{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section describes various options available for bar charts in **fivecentplots**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See the full API https://endangeredoxen.github.io/fivecentplots/0.6.0/api/bar.html#bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import packages:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import fivecentplots as fcp\n",
    "import pandas as pd\n",
    "from pathlib import Path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read some fake bar chart data with 3 replicates of pH data for various liquids measured at multiple temperatures:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>pH</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Liquid</th>\n",
       "      <th>Measurement</th>\n",
       "      <th>T [C]</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">Battery acid</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">A</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">B</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">C</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">Bottled water</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">A</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">B</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">C</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">Coke</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">A</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">B</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">C</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">Lemon juice</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">A</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">B</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">C</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">Orange juice</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">A</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">B</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">C</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 pH\n",
       "Liquid        Measurement T [C]    \n",
       "Battery acid  A           25      1\n",
       "                          100     1\n",
       "              B           25      1\n",
       "                          100     1\n",
       "              C           25      1\n",
       "                          100     1\n",
       "Bottled water A           25      1\n",
       "                          100     1\n",
       "              B           25      1\n",
       "                          100     1\n",
       "              C           25      1\n",
       "                          100     1\n",
       "Coke          A           25      1\n",
       "                          100     1\n",
       "              B           25      1\n",
       "                          100     1\n",
       "              C           25      1\n",
       "                          100     1\n",
       "Lemon juice   A           25      1\n",
       "                          100     1\n",
       "              B           25      1\n",
       "                          100     1\n",
       "              C           25      1\n",
       "                          100     1\n",
       "Orange juice  A           25      1\n",
       "                          100     1\n",
       "              B           25      1\n",
       "                          100     1\n",
       "              C           25      1\n",
       "                          100     1"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data_bar.csv')\n",
    "df.groupby(['Liquid', 'Measurement', 'T [C]']).count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Optionally set the design theme (skipping here and using default):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#fcp.set_theme('gray')\n",
    "#fcp.set_theme('white')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bar plot types"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Vertical bars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot a basic vertical bar chart as follows:  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 482x570 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', filter='Measurement==\"A\" & T [C]==25', tick_labels_major_x_rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ".. note:: `filter` applied to show only measurement \"A\" at 25C\n",
    "\n",
    ".. note:: tick labels are rotated manually 90&#176; for readability (unlike `fcp.heatmap`, `fcp.bar` does not apply auto-rotation for long tick labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Horizontal bars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot the same data with horizontal bars by adding the keyword ``horizontal=True``. \n",
    "\n",
    ".. note:: For convenience, <b>fivecentplots</b> often supports two versions of plot-specific keywords for the same feature (in this case, <strong>horizontal</strong> or <strong>bar_horizontal</strong>).  For inline plotting the shorter version may be preferred but for cases where `kwargs` are listed in theme files or when precision is required to avoid inadvertently applying a particular kwarg to other `Elements` in the plot, the long version is recommended."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 570x488 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', filter='Measurement==\"A\" & T [C]==25', horizontal=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Error bars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we group all measured data by liquid, regardless of replicate or temperature, into a single bars (this means each bar represents the mean value of a given liquid across all data sets).  We add error bars to indicate the standard deviation across measurements with the `error_bars` keyword:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 491x570 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', tick_labels_major_x_rotation=90, error_bars=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Grouping"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Like all other plots in **fivecentplots**, bar plots can grouped in various ways to provide further insight into the data set.  This includes: \n",
    "\n",
    "* `legend`\n",
    "* `stacking` \n",
    "* `row`\n",
    "* `col`\n",
    "* `wrap`\n",
    "\n",
    "keyword options."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Legend"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When a legend is applied, each measurement set is displayed in its own bar:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CRUtz+IYEq+prQ26pfDVt2lQbNmzIta1w4cKKjIzUqFGj1KRJE2fFvC0eX7yee+45vffee2rZsqVGjRqlpKQkDR48WG3atNGDDz54w+MkJycrIyPjDiYFAMAa2akpyrpwUXY/X9ksOj1qZGYq68LFy7NutzjrVbt2bX344YeSLp/dOn36tKZNm6bo6GglJCSoevXqzox8Szy+eBUrVkzr169X//799eSTTyokJESdO3fWlClTrI4GAIBLsfn5yaeANc9rzJak2zyTUKhQITVo0CDXtpYtW6pYsWKaN2+eJk+efFvjO4NHFa+mTZvme4F7jRo1tGbNGgsSAQAAKwUGBqpgwYKy2WxWR5HkYcULAAB4L8MwlJWV5fhzUlKS3nnnHWVkZKhPnz4Wp7uM4gUAADzCxo0b813CY9y4capSpYoFifKieAEAAI8QGRmp6dOnS7o843XmzBmtXLlSw4YNU0pKit58802LE1K8AACAhwgJCVHdunVzbWvVqpUuXryoiRMn6qWXXlLx4sUtSncZz8wBAAAerW7dusrKytLBgwetjkLxAgAAnm379u3y8fFRhQoVrI7CqUYAAOAZzp8/r61btzo+z8jI0NKlSzVnzhw988wzjifYWIniBQAAJF1ePT7bwte+Xbt27VLDhg0dnxcsWFD33HOPxo4dq1deeeW2x3cGihcAAF7OJzBIviHBl5/V6OTn0N4M35Bg+QQG3dLXxsfHOzfMHULxAgDAy/mHFlbV14Zcfk6ihXwCg27pAdnuhOIFAAAuFx4PLz2ugLsaAQAATELxAgAAMAnFCwAAwCQULwAAAJNQvAAAAExC8QIAADAJxQsAAMAkrOMFAAB0Lv28UjPTLM0Q6BegwgULWZrhTqN4AQDg5c6ln9ekTdN08ZK1K9cH+wdpcKO+t1W+du7cqXfffVcbNmzQ6dOnVapUKbVo0UKvvfaaIiIinJj21lC8AADwcqmZabp4KUV+Pr7ys/tZkiEzJ1MXL6UoNTPtlovXBx98oP79+6tZs2aaMGGCSpUqpV9++UWTJ0/Wl19+qXXr1qlmzZpOTn5zKF4AAECS5Gf3UwFff2tePEvKzL71B3Rv3rxZ/fr10wsvvKB33nnHsb1p06Zq3769ateurT59+ighIcEJYW8dxQsAALi9yZMnKzQ0VOPGjcuzr1ixYnr77bd14MABpaSkKCgoyIKEl1G8AACAWzMMQ3FxcXrkkUcUGBiY7zGPP/64yanyx3ISAADArSUmJio9Pd0lLp6/HooXAABwa76+l0/gZWdnW5zk+iheAADArRUpUkQhISE6fPjwVY9JSUnRmTNnTEyVP4oXAABwe9HR0Vq/fr3S09Pz3T9z5kwVLVpUP/zwg8nJcqN4AQAAtzdo0CAlJSVp+PDhefadPHlSU6ZMUbVq1RQZGWlBuv/DXY0AAMDtNWjQQGPGjNHw4cO1f/9+9ezZU0WLFtXevXs1efJkpaWlafXq1VbHpHgBAIDLMnMypVtfw/T2X/s2DRs2TJGRkXr//ffVv39/JScnq2zZsoqNjdXQoUNVtmxZJyS9PRQvAAC8XKBfgIL9g3TxUsptrR5/u4L9gxToF3BbY7Rp00Zt2rRxUiLno3gBAODlChcspMGN+io1M83SHIF+Abf1gGx3QPECAAAqXLCQx5ceV8BdjQAAACaheAEAAJiE4gUAAGASihcAAIBJKF4AAAAmoXgBAACYhOIFAABgEooXAACASSheAAAAJqF4AQAAmITiBQAAYBKKFwAAgEkoXgAAACaheAEAAJiE4gUAAGASihcAAIBJKF4AAAAmoXgBAACYhOIFAABgEooXAACASSheAAAAJqF4AQAAmITiBQAAYBKKFwAAgEm8qnjNnDlT1atXV1BQkKpWraoPPvhAhmFYHQsAAHgJryles2bN0jPPPKMWLVpo6dKl6tKli1588UW9/fbbVkcDAABewtfqAGaZM2eOHn74Yf373/+WJLVo0UIHDhzQ+++/r0GDBlmcDgAAeAOvmfFKT09XoUKFcm0LDw9XUlKSRYkAAIC38Zri1a9fP8XFxemTTz7RuXPnFBcXp48++kj/+Mc/rI4GAAC8hNecanziiScUHx+fq2hFR0frnXfesS4UAADwKl4z4/Xoo49q0aJFmjRpkuLj4/Xee+9p586d6ty5M3c2AgAAU3jFjNeWLVu0atUqzZw5U0899ZQkqUmTJqpQoYLatm2rb775RrGxsdccIywsLM81Yn+Vk5NDgXMiX18/p47n5+fc8S6P6dwfn7CwMKeOB8B6d+J3D9ybV8x4HT58WJL00EMP5dreuHFjSdK+fftMzwQAALyPV8x4ValSRZK0adMmVa1a1bF98+bNkqQKFSrc9mukpaUpNTX1tsfBZVlZmU4dLzPTueNdHjPLqeMlJyc7dTwA1ktJSbE6AlyMVxSv2rVrq2PHjho4cKDOnDmjBx54QPv27dPrr7+uOnXqqEOHDtcdIzk5WRkZGSakBQAAnsorTjVK0meffaaBAwdq2rRpjrsZe/furfj4ePn6ekX/BAAAFvOaxuHv76833nhDb7zxhtVRAACAl/KaGS8AAACrUbwAAABMQvECAAAwCcULAADAJBQvAAAAk1C8AAAATELxAgAAMAnFCwAAwCQULwAAAJNQvAAAAExC8QIAADAJxQsAAMAkFC8AAACTULwAAABMQvECAAAwCcULAADAJBQvAAAAk1C8AAAATELxAgAAMAnFCwAAwCQULwAAAJNQvAAAAExC8QIAADAJxQsAAMAkFC8AAACTULwAAABMQvECAAAwCcULAADAJBQvAAAAk1C8AAAATELxAgAAMAnFCwAAwCQULwAAAJNQvAAAAExC8QIAADAJxQsAAMAkFC8AAACTULwAAABMQvECAAAwCcULAADAJBQvAAAAk1C8AAAATELxAgAAMAnFCwAAwCQULwAAAJNQvAAAAExC8QIAADAJxQsAAMAkFC8AAACTULwAAABMQvECAAAwCcULAADAJBQvAAAAk1C8AAAATELxAgAAMAnFCwAAwCQULwAAAJNQvAAAAEziVcVr69atatasmYKCglSiRAn17NlTp06dsjoWAADwEl5TvBISEtSsWTMFBwdryZIlmjhxor799lu1b9/e6mgAAMBL+FodwCyDBw9W7dq19fXXX8tuv9w3CxUqpH79+ungwYOKiIiwOCEAAPB0XjHjlZSUpPj4eD3//POO0iVJjz32mI4ePUrpAgAApvCK4rV7927l5OSoWLFievLJJxUSEqLg4GD16NFDZ8+etToeAADwEl5RvE6fPi1J6tOnjwICAvTVV19pypQpWrZsmWJjY2UYhsUJAQCAN/CKa7wuXbokSapTp45mzZolSWrRooVCQ0P1xBNPaPXq1WrVqtU1xwgLC1OhQoWuuj8nJ4cC50S+vn5OHc/Pz7njXR7TuT8+YWFhTh0PgPXuxO8euLcb+i9H586dVb9+fdWrV0916tRRSEjInc7lVFfyxsbG5treunVrSdKuXbuuW7wAAHfGvpGjnTpe9TdGOXU8wJluqHh9+eWXWrx4sSTJZrOpUqVKqlevnuOjdu3a8vf3v6NBb8e9994rScrIyMi1PTMzU5IUEBBw26+Rlpam1NTU2x4Hl2VlZTp1vCv/Xzt3zCynjpecnOzU8QB34eyfT1f6WUpJSbE6AlzMDZ8ruXIazTAMHThwQAcOHNAnn3xyeRBfX9133325ylj16tVz3UFopapVq6p8+fL6z3/+oxdeeEE2m02StHTpUklSo0aNrjtGcnJynuIGAABwM26oeO3evVsJCQmOjx9//DHX7E5mZqZ27dqlXbt2acaMGZKkwMBAXbhw4c6kvkk2m02TJ0/W448/rq5du+rpp5/WTz/9pGHDhqljx46qXbu21REBAIAXuKEpqRo1aqhnz57697//rc2bN+v8+fP6+OOPJV0uNTVr1pTdbpdhGI4PVzvt1qlTJy1dulQHDx5UbGysJkyYoL59++rTTz+1OhoAAPASt3Rblt1uV5kyZRyf79q1S6mpqUpISNDWrVu1bds2bdu2zWkhnSU2NjbPBfYAAABmcdr98IGBgWrUqNENXS8FAADgjVzj6ncAAAAvcEPFa9q0adq+fTt39QEAANyGGzrV+Pzzz8tms8nHx0dVqlRRZGSkAgMD73Q2AAAAj3JT63hlZWVp37592rdvnyQ51sOqX7++GjRo4PioUKHCnUkLAADgxm6oeE2YMEE7duzQ9u3bdfTo0Vz7bDabY32vDz74QJJUtGhRNWjQQF9//bXzEwMAALipGypegwcPdvz51KlT2r59u3bs2OH4SEpKynX86dOntXz5cucmBQAAcHM3vZxE8eLF86yHdfDgQUcZ2759u3744QelpaU5NSgAAIC7u+V1vPbu3asPP/xQe/bskWEYuvvuuxUTE6OJEyfKZrPpp59+cmZOAAAAt3dLxWvdunWKiYnJ9UT577//Xv/5z380YcIELV68WDVq1HBaSAAAAE9wSwuovvrqq7p06ZIMw1BISIhKly4tm80mwzC0b98+NW3aVMePH3d2VgAAALd2S8Vrz549stlsGjBggJKTk3XkyBEdP35cb7zxhgoUKKCTJ09q5MiRzs4KAADg1m6peIWGhkqShg8fLrv98hDFixfX8OHDNWPGDBmGoWXLljktJAAAgCe4peLVvn17SdKxY8fy7OvYsaMk6eLFi7eeCgAAwAPdUvGqXbu2/P399cwzz+j06dO59m3YsEGSVLNmzdtPBwAA4EFu6a7Gvn37ymazafv27apQoYJiY2N133336fjx45o3b578/f01btw4Z2cFAABwa7e8jpdhGJKklJQULVy4UAsXLnRsr1SpkjZs2KALFy4oMjJSpUuXdk5aAAAAN3ZLxWv58uWOVep37NihxMTEXPt/+eUXvfHGG47PixUrpsjISK1YseL20gIAALixWypeMTExiomJcXx+6NAhx3Mbrzwy6K8X1586dUpxcXG3nxYAAMCN3fKpxr8qX768ypcvr86dO0u6fLrxp59+yjUrtnv3bme8FAAAgNtySvH6O5vNpurVq6t69erq1auXJOnSpUt34qUAAADcxi0tJ3Er/P39zXopAAAAl2Ra8QIAAPB2d+RUIwDAM038bK/Tx3zC6SMCrosZLwAAAJNQvAAAAEzCqUYAgEf5V8Icp485oE4fp48J78SMFwAAgEkoXgAAACaheAEAAJiE4gUAAGASihcAAIBJKF4AAAAmoXgBAACYhOIFAABgEooXAACASSheAAAAJuGRQQBMw6NcAHg7ZrwAAABMQvECAAAwCcULAADAJBQvAAAAk1C8AAAATELxAgAAMAnFCwAAwCQULwAAAJNQvAAAAExC8QIAADAJjwwCPMTEz/Y6dbwh3Wo4dTwAADNeAAAApqF4AQAAmITiBQAAYBKKFwAAgEkoXgAAACaheAEAAJiE4gUAAGASihcAAIBJKF4AAAAm8cri9dhjj6l8+fJWxwAAAF7G64rXJ598oiVLllgdAwAAeCGvKl7Hjx/XSy+9pDJlylgdBQAAeCGvKl5PPfWUWrVqpRYtWlgdBQAAeCGvKV6zZs1SQkKC3n//faujAAAAL+VrdQAzHD58WAMHDtTcuXNVtGhRq+MAAAAv5fHFyzAM9enTRzExMerYseMtjxMWFqZChQpddX9OTo4Mw7jl8ZGbr6+fU8fz83PueJfHdO6PT1hY2G19vbPfs9vNkx9nv2fSncmJq3P295nk/J9PV/o+uxO/e+DePL54ffDBB9q9e7f27NmjrKwsSXIUpKysLNntdtntXnPGFQAAWMjji9eiRYuUmJiokiVL5tnn5+enUaNG6fXXX7/t10lLS1Nqauptj4PLsrIynTpeZqZzx7s8ZpZTx0tOTr6tr3f2e3a7efLj7PdMujM5cXXO/j6TnP/z6UrfZykpKU5OAnfn8cVr+vTpunDhQq5to0ePVkJCgpYuXapSpUrd0DjJycnKyMi4ExEBAICX8PjiVbly5TzbwsPD5e/vr7p161qQCAAAeCsubgIAADCJx8945WfevHlWRwAAAF6IGS8AAACTULwAAABMQvECAAAwiVde4wXg+o5Mftv5gzYPdf6YAOBGmPECAAAwCcULAADAJBQvAAAAk1C8AAAATELxAgAAMAnFCwAAwCQULwAAAJNQvAAAAExC8QIAADAJxQsAAMAkFC8AAACTULwAAABMQvECAAAwCcULAADAJBQvAAAAk1C8AAAATELxAgAAMAnFCwAAwCQULwAAAJNQvAAAAExC8QIAADAJxQsAAMAkFC8AAACTULwAAABMQvECAAAwCcULAADAJBQvAAAAk1C8AAAATELxAgAAMAnFCwAAwCQULwAAAJNQvAAAAExC8QIAADAJxQsAAMAkFC8AAACTULwAAABMQvECAAAwCcULAADAJBQvAAAAk1C8AAAATELxAgAAMAnFCwAAwCQULwAAAJNQvAAAAExC8QIAADAJxQsAAMAkFC8AAACTULwAAABMQvECAAAwCcULAADAJBQvAAAAk1C8AAAATELxAgAAMAnFCwAAwCReUbxycnI0bdo03X///QoODlaFChU0YMAAnT9/3upoAADAi3hF8Zo0aZJeeOEFtW3bVl999ZVefvllzZ8/Xx07dpRhGFbHAwAAXsLX6gB3Wk5OjiZOnKhnn31W48ePlyRFRUUpPDxcXbt2VUJCgurWrWtxSgAA4A08fsbr/Pnz+sc//qFu3brl2l6lShVJ0m+//WZFLAAA4IU8fsYrNDRU//73v/Ns/+qrryRJ1atXNzkRAADwVh4/45Wfbdu2acKECWrXrp1q1KhhdRwAAOAlPH7G6+82b96s2NhYRUREaO7cuTf8dWFhYSpUqNBV9+fk5HChvhP5+vo5dTw/P+eOd3lM5/74hIWF3dbXe+N7Jt3++4ab4+zvM8n532uu9H12J36O4N68asbr888/V1RUlMqVK6e1a9cqPDzc6kgAAMCLeM2M15QpUzR48GA1bdpUS5YsUeHChZ06flpamlJTU506pjfLysp06niZmc4d7/KYWU4dLzk5+ba+3hvfM+n23zfcHGd/n0nO/15zpe+zlJQUJyeBu/OK4jV9+nS98sor6tKli+bPny9/f/+bHiM5OVkZGRl3IB0AAPAWHl+8Tp48qQEDBqh8+fJ64YUX9MMPP+Taf88996hYsWIWpQMAAN7E44vXihUrlJaWpkOHDqlRo0Z59s+dO1e9evUyPxgAAPA6Hl+8+vTpoz59+lgdAwAAwLvuagQAALASxQsAAMAkFC8AAACTULwAAABMQvECAAAwCcULAADAJBQvAAAAk1C8AAAATELxAgAAMAnFCwAAwCQULwAAAJNQvAAAAExC8QIAADAJxQsAAMAkFC8AAACTULwAAABMQvECAAAwCcULAADAJBQvAAAAk1C8AAAATELxAgAAMAnFCwAAwCS+VgcAAKtM/GyvU8cb0q2GU8cD4HmY8QIAADAJxQsAAMAkFC8AAACTcI0XALiwfyXMcfqYA+r0cfqYAG4MM14AAAAmoXgBAACYhFONAOAkRya/7fxBm4c6f0wAlmHGCwAAwCQULwAAAJNQvAAAAExC8QIAADAJxQsAAMAkFC8AAACTULwAAABMQvECAAAwCcULAADAJBQvAAAAk1C8AAAATELxAgAAMAnFCwAAwCQULwAAAJNQvAAAAExC8QIAADAJxQsAAMAkvlYH8AYTP9vr1PGGdKvh1PEAAIA5mPECAAAwCcULAADAJBQvAAAAk1C8AAAATMLF9W7oyOS3nT5muVcGOn1MAACQGzNeAAAAJqF4AQAAmITiBQAAYBKu8YIk6V8Jc5w63oA6fZw6HgAAnsCrZry+/fZb1atXT4GBgYqIiNCUKVNkGIbVsQAAgJfwmuK1detWxcbGqkqVKlq8eLGefPJJDR48WBMnTrQ6GgAA8BJec6px1KhRql27tj7++GNJUuvWrZWZmalx48apX79+CggIsDghAADwdF4x45WRkaH4+Hh16NAh1/ZOnTrpwoUL+u677yxKBgAAvIlXFK/ff/9dly5dUqVKlXJtr1ixoiTpwIEDVsQCAABexiuK17lz5yRJhQoVyrU9JCREknT+/HnTMwEAAO/jFcUrJyfnmvvtdq94GwAAgMW84uL6woULS5IuXLiQa/uVma4r+/NzpbT5+/urQIEC1z0uP0EFbDec9UbkBAc7dTxJCrIXdOp4fn5+t/X1vGc3zxvfM+n23jfes5vn7PdMcv775krv2ZWvu94EALyHzfCChazS09MVHBys8ePH65VXXnFs3759ux544AGtX79eTZs2zfdrjx8/rs2bN5uUFADgiR566CGVKlXK6hhwAV5RvCSpefPmSktL05YtW2SzXf4X25AhQzR9+nQdP35cgYGB+X7dpUuXlJiYqMDAQE5JAgBuSk5OjlJTU1W0aFH5+/tbHQcuwCtONUrS8OHDFRUVpccff1x9+vTRli1bNHnyZE2YMOGqpUu6fIqRf6UAAG5VaGio1RHgQrxmxkuSlixZolGjRunAgQMqXbq0/t//+38aNGiQ1bEAAICX8KriBQAAYCUuWgIAADAJxQsAAMAkFC8AAACTULzgtdauXau0tDSrYwAAvAjFC16rY8eOWrx4sdUx4EXOnTunn3/+WRkZGcrOzrY6jstbuXKlBg4cqK5du+rgwYNavHixDh8+bHUs4LZ4zTpenigiIsKxGOyN+P333+9gGvcTGhqqgIAAq2O4tXPnzunEiROKiIiQr6+vfHx8rI7kkuLj4zVkyBDt3LlTNptN27dv18SJE1WmTBm99dZbVsdzOampqWrfvr3WrFmjQoUK6cKFCxo8eLCmTp2qXbt2acOGDapevbrVMYFbwoyXG2vSpInjo1GjRvrjjz908eJFNW7cWF26dFFUVJRycnL0559/qn379lbHdTlDhw7VSy+9pPHjx2vFihXauHFjng/kLz4+Xg888IDCwsJUo0YN7du3T926dWNdvHysW7dOrVq1UkBAgCZOnKgrK/jUrFlT7777rt5++22LE7qeoUOHKiEhQWvXrlViYqLjPZs/f75Kly6tESNGWJwQuA0GPMKQIUOMhx9+2EhJScm1/dKlS0br1q2Np59+2qJkrstms+X6sNvtjo8rnyOvtWvXGn5+fkaTJk2MyZMnG3a73UhISDDGjh1r+Pj4GG+99ZbVEV1KgwYNjM6dOxuGYRiZmZmGzWYzEhISDMMwjNdee82oWrWqlfFc0l133WVMnz7dMAzDyMrKyvWeLVy40ChWrJiV8YDbwqlGDzFz5kx99NFHeR5/5Ofnp5deekldu3bVjBkzLErnmtavX291BLc0bNgwtW/fXgsXLlRWVpYGDx4s6fIsxcWLFzVr1iwNHDjQ4pSu47///a9GjRolSXkuDWjVqpXeeecdC1K5trNnz6p8+fL57itSpIguXrxobiDAiSheHiQ5OTnf7YcPH1bBggVNTuP6mjRpYnUEt0SRuDmFCxfWiRMn8t135MgRFS5c2ORErq9GjRr69NNP1apVqzz7li1bpho1aliQCnAOipeHeOSRRzRkyBCVLFlSLVu2lCQZhqGvvvpKw4YNU/fu3S1O6JoSExM1efJkrV69WidOnFBcXJyWLFmiWrVq6dFHH7U6nkuiSNycRx99VMOGDdN9992n2rVrS7pcWI8dO6Zx48YpNjbW4oSuZ/jw4erQoYOSkpLUrl072Ww2bdiwQXPnztW0adO0YMECqyMCt87qc51wjjNnzhj169c3bDabUbBgQaNUqVKGv7+/YbfbjdatWxtpaWlWR3Q5v//+u1GyZEkjNDTUaNeuneNapSeeeMLw8fExli9fbnVEl/TMM88YJUuWNHbs2OG4/uaHH34wjh49alSuXNl46qmnrI7oUpKTk42aNWsadrvdKFWqlGGz2YzKlSsbgYGBRpUqVYzTp09bHdElffrpp0bZsmVzXYdZokQJY9asWVZHA24LD8n2IIZhaMWKFdq0aZPOnDmjokWLqkWLFmrevLnV0VzSY489pt9//13x8fEKDg6Wv7+/du7cqcjISD322GP6888/tXnzZqtjupwzZ86oWbNm2rNnj+666y6dOHFClSpV0tGjR1WuXDlt2rRJRYsWtTqmS8nIyND8+fO1bt06JSUlKTQ0VE2aNFHv3r3zXJeJ3A4cOOB4z6pUqSK7nZvx4d4oXvBahQsX1pw5c9SxY0dlZ2fLz8/PUbzi4uL0+OOP69y5c1bHdEkUiZuTk5OjvXv36v7775cknTx5Uj/88INatWolX1+u+MjP559/rvXr12vatGmSpC1btqh///4aMWKE2rVrZ3E64NbxE+/G+vTpoxEjRigiIkJ9+vS55rE2m02zZ882KZn78PPzy3d7RkbGTS1O600yMzNVoEABPf3003r66afz7P/uu+/08MMPW5DMNR0/flzR0dFKTU3Vb7/9JknatWuXYmNj1aBBAy1fvlxhYWEWp3Qt8+fPV69evdSxY0fHtvDwcJUsWVIdOnTQl19+yTWYcFvMeLmxiIgIffXVV6pZs6bKly9/zaJgs9lYuf5vYmNjlZiYqLVr16pgwYLy8/NTQkKCatasqbZt28put+ubb76xOqbLiY2N1ZIlS/KU1gsXLuiVV17RrFmzlJWVZVE619OtWzft3LlT8+fPV4MGDRzbd+3apSeeeEKNGzdmqZe/ue+++9S6dWtNnjw5z76XX35Z8fHx2rlzpwXJACew8PoywFJ79uwxChUqZJQsWdJ44oknDLvdbnTr1s2oVauWERwcbOzatcvqiC4pNDTUaNOmjZGRkeHY9vXXXxtlypQx/Pz8jFdeecXCdK6nWLFixuLFi/Pdt3DhQqNkyZImJ3J9AQEBxrp16/Ldt3btWiMwMNDkRIDzcJWiB9m8ebPGjBnj+HzXrl16/PHHlZCQYGEq11WjRg3t2LFDzZo10/r16+Xj46PVq1erYsWK2rJli2rVqmV1RJe0bt06JSQk6JFHHtHBgwfVqVMntW/fXmXLllVCQoImTZpkdUSXkpGRcdXruAIDA3X+/HmTE7m+kiVLavv27fnu++9//8vNG3BvVjc/OMc333xj+Pn5GQ899JBj265du4yaNWsaBQsWNDZt2mRhOvd09OhRqyO4rJ9++skoVaqU4ePjY4SFhRnTpk0zcnJyrI7lklq2bGk0bdrUuHTpUq7tmZmZRsuWLY3mzZtblMx1DR8+3AgKCjLee+8949ixY8alS5eMP/74w5g2bZoREhJiDBs2zOqIwC3jGi8PUb9+fVWtWlXz5s3Lc61Xz5499fvvv2vTpk0WpXNNPj4+2rp1q+rVq5dn36ZNmxQTE6MLFy5YkMw9HDx4UFFRUSpdurRWrVrF3YxXsXXrVjVt2lRFixZVmzZtVLx4cZ0+fVrffvutTp06pfj4eNWvX9/qmC4lMzNT3bp105dffpnr95lhGOrcubM+/fRT7gaF26J4eYjg4GAtXbo03zW71q5dqw4dOnBKQ9Jbb72llJQUSdLrr7+up556SmXKlMlz3ObNm7Vz504lJSWZHdElRURE5Hvzxvnz53XmzBmFh4crODhY0uUbOa7cvYfLdu3apbFjx2rz5s2O5TcaNWqkESNGcEr7Gvbu3avvvvtOycnJCg0N1cMPP+xYkgNwV/yTwUOEhobqwIED+Rav33//XUFBQRakcj3p6el6/fXXJV0uCLNmzcpzjN1uV2hoqEaMGGFyOtfVpEkTlte4DbVr19aiRYusjuF2atSowXMZ4XGY8fIQL774ohYsWKB58+blevZbXFycevbsqY4dO+qDDz6wMKHrsdvt2rp1K6d54HQbN25UZGSkgoODtXHjxuse37hxYxNSubbmzZvrww8/VJUqVa77tA2bzaa1a9ealAxwLma8PMS4ceO0Y8cOPfLII/L391d4eLiSkpKUmZmpBg0aaMKECVZHdDk5OTnX3G8YBrM817Bq1SrFx8fr7NmzKlq0qBo1aqTo6GirY7mEpk2bOkp906ZNZbPZ9Pd/417ZZrPZlJ2dbVFS1/HX9ycnJ+eaP3vMF8CdMePlQXJycrRixYpc10Q0atTIsRgo8lq4cKHi4+OVkZHh+GWek5OjlJQUff/99zp27JjFCV1PRkaG2rdvr7i4OPn4+Kho0aJKTExUTk6Omjdvrm+++Ub+/v5Wx7TUhg0bVKdOHQUHB2vDhg3XPb5JkyYmpALgCiheXoLZm7xGjx6t0aNHq3DhwsrKypKfn5/8/Px0+vRp2e12Pf3005o6darVMV3Oa6+9pvfee0/Tp09X165d5ePjo6ysLC1YsEDPP/+8BgwYoDfeeMPqmADgkiheHoTZm5tToUIFNW7cWHPnztWoUaN0+PBhffTRR0pISFBMTIxGjBihF154weqYLufuu+/Wiy++qJdffjnPvilTpmjq1Knc1fgX8+fPv+4xPXr0MCGJ+7jaXbR/xSPQ4K64xstD3MjsDXL7448/9OSTT8pms6lWrVpasGCBJKlOnToaNmyYZs2aRfHKx+nTp1W7du1899WuXVt//PGHyYlcW69evfLdbrPZ5OPjI19fX4rX3+R3F+3Fixe1fft2paenq3///tYEA5yA4uUhPvroI/Xo0eOqszfVq1e3OqLLCQoKcvxyv/fee3Xw4EGlpaUpICBAtWrV0sGDBy1O6JoqVqyo7777Ti1atMizb+PGjSpbtqwFqVxXft9HFy9e1KZNmzRhwgR99dVX5odycfPmzct3e2Zmph599FGlpqaaGwhwIq649hB/n73ZsmWLpNyzN8itfv36jtNAlSpVkq+vr+MW9f3796tAgQJWxnNZffv21fjx4zV58mQdPXpUmZmZOnr0qCZNmqSJEyeqT58+Vkd0KXfffXeej+rVq6tv374aOHCgXnzxRasjug0/Pz/169dPs2fPtjoKcMuY8fIQzN7cvKFDhyoqKkpnzpzRsmXL1L17d/Xo0UPNmjVTXFycOnToYHVEl9S3b1/98MMPGjJkiF599VXHdsMw1LNnz1zbcG33338/79dNSk5O5ikccGsULw9xZfYmKioq1+xNbGwsszdX0bhxY+3YsUN79uyRJL3//vuy2+3avHmzOnfurLffftvihK4pIyNDs2bN0qBBg7RhwwYlJyfLZrOpQ4cOqlKlitXx3MalS5c0e/ZslShRwuooLie/GxKys7N17Ngxvffeeyw4C7fGXY0eYuPGjYqKilJ0dLSWLVump556SosXL841e/Pxxx9bHdOlbNu2TQ888IDVMdzGnj171KdPH7Vv317Dhg1zbL+ygGqNGjW0cOFCVapUycKUrie/O/Sys7OVmJio9PR0TZkyRQMGDLAonWu61rqDDz74oD766CPdc889JiYCnIcZLw/RuHFj7dy5U7t375bE7M2NaNiwoYoXL66YmBi1a9dOrVq14pmWV3Ho0CE1a9ZMAQEBqly5cq59/v7+mjJlit566y09/PDD2rVrl0qXLm1RUteT3x16NptNhQoVUmxsrKKioixK5rryuzTiynsWGhpqfiDAiZjxgtf673//q5UrVyouLk5btmyRj4+PGjdurHbt2ik2Nlbly5e3OqLLePbZZxUfH6/NmzeraNGi+R5z8uRJ1a9fX4888ojef/99kxMCgHugeAGSLly4oDVr1jiK2LFjx1StWjXH9V/ermLFinrttdf0z3/+85rH/fvf/9YHH3ygAwcOmJTMNd3sQ7KDgoIUERGhsLAwE9K5ppt5SLZ0+T279957NXDgQJUpU8aEhIBzcKoR0OXrlFJSUpSdnS0fHx8ZhsFK/39x/Phx3Xvvvdc97r777tPRo0dNSOTabuQh2ZJynYL08fHRhAkTNHDgQDOjuoybeUi2JCUmJmrdunXasWOHNm3adKfjAU5D8YLXmjt3rjZu3KgNGzbo0KFDCgoK0kMPPaS+ffuqWbNmqlOnjtURXUaxYsV0/Pjx6x6XmJjo1bM2V6xfv17VqlVz/Pl60tPTNXPmTE2aNMlri9df36f4+Pgb+pq5c+fqpZdeukOJgDuDU43wWna7XTabTXXq1NHQoUMVGxsrX1/+LZKfHj166NSpU1q1atU1j4uNjZXNZtOyZctMSuY5lixZoueff14nTpywOorb+OWXX7R06VINGjTI6ijADaN4eYjx48erZ8+eKlWqlNVR3MbHH3+sdevWae3atfrjjz9UuXJlNW3a1PFRvHhxqyO6jJ07d+rBBx/Uiy++qLFjx6pgwYK59l+6dEnDhw/XW2+9pRUrVig6OtqipO7t0qVL8vf3tzoGgDuI4uUhQkNDlZKSoqioKPXu3Vvt27fnF/hN+N///qd169Zp3bp1+u677/Tnn3+qSpUq2rdvn9XRXMYHH3yg/v37q0iRImrRooUiIiKUnZ2tw4cPa/369UpMTNSYMWM0dOhQq6MCgMuieHmItLQ0LV68WPPnz9fatWtVuHBhde3aVb169VK9evWsjufyMjMztWXLFq1Zs0br1q3T999/r9DQUCUnJ1sdzaVs3rxZkydP1rfffqv09HRJUkhIiKKjozVo0CAWpAWA66B4eaBjx47p448/1hdffKEff/xR1apVU+/evdWjR4+rrsHkjX788UetWbNGa9as0XfffafU1FRVrlxZbdu2Vdu2bfXwww9zzdc1JCYmytfXlwUtAeAmULw8VEZGhlasWKF3331XGzdulM1mk7+/v3r37q2JEycqJCTE6oiWs9vtKlCggJo2beooWxEREVbHAqDLv8PmzJmj1atX68SJE5o7d67i4+MVGRmp+vXrWx0PuGX8c97DbNiwQR9//LEWLVqkixcvqnnz5lqwYIFiYmK0YsUKvfDCCzp8+LC++eYbq6Na7uuvv1aLFi0UGBhodRR4sLS0NL355ptavny5UlJSlJOTk2u/zWbTb7/9ZlE615SYmKjmzZtr//79qlq1qvbt26fU1FQtX75cAwcO1Nq1a9WwYUOrYwK3hBkvDzF8+HB9+umnOnLkiMqWLavevXurd+/eKleuXJ7j3n33XV24cMGipIB3eeaZZzR79mw1bdpUZcqUyfcB0HPnzrUgmevq1auX4uPjtWbNGpUvX17+/v7auXOnqlWrpujoaPn7+2v16tVWxwRuCcXLQwQEBKh9+/bq06ePoqKirrrq89dff61Dhw6pX79+JicEvFN4eLgGDx6sIUOGWB3FbYSHh+vdd99V9+7dlZ2dLT8/P+3cuVORkZFatmyZevbsyY0vcFucavQQQ4cOVadOnVS1atVrHvfoo4+alAiAdPmOWa5Jujnp6elXfQKCr6+vLl26ZHIiwHnyznnDLU2YMEGHDh2yOgaAv4mOjtbKlSutjuFW6tWrpw8//DDffZ9++qnq1q1rciLAeZjx8hDVqlXTgQMH1KZNG6ujAPiLLl26qG/fvjp16pQaNGiQ780cPXr0sCCZ6xozZoyioqJUq1YtxcTEyGazacGCBRo1apTi4uIUFxdndUTglnGNl4d44403NH78eDVu3Fg1a9ZUcHBwrv02m00jRoywKJ3r6NOnz00dP2fOnDuUBN4iv4vp/8pmsyk7O9ukNO5j48aNeu2117Rt2zbl5OTIZrMpMjJS48aNU8uWLa2OB9wyipeH4Jf7jSlfvnyuGw+OHz+uzMxMlStXTiVLllRSUpJ+//13FShQQDVr1tSWLVssTAtPcPjw4esec/fdd5uQxD2lpaXpzJkzKlSoUJ5/UALuiFONHuLvawMhf3+9Du6zzz7TkCFD9OWXX+a6+Pmnn37So48+qi5duliQEJ7mr6UqNTVV58+fV3h4uPz8/CxM5dqOHDmSZ1tycrKSk5Nlt9sVHBzMExPgtpjx8kDnzp3TiRMnFBERIV9fX/n4