcPQqVSoVOnTggICMDLly8RFhaGpUuXOlT4OnTogGHDhmHMmDH47bffEBQUJAhqOHv2rENH4Li4OEybNg0LFixA5cqVsX//ftStW1dyG9zBy5cvMWnSJCxfvhwffPABTpw44ZZjuJeXF9q1a+d2OQcPHpRcx6ykhfH29kbz5s359FoJCQk4evQo9u3bh88//xyJiYl20Zf16tVzSXkh9jJ0ZPGIi4vDmTNnsHLlSkRERNgdb9KkCQ4ePIjcuXPjk08+QZ8+fdzKD1qlShXs2LHDoVK2bds2hwEcWelTqS4I1ihVqhS+++47hIWFYffu3Vi5ciW6du1qF7Xr5+eH58+fO1TKoqKiRBXnrLQvO9IQ5cyZEzVq1HDrXGeWQmfIipvF+PHj4eXlBYALCAgLC+OpWKyDRWTIkB39PQQx53kxslAxSHUUdeWw/2+BVHJcIo6sskePHhQQEEDBwcF05MgRwfHQ0FD6/vvv7eSmT59OOXPmpHLlytGOHTvcrivDMBQWFkbz5s2jefPmkVarpXHjxvHbU6dOFb0XiYmJNHHiRPLz86OqVavSnj173C7zbYQ1uW6zZs34TARFixbNtjKkEp1++OGHtGPHDjIYDJkqb8uWLaRUKmnhwoVkNBr5/QaDgebPn08qlcqt7AqZwYwZM0ilUlG1atXIy8uLvLy8KCwsjHLlykUTJ06kFy9eSL62GBFup06d6OOPP3Yo8/HHH1PHjh0ll/kuon79+nyWAWc/GTKIZPJYj0GhUODmzZvInTs3iAiFChXCsWPH7Jxgxb5CpZq/WZbF1KlTeYf9kSNH4ptvvrHzIxsyZEh2NVMSskKOKxWWJbPGjRtDoVA4PM/Wj6to0aJuLTXbWg2DgoKQkJCAwYMHo2vXrg6vIebL87bgzJkz/LLlsWPHkJiYiIIFCwp43dxx+n758iUYhnHpiyYV7du3x/LlyyVdf+TIkZgxYwZ8fX1RvHhx3sKXmJiIr776CjNmzMjWukp1QThy5IjLazMMY2cZvnr1KmrWrIny5cvjq6++EpBcz5kzB1evXsWpU6d4wlZ34cwFQYYMGRmQlTIPwdbHh8w+PbbbYn4FUpUydxQIhmHeONlhVslxnSE1NRULFy60i2rt1auXW8pVdiytAEI/Fttk2K4iaN8WsCyLfPny8UpYaGio2+S6sbGxGDt2LDZu3IiYmBgAnA9Ply5dMHXq1Gxdcq9duzbu3r2LFStW4MMPP8y0vC0Zc6lSpdC1a9fXwgXo5eWF69ev8wEGGo2Gd19wBuv5xtEU72i8nTp1Cn379sW1a9fsMk/8+OOPqF27tuj13HFBuHr1qttt/6+gePHiOHPmzGv7yJDx34KslHkIhw8fduu8+vXr2+37rzuKirXvwoULfFooV3CHauTly5evswkukZ3pcv6tuHHjhlu+WbaIjo5GSEgIHj9+jO7du6Ns2bIgIly7dg3r1q1DoUKFcOLECVFKB1uiU7VajdKlS6N3797o16+fqOJNRJg5cyYmTJiArl27Yu7cuZnO7OApuHr2HSFXrlzw9fVFr1690LNnT9EoawBOU0xduHABN2/eBMBlAalcuTKSkpLw999/21mwf/31V7Rv3x7p6ekAOEVkxYoV6NSpEypUqIARI0bwND7vGl5nei4Z/z3IStlbAFfLkAkJCRg/fvxbrZQdOHCAj5iqXbs2Nm3aZMfGLba054pqZNiwYejTpw/vZJsZPH/+3G4iXbNmjVuytvk93cGFCxfs2OddUVtY4Cxq8XUgOTlZUp+KYdiwYdi/fz/+/PNPOwqDqKgoNG3aFI0aNbLL05qSkoImTZrweQotytz169fx559/okWLFvjll19w7949HD16FL169RLIX79+Hb1798bTp08xZMgQu1yNtsv6Dx8+dKs9YnQxUiHVBUGv12P79u0IDw/H0aNH0bJlS/Tt2xfNmzfPUqS3oxREWXFB6NOnD+bNm5dpxdgVtYUFbdq0ydR1DQYDnjx5km33UVbKZGQGslL2FkCqH5NUuKJTALilD9souk2bNqFt27Y8x9T9+/dRqFAh3mcrOTkZCxcuxLfffitanthQdLW0J5VqxMvLCw8ePEDu3LkBAM2bN8eqVauQL18+AI6tj84IOBmGQVJSEgwGg9sKclxcHH7++Wf8+OOPuHjxoqhfoFRqC2eQmqcvNTUVixYtwowZMxAVFZUpWUcoWrQoli1b5pDo9Y8//sCAAQNw//59wf7x48dj9erV2LVrl0Oi07Zt22Lr1q0YOXIkBg8ebHftH3/8EQMGDEC+fPkESpnYsr6je2HtiiD2XADu+XgBsFNgssMFITIyEqtWrcLq1auRlpaGTz/9FJMmTZKUMNyRUpYVFwSFQoGnT59mWmmxpbYQm0OkPBtZyUN65swZu2hq249OR3ib/UllZCM8FlIg463Bjh07HP6+/fZb0ul0pNVq7eSkRonev3/frZ8YcuXKRZcvXyYiLhKTZVmHUXfWcCeVFMMwLq9jwZMnT6h///6kUqmoWbNmLs/fv38/de/enXQ6HQUHB9PYsWPp3LlzducdOnSI/x08eJB0Oh2f2sf6l1k4SyWTlpZGY8aMoerVq1NISAht376diIjCw8MpX758lD9/fkG6oaxCrVZTZGSkw+ORkZGk0Wjs9pcqVYq2bNniUG7Tpk3EMAz16dPH7lhUVBS1bt2aAgICKCIiwq16XrhwQfR3/vx5GjlyJOl0OsqdO7eorKs0SY7SemUn7t69Sw0aNCCWZenVq1eSruEsHZTt83T79m23rmkrKxXZFV3uKs1SQkKCXfqo8+fPU+vWrTOdKsuyX06zJMMCWSl7CzBnzhzJk2h24dq1a9S2bVtSKBT0ySef0IMHD+zOeV05M51BKtVIdtU1Pj6exo4dSz4+PlSzZk06cOCAw3MjIyNpypQpVKxYMcqTJw99+eWXLnMR2sITL57Ro0eTn58ftW/fnoKCgkipVFK/fv2odOnSFBERQXq9PsvlWyN//vx09OhRh8ePHDlC+fPnt9uv0Wjo4cOHDuUePnwo2sb169dTrly5qHHjxk7l3cG+ffuoWrVq5OvrSxMmTKCEhATR82JjY0V/T5484RW68uXLZ6kuYkhNTaWff/6ZGjVqRF5eXtSxY0f6/fffJV/PmVImNT8vwzD0/PlzyXWy4HU/G5GRkVS7dm1iWZZUKhUNHz6ckpKSqGfPnqRUKql9+/Z04sQJOzmGYejMmTOSPjplvHuQlbK3AAEBAaTRaKhjx460Z88eMplMHiv78ePH9Nlnn5FKpaLWrVvTP//84/Dc7FTKEhMTaeXKlbRw4UK6efOmw/NYlqXbt29TXFwcxcbGkq+vL128eJHi4uIEv+yua1paGs2aNYty5cpFZcqUcclP1aJFC/L19aWuXbvSr7/+ynNk/RuVshIlStC2bdv48xiGoS5dulB6errTa3711VeUlpaW6br06dOH6tWrJyqbmppK9evXF7V25c6dm86ePevwun/99RcFBgba7ffy8qL58+dnup7WOHv2LDVu3Jg0Gg0NGjQo05Yeo9FIK1asoIIFC1LhwoUpPDxcwH1mjfj4eDp79iyv8P3999/Us2dP6tChA/3000+iMqdPn6YBAwZQQEAAValShebNm+fWh93OnTud/ubOnZvt1iCGYSggIIBy5Mjh9OcKr/vZ6N69O7333nu0YMECCg0NJZZlqWrVqtS7d2+6e/euw+tllyVQxrsBmdHfQ8gKN1JUVBS2bNmCVatWoUWLFihQoAB69+6NXr16uZ3aKLPwJNv9w4cP0bNnT5w7dw61atXCypUr0aRJE55yQKfT4ffffxd1GCYiPkm3ZduaVZ0c+FwxDCPw1bHddgQiwpo1azB+/HgYDAZMmzYNffv2dcp1BgB79+7FkCFDMHDgQKfplP4NiIyM5P1iKlWqBLVajZEjR7r0Qdq+fTv++OMP/PTTTw6Z7cUwadIkVK9eHaVKlcKgQYME3FiLFy9GWlqaXe5VAGjQoAGmTZuGrVu3il73+++/R4MGDez2X7hwQfI9uH37NsaOHYutW7eiU6dOuHr1qstISFts27YNY8aMwYsXLzB69GgMHjyYz85hiyNHjqB169ZITExEjhw5sH79enTo0AEFChSAQqHAtm3bkJycbJc3tVatWihcuDCGDBmCatWqAeDywtrC1gleLCesLcSek6z6s06aNMlpJGh2wlVKqhs3bojuP3jwIDZt2oQ6deqgQ4cOyJ8/Pzp27IhRo0a9jmrKeFfxZnXCdwchISGUN29e+uWXX7J0nXv37tH48eOpaNGipFAoqFGjRrR+/XpKTU21O9faX8XRT8yPJSts92vWrOG/qr28vGj58uX89urVq0W/QDt27Ei1atWitWvXUps2bSg4OJhatWpFUVFR9Pz5c+rQoQM1aNBAtExb3ypHP7G6Wn+dMwxD/v7+/HZAQIBoXStWrEheXl40cuRIevr0qZ1FzpFl7sSJE/TZZ5/xbPMLFiyg58+fS7KUOfsqt8CV5cHX19ep5cLWiuhOmUlJSfTFF1+QRqOhyZMnO7T8iOHOnTvUvHlzgbWFZVlq1qyZw+XoK1eu8MvGGzdu5JfI1q9fTzVq1CAfHx/e39AaAwcOFCwzrlmzRrAdExNDLVq0EJVTq9XUrFkzOn/+vNtts+DQoUNUs2ZN8vLyotGjR1NsbKxLmbp161KfPn0oMjKSJk+eTAEBATR69Gj++JQpU6hSpUp2cs582Kz799+A7LIk+fr6ujVOpVr1WJalp0+f8tteXl509epVl+WFhoZSTExMptoi492FHH3pIdBr4Eb6888/sWrVKuzYsQNarRavXr0SHN+5c6dD2RMnTmDBggUgIqSkpAiOSWW7l5roNygoCL/88gtq1KiB6OhoBAYG4vjx4wgJCQHARUM1atQoW7nGVq9e7dZ5n376qWDblgTWFuQiGjI5ORkbNmxAeHg4/vrrLxiNRsyePRt9+vQRHQ+2CaN37dqFhg0b2iXNtr0XUtsHcG3s168fT3mxaNEi9OjRw86S4ShB+MGDB9G3b1/kzp0bo0aNshtDzigKYmJieAupq8TSgDSiU9toPz8/P1y4cMGtDBlarZa35DnCuXPn7Pa1bNkS+/fvR+/evTFx4kQEBQU5vYYFAQEBOHXqFIKDg6HX66HT6XDu3DlUqlQJAGe5q1KlChISEty63uuCK+uTBWIRhlKjL20ThIslQAfsk6BL5QxUKBSIioriI7Z9fX1x6dKl17ZaIePdhKyUeRiZ5UZyhgMHDiA8PBzbtm2DRqPhmdBdlT969Gjs2rUL3bt3x5QpU+z4eDzNdq9QKPDkyROeo8rHxweXLl1yixxXKg2HVGSFBNgWN27cwMqVK7F27VrExsaiSZMmdtxLvXv3dqu8zN6L9PR0PH36VJSLKTQ01C0ahgMHDjg8vnPnTrRv394u+bOYwir1pWwNa6LTUqVKOV0+lUrGPGnSJLfqMmHCBNEylUolvL29nfatrQLxbyCOtlVaxeCM1sYCdzOWuIusfHg4Q0xMDHbt2mXHNciyLCpUqMDP2ZcuXUJwcDA/91hgq5TbKo+OYHvvZbybkJWyN4DMcCPZ4sGDB4iIiEBERAQiIyNRr1499O3bF+3bt4dWq3Uo9+TJE0yYMAGrV69Gs2bN8N1336FChQrZ1qasICsvHqlWD0e4e/cuUlJSULZsWbcsf9kBo9GIXbt2ITw83G1CzKwiK1xMzpCSkoKRI0di+fLlGD16NMaOHevSFy27yTUNBgNSU1N5wlVX5XlC0ZGqQNhaZ/z8/HDx4kXeOuOorlJ50cTgThaBrGSsMBgMuHr1KkqVKgWdTic4lpycjNu3b6NChQoeex4dPRtSlfKIiAi3lLLMKo8y/qN4Q8um7ySkcCMREaWkpNBPP/1EDRs2JIVCQQULFqSxY8e6FWkUGxvLc4uFhITQkSNHMlXnmJgYOnPmDJ09e9alX4RUXx2GYah///40fPhwGj58OKnVaurTpw+/3b9//0z5P7kTRZmWlkbjx4+n1q1b09SpU8lgMFCXLl14X7uyZcvSvXv3nLbXgpYtW9KTJ0/cOtcRoqKiaNKkSVm6RmbgiotJCo4fP04lS5ak8uXLO42KtIVUn6Ldu3fTmjVrBPumTp1KGo2GFAoFNWnShKKjo12W5wnqFqlgGIYqVqxIVapUoSpVqpBCoaDy5cvz2xUrVnQYDZldvGjZFdXoyA9v1apVVK1aNT4i2RoGg4GqVatGa9eudXn9+Ph4gV+nI3oSV3gdz4YMGe5CtpR5CBs2bMCXX36JKlWqIDw8HIUKFXJbNiAgAKmpqWjdujX69u2LZs2aufXV+MMPP2D69OkICgrCtGnT8NFHH7ld5v379zFo0CDs2bOHX5JgGAbNmzfHwoULUbRoUTsZqVYrd5bLAM5XyRZSrR4jRozA2rVr0aZNGxw8eBAVKlTAjRs3MGnSJLAsiylTpqBixYr4+eefXdbL3XyEzuDo6/zp06dYuHAhwsLCAAAffPABkpOT+eMKhQI7duxAgQIFsqU8AChXrhyOHTvG+3P169cPYWFhvLXm+fPnKFq0qKAeAKBWqzF48GBMmzbNYTShGFiWxerVq11G39n6ojVs2BDt27fHoEGDAHB+knXr1sXkyZNRtmxZjB07Fi1atLDzfXPlM5ecnIwVK1bY9U2VKlXcGqdiPmUWpKSkYN++fbh58yYYhkHp0qXRuHFjOwuRBVKtM3FxcaLnJScnY968eZg/fz6KFy+Oy5cvu7z2wIEDMWXKFIf5M53BVcYKgBvTX375Jbp06SJ6jU2bNmHhwoV21r8LFy5g7Nix2L17NwDuObQekwzD4OTJk3YM+67g6NkQS7tmDYPBgHPnzqFGjRqZKk+GDGvISpmH4O3tje+//1401YsrzJ49G5988kmmJ0WpDvsWSgSVSoUvvvhCkCB6yZIlMBgMOHPmjF1uyjexLCS1zCJFimDJkiVo2bIlbt68ieDgYOzevZtPC3P48GF0794djx49clmH16mUjRs3DtHR0Vi0aBFfVp8+fXiF6ffff8cHH3yAmTNnZkt5gH2fiinX+fLls/MXO3LkiOhymKslYakBInny5MGePXt4/7GvvvoKV69exR9//AEA+O233zB06FA+cMACqR8BWfEpA7hcjZ999pldwEpgYCBWrlyJDz/80K3rS4HJZEJ4eDj/0TFx4kR8+umnr21J0NrftUiRImjfvj3at28v6uuXJ08e/PXXX6IfegBHt1GjRg28ePFCsL9v374oWbIkRo8eDYB7NpYtW4YCBQqAiBAeHg4iEqVTcQZHz4btR2fZsmWxZ88e3i/TWWo22adMhruQeco8hKxwI33wwQeCnItklWsPANLS0rBz50506tRJIPfJJ59ISj48YcIElClTBnv27BH4qbVr1w7Dhw9H8+bNMWHCBKxcuVJCa7Ife/bs4a0cJpMJ+/fv5y0AsbGxojJPnjzhI9hKly4NjUaDkiVL8sdLly7tdm7HIkWKQKVSZaEFjrFr1y7MmDFDsG/o0KG8glSrVi189dVXdkqZVC4mMYh9t4mNq5CQEEyYMIHnmxs1ahR69OiBTZs2AQDKlCmD3377TfTlK8WnLCEhQcD7d+zYMXTo0IHfLl++PJ48eWInd+jQoUyVY4EjZcsdnDhxAh06dECbNm0wYsQIlC1bFgDHxTZr1ix06NABhw4d4iOOsxOZ4UWz4P79+zh69Cju37+P5ORk5M6dG1WqVEFISIhD39VHjx4hIiIC4eHhSEpKQqdOnZCeno6tW7eiXLlyDstKSkpCfHy8w+MJCQl2VlkAOH78uF2S+Vq1avHPhk6ns5sTAWD+/PkOywKAx48fi+63fQ4ePXpkl+dU7FmZO3eu4PjAgQMxefJkOUG5DHG8kUXTdxBS/a2IpOeUlIp8+fI5TXtz+PBhypcvn93+N5VmSQof07/Nr8iRH4u/v7+gXu3ataOoqCh++969e6TT6ezkssqwLqVvvvrqK8qdOzf17duXihcvTm3atKEyZcrQhg0baNOmTVSxYkXq1q2bnZzt+HYXxYsXpz/++IOIuHyEarWajh07xh//+++/RRn9XeH27dsOefGcwZkvUosWLahfv34OZfv16+fw+ZcKKbxoP//8M9WsWZMYhqG8efNS1apVqU6dOlS2bFlSq9Xk5+dHAwcOtEsLlJWMFZUqVaIlS5Y4PL5o0SJRLjYvLy9BPWbPni3gCHzw4IFoztSiRYu69bNFds0Z2eWjJ+O/CdlS5iEsW7YMEydO5CPCBg0ahDp16vDbaWlp2LNnj6gs2Xx92W472meN2NhY3L59GwzDoESJEggICHB47qtXrxwuJQBA8eLF7TjRLBg/fjzvq6PX6xEWFibw1clu2C6hZQZSLGzWiIyMFFgSypcv79AC8dVXXzm9lu3SjAUGg0HgH2S71BwTEyO6BJUVhnWx7AbuWFy3bNmCiIgIh0vCefLkQffu3e3kXI1dgLM0V65cWbCvQ4cOGDZsGMaMGYPffvsNQUFBqFWrFn/87NmzKFOmjMtr2yIxMdFt6hNbOGrLyZMnMX36dIdygwYNcotGxV1Y86Lt2LHDLV60qlWrgmVZ9OrVC5s2bbKjS0lLS8PJkyexYcMGVK9eHYsXL0bHjh0BZC1jRbdu3fC///0PtWvXtuMxu3jxIsaPHy9KaaPRaPDo0SM+onP48OGC45GRkfxcZI2sZh+QIeN1QlbKPAR3FKuswNFLU4rDfv78+XHlyhU7nzELLl++jHz58tntr1evnmBZrHbt2nYUH+6E4HsKtiHo/fv3F2yL9emDBw+wdOlSrF+/HpGRkYL7qFarUbduXfTr1w/t27cXKEvnz593WR+xvilTpgxOnDjhkHfr6NGjgjRTFohRD7gLIkKjRo14KouUlBR8+OGHPB+T7ZKNBVKXhD/99FNRR3dXTuITJkzAkydPMGTIEAQFBeGnn34S+E6uX7/+tfppicHRc5iamgo/Pz+Hcv7+/khLS8u2evzxxx9QKpXYuHEjv3wsBms/pilTpqBVq1YOz9VoNAgNDUVoaCimTp0qUG6OHj2K8PBwVK9eHcHBwejZsyc6d+7sVl2HDx+O33//HdWqVUPjxo0RHBwMhmFw7do1/Pnnn6hTp46dwgVwgRc7duxAnTp1RK+7bdu2TKX7cgWGYZCQkACtVsu7kCQmJvJLr86WYGXIcBeyUvYfRmRkJGrVqgWVSoUpU6bYOeyHhISIOux/9NFH+Oabb1C1alU+4s6C58+fY+TIkaI58qT66mQHXr16xfsXRUZGYsWKFbwyIabsSLGwDR06FKtWrULTpk0xefJk1KhRAwUKFIBOp0N0dDQuX76Mo0ePYty4cZg0aRJWrVrFR36JRY66gy5dumD8+PGoW7euqBVh0qRJorn3ssKwbus7JRa12759e7t9RqNR4FunVCoFShLLsqIfI7bEt2JO4mL+i15eXk6duKX2+etA6dKlceDAAYdkwPv37xcosFmFFGJni0JmMBjw888/o1mzZg4tbIGBgYLAo5CQEISEhGDevHl8xoqvvvoKJpMJ+/btQ6FChRxmMFGpVNi7dy/mzJmDdevW4ciRI3xO27CwMAwbNkzUZ/OLL75Aly5dULRoUQwcOJD/CDIajVi8eDEWLFiAdevW2cm58imzwJbI21In622xPLsyZGQFcvSlh5CVyESWZXHgwAE+4q527drYtGkTr0y9fPkSTZo0sZPt06cP7ty5Y+ewD3DWj+bNm6NkyZJ2L7yYmBjUrFkTUVFR6NGjhyBB9Lp16xAUFIRTp065TIEjhjNnztiFqP/www8YPHgwby05cuQIatasyS8FJiQkYOTIkVi8eLHd9f755x98+OGHiIyMRKlSpbBhwwY0b94cSUlJYFkWSUlJ2LJli1uJll3hm2++wbfffmunqIrht99+Q3JyssDxPCEhAadOnUJ6ejpq1KjhVjRteno6GjdujBMnTqBJkyYoU6YMGIbB9evXsW/fPoSEhGD//v12L62sMKxLhS21hSWdmCVTQ2xsLHr37i1appiT+NKlS3Hx4kWnTuKvA46i71xZQi5duoT69euLtm/OnDmYOnUq1q5di5YtWwqO7d69G59++inGjh1rZxFq2bIl1q9fz/dpWFgYBg0axLsfvHr1CnXr1sXVq1cz20yn8PLywrVr17JkcXUnY4W7EFu+BoCRI0dixowZ8PX1RfHixcEwDO7cuYPExER89dVXdkEyANxKiyRG5C01m4et60Jm05bJeLcgK2UeglRuJIusoxesZb/YCzZ//vzYtGkTPvjgA9E6HTlyBF26dBGNUIuJicGYMWOwceNG3r8qICAAnTp1QlhYmCDqzRaJiYlQKBSCJakLFy5g3Lhx+O2331yGmmeGlb9FixZQKpUYOXIkfvrpJ/z6669o2rQpfvzxRwDA4MGD8ffff+PUqVMCOaPRiKtXr6JixYoAgKVLl0Kv1wvqZP31nVVcunQJLVq0wNOnT/k2btmyBY0bN3Ypq9frMXv2bGzYsEGQSqhr164YPny4qB9bVhjWXcGR0iKV2qJly5Y4duwYWrduje7du6N58+ZQKBRQqVSvRSlzxTeWnJyMW7duibbPmZyj5xDgLLOdO3fG1q1bUaZMGUH05a1bt9C2bVts3rzZrg+zO2OFu2jQoAGGDRuWKW5DR5CascIdjjOAy3+6fv16nvrE8mxY+xd6AklJSfj777/tLPMNGjRwKesqbZmMdweyUuYhZIUgVeoLVqPR4M6dOw59wx49eoQSJUrY+bI8fPgQhQoV4hU+ixN67ty5nbbh0aNH6Ny5M06dOgWFQoEvv/wSU6dOxYABA7B+/Xp89NFHGDFihF3Yf1asiIGBgThw4ADee+89JCYmws/PD3/99ReqV68OgMv1WatWLTvH/XXr1mHZsmX816+vry8CAgJ4P6qXL19i7ty56Nu3r2hbV6xYgdDQULedmlu2bImYmBjMmjULWq0WkyZNwo0bN3D9+nW35P9NuHjxIqpUqZKlIAtrKJVKUSfx16WUSeUby468pxs3bsT69et55bp06dLo0qWLQ+JUqc+GIwXSz88PZcqUwbfffmuX7N4amzdvxqhRozB8+HBUq1YN3t7eguNiy97ZhQMHDmDlypXYvn27S46zfxNeV+oyGe8WZJ8yDyEr/lZSlxCkOuwXK1aM/zpnGMZtPp1Ro0YhMTER8+bNw9atWzFv3jwcPnwYlSpVws2bN91aNsgsoqOjeb8XHx8feHt7C5ZVc+TIgYSEBDu5VatWYcCAAYJ9hw8f5l92S5cuxU8//eRQKZs1axYGDBiAvHnzon79+ggNDUX9+vX5pV5bnD17Fr/99huvLIaHhyNPnjxITEx0mKMxK3j48KFb54klJHcHYi/8Pn36YN68eQ59hxwhK07iUiCVbywr0ZFr1qxB586d+d/rxvbt20X3x8bG4q+//kKPHj2wevVqPnrSFpY6WvtVObPKZxVSOM4c5ff09/dHyZIl7RRJC9asWeNWnWwTkkvFn3/+iQ8++MBpbmIZMnh4hHhDRrYjMTGRVq5cSQsXLqSbN2+KnjN06FCqWLEiPX/+3O7Ys2fP6L333qOhQ4faHZOaizB//vw8T9TTp0+JYRj67rvvXMplhf+HYRhB+3x8fOju3bsuZQsUKEAXLlxwWObVq1cpR44cTuv99OlTWrduHfXv35/KlClDLMtS3rx5qXPnzi7bKFZXR+2z5Cq0/gUEBFDNmjVp69atonLW59rmPHTFU+YKjvi4pPKNWZCUlEQrV66kOnXqkEqlIpZlae7cuRQfHy/5mp7E33//Ta1atRI9JrVvWJaVNL5dYeHChVSjRg2Hx+/fv+/0l52QynHmjJtQqVTS4MGDSa/Xi8r5+vpSjhw5KCAgQPTn6tkXg6PngmEY0mg0VLduXRo/fjwdPHiQ0tLSMn19Ge8GZEuZB3Hr1i1cunQJVatWRbFixbB7925Mnz4dKSkpaNu2LcaMGSNqgXj48CF69uzJM6WvXLkSTZo04X0odDodfv/9dztfhgkTJuC3335DiRIlHDrsjx8/PtvaFxUVhRIlSgAAgoKCoNPp3PZJ+fHHH3mLkcFgQEREBO8IL2bpskavXr14v6rU1FQMGDCA/0p2RDPw8uVLgYXq7t27Aj85lUqFpKQkp+UGBQWha9euaNOmDY4dO4YNGzbgp59+wpYtW+zOtQ6nBzL8jxISEgQO5La0CVItHgzDoGDBgujVqxc+/PBDflnWHbhyaHd0PyiLnhBeXl7o06cP+vTpwzuJf//99xg1apSok7hUi0eDBg1cuhIwDIP9+/fb7d+3bx/27t0LlUqFzz77DMWLF8f169cxatQo7Nq1C02aNBG9ntS+ISJJ49sVmjZtiv/9738Oj2fFwT+zkMpxFhMTI7rf8mx88803CAoKwpgxYwTHy5Yti2fPnqFHjx7o06fPa12KBbho8AMHDuDw4cP46aefMGXKFGi1WoSEhKBBgwZo0KABatasmalnVMZ/F7JPmYewfft2dOrUiff1WL58Ofr164cGDRpAoVBgz549mDp1KkaOHGkn26lTJ0RGRmLQoEHYvHkzbt68iRIlSmDlypVgWRZffPEFXr16JeooKsVhn2VZTJ061eWymm3IuEKhQFRUFB+d6Ovri0uXLrlctixatKhb/nZipI+OKAZsYUsRYJ37Ugy7du3Cl19+6dCf7/fff8fhw4dx6NAhXLx4EeXLl0e9evUQGhqKunXrCtJiAeI+PmQVQk8Sl4UWLVqENWvW4PTp04L9UVFRWL16NSIiIhATE4MePXqgb9++vIO5M0h1aGdZFs+ePXMrOtVdOHMSt+1jazAMg6SkJBgMBrt6inFeWRAfH4/169cjLS3NTm716tXo3bs3cubMiejoaAQGBmL27Nn44osv0L59e4wYMQIVKlQQva7UvpE6vl3h0qVLaNasGR944ghXr17Fw4cPBUEwgH1y+Kzg5MmTCA8Px6ZNmwTL1/nz58+ST+HOnTsxZswYXLlyxe7Y6dOnER4ejo0bN6JkyZLo27cvunfv7pRLzlWQwr179/DVV1+5fIYjIyNx8OBBHDp0CIcOHcKDBw/g5eXl8uNTxrsBWSnzEKpXr45mzZph6tSpiIiIwKBBgzBt2jQMGzYMALB8+XLMmTMH165ds5MNCgrCL7/8gho1avAvg+PHj/MO8xcvXkSjRo3sEh1LddhnWRYFCxZ0msRcLGScZVlUqFCB/+K7dOkSgoODedJRC879n73zDoviet/+vbss0kVp1qhYQLGBihUENSqgBKMoKBqjsRsNYg3GXr7WYDBR7NgVS4y90cQeCyiIBWyJ2BBUmoA87x/+dl+WbTNn1yXqfq5rL92ZOXNmDrOzz555nvu+elXpfnWFZDbm7NmzcuuICO3bt4ejoyM2bNigsL1QKISNjQ1CQkIwYsQIufL2smgjSVwRd+/ehaurq9JZA+CDJ+TGjRsRFRWFRo0aYejQoRg6dKjSaknWYxUKhahYsaLaAJuv8bLk2uWa25iRkYHZs2djw4YN6NSpk9SgXBXFxcX4/fffpQ4Uc+fOlUu+b968OQICAjB16lTs3r0bAQEBcHZ2xu7du6UzxMoQCoXw8vJS6zlZ1rHhY/Hjjz8iLS0NR44cUbg+PT0dvXr1wo0bN2QqvyV/27KBx+jRo7F48WLpD7ktW7agV69e0vfZ2dno37+/0v6AD1WvEo2zS5cu4f3791i+fDmGDBnCO08R+CCc3bhxY+Tk5CjdJj8/H1FRUdi4cSMuXboEPz8/bNiwQeHfiWslNpcCmLS0NERHRyM2NhaHDh3C+/fvVR6nni8HfVCmI8zNzXH9+nXUrVsXJSUlMDQ0xPXr16W/rB88eIBGjRoptCISiUR48uSJVO/JzMwMSUlJaiuwypbTc6VsxRdXWKvauPDvv/+ievXqvNspIy0tDS4uLnB0dMTEiRPRoEEDqf7X0qVLcfv2bVy5ckWpoGdYWBji4+Nx5swZiEQiabK/h4cHp9kobcF1xgP4cJ0EBgYiLi4OL168YNKZA5SX/guFQoSFhakNUMs6KZiYmODhw4fSWaTu3btj48aN0iIUrrIPb9++xaJFi7BixQo4OTlh4cKFnOQItm3bhhkzZiA/Px/Tp0/H8OHDFT5KKj3zW1JSggoVKuDUqVOcAmmhUIi+ffsqdC4oDYvo6549e2T08ADltl6vX7/G33//jbS0NJw5c0ZpRWPPnj0hEomwdu1a2Nvb49KlS8jMzERISAiWLl0KNzc3me21Ld2hDY2zc+fOISgoSO7HoyLi4+Mxc+ZMxMfH4+XLlypnYVlIT09HbGwsYmJiEBMTg7dv36Jdu3Zwd3dHx44d0apVK4UCuXq+QHSexfaFomkyO0tb1oR91qTkhw8f0vv373m3U0VGRgaNHTuWjIyMFK7//vvvOb0UcfHiRWrYsKFMErxAIKCGDRvShQsXOB9jUlIShYeH07fffktisZiqVKnCqZ23tzc9efKEcz+KGDt2rFoj67Nnz9LQoUPJwsKCWrVqRatWrdLo76QqoZnluuFyfQsEAqXt3717R8uWLSMrKytycHCgqKgoTv0ePXqUmjVrRhYWFjRnzhzKycnR6Dj5tOVDUVER3bx5k27fvi2z/M8//6SmTZuSoaGhXBsPDw+FL19fX5o8ebLaZH0rKytKTEwkIiILCwtKTU0lIqLTp09T8+bN1Z4fq1l3WYqLi2n//v3k6+vLq92zZ8/I09OThg4dqnSbf/75h+bPn0/16tWjqlWr0qRJk+jWrVu8j1HC06dPafbs2XLLv/rqK7K0tKQePXrQ4sWL6eLFi9JiBj16yqLPLNQRZU2eFZk+q0KXRt/EOHlaWkqDD9nZ2RgzZow0gXrq1KkYO3YsZs2ahaVLl8LJyUnpY8RNmzahVq1acHZ25n3crq6uSElJwbVr12SEJ/noIV27dk36C/jMmTMoKSlRKkFSlvj4eOTn56vchuuMR1kyMjKwefNmbNy4EVlZWRgwYADOnTsHJycnTsfGwse0mFG0byLC5s2bMWPGDBQXF2PBggUYOnSoysfuAHDp0iVMmTIFFy5cwMiRI3Hq1ClO7gqAahN7CYryrVjHJiUlBT169JDmNn7zzTdYtWoV+vbti8TERPzwww84dOiQXDtNLabev38vffRobW2NJ0+ewMHBAbVq1ZLxt/3YiEQivH//XmE+qTIR4NevX+Off/5Bw4YNsXPnTrn1u3fvxsaNGxEXF4du3bph2bJl8PHxUXvdqOPp06eYPXu2XPGUpBhDIBBAJBJBJBJpTZRaz+eHPijTEfR/vmmSm0hOTg6cnZ2lH05VAYUmRt+lqxqVUTZhf+bMmUzaWazB3M8//4z4+Hh89913OHbsGIKDg3Hs2DEUFBTg6NGjKh8PjRw5Ejt37kR6ejqGDBmCoKAg3o/lnJ2deQtTSiou37x5g+bNm8PDwwPDhw+Hu7u7ymRhvigzMrewsED37t0xevRohZVytWrVQrVq1fDdd9/B19cXYrEY79+/l/PE1GblGevfn5VmzZohLS0NP/74I3766SeYmJgorJgt+/do06YNjI2NMWrUKNSuXVuhPyIg/7kAuJnYK3pExzo2U6dORZ06dfDbb79h27Zt2LVrF27evImgoCAcOnSIKdeKC40bN5amSLRu3RqLFy+GoaEh1qxZI30kqU3Wrl0r/VE2fvx4tG7dGtHR0QgJCcHt27cVaoYps06zsLCAo6MjunbtqjDQCggIwFdffYXg4GDY2dnhwYMH+P333+W2U/T3Z+Hp06dITU2V/nhbvHgxCgoK0KFDB6m+YYsWLfSBmh4A+pwynREZGclpu7I3fU1gTdjPyMjAypUrMX/+fABAhw4dZGbjRCIR/vzzT7kcL9ZctFq1amH9+vXo0qUL0tPTUa9ePYwbNw5hYWGc2r979w779u3Dhg0bcO7cOfj4+GDo0KHo2rWr0hmKOXPmcNq3MsmQiRMnwsPDQ6MgrHHjxjh69Chq1qzJ1F4VpW/wpSs8S8MqAqpt5fKyVbsWFhZITEyUVu2qUq2XoGwmTdE5cqn2VfS50IS4uDi0b9+et+xBlSpVcOTIEbi4uCA7OxuVK1dGREQEhg0bprKdKrX+0igrLDh+/Dhyc3Px7bffIj09HT169EBqaiqsrKywa9cudOrUSWZ7TWzkli5dip9//hlNmzaVFjqFhoZi+fLl+PHHHzFmzBjOM5lc+Fh/fz6fi1u3bkkrMI8fPw6BQCDnOqLny0QflH2i+Pj4YN26dQoV+SWwBkkzZsxAZmam9Nejubk5hgwZIp2BOnr0KDp06IClS5fK9ccipSEWi/Hw4UNUq1YNwIfE70uXLimVF1DFw4cPsWnTJmzevBlFRUVISUlReDyqZsYEAgFu376NgoICpTfYx48fKw2mLly48FF897Kzs3Hv3j0IBALUrVtXakqtCE28L1lL/1kDgbJVm9nZ2bCwsJCZRX7z5o1cfx+ropUViXyHohkcVk01oVCIjIwMmSKfq1evokGDBir3U1ZKY/v27ejZs6fczBqfwoJXr16hUqVKCgMaTWzkGjZsiEmTJmHIkCGIjY1Fp06d0KlTJ+zZs0flNS4hPz8fJ0+exJ07dyAQCNCgQQN06dJFbVGFtuEalD179kwm6f/u3buoUKGC2lQGPV8G+qCsnElPT0d+fj4aNmzIa/q6rAeeIlirL5s3b44lS5ZIhTDL9nX8+HFMmDBBTv+HdWaOVd9MEY8ePcKmTZuwadMmFBYWIjU1ldej2OvXr2Pq1KmIjo7GkCFDsHr1aoXbOTo64uzZs3I6b2fPnoWPj4/KX72PHz/GgwcPkJeXBxsbGzg5OamUSnjw4AHGjBmD48ePy0gTdO/eHStXrkTt2rU5nx8XWI3FWTW1ymMWWR18qn1TU1OxYcMGREZGIisrS07TC2DXVFM3i8gVLveL0kRGRqJPnz5KrYq0iYmJCVJTU6WWXxUqVEB8fDxat26ttu1ff/2FH374QU4OyNraGuvXr0fPnj21dpzK8jslvHjxAtu3b5f7Gz5//lyqSRYTE4M7d+5ALBbD1dVVKh7btm1btXIper4QdF1Z8KXy7t07mjFjBvXo0YPmzZtHxcXFFBAQIK36a9iwId2/f5/z/rhUfrFWfFWsWFFm37169aKnT59K39+/f5+MjY211p9AICBvb2/q1asX9erViwwMDKhr167S95KXMgoKCmj79u3UpUsXMjIyoj59+tDhw4d5VRimp6fTgAEDyMDAgPr27avUukrCDz/8QC4uLjIWQHFxcWRhYUHLly+X2/7Bgwc0depUqlWrloz1kcSCpUuXLrR79265Y3706BHZ2dlRjRo1aMGCBbR//37at28fzZ8/n2rUqEFVqlShx48fcz7Pz5F//vmHVqxYQWPGjKGxY8fSb7/9Rv/88w/TvtRV+0qQ2Jy1a9eOhEIhde7cmdauXUsvXrzg1d+TJ09oxIgRJBaLqVu3bnLrBQKB1PanUqVKJBAIqGLFitL3kpc6+FSKEhFZW1uTiYkJ9evXjw4ePEhFRUW8zqss9+7dI09PT4XrWKtaz549S2KxmHr37k3nzp2jrKwsysrKorNnz9K3335LhoaGdO7cOY2OuzTKKlrLvhSdn6GhIbVr145CQ0Pp5MmTlJeXp7Xj0vN5oQ/KdMSECRPIxsaGhg4dSvb29uTr60sODg60c+dO2r17NzVp0oT69+/PeX9OTk706NEjldvMmjWLcnNzla7fu3cvNWnSRG65qakpXb16VWm7q1evkqmpqdxyVimNwYMHc3opYtSoUVSpUiVq1qwZhYWF0cuXL3n1/eLFCxo7diwZGhpSp06d6NKlS5zalZSUUO/evcnNzY3y8/MpOjqazMzMKCwsTG7bcePGkbm5OfXu3ZsiIyPp1q1b9ObNGyoqKqJnz57R6dOnadasWeTg4EBOTk4yx/D999+Tu7s75efny+03Ly+P3N3daciQIbzO+VMgPz+fNm3aRL///rvKAPn333+nChUqSIOXihUrSgPd33//XWGbrKws6t+/P1lbW1PVqlVpxYoV9P79e/rll1/I2NiYWrZsSdu3b1fY9ty5czRkyBAyMzMjZ2dnWrp0KYlEIpUejYp48+YNhYaGkpmZGbVu3Zqio6MVbrdp0yZOL3XwDcqKioro4MGD1L9/fzI1NSVra2saNWoUnT17lvM+SqNMRoXoQ9Ayf/58WrFiBa1YsYKMjIzol19+kb6XvMri5eVFw4cPV9rn8OHD1crF6IJjx46plVvRo0eCPijTEV999RUdPnyYiIhu375NAoGAjhw5Il0fGxtL1atX13q/a9asoT59+lBgYKBUe0uiNWRsbKzwpubi4kIrV65Uus8VK1aQs7Oz3HJNtJhYEQgEVKtWLfLz85ObWVM1y5aTk0OzZs0iCwsLcnFxoePHj/Puu7CwkL7++mtq164dmZmZUXh4uMLtJk6cqNAUXhGHDx+W0dmqWrUqnTlzRun2cXFxVLVqVX4HzpHdu3dTr169yMnJiRo3bky9evVSqQGmavxV/S0mTpxI48aNk75/9+4dNW/enMRiMVWsWJFMTU0VzngcOnSIRCIRhYSEyOi9PXnyhIKDg8nAwED6mSvNqFGjqEaNGhQSEkJOTk4kFArJy8uLPD09KTY2Vun5NWzYkGrVqkXTpk2TCcLUGWeXhlVTTVP4BmWlyc3Npa1bt5K3tzcZGhqSvb09732oCspq1apFtWvXVvmqU6eOXDtLS0tKSkpS2mdiYiJZWlryPlauvHjxgvePQAnm5ubMfw89nzd6SQwd8eTJEzRr1gwA0KBBA1SoUEFGLb5BgwZ4+vSp2v3wyUcqW9V04MABTlVNAQEBmDFjBtzc3OQkExITEzF79mxMnTpVrh2rlIYmDBo0iEkDqm7dunj79i1+/PFHBAYGQiAQyMlFALKSEYrWz5w5E4GBgQgKCoK7u7t0m9LtlixZwvm4ynpxZmZmqswZs7e3R2ZmJuf9l+bNmzcKK0dLSkoQGBiIqKgoNGjQAI6OjiAiJCcno1+/fvD398eOHTvkxr2skr+y5PKyHD16FAsWLJC+37ZtGx4+fIi7d+/iq6++wpAhQzBv3jwcPnxYpt3ixYsxdepUzJs3T2Z51apVsXz5cpiYmGDRokVyY3r48GFs3LgRXbp0wejRo1GvXj00aNBAbbXvvXv3EBAQAE9PT96uDcSoqcZK2WINPppqZTExMUG3bt2QlZWFhw8fKrSC04QHDx4wtSsoKFBZ+VyxYkWFhu1FRUVq1fNv3rypsNAoOzsboaGh2LVrl9TarFKlSggICMC8efM4FSYAupeP0fMJUc5B4ReDJorXrPlIjo6OtH79eiIiiomJIYFAQJ07d6asrCyVx1pYWEju7u5kYGBAXl5e9NNPP1FwcDB5eXmRgYEBubm5UWFhIeNIyMM6w6IJpcew7JhK3pf9e6jaVlW70qxZs0ZtvlppateuTceOHVO6/ujRo1SrVi255UuWLFG539evX1Pr1q0Vrlu2bBlVrlyZDh48KLfuwIEDVLlyZfr1119V7p+I++yMubk53b17V/o+ICCAhg0bJn1/7do1hbOB5ubmUqV5RaSmppKZmZnccgMDA/r333+l742NjenGjRtqj/Off/6hefPmUd26dalatWoUEhJCV69eJbFYrHamrEmTJmRiYkJTpkyhjIwMev36tcJXWUrnk6l6laX0NarspU5hXzJD5uXlRWKxmOzt7Sk0NJRSUlLUjlVZVM2UsdK0aVPasGGD0vXr169XmJ7Ru3dvKikpUdruxo0bZGtrK7c8MzOTGjRoQKampjR8+HD69ddfafny5TRs2DAyNTUlR0dHevXqFadj12TmUs/njX6mTIeoUgNXVq03fvx4bNy4EV27dsWcOXPg6uqK6tWrw9jYGK9evcLNmzdx5swZ/PLLL5g9ezY2btyIVq1aAfggi9ClSxcAH0rWxWIx5s+fr/bXnFgsxsmTJ7F8+XLs3LkTsbGxAD6o3c+dOxfBwcFa9WlT55X4MVCkEP4x2pRl2bJlGDlyJOzs7KR+mR07doSjo6PC7b/55htMmjQJLi4u0go8Cc+fP8eUKVMUSjD88ssvsLKyUlgRmZOTg27duuHNmzcK+9y0aROWLFmCHj16yK3z9fXF4sWLERYWhp9++kn9CXNAKBTKzBxcuHABv/zyi/S9paWlQsP1kpISldehWCxWOCNRtp1IJOJUZVi9enWEhoYiNDQU0dHR2LBhA9q3b4/i4mJs2rQJP/zwg1KpCsnnfPHixQpnTkmJphpXrb6ycDHFVkVgYCAOHjwIExMT+Pv7IzY2Fu3atVO6vTJ1fQmqXEe++uorXLt2TVrJvHLlSgwaNEit/t/gwYMxceJE2NnZKZwNnTx5MkJDQ+XaXbx4ESNGjMCaNWvk1iUnJ6Nz584KxbjnzJkDQ0NDpKWlSSVKSq+T3KN//fVXlccNAEFBQVoVmdbz+aCXxNARXOUuyt5MJ02ahMmTJ8t9ISviyJEjyMvLk5oTl9Up41sW/yng6emp8MugYsWKcHBwwJgxYz6KOKsmPH36FDExMYiLi0NsbCzu3r0LGxsbeHh4yNnCZGVloXXr1nj69CmCgoKkwVtKSgq2b9+OKlWq4MKFC3IuBnv27MHAgQOxY8cOmaAtJycHXbt2RWZmJuLj4+W+XADA2NgYt2/flkoUlOXhw4dwdHRUq6vE9Xpr06YN+vbtK5VZadq0Ke7duyeVfYiLi8N3330n95irdevWCAgIQHBwsML9Ll++HLt27cLFixdllguFQnh5eUkf+x88eBCdOnWSC8yUCauWJjs7G9u3b8eGDRtw9epVqRJ+Wf5rmmrq6N+/PwYMGIBu3bpxErydPXs2p/3OnDlTblnZ+1RZM3NllJSUoF+/fti7dy8cHBykj5RTUlJw9+5d+Pn5ISoqSu7ee+vWLbi7u2Po0KH43//+J7Pc09MT7dq1Q1RUlNyj5dq1ayMiIgLdunVTeDzHjh3DyJEjmR/H6tED6IOyz5qyYq5TpkzBpEmT5PLItGUnUh4o+0LOzs7GlStXkJ6ejoSEBDRv3lzhdpcvX8aOHTukwpP169dH//790bJlS7ltz58/j7Zt23I6rtzcXDx48ECl12Rubi4SEhKwc+dObN26FUSE4uJiue2ysrLw888/Y9euXdIZVUtLS/Tt2xfz58+X00qTsG7dOowbNw6HDx+Gp6cncnJy0L17dzx//hxxcXFKhYcrV66M2NhYpRZMN27cQMeOHfHq1SuVY8A1KNu7dy8CAwPh5uaG5ORktGrVCgcPHpSunzJlCu7fv4/du3fLtIuMjMSoUaOwdOlSDB8+XBo8FBcXIyIiApMmTcIff/yBwYMHy7Rj1VNTx/Xr17Fhwwb89ttvvNrpCq7BDsBfHPnRo0eoUaMGk1WQpj8ed+3aJf0MAx/ycwMCAhAQEKC0zeXLl9G5c2f88ssvmDRpElJTU+Hp6QlXV1fs27dPYa5fhQoVkJaWptTb9p9//kG9evVQUFCgcP2DBw9w5swZmZxgZ2dntG3bFkZGRpzOVc/njz4o+4+gSg1cwtq1a+Hh4YH69etz2iernUidOnU4tUtLS+N0HBIKCgqwcuVKTJw4UWb5kCFDOLVXZkquijFjxuD+/fs4cuSI3LrJkydj6dKlMDMzg729PYgI6enpyMvLw8SJE7Fo0SKZ7evXr4/atWtj2LBh8Pb2VljUkJKSgq1bt2Ljxo1YvHgxBg4cKLP+6NGj0hmyxMREODk5wd3dHR4eHnBzc1MpMkpEePHiBQDAxsaGU4HD4sWLMX/+fBw4cAC//PILMjIyEBcXp1IY1cfHB1999RVWrVqlcP3IkSPx+PFjucT7ssnlgYGBCAsLk5uNU5RcfurUKRw+fBhVqlTBjz/+KLXrAT7Mwkge85Zl4sSJWL58OczNzVG3bl0AQFpaGnJycjBu3DhOj5L48vr1a5w8eRIPHjyAQCCAvb09OnfurPJx1O7du+Hn5wdDQ0MAH76ga9asKf3yz8vLw8qVKzF58mSZdlwDEy6WQHyCHb7iyKxC1UD5zehHR0ejR48emDx5MtauXQsXFxfs27dP6SPx6tWrY9euXejQoYPC9WfOnEFAQAD+/fdfmeXbt2/Hb7/9hkuXLsHW1lYm/SQtLQ1GRkYYMGAApkyZotBhQ8+XhT4oK2e4qIFLcHR0xN27dznnI7GyYsUKpesePHiAiIgIvHv3TqGdyMuXL3Hx4kWIxWJ07twZIpEIRUVF+OOPP7Bw4UIUFxfLqW8LhULUqlULzs7OKquS9u/fz/tckpKS0K1bN2RkZMgsj4yMxMiRI7FkyRKMGDFCeiMuKirCqlWrMGXKFERERMjY3hQVFSEiIgIrV65EWloaGjRogGrVqsHIyAhZWVlITU2V+gVOmzZNYfWWUCiEjY0NQkJCMGLECI3z6ZQFuqWZNm0aFi9ejNq1ayMuLk7pL30J586dg4eHB/z8/DBx4kRp9eWtW7ewbNkyHDhwADExMWjfvr3cualDUd6UsirQ0kRHR8v5LUq4cOECduzYgbt37wL4/zMlH8PqauvWrRg7dqxcPl7FihWxevVq9OvXT2G7skFL2VkrVf6etWrVQv/+/VUGPOPHj1d77HyCnWHDhuHq1auIjY2VVs/Gx8ejZ8+emDVrltwMNaulm6Ttx5jRv3r1KmbMmIFDhw4p3ebPP/+Ev78/unbtij///FNljuLQoUNx7949nDx5UhpcS3j37h26deuGunXrYv369dLlLi4uEAqFGDx4MHx9feVSAt69e4fz589j586d2Lt3L/744w/4+/vzOk89nxm6ry3Qo4kaeEZGBm3fvp1GjBhBDg4OJBQKyc7Ojvr16/dRjzkzM5N++uknqlChArm7u9P58+fltjl79ixZWlpKK7tcXV0pOTmZ6tevT3Xr1qXw8HCFYralBWBXrFhBmZmZWjvuO3fuKNQqatWqlULlfQnLli2jVq1aKV1/5coVCgsLo59++olGjBhBoaGhtGfPHrXH/uuvv1KvXr3I2tqa7OzsqG/fvvTHH3+orGh78eIFHTp0iI4fP07FxcVE9KFCNiwsjOzs7MjKykquTdnK1QoVKpCrqyvnitZ9+/aRtbW11HFC8rKysqI9e/aoPEe+uLm5UUFBgdL10dHRCsWKZ8+erVIcWRkeHh7k6ekp9/Lz86MpU6YoFWW+cuUKGRgY0HfffUfXr1+ngoICys/PpytXrtDAgQNJLBbTtWvXFLZlrb7etWsXde/enYyMjKhXr1508OBBXk4VpRk5ciRnxwE+4shEmmkUsuqUERGdOHGCJk6cSNOmTZOO561bt+ibb74hoVCo0CWhbEWrgYEBmZubq61offz4MdnZ2dFXX31FixYtogMHDtCBAwdo4cKFVLNmTbK1tZW7dg4dOsR5HF68eMFZvFrP54t+pkyHnD9/HuvWrcPu3btRv3596ZR1UlISGjVqxGtfXPKR5syZo7CtJAm+a9euamc38vPzsXz5cixZsgS1a9fGggUL5CqdJHTu3Bk2NjaYPn06NmzYgLCwMNSuXRuzZs3CwIEDVT5ue/fuHfbt24cNGzbg3Llz8PHxwdChQ9G1a1cmHTIJv//+OzZv3iyX7G1qaoobN24onTVIT09HkyZNkJuby9y3Om7cuIG4uDjExMTg4MGDsLKykpvRk4zF69evIRAI0LJlS2zcuBF+fn4oKSnBTz/9hCFDhsg87gO0kzeVl5eH48ePy8xAde3aVa6v0tsrW6eKxo0bo06dOvjzzz/lcnni4uLg4+ODH374Qa4SkfWRGWse4vfff4+cnBxERUUpbN+nTx9YWFgofMyu7hGdspkyCf/++6/U0zU3NxeDBg3C0KFDOacysFBUVAQfHx/k5uYiKSkJCxcuxNixYxVuW3a2SxnazF+NjIzE999/j8qVK+PVq1ewtrbG8uXLMXr0aPTu3RshISEKZ6s18VpNT0/HmDFjcOLECRkf2q+//horV66U0Z4sTXFxMbZt24Zu3bqhSpUqPM5SzxdH+caEXw7aUAM/cuQITZkyhVq3bk1GRkbUokULCg4OpgMHDijUx2nevLnCV+3atUksFlPz5s2V/rotLi6mVatWUZUqVah27dq0efNmldo+RERWVlZ08+ZNIvqgcSQUCmn37t2czq00Dx48oFmzZpG9vT3VrFmT3r59q3Rbya/Vsq/NmzfTjz/+SCYmJgqPwdzcnG7duqV0v6mpqWRubs772Lly9epVWr58OfXs2ZMsLS1JJBJRy5Yt5bbr1KkT9evXj27cuEHBwcEkEAioTp06FBkZqfbvwYqnp6daLTtFiMVi6tChA/3yyy8UHR2tcvarNP/++y/Z29vTgAEDZJbHxcWRmZkZjR07VmG7j+UgMXr0aIX2PPXr16eTJ08qbXfy5EmqX7++wnWa6BSWJTY2ljw8PEgoFKrVxbp//z5t3ryZ5syZQ1OnTqVly5ZRdHS0QtuuxMREuVdCQgLVrFmTRo4cKbNc0fnVrFmTabaLlWbNmtHChQuJ6MOMokAgIBcXF7p3755W+1HEq1ev6OLFi3Tx4kXOM/vGxsb04MGDj3xkej519EGZjhCLxTRw4EA6ceKEzJcpn6BMIBCQra0tLVq0iLKzszU6nidPnpCHhwcNHTpUbt2uXbuofv36ZGtrS2FhYfTu3TvOx1f2i6e0KChXHj58SLNnz6Y6depQ9erVVQZlyoQxLSwsyNXVVWlQ6OHhQdOnT1e639DQUOrYsSPvY1dHz549qVKlSiQSiahFixYUEhJCBw8eVCgcSqS9QFcRyix+WIOdzZs309ChQ6lu3bokEAjI2NiYPD09ac6cOXTmzBmVgsP37t2jqlWr0o8//khERGfOnCEzMzMaNWqU0jYCgYCzfRUfEhMTqUqVKnLLTU1N6eHDh0rbPXz4kExMTBSuEwgEtHnzZumPBhMTE1qzZo30fWRkpNqgLD8/n7Zs2UKenp5kbGxM/fr1Uxr4btu2jVq3bk0CgYDs7OzIxcWF2rdvTw0bNiRDQ0OysLCgUaNGyQQJmogjaxIge3l5ydzP5s2bJ/Oj4OXLl9SwYUO5dmZmZpSenk5ERO/fvycDAwOVNllcefLkCY0ZM0ZuOau3rwQPDw/6888/NTk0PV8A+seXOkLy+GHjxo3Iz89HYGAgBgwYgNatW+P69eucHl+GhYUhPj4eZ86cgUgkkib7e3h48LZ9AT5UUg0cOFCucksoFMLY2BiBgYEqE7CXL18u814kEuHOnTuwsbEBEaFmzZpISEiQswlStM/Sjy8TEhLQo0cPfP/99+jevTtTmb06Dh06BD8/P0yYMAEhISHSCsGnT59i2bJlCAsLw/79+xUKqGrCxIkT4eHhAXd3d07ikYoee127dk3pY5LSFBcX4/bt2xCLxTKipgcOHMCMGTOQmpqq0IZGk6RtCf/88w+io6Olj2cfPnwIY2NjtG/fHsePH1fYJikpCR4eHvD19cX+/fsREBCAiIgIpX0IhUI0btxYrY7W1atXeR373bt34erqKidYq25cVD2CZC2CAD6Ina5fvx67du1C3bp1MWTIEAwYMEBppS5rcvnDhw/VHqOEslWCmlRfalIEwVq1mZKSgpiYGIjFYvTt2xeWlpZ4+fIl5s+fj9WrV6NOnTpISUlR2R9foqKiMHXqVAQHB6NFixZyunjKJGj0fFnog7JyQKIGvm/fPhQUFGDixIkq1cAVwSUfSR0PHjxA48aNkZOTI7Pcw8ODkyRGdHS0zDKhUCjTjv5Ppbzs+7I319GjR2Pnzp346quv8P333yMoKEip9pY2CQ8Px8SJE1FcXCytgnz9+jVEIhEWL16sNcX60vDVf2INdFNSUtCjRw/pF+0333yDVatWoW/fvkhMTMQPP/yA8ePHKzwWoVAoFbRVBVdF8rt372Lz5s347bffkJOTo7D6UsLZs2fRq1cv+Pn5ISIiQub6KdufUChESEiI2jwmRYKlqlCWhygUChEZGam0YjY7Oxvff/+90rwwFpycnPD8+XP0798fQ4cO5fTFffjwYfj4+HDa/8uXL3H//n2pCwgrmlZfsuTblf17cJVgOXToEHr37o2ioiIAH2RH1q5di759+6Jx48YICQlR+GNM06BMUWAuEAiU3hf1fJnog7JyhKsaeFmuXbuG2NhYxMTE4MyZM3j79i2cnZ1x+fJlXv1LDMrLmhSzwqpaLhQK8dVXX6m1alGksM5VqFNZgvE///yDqKgomWT23r17q3QBKCoqQteuXREREcErkAb46z+xBrq+vr7Izc1FcHAwtm3bhl27dqFevXoICgpCcHCwSpPwsn2WRd2XSHp6OmJiYhAbG4vY2Fi8fv0a7dq1g7u7Ozp27KhQSqPsOQGQLlPWH+uXZFk9NQmvX7/G5cuXsX79emzatElOmkCT2S5WhEIhTE1NYWBgoPJvokjIl29yuSbiyLNnz8akSZOYCj00CcrUoejv0bZtW7i6umL+/PlYs2YNJk6ciPr162Pt2rUK7ZVK96cqKJegzORd3UykXqNMD6APyv4zcFED9/X1RUJCAt68eYPmzZtLH10qexSmzNtQ8uUTEhKCH374QaE/nC4ZPHgwpwpLRZWCEiseCY8fP0bVqlVlHmkpEshVR2JiIlxcXJR+wdrY2ODcuXO8q9/46j+xBrpVqlTBkSNH4OLiguzsbFSuXBkREREYNmyY2n0JhULs3btXzrpJXZ/fffcdYmJi8PbtW7Rv314ahLVs2VKhQroE1nNkfWSm7Mvc3Nwcjo6OmDhxota1otzd3fHXX39JfWf/+usvfP311zA2NlbZTpNKQQAwMTHBrVu3OH3hayKO/OrVK+Tl5clo4CUnJ2Pp0qXIzc2Fn58f+vfvr7BfkUiEp0+fSmdmzc3NkZSUJP1sq6tM5YulpSUuXbqEBg0aoLi4GEZGRjh48CC8vLxUtiuPoFzPl4c+KCtHfHx8sG7dOqV2N2VhyUdSFuwIBAKMGDECYWFhcoKJEyZM4HQ8ZXPKlAWBZfmYRrzaUgNPTEyEs7OzUmPnkJAQiMViGe88LhAR/P398fz5c5w4cQLnz5+Hr68v5s2bx0kAlCtCoRAZGRnSRzlmZma4evUqp5k91hkoyYznmDFj0LlzZ7Uzn5qijdw3XcHq76gpnp6e+Omnn/DNN9+o3VYTceTAwEBUrVpVek94/vw5HB0dUa1aNdStWxdHjx7F+vXr5RwuAPVepO/evcOxY8e0Fuwompm7fv261BGCaztWUlJS8OjRIzmhcGUzbHq+LNQ7zer5aMTHx6s1dS6NshwgQHE+UkxMjMJtLSwsUL9+faW5ONeuXeN8TKWxtLTU6LGXKvbs2SM1WtcVqs6lsLAQ69atw8mTJ9GyZUu5pN2yAWvpfe7YsQM+Pj7o3LmzWv0nCf/++y/27t0r9ehs0KABvv32W6V2SQKBQOaXvVAoVKlWrg1SUlKkjyyXL1+OgoICdOjQQVqQIklA1xb3799Xm/f2sWENrrT1WzgjIwPz58/HypUrFa4fPXo0JkyYgMePH6tNLheLxRg7dizGjh2Lq1evSn0a8/Pz0axZMwQHB8PT01PhDOqFCxdkZrI3b96MypUr4/r16zAwMMDSpUvx+++/KwzKBg0aJPNZCwoKUriNMqKiohT616q6X6SkpODp06cAPvwtbt++LadJWDZ/T9MfGOnp6ejVqxdu3LghzSUrvV/9DJseQD9TVq7wndXhm4+ka2JjYznduBR5GLJWCpZFmzNlqh5fenp6Km1btghCUZ7g27dvERgYCB8fH4waNUq6XFEi9x9//IEJEyagsLAQFStWBBHhzZs3MDQ0lIpllkUoFKJixYrSv0d2djYsLCzkgiJFuUh16tTB33//LXOd8Z3VBT588UmKUc6cOYP8/Hx06NBBzvZGXQ4b8GFMuYojl2XGjBlyy96+fYs7d+7AwcFBOosYFhaG/Px8+Pn5YcCAAZz2zfV603WlYOl+y/IxksuNjY2RmpoqfUzq7e0NJycnLFmyBABw584dtG3bFpmZmVrpDwBKSkoQGBiIqKgoNGjQQGoHlpqainv37sHf3x87duyQu7Yk15uirz5VY6PpTFnPnj0hEomwdu1a2Nvb49KlS8jMzERISAiWLl0KNzc3pv3q+bzQz5SVI7Vq1eI1e+Hm5oauXbsqzUfiQm5uLnbt2oX8/Hx07dqVSRE8LS0Nw4YNk6u+9PDw4L0vgFuloCr/OhbUPWp9+/atyvXKZiEV0bx5c7kvAcn7iIgIrFmzRukXweHDhzFu3Dj89NNPCAkJkQZFGRkZWLJkCcaPH4/atWvLuSyoUupXx/379+WW8Z3VBYBGjRqhcuXKqFSpEipVqoSdO3fi6NGjctup8jQ9d+4cwsPDFX6BqmonEAhw+/ZtFBQUyAVl8fHx6NGjB3JyclCpUiXs2LEDffr0QfXq1SESibBv3z7k5eVxyr/jw/Hjx6VJ4iUlJTh9+rRckY26SsHFixfLVApGRUWplG1R9Lf8GFhYWCA7O1salF26dAlDhw6VrhcIBEp/VLHmBoaFheHUqVP466+/5Mbgr7/+wvfff48VK1bIVVGzjsl3330nlwPIZ6b0/PnziI6Oho2NDYRCIYRCITp06ICFCxdi3LhxzE8o9HxmfFwZND3ahK8f3cOHD8nd3Z3MzMyoS5cu9PDhQ2rQoIFUDNLExITi4uJ4H8f169cVCkj+8ssvMl6E6tTGJfTs2ZM6depEBw8epICAABIIBFS/fn2aPXs2vXnzRmXb169fy7zMzc0pMTFRbnlZJCKYyl7KRDLLcvfuXTp27Bjl5eURESlU2X/w4AHnV1nc3d0pNDRUaf+hoaHk7u6u9jgVUVRUxHnbsgr0ynj27Bnt2rWLRo4cSY6OjiQUCsnIyIjc3d1p5syZnMU9b926RX5+fiQSiWjQoEEqRVvLcu3aNerWrRuJxWIaMWKE3Ho3NzcaMmQIPX78mObMmUOWlpY0bdo06fq5c+dSs2bNOPXF1U9SmchxWaHWsrRp04bGjRtHb9++pWXLlpFAIKAGDRowfW4/Jj169KAhQ4bQ+/fvKSoqigwNDWU+/4cOHSJHR0eFbVmFZ5s0aULr169Xun7dunXUuHFj3vslIqUepmXh+rkg+uC5KdnW3t6eoqOjieiDcLKxsTHTcer5/NAHZeXAo0ePKD4+no4dO0ZXrlzhbEdD9MGI+uuvv6Z27dqRmZkZhYeHK93W39+f2rRpQ1u2bCFfX19ydHQkHx8fevr0KT1//pz69OlDnp6evI9fWVBWVvHa3Nyc0w3Lzs6Orly5QkREWVlZJBAIaM2aNZyOpWxwpex9WWJjYzm9lPHy5Uvq1KmTdP+S8xwyZAhNmDCB07FzwdzcnFJTU5WuT01NJTMzM177TE5OpgkTJpCtrS3nNk5OTkqNuiU0bNiQhEIhGRoaUvv27Sk0NJROnTql0NJHGf/++y/98MMPJBaLqUePHnTjxg3ObdPT02nAgAFkYGBAffv2pTt37ijcrmLFilKLrXfv3pFQKKTr169L19+9e5f3mH4sKlasSLdv3yaiD0G0SCSiI0eO8N5PcnIyHT16VM6OTFtcu3aNrKysyNDQkIRCoZxbRlBQkMIAmYg9KDMyMlIZrD948ICMjIw47y87O5t+//13cnZ25mx5xSco69ChA+3fv5+IiAIDA6l79+6UkJBAgwYNIicnJ87HqefzRv/4Ukc8fPgQq1evxo4dO/D48WOZxzGGhoZwc3PD8OHD0bt3b5k8EEX5SDNnzkRgYCCCgoLg7u4u3aZsPlJ8fDz++usvuLq6wtvbG9bW1tiwYYO0Im/69Ono3Lmz1s6RyjxiKvteGc+fP5cmrFtaWsLExERh3pki+DxGLA3X/SsjODgYYrEYjx49knFT6NevH4KDg7Fs2TLpMk30n0pKSlQ+4haLxZzGOScnBzt37sT69etx+fJltGnTBlOnTuV0TAA4adl988038PT0RIcOHXjrVb1+/RoLFixAeHg4mjdvjtOnT3POsXn58iVmz56NNWvWoEOHDjh37pxKMdQ3b95Ik9UNDQ1hYmIio9tmbm6OvLw8pe0fPHggTYLPy8uDjY0NnJ2d0bZtWxgZGXE8Y268efNGKqNhYGAAY2NjXtp4ukoub968OW7duoVz586hSpUqaN26tcz6gIAA6TWtiNKPdpVR9tGusbExsrOz5RwLJLx580at5AggK+Zdq1Yt9O7dG+vXr1fbDvhQlMC1mnz69OnSYoJ58+ahR48ecHNzg5WVFXbt2sVpH3q+AMo1JPxCGDduHJmbm1Pv3r0pMjKSbt26RW/evKGioiJ69uwZnT59mmbNmkUODg7k5OREly5dkrbVxI9OKBTS06dPpe9NTU2ZTZBLo2ymTJ3psjKEQqGMh6G5ubnU006XeHt705MnTzhta2dnJ51dKX2e6enpZGpqKrNtvXr1qEuXLrRr1y6lPp7Jyck0bdo0qlKlCm3evFm63NXVlZYvX670OJYtW0aurq5K1585c4a+++47MjMzoyZNmpBIJKKEhARO50ik2awuEbcxXbRoEVWuXJkaNWrEyxswJyeHZs2aRRYWFuTi4kLHjx/n1E7d9absc8HiJ6kKLjPJAoGAYmJipEbgpqamdPjwYTnjcGX06NGDvvnmG3r+/DmZmZlRSkoKnTlzhlxdXSk+Pl5hm8LCQvLw8JDO0GmDly9f0q+//qpwHeujXW9vbxo5cqTSPkeMGEHe3t4K1z1+/Jjmzp1LderUIVtbWxo7diwvH2JtkZmZqTDlQc+Xi36mTAcYGhoiLS1NYfm+ra0tOnXqhE6dOmHmzJk4cuQIHj58KP2lr0miLpVRf+da0q1OX0rZLIJAIMDbt29hZGQk7TsnJ0cuqb7sL0siQoMGDaR95uTkwNnZmVOloCJYKgUBfsnsubm5CmeDXr58KdVbkpCSkoKIiAjMmDEDAwYMUKn/dPLkSRn9p9GjR2PUqFGoUKEChg8fLhXFLS4uRkREBKZPn44//vhD7jgWL16MDRs2ICcnB4GBgUhISECzZs0gFouVeiZKYJ3VVQSXMZ06dSqMjY1Rr149REZGKhVMLevoULduXbx9+xY//vgjAgMDIRAIFM4sl51BJiJ07txZOpZ5eXno2bMnDA0NAUCuyhOQ9ZPcvXu3Sj/Jli1bSv0kVUEcZ5I7d+4ss60kqZ1LFSVLcrlYLMbNmzc1loAgIpw4cQLr16/HgQMHYGFhodS6jKWqMTQ0FB4eHsjMzMTEiROl1Ze3bt3CsmXLcODAAYUz6d7e3lJ/3fDwcHTv3h0ikQirV6/m1C/rTGlkZCT69OkjI0uiTqBZz5eHXhLjM0YoFGL48OHS4OH3339HUFCQ9DFBXl4e1q5dK3dDnz17Nqf9l/UUZLUE0lS1vCysshh82vn4+MDFxQVz586VKpDXqlULAQEBKCkpwZ49exS2K6v/ZG1tDWdnZ6X6T8AH0eDly5fD3NxcKnCZlpaGnJwcjBs3Dr/++qtcGwMDA0yZMgVz5syRUdMXi8VITExEo0aNFPY1fvx4bNy4EV27doWvry9cXV1RvXp1GBsb49WrV7h58ybOnDmDHTt2wMDAABs3blT5qJDLmLI6OpQOCJVVtyq63liu74/hJ8llbLiahCtT7K9UqRKuXLkCe3t71K1bF+vWrYOnpyfS0tLQpEkTpT+wWMWRgQ9By4YNG7Bp0yb8+++/GDBgAAYNGgRPT0+Fzg6amJnv378fw4cPl/vBVqlSJURERKB3795ybQwMDDBu3DiMGjVKpvpc3Wdj+/bt+O2333Dp0iXY2trKfC7S0tJgZGSEAQMGYMqUKQr/HjY2NtIfAEFBQejevbuM84gePYA+KNM5a9euhYeHB2cpCk3ykbgYiwPseVllYbXL4UJxcTHnGxhrUNa4cWMcPXpUpe+lhJSUFHh4eKBFixaIjo6Gr68vkpOT8erVK5w9e1atOjhfLly4gB07dsh4dAYEBMgJBktYsGABNm3ahIKCAgQGBmLgwIFo3Lix2i+eSZMmYfLkyZxEWY8cOYK8vDyVIp18xpQvmgYsLPD1k1TFqFGjMHfuXFhbW2u0n+vXr6N58+YK17m5uSEkJERqc5SVlYXp06djzZo1uHLlitJcwR9//BGbN29GvXr1OIkjv3v3Dvv27cO6detw7tw5eHl5oX///ggMDFR5vQGa63/l5eXh+PHjMp+Nrl27Ks1rPH/+PDZs2IDdu3fD0dERAwcORL9+/VCtWjWlx1p6ptTX11flTOnevXsVzpQWFxfj2LFj2LFjBw4cOABjY2P4+/sjKCgI7dq1Yzp3PZ8hun5e+qXj4OBAQqGQqlatSgEBAbR69WppJZgiNMlH+ljk5+fTkiVLPno/RB+vUlAbZGRk0IwZM8jHx4e8vLwoNDSUc06aroiNjaVBgwaRqakpNW3alHdOma7Jysqiy5cv099//01ZWVk665drpTARkbGxMee8sY8F10rBY8eO0d69e4mIKC0tjRo2bEgCgYCsra3p9OnTStt5eHgofSmq2LaysiI3NzeKiIiQkcLgkqc1ePBgtdI3H4Pc3Fxav349tW/fnsRiMQmFQgoLC1N4LIcOHeK83xcvXsjkBSvre+vWreTt7U2GhoZkb2/P+/j1fJ7og7JyICMjg7Zv304jRoyQBml2dnbUr18/uW0LCwspPDycHBwcyMDAgBo1akRdunShHj16UPv27cnKyoqMjIyof//+nOQDuCazv3jxgg4dOkTHjx+n4uJi6bGEhYWRnZ0dWVlZcTpXPsnzEt6+fUtr166lNm3akEgkovbt26tMdtcUTZPZPzZv3ryhv//+WxqUX7lyhQYOHEh9+vShrVu3ctrH69evadWqVeTq6koikYjatm1Ly5YtU9lmzZo1SmUl1MF3TO/fv0/e3t4kEomkciYikYh8fHzo/v37CtssWrRIqg9HRBQXFyfTz5s3b2jUqFGcjpePtIGHhwevgoTS3L9/nzZv3kxz5syhqVOn0rJlyyg6OpqzbMjp06dpwIABZGxsTI6OjhQaGkpXr17ldQwfI7nc0tKS3N3dac2aNTK6gB87eT46OpqWLl0q/aGxevVqqlmzJllbW9MPP/wgc32oIjU1lSZNmkRVqlQhIyMj6tmzp8LtioqKaNOmTZSRkaHxsb948YLCw8PJycmJqeBKz+eJPigrR3JycujYsWM0ePBgMjAwIJFIpHL7K1euUFhYGP300080YsQICg0NpT179lBmZibnPrl8+Zw9e5YsLS2lVU+urq6UnJxM9evXp7p161J4eLiMSKym/UnQZaXggwcPaOrUqVSrVi256tYKFSpQly5daPfu3fT+/XuF7du1a0fTpk2jEydOUE5ODudj5EtcXByZm5uTQCCgypUr0/Hjx8nc3JwcHR2lN3NVmm4FBQVyx5eUlETjx48nGxsblX3zndVlHdNHjx6RnZ0d1ahRgxYsWED79++nffv20fz586lGjRpUpUoVevz4sVx/6nTx+FQX87lOd+/eTfb29hQeHk7nzp3jVAmpSeWmJpWCmzZt0uj65CKOTPRh9nzr1q3k6elJxsbG9O2339K+fftILBarPU51Qs6SAL0sa9asIZFIRHXr1qUKFSrQggULyNTUlEaOHEmjR48mCwsLmjJlisI+37x5QydOnKDDhw/LiP8WFxfT/v37lQZlRJrNlEpmyLy8vEgsFpO9vT2FhoZSSkoK0/70fH7ogzIdc+TIEZoyZQq1bt2ajIyMqEWLFhQcHEwHDhzgrICvCVy+fDp16kT9+vWjGzduUHBwMAkEAqpTpw5FRkby/oXNpb9FixaRg4MDVa9enSZOnCiVmuDyxcMSCGgiUSJhwYIF1K1bNzI3NyexWExt2rShKVOm0NGjR5U+ZmaBVX3+xYsX5O3tTQYGBiQUCqlt27Zyf4fCwkK1/XOd1dVkTL///ntyd3dXOFuUl5dH7u7uNGTIELl16iRY+ARlXJX5Jf0qkmxQJt3g7OxMLVq0oPDwcIVipwUFBRQTE0MjRowga2tr2r17t3Sdl5cXmZubU2BgIB06dEg6a801KLO2tiYTExPq168fHTx4kLOLgybiyPfu3aPQ0FCqUaMGCQQC6t+/P504cUJ67GXZv38//fnnnwpfkydPJmNjY4UisE5OTvTbb78REdHRo0fJwMCANm3aJF2/e/duqlu3rly7xMREqlatmvRvVrFiRTp58iSncSFinykNCAggU1NTsrGxodGjR9PZs2d570PP548+KNMxAoGAbG1tadGiRZSdna3z/rnkW1lZWdHNmzeJ6MMvO6FQKPNFoe3+RCIR/fzzz3I3bXVfPKyBwMSJE2V0qlRx+PBhioqKUrq+uLiYzp8/TwsXLpRa+xgaGirclkX/iVV9/ocffiA7OzuaP38+LVu2jOrXr09dunTh3G9Z1M3qajKmVatWpTNnzijdPi4ujqpWrSq3XJtBGR/4WmVpko8kEokoODhY7jEy16CsqKiIDh48SP379ydTU1OytramUaNGqQ0IBg4cSN26daPHjx/LjOvx48epUaNGnM7l/fv3dOTIEerduzcZGhpS5cqVObUj4mazVXbGSiwWy8w4PXz4UOFn0cvLi9q0aUNnz56lK1eukK+vLzk4OHA+NpaZUiKSBtZ87M30fHnogzId8+uvv1KvXr3I2tqa7OzsqG/fvvTHH3/8p6avFX3Z3b1796P1N3/+fKpfvz7VrFmTJk+eLM2NU/fFo83gipVbt27R6tWrKSAggKpWrUpWVlbk5+endHtra2teeVqsgUfNmjXp8OHDMscpEok4zY5J0NWsrqGhocLHkxIeP36s8MtV06BM0/wuvrDkI507d45++OEHsrCwIFdXVwoPD6fnz58z5WrxSS7nI47MhRcvXqjNYSTiZ7PF+ve3sbGhy5cvS9+/fPmShEIh5xluvjOlElT9OD1//jynvvV8/uhFUnTMTz/9JBVQvHHjBuLi4nDq1CmMHz8eVlZWyMjI+Cj9Pn78WEbs0MnJSU7kVIIiEdi8vDy1IrCs/f3888/4+eefERcXhw0bNqBNmzaoW7cuiAhZWVlK+1iyZAmHM/+At7e3wuV8JUok9OvXD/Hx8SgpKYG7uzvc3d0xbdo0OaHSsgwaNAjr16/nrP8kEAjkBIC5yJw8efIEzs7O0veOjo4wNDTEkydPOEtE+Pj4wMbGBiEhIZxscCTwHdNq1aohOTkZNWrUULj+5s2bSoWA161bBzMzMwAfJAc2bdoklZh4+/atwjaa6k1JSElJwaNHj1BYWCizvKwdkAQDAwOMGjUKt27dUrrPsrRt2xZt27bFihUrsHPnTmzYsAETJkxASUkJTp48iZo1a8pYRKnCxMQE3bp1Q1ZWFh4+fKjyOPiIIwNAVlYWtm7diu+++07uvvD69Wvs2LEDP/zwg9L+WGy21IlVl71flT6H0pIWVlZWMDExwYsXL6TXkipYBb2//vprnD17FlZWVjLLz549Cx8fH2RnZzPtV89nRjkHhV8sV69epeXLl1PPnj3J0tKSRCIRtWzZUqt9sCZes5p8a5o8L+HNmzc6qxTkm8wuQSAQkI2NDU2aNImOHDnC+Vf22LFjpbZAw4cPp+DgYJmXon6aNGlCzs7O5OzsTCKRiJycnKTvmzRpotRiq+wsIl/7KtZZXb5jOn78eGrSpInCWc9nz55R06ZNafz48XLratWqRbVr11b7Ko0m+V0S0tLSqGnTpgotz9Q9LtWkclMC10pBCSzJ5d7e3lJTcTMzM0pPT6f379+Tv78/9e7dW277OXPmUJ8+fZTuz9/fn+bPn69wHavNFut9SigU0r179+j169f0+vVrys7OJnNzc0pMTJQuK11Bqi1++OEHcnFxkZHciIuLIwsLi49aXa7n00IvHqtjfH19kZCQgDdv3qB58+bw8PCAh4cH3N3dVc48FRUVoWvXroiIiOBkSKyJMjuLCKy2leAl3LhxA+vXr8f27dvx/Plzpds5Ojri7t27sLOzQ8eOHeHh4YGOHTvC0dFRbR9Pnz5FTEwM4uLiEBsbi7t378LGxgYeHh7YuXOnwjbZ2dmIj49HbGws4uLikJycjGbNmkn/nl5eXgrbeXp6Kj0OgUCA6OhomWWauCs0btxYRnA3KSlJOmMm4erVq5z2L5nVjYmJwcGDB9XO6vIZ06ysLLRu3RpPnz5FUFCQ9G+WkpKC7du3o0qVKrhw4YJWLGm0oczfs2dPiEQirF27Fvb29rh06RIyMzMREhKCpUuXqpzhiYqKwtSpUxEcHIwWLVrIibKqm2ktzfv373Hw4EFs2LABf/31l8JtAgMDcfDgQZiYmMDf3x8DBgzgJFTKVxy5efPmWLZsGTp37qxwf6dPn8bEiRMV2joJhUIYGxujS5cuChX/JZS12WIVqy7rPALIuo+QGusqCXxnSokI/v7+eP78OU6cOIHz58/D19cX8+bNw/jx4zmdi57PH31QpmMmTpzIKQhThI2NDc6dO8fpsZC2ldnL8uLFC5l9f+z+ioqKIBaLVW7DElyVJjc3FwkJCdi5cye2bt0KIlLog6iItLQ0zJs3D1u3bkVJSYnaG/rHhjWYU8S1a9cQGxuLmJgYnDlzBm/fvoWzszMuX76sti3XMc3KysLPP/+MXbt2SR/jWFpaom/fvpg/f77cIx9N0USZ39raGtHR0WjatCkqVqyIS5cuwcHBAdHR0QgJCVEYeEhQ5BXKxcOSlf79+2PAgAHo1q0bb0ufp0+fYtWqVbhy5QpKSkrg4uKCMWPGKHyUbG5ujuTkZDmlewmPHj1C48aNFT5SZLXZYkVT55H09HT06tULN27ckLH3kpyDqr9hUVERfHx8kJubi6SkJCxcuBBjx47leQZ6Pmf0QZmOefz4sVLLmQsXLii1zQE086PTBkSEo0ePYt26dTh8+DDevXunlf3+9ttvarcRCAT48ccfOe2PT3B19OhRaRCXmJgIJycnuLu7w8PDA25ubkrNu1+9eiVtFxsbi+TkZFSuXBnu7u7w9PTEmDFjVB7jvXv3kJaWBnd3dxgbG8v5hHKloKAAK1euxMSJE3m3VQfrrC7rmAIfrrEXL14A+PAjRN2YvH37Fnfu3IGDgwPMzMxw9epVhIWFIT8/H35+fhgwYIDStiYmJrh16xZvGyZWP0lAvTVU2WP59ttv1R6PQCDA3r17Fa7T5H7DB0tLSxw7dkzp/i5cuIDu3bvrNG/q6tWrmDFjBg4dOqTV/fKZKU1KSpJr//btWwQGBsLHxwejRo2SLuczS6rn80Wf6K9jNEn2LCwsxLp163Dy5ElOfnQSWJPZJaSnp2PDhg2IjIxETk4OfHx8VM488e2vrKH248ePUbVqVZlf9uqCMmWBwN69e1U+TmJNZrexsYG1tTXc3NwwbNgweHh4oHHjxmrbZWZmom/fvoiJiYFAIMDdu3dhb2+PH374AZaWlli2bJlcm5cvX+LixYsQi8Xo3LkzRCIRioqK8Mcff2DhwoUoLi7mHJTFxcUhNzcXbdu2VRkcAR88BIcPH857Vpd1TIEPf2euHojx8fHo0aMHcnJyUKlSJezYsQN9+vRB9erVIRKJsG/fPuTl5WHYsGEK27du3RrXr1/nHZQ1btwYSUlJsLe3R+vWrbF48WIYGhpizZo1av1W+fZVduy2b9+Onj17ck7uZ73ftG/fHh07doSnpyfatWsnd68pi7OzM/7880+lQdn+/ftlCk+UkZ2djXv37kEgEKBu3bqwtLRUuf3Jkydx4sQJiMVi/PDDD7C3t0dqaiqmTp2KgwcP4uuvv5ZrU1JSgpKSEpn7y7Nnz7B69Wrk5ubC19cXHTp0UNrn+fPnER0dDRsbGwiFQgiFQnTo0AELFy7EuHHjZGZKmzdvLjObBvz/mdGIiAisWbPmo82S6vlE0W0Kmx5Nkj35+tFJYElmz8/Ppy1btlDHjh2pQoUK1KNHDxKJRJysnFiT5yXwUVeXwKr/xprMzmUcFMFX/4nVXWHx4sU0Y8YM6fuSkhLq1q2bNCndzs5OqkWnDNYSfr5j6unpyelVFlZhXQmselOsfpKlSU5OpqNHj9KBAwdkXurg+9lgvd/wFUfes2cPGRgYUHh4uIzeYHFxMf32228kFotVStKw2Gxt2rSJBAIBWVlZSQtvtmzZQubm5jR48GCln9HBgwfTsGHDpO/fvHlDNWvWJBsbG2ratCkZGBjIyMmUxdLSUvo3sLe3p+joaCL6IJprbGwss606TTtV+nZ6vkz0QZmOKSkpod69e5Obmxvl5+dTdHQ0mZmZUVhY2Eftl4/f5qhRo6hSpUrUpk0bWrlyJb18+ZKI+PnY8emvLCxBmTb035KSkig8PJy+/fZbEovFVKVKFbVtnj9/TmfOnKGEhAROmml89Z9Y3RWcnZ1p586d0ve7d+8mY2NjSkhIoMzMTPLx8SF/f3+Vx+rg4CD925cmISGBKlasqPZcibiNqUAgoNq1a9OYMWPop59+UvoqC6uwbul+WfSmFMHVT1KTyk0i/p8NTe83fMSRf/75ZxIIBGRhYUHNmzcnZ2dnsrCwIKFQqNTuiIjdZqtZs2a0cOFCIiLatWsXCQQCcnFxoXv37qk8p/r169Px48el71euXElVq1aV/pibPHkyeXh4KG3foUMH2r9/PxF9EITt3r07JSQk0KBBg8jJyUll33r0qEMflJUDhYWF9PXXX1O7du3IzMyMwsPDebXn6kenCC5+mxKF/dK/ronYzIX5+nsSsQVlpWEJrvhKlOTk5ND3339PIpFI+sVqYGBAQ4YMUekLamZmJpXuKH2ely5dUqh4zuquYGlpKROQDh48mIKCgqTvz58/TzVq1FC5D01L+LmO6aJFi6hhw4Zka2tLwcHBnGchNRWPZZ250MRPskePHvTNN9/Q8+fPyczMjFJSUujMmTPk6upK8fHxatuzfDY0ud/wFUe+ePEijRs3jry9vcnLy4vGjx9PFy9eVNkHq82WRKqD6IN7gIGBAcXGxqo9JxMTExlpmF69etHYsWOl75OTk1X6wvKZKT137pza45GQk5OjdvZaz+ePPijTAWUfiyQmJlJCQgLVrFmTRo4cyemRCRG7Hx1fZfZt27ZRly5dyNTUlPr27Sv1zOMalGmqBK9JUMY3uOrZsydVqlSJRCIRtWjRgkJCQujgwYNqdYqGDx9O9vb2dOTIEamu0eHDh6lu3bo0cuRIpe346j+xuiuYmprKjKGDgwP98ccf0vcPHz5U6CdYGtZZFtYxLa1e36pVK1q1apXKNmW12MrqsH0smyVWP0miD0G25HNuYWFBqampRER0+vRpat68udr2XD4b2rjf9O3bl6pUqUK2trbUp08f+u2339Ten1j5WDZbyqhcubLMfaxq1aq0detW6fu0tDS5x5DqUDZTWq9ePerSpQvt2rVLqZZhcnIyTZs2japUqUKbN2/m1a+ezw99UKYDyj6qUPTogssjE1Y/OtZ8q/v379OMGTPoq6++ImtraxIKhZysivj2V1qw8fXr1wqFHNV9obMGAly3K4uVlRXFxMTILY+OjiZra2ul7SS/wrt3706GhobUp08fatiwIdnZ2Sl87FJa6FKZyKWiY2/WrBlt3LiRiD4EYAKBQOaL6OzZs1S9enW158kyy8I6phJyc3Np06ZN1KpVKzI1NVW6H1Zh3bLwze9i9ZMk4pePRERyx2RiYkJr1qxReazauN/wFUeuVq0aBQUF0fr165XmgClDE5utzZs38xobog85jFOnTiUiovj4eBIKhfTkyRPp+hMnTig0MpfAZ6a0sLCQwsPDycHBgQwMDKhRo0bUpUsX6tGjB7Vv356srKzIyMiI+vfvz5ynqufzQi+JoQPUlcGXRlV1VpUqVXD8+HE0a9YM5ubmSExMhL29Pe7fv48mTZogJydHYbuwsDDEx8fjzJkzEIlEUnFVDw8PNGzYUO0xERGOHz8uFam0trbGt99+q1TKgm9/ZcUcqYw8BHGoTmLVf2OVDDAxMcGVK1fkzic5ORmurq7Izc1V2icf/SfWsYmIiEBISAj69euHCxcuwNLSEmfPnpWunzdvHi5evIiDBw/KtNNGCb+mMgwJCQnYsGEDoqKi4OTkhJiYGBgbG8ttp6kWmyZ6UxLy8vKwf/9+bN++HadOnUKNGjWQlpamdHs3NzeEhITAz88P/fv3R1ZWFqZPn441a9bgypUruHnzpsz2inTNylL276+N+w1fceS5c+ciLi4O58+fR0FBAWrWrIlOnTrB09MTnp6eSi20AKBOnTpYvXo1unXrpnD9sWPHMHLkSDx48EBmOcvYAEBMTAy8vb1RrVo1ZGRkIDAwEOvXr5euHz16NHJzcxEZGalwnzY2NsjLy0PPnj0RFBSE7t27c9KAu3r1Ks6cOYMHDx4gPz8f1tbWcHZ2hqenp1aEkfV8JpRfPKiHL3zzkRTBkm9VmpcvX9Kvv/5KTZs21Vp/sbGxnF6qYK0UZE1m79SpE/n7+8vkweTl5ZG/vz917txZ5bHyQZOxWbduHfn5+dHIkSPlTLBHjRpF+/btk2ujjVkWljH9999/pcb0dnZ2FBISwjt/kS+a5ndJePHiBYWHh5OTk5PamTltVG6WB/fu3ZPmhao6x8LCQoqLi6PZs2dTp06dyNjYmIRCIdWrV4+GDx+usA2rzZYmJCcnU1hYGO3cuVPO9i0iIoKuXbumtK0mM6V69KhDH5TpAG0le/LNRyoLi9/mixcv6PLly/T3338r/KLVdn+ssAZXrMnsN27coOrVq5OVlRV16tSJOnfuTFZWVlS9enWVybrt2rWjadOm0YkTJ5iTxcvCpeqTK9oo4ec7pl5eXmRkZES+vr70559/8srRKou5uTnnfERN8rtY/CSVwbVykyvauN9kZmbSvn37aNy4cdS0aVMSiURkY2NDvXv3ppUrV3Le/6tXryg0NFRahalsm/r165O5uTmNGjWKVqxYQStWrKARI0aQubk51a9fnzIzMzn3KaG4uFhaJfmxkFwH3t7eZGhoSPb29h+1Pz2fP/qgTAdoK9mTbz6SBJZ8q5s3b5Kbm5uMwa9QKCRPT0/pl5c2+yuLt7e3TJ6HOliDK00kA/Ly8mjNmjU0YcIECg4OprVr10orYpXBV/9J1XEfPnyYevXqpVSioCx8x5QVvmMqEAioWrVqUhkFZS8u8CkS4ZvfJSEgIIBMTU3JxsaGRo8ezWuGRJPKTQnqAk9t3G+EQiHZ2tpS7969KTw8nHO+U35+Pp06dYqmT59OHTp0oAoVKpCDgwMNGzZMJpm+LK9evaKRI0dSpUqVpLOylSpVohEjRvD+MXjr1i2aNGkS2draklgs5tSGTzBfFj4zpXr0qEOfU6YDioqKEBERgZUrVyItLQ0NGjRAtWrVYGRkhKysLKSmpiI3Nxfffvstpk2bplIZnk8+kgS++VZPnz5F48aNYWNjg5EjR8LR0RFEhJSUFKxduxaZmZm4efOmUuV1Tfw9JZTOmeMCaWD2Wx5+dO/fv8fly5elNk3R0dEQCARqrasUuSv07t0bvXr1UtsnlzE9f/482rZty+kccnNz8eDBAzg5Ocmt4zOm2vTp5HPd8M3vkqCJnyRrPlJp1J2jNu43N2/e5ORQIWHmzJmIiYnB5cuXYW9vj44dO0pffLxFiafNloTc3Fzs2rUL69evx4ULF+Dp6YmAgAD4+fnB2tpabXu+9xtJLuG2bdtw6tQp1KxZE4GBgRgwYACnPF09epRSriHhF8iVK1coLCyMfvrpJxoxYgSFhobSnj17mKbnucI332ry5Mnk4uKiVDfIxcVFWr2kjf4U8TH1mLQlUZKamkpjxoyRPr4cM2YMZ+cCPvpPmrgrlIbLmLLOsmhrTDVl5MiR9OLFC07bsuZ3aXJ9ayMfic9nQ9P7DVdxZIFAQLVq1aJVq1bxntkiIrpw4QL9/PPPNHnyZBlhV3WcO3eOhgwZQmZmZuTs7ExLly4lkUjEOx+Rz5hqMlOqR4869EHZJwRrPhLffCtnZ2fatWuX0v3t2LFD5eMkbSjBOzk5qfzyI2IPBLSRzB4VFUUGBgbUpk0bCg4OpuDgYGrbti0ZGBioFHflq/+kDXcFCVzGlLWEX1uyL+UNl/wubVzfROz5SHwCT1b4iiMfPXpUqk1oaGhIjRs3prFjx1JUVJTanMd9+/aRSCQiU1NTqlixIgmFQvr111/VHmPDhg2pVq1aNG3aNJnPAstng8+YBgYG0qFDh3jlPhYWFpKHhwfdvn2b13Hp+fLQB2WfEKz5SHzzrSpWrKhSoPTu3bsfJXmeL6yBgDaS2evUqUO//PKL3PIZM2ZQnTp1VB4zH/0nbbor8IXPLEt5evzdv3+fNm/eTHPmzKGpU6fSsmXLKDo6WuFMb2lY87u0eX3/V/ORWMWRiT54SR4+fJgmT55MrVq1IkNDQ2rUqBGNGTNG4fYtW7akoUOHSoOcuXPnkpWVldpjFIvFNHDgQDpx4oRMIP2xPxusM6XW1tbS6nk9epShD8o+Qfj40RHxT7wWCoUyStllefr0qUq7JE2S5x89ekTx8fF07NgxunLlChUUFCjdtjwDAWNjY4WB6507d1QmiWdlZdGBAwcoODiYXFxcqEKFCuTq6kqTJ0+mI0eOyG2vqbsCEb8x/ZTYtm0btW7dWmqw7uLiQu3bt6eGDRuSoaEhWVhY0KhRo5T+/VmV+TX1k2Sp3GQNPFlhFUcuTXFxMZ07d46mTp2qsvrS3NxcZgapoKCARCKR2pmrf/75h+bNm0d169alatWqUUhICF29epXEYjGnzwbrmLLOlE6YMEGlB6gePUT6oOyThK8fHRE/ZfbSKvKKXnfu3FH7q55Pfw8ePKCpU6dSrVq15Ga+KlSoQF26dKHdu3fL6Qmxog3JAC8vL9qwYYPc8g0bNlDXrl0575+r/hNfd4VPcUz54