+FgdySVFRERozJgx6t69e559n3/+uQYOHKg//vjDgmTwNJs2bdIrr7yinTt36sqv3Pr162vcuHFq1qyZxelcj91uv+qSOFeEhYWpX79+Gj58uEmpAOfgrkYPEh8frwceeEBhYWGqUaOG9u3bp27dumnQoEFWR3NJiYmJV/1Xs5+fny5evGhuIHikLVu2KCoqSufOndOIESP04Ycfavjw4UpOTlZ0dLS+//57qyO6nI8++kj+/v5q1aqV5s6dqxUrVmjevHlq166dbDabRo4cqV69emns2LGaOnWq1XGBm8KMl4dYt26dWrdurQcffFCxsbEaMmSIduzYoVWrVmnkyJGaNGmSBg4caHVMl9KyZUtduHBBK1euVJEiRRzbT5w4oVatWumee+7RV199ZV1AeITmzZvLbrcrLi4u1+xzTk6OoqOjZbPZ9O2331qY0PXExMSoRIkS+a7o/9xzz+mPP/7Q0qVLNX78eC1YsEC7d++2ICVwayheHqJhw4YqW7asFi5cqKysLMcjNiIjIzV06FB99dVX+umnn6yO6VJ2796tJk2aKDs7Ww0bNlTRokX1559/asuWLQoLC9N3332n8uXLWx0Tbi44OFgLFixQu3bt8uxbunSpevToobNnz5ofzIUFBgbq66+/zvfuxdWrV6t9+/ZKSUnRhg0bFBMTo5SUFAtSAreGU40e4r///a9jqYS/XxvRqlUrFlfNx/333699+/bp2Wef1fnz57Vz506lpaXp5Zdf1u7duyldcIqQkBBlZmbmuy8zM1P82zev8PBw/fjjj/nu+/HHH1WoUCFJ0sWLFxUUFGRmNOC2cVejhyhcuLBOnDiR774jR46ocOHCJidyD6VKldLkyZOtjgEP9tBDD2nChAlq3bp1rsVTU1JSNGHCBDVq1MjCdK7pySef1MiRI+Xn56dOnTqpePHi+vPPP7VkyRK9/vrr6tu3r86cOaN33nlHDRo0sDoucFM41eghnn32WS1btkxLly5V7dq15efnp4SEBBUrVkxRUVFq1KiRZs6caXVMl5ORkaE5c+Zo9erVOnHihObOnav4+HhFRkbyfD04xa+//qo6deqoYMGCio2N1V133aWTJ09q+fLlSktL03fffaf777/f6pguJSsrS88884w++uijXNvtdrv69Omj9957T4sWLdJLL72kdevW8f7BrVC8PMSZM2fUrFkz7dmzR3fddZdOnDihSpUq6ejRoypXrpw2bdqkokWLWh3TpSQmJqp58+bav3+/qlatqn379mnHjh0aOXKk1q1bp7Vr16phw4ZWx4QH+OmnnzR69Ght2LBBycnJCgsLU5MmTTRq1ChVq1bN6ngu67ffftP69euVmJioMmXK6KGHHlJERISky7/zAgMDVaBAAYtTAjeH4uVBMjIyNH/+fK1bt05JSUkKDQ1VkyZN1Lt373yfD+ftevXqpfj4eK1Zs0bly5d33JBQrVo1RUdHy9/fX6tXr7Y6JgDAg1C8PMTGjRsVGRmZ7yM1zp49q1WrVqlr164WJHNd4eHhevfdd9W9e3dlZ2fLz8/PcSfosmXL1LNnTyUnJ1sdEx7g+PHj2rlz51XvXuQh2bmlpaXpzTff1PLly5WSkpLnyRw2m02//fabRemA28PF9R6iWbNm2rp1q+rVq5dn365du9S7d2+K19+kp6crLCws332+vr66dOmSyYngiT7//HP16tVLGRkZ+e632WwUr7/p16+fZs+eraZNm6pWrVrXfRYt4E6Y8XJjPXv21NGjRyXJcUH4ldus/+p///uf/Pz8dPDgQbMjurSmTZsqODhYy5cvzzPj1b17dx07dkzx8fFWx4Sbu/fee1WqVCn961//Unh4eL7H8JDs3MLDwzV48GANGTLE6iiA0zHj5cY6deqkt99+2/G5YRh51gTy8fFRgwYN9MILL5gdz+WNGTNGUVFRqlWrlmJiYmSz2bRgwQKNGjVKcXFxiouLszoiPMDx48c1Y8YMRUZGWh3FbWRmZnJXMTwWM14eolmzZpo6daqqVKlidRS3snHjRr322mvatm2bcnJyZLPZFBkZqXHjxuW7ajZws6KiohQbG6v+/ftbHcVtdO7cWREREZo0aZLVUQCnY8bLQ0RERFz1tuoDBw7o5Zdf1rJly0xO5foaN26szZs3Ky0tTWfOnFGhQoXyvUEBuFUffvih2rVrp3Pnzql+/fr5rrTeuHFjC5K5ri5duqhv3746deqUGjRokO9d2VwXB3fFjJcbO3LkiKTLpxgrVKigJUuWqFatWnmO+/LLLzV06FClpaWZnND1XHnPblS5cuXuUBJ4i+XLl+vJJ5/UhQsXJOV+pJdhGLLZbMrOzrYqnku63sX0vGdwZxQvNxYbG6uVK1de9zjDMNSyZUuuWdLlX+h/f5bltfDLHberSpUqCgwM1KuvvqoSJUrke0yTJk1MTuXaDh8+fN1juCEB7ori5cb++OMPrVmzRoZhqE+fPho+fLjuueeeXMf4+PgoNDRUzZo142GykubNm3dTxatnz553MA28QUBAgJYtW6aoqCiro3iMKzOFgDviGi83Vrp0aUcxsNlsatu2LY8Fuo5evXo5/nwji84Ct+u+++5zLPuCG7dw4ULFx8crIyPDcbd2Tk6OUlJS9P333+vYsWMWJwRuDTNeHiQ9PV27d+/O9xfVpk2bNGHCBIsTuhYfH5+rLjq7fv16xcTEcF0cbtvmzZvVrVs3DR8+XA0bNsx3rT2uJcxt9OjRGj16tAoXLqysrCz5+fnJz89Pp0+flt1u19NPP62pU6daHRO4JRQvDxEfH6/OnTtf9RE3ISEhV31ciTdh0VmYLSAgQJmZmY7lSvLDtYS5VahQQY0bN9bcuXM1atQoHT58WB999JESEhIUExOjESNGsDYh3BanGj3EsGHDVLRoUc2YMUOffPKJfHx81Lt3b61YsUJTp069oYvwvQGLzsJs06ZNszqC2/njjz/05JNPymazqVatWlqwYIEkqU6dOho2bJhmzZrFzyfcFjNeHiI4OFizZs1S165dNW/ePE2bNk1bt26VJD377LM6duyYvvnmG4tTuhYWnQVcU1hYmBYuXKioqCjt2bNHtWvX1oULFxQQEKCNGzc61kUD3BFPHvUQOTk5Kl26tKTLz4bbt2+fY1+nTp30ww8/WBXNZV1v0dl27dqZnAieKiMjQ1OnTtVjjz2mhg0b6ueff9a0adO0fft2q6O5pPr162v+/PmSpEqVKsnX11dr166VJO3fv/+qP7eAO+BUo4e45557tGfPHjVq1EiVK1dWSkqKDhw4oMqVKyszM9OxeKO3++uisx999JHat28vHx+fPMetWLFCa9asMTsePFBiYqKaN2+u/fv3q2rVqtq3b59SU1O1fPlyDRw4UGvXrlXDhg2tjulShg4dqqioKJ05c0bLli1T9+7d1aNHDzVr1kxxcXHq0KGD1RGBW8apRg8xceJEvfnmmxo/frxeeOEF1a9fX4ULF9ZLL72ksWPHyjAMbdu2zeqYlmPRWZitV69eio+P15o1a1S+fHn5+/tr586dqlatmqKjo+Xv76/Vq1dbHdPl7N69W7t371b37t2Vnp6ul156SZs3b1b9+vX19ttvq0iRIlZHBG4JxctD5OTkaMiQITp58qQ+/vhj7dy5U23atFFSUpIKFSqkpUuX8jw4segszBceHq53331X3bt3V3Z2tvz8/LRz505FRkZq2bJl6tmz51XvRvZWb775pjp27KiqVataHQVwOk41egi73a7Jkyc7Pq9bt65+//13/fzzz6pcuXK+SyZ4IxadhdnS09MVFhaW7z5fX19dunTJ5ESub9y4capTpw7FCx6Ji+s9VGJion7++WdVqFCB0nUVPXv2VEhIiKZNm6auXbuqdevW6t69u6ZPn87CqXCaevXq6cMPP8x336effqq6deuanMj1Va9eXQcOHLA6BnBHcKrRze3fv9/x/MF//vOfuvfeezVy5EhNnDhRWVlZ8vHx0VNPPaX33nsv34vIvdnZs2fVrFkz/fjjj7r77rt111136cSJEzpy5Ihq1KihTZs2qXDhwlbHhJvbtGmToqKiVLVqVcXExGjixIkaOHCgfv75Z8XFxSkuLk7NmjWzOqZLeeONNzR+/Hg1btxYNWvWzPNYL5vNphEjRliUDrhNBtzWhg0bjIIFCxqBgYFGWFiYERwcbEyYMMGw2+3G008/bUyfPt3o06ePYbPZjAkTJlgd1+X07dvXKFq0qLFp06Zc2zdu3GgUL17cePHFFy1KBk+zYcMG48EHHzR8fHwMm81m2O12o27dusa3335rdTSXZLPZrvlht9utjgjcMma83FiLFi3k7++vL7/8UoGBgXr11Vc1efJk9e/fX2+99ZbjuEGDBmn16tXavXu3hWldT8mSJfX666/r2WefzbNv+vTpGjNmDA/ihVOlpaXpzJkzKlSoUL4PZwfg+bjGy4398MMPeu655xQYGChJGjBggAzDUJs2bXId9+ijj+q3336zIqJLu3jxoipUqJDvvgoVKigpKcnkRPB0AQEBKlWqlKN0rV27Vs8884zFqVzXuXPneMYsPA7Fy42dO3dOxYoVc3weHh4uSXnWtylQoIDS09NNzeYOqlSpouXLl+e7b9myZapYsaLJieBt9u7dq9mzZ1sdw6Xs379fvXr1UpEiRRQWFqbw8HCFhoaqZ8+e2rNnj9XxgNvGchJu7q8XzNtstlz/i2t7+eWX1a1bN2VlZalr16666667dPLkSS1YsEAzZsy46p1oAO6MhQsXqlevXrLb7WrZsqUqVqwoX19f/f7771q6dKkWLlyoOXPm6IknnrA6KnDLKF5uLr+SRfG6MV26dNEvv/yisWPHatq0aZIur1hfoEABjRgxglNAgIl+/vln9erVS23bttWMGTPyzNxfuHBBzz77rJ566inVrl2bh9vDbXFxvRuz2+2KjIx0rNNlGIY2bNigOnXqKCQkxHHc+fPntWvXLmVnZ1sV1aWdPXtWW7duVXJyssLCwvTAAw/wOBKY4t1339XAgQP52ZT0zDPPaNeuXdq6detVl77JycnRww8/rPvvv9/xjyXA3XCNlxtr3LixQkJCZBiGrvTnJk2aKDg42LHNMAyFhITwuKBrCA0NVevWrdWqVSuFh4crJyfH6kiA11m7dq2ef/75a643aLfb9dxzz/FsS7g1TjW6sfj4eKsjuCUWncWd1rx58xs67ujRo3c4ifs4fvz4Dd3QEhERoRMnTpiQCLgzKF7wKhs3blR0dLTsdrsKFiyoDz74QMOHD9fYsWP1z3/+U3Xr1tW2bds0bdo03X333RoyZIjVkeGGcnJybuhayzJlyqhMmTImJHJ9oaGhN1Sojh8/nutubsDdcI0XvAqLzgKuqVOnTkpLS9M333xzzePatGmjIkWK6LPPPjMpGeBcXOMFr8Kis4BrGjBggFatWqU333zzqse89tprWrNmjfr3729eMMDJONUIr8Kis4BreuihhzRu3Di99tprWrBggdq1a6fy5cvLz89Phw4d0pdffqkDBw5oypQpql+/vtVxgVtG8YLXYdFZwDUNGTJE1atX1+jRozVp0qRc+xo0aKCVK1eqVatWFqUDnIPiBa/DorOA64qNjVVsbKySkpJ06NAhGYahu+++mwvq4TG4uB5ehUVnAQBWonjBqzRt2vSmZrfWr19/B9MAALwNxQsAAMAkLCcBAABgEooXAACASSheAAAAJqF4AQAAmITiBQAAYBKKFwAAgEkoXgAAACaheAEAAJiE4gUAAGASihcAAIBJKF4AAAAmoXgBAACYhOIFAABgEooXAACASSheAAAAJqF4AQAAmITiBQAAYBKKFwAAgEkoXgAAACaheAEe7Ouvv5bNZpPNZlO/fv2ueeygQYMcx+7bt8+UfO+9957jNb/55pubOn7ZsmUmJAQA56J4AR5sx44djj/Xr1//mseuX79eklSiRAlVr179jub6+2v6+vqqcePG1z3+hx9+cPz5en8fAHBFvlYHAHDnbN++3fHnevXqXfPYHTt2yDAM2Wy2Ox3L4YsvvnC8po+Pz3WPv1K8ypYtqxIlStzpeADgdBQvwIPt3LlTklS4cGHde++91zz2RoqPs93Ma2ZkZOinn36SdP0SCQCuilONgIf65ZdfdObMGUlS3bp1rzmT9fnnnzuunZo5c6Zj+8WLF/X666/r3nvvVUBAgKpXr665c+dq3759juO/+OILSdKxY8cc23r27Jlr/H/84x+OfSdPnpQkbdu2zbFt2LBhjmPT09M1atQoVaxYUQULFlTFihX1zjvvaPfu3crKypJE8QLgvpjxAjzUX6/vul5R+espySvXTp09e1YtW7Z0zJpJ0k8//aQ+ffqoTZs2eY7ftm1bnm1XXNlXtmxZ3XXXXVd9zfT0dEVHR2vjxo2Ofb/99psGDBigWrVq3fDfBwBcFTNegIe6leIVGBioGjVqSLp8l+OV0jVw4ECdOnVK27ZtU9myZbVy5UpJUrFixXT33XdLunrxOnPmjH799VdJ0gMPPJDnNf96/JtvvukoXb1799bJkye1Z88eVa9eXf/9738lSTabTXXr1r3RtwEAXArFC/BQN3phfXZ2tuOi9cjISPn4+Oj48eOaN2+eJKlt27Z66623VKxYMdWvX1/Dhw/Pd9wrxatAgQKqWbNmrhyGYUjKXciu5CtTpoxKliypixcv6t///rckqXr16po1a5ZKlCihGjVq6K233nJ83b333qvChQvf3JsBAC6C4gV4oKysLO3atUvS5eUhypYte9Vj9+7dq9TUVEn/V4yWL1+unJwcSdLzzz+f6/iSJUs6/nyleGVnZyshIUGSVLNmTfn7+zuOudppzF9++SXXtvj4eF24cMHxmnb7//16KleuXJ4xAMAdUbwAD7R3716lpaVJurXru66cGpSkOnXq5Dp+z549jj9fGXvv3r1KSUnJ9/W+++47SZfvYLxyivDK0hV/fc3ffvvN8TX33Xdfnr/P318TANwRxQvwQDezcGp+xcvX9//uuzl//rzjz5mZmZo7d67j8ysl6K8Lm/61qP3222+ORVKrVaumoKCgq75mQEBAvq8pSTNmzMjzmgDgjrirEfBAfy02drtd8fHx+R5Xo0YNx7HFihVTRESEJKlKlSqOYwYMGKDp06fr0qVLGjRokGM2rFy5cipevLgk6dSpU47jAwMDJUmJiYnq1q2bMjMzJeV/Yb3dbnfMgv31NUeOHOm4lmvs2LFas2aNpMuF8K93NwKAu7EZV+b7AXiMWrVq6ccff7zucT/++KMiIyOVnZ2tmJgYx/MS09PTVbVqVR06dOiqX9upUyfHGl5r165VVFSUJKlIkSJ66KGHtHnzZklyrCU2Y8YMPf3005KkUqVK6cSJE6pWrZrjuZCGYejBBx/U1q1bc72O3W6X3W5XVlaWatWq5bh2DQDcEacaAQ+TlpZ2Qw+5DgoK0pkzZ5SdnS0p9ynJggULatWqVYqJiVFgYKCKFSumRx99VKNGjXIc89dTfi1atNC4ceNUqlQppaam6siRIxoyZIgmTJjgOObK+EePHtWJEyfyvKbNZtPixYv1+OOPKyQkRAEBAWrSpIlWrlzpuNCe04wA3B0zXgBu2JAhQzRp0iRJ0rp169SsWTOLEwGAe2HGC8ANu3Kaz2az5bnbEQBwfRQvADfsSvGqXLmyChUqZHEaAHA/FC8AN+TYsWNKTEyUxLVWAHCruMYLAADAJMx4AQAAmITiBQAAYBKKFwAAgEkoXgAAACaheAEAAJiE4gUAAGASihcAAIBJKF4AAAAmoXgBAACY5P8Da+urn4/43yoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 616x570 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', tick_labels_major_x_rotation=90, legend='Measurement')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stacked"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively, we can stack the measurements to give a cumulative bar using `stacked=True` (which makes absolutely no sense for this example but whatever):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 616x570 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', tick_labels_major_x_rotation=90, stacked=True, legend='Measurement')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Row/column plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can separate different conditions using row/col plots as shown below.  (Negative pH values?? These data are truly fake!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1086x842 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', tick_labels_major_x_rotation=90, col='Measurement', row='T [C]', ax_hlines=0, ax_size=[300, 300])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Wrap plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use a `wrap` plot to visualize:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 692x862 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', tick_labels_major_x_rotation=90, wrap='Measurement', ax_size=[300, 300])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rolling mean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**fivecentplots** can automatically apply a rolling mean to bar chart data using `rolling_mean`, to which we pass a positive integer for the window size of the mean calculation. For this example, we read in some different data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.read_csv(Path(fcp.__file__).parent / 'test_data/real_data_bar.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Default line styling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default, the rolling mean curve will have markers disabled and will use the second color in the default color list (red) and a line width of 2:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0eLOO2kmL+vp6PvvsM775zW92umICDII5hyIiIiIiMrhoDcPIUHIoIiIiIiIiSg5FREREREREyaGIiIiIiIig5FBERERERERQcigiIiIiIiIoORQRERERERGUHIqIiIiIiAhKDkVERERERAQlhyIiIiIiIoKSQxEREREREUHJoYiIiIiIiKDkUERERERERFByKCIiIiIiIig5FBEREREREZQcioiIiIiICEoORUREREREBCWHIiIiIiIigpJDERERERERQcmhiIiIiIiIoORQREREREREUHIoIiIiIiIiKDkUEREREZEIWfbM1kiHIEGUHIqIiIiIiIiSQxEREREREVFyKCIiIiIiIig5FBEREREREZQcioiIiIiICEoORUREREREBCWHIiIiIiIigpJDERERERERQcmhiIiIiIiIoORQREREREREUHIoIiIiIiIiKDkUERERERERlByKiIiIiIgISg5FREREREQEJYciIiIiIiKCkkMRERERERFByaGIiIiIiIig5FBERERERERQcigiIiIiIiIoORQRERERkRiw7JmtkQ5h0BsUyaHP5+PBBx9kypQpJCQkcMwxx/D000+HtPn8889ZsGABycnJjBw5kltuuQWXyxXSpqSkhMWLF5OVlUVaWhqXXnophw4dCmnj8Xi4/fbbGTNmDImJicyfP5/169f3+2MUERERERHpT4MiObzjjju45ZZb+MlPfsLrr7/OWWedxQ9+8AOeffZZAHbv3s1ZZ51FQkICL7zwAtdffz0rVqzgv//7v41reDweFi5cyPr163nsscdYuXIl69atIz8/H7fbbbS77rrrWLFiBUuXLuX555/HarVy1llnUVhYOOCPW0REREREJFyskQ6grxoaGvjd737HL3/5S26++WYAzjzzTDZs2MAjjzzCpZdeyrJly0hJSeEf//gHdrudRYsWkZiYyNVXX80tt9zC2LFjefHFF9m0aRPbtm1jxowZAMyePZtZs2bxwgsvsHjxYvbv38/KlSt55JFHWLJkCQD5+fnk5eWxbNky/vjHP0bseRAREREREemLmO85jIuL46OPPuL6668P2W+322lsbARgzZo1nHvuudjtduP4RRddhM/nY82aNUabqVOnGokhwIwZM5g+fTqrV68G4O2338bj8XDBBReE3P95551ntBEREREREYlFMd9zaLFYOProowHw+/0cOXKEJ598krfeeovHH38ch8PB3r17ycvLCzkvJyeH1NRUduzYAUBBQUGbNgCTJ08OaZOSkkJubm6bNsXFxdTV1ZGcnNwfD1NERERERKRfxXxyGOy5557jsssuA+Dcc8/lBz/4AdXV1QCkpqa2aZ+SkkJNTQ0A1dXVTJkypcs2HV0HoKamRsmhiIiIiIjEpJgfVhrsxBNP5L333uP3v/8969at45xzzsHr9XZ6jtkceAp8Pl+f2gS3ExERERERiTWDqudw0qRJTJo0iVNPPZXU1FQuv/xydu3aBUBtbW2b9jU1NaSlpQGQlpbWpzbNx7sjMzOz3R7IZj6fD7/f361riYiIiIjEKqvVRmZmZsjtZsH7Wx/rqI20ZbO1fd46EvNdXaWlpTz11FMcOXIkZP9xxx0HQHFxMaNGjWqz1MSRI0eora1l+vTpAEydOrXd5SgKCwtD2tTU1FBaWtqmzbhx40hISAjb4xIRERERERlIMd9z6HA4uPzyy7nvvvv41a9+Zex/8803ATj66KPJz8/n9ddfZ8WKFcTFxQHw97//HYvFwhlnnAEElqR45pln2L59u1GxdPv27RQUFHDbbbcBcPbZZwPw0ksvGUtZOJ1OXn/9dc4555ywPqaGhoawXU9EREREJBp5PG4qKipCbjcL3t/6WEdtpK36+vput4355HDs2LFcccUV3HPPPdhsNo499lg++OADHnjgAX7yk58wY8YMli5dyrPPPsvChQu57rrr+Prrr7nlllu48sorGTt2LACXXHIJ9913HwsXLuSBBx4A4Oabb+aoo47i4osvBmDcuHFcfvnlXHvttTgcDvLy8lixYgVVVVUsXbq02zFXVFTgdDrD/2SIiIiIiIj0UswnhwArV65k4sSJ/OEPf2Dv3r2MGTOGe+65hxtuuAGAadOm8eabb3LjjTdy0UUXkZ2dzbXXXss999xjXCMuLo61a9fyy1/+kiuvvBKbzUZ+fj4PPfQQVmvL0/T444+TkZHBsmXLqKur4/jjj2ft2rVMnjx5wB+3iIiIiIhIuAyK5NBut3Prrbdy6623dthm/vz5fPLJJ51eZ8yYMaxatarTNnFxcTz00EM89NBDvYpVREREREQkGsV8QRoRERERERHpOyWHIiIiIiIiouRQRERERERElByKiIiIiIgISg5FREREREQEJYciIiIiIiKCkkMRERERERFByaGIiIiIiIig5FBERERERERQcigiIiIiIiIoORQRERERERGUHIqIiIiIiAhKDkVERERERAQlhyIiIiIiEuPc5eX4/f5IhxHzlByKiIiIiMiAWvbM1rBdq/TvL7P7pls59Mc/h+2aQ5WSQxERERERiVkV/1oDQO2nn6n3sI+UHIqIiIiIyKDgdzojHUJMU3IoIiIiIiKDgre+PtIhxDQlhyIiIiIiEpP8Pl/IbW+dksO+UHIoIiIiIiIxye9yhdxWz2HfKDkUEREREZGY5GtsDLmtnsO+UXIoIiIiIiIxqU1yqJ7DPlFyKCIiIiIiMcnXGFqd1KfksE+UHIqIiIiISExqO6y0LkKRDA5KDkVEREREJCa17jn01jdEKJLBQcmhiIiIiIjEJJ9Tcw7DScmhiIiIiIjEJBWkCS8lhyIiIiIiEpO0lEV4KTkUEREREZGY1LZaqQrS9IWSQxERERERiUlth5U24Pf5IhRN7FNyKCIiIiIiMal1cojfj8/hiEwwg4CSQxERERERiUmth5WClrPoCyWHIiIiIiISk9r0HALeOs077C0lhyIiIiIiEpPaTQ61nEWvKTkUEREREZHY4/fh2FnYZrdPyWGvKTkUEREREZGY840v/9Xufq112HtKDkVEREREJKbYXQ5GlBW1e0zDSntPyaGIiIiIiMSUrOpDIbdHXPVTY1vJYe9ZIx2AiIiIiIhIT2RVHTS2R129BPuIEcZtDSvtPSWHIiIiIiISU7Kqio3thMmTQ46p57D3NKxURERERERiRkp9Bem1pQDYR43EkpzEg//YDSYToGqlfaHkUEREREREYsbUos8wNW2nnXxSYMNkwpyYCKjnsC+UHIqIiIiISEyweFyMOhJY27DRlkD66ae1HEtOAjTnsC+UHIqIiIiISExIcNZjwg9AaeYYzHFxxjFLUiA59Dkc+L3eiMQX6wZFcujz+Xjsscc4+uijSU5OZuLEiVx77bXU1NQYbU455RRMJlOb/z7//HOjTUlJCYsXLyYrK4u0tDQuvfRSDh0KLZPr8Xi4/fbbGTNmDImJicyfP5/169cP2GMVERERERmq4lwNxnajPTHkmCU52dj2BOUBwZY9s7V/AhskBkVyuHz5cq6++mrOPfdcXnnlFW644Qaeeuopvvvd7+L3+/H7/WzZsoXrrruOjz/+OOS/6dOnA4Gkb+HChaxfv57HHnuMlStXsm7dOvLz83G73cZ9XXfddaxYsYKlS5fy/PPPY7VaOeussygsLIzUwxcRERGJSvoiLuEWnBw6WyWHtuxsY9tdWjZgMQ0mMb+Uhc/nY9myZVx11VXcf//9AJx11llkZWXx/e9/nw0bNpCenk5tbS2LFi3ipJNOavc6L774Ips2bWLbtm3MmDEDgNmzZzNr1ixeeOEFFi9ezP79+1m5ciWPPPIIS5YsASA/P5+8vDyWLVvGH//4x4F50CIiIiIiQ1B8J8mhfVir5DBvyoDFNVjEfM9hTU0NP/zhD7nssstC9k+bNg2AXbt2sXnzZiCQ7HVkzZo1TJ061UgMAWbMmMH06dNZvXo1AG+//TYej4cLLrjAaBMXF8d5551ntBERERERkf7R2bBSW3aOse0uLR2wmAaTmE8O09PTeeSRR5g3b17I/ldeeQWAmTNnsnnzZpKTk7nhhhvIzs4mPj6eRYsWsWPHDqN9QUEBeXl5ba4/efJko11BQQEpKSnk5ua2aVNcXExdXV2YH52IiIiIiDQL6TmMa5UcBvUcugYoORxsQ6djPjlsz/r163nggQc4//zzmTVrFps3b6auro6MjAxefvllnnjiCXbu3Mn8+fMpLi4GoLq6mtTU1DbXSklJMQrbdNYGCCmAIyIiIiIi4dV5z6HmHPZVzM85bG3dunWcd955TJgwgSeffBKAe++9l6VLl3LqqacCMH/+fObOncv06dN5+OGHWbZsGT6fr8Nrms2BHLqzNsHtupKZmdluktnM5/Ph9/u7dS0RERGRaGW12sjMzIx0GBKFml8brV8jVqvN2G792rFabcS7HQD4MeFLSDHaWK02snNz2ZOZgbuiEk9ZebuvvXC/JmPhNW6z2bpu1GRQJYfPP/88P/7xj8nLy+ONN94gKysLgGOOOaZN24kTJzJ9+nS++OILANLS0qitrW3TrqamhrS0tC7bNB8XEREREZH+EecM9Bw67QlgatsxE5+bG0gOa2rwOhxYEhIGOsSYNmiSwwcffJClS5eyYMECXn75ZSNR83g8PP300+Tl5XHyySeHnONwOMjJCUxcnTp1Kps2bWpz3cLCQk488USjTU1NDaWlpcZ5zW3GjRtHQphefA6Hg4aGhq4bioiIiEQxj8dNRUVFpMOQKNT82mj9GvF4WpaQa/3a8bhdxrBSpz0x5NzmbVNQZ82Rwl3EjRrZ7v2G+3FEs/r6+m63HRRzDh9//HFuvPFGLr74Yt54442QHjyr1crdd9/NjTfeGHLOxo0bKSws5PTTTwcCS1IUFBSwfft2o8327dspKCggPz8fgLPPPhuAl156yWjjdDp5/fXXjTbdUVFRQWlpaYf/KTEUEREREQll8zRi9gemebWeb9jMmt6SB3iqqwckrsEk5nsODx8+zLXXXsv48eO5+uqr2bhxY8jxSZMmcdddd3H55Zfzox/9iB/+8Ifs3buXO+64g9mzZ3P55ZcDcMkll3DfffexcOFCHnjgAQBuvvlmjjrqKC6++GIAxo0bx+WXX861116Lw+EgLy+PFStWUFVVxdKlSwf2gYuIiIiIDCHxzo7XOGxmDeok8lQpOeypmE8OV69ejcPhYM+ePcyfP7/N8SeffJIf//jHxMfHs3z5cr7zne+QlJTEBRdcwP3334/FYgEC6xWuXbuWX/7yl1x55ZXYbDby8/N56KGHsFpbnqbHH3+cjIwMli1bRl1dHccffzxr165l8uTJA/aYRURERESGmgRny7Jxjrjkdtuo57BvYj45vOKKK7jiiiu6bHfxxRcbPYAdGTNmDKtWreq0TVxcHA899BAPPfRQj+IUEREREZHeS3C2zJ1zxCW128YS1HPoVXLYY4NizqGIiIiIiAxu8UE9h43x3eg51LDSHlNyKCIiIiIiUS90WGn7PYchcw7Vc9hjfU4OS0tLwxGHiIiIiIhIh+JDhpW233NotttxWeMA9Rz2Rq+TQ6fTyYUXXsiiRYuMfXv37uXee+9l5cqVNDY2hiVAERERERGR5p5Dn8mMy9bx+uLNy1x4qqvx+/0DEttg0euCNA8++CCvvPIKycmBrP3gwYN84xvfMHoS//SnP/Hhhx8SHx8fnkhFRERERGTISmgMJIeOuCQwmTps54xLgoZK/C4XPkcjlsSOE0kJ1euew2effRaAOXPm4PP5WLFiBUeOHMHv9+P3+9m0aRMrV64MW6AiIiIiIjI0+Vwu7B4nAI0dDClt1mhvmY/oqars17gGm14nh/v27cNkMvH4449jNpt54YUXMJlM/Nd//Rf/+Z//id/v5+mnnw5nrCIiIiIiMgR5KquM7Y7mGzarTUw3thuL9vRPQINUr5NDj8cDwOjRo9m6dSsHDx7EarVy9913c9dddwFQVFQUliBFRERERGTo8lRVGdsdVSptVp4+0thu+Lqwv0IalHqdHI4dOxaAt99+m//7v/8D4PTTTyc9PZ2UlBQA3G533yMUEREREZEhzVPZMjy0q2GllanD8ZoCaU7Nuo/we739Gttg0uvk8JxzzsHv9/Otb32Lhx56CJPJxA9/+EMAVq9eDcCIESPCE6WIiIiIiAxZ7uBhpfGdJ4c+i5XK1Fzj9s7/vg5vQ0N/hTao9Do5vPXWWxk7dqxRgGbmzJlcfPHFfPTRR/z4xz/GZDJx+umnhzNWEREREREZJJY9s7XbbYPnHDZ2MawU4EjWWGPb73RS/+W2Xt1vb9rHsl4vZZGTk8PGjRuNIaVXXHEFNpsNu91OY2MjycnJXHPNNWEKU0REREREhqrgYaVdFaQB2DXmGGY3FOE6XAKAu7y832IbTHqdHAJkZmZy3XXXheybOnUqM2bM4LHHHmPatGl9Ck5ERERERKS5II2flkXuO+O12Mi94sfsu28ZAO7yin6MbvDoU3IIUFhYyMcff0xjYyMjR47k3HPPZevWodP1KiIiIiIi/au559BpT8RvtnTYLngIqC07q+V89Rx2S6+TQ5/Px5VXXsmTTz5p7DOZTHg8Hn7+859zxx13kJub28kVREREREREOuf3evFU1wBdL2MRzJKSgsluw+9ya1hpN/W6IM0DDzzAn//8Z6MgTfN/Pp+PP/7xj5x55pnU1taGM1YREREREYlxPS3w4qmuAb8f6HoZi2AmkwlbZiYQGFbqb7qGdKzXyeGTTz6JyWTiyiuvZP/+/cb+uro60tLS+Oqrr/jtb38bliBFRERERGRoap5vCN0rRhPMmhUYWup3ufDW1XfadihVJe1Ir5PDffv2AXDfffeFDB9NTU3lL3/5C36/n+eff77vEYqIiIiIyJDlrakxtrtTjCaYLUvzDnui18lheno6AA3tLCi5YMECAPbu3dvby4uIiIhIlFNPiwwET22dse2yJ/ToXFtWprGteYdd63VyOGfOHABuvfXWNuN3N2/eDEBycs+6fUVERERERIJ5g+qYOHuYHFozW5LD4LUSpX29Tg6vvvpq/H4/f/vb35g+fbqx/7e//S3f//73MZlMnH766WEJUkREREREhqbgYaVOWw97DjPSjW13ZVWYIhq8ep0cnnPOOdxwww34/X52796NyWQCYOnSpRw8eJCEhATuvPPOsAUqIiK9o2FfIiISy4KHlfa45zAjo+U66jnsUq+TQ4Dly5fzl7/8hUmTJoUsZzFjxgzefPNNZsyYEa44RURERERkCAoeVurqYc+hNajn0KOewy5Z+3qBH/7wh/zwhz9k7969lJSUkJOTw4QJE8IRm4iIiIiIDHHepp5Dn8mM2xrXo3PNdjuW5CS8dfWBnsMx/RHh4NGnnsOamhrWrl0LwLhx4zjxxBOVGIqIiIiISNh4awNzDp22BGiaytYTzUNL3ZVV0KqQpoTqdXJ44MABjj32WK655hpj3+uvv87ZZ5/NJZdcQkFBQTjiExERERGRIcrv9xtzDnu6jEUzY96h10uc2xGu0AalXg8r/c1vfkNRURF2ux2fz8eGDRv4zne+Yyxr8fbbb/Pll18yYsSIsAUrIiIiIiJDh8/hAK8X6Hml0mbB8w7jG+tw2hPDEdqg1Ouew7Vr12Iymfj5z3+O2Wzmd7/7HT6fzyhKU1lZybJly8IZq4iIiIiIDCHemt6vcdjMFlSxNMFZ10nLgKFc5bvXyWFxcTEAN998Mx6Ph3/+85+YTCaeeuopHn/8cfx+vzEfUUREREREpCd8jY0U3XG3cbu3yaE1Pd3Y7k5yOJT1Ojm02WwAJCUl8dFHH1FTU0NqaiqXXHIJl1xyCQD79u0LT5QiIiIiIjKk1G3+Anw+43ZDfGqvrmNJazkv3tXQ57gGs17POZw2bRobNmzgvvvuY8uWLZhMJs4//3xsNhvV1dUA2O32sAUqIiIiIiJDhzt4XUKLmf2503p1HWtqS3IY10FyOJSHkgbrdXJ4ySWX8Pnnn/PAAw8Y+/7jP/4DgN/97ncAjBmjhURERERERKTngucbjrn+WtyfOztt31GCZ0lNMbbjXKpW2pleDyv95S9/ybnnnmsUoLnssss4/fTTWb16Nffddx8mk4kLLrggnLGKiIiIiMgQ4ampMbatQQleT1lTuu45lIBe9xxarVZee+01Nm7cCMBxxx0HwPjx4wGYMmUK//Vf/9X3CEVEREREZMjx1rb0HFpSUoCyXl3HZLVgTkrCV1+v5LALve45bHbccccZiSHA5MmT+dnPfsZ7771HZmZmXy8vIiIiIiJDkLe559BiwZzYt7UJm3se41wOaFqXXdrqU3LodDr55JNP2Lp1Kx6PBwgUoXn00UcZPnx4WAIUEZFQmjQvIiJDgaep59CamoLJZOrTtSxNRWmsPg9Wr7vPsQ1WvR5Wunv3bs4++2z27NkDQFxcHMcffzwnn3wyxx9/PKNGjWLPnj384Ac/CFesIiIiIiIyFPj9eGsDaxJaUnq3hEWw7lQslT4khzfddBNFRUXG7cbGRj766CM++ugjY5/JZFJyKCIiIiIiPWJ3NxprHPalGE0zVSztnl4PK33//fcxmUxcccUV3HrrrQDYbDajemnzfyIiIiIiIj0R3LtnCUNyqJ7D7ul1clhVVQUE1jS86667sNlsrFq1irVr1zJlyhSSk5NZtWpVuOIUEREREZEhIrh3Lzix6y2LksNu6XVy2Fxw5siRI1gsFkaMGMHOnTs588wz+b//+z/q6ur4/PPPwxaoiIiIiIgMDXHuoJ7DlDD0HKa1JIfxSg471Ovk8IQTTsDv93PBBRfgdDoZMWIEH3zwAQBHHXUUAH/961/DE6WIiIiIiAwZwT2HYUkOg3sO3Zpz2JFeJ4c33ngjVquVgoIC4uLimDJlCq+++ioPPvgg1113HQBlZb1bqFJERERERIau4OUmLIkJfb5eaEEa9Rx2pNfJ4cknn8zf/vY38vLyADjvvPPweDzcdNNN/OlPf8JkMnHCCSeELdDO+Hw+HnvsMY4++miSk5OZOHEi1157LTXNC2cChYWFnH/++aSnp5Odnc2SJUtCjgPU1dXxi1/8gtzcXJKTk1m0aBE7duxoc38PP/wwkydPJiEhgeOOO47Vq1f3+2MUERERERkqrB6XsW2Oj+/z9YJ7H5UcdqzXySHAxRdfzKZNm4ztK664wqhSOnLkSB555JGwBNmV5cuXc/XVV3PuuefyyiuvcMMNN/DUU0/x3e9+F7/fT1VVFWeccQYlJSX85S9/4f777+e5557j4osvDrnOZZddxosvvsgDDzzAU089xcGDBzn99NOprKw02qxYsYLrr7+eyy+/nFWrVjFx4kS+9a1v8eGHHw7IYxURERERGexs3qDkMKHvPYdmmw1zYiKgpSw60+t1DgHefPNNbr/9dm666SYuvPBCnnjiCe68807Ky8uZPn06cXFx4YqzQz6fj2XLlnHVVVdx//33A3DWWWeRlZXF97//fTZs2MDatWspLy9n48aNZGdnAzB69GgWLVrEunXrmDdvHh9//DGvvfYaq1evZuHChQDMnz+fCRMm8Oijj3LrrbficDj49a9/zfXXX8/tt98OwDnnnMPcuXO5++67Wbt2bb8/XhERERGRwS7cPYcQWC/R1dCgnsNO9Lrn8L333mPRokV8/vnnHDhwwNj/hz/8gauuuori4uKwBNiVmpoafvjDH3LZZZeF7J82bRoAu3btYs2aNcyfP99IDAHy8/NJSUkxhoSuWbOGpKQk8vPzjTY5OTmcdtppRpv169dTVVXFBRdcYLQxmUxceOGFvPPOOzgc+hVCRERERKSvrCE9h+FJDpuXs7B53ficri5aD029Tg5//etf4/P5SE9PJzc319j/1Vdf8dlnn3HmmWcOSEGa9PR0HnnkEebNmxey/5VXXgFg5syZFBQUGHMjm1ksFiZMmGDMKSwoKGDixIlYLJaQdpMnTw5pA7S51uTJk/F6vezatStsj0tEREREZKiy9VPPYTNPq9ojzZY9szUs9xWrep0cfvHFF5hMJtauXRsyd++kk07Cbrezd+9eVqxYEZYge2r9+vU88MADnH/++cyaNYvq6mpS21k8MyUlxShK0902QJt2KU0TXFsXuBERERERkZ6zepqqlVrMmGy2sFzTEvQd3qvv7e3qdXLodgf+wSZOnBiy//rrr2flypX4/X5efvnlvkXXC+vWreOcc85hwoQJPPnkk0BgXmJHzGZzWNoEtxMRERERkd5rHlZqjk/AZDKF55pByWFHPYdDXa8L0kyZMoWNGzfyxz/+kRtvvDHk2He/+11+8pOfsHfv3j4H2BPPP/88P/7xj8nLy+ONN94gKysLgLS0NGpra9u0r6mpYdSoUUabkpKSdtukpaUZbQBqa2vJyMgIaRN8vCuZmZnt9lI28/l8+P3+bl1LRIYeq9VGZmZmv7UXEemurt5f9P4j7bFaQ3sCg18jzceah5XakhKN463PCz63s2PN3CNyaZ70Fu/1tXu/HcXU0es4Fl7jth70vPa6q+uyyy7D7/fzq1/9iquvvppt27YZx5577jmgZbjlQHjwwQe59NJLOfnkk3n//fcZMWKEcWzq1KkUFhaGtPd6vRQVFTF9+nSjTVFRUZvewcLCwpA2zftat7Hb7W16UUVEREREpOeaew4tCYlhu6YtLd3YdldVhe26g0mvew6vuuoq/vSnP7F9+3ZWrlzJypUrSUxMxG63U1VVhclk4uyzzw5nrB16/PHHufHGG7nkkkt46qmnsNvtIcfz8/NZvnw5paWl5OTkAIFlOOrq6ozqpPn5+dx7772sWbPGWMqitLSU999/n1tuuQWAuXPnkpSUxEsvvcScOXMA8Pv9rFq1itNOOy1sS3c4HA4aGlRiV0QClj2zlZsum2Xc9njcVFRUdPv8nrYXEemurt5f9P4j7fE0zydsEvwa8XjcmHxeLD4vAH67zTje+rzgczs71swRNDq19khpm/vtLKaOXsex8Bqvr6/vdtteJ4eJiYn885//5KKLLmLDhg3GHTff+bBhw7j33nt7e/luO3z4MNdeey3jx4/n6quvZuPGjSHHJ02axJIlS/j973/P2WefbazDuHTpUhYuXMjcuXMBOPXUU1mwYAGLFy9m+fLlZGVlcdddd5Gens6SJUuMx3zDDTdwzz33YLfbmTt3Ln/+85/ZsGED7777brdjrqiowOl0hu05EBHpyFCvuiYiIrEnZBmLMK6bbklOMra99XVhu+5g0uvkEGDcuHF88sknvPzyy7z88svs3r0bk8nESSedxA033MDIkSPDFWeHVq9ejcPhYM+ePcyfP7/N8SeffJIf//jHvPPOO1xzzTUsXryYlJQUvve97/Hggw+GtF21ahXXXXcdN954Iz6fj3nz5vHCCy+EzC+84447sFqt/OEPf+DBBx9kxowZvPrqq22W0hARERERkZ6zBfXimRMSwnZdS1Kyse2t635v2lDSp+QQAusFXnTRRVx00UXhiKfHrrjiCq644oou282aNYu33nqr0zYZGRk8+eSTRpXT9pjNZm677TZuu+22HscqIiIiIiKdswavcZgQnjUOAcyJCfgxYcKPrwdDLYcSrb0gIiIiIiJRwxY8rDQ+fMmhyWzGZQsMU1XPYfuUHIqIiIiISNQI7TkM37BSAJctkGx66zTnsD1KDkVEREREJGr0V0EaaEkOfY2N+D2esF57MFByKCIiIiIiUWMgeg4BvJp32IaSQxEREREZkrTcT3QKnnNoCWNBGgCXNSg51LzDNpQcioiIiEjMUoI3+NjcLeuBq+dwYCk5FBERERGRqGF3NxrblpTkTlr2XEhyqKI0bSg5FBERERGRqBGSHCb3Z3KonsPWlByKiAxSGmolIiKxKM7tMLYtSeFNDt0aVtopJYciIiIiIhI1mnsOTXYb5jh7WK+tYaWdU3IoIiIiIiJRozk5DPeQUoBGe6Kx7SmvCPv1Y52SQxGRQURDSUVEJKb5/dibhpX2R3JYn5COx2wFoHHv3rBfP9YpORQRERERkahg87gw+/1A/ySHfrOZ6pQcANylZRpa2oqSQxERERERiQr24GI0/ZAcAlSmDjO2G/eo9zCYkkMREREREYkK/bmMRbOqlJbk8MDvfk/D1zv75X5ikZJDERERERGJCiHJYUr/JIcVabkht8v/+a9+uZ9YpORQRERERKJOXwpsqThX7AodVprUL/fRkJBG1rfPN267S0v75X5ikZJDERERERGJCnEDMKwUIPv8c7GPHAmAp6ISmorgDHVKDkVEREREJCoMREGaZrasTAD8Hg9xroZ+va9YoeRQRERERESigtXjNrYtCQn9el/NySFAYmNtv95XrFByKCIiIiIxTXMMBw+rtyU5NMXF9e99ZWUZ2wlOrXcISg5FRERERCRKWIKSQ3M/J4e2zOCew5p+va9YoeRQRERERET6RU97dYN7Ds3x/ZccLntma8iw0pyK/Zi9nn67v1ih5FBERERERKKC1esytvu759AalBwOr9jPee//gcn7NvbrfUY7JYciIiIiIhIVmnsOvWYLJoulf+8rLQ1LSopx2+z3MW33p73qQRws816VHIqIiIhIxA2WL9fSN83VSj0WW7/fl8lsZuRVPyX15JNa7t/nIbvqYL/fd7SyRjoAERERERERaClIMxDJIUDitKkkTpvKW7XpnLj1DQCGl+8dkPuORuo5FBERERGRqGAd4OSw2ZHMMfhMgdRoROlufG53F2cMTkoORUSijIZWiYjIUOT3+bD6AvP9vN1MDsP1memxxlGaMRqARGcdFf9aE5brxholhyIiIiIiEnF+V0ulUo/FPuD3v23yXKP3sGL1G7gOHx7wGCJNyaGIiIiIiEScr9FpbA/0sFKAmuRsCsfOBsDv8VB0210c/uvTAx5HJCk5FBEZAjRUVUREop3P2Whsd3dYabjtGD+H+vhU43b1ex+Q6KiJSCyRoORQRCSKKakTEZGhIrjn0G2NTHLotdj4dNY5IfvsbkevrhWLn+FKDkVERERk0IrFL+hDlc/ZkhxGqucQoDp1GFnnLTJu29zOTloPLkoORURERCSqdZTgKfEbXHyNLcNKIzHnMJg5IcHYtnuUHIqIiIiIiAyY4J7DSCeHlqREY9um5FBERAZaX38B1y/oIhJr9L4lwfxRlByaE4OSQ3djJy0HFyWHIiJRRF+URERkqAouSBPJOYcAluDk0OPqpOXgouRQREREREQiLnRYqT2CkYA5KcnYtnvUcygiIjGktz2O6qkUEZFoEVVzDkOGlWrOoYiIiIhIt+nHJumr4GGlngitc9jMnNhSrVQFaURERERERAaQr7FlsflI9xya4+PBHEiVlByKiMigo1/1RUQkmvkaWpJDtzUugpGAyWTC0tR7aNewUhERERGR8NKPVNIZryN6kkNoWc6iq57DwfS6HnTJ4YEDB0hPT+fdd98N2X/KKadgMpna/Pf5558bbUpKSli8eDFZWVmkpaVx6aWXcujQoZDreDwebr/9dsaMGUNiYiLz589n/fr1A/HQRGQQGUwfJCIiIuHQ3HPoM5nxmS0RjqalKI3N48Tv83XrnFj/fLdGOoBw2r9/P9/85jeprq4O2e/3+9myZQvXXXcd3/ve90KOTZ8+HQgkfQsXLqSmpobHHnsMt9vNzTffTH5+Phs3bsRmC4x7vu666/jTn/7EAw88wPjx41mxYgVnnXUWmzZtYvLkyQPzQEVEREREBgnX4RJ8jY146+uBpl5DkynCUbUsZ2ECvPX1mOPjOfL0s/ganQy//Af4XW4yqw9RkZobFfGGw6BIDn0+H0899RQ33HADfr+/zfFdu3ZRW1vLokWLOOmkk9q9xosvvsimTZvYtm0bM2bMAGD27NnMmjWLF154gcWLF7N//35WrlzJI488wpIlSwDIz88nLy+PZcuW8cc//rH/HqSISD9Z9sxWbrpsVqTDEBGJGnpfHDh5RZ9RdFvoKDy3NbJrHDazJLRULN11/U2kzT2J6g8/AiB+wjgq/vUmp9bVsXnqAvaMGhyvl0ExrHTLli387Gc/40c/+hF//etf2xzfvHkzEEj2OrJmzRqmTp1qJIYAM2bMYPr06axevRqAt99+G4/HwwUXXGC0iYuL47zzzjPaiIhEm8SGahZ89jxztr6B3+uNdDgiIiKGUUd2ttkXDfMNASypKS03fD4jMQSoWPMW3ro6AEYdKRzo0PrNoEgOx44dS2FhIStWrCAxaMHKZps3byY5OZkbbriB7Oxs4uPjWbRoETt27DDaFBQUkJeX1+bcyZMnG+0KCgpISUkhNze3TZvi4mLqml4gIiIdicRchOlF60mvLWXUkUKq133U9QkiIiIDJNHZ9vtztPQcpp0yF3NCfLvHvDU1xnZ6TQn4uzcnMdoNiuQwMzOT0aNHd3h88+bN1NXVkZGRwcsvv8wTTzzBzp07mT9/PsXFxQBUV1eTmpra5tyUlBRqmv7xO2sDGO1ERKJJblmRsV23eUsEIxERiT6xXkAkllk9LmweV5v9nihJDuPHjmXK73/HzrHHdtrO5nWTWl8xQFH1r0Ex57Ar9957L0uXLuXUU08FYP78+cydO5fp06fz8MMPs2zZMnydVCAyNy2A2Vmb4HZdyczMbDfJbObz+dqdOykisc9qtZGZmWn8v/WxZs3HmvcFt+3pufVJmYFfNQFvaWmba7W+vohIdwW/H3X03tTZ+1dn53d17eb9zXp6bvD5XcUtvdf6ubz1sY+N5z25sf2OFY89ocvPumDNn6vt7W8vnvaOtz4/+NjOKadw2vFj8Xu8HHrt9XZjyKora/P5Hi2vo+bCmt0xJJLDY445ps2+iRMnMn36dL744gsA0tLSqK2tbdOupqaGtLS0Lts0HxcRiTZ+U8sPV42HDuN1urDERcevsiIiMnTFN7Y/JcszwHMOb33s406P+yxWxv1wMQB1hYXUFnzVpk1G9eF+iW2gDfrk0OPx8PTTT5OXl8fJJ58ccszhcJCTkwPA1KlT2bRpU5vzCwsLOfHEE402NTU1lJaWGuc1txk3bhwJQRWN+sLhcNDQ0BCWa4lIZHRU6c7jcVNRUWH8v/WxZs3HmvcFt+3puTZX6PvJ5utvZOzNN+J3e0isOkRNUlab64mIdEfw+1FH702dvX91dn5X127e36yn5waf31Xc0nvt/bs2i2uoavccp9na5WddsObP1fb2txdP6+NdnRsSSwej/9Kritt8vkfL66i+aYmQ7hgUcw47Y7Vaufvuu7nxxhtD9m/cuJHCwkJOP/10ILAkRUFBAdu3bzfabN++nYKCAvLz8wE4++yzAXjppZeMNk6nk9dff91o0x0VFRWUlpZ2+J8SQxHpia7my9jdjSG3XcWH2HPnPey+5XbO+PQ5Tvv8Rdzl5T2+rojIYKf3wf6V0Nh2RB5ET7XS9tiys9rdn1JfgdfhGOBowm/QJ4cAd911F+vWreNHP/oRa9eu5YknnuC8885j9uzZXH755QBccskl5OXlsXDhQp599lmeffZZFi5cyFFHHcXFF18MwLhx47j88su59tprWbFiBa+//joLFy6kqqqKpUuXRvIhikiM668vICafF7vH2bKjaW60p7IKvzOwP6P2CIeffEpznUVEUEI4kBLaqVQK0VOttD22rPbnEJqAxj17BzaYfjDoh5UC/OhHPyI+Pp7ly5fzne98h6SkJC644ALuv/9+LBYLEFivcO3atfzyl7/kyiuvxGazkZ+fz0MPPYTV2vI0Pf7442RkZLBs2TLq6uo4/vjjWbt2LZMnT47UwxMR6VBwYngoezyzTp5J+Wv/bNOu4asd1G/dRvJRg2MRXxERiX4JUTLnsCfiWq2QUJOUaVQqbdy1GxgbgajCZ9AlhwsWLGj31++LL77Y6AHsyJgxY1i1alWnbeLi4njooYd46KGH+hSniMhAsLtahri4bAlkLjoHb30DnspKko6axT8/L+GE7WsBqH7/AyWHIiIyYOJdgblwJpsNv7tl3l809xwmTJzAsMu+T8OOr7HnZPNOWTqnf/4CAI7dRZCt5FBERKJU8HxDly0es83G8MsuMfYd2P8lx3z9HjaPC0fhbvx+PyaTKRKhisgQo+GbYvUGEkJzQgLeoOTQa47uFCXjjAVknLEAgOqnv8RljcPucdK4uwiyTo1scH00JOYciogMVXHulp5Dpy20ovKyZ7aCyURFai4A3tpa3GVlAxqfiIgMXZbm5NAe2lPoieKewzZMJirSmj5H6+pI7GDtxlih5FBEZBBr3XPYnuYPNWieLxHZX/TVmyAiMjRYvB4ATHY7Y264FktqKvuHT6U2KfILx/dEZepwYzszxtc7VHIoIjKIhSaH7a/FGpwcNny9s99jEhGRwavbP/D5/Vh9geTQHGcncdpUJv12GRtmnt2P0fWP5hE4ABk1JcZ2vLMOv88XiZB6TcmhiEgUM3s9TN/1MRVr3sTv8fT4/LjggjT29nsOK1NzMTVVZa7+8CMavtrRu2BFRAaIRhjEPrPPa2ybmoaVxuqc96p2eg4r3nyLc9b9Hwcf+d9IhdUrSg5FRKLYuEPbmbp3A6UvrmL/Q4/0+BfI4LkPjfakdtt4rHYyF34zcMPnY/9DDzOq5OtexywiItKV5mI00HbOYaxx2+KoTcwAIK2uDJ/bTekLLwFQv3Ub3gZHZ6dHFSWHIiJRLKvqkLHt2PE1dV9sCTne1a/nyQ2VAHjMVhriUzq+n3MXkTClab1Wr49ZOz+EdpYFEhERCQeLr2U0jDkutpNDgIqm3kOz34dz3/6QY97a2kiE1CtKDkVEolhaXWnIbfeRI90+1+TzkuQI9BzWJ6ZDJ8N1lr9QwOjrfolteODDLcHVQGp9ec8DFhEZIBpaGtuai9FAy7DSWFYZNH/f0VTcrZmSQxER6TNfYyPJDVUh+zxV3S+RneSowewPDENtHu7SGbPNRsbpLeszDSvf1+37EhEBJWzSfZZBNKwUQiuWOnaGFnfzKDkUEZG+ch44SOu+Pk91dbfPbx5SClCXmN6tcxJnzjS2h1UoORSR2KVENbpZg4aVmuLiIhhJeNQkZeExB4q71W//KuSYt0bJoYiIdFPwF5jUujK+seWflL70MrWbNrdp293k0F1RyUlfrjZu1yZ13XMIYM8djjUzsL5UVlUxPqerW+eJiPQHJXiD12DrOfSbzTQkpAa2nc6QYxpWKiIiPWbxuvnGltWMKCui4o01VK5Z26aNY8fXTNu9vtNlLfw+H8WPPhayr64bw0ohUEY8adaMQDx+Hw1fq2qpyGCnBEwiYbDNOQRwxCW3u9+jnkMREelIR1/EpuzdSFJj2zmFB4ZNwTZ8mHF72p7PqFj7dofXr3rnPRr37G25nZxNTVJWt+NLmjnD2G7Ytr3b54mIRJtwJ75KpMNnsFUrBTqsCq6eQxER6Rm/n/HF2wDwmcykn34alrRUSjLHsmn6GVjT0kKal/39Zfytl5rw+xlRuovSF/9u7No8dQHvnXAxfnP33+4Tp0/D11TZtH6rkkMRiSwlZIPTQAwrHejXTkc9h0oORUSiWDR+0cisPky8qwGAkqxxDF98KZN/u5yPZ38Lr8XWJjkEcOwsDKxF2PTfcQVv8Y0v/2UMOd09+ij2jJrVo8QQwJKYSHVyNgCukhJ8bncXZ4iIDD7R+FkRq9p7LkMK0gyWYaUd9BzG0rBSa6QDEBERGFm6y9guzpnU5rglpe0Hzv7lv+U7BHoa/SYTFp/XOJY4bSpf5p7S63jqEtPJqC0Fvx93aRlxI0f0+loiIp1Z9sxWbrpsVqTDkAEWPOdwMBSkAXDEq+dQRET6yu9n5JFCIJDoHc4e36aJt67jDxaz32ckhn5MDLvsEkZf89/4zZZeh9SQ0NJT6S4t7fV1RER6yu/307h3HxaPqiUPZsHDSgfDUhYADXEdzDmsq8Pv8w1wNL2j5FBEZIB0NEQpu/IAic46AI5kjsFti2/TJumoo4ztfbnTsOfmAlCTmEFNYgZes4X6+FQ2zDiLjDNOx2TtfWIIUN/H5FDDsUSktyr+tYa9v76P0za8BP6WL9SeqqoOl/PJKd/HvmUPUnjN9ZSvfsMYbm/yebF6XIEv563naUtEhRSkGSQ9h40d9Bzi9+OtrRvYYHpJw0pFRMKoN8Ojxh0qMLb3jZjebpvUOSfg2LkTv9fHZuvRnHXpUfjcLh58eVe77fsqODl0HVHPoYgMnLJVrwCQWl9Bal0FNSnZpNaVsWvpo2AyMeGeO1oa+/2MLvma4wrextGUSJateoXvEBhJYSKQEBa+D3GjRzFm6Q1YEhM6vG/9sDVwrME9h4MkOfSZLTTaE40aAsE81dVY01IjEFXPqOdQRCSCnAcOMurITgBc1jgOZ09ot53JaiH3Rz9gxH/8CJ/FislqwZLQ8RecvqpPaPkAcys5FJEISWmoBGBm4Trw+cDrpfz11YGDfj9zN7/KCdvXYva3HbLXnBg2cx44yJHnnu9VHH6vl/qt20h0tF1uSHpnMM45BNg9+mhoqvgdzFNVNfDB9IKSQxGRCDry/IuYm4Y6FY49Fl8f5gn2VfAv5o32JDzmwOASV2lZpEISkUGqox661kM/U+vKAUhpqDL2uSsCCWNqfTnDKvcb+5OOPorcn/yY+PHjqE7KojJlGGVpIzmSMcaY01bz0Sc4iw/1ON7Kt/7Ngd/9ntM+fxGvw9Hj86WtwbjOIcDX409g8sMrmPzwb9k0dYGxP1aSQw0rFRGJEFdpKQ0FXwFQH59K4ZjZkQ0omMlEQ0IqqfUVuMvK8Hu83Z7HqGFZItJbvvrQ4Xip9YHk0BTcM9iUQKbVtoxqqEwZRt4vfobJYiHt5JN4rtX70E8Sdxs9jq5Dh3tcgbl5/dg4t4P6LVtJ/cacHp0vbVkG4bDSZs1Dlxvjkox9nqr258tGG/UcioiESU+TotrPNhjbe0bOxGeJrt/rmtc6xOulcd++yAYjIkNC696V1LpyTD4fdnejsc/dNJohvbZlVMP2SSdjsnT8A5YtO7vlPmr69iVdFZzDI3RY6eCoVtpaaHJYFblAeiC6vomIiAwhtZ99bmwfHD4lgpG0rzxtBGNKvgbAsXMnCRPbnw8pIhIurb9AJzXWkFVVHLKOq6eyEovXHdJzWJWSTWcsQYVAPBWVHP7LX2ncs5eTGixsmn5mp+e2HurauFc/loWDtWlYqc9k7nOF7WjVGNdSvVQ9hyIi0qFERw3O/QeAwHCohoToq2BWnj7S2HbsLOywnYaRiki4tNe7csrmV9rsS26oIq0ukBw2xCXjtnVeoMua2vIeW/GvNVR/sA7n/gPklu9l1s51nZ7rawgd6npke8fvh6D3xO5q7jn0mgdvX5XTlgDmQLoVKz2HSg5FRCJgePkeY/tQzsTIBdKJ2qRMXNbAUJ+GnbtiZgFfEYk9zQlVd3tXTv/seWxNc9aqU3K6bN/ZEgKjS3bQuG8/1R+u48QvV5PSVASnmbu8IuR2orMOT7WqlvZV85xDb5RNqQgrkwlrWmBpKE9lVWRj6SYlhyIiEZBbtsfYPpw1PmJxdMpkoiItFwBffT3emtoIByQi/am3PV7h7ClzB32B/nzG2TTEdbCoeJCyjFFdtrEkp7S7vACACdh7z70c/r+/MrJ0N6dseoXJ+zYy+vAOzD4v7vLyNuc4Dxzo8j6lE36/MY/UZYuPcDD9y5qRDoC3tha/x9t54yig5FBEJMy6+qJk9nrIrjoIgDUjg5rkrIEIq1ca7UGT6WuVHIpI/woeeleaMZp351zC12OPY+vkeUz534fJueR7bc7ZP3xql9c1WS1YkkMTzezvfKul8FaQOLeDWYUfccL2tczf8BKuwyVt2jgPFnfj0UhHrF63MefQ2cWQ4FjX3HMIfS+GNBCUHIqIDLCMmhKjuELSzOkd/podDVz2ll90vXV1EYxERAY7q8eF4+tAESyP2YrTnoDLnsD2yXMpHHss5rg4Ms8+k2GXfd8458CwKbjs3UsuLKkpIbeTjz2GD4/9NqXpHfc8ZtSWUvb3l9vsV3LYN3GulnmcjXGJEYyk/zX3HEJsDC1VcigiMsAyq1sWYE6YPDmCkXTNaWv50NawUhHpT2MPFeBzBIYaHhieB6b2v6amnzqfopEzKc0YzbbJc7t9/eCiNAD2ESNw2xJYd9wFTLj/14y+9r/xdLM4iuvgwW7fr7QVnBw67YM8OUxPN7ZjoWKpkkMRkQGWVX3Y2E6YHJ3FaJo5g36R9/ZwWKkq9olIT4w9/JWxvWvMMR22M1ktfDHtdNYd+x0c8SkdtmstuKiWNSMdk7nla7A9J4ekmTP4bNY57Mudyr/nfJ9PZ52D22Iz2sRPnEB9fCDBdBYfUpGuPogfSslh8LDS6qrIBdJNg7g8kIhIFPL7jZ5Dpy0e2/DhQFnn50RQcKGA3gwrXfbMVm66bFY4QxKRQcjk8xpVQu0jcqnth7nYnqCqo7as9q9fkj2ekuzxANSkZFOePpL/mOrHmpJM4rSpFN32W5Iaa/C7XLjLy7HndF0pVdoaUj2HGlYqIiIdSW6owu5xAlCRNgJTFM83hNCew+aCNOoRFJHW+vq+kOyoxuIP9MTFjR4djpDayFz0TWM7I/+sbp3jtCeSdvI3SJo1E5PVSk1SpnHMdehwJ2dKZ+JcDmO70Z44qD9XrOlBPYcxMKxUPYciIgMoK2i+YfMyEdFMcw5FJNzKXnmVkzdv5YupC2hICAzTDF5bMG7USOiHZQRTT/oG7rJyLElJJB87u1fXaEho+aLvLmu7xIV0z5DqOQyZc1gVsTi6Sz2HIiIDKLgYTXnaiAhG0j3BVQBVrVRE+iqttpTy11czvGIfx21/q2V/fUuiZR81sl/u22y3k3Phd8j85tm9HrVRHzTHsb31D6V7QuccDu6lLMwJCZjsdkDJoYiItNKcHPpMZqpShkU4mq75zBbM8YF5hz0tSCMi0lpyQ5WxnV1dzPCyPcwu+Dcjjuwy9seN6npR+0hp7ukE9Rz2RXPPoZ/oXecwXENdTSaTMbRUw0pFRMRgdzlIafpiVJWSg88SG2/BlpRkfI2NeGrVcygifWP1ukJun7Tln5jwG7dNdju27Cyg7cLz3dWf89ccccn4MWHCj0c9h73W3HPossXjN1siHE3/s6an4z5Sis/hwOd0Yo6Li3RIHVLPoYjIABl5pNDYLutk0eVoU+IMfHD76uvxe7wRjkZEYlm8sz7kdnBiCJAwZXLIEhPRxm+24IhLAtRz2Bf2poI0g32+YbNYmncYvX99IiKDzLhDBcb2geF5EYykZ0IqltZE/5AYEYlerZPD1tLmnjRAkfReQ9Nah966OnyNjRGOJvaYfV6sPg8ALmv09qCFUyxVLFVyKCIyAJzFh8ioPQIEhpTWpGRHOKLuq01sKd1e/f6HEYxERGJdQhfJYfLs2QMTSB80JAQXpanopKW0x9q0nBOAZ8gkh+nGtpJDERHBsXOnsX1g2JQIRtJzRaNmgSXwcVH59r9JdET3B5uIRK94V9vk8Ouxx+G22tk8dQHmOHsEouqZ5p5DANfh3s+NHKpsQcmhe0gmh5WRC6QblByKiAwAx+49xnZFDCxhEcyRkEravLkA+ByNzN38ap+HUg3mBY9FpGOth5UeHDaZ7ZPn8s9Tr2TPqFkRiqp7mt+3gitN12/Ve1lP2TwtRYnctuj/MSAcNKxURERCNBYVAc1LWOREOJqey7nwAuwjcgFIdlRT+e93u32uEkERAfB7vCGLn+8efRRbpsyPYES9U5o5GpPdBkDdF1/i9/kiHFFssbmjp+dwoD6frBnpxraSwwF24MAB0tPTeffdd0P2FxYWcv7555Oenk52djZLliyhpqYmpE1dXR2/+MUvyM3NJTk5mUWLFrFjx4429/Hwww8zefJkEhISOO6441i9enV/PiQRiXFehwPXocMAVCdnxcwSFsEsyUmM/PnPoGnh6Mo338LrcEQ4KhGJJVUffEjz0vPF2RPZkncazqbKn7HEa7GRNGNGYLumhsaiPZENKMYMyWGlacE9h1WRC6QbBlVyuH//fvLz86muDs3Iq6qqOOOMMygpKeEvf/kL999/P8899xwXX3xxSLvLLruMF198kQceeICnnnqKgwcPcvrpp1NZ2TI2eMWKFVx//fVcfvnlrFq1iokTJ/Ktb32LDz9UkQaRwa63vzA27i4Cf6Bce2VqbjhDGlBxI3JJmXMCEKjSV/zYH/F7tbSFiHStcd8+jjz9bMvtGEwKgyXPPsbYrtv0RQQjiT0hw0qHSHJottsxJwaW7Yj25DD2fr5uh8/n46mnnuKGG27A7/e3Ob5y5UrKy8vZuHEj2dmBCoGjR49m0aJFrFu3jnnz5vHxxx/z2muvsXr1ahYuXAjA/PnzmTBhAo8++ii33norDoeDX//611x//fXcfvvtAJxzzjnMnTuXu+++m7Vr1w7cgxaRmFH/ZUtSWZ4eW/MNW8v+zrco37gFu8dJw7btVK/7GEiPdFgiEuUaduwMuX0oZ0KEIgmPpGOOCoyk8Pup2/wFORddEOmQYkZoz+HQmHO47JmtXJyRjquhAU9VNX6/H5PJ1PWJETAoeg63bNnCz372M370ox/x17/+tc3xNWvWMH/+fCMxBMjPzyclJcUYErpmzRqSkpLIz8832uTk5HDaaacZbdavX09VVRUXXNDyBmAymbjwwgt55513cGiIlYi04vf7qdu8BQjMNzySOS7CEfWNfVgOn85aaNyufPsdo1dURKQjroMHje2RS66iNHNsBKPpO2tKCgmTJwHgOnwY1+HDEY4odgQnh0NlnUNoqVjqd7vx1Td03jiCBkVyOHbsWAoLC1mxYgWJTV22wQoKCsjLC11w2mKxMGHCBGNOYUFBARMnTsRisYS0mzx5ckgboM21Jk+ejNfrZdeuXWF7TCIy8JY9szWsk9OXPbMVV3Ex7rIyAMrSR+K2xf4HYVnmaOInBn71dx08SG5ZUYQjEpFo5zwQSA79QNKsmZENJkySZx9tbFe990EEI4ktQ3FYKYTOOyy8fil771sWlXP3B0VymJmZyejRozs8Xl1dTWpqapv9KSkpRlGa7rYB2rRLSQkshtq6wI2ISHOvIcDh7IEZRjUQ1dcyzjrD2D5++1pcpaX9fp8iElm9fW/x+3w4i4sBqE9Ii4m1DLsj5cQ5mGyBqqVV77yHq7QswhHFhqFYkAbgk8NBo2y8Xhp3F1G3YVPkAurAoEgOu+LrpMSw2WwOS5vgdiIizeq+GPjkcCCknHA8yccdC4DN66bmk08jHJGIRCt3aSl+lxuAmuSsCEcTPraMDOOHMr/HQ8UbayIc0cDq7Y8FIcnhEFnnEGDPyJmknHA8tpyW5azcQUUvo8WgKEjTlbS0NGpra9vsr6mpYdSoUUabkpKSdtukNXUDN/+/traWjIyMkDbBx7uSmZnZbi9lM5/P125hHREJD6vVRmZmZrv7gXaPdXZe6/ObxTnrA5VKgcRx43ClZLV5083MzGxzXnAM7cUUHEd753bnuh2d29F1W5+XlZ1N/OJL2bIx8Kunpb6+05haP2+dPZddPc8iEl7Nf3Od/e3d+tjH7R7vzvuMrbLKuF2XMqzD96fgc8P5/tX63Pbi7865wcea96Ve9n2q330fr8NBzcefMOXyHw2Z97DOPkvb+7dq3mf3tgwrJS4Za1PnSmfPc+trtdad11RH1+ju67Gr11Bn51mtNnxWG7Ouu4m6nYV8edMtgeONjQPyWrHZ2n987RkSXV1Tp06lsLAwZJ/X66WoqIjp06cbbYqKitr0DhYWFoa0ad7Xuo3dbmfixIn99RBEJMrc+tjHXbbJLWmpzpcx5/j+DCci7EE/krkqou/XTxGJDtVBFZur0mJ3OZ/2