OzsTC1atKDw8HB6+PCh3PqCggKKiYmhESNGkLW1tcJHyprkd7H6SfLNR9I08GTF2NhYYZB48+ZNMjExUdjm/fv3dPHiRfrf//5H3bt3J3NzcxIKhfTVV1/Rd999R5s2bVLYrqxdEhH/nNLTp0/TgAEDyNjYmAQCAU2aNEnpo0JNx5R1pnTs2LFkYWFBLi4uNHz4cGnag+SlRw+Rvvryk6Jfv36Ij49HSUkJ3N3d4e7ujo4dOypUVtdEmb2sinxZSIGKPGt/48ePx8aNG9G1a1f4+vrC1dUV1atXh7GxMV69eoWbN2/izJkz2LFjBwwMDLBx40a0atUKAHulYP369VG7dm0MGzYM3t7eMDMzk9s+JSUFW7duxcaNG7F48WIMHDhQZv3q1asxY8YM9O3bV6pQf+HCBURFRWH27NmoVq2adFtfX1/p/1+9eoW4uDhp1WVycjIqV64Md3d3eHp6YsyYMSrPgzi4K2gypqxoY0xL888//6BatWpKVdsPHz4MHx8fTsf28uVL3L9/X+U5qlPm14bTAcCvctPFxQVCoRCDBw+Gr68vvvrqK5n17969w/nz57Fz507s3bsXf/zxB/z9/VXukyudO3eGlZUVNm/eDCMjIwBAfn4+vvvuO7x69QqnTp2S2d7b2xtnz57F27dvUa1aNXh4eEjV/NVVNAqFQkRGRqJixYrSZYGBgQgLC4OdnZ10WenPkTJev36Nbdu2YcOGDbh69SoaN24s87fTxpgSY6W3p6en0nUCgQDR0dFqz0/PF0C5hoRfGJome/LJR9Ik8ZpFRZ61v4kTJ3IWPz18+LDM7BBrpaA2/OhKn6eqV9nzZdV/UkRmZqZCdwVNxpQVbXv8cdWNKioqok2bNsk5FrCgKr9LW4UMfPKRDh06xOvYL126JLNMk/sNX3HkgIAAioiIYMqZYvkcceHatWv0448/yizTdEwlsM6U6tGjDv1MmY6xsbHBuXPnUL9+fd5t+fjRactvkyu67g/Qjh6Trv3o+Oo/AcCbN29gZmYmN2tUUlKCnJwcZi24j4U2xpSPbpSJiQlu3brFdF1x1ZvS1vXt6OiIs2fPwsrKSmb52bNn4ePjg+zsbLk2xcXF2LZtG7p168ZL8wvQ7H6Tn5+PrVu3IjU1FUSERo0aYcCAAQp9SMuD/Px8nDx5Ep6enjA3N5dZ9+bNG8TGxqJbt26oUKGCXFu+Y6qtmVIAuHfvHtLS0uDu7g5jY2M5P1s9XzjlGxN+eWgz2ZNrPpI20IUa/Jo1a5irk8pD/00TuOo/7du3j+rXr69QhiA3N5caNGhAf/31l9L2rGNa3iX8fHKKPDw86M8//+TdR3noTbHmIxkbGzPljekqudzLy4uys7Ol7+fNm0dZWVnS9y9fvqSGDRtqtc+wsDDq1KmT0vWdO3dWaQnFZ0y1MVP68uVL6tSpk3Q7yfU9ZMgQmjBhAqfj0PP5ow/KdIwmyZ58/Oi0nXit7ktSG/05ODiQUCikqlWrUkBAAK1evZqzGOunAl/9p6+//prWrl2rdH/r169XWVigyZiWZwn/ggULZL7UVbF7926yt7en8PBwOnfunJx2nTL46E1p6/PEWrnJGnhqcr/hI45cNlm/7OPnp0+f8vrhyOXxdatWrVT+IDl48CC1atVK6Xo+Y6qNSu+BAwdSt27d6PHjxzL30+PHj1OjRo04HYeezx99UKZjPDw8lL48PT1VtuWTj6Qtv00J6oIybfWXkZFB27dvpxEjRkgDCjs7O+rXr5/K4/tU4Kv/VLVqVbWacVWrVlXZJ+uYfiol/MpykNTNXPDJ79Lm54klH4k18GS93/AVRy4blJW9X/ANyrjMlFpaWiqsvJXw8OFDsrS0VLqedUxZsbOzo+vXrxOR7Pmlp6eTqamp1vvT82miD8o+IfgkhWs78VqdGry2+8vJyaFjx45JH8+q0kX7lOCr/2RkZKRyZislJYWMjIw49c13TD+VEn7WmQs+elOaXN/asKBiDTxZ4SuOXB5BmZmZGf39999K1//9999kZmamdD2fMdXGTKmZmZl05rn0+V26dIkqV67Mef96Pm/0if7lhCbJni9evMDt27chEAjQoEED2NjYqNxe18nsrP0dPXpUKheRmJgIJycnuLu7w8PDA25ubqhUqZLWj1XXmJiY4MqVK3KmxcnJyXB1dUVubq7M8oYNGyI0NBRBQUEK97dlyxbMnz8fqampCtdrMqafewn/sGHDcPXqVcTGxkoTxePj49GzZ0/MmjULwcHBCtvxvb4lEjOlb7Wl30v+X1ZmpjTqCg3UFTnwvd+YmJggKSkJ9erVk1l+9+5dNGvWDHl5eTLLRSIRnj59Kr0XmZubIykpCXXq1AEAPHv2DNWqVVN6fmUZNWoU5s6dq9JMvE2bNujVqxemTJmicP3//vc//Pnnn7hw4YLC9XzGVBuSLz4+PnBxccHcuXOl41OrVi0EBASgpKQEe/bsUXk8er4QyjEg/CLRJNmTbz6SNtClGrxAICBbW1tatGiRTNLwx0LTZPZ79+5RaGgoBQQESGcJjh49qjI/r1OnTuTv7y+jGp6Xl0f+/v7UuXNnue1//vln+uqrr+jp06dy6zIyMuirr76in3/+WWl/n9qYakJycjIdPXqUDhw4IPNShqbK/FwpT+cJ1vsNX3FkgUBA3t7e1KtXL+rVqxcZGBhQ165dpe+9vb21PqMXERFBpqamdPDgQbl1f/31F5mamlJERIRW+tLGk4Dk5GSysbGh7t27k6GhIfXp04caNmxIdnZ2dO/ePa0cp55PH/1MmY4ZNGgQnj9/jnXr1qFhw4bSsv8TJ04gODgYycnJStuOGDECp06dwsqVK9G+fXsAQEJCAsaNG4evv/4aq1at0soxPnz4EKtXr8aOHTvw+PFjmV/4hoaGcHNzw/Dhw9G7d2+l4p4shIWFIT4+HmfOnIFIJELHjh2lch9lZ5ZKU1RUhK5duyIiIgINGjTg1SerZEBcXBy8vLzQvn17xMfH49atW7C3t8fixYtx6dIlpb96b968ie7du6OgoADNmjWDQCDA9evXYWRkhOPHj8PJyUlm+7dv36Jt27Z49OgRgoKC4ODgAIFAgFu3bmHbtm2oWbMmLly4ICcJIIF1TEvDd5ZFExkGFtLT09GrVy/cuHFDbgYKgMrZmaKiIvj4+CA3NxdJSUlYuHAhxo4dq5PjZiElJQWPHj1CYWGhzHJlwqqs9xu+4sjff/89p+PfuHGj0nUPHjyQzkDm5eXBxsYGzs7OaNu2rVTAtixBQUHYvn07HB0dZT4bd+7cQd++fbFjxw61x8R3TDV58vD06VOsWrUKV65cQUlJCVxcXDBmzBhUrVpV7XHq+UIo15DwC0STZE9t+NGpY9y4cWRubk69e/emyMhIunXrFr1584aKioro2bNndPr0aZo1axY5ODiQk5OTUnFFTUlKSqLw8HD69ttvSSwWU5UqVVRuz1opyJrM3qZNG1q2bBkRyeeHVKtWTWXbvLw8WrNmDU2YMIGCg4Np7dq1lJeXp3T77OxsGjVqFFWuXFk6Q1q5cmUaNWoU5wpFIv5jyjrLwndMHz58yOmljB49etA333xDz58/JzMzM0pJSaEzZ86Qq6srxcfHy2yrjfwuvmgjHyktLY2aNm2qUIpB1QwU6/2GVRyZBU1tj3bt2kXffPMNNWrUiBo2bEjffPMN7dq1S22/rGOqR8/HRB+U6RhNkj1Z/Oj4Uh5q8GW5evUqLV++nHr27EmWlpYkEomoZcuWKtuwBlesyeympqaUnp5ORLJ/x/v371OFChV4HwcXSkpK6Pnz5/Ts2TMqKSnh1ZZlTFlL+PmOaekvwtKv0stVFSVYWVlJgygLCwtKTU0log9+iM2bN1fYl6bK/HzQRuUmn8CzNP/15HJteJiywjqmrLRr146mTZtGJ06coJycHK3vX8/ngWrzNT1ax93dHZs3b8bcuXMBfHjEUlJSgiVLlqhMrAaAtm3bYubMmXJ+dLNnz+bsAamOJUuWcN7W29tbK31K8PX1RUJCAt68eYPmzZvDw8MDw4cPh7u7u1rV+sLCQqxbtw4nT55Ey5YtYWpqKrN++fLlCtvdvHkTLi4uAIA7d+7IrFP1iM7S0hIZGRnSRGYJ165dQ/Xq1VUe6+3btxEeHo5bt25BIBDA0dERY8eOhaOjo8p2AoFAmkgdFxeH3NxctG3bVmWyviZjeuLECRw/fhw1atSQWV6/fn2VSdJ8x/TatWsK90NE2LlzJ3777TeFidUS3r9/L11vbW2NJ0+ewMHBAbVq1cLt27dltr1//77S/XwsUlJSEBERgRkzZmDAgAEqnSdOnjyp0PHh/PnziI6Oho2NDYRCIYRCITp06ICFCxdi3LhxSsdQk/sNH4YMGaJ2G4FAgPXr18ssmzt3rkoP0woVKkgft8+bN0/m71dSUoKSkhIZD9Fnz55h9erVyM3NRc+ePeHm5qZ036xjykqPHj0QFxeHlStXoqCgAC1atJCmE3To0EHlNa7nC6K8o8IvDU2SPfn60RFplnjNogavSX8hISF08OBBev36Ne+2mui/sTBp0iTq0KEDZWRkkLm5Od29e5cSEhLI3t6eZs2apbQdX/2nxYsX04wZM6TvS0pKqFu3btKZHTs7O5WFBZqMaXnOspw8eZJatGhB5ubmNAux5qgAAG8iSURBVHPmTJU+rx06dKD9+/cT0QdB2O7du1NCQgINGjSInJyctHpcmhYysDpPWFpaSsff3t6eoqOjiehDsYmxsbHSdrpKLvfz81P66tmzJxkbG6ucfWTxMB08eDANGzZM+v7NmzdUs2ZNsrGxoaZNm5KBgQEdPnxYaXvWMdWU4uJiOn/+PC1cuJC6detGYrGYDA0NP1p/ej4t9EFZOZCRkUEzZswgHx8f8vLyotDQUM4WRnzzkYjY861Y1eBZ++Mj5qlt7t69S8eOHZOOpbrHg4WFhdS/f3/p4y6xWExCoZCCgoKouLhYaTu++k/Ozs60c+dO6fvdu3eTsbExJSQkUGZmJvn4+JC/v7/S/jQZU29vb5o+fToRfQjK0tPT6f379+Tv70+9e/dW2ZaI/5gSfdCW6tKlC1WoUIHGjBkjo32ljGPHjtHevXuJ6EOeUMOGDUkgEJC1tTWdPn1aZltt5HeVh9OBJoGnJvcbTfnzzz+pUaNGZGlpSQsXLlS5LV8rqfr169Px48el71euXElVq1aVVhlPnjyZPDw8lLbXZTBfmlu3btHq1aspICCAqlatSlZWVuTn5/fR+tPzaaEPyr4ANFFmZ1GDZ+2Pj5inMvgGApr60d27d4+ioqJo165dnL6ojY2NFSr037lzR+Gvc0tLS5k8wsGDB1NQUJD0/fnz56lGjRpK+9NkTFlnWVjG9O7du9S3b18SiUQUGBjI2fdSGZmZmQr/9trI7yoPpwM+ged/gYSEBGrfvj2ZmJjQ5MmT6dWrV2rb8LWSMjExkeZ1EhH16tWLxo4dK30vuX6VwTKmmsyU9u3bl6pUqUK2trbUp08f+u233z6Kc4CeTxt9UKZjNE325ONHJ0Ebyux81OBZ+2M1ayZiD65Yk9ljY2NVHo8y+Oo/mZqaygQoDg4O9Mcff0jfP3z4UKWivyZjSsQ2y8J3TEeNGkWGhobUrVs3unbtmtpjKsumTZs4f5a0oTf1X3E6UBZ4lkbXyeU3b96kHj16SPUTHz9+zLktX9ujypUrU3JysvR91apVaevWrdL3aWlpvB9DchlT1plSgUBANjY2NGnSJDpy5IjKR/J6vlz0OmU6ZuHChYiLi8O5c+d4J3vu2bMHgYGBaNmypTSx/8KFC7h8+TK2b98Of39/he1YldlZ1eBZ+yMi+Pv74/nz5zhx4gTOnz8PX19fzJs3D+PHj1e6T4Bdj6lKlSo4fvw4mjVrBnNzc2m7+/fvo0mTJsjJyVHYztDQEFWqVEH//v0RFBSkMDlbEXz1n5o3b46ffvoJgwcPxqNHj1C7dm3cvHkTjRo1AgCcO3cOffv2xT///KOwP03GlBW+YyoUCmFkZKS20OHq1asKl9vY2CAvLw89e/ZEUFAQunfvLpP8rWp/LHpT5eF0EBkZiT59+sgVsKhDk/tNWloaNm7ciLS0NKxYsQK2trY4duwYatasKaen9/jxY8yYMQNbt25Fjx49sGDBAs46eBIUaR6qcjvo1KkTWrdujYULF+LMmTPw8PDAP//8I9X8OnnyJEaNGoV79+4p7I91TENCQiAWi/G///2PV7vs7GzEx8cjNjYWcXFxSE5ORrNmzaSFDF5eXrz2p+fzRB+UlRPv37/H5cuXERsbi9jYWERHR0MgEODdu3dK29jb2yMoKAhz5syRWT5z5kxs2bIF6enpWj1GoVAIGxsbhISEYMSIEahYsaJW968IVjFP1uDK3NwcV69eRf369WXaXb58Gd27d0dmZqbCdi9fvsTOnTuxY8cOnD9/Ho0bN0ZQUBD69+8vV61YGq5iu5IvoYiICISEhKBfv364cOECLC0tcfbsWel28+bNw8WLF3Hw4EGl+2Id0/bt26Njx47w9PREu3btOH958R3T2bNnc9rvzJkzFS4vLi7GsWPHsGPHDhw4cADGxsbw9/dHUFAQ2rVrx2nf/3VYA08JfO83fMWRTUxMIBAI8OOPP6occ2WCrAB/K6mYmBh4e3ujWrVqyMjIQGBgoEx15+jRo5Gbm4vIyEiF+2Md0x9//BGbN29GvXr1eFV6lyUtLQ3z5s3D1q1bUVJSwtmCSs9nTjnO0n3RsCR78s1HKgvffKtff/2VevXqRdbW1mRnZ0d9+/alP/74Q6FWGmt/2hLzZK0U1DSZneiDEOe8efPIycmJRCKR1qs9161bR35+fjRy5Ei56rRRo0bRvn37ZJZpa0wXLFhA3bp1I3NzcxKLxdSmTRuaMmUKHT16VOWjF22MKSu5ubm0detW8vb2JkNDQ7K3t/9ofbEUh7DmIxUVFdHBgwepf//+ZGpqStbW1jRq1Cg6e/Ysp/Z87zd8xZF1JTRbluTkZAoLC6OdO3fS+/fvZdZFRESofBzOOqasld6ZmZm0b98+GjduHDVt2pREIhHZ2NhQ7969aeXKlbzOW8/niz4o0zGaJHvyzUeSoGkyOxE/NXg+/WlLzJM1ENCWZEBxcTEdPHiQmjdvXu5q4NoWSOVbwq/JmCYmJlJUVBTt2bOHOQn6xYsXFB4eTk5OTh/lb6HJ50kblZt8Ak/W+015iCNL4Othqg10EcwLhUKytbWl3r17U3h4uNKcRT1fNnrxWB0TFRUFa2trDB48GJ6ennBzc+MsGujr64spU6bgypUrCvOR/vrrL5ltJQQHB0MsFuPRo0cyeR79+vVDcHAwli1bprLfa9euITY2FjExMThz5gxKSkpUPqLj05+2xDyXLFkCDw8P/P333ygsLMTkyZORnJyMV69eyTzuK0ujRo2QlJSEVatWQSQSSUU8ufrRnT17Ftu2bcOePXtQUFAAX19fLFiwQCvnpAwfHx+sW7dO6fFpWyD17t27SExMRGJiIpKSkmBhYaFSlJNlTC9duoShQ4ciJSVFxrvSyckJ69evR6tWrVQeY15eHvbv349t27bh1KlTqFmzJgIDAxEVFcV+4krQ5PM0aNAgrF+/nnc+UmlMTEzQrVs3ZGVl4eHDh7h165bSbVnvN5qII7OiiYepBAsLC1y/fh329va8+uYzphL4esImJiZyzj3V8wVTzkHhF0dWVhYdOHCAgoODycXFhSpUqECurq40efJkOnLkiMq2rH50rP53PXv2pEqVKpFIJKIWLVpwFiLVxN9TE3SpxzRt2jSqXbs2GRoakre3N23bto1yc3M/Sl9lKT2mHxNdlfAnJyeTmZkZtWrVirZv307Xrl2jq1ev0rZt26hly5Zkbm4uU2VXloCAADI1NSUbGxsaPXo050d6rGhyfWtSuSmZzfHy8iKxWEz29vYUGhqqMp2A9X7DKo5cGnNzc17XqTZsj/h+NljGVNMnD8+fP6czZ85QQkICZ0s7PV8O+qCsnLl3755UZuJjPfZizbdiVYPn0582xDw1gVUyoG3btrRy5Up68eKFVo+HC+q+eLQ1pqwl/HzHtE+fPtSrVy+FOVklJSXk5+enUiA3MDCQDh06REVFRZyOj0iz/C5NnA5Y85G0FXhyvd+wiiOXhm+AxMfDVBt9so4pq4xOTk4Off/99yQSiaQ/oCXSIbr6Qafnv48+KNMx5ZHsyZpvxaoGz6c/bYh5ErEHV6zJ7OWJk5OTyr+NtsaUdZaF75haW1vT5cuXle7v0qVLZG1trXQ963XKmt9VHoUMLIEnkeb3G77iyKXhG5Rpw/Zo5MiRnH8osY4p60zp8OHDyd7eno4cOUKvX7+m169f0+HDh6lu3bo0cuRIXseg5/NFH5TpmPJI9mRNvGZVg+fTnzbEPIk0D664JLMfOHCACgsLpf9X9VLFvXv3KDQ0lAICAqQ2QkePHtXaLKC2xlTRcfOZ1eVaIFChQgWVgdWjR49UJpezXqesyvzaKA7hW7nJGniy3m9YxZFLwydAItK97RHrmLLOlFpZWVFMTIzc8ujoaJU/OvR8Weh1ynTMzZs3yyXZ8+nTp1i1ahWuXLmCkpISuLi4qE1mHzZsGK5evYrY2FiYm5sDAOLj49GzZ0/MmjULwcHBWu2PVcyzNCz6bwCQmpoqFcqNi4tDYWEh3NzcsH//fuk2QqEQT58+ha2trUq9MUVClxL46j+V5vHjx3jw4AHy8vJgY2MDJycnVKhQQeV5aTKmr169ko5JbGwskpOTUblyZbi7u8PT0xNjxoxR2Z7LmAKAo6Mj5s+fj969eyvcz549exAaGorbt28rXM96nWqiN8VyfQNAZmYm+vbti5iYGAgEAty9exf29vYYOnQoLC0tlRYJODo64uzZs7CyspJZfvbsWfj4+CA7O1thO9b7Das4siYcP35cWhSSnp6OHj16IDU1FVZWVti1axc6deqksN2DBw+k17jks+Hs7Iy2bdvCyMhIaX+sY+rj4wMXFxfMnTsX5ubmSEpKQq1atRAQEICSkhKln2ETExNcuXJFTlQ3OTkZrq6uyM3NVTE6er4Yyjsq/FL5FJI9S0pKqHfv3uTm5kb5+fkUHR1NZmZmFBYWVt6HphS+eky69qPjq//04MEDmjp1KtWqVUtO5qJChQrUpUsX2r17t5xGkzZgnWXhO6YzZsygr776SuH+k5KSqFatWjRjxgyl7VmvU9b8Lk1gzUfS1C6L7/1GIivSrl07EggE1KRJE1q0aJFa26T79+/T5s2bac6cOTR16lRatmwZRUdHU35+vto+FaHK9mjbtm3UunVrEggEZGdnRy4uLtS+fXtq2LAhGRoakoWFBY0aNUqpyTnrmLLOlHbq1In8/f1lxiIvL4/8/f2pc+fO6oZCzxeCPijTMeWR7KmJ/11hYSF9/fXX1K5dOzIzM6Pw8PCP2h8rrMEVazJ7ZGQkFRQUyC1/9+4dRUZGKm3HR/9p3LhxZG5uTr1796bIyEi6desWvXnzhoqKiujZs2d0+vRpmjVrFjk4OJCTkxNdunSJ07FzhfXROt8xzc/Pp3bt2pFIJKLu3btLKxG7detGIpGI2rZtq/ZLneU6ZUWT65s1H4k18NTG/YaLOLKmARIRPw9TZ2dnatGiBYWHh9PDhw/l1hcUFFBMTAyNGDGCrK2taffu3XLbaPKjk6XS+8aNG1S9enWysrKSehdbWVlR9erVtV7ApOfTRR+U6RhNkz1Z8pH45FtpQw2+PJLnWYMr1mR2oVAoHf/SvHz5UmW+VfXq1aVVXqW/lPft2ycnWDlx4kTOs6iHDx+mqKgoTtvyhe8sC8uYvnv3jv73v/9Rs2bNyNjYmIyNjalZs2a0cOFChcGvtlwLiPjnd2lyfWtSuckSeGoruVyVOLI2AiSiD4UXJiYm1K9fPzp48KDKBPxDhw5xPvYXL14o/cGiy2Ce6MPM2Jo1a2jChAkUHBxMa9eulV53evQQ6YMynaNJsmdsbCwZGxtTly5dyNDQUHpDX7RoEaeqLy6J19pUg+erBK8Jmui/lYZrMrtAIFAYoFy/fp0qVaqktJ029J90hbZmddWNaVxcHO8KOG1cp5rqTbFc33wqN7UReGqaXJ6QkECjRo0iGxsbMjc3pwEDBsh9nrQVILHYHhUVFdGmTZvk7MeUoY0xLY8nAXq+HPRBmY4xNjZWKEx48+ZNMjExUdmWbz5SWbjkWz148IDzSxv9fSy4Bld8JQOaN29Ozs7OJBQKqUmTJuTs7Cx9NW3alMzNzVVqarHqP61Zs0Zjex6+sM6y8B1TZbOOqtDGdcqa3yWB5frmk4+kjcCT9X7DIo7MN0BSBR/bI2NjY073IyLtjKkmM6Wpqak0ZswY6ePLMWPG0K1btzgdu54vA331pY7p3LkzrKyssHnzZmllUH5+Pr777ju8evUKp06dUtrWzMwMN27cQJ06dWBubo7ExETY29vjwYMHcHR0REFBgcJ2/fr1Q3x8PEpKSuDu7g53d3d07NgRTZs2/SjnyNJfUVERunbtioiICDRo0IB3n6yVgiKRCNbW1nBzc4OHhwc8PDxUVprNnj1b+m9ISIiMZY2hoSFq166N3r17w9DQUOXxpqWl4dq1aygpKYGzszPq16+vcntHR0fcvXsXdnZ26NixIzw8PNCxY0c4OjoqbaPpmFpbW2PPnj3w8PCQWR4TE4O+ffvixYsXCtvxHdPSVa26pEqVKjh+/DiaNWsm83m6f/8+mjRpgpycHIXtNP08ca3cfPjwIedzqVWrlsLlrPebdu3aYcCAAejXrx+sra05H4eJiQlu3bql9Hj48PLlS+zcuROrV6/GrVu3lFY0e3p64qeffsI333yjdp/aGFMJfCu99+zZg8DAQLRs2RJt27YF8MEm7/Lly9i+fTv8/f05H5uez5jyjgq/NDRJ9uSTj1QaPvlW2lCDZ83v0sSsmbVSkDWZfdOmTQpzndShif5TRkYGbd++nUaMGEEODg4kFArJzs6O+vXrp7SNJmPKOsvCd0yVPQpWhTauU9b8LtbruzzQdXK5h4cH/fnnn8ztWWyPdu/eTfb29hQeHk7nzp2Tezz5seA7U1qnTh365Zdf5JbPmDGD6tSp89GOU8+nhX6mrBzIz8/H1q1bkZqaCiJCo0aNMGDAABgbG6tsN3nyZJw/fx5RUVFo0KABrl69imfPnmHQoEEYNGgQZs6cqbBddnY24uPjpXpRycnJaNasmXQWw8vLS7pt/fr1Ubt2bQwbNgze3t4KzYtTUlKwdetWbNy4EYsXL8bAgQOZ+ytNSEgIxGIxk1mzpvpvL168wO3btyEQCNCgQQPY2Nio3P7y5csoKSlB69atZZZfvHgRIpEILVu2VNhOG/pPubm5SEhIwM6dO7F161YQEYqLixVuq8mYajKrC3AfU6FQiOHDh8PExETl/krrhmnjOmXVm2K9vgGgffv26NixIzw9PdGuXTs5bbTSnD9/Xjqjoo7c3Fw8ePAATk5Ocuu43m/++usveHl5QSwW46+//lLZn6+vr8LlUVFRmDp1KoKDg9GiRQu581M1mxgYGIiDBw/CxMQE/v7+GDBgANq1a6fyOAAo1AyUGJqX1QzUxpiyzpSamJggKSkJ9erVk1l+9+5dNGvWDHl5eZyOS89nTnlGhHr4oQ0/OiLV+VYfQw2ea36XJmbNEvhWCrIms7dq1UphtePevXvJ1dVVaTtW/acjR47QlClTqHXr1mRkZEQtWrSg4OBgOnDgAL169UppO03GlHWWhe+YCgQCateuHS/dMG1cp9pQ5ifi53TAJx9JW3ZZXBEIBNLcvtI5V2Vf6gpgFG3PpTiI1faIT06hNsaUdabUy8uLNmzYILd8w4YN1LVrV0770PP5o58pKwdu376N8PBw3Lp1CwKBAI6Ojhg7dqzK/KDS8M1HYs23YlWDZ+3P09NT6T4FAgGio6OVrs/NzZUqtJeUlAD4kNs0aNAghIeHK52FGTFiBE6dOoWVK1eiffv2AICEhASMGzcOX3/9NVatWqWwnZmZGZKSkmBvby+z/P79+2jatCnevn2r9FhLb7t9+3bs2LEDqampcHd3V3qOQqEQNjY2CAkJwYgRI1CxYkW1+wc0G1OAbVaX75hqmlOmiWsBizK/pk4HALd8pKKiIkRERGDlypVIS0tDgwYNUK1aNRgZGSErKwupqalSBfxp06YpnXXV9H7DB3U5W6rytB4/foyaNWsqXHfhwgW0adNGo2MDtDOmrDOlq1evxowZM9C3b1/puVy4cAFRUVGYPXs2qlWrJt1W2Uykns8ffVCmYzRJ9oyLi0PHjh1598k38VpTdN0fwB5csSazW1lZ4dChQ3KPQs6dOwcfHx9kZWVxOu7379/j6NGj+OWXX5CUlKQ0mTksLAzx8fE4c+YMRCKRNNnfw8NDzralvOE7piKRCBkZGTpP9GdFG9c3VwsqCayBJ+v9ZvPmzejXr5+cjVdhYSF27tyJQYMG8TpfLrDaHklISUnBo0ePUFhYKLNcWYCjDVs34MOP5Hnz5mHr1q0oKSlR+hlWZc1WGlU2bXq+AMp1nu4LRJNkT7FYTDVr1qQpU6bwSqbWhem5NvvjK+ZJxK7HxJrM3q9fP+rYsSNlZ2dLl2VlZVHHjh1VSmJI4KL/pIykpCQKDw+nb7/9lsRiMVWpUkVtG5YxJWIr4ec7pqUfmyni5cuX9Ouvv3I6Xj6w6k1pcn3r2taL9X7DKo4sITk5mY4ePUoHDhyQeamC1fYoLS2NmjZtqlDegsux8oWv5IsePXzQB2U6xtjYmO7evSu3/M6dO2RsbKyyLWs+kgRd+23y7U8TMU/W4IrVj+6ff/4he3t7qlixojTvydLSkhwcHOjRo0dK27HoP5Xm6tWrtHz5curZsydZWlqSSCSili1bKt1ekzGNiooiAwMDatOmjTQHrW3btmRgYKBUlZ2I/5gqqmQtKSmhY8eOkb+/PxkaGnISOuWLps4TLJ8nXVdust5vWMWRNQmQWG2PevToQd988w09f/6czMzMKCUlhc6cOUOurq4UHx+vsi0LrJXeevRwQR+U6RhtJXty8aOToGu/Tdb+NBHzZA2uNJEMyMnJoYiICBo9ejSFhIRQZGQkFRYWqmzTtm1bWrlyJb148ULldmXp2bMnVapUiUQiEbVo0YJCQkLo4MGD9Pr1a5XtNBlT1lkWTcb0/v379Msvv1DNmjVJKBTSwIED6eTJk7wKWfjCV5lfk8+TtpwnuML3fqOpOLKmARKL7ZGVlZV0ttHCwoJSU1OJiOj06dPUvHlzte35og/C9HxM9EGZjlm1ahXZ2NjQmDFjaMuWLbRlyxYaM2YM2dra0qpVqzhP9ROp9qMrjbb877jC2h+rWTORZoHAp+BHxzUIK4smY6rJrC6fMS0oKKDt27dTp06dyMjIiHr16iWdpUtOTuZymhrBV29Km58nPpWbLPC938yaNYtmzZpFAoGAJk6cKH0/a9YsWrBgAW3fvp3evXuntD++AZI2bI8sLS2l17W9vT1FR0cT0YexVXedaoKunzzo+TLQB2U6RlWpOdeyc775SCz5VoWFheTh4UG3b9/mfY6s+V2amDUTlU9wxSV35sCBA9IZtLLbcc25UfVI9Pz580rXaTKmuirht7KyIjc3N4qIiJCR9+ASlGlynbLmd2niJ6nrfCTW+w2rODLfAEkbtkcdOnSg/fv3E9EHWY3u3btTQkICDRo0iJycnHifgzp0/eRBz5eFQXkXGnxpSOQaWPj555+xY8cOPHnyBF26dEFYWBj8/PzUim7m5eXBzs5Obrmtra1SwUKxWIybN29CIBDwPk6W/gDA3d0dmzdvxty5cwF8qEIqKSnBkiVLVEo7SDA2NsawYcN4Hy+LZEB6ejp69eqFGzduSIUqJccMQKZ6ys/PTyr54Ofnp3Sfqqquvv76a6bKNE3G1NfXF1OmTMGVK1cUlvCXFhgtW+HGZ0zfv38PgUAAgUAAkUik8pjKosl1GhUVBWtrawwePBienp5wc3NTKEJbFtbrGwBsbGyklZvDhg3jVLmpiV0W6/2mUaNGuH79Om9x5MaNG0ulYlq3bo3FixfD0NAQa9askZOPAT7IwmjK9OnTkZubCwCYN28eevToATc3N1hZWWHXrl0K22gyphMmTEBcXBwOHjwoV+kdEhKitNJbjx5OlHdUqIc7rPlIrPlWEyZMoClTpvA+Ttb+NBXzZKkUZE1m13VyMWtlmiZjyjrLwndM8/PzaevWreTp6UnGxsb07bff0r59+0gsFnN6fMl6nbLmd7Fe30Ts+Uia2GWxwCqOfOzYMdq7dy8RfUj6b9iwIQkEArK2tqbTp09/tOMtS2ZmptoKY9Yx1WSm9N69exQaGkoBAQHS6tajR49+FMsrPZ8m+qDsC4A134pVDV6T/K6MjAyaMWMG+fj4kJeXF4WGhtKTJ0/UniNrcMWazM6aXBwZGanwsdC7d+8oMjJSaTvWyjQi9jFlRRPZF8mXVo0aNUggEFD//v3pxIkTKhP9teEEIembS36XNvwk+eYjsQaerJiamkofQ5YmPT2dzMzMeO1LVYCkDQ/TTZs28ZI0kcA6pqyV3rGxsWRsbExdunQhQ0ND6fguWrSIevfuzfs49Hye6MVj/+Now48OYFNm10QNntXfkxV7e3sEBQVhzpw5MstnzpyJLVu2ID09XWE7Vj+6SpUq4cqVK7C3t0fdunWxbt06eHp6Ii0tDU2aNFHaTplQamZmJmxtbVWKRhYVFcHHxwe5ublISkrCwoULMXbsWKXblxfa8PgrKSnB8ePHsX79ehw8eBBmZmbIzMxUuC3rdaqJMj/r9c3qPCFpU69ePbRs2VLOU7K0L6g2YBVHjoyMRJ8+fVR6epZGGx6mNjY2yMvLQ8+ePREUFITu3bvDwEB9Zg7rmLJ6wrZt2xb+/v6YMGECzM3NkZiYCHt7e1y+fBl+fn74999/1R6zns8ffVD2H6e0BY0qRejPQQWaj1lzWVgDAW9vb/j7++P777+XWb5x40bs3LkTx48fV9jOzc0NISEh8PPzQ//+/ZGVlYXp06djzZo1uHLlCm7evKmwnVAoxLNnz+TMuRMTE+Hp6YlXr15JlyUlJcm1f/v2LQIDA+Hj44NRo0ZJlyszQ9ZkTFlhHVNlvHjxAlu2bMGECRO0eZiflPOEpnZZfAkICMDTp09x4MABqaVXdnY2/Pz8YGtri927dytsxzdA0obtUXFxMY4dO4YdO3bgwIEDMDY2hr+/P4KCglQamrOO6c2bN9G9e3cUFBSgWbNmEAgEuH79OoyMjHD8+HGFpvDAB2u2GzduoE6dOjJB2YMHD+Do6IiCggKlx6Pny0EflH0haOJ/d+/ePaSlpcHd3R3GxsYgIrWJ1Sz9LVy4EHFxcTh37hwKCgrQokULqZ1Qhw4dVCZhswYCrH50x48fl35ZpKeno0ePHkhNTZUmF3fq1EmmH2dnZwgEAiQmJsLJyUnmi+r9+/e4f/8+unfvLvNlJxQKZYoIAMgVFUj+FsoCck3GlBW+Y3rp0iW0aNFCmuRf9vp69+4dDhw4gL59+6rsl+91evPmTeYgjPXzxGrrpWv+/fdfuLu7IzMzE87OzgCA69evw87ODidPnlTqUckaIAHasT3Ky8vD/v37sX37dpw6dQo1atRAWloav5PnAMtMaY0aNbB79260a9dOJijbv38/Jk6c+FGOU8+nhz4oKwfS0tKwceNGpKWlYcWKFbC1tcWxY8dQs2ZNpb+yAHY/Olb/u8zMTPTt2xcxMTEQCAS4e/cu7O3tMXToUFhaWmLZsmVa7U8CF7PmsrAGV9r0o3v16hUqVaqkMBCYPXu29N+QkBCZYMjQ0BC1a9dG7969YWhoKF2uzty5NKqMngG2MWWF75iWfaRrYWGB69evS6v1nj17hmrVqikdf9brVMKLFy9w+/ZtCAQCNGjQQG4WsyyaXN8mJia4cuWKnF9pcnIyXF1dpVWEymD5gcR6v8nNzcW2bduQmJgIY2NjNG3aFIGBgRCLxSr7k6CrAKksL1++xM6dO7F69WrcunVL7eeWZUxZmDx5Ms6fP4+oqCg0aNAAV69exbNnzzBo0CAMGjQIM2fO1Hqfej5BdJvCpkeTZE9WPzrWxGtWNXhNEr2J+It5EmlH/00XsOo/aQrLmOqKst6Xpa81IqKnT5+SQCBQ2p71OmXVm9Lk+mat3GS1yyrv5HKJNZyTk9NH/ezl5ubS1q1bycvLi8RiMdnb21NoaKjChHwJmliQsVR6FxYWUv/+/aXaa2KxmIRCIQUFBX1Uxwo9nxb6oEzHtGnThpYtW0ZE8mKe1apVU9mW1Y+OVZmdVQ2etT9dmzWXB5cuXaILFy7ILb9w4QJdvnxZZpk2KtM0HVNdlPBzCcpUfaGzXqesyvyaOB2wVm6yBp6a3G+I2IzFWQIkTQgICCBTU1OysbGh0aNH09mzZzm1Yx1T1kpvCffu3aOoqCjatWuXTmVO9Hwa6IMyHWNqakrp6elEJHuTvH//PlWoUEFhG0396FiV2VnV4Fn707VZc3nAR/+pXr161KVLF9q1a5fSsUhOTqZp06ZRlSpVaPPmzXLrNRlTXc2yaBqUsV6nrHpTmjodsDhPsAaeLPcbInZjcdYASRMCAwPp0KFDVFRUxKsd65iyzpTGxsbyOj49XyZ6RX8dY2lpiYyMDNSpU0dm+bVr11C9enWFbSQq8NevX0e3bt2U5iMpg1WZnVUNnrW/V69eIT4+HrGxsZg+fTqSk5PRrFkzaWWcl5eX0j4/FVJSUuDi4iK33NnZGSkpKXLbRkREYMaMGRgwYIDKyrSTJ08qTFrXZEynTp2KefPmSUv4JXh6emLFihUajII8KSkpePr0KYAPif6pqanIyckB8CFHSBWs1ymrMr8mTgcAm/NEbm6uQrmMly9fyuWYloblfgMA48ePR506dXDq1CnY29vj0qVLyMzMREhICJYuXaq0nUAgwK5du9CtWzdOshTaYNGiRUoLDy5cuCD9G5WFdUyfPn2qMH83KCgIS5YsUdru66+/RpUqVdC/f38EBQV99EpfPZ8o5R0VfmlMmjSJOnToQBkZGWRubk53796lhIQEsre3p1mzZqlsy5qPxJpvxaoGr638ro9t1lweVK5cWeFjybNnz5KlpaXSdleuXKGwsDD66aefaMSIERQaGkp79uyhzMxMXv3zGVPWWRa+KPI/5ON9yHqdsuZ3aXp9s+QjeXt70/Tp04now98iPT2d3r9/T/7+/ipnLVnvN6ziyKwerZp4mDo4ONDLly/llickJFDFihWVtmMdU9aZUkl+Xbt27UggEFCTJk1o0aJF9PjxYxVnp+dLQx+U6RhNkj355CNpC12qwevarLk86NevH3Xs2JGys7Oly7Kysqhjx44qH0GzosmYVq9eXfr4qXRQtm/fPrK3t9faMT548IDTSxUs16k2lPn5wpqPxBp4st5v+BqLS2ANkIjYbY90bUG2atUqsrGxoTFjxtCWLVtoy5YtNGbMGLK1taVVq1Zxyr1LT0+nefPmkZOTE4lEIvL09OR93no+T/RBWTnBkuzJ6kf3qSAUCsnW1pZ69+5N4eHhzD6BfNGlH90///xD9vb2VLFiRfLw8CAPDw+ytLQkBwcHlbMMrGgypprM6n4qHn8s+V2aoEnlpiY/kPjebzp06ED79+8nog85W927d6eEhAQaNGgQOTk5KW3HGiARsdse6dqCTFtPAoqLi+ngwYPUvHnzz+ZJgB7N0QdlOkaTZE9t+tFxoV27djRt2jQ6ceIEk7ccXzQNwlgCgfKQDMjJyaGIiAgaPXo0hYSEUGRkJBUWFn6UvjQZU9ZZFr5jmpmZKfcI5+bNmzR48GDy9/enbdu2qTxOXV+nmqBJ5SYLrPcbVmNxTQIkTTxMCwsL6euvv6Z27dqRmZkZhYeH8zthHZKQkECjRo0iGxsbMjc3pwEDBtCRI0fK+7D0/EfQB2U6RiwWU82aNWnKlCm8vzBZ85FYWbBgAXXr1o3Mzc1JLBZTmzZtaMqUKXT06NGPWhnJ16yZiD240lQy4FOBZUwl8J1l4TumAQEBMl+6z549o0qVKpGTkxP5+vqSWCxWWFkqQZPrlCW/SxNY85FYA09N7jdlUWUsXhrWAEkyc6zoVfbxXmJiotwrISGBatasSSNHjpRZrgxdB/PTpk2j2rVrk6GhIXl7e9O2bdtU6uHp+TLRB2U6RpNkT13nI0koLi6m8+fP08KFC6lbt24kFovJ0NBQ6/2winkSsQdXukpmLwuL/hMLmowp6ywL3zGtXbu2jDTFkiVLqG7dulKJgyVLllDr1q3V9sv3OtVUb4oF1nwk1sBT0+Tyu3fv0rFjx6SPdBUFZdoIkPiiqDikrHSHukeIuv7R2bZtW1q5ciW9ePFC6/vW8/mgD8rKEb7JnrrOR5KgKzV4VjFPIvbgSlfJ7BJY9J80qUzTZExZZ1n4jqmRkZFMIr+XlxdNnDhR+v727dsq9cYk8L1ONXWeYEHTfCRNfiDxud/wUbvXRoBUGi6BINfiEHUFIkS6+9GpRw8X9EFZOcM32ZM1H4kl30oTNXiW/ljFPInYgytNktlZ6NGjB33zzTf0/PlzMjMzo5SUFDpz5gy5urpSfHy80naslWmajCnrLAvfMbW1tZWKeEqOec+ePdL3d+7cUSnmyXqdapLfVV6FDJr+QOJ6v+Gjdq+tAEkT2yNN+Jg/Og8cOCC9P5edFf/Ys+R6Pk30QVk5octkT9Z8K1Y1eNb+jI2NFVqx3Lx5k0xMTFT2yRpc6dqPjlX/ibUyTZMxLQ2fWRa+Y9qjRw8aMmQIvX//nqKiosjQ0JBevXolXX/o0CFydHRU2h/rdcqa31UexSGa2mXxvd+wqt1rAp9A8L9gQcaF0m4V/2VPXj3/HfRBmY7RRrIn33wk1nyrrKwsOnDgAAUHB5OLiwtVqFCBXF1dafLkySpv6Kz9sYp5EmkeXOnKj45V/4m1Mk2TMS0L31ldrmN69epVsrKyIkNDQxIKhVJBTwlBQUE0YsQIpe1Zr1PW/K7yKA5hDTxZ7zd8rKu0ESAR8QsEy9uC7FORfNHz6aEPynSMJsmerH502kpm56oGz9qfNsQ8+QZXuvajY9V/4lOZVhptjCnfWRaWMX3+/Dn9+eefCsWRDx06RPfv3+e8L67XKWt+V3kUh7AGnqz3Gz5q99oIkCT9cA0ECwsLKTw8nBwcHMjAwIAaNWpEXbp0oR49elD79u3JysqKjIyMqH///krzIVnHlHWmNDIyUqEjy7t37ygyMlJpOz1fFvqg7BOCNR+JNd+KVQ1ek+R5VjFP1uBKm5IBXGDVf9IE1jFlnWXhO6Zctlm4cKHSdbp2gtB1cYgiPrYFGR+1e20ESETstke6tiBjnSkVCoXSWbXSvHz5Uv/4Uo8UfVCmA7SV7Mmaj8Sab8WqBq/r5Hki9uDqv+BHx1X/iYhbZZq2YJ1l4Tum1apVUzkT9r///U9lNZyunSDK4/rmE3hq637DonavSYDEanvECmswzzpTKhAIFGoEXr9+nSpVqqTh2ej5XNAHZTpAW8merPlIrPlWrF9umuR3sYp5aiO4+i/70WlSmaZrgdTScBnTfv36Ub169RTOIixevFitbpiu7LgkaCN/kW8+Ep/AU9P7jSYSLJqiS69d1mCe70xp8+bNydnZmYRCITVp0oScnZ2lr6ZNm5K5uflH1ZnU82khICKCnk8CNzc3hISEwM/PD/3790dWVhamT5+ONWvW4MqVK7h586bK9mlpabh27RpKSkrg7OyM+vXrc+r3xYsXuH37NgQCARo0aAAbGxtO7fj2t2fPHgQGBqJly5Zo27YtAODChQu4fPkytm/fDn9/f0793r9/H9u3b8eOHTuQmpoKd3d3REdHc2r7/v17HD16FL/88guSkpLw/v17Tu0+NoMGDcLz58+xbt06NGzYEImJibC3t8eJEycQHByM5ORkhe34julff/0FLy8viMVi/PXXXyqPydfXl9OxqxvT4uJi9OzZExkZGYiLi0PFihUBAMuWLcPUqVOxZcsWBAQEqO2H9TplheXzFBcXBy8vL7Rv3x7x8fG4desW7O3tsXjxYly6dAl79uxR2O7mzZto3Lixtk9BKTY2Njh37hzne8SnCOuYTp48GefPn0dUVBQaNGiAq1ev4tmzZxg0aBAGDRqEmTNnymw/e/Zs6b8hISEwMzOTrjM0NETt2rXRu3dvGBoaanZCej4Pyjsq/NLQJNmTNR+JNd+KVQ2etT9tinnyrRT8r/vRsUoU8B1TbZbw8xnTvLw8at++PXXo0IHy8/Pp119/JQMDA7W+l0SauRawoElxiKaVm3ztsljvN6wSLJpQXh6mfMeUdaZ006ZNCv8WevSURh+U6RhtJ3tyyUdizbdiVYNn7U8bZs18g6tPxY+OT2VaaXRtgE3EPqbZ2dnUrFkzatSoERkYGNCWLVs49aeJawELmhSHsOYjsQaerPcbTczBWdG17ZGmwTzfSu9Lly4prC6+cOECXb58mekc9Hx+6IMyHVMeyZ6s+VasavCs/bGKeRKxBwKfih8da2WaJmPKOsvCd0xLJ56vXr2aKlSoQP7+/pyT0jVxLWDJ79Ikf5G1cpM18GS937BKsGgDPrZH5WFBxjpT2qpVK4qKipJbvnfvXnJ1dWXap57PD31QpiP+K8mefJLZtaEGz6c/VjFPok8nuGKFtTJNkzHVVQm/Jl6QROzXqTaU+fkWh7BWbvINPMvjfqOtAgG+tke6tiBjnSk1NTWVXmOlSU9PJzMzM8770fN5o0/01xH/pWRPrsnsnTt3hpWVFTZv3gwjIyMAQH5+Pr777ju8evUKp06d0mp/QqGQ0/4EAoFGCfgfI5ldFzx9+hSrVq3ClStXUFJSAhcXF4wZMwZVq1ZV2kaTMRUKhXj27JlcwnxiYiI8PT3x6tUr6bLyHFPW67Rt27bw9/fHhAkTYG5uLi2euHz5Mvz8/PDvv/9y6p9PcUhRUREGDx6MnTt3gohgYGCA9+/fo3///ti0aRNEIpHCdiYmJrhy5QoaNmwoszw5ORmurq7Izc2VWV5e9xtNCgT69euH+Ph4lJSUwN3dHe7u7ujYsSOaNm2qsl1ISAjEYjH+97//8eqP75hKePnyJXbu3IkdO3bg/PnzaNy4MYKCgtC/f3/UqFFDaX9WVlY4dOiQtOBGwrlz5+Dj44OsrCxex6/n80QflOmYyMhIBAQEoEKFCjrv++zZs9i2bRv27NmDgoIC+Pr6YsCAAfDy8lK4/c2bN9G9e3cUFBSgWbNmEAgEuH79OoyMjHD8+HE4OTlptT++sAYCQqEQT58+ha2trcqgRdPg71PF2dkZAoEAiYmJcHJygoGBgXTd+/fvcf/+fXTv3h27d++WLi/PMWW9Ts3MzHDjxg3UqVNHJih78OABHB0dUVBQoLJfTa5vvpWbrIGnru83rAES8OEasra2xuDBg+Hp6Qk3NzeZYFIZP/74IzZv3ox69eqhZcuWMDU1lVm/fPlyhe208aOTT6V3QEAAnj59igMHDkgrjLOzs+Hn5wdbW1uZz5OeLxd9UKZjLl++jJKSErRu3Vpm+cWLFyESidCyZUut9/nzzz9jx44dePLkCbp06YIBAwbAz88PJiYmatvm5+dj69atSE1NBRGhUaNGGDBgAIyNjT9Kf3z4koKr9u3bo2PHjvD09ES7du3kvni0ia5nWeLj4zlt5+7urnQdy3Vao0YN7N69G+3atZMJyvbv34+JEyciLS1NYTtNru+4uDh07NhR/cmWgTXw1PX9hjVAAj4EKPHx8YiNjUVcXBySk5PRrFkzeHh4wMPDQ2mw6+npqXSfAoFAaZCk6Y9OCVxnSv/991+4u7sjMzMTzs7OAIDr16/Dzs4OJ0+eRM2aNTn1p+czp9wenH6hlEeyp67zrT6l/K5PxY9O15VpROwl/HzHVF0umVAoJJFIxHQOqmDN79Lk+takcpPFLkvX9xttFgh8bCspInYLMiI2GZ2cnByKiIig0aNHU0hICEVGRkrdF/ToIdIn+uucTy3ZszzV4PnAGlx9an50fCrTNIW1hJ/vmGZnZyt8PXnyhKZMmULGxsYqzdqJ2K5TTZX5WdC1rdendL/R1MNUVxZkn4qMjp5PE/3jSx2jq2RPbSRe81GDL+/keZFIhIyMDNja2sosz8zMhK2trcriAq7J7P8FUlNTERcXJ33EU1hYCDc3N+zfv1/rfbm6umLy5Mno06ePzPJ9+/Zh0aJFuHjxosJ2mo5pSUkJNmzYgNmzZ0MoFGLWrFn47rvvlD6i1tQJgkt+18e4vvk6T9y+fRvh4eG4desWBAIBHB0dMXbsWDg6OiptU17J5ffu3UNaWhrc3d1hbGwMIoJAIFDZRiQSwdraGm5ubtJHllwU9zMzM9G3b1/ExMRAIBDg7t27sLe3x9ChQ2FpaYlly5Ypbcsypu3atcOAAQPQr18/WFtbqz2+sqSkpODRo0coLCyUWf5fKirSU46Uc1D4xdGvXz/q2LEjZWdnS5dlZWVRx44dtVqirg1ldj5q8NpUgmeBrx7Tf0WihCt9+/alKlWqkK2tLfXp04d+++03qTn9x4LvLIs2xnTv3r3k4OBAlStXpiVLlnB6fMrqBMFHb+pjXd9cnSeioqLIwMCA2rRpIxVwbdu2rVpfUF3dbyRo4tHK6mE6cOBA6tatGz1+/FhG++348ePUqFEjpe1Yx5SVtLQ0atq0qXRsyj6i16OHSD9TpnM+pWRPExMTJCUloV69ejLL7969i2bNmiEvL0/rfaalpWHjxo1IS0vDihUrYGtri2PHjqFmzZoKE29ZKgWB/5ZECRdYK9MA/mMqge8siyZjGhcXhylTpuDGjRsYP348pkyZIq1QUwfrdWpoaIgqVaqgf//+CAoK0qm3JN/KTXt7ewQFBWHOnDkyy2fOnIktW7YgPT1dYTtd329YPVpLw9fDtEqVKjh+/DiaNWsmU7Bx//59NGnSBDk5OQrb8RlTbcyU9uzZEyKRCGvXroW9vT0uXbqEzMxMhISEYOnSpXBzc1O5Xz1fCOUdFX6J6DrZkzXfilUNnrU/FjHPWbNm0axZs0ggENDEiROl72fNmkULFiyg7du307t375T2+an40WVlZdGBAwcoODiYXFxcqEKFCuTq6kqTJ09WmVysiUAq6ywL3zH18vIiQ0NDGjFiBGVkZHBuV7o9y3XKmt+lSXEIaz6SJnZZurzfsHq0So6TxfZIFxZk2pgptbKyks5uW1hYUGpqKhERnT59mpo3b660nZ4vC31Q9gXAmszOqgbP2p8mZs2swdWn6kfHtTJNkzH9559/yN7enipWrCitoLO0tCQHBwd69OiR0nZ8x1SSZG9paUmVKlVS+lKGJq4FEvgo82tSHMJauamJXZYuYQ2QiNhtj8rDgowFS0tL6XjY29tTdHQ0EX34LH8sH1o9nx76x5flhC6TPVkTr1nV4Fn700TMk1WPiTWZXde8evVKmuAfGxuL5ORkVK5cGe7u7vD09MSYMWMUttNUIDU3Nxfbtm1DYmIijI2N0bRpUwQGBkIsFittw3dMIyMjOY3Bd999p3C5tpwg+DhP6Lo4ZPXq1ZgxYwb69u2LNm3aAPhQzBAVFYXZs2ejWrVq0m0V3UN0db/x8fGBi4sL5s6dC3NzcyQlJaFWrVoICAhASUkJ9uzZo7SttbU19uzZAw8PD5nlMTEx6Nu3L168eKGwXUpKCjw8PNCiRQtER0fD19cXycnJePXqFc6ePYu6desqbMc6pps3b0a/fv3kBHkLCwuxc+dODBo0SGF/bm5uCAkJgZ+fH/r374+srCxMnz4da9aswZUrV3Dz5k2lY6PnC6K8o8IvDV0me+o6mV3T/ljNmonY9Zg+FckAoVBItra21Lt3bwoPD+ecFK3JmLLyqYypBK56U6zX94EDB6SPC8uarHM1XefiD6ro8Zmuk8tZPVqJNPPazcjIoBkzZpCPjw95eXlRaGgoPXnyRGUb1jFlnSk9duwY7d27l4g+/F0aNmxIAoGArK2t6fTp0yqPVc+Xg4H6sE2PNhk/fjzq1KmDU6dOKUz21CZ+fn4APiT2duvWTWni9X+lv/79+2PKlCmIioqCQCBASUkJzp49i4kTJyr99SkhJSUFLi4ucsudnZ2RkpKitF2FChXw7Nkz2NvbyyzPyMiQKRoobxITE5kS0TUZUwl8Z1lYxzQ/Px8nT57EnTt3pEneXbp0UanKrwlllfnDwsJUKvOzXt9+fn5S5wnJPhShaiavpKSE+4mVQpf3GwBo1KgRkpKSsGrVKohEIuTm5uLbb79V69EKfPAi/X/t3XlYVdXeB/DvAUERxIEpp6vggBMYSJokCKkpaUgOgUNo5TW7OGQk5pSZvk+pj77da0822C1pEMPyzQYFjEHEMWQQUFPQUgZR0F7FAS5nvX/4cF5Ph8Owz+HsfTjfz/PwpOucvfc6q438WHut32/t2rU6ZY/WrVuns9nkrx555BHNRpOmkjqmQk96jytXrjS4OWX8+PGaP3t4eKCgoACVlZXo3Llzo+lCyILIHRVaGjkWe5p6MbvU6xmSzLNLly7iyJEjOu0ZGRmiU6dOeo8zdcoAQ5WXl4v09HRx+PDhelOA/JUhYyp1lkXKmH7//ffCxcVFZ5bCxcVF7Nu3r9HPKYXU9V3msjlECPNaXH769GnRvXt34eTkpEkC7OTkJLp37y7y8vL0Hufv7y9WrFghEhMTxe3bt1usf8Z68mCqJLdknhiUmZgciz1NvZjd0OtduHBBxMfHi927d2sWDTdGanAldTG7qUndmVZHyphOmjRJTJ48WZSXlwsHBwdRUFAg0tPTxfDhw8WhQ4f0HtfcMc3IyBA2NjZi6tSp4siRI+LGjRvixo0bIiMjQ0yZMkXY2trWG3DLxZD729RlvUz9742hAZKUskemKkFm6E5vQ3K4keVgUGZio0aNEnv37hVCCDFjxgwxYcIEcfjwYREZGdloKRmpTF3/Tur1mpPM868MCa7MoR6d1J1phoypIbMszRnTkJAQMX/+fL3nmj9/vggJCZH4KbQZY32XId9Ppi7rZep/b+So0VrHVCXIpM6USk1yS5aFQZmJybHY09QLr6Vez5BizUKYR3AllZOTk0hJSdFpT05OFs7OznqPM2RMTTXL0qlTJ5Gbm6v39ZycnAYfQTeHMfJNGfL91NzKE4aSa3G51ADJkFq7Z86cER9++KGIiIgQXbt2FU5OTiIsLMzQj6JD6kypITncyHIoZyWzhZBjsachi9mlZIOXer2SkhLExcVh165d2LRpE4YMGYLZs2dj5syZ6NGjR6Of097eHvPnz2/0ffVRej26O3fuwM3NTafd1dW1wcoKhozpkCFDkJubCw8PD4wYMQKbNm2Cra0tPv74Y53/t/Vp6pjeu3cPjo6Oes/TsWNH3L9/v8FrNfU+fXhxt9SF3lLu77rKEyqVCmPGjNFbecLY5Fpcfv78eeTk5CAnJwe5ublwdHRsNGO9vhqmXl5eDdYwDQ8Px6FDh6BWqxEYGIjAwECsWLEC3t7eRv9cABAVFYWYmBid9DvFxcUNptGpqqqqdxPJ9evXddJrkAWTOyqklid1vZXUbPDGWDzfnGSeD8vPzxf79+9v8qMoc6lH9+STT4rp06eLu3fvatru3Lkjpk+fLsaMGdOkczR3TKXOsjR3TL29vetN4lnn008/FV5eXnpfl3qfSl3fJeX+NnQ9khAPZihXrVolIiIiNLN9+/fvb3ARfB1TLS43pEar1BqmdRtCli1bJn7++edmPSaVMqZSZ0qlJrkly8KgzAJIXW8lNRu8sRbPN7VYsxDSgyupi9lNTerOtL9qzpjWp6KiotEf6M0d061bt4ouXbqIn376See1H3/8UTg5OYmtW7fqvZ7U+1Tq+i5D7m+p65GkBp6mXlxuSIAktZSUqUuQSd3pbUgON7IcDMoshJT1Vvb29qKoqEgIof3D7uLFi6Jt27ZGv16dpibzfJjU4MqcUgZI2ZlWR8qYStXcMa2trRXTpk0TKpVKDBgwQDz77LPi2WefFZ6ensLKykpMmTJF1NbW6r2e1PvUkPVdUu9vqeuRpAaepl5cLjVAEsJ4ZY9augSZIU8CpCS5JcvCoIz0MnU2eKnFmoWQHly19np0hoypVFLHNC4uTkyePFkMHDhQDBw4UEyePFns2rWr0es19z41daWLhxlSeUJK4Cn34vKmBkhCSK9hWlFRIb777juxePFi4e3tLaytrYWLi4uYOnWqeP/99/VeT+qYSpkpra6uFkFBQeLcuXMNjgERF/pbkOYuZjc0G3xzr5eamorXX38d4eHhcHZ2buKneqC2tlaTYd3Z2RklJSXw9PREr169cO7cOb3HGbqY3ZTOnTuHbdu24cyZM1CpVBgwYAAWLlyIAQMG6D3GkDGVSuqYhoeHIzw8vNnXa+59aqxKF1I2h0itPNGpUyeUlpbC3d1dqz0rKwvdu3fXe5ypF5frq9E6efJkBAcHN3jsP/7xDwDABx98gA8++KDe1wDdygcuLi5wdnZGQEAA/v73vyMoKKhJ1S+kjmn37t2Rm5urVRP2hRdeaLAmrI2NDfLy8pi5nxond1RILU/qeiup2eDlWDwvNR+TudSji4+PF23atBGPP/64WLp0qVi6dKkYOXKkaNOmjfjmm2/k7p4WU4+p1PtU6vouQ+5vqeuRli1bJkaNGiVKS0tFhw4dxPnz58Xhw4eFh4eHeOutt/QeZ+rF5VJrtBpC6jWkjqlUr732mli+fLnRz0uti0oIIeQODKllPfPMM7C2tsYnn3xSb/27xraqFxYWIisrC2q1Gj4+PujXr5/Rrrdv3z6EhITAxsYG+/bta/C8Dc1AJCQkaOrsFRUVYdKkSTh79iycnJywe/duPPnkkw2e+2FKrEfn4eGB2bNn4+2339ZqX7t2Lb744gsUFRVp2ow1psbU0JhaW1s36Rz66kLWae59evLkSajVap3UBsePH4e1tTX8/PzqPc6Q76eIiAiUlZXh+++/19RJvHnzJsLCwuDq6opvvvmm3uNqamowd+5cxMXFQQiBNm3aoLa2FjNnzsTnn3+udwwLCgoQFBSEYcOGITk5GaGhocjPz0dlZSUyMjLQp0+fBseoufLy8iTVaDWGa9eu4dy5c5q6qS4uLg2+X+qY1mnuTOmiRYsQGxuLvn37ws/PD/b29lqvb926tQmfklo7BmUWwNnZGcnJyfD29kbHjh1x4sQJeHp6Ijk5GdHR0cjKyqr3uLS0NIwePbpFr2dlZaUp1mxlZaX3nA0Va9ZHicGVVO3bt0dubi769u2r1X7+/HkMHTpUK1dZS45pS7CyskKvXr0wZ84c+Pj46H3f5MmT622Xep8OHz4cMTExmDZtmlb7d99912C+KanfT8CDXFaBgYGoqKjQfNbs7Gy4ubkhKSkJPXv2bLDPzQ08AaCsrAzbt29HZmYm1Go1fH19m1Qg3BDNDZAMUVVVpQl46nLPWVtbIzIyEtu2bdNbYL5Oc8e0qKgIzz77LE6fPg2VSoW6H6F1/87o+55q6PGtSqVCcnJyg9clCyHjLB2ZiNSF11Kzwbf2xfNyMNbONCU6ceKEWLBggejUqZPw8fER27ZtE5WVlU0+Xup9KjXflKH3t5Sdm1LKZcmxuNzQGq1SmLoEmbmk0SHzxKDMAkhdb3Xt2jWxbds24e/vL1QqlfDy8hIbN24Uly9fbpHrmbpYszmRujPNnMb07t274osvvhBPPvmkaN++vQgPDxeJiYmNHif1PpW6vkuO+rVSA09nZ+cmF6A3BqkBkiFMXYLMnNLokPlhUGYBjLHwujnZ4KVez9TFms1JQ3UaG6rZaK5jWlRUJIKDg4WVlZWoqKho1nFNvU+l5psyxvdTcytPSA08Tb24XGqAZAg7OztRUFCg056Xlyfat2+v9zipY8onAdSSGJRZqKZkZv8rQ7LBN+V6pi7WbAnMbUwvX74s1q9fL/r06SO6desmli9fLmpqapp1jqbep8aqPCFE07+fjLEzuTmB58KFC4Wjo6Pw9fUV8+fP1+zcrfsyNqkBUh0pZY9MXYJMjplSshxc6E+NysjIwFdffYU9e/bg3r17CA0NxaxZsxASEmKU89cVa87JycHgwYP1FmvWtzONdJnTmFZXV2Pv3r349NNPkZ6ejpCQELz44ot4+umnG9yo8FdS7tOqqiqtfFPe3t4N5pt62IULF1BYWIjAwEDY2dlBCNHophJDd0LXqa2txf79+7FmzRrk5uYqZnH5mDFj4OTkhNjYWLRr1w4AcPfuXcyZMweVlZU4ePCg3mPT0tIQEhKCJ554AocOHcKZM2fg4eGBTZs24cSJE9izZ0+9x+Xl5WHChAm4d+8ehg4dCpVKhezsbLRr1w4JCQlaBekb0tQxNeZOb6K/YlBGeq1cuRK7du1CSUkJxo4di1mzZiEsLKzR3UzNtW7dOs1/o6Oj9SbztLW1Nep1WzNzGlMnJyd06NABc+bMwfPPPw9XV9d63+fo6Fhvu6nu0zoVFRV47rnnkJKSApVKhfPnz8PDwwMvvfQSOnXqhC1btug91pCdm0DL/4JkKEMCpJEjR2L69Ol47bXX0KFDB+Tk5MDDwwMnT55EWFgYiouL9R579+5dfPnllzh79iyEEBg0aBBmzZoFOzu7RvtsjDFtTTu9SV4Mykgvf39/zJo1y2TZ4Hfu3ImIiIgWyTRuqcxhTB+eDavvh1rdDJS+mQtD79Pm5puKjIxEeXk5duzYgYEDB2qCh8TERCxduhT5+fl6r9W5c2dkZmbCw8MDffr0wY4dOxAcHIzCwkJ4eXlppTZ5mKkDT0NIDZAcHBxw+vRpuLu7awVlly5dwoABA3Dv3j2j9tPQMZUyU0rUGJZZIr2OHDli0usNGjQI2dnZzU7mSfqZw5impKQYdLzU+1RqvqnExEQkJCSgR48eWu39+vXD77//3uA1pZagkqNcllR2dnb4+9//3uzjpJY9AkxbgkzfTOm8efManSklagyDMtIiZzb4qKgoxMTE6AQQxcXFDSbzJP3MYUylJH41xn26ZMkSuLu74+DBg/Wu79LHkHqSq1evRlVVFQBgw4YNmDRpEgICAjTrkfQx9S9IhpASIAHSa+3u2bMHM2bMgJ+fH0aOHAkAOHbsGLy8vPD1119j+vTp9R4ndUyXLl0KGxsb/PHHHxg4cKCmPTw8HEuXLmVQRgbh40vSImc2eAcHB80swsMuXrwIb29v3Lp1y6jXMzeFhYX47LPPUFhYiH/+859wdXXFgQMH0LNnT71rdcx1TCdOnIgdO3bozTpvjPtU6vquiRMnwtfXF+vXr0eHDh2Qm5uLXr16ISIiAmq1Wu+CdH30rUdSYrmsxugLkE6ePNlggARIL3tk6hJkjzzyCBISEjB06FCtx6wXL16El5cXbt++3eB5iRokw45PonpJTeZpCVJTU4WdnZ0YO3assLW11eRJ2rhxY4OFpc11TB0cHOrNtm9MUvNN5efnCxcXFzFhwgRha2srpk2bJgYOHCjc3NzEhQsXmnTt8+fPiwMHDog7d+4IIUS96TRUKpUmLURzctPJyd3dXaxZs0an/c033xTu7u5NOseFCxdEfHy82L17d5MS39rZ2Ynz58/rtP/22286/x+NMaYODg6afj18n544cUJ06dKlSZ+RSJ+m7zcnixMbG4v79+/rtFdXVyM2Ntbo1xs3bhxWrFiBP//8U9N28+ZNrFy5EuPGjTP69czJG2+8gQ0bNiApKUlrx2RwcDCOHj2q9zhLGFOp92nd+i4AmvVdGRkZePvttxtc3zVo0CDk5uZi+PDhGDdunCY9QlZWVqMFvisqKjBmzBj0798fTz/9NEpLSwEA8+bNQ3R0tNZ71Wq1ZieqWq3W+6WE+qV1ysrK6n3UOHv2bJSVlTV4bFpaGgCgT58+mDZtGp577rkm1fYMCgpCenq6Tvvhw4d1UowYY0wDAwO17qu6R62bN29uMAUJUZPIHRWScpk6G7wxk3m2Nvb29qKoqEgIof3b+cWLF0Xbtm31HmeuYzp48OAm90/qfSolM7+h9SSff/55MX78eHH58mWt/48JCQli0KBBeo8zl3JZhtRolVr2yNQlyIwxU0qkD9eUkV5WVla4evUqXFxctNpzcnIQHByMyspKo1/TkGSerVmPHj3wzTffwN/fX2sdy969e/H666+jsLBQ77GtfUyNeZ82Jd+Ui4sLjhw50qRZnL+Suh7J2toapaWlOjncKioq4OrqqpjZsg8//BBvvvkmnnvuOTz++OMAHqwpi4+Px7p169CtWzfNe/+6Zuv69euIi4vDrl27cPToUQwZMgSzZ8/GzJkzdXa6PqypCYb/ur7QkDEtKyvD9u3bkZmZCbVaDV9fX0RFReldA0nUVAzKSIc5ZYO3FDExMTh69Cji4+PRv39/nDp1ClevXkVkZCQiIyOxdu1aubtoFJcvX8alS5dw584duLi4YPDgwXp3NBrrPm1uvqno6GjY2Njg3Xffbfbn69ChA06dOoV+/frpJEidMGECKioq6j1Ojl+QpJAaIP3VxYsX8fXXX2PXrl04e/YsAgMDjV59QMqY1tTU4KmnnsJHH32E/v37G7U/RABTYlA9wsLCAADZ2dkYP3683mzwLaW5yTwtwX/9139h7ty56N69uyYhZ93OtNWrVzd6vJLH9Pfff8eHH36IXbt24fLly3j490RbW1sEBARg/vz5mDp1qtYPfUPvU6n5pqqrq7Fjxw4kJSXBz88P9vb2Wq9v3bpV7zXr1iOtX78eQOPrkeoCT5VKhTFjxugNPJVCrVYb5Tzu7u544403MHToUKxZs0az3swYDBlTGxsb5OXlMUkstRjOlJFeps4GLzWZpyUpLCxEVlYW1Go1fHx8Gn2EpvQxXbJkCT777DM89dRTCA0NxfDhw9G9e3fY2dmhsrISeXl5SE9Px65du9CmTRt89tlneOyxx7TOIfU+lZqZ35B6kgUFBQgKCsKwYcOQnJyM0NBQ5Ofno7KyEhkZGTobBcypXJaxtHQpKUPH1JCZUqLGMCgjvU6ePAm1Wm2ybPDGKtbcGqWlpUlKsqr0MV22bBliYmJ0HiHV5+eff8adO3cwbdo0rXap96lc+aakrEcyh3JZhjJ1KSmpY7po0SLExsaib9++zZ4pJWqULNsLyCw89thjIj4+Xqf922+/FcOHDzf69ZycnEROTo4QQghHR0dx9uxZIYQQv/zyi3j00UeNfj1zInVnmiWMqdT71NT5pgzZuXnixAlx7NgxnfZjx46JkydPGqN7shs5cqR4//33xbVr10xyPaljWreLub6v4ODgluwyWQDmKSO9CgoK4Ovrq9Pu4+ODgoICo1+vtrZW8yjB2dkZJSUlAIBevXrh3LlzRr+eOSkpKUFMTAzS09Ph7e0Nb29vbNq0CVeuXGnwOHMa008++QTnz59v9nFS71NT55syZD1SVFQULl++rNNeXFyMqKgoY3RPdkeOHEFUVJTJantKHdOUlBS9X8bejECWhwv9Sa+2bdvi6tWrOok0S0tLtRbHGovUYs2WwNnZGQsXLsTChQs1O9NiY2OxcuXKBnemmdOYbtmyBQsWLICbmxtGjx6NoKAgjB49utGaiVLv082bNyMoKAi//vorqqurERMTo7W+qyVERkbi008/bfZ6JFP/gmQqxiolJaUEWWsdUzJzck/VkXKFh4eL0aNHi5s3b2rabty4IUaPHi2mT59u9OtJSeZpqf7zn/+IH374QTz66KNGT5Aqp9LSUvH111+Ll19+WXh6egorKyvh5uYmwsPD9R5jyH1aWloq3nzzTTFx4kQREhIiVq1aJUpKSoz2ef5q4cKFwtHRUfj6+or58+eLpUuXan3pY07lsi5cuCBWrVolIiIiNEl99+/fL/Ly8nTea4yyR5ZWgoxaNy70J72Ki4sRGBiIiooK+Pj4AHiQfsDNzQ1JSUno2bNni/ehKck8LYkxdqaZw5hWVVXh8OHDiIuLw5dffgkhBP7zn//U+14p96lc+aak7tyMiIhAWVkZvv/+e3Ts2BHAg3JZYWFhcHV1VUzOwLS0NISEhOCJJ57AoUOHcObMGXh4eGDTpk04ceJEs4u1N8XIkSMxffp0vPbaazq538LCwlBcXFzvceYypmRZGJRRg1p7NnhzYeqdaXLYv38/0tLSkJqaqkkIGxgYiKCgIAQEBKBz5856j5VynxqSmd/UlPALUlNIDZCABzVMw8PDdXZDVldXIy4urt6amgDg4OCA06dPw93dXeualy5dwoABA3Dv3r16jzOXMSXLwqCMyAz4+/tj1qxZCA8PN9lCaFOzsrKCi4sLoqOj8fLLL2tmL1qKueWbModfkKQGSID0skcsQUatCRf6U6OUnA3eUhw5ckTuLrS4rVu34tChQ9i8eTO2bt2qWewfFBSEgQMHNnp8c+9TQzLzy8He3h7z58+XuxsN6tSpE0pLS+Hu7q7VnpWVhe7duzd4rNBT3urKlSsNBugzZ87E8uXLER8fr9lBm5GRgddff13v7FodcxhTsiycKSO9lJ4NvrUz1s40c3T69GmkpaUhJSUFP/zwA5ycnFBaWlrve6Xep4Zk5peL0n9BklKj1dAapjU1NZg7dy7i4uIghECbNm00Jcg+//xzWFtbN9hnpY8pWRYGZaSX0rPBt3ZWVlYoKyuDq6trg4WeGyvubG6ysrKQmpqKlJQUpKen49atW/Dx8cHJkyfrfb8l3Kfm8guSlADJWKWkWlsJMrJQpt7uSebDErLBk3I888wzonPnzsLa2loMGzZMREdHix9++EH8+eefDR5nCffppEmTxOTJk0V5eblwcHAQBQUFIj09XQwfPlwcOnRI7u7puHDhgoiPjxe7d+/WVE1ozOeffy7u3bvX7GulpqY2+xghzG9MyTIwKCO9OnXqpMn54+HhIZKTk4UQD/7BtbOzk7NrFmfnzp31/sC6f/++2Llzpww9Mr6mBmF/ZQn3qbkEnlIDJCGklz1iCTJqTVhmifSqywYPQJMNPiMjA2+//bbissG3di+88AL+/PNPnfZbt27hhRdekKFHxrdkyRJMmjQJjo6OOq8dO3ZM73GWcJ+aS7mscePG4W9/+xveeOMN5OXlNetYqWWPLKEEGVkQuaNCUi5zywbfmqlUKlFeXq7Tnp2dLTp37ixDj4zP09NTXL9+Xaf98OHDomPHjnqPs4T7dNSoUWLv3r1CCCFmzJghJkyYIA4fPiwiIyPF4MGD5e3cQ65duya2bdsm/P39hUqlEl5eXmLjxo3i8uXLjR5rb2+vmfF8WFFRkXBwcGjS9YuKisSGDRvE4MGDhbW1dYMFws1lTMmyMCijZqmoqBBqtVrubliMRx99VPj4+AgrKyvh5eUlfHx8NF/e3t6iQ4cOLVLySg7z5s0Tvr6+4n//9381bWlpacLR0VFs3bq1WedqbfepOQaezQmQhDBe2aPWWoKMLAN3XxIpmLF2ppkDIQSmT5+O8vJyJCYm4ujRowgNDcWGDRuwZMmSRo+/cOECCgsLERgYCDs7O715r1oLcyiXVVtbi/3792PNmjXIzc1tcEejoWWPLKUEGbVuDMqIzMDOnTsRERGhU4KmtampqcHEiRNRVVWF3NxcvPPOO1i4cGGDx1RUVOC5555DSkoKVCoVzp8/Dw8PD7z00kvo1KkTtmzZYqLetzxzCTylBEhSyx4ZWoLMXMaULAODMiIzcPLkSajVaowYMUKr/fjx47C2toafn59MPTNM3QL9h926dQszZszAxIkT8corr2javb296z1HZGQkysvLsWPHDgwcOFBTZicxMRFLly5Ffn5+i/XfVMwl8DQ0QJJS9khqCTJzGVOyMHI9NyWipnvsscdEfHy8Tvu3334rhg8fLkOPjEOlUgkrKyuhUqk0Xw//ve7PDa0NcnNzE9nZ2UIIIRwcHDSLxYuKioS9vb1JPkdLe/7558X48ePF5cuXtT5jQkKCGDRokMy9+38jR44U77//vrh27ZrcXWmUuYwpWRbWviQyAwUFBfD19dVp9/HxQUFBgQw9Mo6LFy8afI6qqqp6Z2KuX7/eah73JiYmIiEhAT169NBq79evH37//XeZeqXLGDVam1L2yBglyMxlTMmyMCgjMgNt27bF1atXdfJulZaWatUKNDe9evUy+ByBgYGIjY3F+vXrAUBTlHrz5s0N1rc0J0oOPI1Vo7U5ZY/CwsI0JcjCwsL0nrOhEmRKHlOyXFxTRmQGDN2ZplRHjx7FyJEjm/TeqqoqXLp0CYMHD9ZqLygoQFBQEIYNG4bk5GSEhoYiPz8flZWVyMjIQJ8+fVqi6yY1ceJE+Pr6Yv369ejQoQNyc3PRq1cvREREQK1WY8+ePbL1zVg1Wk1dw1TJY0oWTObHp0TUBFeuXBEeHh6iY8eOIigoSAQFBYlOnToJT09P8ccff8jdPcn69u0rxo4dK3bv3i1u3bpV73vy8/PFihUrxCOPPCJiY2PrfU9paal48803xcSJE0VISIhYtWqVKCkpacmum1R+fr5wcXEREyZMELa2tmLatGli4MCBws3NTVy4cEHu7hmF1LJHUkuQWcKYkvnhTBmRmZCyM03pampq8NFHH+H9999HYWEh+vfvj27duqFdu3a4ceMGzp49i6qqKkyZMgUrVqzAkCFDdI5/6qmn8NFHH6F///4yfQrTKCsrw/bt25GZmQm1Wg1fX19ERUWha9eucndNIzY2FuHh4TqP/6qrqxEXF4fIyEi9x3bu3BmZmZnw8PBAnz59sGPHDgQHB6OwsBBeXl64c+dOvcdZW1ujtLQUrq6uWu0VFRVwdXVtcHbOHMaULAuDMiJShFOnTiE9PR2XLl3C3bt34ezsDB8fHwQHB6NLly56j3NxccGRI0fQr18/E/bWdMwp8DQkQAoICEB0dDTCwsIwc+ZM3LhxA6tXr8bHH3+MzMxMvbU0rayscPXqVbi4uGi15+TkIDg4GJWVlTrHmNOYkmUx3xXCRBaoKTvTzJWvr2+9O0wbExkZiU8//RTvvvtuC/RKfjY2NsjLyzOLhKZCT+LVK1euaNZC6rN69WpUVVUBADZs2IBJkyYhICAATk5O2L17t877fXx8oFKpoFKpMGbMGK0NL7W1tbh48SImTJhQ77XMaUzJsjAoIzIDzdmZZmmqq6uxY8cOJCUlwc/PD/b29lqvb926VaaeGY/SA09DAqQ648eP1/zZw8MDBQUFDZY9qtt1mZ2djfHjx+stQaaP0seULBODMiIzsGTJEri7u+PgwYP17kyzZHl5eZoZtt9++03rtdYyE6L0wNPQAOlhD5c96tKlC/StsFm7di0AoHfv3pJKkCl9TMkycU0ZkRlwdnZGcnIyvL290bFjR5w4cQKenp5ITk5GdHQ0srKy5O4itaCG8q2pVCokJyebsDf6GVKjVWrZI6klyMxlTMmycKaMyAzU1tZqZh+cnZ1RUlICT09P9OrVC+fOnZO5d9TSUlJS5O5CkwwaNAjZ2dmSarQuXboUNjY2+OOPPzBw4EBNe3h4OJYuXao3KIuKikJMTIzONYuLi7Fx40YcP3683uPMZUzJsujP9EdEijFkyBBN8e4RI0Zg06ZNyMjIwNtvv62T5d8c1dTUIDg4WOfxI5mXqKgoXL58Wae9uLgYUVFRDR6bmJiIjRs3NrvsUWstQUaWiUEZkRlYvXo11Go1gAc7037//XcEBATg559/xr/+9S+Ze2c47oZrHQwJkKSWPaorQfZX5l6CjCwTgzIiMzB+/HhMmTIFwP/vTLt+/TrKy8vx5JNPytw746jbDUfmy5AAqa6GaZ2m1jAdN24cVqxYgT///FPTdvPmTaxcuRLjxo2T8CmI5MOF/kSkCIsWLUJsbCz69u3L3XBmypAarVJrmBYXFyMwMBAVFRXw8fEB8GAXqJubG5KSktCzZ0/jf1CiFsKgjIgUgbvhzJ+hAZLUsketsQQZWSYGZUREZDRSAiSWPSJ6gEEZESnKw8lD7ezs9JbuodbF0BqmrbkEGVkOBmVEpAhSk4eS8kgJkKKjo2FjY9PsskcsQUatCfcLE5EiSE0eSsphSIAktewRS5BRa8KgjIgUITExEQkJCc1OHkrKYUiAJLWG6dGjR5GcnAwXFxdYWVnBysoKo0aNwjvvvIPFixezBBmZFQZlRKQIUpOHknIYEiBJLXvEEmTUmjB5LBEpgtTkoaQc9QVIAFo0QGrtJcjIsnCmjIgUYfPmzQgKCsKvv/6K6upqxMTEaCUPJeWrC5A8PDw0AZKtrS0+/vjjFguQVq9ejaqqKgAPSpBNmjQJAQEBcHJywu7du1vkmkQthbsviUgxpCYPJWVISEhAVVUVpkyZgqKiIkyaNAlnz57VBEimKglWWVmJzp07M5UKmR0GZURE1GJMFSAxvx21BlxTRkSK8MQTT2DlypVISkrSPI4i83ThwgUkJCTg7t276NKlS4teq6KiAmPGjEH//v3x9NNPo7S0FAAwb948REdHt+i1iYyNQRkRKcKkSZNw6tQpTJ06FZ07d8bIkSPxxhtv4MCBA7h9+7bc3aMmkCNAeji/3cO7d8PDw3HgwIEWuSZRS2FQRkSKsGLFChw4cAA3btzAoUOHMHnyZGRnZyM0NBROTk5yd4+aQI4AKTExERs3bmR+O2oVuPuSiBTl/PnzyMnJQU5ODnJzc+Ho6IiAgAC5u0VNIEcCYOa3o9aEM2VEpAjh4eHo2rUrRo8ejYMHD8Lf3x8HDhzA9evXsXfvXrm7R00gR4DE/HbUmnD3JREpgpWVFZydnTF37lwEBwcjICBAk4iUzMPEiRPh6+uL9evXo0OHDsjNzUWvXr0QEREBtVqNPXv2GP2aBQUFCAoKwrBhw5CcnIzQ0FCt/HZ9+vQx+jWJWgqDMiJShJs3b+LQoUNITU1FWloa8vPzMXToUAQFBSEoKAghISFyd5EaIVeAxPx21FowKCMiRSosLMSGDRvw5ZdfQq1Wo7a2Vu4uUROYMkCqqanBU089hY8++gj9+/c3+vmJTI0L/YlIESorK5GWlobU1FSkpqYiPz8fXbp0weTJk7k2yAw8HCCtW7fOJNe0sbFBXl4ek8RSq8GZMiJSBGtrazg7OyMgIEDzyHLIkCFyd4uawcXFBUeOHEG/fv1Mds3o6GjY2Njg3XffNdk1iVoKgzIiUoS8vDwGYWZOjgBp0aJFiI2NRd++feHn5wd7e3ut17du3WqyvhAZio8viUgR6gKya9eu4dy5c1CpVOjfvz9cXFxk7hk1VXV1NXbs2IGkpCSTBUh5eXnw9fUFAPz2229ar/GxJpkbzpQRkSJUVVVpZj3UajWAB480IyMjsW3btnrzX5GyNLT2T6VSITk52YS9ITI/DMqISBFefvllHDx4EO+//z6eeOIJAMDhw4exePFijBs3Dtu3b5e5h0RELYtBGREpgrOzM/bs2YOgoCCt9pSUFDz33HO4du2aPB0jIjIRllkiIkW4c+cO3NzcdNpdXV1x584dGXpERGRanCkjIkUYM2YMnJycEBsbi3bt2gEA7t69izlz5qCyshIHDx6UuYdERC2LQRkRKUJeXh4mTJiAe/fuYejQoVCpVMjOzka7du2QkJCAwYMHy91FIqIWxaCMiBTj7t27+PLLL3H27FkIITBo0CDMmjULdnZ2cneNiKjFMSgjIiIiUgAmjyUixTh37hy2bduGM2fOQKVSYcCAAVi4cCEGDBggd9eIiFocd18SkSLs2bMHQ4YMQWZmJoYOHQpvb2+cOnUKXl5eiI+Pl7t7REQtjo8viUgRPDw8MHv2bLz99tta7WvXrsUXX3yBoqIimXpGRGQaDMqISBHat2+P3Nxc9O3bV6v9/PnzGDp0KHOVEVGrx8eXRKQIQUFBSE9P12k/fPgwAgICZOgREZFpcaE/ESlCaGgoli9fjszMTDz++OMAgGPHjiE+Ph7r1q3Dvn37tN5LRNTa8PElESmClVXTJu5VKhVqa2tbuDdERKbHoIyIiIhIAbimjIiIiEgBGJQRERERKQCDMiIiIiIFYFBGREREpAAMyoiIiIgUgEEZESlGYWEhVq9ejRkzZqC8vBwAcODAAeTn58vcMyKilsegjIgUIS0tDV5eXjh+/Di+++473L59GwCQm5uLtWvXytw7IqKWx6CMiBThjTfewIYNG5CUlARbW1tNe3BwMI4ePSpjz4iITINBGREpwunTp/Hss8/qtLu4uKCiokKGHhERmRaDMiJShE6dOqG0tFSnPSsrC927d5ehR0REpsWgjIgUYebMmVi+fDnKysqgUqmgVquRkZGB119/HZGRkXJ3j4ioxbH2JREpQk1NDebOnYu4uDgIIdCmTRvU1tZi5syZ+Pzzz2FtbS13F4mIWhSDMiJSlMLCQmRlZUGtVsPHxwf9+vWTu0tERCbBoIyIFCEtLQ2jR4+WuxtERLJhUEZEimBra4tHHnkEM2fOxOzZszFkyBC5u0REZFJc6E9EilBSUoKYmBikp6fD29sb3t7e2LRpE65cuSJ314iITIIzZUSkOBcvXsTXX3+NXbt24ezZswgMDERycrLc3SIialEMyohIkWpra7F//36sWbMGubm5qK2tlbtLREQtio8viUhRMjIy8I9//ANdu3bFzJkzMXjwYPz4449yd4uIqMVxpoyIFGHlypXYtWsXSkpKMHbsWMyaNQthYWFo37693F0jIjIJBmVEpAj+/v6YNWsWwsPD4ezsLHd3iIhMjkEZERERkQK0kbsDRGS59u3bh5CQENjY2GDfvn0Nvjc0NNREvSIikgdnyohINlZWVigrK4OrqyusrPTvO1KpVNx9SUStHoMyIiIiIgVgSgwiUoTY2Fjcv39fp726uhqxsbEy9IiIyLQ4U0ZEimBtbY3S0lK4urpqtVdUVMDV1ZWPL4mo1eNMGREpghACKpVKp/3KlSvo2LGjDD0iIjIt7r4kIln5+PhApVJBpVJhzJgxaNPm//9Zqq2txcWLFzFhwgQZe0hEZBoMyohIVmFhYQCA7OxsjB8/Hg4ODprXbG1t0bt3b0ydOlWm3hERmQ7XlBGRIuzcuRMRERFo27at3F0hIpIF15QRkSIMGjQI2dnZOu3Hjx/Hr7/+avoOERGZGIMyIlKEqKgoXL58Wae9uLgYUVFRMvSIiMi0GJQRkSIUFBTA19dXp93HxwcFBQUy9IiIyLQYlBGRIrRt2xZXr17VaS8tLdXakUlE1FpxoT8RKUJERATKysrw/fffa/KS3bx5E2FhYXB1dcU333wjcw+JiFoWgzIiUoTi4mIEBgaioqICPj4+AB6kyXBzc0NSUhJ69uwpcw+JiFoWgzIiUoyqqip89dVXyMnJgZ2dHby9vTFjxgzY2NjI3TUiohbHoIyIiIhIAbh6logUpaCgAH/88Qeqq6u12kNDQ2XqERGRaTAoIyJFKCoqwrPPPovTp09DpVKhbhK/rkh5bW2tnN0jImpxTIlBRIqwZMkSuLu74+rVq2jfvj3y8/Nx6NAh+Pn5ITU1Ve7uERG1OK4pIyJFcHZ2RnJyMry9vdGxY0ecOHECnp6eSE5ORnR0NLKysuTuIhFRi+JMGREpQm1tLRwcHAA8CNBKSkoAAL169cK5c+fk7BoRkUlwTRkRKcKQIUOQm5sLDw8PjBgxAps2bYKtrS0+/vhjeHh4yN09IqIWx8eXRKQICQkJqKqqwpQpU1BUVIRJkybh7NmzcHJywu7du/Hkk0/K3UUiohbFoIyIFKuyshKdO3fW7MAkImrNGJQRERERKQAX+hMREREpAIMyIiIiIgVgUEZERESkAAzKiIiIiBSAQRmRGQsKCsKrr74q2/V79+6N9957z+DzzJ07F2FhYQafx1AqlQr/8z//06LXSE1NhUqlws2bN1v0OkRkfpg8logkO3nyJOzt7Zv8/kuXLsHd3R1ZWVl49NFHNe3//Oc/oYSN4KWlpejcuXOLXsPf3x+lpaXo2LEjAODzzz/Hq6++yiCNiBiUEVHzVVdXw9bWFi4uLkY5X12AIrdHHnmkwddrampgY2Nj0DVsbW0bvQ4RWSY+viQyE1VVVYiMjISDgwO6du2KLVu2aL1eXV2NmJgYdO/eHfb29hgxYgRSU1M1r//+++945pln0LlzZ9jb22Pw4MH4+eefNa/n5+dj4sSJcHR0RIcOHRAQEIDCwkIA//948Z133kG3bt3Qv39/ALqPL1UqFbZv346QkBDY2dnB3d0d8fHxmtfd3d0BAD4+PlCpVAgKCtI6f5379+9j8eLFcHV1Rbt27TBq1CicPHlS83rdI8BffvkFfn5+aN++Pfz9/ZtUI/Pf//43Bg8ejLZt26Jr165YuHChVv/rHl9eunQJKpUK33zzDYKCgtCuXTt8+eWXDZ6j7pjs7GzNOW/evAmVSqX5f/Hw48vU1FS88MIL+PPPP6FSqaBSqfDWW281+hmIqHViUEZkJpYtW4aUlBTs3bsXiYmJSE1NRWZmpub1F154ARkZGYiLi0Nubi6mT5+OCRMm4Pz58wCAqKgo3L9/H4cOHcLp06exceNGTQHw4uJiBAYGol27dkhOTkZmZiZefPFF/Oc//9Gc/5dffsGZM2eQlJSEH3/8UW8/16xZg6lTpyInJwezZ8/GjBkzcObMGQDAiRMnAAAHDx5EaWkpvvvuu3rPERMTg2+//RY7d+7EqVOn0LdvX4wfPx6VlZVa71u1ahW2bNmCX3/9FW3atMGLL77Y4Bhu374dUVFRmD9/Pk6fPo19+/ahb9++DR6zfPlyLF68GGfOnMH48eMlnUMff39/vPfee3B0dERpaSlKS0vx+uuvSzoXEbUCgogU79atW8LW1lbExcVp2ioqKoSdnZ1YsmSJuHDhglCpVKK4uFjruDFjxogVK1YIIYTw8vISb731Vr3nX7FihXB3dxfV1dX1vj5nzhzh5uYm7t+/r9Xeq1cv8d///d+avwMQCxYs0HrPiBEjxCuvvCKEEOLixYsCgMjKytI5/+TJk4UQQty+fVvY2NiIr776SvN6dXW16Natm9i0aZMQQoiUlBQBQBw8eFDznp9++kkAEHfv3q33MwghRLdu3cSqVav0vg5A7N27V6uv7733XpPPUd/nu3HjhgAgUlJStPp+48YNIYQQn332mejYsaPePhGR5eCaMiIzUFhYiOrqaowcOVLT1qVLF3h6egIATp06BSGE5rFinfv378PJyQkAsHjxYrzyyitITEzE2LFjMXXqVHh7ewMAsrOzERAQ0OB6KS8vL9ja2jba14f7WPf3hx/nNaawsBA1NTV44oknNG02NjYYPny4ZsatTl3/AaBr164AgPLycgDAoEGDNK+tXLkS8+bNQ0lJCcaMGdPkvgCAn5+f5s/l5eWSzkFE1BQMyojMgGhkZ6JarYa1tTUyMzNhbW2t9VrdI8p58+Zh/Pjx+Omnn5CYmIh33nkHW7ZswaJFi2BnZ9doH5qzy/KvmlNQvO6z/vUYIYRO28NBZN1rarUaPXr00AoEu3TpInmB/sOfu7FxsrKy0vS1Tk1NjaTrEpHl4ZoyIjPQt29f2NjY4NixY5q2Gzdu4LfffgPwYOF8bW0tysvL0bdvX62vh3f69ezZEwsWLMB3332H6OhofPLJJwAezDilp6cbJYB4uI91fx8wYAAAaGbaamtrG/ystra2OHz4sKatpqYGv/76KwYOHNikPrRp00ZrDLp06YIOHTqgd+/e+OWXX5r7kTQaO0fdbtTS0lJNW2OzhLa2tg2OBxFZDs6UEZkBBwcHvPTSS1i2bBmcnJzg5uaGVatWaWZm+vfvj1mzZiEyMhJbtmyBj48Prl+/juTkZHh5eeHpp5/Gq6++ipCQEPTv3x83btxAcnKyJshZuHAhtm3bhoiICKxYsQIdO3bEsWPHMHz4cM0j0qaKj4+Hn58fRo0aha+++gonTpzAp59+CgBwdXWFnZ0dDhw4gB49eqBdu3Y66TDs7e3xyiuvYNmyZejSpQv+9re/YdOmTbhz5w5eeuklg8bxrbfewoIFC+Dq6oqQkBDcunULGRkZWLRokVHOYWdnh8cffxzvvvsuevfujevXr2P16tUNnq937964ffs2fvnlFwwdOhTt27dH+/btDfqcRGSeOFNGZCY2b96MwMBAhIaGYuzYsRg1ahSGDRumef2zzz5DZGQkoqOj4enpidDQUBw/fhw9e/YE8GB2KioqCgMHDsSECRPg6emJDz74AADg5OSE5ORk3L59G6NHj8awYcPwySefSHrkt27dOsTFxcHb2xs7d+7EV199pVnf1aZNG/zrX//CRx99hG7dumHy5Mn1nuPdd9/F1KlT8fzzz8PX1xcXLlxAQkKCwYld58yZg/feew8ffPABBg8ejEmTJml2pxrrHP/+979RU1MDPz8/LFmyBBs2bGjwfP7+/liwYAHCw8Ph4uKCTZs2SfpsRGT+VKKxxSpERE2kUqmwd+9eRZRMIiIyN5wpIyIiIlIABmVERERECsCF/kRkNFwNQUQkHWfKiIiIiBSAQRkRERGRAjAoIyIiIlIABmVERERECsCgjIiIiEgBGJQRERERKQCDMiIiIiIFYFBGREREpAD/B7147aOu0f4cAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# | eval: false\n",
    "\n",
    "d = df.clip(-10000, 10000)\n",
    "d.index = d.index.strftime(\"%Y-%m\")\n",
    "sns.heatmap(data=d)\n",
    "del d\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# | hide\n",
    "from nbdev.showdoc import *\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}