WJOSGHbWmQD4XW6OvP3vCEcU/WzuQM+hx2LDPwRH3dmCPzuDfjiJFkOi5zA/P5/ly5dTWlpKTlNX7ptvvkldXZ1RnTQ/P597772XNWvWGEtZlJaW8v7773PLLYHsfu7cuSQlJfHSSy8xZ84cIFCJcNWqVZx22mnExYVn3LTD4aChIXqrGInEOo/HTUVFRbv7gXaPtT6vvWs0nw+A38/4fZuNm9aZM/B8UNXmmhUVFaHnBe3vKKbWcbSnq+t2dG5H123v/v0+H1gs4PXiKC3tNKb2nqvuPM8i0v+a/+a6+ruE9v+WWwt5v3C7qPgyMMLAZLVSkjq8w/en4HPD+f7VXtytr9Odc4OPBV8v/uRvwGuvA1C2cROeEWcN+vew5iGlHX2Wtvdv1bzP2pQcuq32dp/Tjp7n1seCdec11dE1uvt67Oo11Nl5wc+B3+czlkFxlJUNyGulvr6+222HRLq+ZMkSEhISOPvss3n55Zd54oknWLx4MQsXLmTu3LkAnHrqqSxYsIDFixfzxBNP8PLLL3PWWWeRnp7OkiVLAEhMTOSGG27gf/7nf7j99tv517/+xcUXX8yGDRu48847ux1PRUUFpaWlHf6nxFAkNgTPt2g992JE6W5SGgK9aQl5U4gf03HRrFhlMpuN6muequpO2/oaG2nctw9fY+NAhCYi/aSn88ySHNVGxeaEyZPwWro/vC1W2HKysTb1Bjl27cbk80Y4oujWPOdwKBWjCWayWrAkJwNdf3ZGwpDoOczJyeGdd97hmmuuYfHixaSkpPC9732PBx98MKTdqlWruO6667jxxhvx+XzMmzePF154IWR+4R133IHVauUPf/gDDz74IDNmzODVV19l3rx5A/2wRCRKJddXcFzBW8btjDPP6KR1bLOmp+GpqMBbW4vP7cbczryGccXbKbzmMfweD/ZRoxh/+68A8LndlL74d0wWCznfvRCT1dLmXBGJbcMq9hvbiTNnwCAcgW4ymUiYMpnaTz/D73KRVqeqpR3xud1YfR5gaK1x2JolNRVvbS3emhr8fj8mkynSIRkGXXK4YMGCdou5zJo1i7feequdM1pkZGTw5JNP8uSTT3bYxmw2c9ttt3Hbbbf1OVYRGZym7tmAzRsYQpJ87GySjz2mx9dY9sxWbrpsVrhDC7vmRX0BvDU1mLNCKxHGuRqYtfMD/N6mLwMHD1K35UvARt3GTVT9+10AzPHxZH/7/AGKWkQGyrCKfcZ20szp8OHgXParOTkEyK4qjnA00ctb3dJT5oxLimAkkWVNT8N18CB+jwdffQOW5Oh5LobEsFIRkYFi9bgYUboLCPwqOuKnV2AaxBPug5PD9obH5O353EiUm9V89AkA9du/MvaVv/ZPVWkWGWT8Hi/ZlQcAsKSkENfJmtSxLjFvirE98khhJy2HtuDPiUZ7YgQjiSxrWsuqBZ7q6BpaOni/sYiIRMCokp3GkJkDw/MGzWLPHbGmtyzh07hnb5vjw8ub9lks0JQk1335JTZ3IyZL6DDSXdctxV1e3n/BigxhvV2Tri8cu3cbPw4lzpg+qH8os48cQVVyNgCZNSU4mpYxklCeqipju3Eo9xwGLX+n5FBEJEqE+8tSnKuBGbtblrjYN2JaWK8fjYJ7Do88+zw1n37ectDvJ6ExsMasPXc4GWcsCOz3+siqKg75kgDgra2luqlXUURin6Nwl7GdNGNwvx+aTCaKRh9t3K7+8KMIRhO9QnsOlRyCkkMRkUFr6p7PiHMHqnEW50ykKnV4hCPqf9aM9JDbVf9+x9iOd9Vj8QfWjrVlZZEwNc84lt1OcgjgUc+hyKAR/KXXPnzwvx8eGD4FX1NhEceu3RGOJjoFJ4eOodxzGPTZ6S6Lrs89JYciIj3UUY/j8LLAEEqvyczmqQv6dK1YkTB5ErWJLRWdHbt2Y3c5Aseaeg0BbFmZJE6ZbNwO9BwGviSY7C0VTt1RuCCwiHSf3dWA89BhXIdL8Na0vAdYUlIiGNXA8Fps1CZlAuA6dAifyxXhiAZGTz7HPNVVxvZQHlZqHzHC2HYdjK4CRkoORUTCIKGxlqTGQBW+yrRcXENkor3ZZuPfJ36fjLPPDOzw+8ktC8y1SQxKDq2ZmViSk7GPHAlARu0RvDWB5ytu1ChM1kDxbI+SQ5FeiYYfmsYVb2Phh39mz+13UXTbndR+1jLMfCCSw2h4DqqScwIbPh/OAwcjG0wUChlWOpSTw2HDjM8958Hoep0oORQRCYPminwAZemjIhjJwPObLaSccLxxO2/vBqweZ0hyaMsOLHGROC2vzfnW9HRjiE17Q01FpP+FI7EaV7yd9lZrM1mtmBPi+3z9WFCdkmNsO/ft76Tl0NT8Hu8xW/FYBnfBts6YrBbsI3IBcJUcwed2d3HGwFFyKCLSW34frtIyfG43w8tb1vIqzRi85do7Ej9hPBVNcyyTHdUcW/DvVsNKA8lh5jfzcdoSQs61pqcZhW18DQ1YvNHzISki3eT3k1Jf0e4hS0pKVC3y3Z+qUocZ24379nXScmhq7jlsjEuCIfKa6EjcqKYfkn0+XIdLIhtMECWHIhJzIjl0KPi+j9/+NkW/uo2dS/6L0Ud2AuC22qkcAoVoWjOZzXw+85uYEwPDaUeV7mLiwZbnypaVafx/w4yzQs61pqWFTM6Pd9b3f8AiElYJzro2a5o2s6QkD3A0kVOdnE3ziq2Ne5UcBvM1NuJzBOakD+Uhpc3so0Ya29E0BFnJoYhIL6TXlDCmZEeb/V+Nn4PPYo1ARJHXkJDKiCsub7Pfa7aEzDc6kjk25Lg5MSFkSYwEZ12/xSgi/SO41zAhaEF4GBrFaJp5LTajSJfrYDF+jyfCEUUPR9EeY7suIT1icURS8A/McaNbpqC4iqOnKI2SQxGRXpi65/M2+ypThrE7aJ2roSh59jFsm3hSyL7ytJGhi1+bTHxy1CJjO2nmjJDk8JRNr9CouToiMSW1vqUcf9JRs0KOWYdQcggt8w79Hg/OKPrSH2mOHV8b22UZQ2tufnuCl3dxHTkSwUhCDc2ft0VEeshdUUFm1SEq0nLJqdjPiKaKnNb0NMb/+i7++NTH1CVm4DdbIhxp5O0cfwKNccmMObyDsoxR7B59NPNbtTmcM5Fxt/0KU1wc9uHDsWaEJoPlr69m1M+vGrigRaRPUupaeg4Tp00NOTaUeg4BqlJyGFMSSIQa9+4nfuzYLs4Y/CweF+X//JdxW8lh03QLixm8Pg7u2E+0PCNKDkVEuuCprWPPXb/h1IYGytJGkllz2DiW/Z1vYUlIoDplWCdXGHr2j5jG/hHTOm0TP36csW3PyQk5Vr9tO36fL7THUUSiVmrTsFI/EDdyZMixoTTnEFpXLN0HzGu33bJntnLTZbPaPTaYWD1OzvrkafAHZmPWJaTRGDe0XhPtMVks2LKzcZccIclRjd/vj4rCTfrUFRHpQt3mL/A1NACQXV2M2e8DoDwtl9S5J0ckpv4qyhOpYj9x48a2rJUI+J1OnPsPdHKGiEQNv5+UhkoAGuJTMceFLlHQvJ7bUFGd3JIcOgp3AdGxBmOkjDqyi3hXg3H7cPb4yAUTZezDAj8sW71uvNXVXbQeGEoORWTQ6+uHcuOevW32VSdn8cnR56pnK0xMJhPDLvkewy77vrGvoeCrCEYkIh1p/Z6a2FiLtalSaU1yZpv2fq93QOKKFm5bnDEywrn/AK7Dh7s4Y3AbVbLT2E454Xi+mvCNCEYz8Dr7DmIf3jLqyFUSHfMO9a1GRKQLjp2FbfatP+pc3K3W65O+S5zeMhS14au21WBFJPoEVyqtTQokh8N/tBgAn8lM6olzIhJXJKUEPeaa9Z9FMJLI8tTWkV0VGAViy85ixFU/xWO1d3HW0GEbpuRQRCSmeGpr25SYbohLoSEhNUIRxbauenHtucNx2ANrJTZ8vVNl4EViQHByWJOUBUDa3LmM+Ol/8OGx3zHWOR1KUk88wVjkvfrDjzB7h+Z7mXPvXsxNcw2TZx8TFXPqoklwz6E7SiqWKjkUEemA3+fj0BNPhuxrtCeyccaZHZwhfWUymSjLGAOA3+UKWRdLRKLP2OLtzNr1kXG7uefQZLWQetI3qEgf2dGpg5o1PZ2ko48CwFNZycSDX0Y4osjwVFUZ27bhKtzWmnoORURiSMP2Ahq2bQfAnJjImyf/iDdOuYKyjNERjmxwKw0qca55hyIDqydztL11dRzz9XvGbT8mYwH4aBOJgjCvxc0weg/z9nyOt8Ex4DFEmqeqpchK8Hq2EmDLysRnCqRj0bLWoZJDEZEONATNNRx26cUxNZQ0livjlWaOMbY171Ckf4TjPaL6w4+w+FqKzRzOHo/PEpuVSfvjPbMmOZvUk04EwO5xUvHGmrDfR7TzBFXgtKalRTCS6GQym6lv+m7hPlKK3+eLcERKDkVEOtQYNKQxcWpe5ALpQCwngJ1xxKdgGxYoBe/YtRuf0xnhiESkPVUffGhsf3LUIj6dtTCC0USn7G+fbyzlUfXvd4dc5dbgYaXqOWxffUI6AH63O6SnNVKUHIqItLLsma34/X5jCQtLairWjOgcKjVYJU5rqlrq9bZbLVZEIsvX2Ii7aY5URepwDudMxK+lfdqwZWeTPPsYIPCcOQ8ejHBEA6s52fED1tTYGX0zkOoSW3pUo6Eojf6KRWRI66j3zX3kiLHwffz4caqwNsASp081tjW0VCT6uErLjO1onWcYLRImTzK2HYW7IxjJwGtODp22BExWS4SjiU51TT2HEB1FaZQcioi0o2HH18Z2/ITxkQtkiEqc1pIc1n2xBX9TKXQR6b3mH8PCMSQ9uIejPjG9z9drNhiHy8dPmmhsO3btimAkA8vv8+GpCSSHjXFJEY4megX//URDURolhyIirfn9VL37vnEzadbMCAYzOPT0C581JYWEKZMBcB06jKNw6HyhEokFriOlxnZ9ggqNdCZ+zBg85sC8w8ZdQ6fn0FtXB95AgRUlhx2rC/r7cavnUEQk+mTUlODctx8IDClNUM9hRKTNP8XYrn7/w05aikh3hatnLrjnsE7JYadMVgtVqYH17Nxl5bgrKiIc0cAILq7SaFdy2BFHfApec2DIrXoORUSi0JiSljlu6QtOi2AkQ1vK8cdhTkwEoObTT3GVlnZxhogMlOCew4ZBnhyGI6EuSw9av/WrrztpGVs6e26CK5Wq57ATJhP18dGznIWSQxGRYH4/I0oDw35MVivJxx8b4YCGLnOcnYwzTw/c8Pooe+W1yAYkMsRlVh3ipC9e55vrnjSqCDtt8bhtcRGOLPqVZQQnh0OjyFZIz6GSw041zzv0ezx4KisjGouSQxGRJlaPi5O/eJUEZz0AiTOmY0lIiHBUAy+aCkJknH0W5qTAl4ra9Z/SoGUtRCIirbaUUza9TG75nsB7ZFPvhiqVdk9Faq4xdLDhqx1DosiWp1rDSrsreGh2pCuWKjkUkZgV7iQmb8/nDK/Yb9xOOU69hpFmSUwg+9vnG7ePPPP8kPhSJRJN/H4/R+38ALM/kBD6TCasmRnEjRnNVxO/EeHoYoPPYqUibQQAnoqKkCGX/S1SP/iF9hwmRiSGWBFcsdR9JLJTKJQciogQKLkdPNcwfuIEUuacEMGIpFn6glOJGzsGAOf+/UaxIBEZGA3btpNdVRzYjkvh9VOvYtLy+xl/522UZYyOcHSxozo5y9ju76qU0TACxFtdZWxrWGnngtc6PPLCi+y+5XbqtnwZkViUHIpITOjvDzrHzkJjOGlp+ijG3XIT5jh7v96ndCz439tkNpN+2qnG7Zr1n0YiJJEhq+KNN43trVPm4bNYIxhN7KoLGoLrOlwSwUgGRnPPoR8TTpt6DjtTm9Ty2vC73LiPlFL+6usRiUXJoYgMeX6Pl7J/tBQ72TNS6xpGm5TjjwVLYL5O7aefRbyam8hQ4dhdZBRQqUtIozhnYhdnSEfqghc7LxkKyWEVAI32BPxmpRydccYlkX3hd7ANH9byWbf/UESmUehfSiSComHYh0DZa6/j+HonAI64JA7nTIhwRNKaJTmZpJkzgMCv0RpaKjIwyl7+h7G9c+xxYNJXx+5o7/M9JDkc5D2Hfp8PT3UNoCGl3ZW16Bwm3nsPiXlTALB5XfjqGwY8Dv2FiwxCSjq7L95ZR+WbbwHgM5n5dNZCvBZbhKMSaPs6Tj7maGM7UnMxYoH+/qW3UuormLZ7PdUffYKntpaa9Z/SUPAVAPXxqewbMS3CEca2RnsSnqbPl456Dvvr73eg3xe8NbXQ1OvlVKXSHrHlZBvb7rKyAb9/DRoXkSFtZuHH+N1uAHaPPorKtNwIRyQdSTpqlrFdv+VLsr91XgSjEYk+y57Zyk2Xzeq6YTvGHPqK4wsCP5Qd/vNnbY4XTPwG/qalGKSXTCbqEtJJryvFXVaOyeeNdET9JngZC4d6DnvElh2aHMaPHzeg96+eQ5EI0a/7kTe2eLtRodQcH8/X41SdNJrZMjOIGx1YSLpxz15jyJKItOjtZ8u44u0dHks9+SQODM/rbUgSxBha6vOR5Ojee9iyZ7Z2+u8ajd8ngpfq0LDSnglODl2lA99zqORQRIakhq92MHvHu8bt4T+8DJc9uha8j8YP/EhLOvooY7t+q54fkXAw+bxk1LYMc0w5cQ5Js2aSNGsmGd88m+E/WgwmUwQjHDzqgxY7T2yswVVa1u6ah7H+/u+prDK2GzWstEds2UFLnkRgWKmSQ5EIi/UPgGjX0fN75PmXjAWd008/jdRvnBjW60v/CB5auuH1dRGMRGTwSKsrw9I0xHH/8Dz+mvwNRl/zX4y+5r8Y9r3vYrZpHna41CekGtuT9n9B0W13svvWO3EeOhzBqMLPXV5ubDfEp0Qwkthjy8kxtt1l5Z207B9KDkUk5vU0QbO5G3HuD1S7rE7KZNj3L+6PsKQfJEyaiMsaB8Cwiv34PZ4IRyQycPrrx6jM6pbEpELzrvtVQ1ByOLxiH3i9+J1OKte+FcGows9dUWFsO5Qc9oglOQlzfDwAzgMHBnzpJiWHIjKk+H0+xh7+yrhdmjkGk0VFFqJV8JfhZc9sxWQ2U5I1FgiU+W7cfyBSoYkMGjmVLUvDVKSNiGAkg1/wsNJgtZ9+jq+xcYCj6T+e8uDkMDmCkcQek8lEwtTAHF9vdQ2Nu4sG9P6VHIr0Iw05jD7Fjz7GUTs/NG7ri1DsqUxt6dlw7t0XwUhEYp/z4EFyy/YA0GhPpCYpq/MTpE8ccUnGIufBfI2NVH/0cQQi6h/upuTQkpKi5aG6Kfg7Y8pxxxrbtRs2DmgcSg5FZMjwNTZSt3lLyL5yJYcxpyplmLHduHdvBCOJTfrRSoKVr15Dc6mZnWOPw2/WV8N+ZTJjSWi/+FnF6jcwe2N/qLzJ5zWK7FgzMyIbTIxKnn00PlPgb7H195b+pncAkRihL3R95yo5EnK7NjEdp0psx5zqlGyjcmKjeg5Fes3v8VD/ReCLp8sax55RMyMc0dDgrasztlO+cSLJs48BwFNVzagjOzs8L1a+ByQ468HvB8CWpZ7o3rAkJVGVEihM4y4tHdAhx0MmOWxsbMRms2EymUL+S05uGQf9+eefs2DBApKTkxk5ciS33HILLpcr5DolJSUsXryYrKws0tLSuPTSSzl06NBAPxyRLsXKh8hA8VTXUPn2OyH7Nk4/M0LRSF94LTbsIwJDS50Hi/G53TiLi3EWd/xerL8HkbYadhYaXzpLssZr+N8ASTnhOGM7+Zijycg/y7idXXkwEiGFVUJjrbFty8qMYCSxJ/izqjap5blzHS5pr3m/sA7YPUXY1q1b8Xg8/O1vf2PSpEnGfkvTuO/du3dz1llncfLJJ/PCCy9QUFDArbfeSkVFBY899hgAHo+HhQsXUlNTw2OPPYbb7ebmm28mPz+fjRs3YlOpZ+mlZc9s5abLZnXdUHolrbaUotv/jK+hwdg38hc/o7JgyLwFDjrx48biKj4EXi8Vb7xJ+auvg9/PuDtuJX7smEiHJxLVhpftYXzxNo5sb3lPPJw9PnIBDTFZ3/4WriNl7HQlkHfCcfi93sA8RK+XzJrDMf9jVmJQcmjNzITSCAYTw2oTW4bkOg8dJn78uAG53yHzzWjz5s1YrVYuuugi4uLi2hxftmwZKSkp/OMf/8But7No0SISExO5+uqrueWWWxg7diwvvvgimzZtYtu2bcyYMQOA2bNnM2vWLF544QUWL1480A9LBiG/x4urpAT7iFyWP7ddSWMf+P1+8vZ8Tt6ez/H5QudxPPV5DSTpF81Y0/ylKXn2bGo+Xg9A+T9eM45XvvVvRlxxeURiE4kFca4G5mx9A6vPQ/PYKJ/JxJHMsRGNayiJG5HL+Dtu4flntnK22YzJbCZ+7Bgai/aQ0lCFzd2I2xYf6TB7Ld7ZMmzWlpmh5LCXapNakkPXAI5SHDLDSjdv3sy0adPaTQwB1qxZw7nnnovdbjf2XXTRRfh8PtasWWO0mTp1qpEYAsyYMYPp06ezevXq/n0AMiTUF3xF0e13sufOe/j6yp9zxvpn2HPPfRz68184+uv32P2r29i/4mG8dfW9vo9Y/0Wyu/x+P2Uv/4MZuz/B6ms7wb+jcuISG5KPPYbaxPQ2+/0u58AHIxJD8vZ8HvqeaDKxa8xs3Lb2vx/JwEiYNNHYHlaxv5OW0S/B1fIdxZqeHrlAYlzIsFIlh+HX3HOYn59PUlISmZmZXHXVVdTW1uJwONi7dy95eXkh5+Tk5JCamsqOHTsAKCgoaNMGYPLkyUYbkd5IcNTw+j2Pc+C3v8NdWmbsT62vwLlvHzUffczEA1/iLi2jYXsBB37/v3hqazu54tDm9/k4/Kf/o2L1G8Y+a0ZoxTS/WWsbxjKT2czOcce32d/bH06Gyo8mMrj09HVrdzkYX7wNAI/ZyoT7fs2U//c7tk2e1x/hSQ/ET2xJDo/++j1S6is6aR3d4p1KDsOhIT4FU9OUNdehwwN2v0MiOfT7/WzZsoXCwkK+/e1v869//Ytbb72VZ599lkWLFlFZWQlAampqm3NTUlKoqakBoLq6uss2Ij2V1FDF6Z89z5R9m7p9TuOu3ey56zc4W71ZtP6iMFi+8Pb0cdRu2EjNJ+uN21umzGfCffcYJbX3jJzR0akSQ/YPz2tTJt11ROOXRDoy7tB2LD4vAHtGzcQ+LAdzByOqZGAlzz4ae26g0Facu5FvbPknnhj9bhmSHKa1/d4s3WQyY88dDgQ+2/yegVnmZEjMOfT7/bz66qvk5OQwc2agTPOpp55Kbm4uP/jBD3jnnXc6Pd/ctOaPz+frsk13ZGZmtptkNvP5fPibSgBLbLNabWRmZnLrYx9z789ObnPM6nZy0persXtahsJVpI/kjN/cRPlHH/NcoZ/qlByun5vKk6u/4j/Om8HOhx7BU1ODt7qa4t/9nqOW3Ys9MzPk/qzWluJImZktwxJufexjo00saX48me08zuD/NysNWhNo29TT2DfuOLKHDyf5N/fw50f/yeFhk9o8R83PTfC+juJorfVz3vpYV+d3R6Sv0/q89m639/prfY2unuP24gr+dw/eZ7HHM/Z7F7H78T8a+z2VlaQnJ2MOmiLQXszt3Wes/V10ZCg91qGmo7+95u1m7b5/WSxMOBjoNfQD+8Yd1+65HV2jO3+X7Z3b2ftFRzo63p33r+6+H7d3nb6+f3UWc3vntn5u0h74DW//169Iqy0l2VHNrhtuJmHUKHJz5lCWPa7T+23v36v1fYfz776j1wNAvCtQ6MiamkrWsGFYrbtC2nT179PZ8xyOf/f2Yu9OTN39zGp9Xm/iad6fPG4szv0HwOcjwekicdgweqMnRTOHRM+h2WxmwYIFRmLY7NxzzwWgqKgIgNp2hunV1NSQlhaYm5SWltZlG5Fu8/s57svVxtARj8XGhP+8gvXHXUjCyBGMvuhCKtNH4rPYSD92NmVZ40g/5miOeehBkiZMAMBVXs7XKx4OVDrrwq2PfdyvDydaeB0OKjcGemFt6WkUjZ1tHIvPHc7BkdPxWu0dnC2dicbX0PBvnk3ejddhTUkJ7PD7aTxypPOTRIagrMqDJDYGeqJKs8bT0M6cXYksW2oqn88+H6ctIbDD58Oxfz/HfvkvbC5HYJfbTeXnG3A1LTIfbfx+v9FzaG81skN6LnH0aGPbceDAgNznkOg5LC4u5p///Cff/OY3GTu2pRqXwxH4QxsxYgSjRo2isLAw5LwjR45QW1vL9OnTAZg6dSqbNrUd+ldYWMiJJ54YtngdDgcNQSX3JXZ5PG4qKiqM/wfLOfw1w8r2AOC0xfPeCd9j5jdOxLlrKzf9v/e56bJZeDxugJBrLHtmK9dfvYS9v7kfT2UltdsL2P3KP8g4fQEej5tfPfxvMqsPE++qx+pxcWR3Ltb0NONagHH9WBH8PDTfDn5Ogp/fstf+id8daJ907Gw8Xi/gDTm3teZrtN7XURzdOb+963TUpjsifZ2Onu/m67Q+3tk12oslWEf/Fq1fw83HTFPzSDttPuWvBwqDlX1dSHJiYptrdnR/XR2PtaVm+vJYJbp19LfXvN2svX/f3OICY3tvbl6H53Z0je78XbZ3bmfvFx3p6Hh33r+6+37c3nX6+v7VWcztndve32KtLZF35lzCjN2fMPbwVwDEuR0cvXUNn846h68efYzq9z7AlpPDhHvvxmQ2t3ud9v59W7fpy3tbh6+H2jrM/sBIO1Nycsjz1tlrpqPjXb0Og9t199+9vdi7E1N3P7Nan9ebeJr3e9NbOp8qdhZimtq29kl31Nd3fz7+kOg59Hg8XHnllTz++OMh+59//nksFgvz588nPz+f119/HaezZXjf3//+dywWC2eccQYA+fn5FBQUsH37dqPN9u3bKSgoID8/v9vxVFRUUFpa2uF/SgwHv+YlFpptnnYGDd2ontk8986alsqI/7zC2F/55lv4fT7MXg+nbvg7p2x+hRO2r2X21++x994HcJeVdXTJQaVxz97AencAJhNpp6jIwlBhG94y1KZ248YIRiISffweL6OOBH4A95itHM6eEOGIpDON8clsnHEWkx58AHNCYEmLEWVFzNv8D6rf+wAAd2lpYK3XHuhLHYLunusJ6tG0pmtUXV/ZR4wwtp09/PfurSGRHI4dO5b/+I//4H/+53/4zW9+w9tvv83dd9/NTTfdxNVXX01eXh5Lly7lyJEjLFy4kNdff50VK1Zw7bXXcuWVVxq9jZdccgl5eXksXLiQZ599lmeffZaFCxdy1FFHcfHFF0f4UUq0au8N1bGzkIzawNC3quRsDvXigzoxbwqJMwK92u7SMopuuZ1TN/yd9LrQghyeykqK7ribk754jfkbXuLELas5YesblP79ZdxNxZiiVU8/yKrXfQRN83WzvnUe8eMGZt2uwVL4J5YlzZqJOSEwFKvmo09o+EoVpHtDr+XBqWHnTmNu++HsCXgtvZ+3LAPHmp7OyJ9dibepunZ2VXHIccfu3ZEIq1Pe6mpjW5VK+84+fBg01TUZqIqlQyI5BFi5ciV33HEHf/3rXzn33HP561//yj333MOKFSsAmDZtGm+++SYNDQ1cdNFFRnL48MMPG9eIi4tj7dq1HH/88Vx55ZX84he/4OSTT2bNmjVYrUNihK6ESc0nnxrbhWOPBZOpTZvufEnL/ObZxra7rNxIDL0mM1+POw63JTC3zu9yk1u+l6zqw4ws283oI4VU/GsNRb+6nZK/PdOm6mksaP38+P1+6r74EgCT1Urm2WdGIiyJEGtKCjnfvcC4ffivT+Nz93747UBQIiYDpf6LliJdh3ImdtJSok3SzBl8Omshftp+T2jcvWfgA+pCcM+hRfU4+sxktWIflgOAq+Qw/k6KY4bLkEkO4+LiuO2229ixYweNjY0UFhZy0003hVQZnT9/Pp988gmNjY0cOHCA+++/v011nzFjxrBq1Spqa2upqKjgueeeY0RQl69IV3xuN7WfbwACRWj68kGdNHMGw39wGdaM9Jbrm8xsmXoa2yfN5a2Tf0DClMkdnu/3eKh693323HUPtRticyie3+8nu/IAdZs242kap58wNQ9zfHyEI5OBlnbqKcQ3LSTtLjlCxRtvRjiiFp0lgkoSpT8FfjgLJIc+k5mSrIEZUSHhU5I9no3Tz6A2MSNk+R7H7qIIRtU+d2WVsa1hpeFhHxFY4sTvcuMu7//54uruEhlg9Vu34WuaV3ooDMN70hecStpp8/E5HDz8YgFeixVf0xAUpz2RMTdex2NPvI8fEw0JqSQ5qrF43VyQU0vlO+/hdzrB6+PQE09iTUsjYfKkPj/GgXTk2Rc4ZdM7FAfViko+5qjIBSQRYzKbyf3RD9h9168x+/1UvPEm6aeeglW/XssQ5jxwEHdpYN55efpIPFataxiL9o+Yzv4R07npslnsuedenPv24zp0iN89uR7ikrq+gN9PnNuB3+PB1Gq0WziLbrmDqkXbc3LCcs2hzj5iBGz6AgDXoUPYc7L79f6GTM+hSLQIHlK6P3dqWK5pMpmwJCbitsUZiaFxzGymJjmb2uQsvBYbNcnZVKaNIOeiC5m0/D5STjgOAL/bzcH/92jMLCKe6KjmpC9eo+rfoeuUmpOSSDnh+AhFJZEWN2oke0YGvuT4nU5K//5yhCMS6R/d7XGu/uBDY7s4J7Z+/JP2Jc2cEdjw+5m0/4tO2za/To7f/hYLP/wzO6++huLHn6B01SvM3fQPKt95r0+x5JTv46yP/0rpS6sAcJW0JIc2JYdhETeyZYRiT4sQ9YaSQ5EB5Copoa5p+KbTlkBpxpiIxmNJSmLET68gcfo0ALx19Rx55rmIxtSsqy8+x+x4j9zyvSH7bDnZjL3xOqypqf0ZmkS5rybMwd20lmXNR59Qv217F2dEHw01lb7wNTayf8XDFF57I1XvBpZ98Zit7M/tXRl8iS4ZZ55h9P5NOPgl9qZF5/0eD36Pp037OGc9Y0p2GG1qP/ucitVvMKxyP0eefpaM6t7XHTjm6/dIdlRT8cabuA4fNpJDa2YG5jitKRwO9pEDW7FUyaFImDV/qWv95c51pJS99y4zbh8YPgW/2dzuuQPJZLUycslVxjyG+q3bqN+6bcDj6Amb20FO5X7jdsGEbzDlfx9mwr33EDd6VAQjk84M1OvbZU9k66S5xu1Df/wzGdUDUwJcJBpUr/uYhu0FeGtroamAxcFhkzWkdJCwpqeRNj+wVJPN62bBZy9y8P89ys6rr2HXjb/CVRq6fFVOZeeLpx+18wP8fj/+pmrfwTp737Z43SQ7WqqTVr37Pr6m9fTsw4d3+/FIx5Y9sxX78FyjcKGruLiLM/pOyaHIAKl4Y40x19CSnMSuMbMjG1AQS2JCSKXH8tVvRDCaro0oLcLc9CGWcfZZ7JgwB3NcHCaz3tIkYO/ImUE94nWctuHvvHHH71n29JYuzuy5Zc9sjVhPn3oYpT3BveXWrEwSpuZRMPGkCEYk4ZZ13rnGGoiJzlrqNm/B7/Hgra2l+NHHOGbHu5T94zUsHhfDKvYZ5426+ueMunoJI678Ce6mmgeZNSVUvvkWRb+6jb33L8fndHUrhtY9jpVv/dvYtg0b1rq59JI5zo4tOwuAxr372PnL6zn057+0m8yH5f765aoiEsLicVGz/rOmG2bG3fYrGhKia+hjypwTsOcGKmI5vt5J4/7Of2mMFJ/TxcSDXxq3m+dMyuDVqwTIZGLET68IqeQ7oXgbR+38sONzekHJmUQbk89Lw46vAbCkpjLxgXsZe+N1NMYnRzgyCSdrWirZF3yn3WPO/QeYcHAr5a/9k/Pf/wNjDweGlHrMVhJnTid59jGknjiHDTPyjXNKX/w77rJyGnftpubTz7oVQ+t1F4PZhys5DKe40aMDG34/vvp6aj76mMaiPf1yX0oORcKksy+Jk/dvDlQFBdLmzcOW3b+VpnrDZDaTfuYC43bFv6Kz9/DI8y+QXhsomlOXkEb8hPGRDWiIiaVkyJqWyrg7biPz3IX4TIGPu4kHttC4Z28XZ4ZXLD1nEvsya0qMz5vE6dMwtbOOrgwO6aefxgfHXcjWSXMZ8Z8/wRTX+bDhw9njMQct0XY4ezxVyW2LxjiaflzolN/P8PI9HR5WchheWeefS8KUyVhSUox97lbDh8NFyaFIP8uuPMC0oqYKpSYT6QtOjWxAnUg7+SSctsAwldpPP6fslVfxe7xR8+XW7/MZPbAei43PZp2joaTSKWtKMjkXfJttk04GwAQcevIpPLW1vbpetPwtREscEn1yKlrmYyfNmBbBSKS/NP/9m0wmytNHUjjuOFK/MafTpahKMseyJe+00J0mE9sntR1u7CgqonHvPhq+3tnh9XIqD5DR9ENtVXI22UFTUxz2RBLypnQYt/Rc/NgxjL3pBoYv/r6xz11e3i/3pW9VIv1s8r5NNP9um/3t84kfG94KpeF8szXHx4fMSyl/fTUH/3cl9NO49p5yHiw2fhEvyRxLdcrAlcnWh1ps2z36aGoTA0WXXAcPcvD3j/bbfI3e6u1rTK9NCRacHCbOmB7BSGSg2TIyQm7n/vhHFI2cyYezv8PHx5yPy57Q5pwjWeM42GqJE3fJEfb++j72L/8tI48Utntfk/dtNLa/Hnc8WQu/yYTf3M3YXy3lrZN/iCWh7X1J3wWPPHOXKTkUiXqtv6TFN9YxvDwwEbwhPoXMRecM2H339vw9I2eQPPsYY3/9l1uZuufzPl07XBp3FxnbFWmB+ZH6Yizd4TdbWH/UIhxNi0U37i6iYXtBhKMaXPryt6i/4/Cwepxk1JYAYB+R2yZZkMEt7ZSWKs0bp59J2ilz+WLa6ZRljjaqXbb3t7Zp+pnsHHssjba2Cd3Uok/b/JDm93iN+YYNcckUDwskl/bc4SRMmojXYmtzHQkPa1aWsa2eQ5EY0vzmO/HgFkwE3lT3jpgeG0MgTWZG/vwqhl/+Q2PX9KL1lK56JWJf4Kbs+ZzTP32Okr8+beyrbEoORTrS+vVal5TBl1PmG7cP/+VvVH+8HndF5UCHZlBSJL3R0esmp/KgUclZvYZDT8LkSYz82X8y/PIfsi+3+0OKPVY72ybP4/0Tvoc1PS3kWFp9BX/5/T9D9jkPHsTi8wJQnj4CTDHw3WaQsCQnYbIH1o/0KDkUiS5dfalLqy1l8r7NAPhM5h69UUeayWwmff48si/8jrGvYvUbDC/bM+Cx/L8nPmTm7k9Iq2uZeO0zmdudRN9b+oI+dBTnTKQ+PjCh31NRweE/PcneX9+H1ePs9/seyNeZXtND0+imqpQASUoOo8JA/y2mnHA86fPnGT2FPdGQkMrE5fcz+eHfMnLJlcb+KUFDSIGQKplVqVrPcCCZTCZjWQt3eUW/TI9QcigSBu29+U8r+hSzP7D48NfjjsfRh6UrBurDpfX9ZC06h5zvfde4fWzB23hqagYklmZjD3/VZt/h7PH4LNYBjUMGCZOZTdPPxBw0H8ZbW9vlItGR1pv3gGhKEKMplsEqobGWkaW7AbCkpZI0c0aEI5JYZDKbsSQlkXzsbOy5gcQvu6qYMz95GldpoACNI3iKh5LDAWdrGlrqd7vx9sN3MiWHIv3A5m5keHmgXL7DnsSO8SdEOKLey8g/i8NZ4wCIdzs4/ORTA1bIw+TzMibol/DcH/+QkT+/io3TzxqQ+5fBqSxjNBOX3Ufy8cca+7IrO16vq1lzgtNfc+tS68o48PtH2XPXr5ld8G/clZ0Pd1XCJcHGFW83pjGkn3YqJuvQ/AFNfxfhYTKbyfhmyzqIKQ2VlL7wdwAaiwLJoc9kpjqMo3ike5p7DqF/itIoORTpByNLdxm9hgeHT8ZvtkQ4ot4zmUxsnH6msbZO/ZdbqXjjzV5dq/WHdldftvP2biCxMbDkwOGscaSdMo+U447FY7X36v5Fmj34yi5yf/QDY+jVpANf4CjaE7EKpo1793HKxpep/2ILzgMHGX9oO0W33UX56jdwFh/C6nFFJK5ooC/7XfP7/Yw6Elh2wA+kn3pKZAOSQSH1pBONH4ch8PnvLD6E69BhAKpScjSKJwJsOS0JubP4UNivr39RkTCzelzk7dlg3D4wPC+C0YSHy57IBxMXMPeL1wAo+/vLVL/3AQmTJ2FJTcFdVo4tM4Ps73wLc3x8u9fo6Re8Sfs2GetD+kwmvppwIqd1cY5IT1iSkogbPRrn/kDp/333PkDSrJmMuOqn/V6G3e/3Y3M34rbGEe+qp2D5X0hsNe/R73RStuoVyla9wrmY2HtgPAmTJ2FNT8fuSmu3LL0Mfu29l7qKi0lpqAKgPH0k09LTBzYoGZTMNhufHHM+R339AZMOfIHf46Hkb88Yx0szRkcwuqErbkzL8+7cH/4pEUoORfqo9Qf1rJ0fktQYGANenjaCqpRhkQgr7I5kjePrsceR1zQx3V1WhrusLKRN5Vv/JnH6NOInjMeamkraafP5nxd3cNNls3p0XzXrP+WownXG7a/HnaBJ79IvkmbNMJJDgPqt2zj0+BOM+OkVWJKTOj3X7/ORVltKbWJGp7+em3w+zH4vXouN4WV7OPTkRhqL9nBucTFeswWzz2ushRo/aSIjr/opbz38DBOLtxlrjJrw07i7yFjO5WyLnSOZY/BYbMS5HdTmOUk54XgA4pz1pNWV0RDf+TznZc9s7fHfpkSn2g2bjO3inI4XQpfOqZe6fftz85h04AsAHF/vNPaXZoR33Wbpnvjg5PCAkkORqJZZdYjxh7YD4LbY2DDjrF5VDIsG7X1x3D7pZGqSs5hX+1XIF+pgDQVf0VAQKCLj2LUbkr/Ro/t1V1Ry+KmWJSu+Gj+Hryac2MPoRbon67xF+H0+tm3cxajqA/hdLuq3bmPX0l+RNGsm9mHDSHC0/8NE+auvc/pnq2m0J1I4djY16xuIHz8e+/CWH4Schw5zxqfPkNxQhdOWQLzbQXD5gOZy8ABOWwITr/pPbJkZbJm6gDN+dhE1H3+Cu6yMg9t2k1pfYbS1eV2MKt1l3C5+7I9kf6cEa3o656z7qzH3bH/dJpKPOYr4ceNImDQR58FihpXvxeeeGqZnUHqqP5Ly5vdcgEM5E8N67UhQkhZdqlKGcSRjNMOCCnd5zRZjvWEZWJbkZKwZGXgqK3HuP4Df78cUxu+aSg5FwsTidXPsV/82bm+fdDINCWmdnBEbQj6kTSYO5E5l/HXfxVVSQtmrr2NNSSF+0kQqVq9pkzDWfvY5M8b68DnbfhHtaL5h9fsf4HcGhtfty53GVxN7llyK9IQ5Lo5h3/suT7q3cvWxVg4+8r/43W78Lhd1GwO9MWeZLTxTVQwjWpaj8Xu9VL37PgDxrgZmFX7EocKPwGwmc+E3SZt7Ms79+zn81NOkNDQE2rkd7cZQl5DGwWGTKRp9FEdntixaHjcil5ym5WT++sxWEhprueKEZGo++ZSqzzeGJJYAZa+8CkDwV4SGbdtp2Bb4wSpz0TlUvvkWcz0edt/0HrnjTgEGR8/hUO4F9bndxtIC9fGpOJqWahEJG5OJDTPO5vztL+OprAICPdSabxg5cWNG46msxOdw4Ckvx5adHbZr619VJExmFn5ESkOgumBlSg5Fowb3FxX78OGM/M+fGLdT55yA3+fDVXKEyjVrqf4wMCw0b99Gim4vYkbKBHwmC6V/34nJauXoHXspSx9F8fApWLxujjz/Is79B2j4KlCd1GcysX3SSRF5bNJ7A/2LfziTgqTp0xh/z51UvvU21R9+ZPxIYfF5Ob7gLYZV7KchPhmLz0vFmgP8//buPC6qev8f+OucmQGGbVAWAUUFd0XLXVQiSUktTa0007K0LK+lqWXZpt608rpcu/ar7q2u1xazRfwa5pb7Com4hBsKmIqyyDrsw8zn9wcyiYACAWeOvJ6Phw+Zcz5z5j28OefMez7nfD7m3NyKG7FYkPHLFmT8sqXCqhJZiyI7R7QeMQQufXphxeYrKB0+RKrWFQYFDi5w7hYI525d8bVTb7hnJ8MpPwuemVfglxJX4bWK7fTWAZ2A0rlKy5hzctDv983I3OGMJoNDK7xWYy621Kbw4h8QJSUASu83JKoPRfZOaPXWG8g7cw6ynR0iTisdUeNm79cCeSd/BwAUXr7C4pDI1uhMBWh99RQAoESjw9HOYYDU+AYDlmQZ9j7e8H7mKeg83HE94hfAbEZJRibaZ5QWzhkXS9sGAAhIikV89jW4GdOQmV1+xK1kd38U2js37BugRs/O0wPNxo+D55hRKE5OQdbuPcg+cAgA4Jfy57Qq1y8ft/58zcMf15s0h2tuOlqlnAMslnLbTGnaEkcCh1pH2X39wRtFl5SE8v18NSDJSHfzRbqbLy75dIRjoRHuN/ahYq09dvabgGKtAzwzL2Pg+Z2w3Oi9vFXquh9QkHgRds28oHHUw76I+5xaeKZfQpf4Q7h65M+BjNLdfBSMiOqarX1Jo3VzgyGo9Goe8zle+ttQKvs7cLhlUBqX7vfW2euxOCSqAy1Szlunrrjo2wW5Tk3u8Iy7V9lBzP3h4XDp1QOH/7ka3jfmfKxMmysnKyyTtFqcb9Wj1q9N6mRL+ZPt7eHQqiWaTXoKh64KdLz4W4XLOIHS+26Odh5iLfzuf+kJZO3eC1N6BmS9A/Rt2mDjZdf6nc5GkhHZ7SE862eEKDbhu8sOKLJzBFA6kJT/0/OR9PGnKEpKgs7dHb+0egAtr51Fhz9KR1U2Rv1m3VSw3gDzE93qL1aqG0Lg3nN74FSYg5v/Kq+z55CoUajPEUtZHBL9BUvWxgJCoNXVM9Zll266L0mt/uqlgWUf8u28vRF5zwjMHuqL774+ALOswZheHig4dw6XY87ANf+mSb4lCT7PPQuHAH/IDnpsiLj4195EFTER1YQkSTjfuicue3dA0+xrKNHawWC8jl6aNAizGQcc2pabd9OuWTN4PTG23DZEA1xqa9I5oEloLwBA7i2vpzUY0OqtN6yP89bG4kxAPwhJRqerJyCK/5xD0bkgG8mrvwIM/es95rtdfR5zmuQkW0fFlnQ6yI56nDG0RZ5j4/1ikqgx0Xl6QrK3hygqYnFI1BBqclL3yrgEt9w0AECmixdynOvuuu+7xYqtV4EbI+gZggJhCOqLNXaxcMlNR6sbo7uGPjUU+gB/JcMkqlKhgzOuOrQDUNobN+bG8WGdWkdVlCScDeiLEa9OQOGlyzAbc5H8v69gKShAbswx9PLKRXGaD+w8Kz+eNYYvW2z5Pfol/3mPabOJT8IwIAjr1fq3SEQ1Jsky7Jv7ojAhEabr12HOL4DGsW7mvm18N0UR1cAde9CEQKeEKOvD2lwKWRfUNOz3zbEand0R2y4Yse2CWRhSo2FL++vS8AtwbN8OLj27w+f5ybDcGBinRep5JL71LpK/+hZFV6+iJCsbJcZciFvup6xrdf27saXfdV1xKMpFy2ulV6uYZQ2ce9yrbECNhK39LdlaPNTw7P3+nGeyLuc7ZHFIVAtlB+VWV0+hiTEVAJDt5N5oJh9W60lJrXET1aey/cK5W1cc7TwEsoND6QqLBdn79uPiu39H/KuvI37Wq7gw6zWk/bQBrsbrWPZVTI1fx5b2QVuKpSqVxdg5/jC0ltLRSS/6doFGXze9BUSkLg4t/7zvsGw6m7rA4pDoDm49OZc9ti/KQ5f4w9blv7cbqNoJ72tLDR+uiKrCv9+Kkpq1R8CSxTjj3wcmja7CekteHjK2bkPokXUYvv8LXPtyNa5vjEDmrt3QmQoViLhx8U29gJbJpaPmFmvtcda/t8IREZFS9G3bWn/OjztfZ9tlcUhUS13PH4BdSdlk7R1wvanfHZ5BRHe7uhjMSWnLNibinH8f7OozHvEt7oFLrx5w7n4PHDt3AjR/jrqqERbkHI5CesQvSF37PYYc/hrJa77G559sVzD6u0/Z30T++QvocXqHdXls2wEw6dhrSNRY2fn6QOPiAgAoiDuPJd/+Ofr7XzmXsDgkqoVWV0+hRWrptzRFOgfEth2ocERVs4UPm0RKudv+/hvy/RToXfF7+2D4vjgVzadPg9/smWjzj/fhMWokrnn4w3zL9Bx2JUXI3n8Q98WEI+n/fYrc4ydRcCEeBYkXIZtLGixuNaluPi3Fxbj6yb+tl5NebtYel3w61Wdod6W77XhAjZskSXDsUDpQmqWgAAbj9TrZLkcrJaohfUEOup3ba338e7tgFNvx21siuvtpDQa4PzwcUTktYV+cj+d7OcGcn4/MnbtRGJ9gbZd77ARyj52wPg7VG7Cn97hy037c6k4f3G159ND6ZvwtGmajEQCQ5tYcxzo90OhuYyCiivQd2sMYXXr/9+3mlK4J9hwS1VDby8ehuTHhfULzQFzx7qBwRI0Hv/Ulsh1Fdo5wCuwC1z690WreXGzrPwnHO9yPAjvHCm2dC7IxMCYcnhmXUWLMrXKbksWMVV8egigxV9nmblCdwXmKU9PQ5/fNGHrgv0j59jvr8tNtgmC5pdeWiBon525drT/7JZ+FEOIvb5M9h0Q1YMrIRKurpfPylchanAnoq3BEVIaF492N+bV9BQ4uuNg8EJe9O2BqBzP2bDuGfu0MyNy9FzCb4ZZ7HQOOb0T875vg4NcCklZr/dcnuQBaswlNcpKhM5sQF/k1JJ0Okk6HsBIJKaIn7IsDbvv6d0vPohACmdt/xfX/i4CvyVS67Ma6LBdPZLo2Uy44uivcLftKY1JVznTu7nDs2AH5Z8/BuSAbCXPfhNbNABfPoFq/FotDomoSJSW4+tl/rPd8/OHb+a4fDOCvfCDnyYeocTJrdHDt0x1nLjhg5BOBkLRaZGy9aZAasxmFF8tf/uR760aEgCguhiguhiOArN17MRR7kRC3CToPd+g8PaBxdIS9Xwu49u1T7qlqPvYIIZC9/yDSfgy3LivW2sPJzRmyoxNOePbh5aREVI5rUF/kny0dxbgkMxMlmZnolCsDCKnV9lgcElVTxrZfUZiQCADId3DBWf8+d3jG3Y09OURUHR6jH8Gvf1hgb8qHc34W/FPjIEoqH6CmUKdHjrMHdCVFaOaqhTCZUJyaBgmABMCUlgZTWhpw5s/nyPb2ANR7mWVZMWu6fh2X/rECJRkZ1nUX/O7BGf++ePXpHgCATB53iegWrn37IC/2NFJPnIbeXAiYLfDMuAxRYoakrfmxkcUhURVuLn4KL/6B9E2bAQACEn4LHAqTzkGp0IioAai5B6qhVPU7uvn4KWk0uOzT0fp4yNsvwlJQCI2zE0SJGaLEhFU/xEJIMop1DtaesbLtfrQ6Ev5XfodXxiW4m4ywFJafTzHtpw1o6tsfGQafevnS6q/+HVT3+Rlbt5crDF379UWsI+cxJKLbk7Ra+L7wHL5eG4un8qJgjDoCndmEggsX4Nix5uNisDgkugOX3HRcXv4FxI17P+L97kEW7/kgatRYONaebGcH2a501FJJowHs7VBk71Rl+0J7Z5xpE4QzbYIAIfDqI/4oTk3DpfeXAACKk5NxX3I4cpyaIq1JC1hkDVJ/PAeNXg99gRuAivkSJWa0uXwcxugiuPTqWX9vthrsi/JQePkKcn6Lti5z7NQRXuPHAhsTFYyMiNTGKTAQxqgjAIDc32NrVRxytNJGgJf/VU+lo8cJC3qc2QlLQek31fr27TgIDRGRUiQJy36+CH2AP5oMeaDcKte8DLS5chLtLh1D5rZfcf3/fsYDUWux463laJF8rlyPY9r6Deh6/gCufvY5jNFHaxxGTc+rlbW3Ky5Az1PbMezgavyxcBEs+fml76NfX/jNeQUap6oLZiKiyjgFdrZefWE8chTCYqnxNthzSHQbbS6fQBNjKgDAzscbLWa+DPP6OIWjIiIit5D7kLV3P0RxcZVttJYS+KWch1/KeVyYtQfp+qZo4etmHbwBAJK/XgudpyccWrWs8xirKiJdctPR9/fNcC7IrrDOMLB/ncdBRI2D1sUFTl06Iy/2FEoyMpB/Lg5OnTre+Yk3b6OeYqMGwMua6k5lJ3DHgmx0SogqfSBJ8J70FGT7qidwJiKihmPn3QwBHy6CKDFjxdYk2BflwakgGxKA8SEtkBMZhazII5BvzEsrTCY0NaUgPyel3HYseXn4Y9EHcA3qi2ZPPgHZ4c/7yev6yhshBNr+EYPOCZHWuIq19nDv0Q2yvR307drV6jIwImpcblcDGAb2R17sKQBA9t59LA4bi5qcsOyKC1B09Sp07h4sbqpLCHQ/u9s6bYXboPuhb9tG2ZjuIrzUmYjqgtbV9cZPSSiyd7Leu+jUpTOcunTGN3bd0cSYiuYp59G+IAmmjAyUTQSRqzegias9TCmpgBDIORQJc24eXPv0AiQJzZOvAJIEAcB4rAQOLVtC4+QIyLW7I0cIgZRv1iIw/pB1WbaTOyLveRgzJtd+TjIiops53dMNRTo97E0FMEbHoPDyFaBpk2o/n8XhXcZiMiEn8jfknzkDS34BTOnpGH4tGRcPAJAk6Lw84dKrJ5qGDeb9DFUQQqDDxWh4Zl4BAOTbu6DdmEcUjkqdWAQSkZIsGi3S3XyR7uaLkwAkixmvju0ESBKW/ngOc8d2RMavO5G+MQKipAR5J39H3snfAQA3jxN69VT57QY1bYm87lp8u+cKXHOvo6/xHExp1wEAOk9PNP/bC9CZCqEzFcH/aiyaZifjjws/o+jSJes24lr1wNnWfWDR8KMYEdUdWadDXOue6Hr+AADg6iefwWn4sGo/n0eku4AQAsYjR5G1ew8KEhIBs7mqhjClpCLjly3I2rUH7g8NQ5OwwZBq+S3o3eLWAiZj63Z0SoyyPj7e8X50d+C0FbaCBScR1ZaQNdaRUoHSIeDdhz0Ie18fJH38KSBEtbbTLOMSrixfaZ1i+ua7HouvXkXi2/Px0C3PKbrp9sKjnQaXm96DGh+ey6g+JfoGokfmWZiuX4cp7Tqub/g/YOStR6XKsThUOWGxIOXbdcjeu6/KNrl6A3y6tocpNbW0a9lshqWgAGk/hSPvzFm0mDG9dDjxRk5faETHxN9w/dqfsyufCghCqnsrBaMiIqL65nxPN7ScNxeFFy8CAoAQ2HH0GiQhAAjYmQrhZkyDv5ceBQmJlQ6Co3UzwFxQCFFUVOXrSFotTvn1ZGFIRPXKotFic9uheEi7A8XJyTV6LovDWtq+fTveeustnDp1Cs2aNcP06dMxZ84cSJJ05yfXQlU3nmb+urNcYajz8oSDf2tsLm6Bpx/vAVFcjJV70/H6hG4AAFN6OtI3bUb2gUOAEMg/dRoZW7bB/eHh9RK3rVuyNhYQAr5p8bj37G7Ylfx5Uo9r2QPnWys7/xURETUMfYA/9AH+1scJqRV7du57MhDmvDxsWLUBTgXZEJIMk9YOD4zsA6eugcjedwApX39rbZ/p4omrXm3xh09nzHqm9ELVDewxIqJaqOlAlHmObmg1/y3knzqDnNRkpFXzeSwOayEyMhIPP/wwxo0bh/feew8HDhzA3LlzUVJSgjfeeKPB4nDMz8b1AxGlDyQJ3s88hc8uuuD1CV2RvjYWdl6eN9ZlWv+gdO7u8J70FFx69sCVjz4GhMD1//sZxSkpcO3bBzoPD8h6PSAskB0cyo3a1lBqOwpr2SUat3uuKDHDXJAPmC3437eR6JqWAJ+0eDgW5ZZrl+niibP+fWocAxER3d00Tk6Ib3lvuWWPdCs97xiCB8B0/TpKMrPwg6YTCu2dFYiQlMDLRMkWyTod/t9pGS89MgA4cqRaz2FxWAvz589H9+7d8fXXXwMAhg4dCpPJhPfffx8zZ86EXq+v09e79YCzZG0s9IVG9D/xs/XSFrdBITAM6A/8Ub2Dk1NgF8T5dUf7SzEAgJzDUcg5HFW+kUaDJoNDYegfBMlOB9nODhpX10p7R4XFAkhSvfWcVvZ6JdnZ+N+6aIzr6Ybd208iKCcFgEBS5gFIOh2KU1JgKSiwTgZqyS9AidFoHakuuJLtpjRtid4vPIGNh40QMi+1JSKi6pNkGZ6PjgYAFLJYICIb8cUv53GPV/XasjisoaKiIuzZswcLFy4st/yxxx7DP/7xDxw4cABDhgypl9cu61Fzz7qKPr9vgb2pAEDp5OweoyuOpllVD5y12GwThAF9W+Pqhk3QlVQyibDZjMxtvyJz26/WRZKdHWR7e0g6HSSdDnaeHhAlJcg9dx46J0fYNfeF7OAArYsLNK4upcOMa2SUpGfAnJsLQCodBlxYYCksgtbNAJ2nJyStFsJshjCZ0PPU77i87FeYrqdDmM2Q9XqIElPp6xgL4agFLMVFgNmC+wBcOwrcfPdGbsblKn+HlZWuFklGWpMWSGjRFSnurXFfmwCIKJ7UiYiIiKhxYXFYQwkJCSguLkb79u3LLW/bti0A4Ny5c/VSHDoWZKNZ+h/Y9eZWDEyNR+nMS6VDZreYNROa2vRWShKaPhiG/6Z6Ymp7EwovXYY5OwfmggIkxV+DW27Fq5NFcTHMN92Ib0opnUxYBmDOzUXBubhavb+b+QHIv3mO4sxM648OACym6m1HANA6O5UOPicEZAd7pJbYoVjngLYt3XD6WiFSm7ZEintrmHT2fzluIiIiIiI1Y3FYQ9nZpWNRu1on3i3l4uICAMjJyanT11v+VQwGxYTDkHu9wrrUJn7o/9Yr0DiXn6/w5stQ73QN/JK1sYBGB9e+3eHa98977L5dGwtX43X4psXDsTAHXVq6lM6beD0dWVl5kC1maM0maM2llZpJawfZYobGUsU0GrUg2dtDtrODpagIRRYJFlkDi6yBWdbALOvQvI0Pfk8XyLd3Qb6DC7Jcm6FYZw+t2YRpw/2xalsS5jzdo9w2f7rx+wh5MhDf8JIfIpvD+3aIiIjqRm3OqSwOa8hisdx2vfwX5gys7DLQEq0dJFH+NYt0Dkhs3hXnWvdGsHP1J7Kv6R9IjosHclw8AAAxAF6fGlh+G0JAX5QLs6xBsU4PSQi8+ngHWAqLUJKTA3NODjZuPY3hfXwQfiIbRXaON55X+p9Zo8XkgZ7YuOkEJAAWSYKQZOTpDXju2YGQ7O2t9zBWGbt7xUUlWnv8c2caoLWruLIavwt+OCUiIiKixojFYQ0ZDAYAgNFoLLe8rMewbH1lygrLtb9ewEvjKo6E6ewg4f+FnwLw5zy8TvYSUlt3RklmEtKatkSWwQdG56YQsgaOAHQ6XbltONnXbkCY6mzn4/WnblkuAQ6ukAGUPdve2RlwdgY8Squ2jLMCnqH3Ij/1eKWva+gaiPRTJRWW29/oib1dPNVRH7+f2m7D1rbTkH873M5f24YtbEen05Vrf+t2bl1f01hqGk9NtnO72MqeW/Yebt3OnZ5b2brqvK/qbLeqXFX13I/Xn8KsJ+6t9P1XJ56q1pVtt6pt3O65la27NZ7axFSdnFdnu5XFUpuYqvOeavJ+bt2GWn/HZevr4nhR2XZrQ4lzRGXHz1tzW9V27vTc222nro9ft/v93ynnd3rdm7dxu7/lmr6f6myjtueI28WkxPHr5mW3PtdOvjE44x06uQBAEqKsDKHqKCwshLOzMz744AO89tpr1uW//fYb+vbti927d+P++++v9LlXr17FwYMHGyhSIiIiIiKiUgMGDICvr+9t27A4rIXQ0FAUFBTg0KFD1sseX3/9dfz73//G1atX4ejoWOnziouLcf36dTg6Ov6ly0+JiIiIiIiqw2KxID8/Hx4eHrCzq/q2K4CXldbK22+/jcGDB2Ps2LGYPHkyDh06hKVLl+LDDz+ssjAEADs7uztW60RERERERHXJzc2tWu3Yc1hLGzZswPz583Hu3Dk0b94c06dPx5w5c5QOi4iIiIiIqFZYHBIRERERERF44xsRERERERGxOCQiIiIiIiIWh0RERERERAQWh0RERERERAQWh0RERERERAQWh0QAgLS0tCrXmUwmXLp0qQGjoaoUFRXh9OnTiIyMxG+//YZz587BZDIpHRbdQWZmJo4cOYLU1FSlQ6HbYJ5sw/79+1FUVKR0GER3HX7Wqx4Wh/UkKysLn3/+OVatWoWUlBQAwOrVq9G2bVs4OjoiKCgI+/btUzjKxk0IgcWLF8NgMMDb2xve3t746KOPKrSLiYmBv7+/AhFSmUOHDuHBBx+Ei4sLunbtigEDBiAoKAidO3eGq6srhg0bhsjISKXDbPSOHDmCKVOmYNSoUVi/fj0AYOXKlfD19UW/fv3QvHlzzJ49W+EoiXmybSEhIRg4cCAuX76sdChUS2azGRqNBjExMUqH0ujxs17NaZUO4G504cIFhISE4Nq1awCARYsWYenSpZgyZQoGDRqE0aNHY+fOnRgyZAj27NmDoKAghSNunD777DPMnz8fU6dORceOHbFhwwbMmjULUVFR+OabbyDL/O7EFmzZsgUjR45E79698f7776Nt27ZwcXEBAOTk5ODChQsIDw9HSEgIIiIiEBYWpnDEjdOuXbswdOhQeHt7w2AwYOzYsfj73/+OhQsXYtasWbjvvvtw4MABLF++HIGBgZg8ebLSITdKzJM6JCUlITAwEAsWLMDMmTN5PrJBX331VZXrLBYLhBD45ZdfEBsbCwB4+umnGyo0ugk/69WCoDo3evRo0adPH3Hx4kWRlJQkBg8eLLRarZgyZYq1jdlsFsOGDROhoaEKRtq4de3aVbz11lvllq1cuVLIsiyeeuop67LIyEghy3JDh0c39OjRQzz++ON3bPfYY4+JXr16NUBEVJmgoCAxduxYUVJSIoQQYtmyZUKWZfHGG2+Ua/fGG2+I7t27KxEiCeZJDSRJEvv37xezZs0SWq1WtG/fXvz3v/8VJpNJ6dDoJjqdTsiyLGRZFpIkVfh383J+hlAOP+vVHIvDeuDq6io2bdpkfXzixAkhSZLYtWtXuXYRERHCycmpocOjG5ycnCrkRAghVq1aJSRJEnPnzhVC8IChNL1eL7Zu3XrHdlu2bBGOjo4NEBFVxsXFRezYscP6OCsrS0iSJPbs2VOu3a5du4Szs3NDh0c3ME+2T5IkERUVJYQQ4uTJk+LBBx8UkiQJb29vMWPGDHHgwAFRVFSkcJQUHR0tunTpIlq2bCkiIiLExYsXrf8uXLggJEkSmzZtsi4jZfCzXs2xL7Ue2Nvbo7i42Pq4U6dOCAsLg729fbl2JpMJzs7ODR0e3eDt7Y1z585VWP7SSy9h1qxZWLZsGVatWqVAZHSz5s2b4+jRo3dsd+jQIXh6ejZARFQZd3d3nDlzxvq47OerV6+Wa3flyhU4Ojo2aGz0J+ZJXbp27YqtW7fi+PHjGDFiBL777jsEBwfDxcUFnTp1woABA5QOsdHq2bMnYmJiMG7cOIwbNw7ffvst/Pz80KpVK7Ru3RoA4OPjg1atWqFVq1bKBtuI8bNeLShdnd6NnnjiCdG5c2dx5syZKttcuXJF3HvvvWLs2LENGBndbM6cOcLT01OsX79eZGZmlltnsVjEmDFjhEajEaNGjeK3SQpauXKl0Gq1Yt68eSIqKkpkZmYKs9kszGazyMrKEtHR0eKNN94QGo1GLF68WOlwG61XX31VODs7i/nz54tly5YJPz8/0bNnT9G2bVsRHx8vhBAiLi5OtGnTRjzzzDMKR9t4MU+27+aew1uZzWZx6NAhsWLFCvHss8+K4cOHN3B0VJmDBw+K9u3bi549e4rY2FhRUlIiJEkSR48eVTq0Ro+f9WqOxWE9uHLliujQoYOQZVkcPny4wvoffvhB6HQ60bx5c5GYmNjwAZIQQoicnBwxdOhQIUmSePHFFyusLy4uFuPHj+f9AjZg+fLlokmTJtb7O2795+zsLBYsWKB0mI1aXl6emDBhgtBqtUKWZTFlyhSRnJws/Pz8hCzLwtvbW2g0GtGmTRuRnJysdLiNFvNk+25XHJLtys/PFy+//LLQ6/ViwYIFQpZlFoc2gJ/1ak4SQgiley/vRvn5+fjpp58wevRo68iKZaKjo7Flyxa88MIL8PLyUihCKnPs2DEAQPfu3Stdv3HjRoSHh2PNmjUNGRbdorCwEJGRkTh79iyys7NhsVhgMBjQoUMH9O/fH3q9XukQCaV5Ki4uhqurK4DSeaU+//xzXLp0CR07dsSUKVMqHBOp4TFPtmvhwoV4/vnn4evrq3QoVAt79uzB5MmTcfHiRURHR6NHjx5Kh0TgZ72aYHFIRERERFRH8vLyEB0djV69esHJyUnpcIhqhAPSUKO2f/9+jBw5El26dMG4ceMqHfjk+PHjCAgIUCA6KpOVlYXPP/8cq1atQkpKCgBg9erVaNu2LRwdHREUFIR9+/YpHCVlZ2fjgw8+QHBwMLy8vODg4ABHR0f4+PggNDQUS5YsQXZ2ttJhEtk8npvU4/Dhw3jnnXcwduxYDB06FMOHD8dzzz2HvXv34vfff1c6PKIaY88hNVq7du1CWFgYOnXqhHbt2mHv3r0wGo3417/+hRdffNHaLioqCv3794fZbFYw2sbrwoULCAkJwbVr1wAAnp6eWLp0KZ555hkMGjQIPXr0wM6dO3Hq1Cns2bMHQUFBCkfcOMXFxSE0NBTZ2dkICQlB27ZtrZcl5uTk4MKFC9i3bx+aNm2KHTt2oF27dgpHTGSbeG5SB6PRiHHjxmHr1q1wcXGBv79/uWNeYmIi8vLyMHz4cKxbt449iKQaLA7rweTJk6vdVpIkfPnll/UYDVUlODgY3t7e+P777yHLMrKysvDcc89hw4YN+PjjjzFt2jQAPAErbcyYMUhKSsIPP/wAnU6HSZMmYc+ePZg0aRK++OILAIDFYsHDDz+MoqIi7Ny5U+GIG6eHHnoISUlJ2LFjBzw8PCptk5aWhiFDhsDPzw8RERENHCEBwKBBgyBJUrXaSpLE/UkBPDepw9/+9jesW7cOa9euRVhYGGS5/MV4FosF27Ztw8SJEzFu3Dh88sknCkXauPGYV3NapQO4G+Xk5CA8PByOjo53nHetun+wVPd+//13vPPOO9YDupubG3788UdMnDgRM2bMQLNmzTBmzBiFo6SdO3di7dq11nmili9fjnvvvRcTJkywtpFlGX/729/wxBNPKBVmo7dv3z58/fXXVRaGQGmv7/z582v0BRrVrR49euCf//wn3NzccM8999y2Lb87VgbPTerw448/YunSpRg6dGil62VZxrBhw7BkyRK88847LA4VwmNezbE4rAc//fQTXnnlFXzxxReIiIhAYGCg0iFRJZycnGA0GsstkyQJa9aswbVr1zBx4kTs2LEDGo1GoQgJAOzt7VFcXGx93KlTJ4SFhcHe3r5cO5PJBGdn54YOj25wdnausD9VJiMjo8I37NRwli9fDl9fX8ybNw/vvfceBg4cqHRIdAuem9ShpKQEzZo1u2M7Dw+Pah0bqX7wmFdzvKy0ngghcP/99wMA9u7dq2wwVKmxY8ciLi4OW7duhbe3d7l12dnZ6NevH5KTkzF79mwsWLCAl+4oZPz48Th58iTWr1+Pjh07VtomKSkJDz/8MNq3b4/vv/++gSMkAJg+fTrWr1+Pr776CkOGDKn0qoht27ZhwoQJeOSRR3g5vcLGjBmD+Ph4nDhxQulQ6BY8N6nDiBEjkJaWhi1btqBJkyaVtklPT8fgwYPh6emJ7du3N3CEdDMe86qPxWE9OnnyJCZNmoRvvvkGXbp0UTocukV8fDzuu+8+pKenY/bs2Xj//ffLrb9y5QoeeOABnD9/HpIk8QSskKSkJGseDh48iH79+pVb/+OPP2LChAnw8vLCgQMH0Lp1a2UCbeTy8vIwfvx4bNq0Cc7OzggICLDOoWc0GpGYmAij0YiQkBBs2LABBoNB4Ygbt4sXL2LWrFlYvHgxOnfurHQ4dBOem9QhPj4egwYNQmZmJoKDg9G+fftyx7wLFy5g7969cHBwwJ49e7ifKYzHvOpjcUiNWkZGBtasWYMWLVrg8ccfr7DeaDTi3XffRXh4OP744w8FIiQAyM/Px08//YTRo0dXmJg7OjoaW7ZswQsvvAAvLy+FIqQyhw8fxvbt23HmzBlkZ2fDYrHAYDCgQ4cOCAsLQ3BwsNIhEtk8npvUITs7G5988sltj3nTpk277b3YRLaGxSERqdalS5fg6+sLrZa3TxMRERH9VRwVoAFZLBYEBATg1KlTSodCt2E2m6HRaBATE6N0KHQbZrMZ/v7+OHnypNKh0G1wf1IH5sn2MUfqYLFYEBoaivPnzysdCt0G96eqsThsQEIIXLx4EUVFRUqHQnfADnV1YJ7UgXlSB+bJ9jFHtk8IgT179nCEUhXg/lQ5FodERERERETE4pCIiIiIiIhYHDYoWZYxadIkjlpl42RZxvz58+Hr66t0KHQbGo0Gq1evhr+/v9Kh0G1wf1IH5sn2MUfqIEkSQkJCKoysTbaF+1PVOFppAzObzUhPT+eQ+zYsLy8Pp0+fhl6vR6dOnaDRaJQOiW44efIkEhISkJeXB0dHRzRt2hT33nsv58wjqiP79u1Dz5494eTkpHQojdb+/fvRp08f2NvbKx0K0V0lLS0Nnp6ela4zmUy4du0aWrZs2cBR2R72HNaT+Ph4vPXWW5gzZ451dNL58+fDxcUFPj4+aN68OdauXatwlI2bxWLB22+/XW5S9bfffhuenp7o168f7rnnHvj4+ODTTz9VMEoCgJ9//hmtWrVC9+7d8eijj+Lpp5/Go48+itDQULi7u2Pw4ME4fvy40mESqZrZbMagQYMQFxendCiNWkhICAYOHIjLly8rHQqR6gkhsHjxYhgMBnh7e8Pb2xsfffRRhXYxMTG8EukGTg5WD6KjozFo0CBYLBZIkoR///vfmDdvHhYtWoRnnnkGPXr0wLZt2/DUU0/BYDDgoYceUjrkRmnRokVYunQpZs6cCQBYvHgxPvzwQzz//PMYOnQoTCYTNm7ciJdeegkODg549tlnFY64cdqxYwfGjh2Ll19+GYMGDcKFCxewbNkyvP/++2jevDmOHj2KL774Avfddx/27NmDHj16KB0ykc2aPHlyleuEEBBCYMGCBXB3d4ckSfjyyy8bMDoqk5SUhMDAQCxYsAAzZ86ELPO7fKLa+OyzzzB//nxMnToVHTt2xIYNGzBr1ixERUXhm2++4b5VCV5WWg8GDx4MnU6H8PBw6HQ6PP300/j+++/x2muv4cMPP7S2e/rppxEXF4fIyEgFo228/P39MXXqVMybNw8A4OPjg8mTJ2Px4sXl2s2aNQvbt2/n/JQKCQ4ORkhICBYtWmRd9ssvv2D27Nk4d+4cACA3NxfDhw+Hs7MzNm/erFSojZosy5AkqVptJUlCSUlJPUdElWndujUuX74Mg8FQ6eXYly5dgre3N+zs7CBJEhISEhSIsnGTZRn79u1DeHg4Vq1ahYCAALzxxht46qmnoNXyO31bMWjQoBod83bu3FnPEVFlunXrhpEjR5b7DPHRRx9h9uzZmDBhAr766isAQFRUFPr37w+z2axUqDaDR5l6EBUVhfDwcOj1egDAwoULsW7dOgwfPrxcu4kTJ2LUqFEKREgAkJycjKCgIOvjjIwMhIWFVWg3YsQIfPbZZw0ZGt3k2LFjWLhwYbll9913H86fP4/4+Hi0adMGzs7OePPNNzF+/HiFoqSNGzfiySefhIODA1566SWlw6EqxMbG4pVXXsGPP/6IefPmYerUqdZ1JSUlsLOzQ0REBHvgFWZnZ4cVK1bg2WefxWuvvYYpU6bgzTffxNixYzF27Fj07t0bdnZ2SofZqPXo0QP//Oc/4ebmhnvuuee2bdkPo5yEhAQ88MAD5ZbNnDkTGo0GM2bMgI+PD5YsWaJQdLaJxWE9cHV1RWpqqvVxQEAApk6dWuEG/7S0NLi7uzd0eHRDu3btsG3bNtx///0AgH79+iEqKgohISHl2u3btw9+fn4KREgA4OzsjJiYGISGhlqXnT17FpIkwdHR0bosLS2t3GNqWCNGjEBERASGDBmC5s2b47nnnlM6JKqEs7MzvvjiC4wZMwZTp07F+vXr8eWXX6JFixbV7gWhhtO1a1ds3boVJ0+exMcff4zvvvsOq1atgk6nQ0BAAJo2bYqDBw8qHWajtHz5cvj6+mLevHl47733MHDgQKVDokp4e3vj3LlzGDRoULnlL730EhITE7Fs2TK0aNECffr0UShCGySozr344ouiRYsWYsuWLaKkpKTSNpGRkcLf3188//zzDRwdlVm9erWQZVnMmzdPJCUliaNHjwpvb2+xcuVKcf78eREbGyveeustodPpxLJly5QOt9F68cUXhYuLi/juu++E0WgUsbGxokePHqJbt25CCCHS09PFf/7zH+Hl5SWmT5+ucLT05ptvimbNmomCggKlQ6E7yMjIEBMmTBCurq7iP//5jzCZTEKSJHH06FGlQ2vUJEkSUVFRla4zm83i0KFDYsWKFeLZZ58Vw4cPb+Do6FajR4+2no/I9syZM0d4enqK9evXi8zMzHLrLBaLGDNmjNBoNGLUqFFClmVlgrQxLA7rQWZmpggODhayLIvIyMgK61evXi0kSRLdunUTqampCkRIZT7++GPh6uoqZFkWTZo0Ec7OzkKW5XL/ZsyYoXSYjVp2drbo1auXkCTJmpMmTZpYP8CuWbNGyLIsJkyYIHJzcxWOloxGo1i5cqVISEhQOhSqpvDwcOHl5SVCQ0OFLMssDhV2u+KQbE9iYqIYNWqUOHXqlNKhUCVycnLE0KFDhSRJ4sUXX6ywvri4WIwfP976GYOE4IA09UQIgf3796NXr14VLnU7c+YMoqOj8dhjj1nvSyTl5OfnY9u2bThx4gTS0tJQXFwMFxcXtGvXDkOHDuXQxjbAbDbj559/xtmzZ+Hh4YExY8ZYL8nOyMiAxWKBh4eHwlESqVdaWhqmTZuG8PBwREdH855DBS1cuBDPP/88J+cmqkPHjh0DAHTv3r3S9Rs3bkR4eDjWrFnTkGHZJBaHREREREREBE7uUU+ys7PxwQcfIDg4GF5eXnBwcICjoyN8fHwQGhqKJUuWIDs7W+kwGz3mSR2YJ3VgntSBebJ9zBFR3eH+VDPsOawHcXFxCA0NRXZ2NkJCQtC2bVu4uLgAAHJycnDhwgXs27cPTZs2xY4dO9CuXTuFI26cmCd1YJ7UgXlSB+bJ9jFH6sB5DtWB+1PNsTisBw899BCSkpKwY8eOKu+DSktLw5AhQ+Dn54eIiIgGjpAA5kktmCd1YJ7UgXmyfcyROsyZM6fa8xwCwO7duxsgKroV96daUGwonLuYs7Oz2LBhwx3bhYeHCzc3t/oPiCrFPKkD86QOzJM6ME+2jzlSj2XLlgmdTif279+vdChUBe5PNcd7DuuBs7MzjEbjHdtlZGRAlpkCpTBP6sA8qQPzpA7Mk+1jjtRjzpw5ePjhhzF9+nSlQ6EqcH+qOf4W6sGYMWPw2muvYfv27RBVXLW7bds2vP766xg1alTDBkdWzJM6ME/qwDypA/Nk+5gjdVmxYgUCAgJw+vRppUOhSnB/qjnec1gP8vLyMH78eGzatAnOzs4ICAiAq6srAMBoNCIxMRFGoxEhISHYsGEDDAaDwhE3TsyTOjBP6sA8qQPzZPuYI6K6w/2p5lgc1qPDhw9j+/btOHPmDLKzs2GxWGAwGNChQweEhYUhODhY6RAJzJNaME/qwDypA/Nk+5gjorrD/an6WBwSEREREdUBs9kMOzs7HDlyBD169FA6HKIa4z2HDchsNkOj0SAmJkbpUOg2mCd1YJ7UgXlSB+bJ9jFH6sF+F9vH/alqLA4bGA8Y6sA8qQPzpA7MkzowT7aPOSKqO9yfKsfikIiIiIiIiFgcEhERERHVBVmWMX/+fPj6+iodClGtaJUOoDHhAUMdmCd1YJ7UgXlSB+bJ9jFH6iBJEubPn690GHQH3J+qxtFK61lRURHi4+ORk5MDWZZhMBgQEBAAnU6ndGh0E+ZJHZgnIiIiqo20tDR4enpWus5kMuHatWto2bJlA0dle3hZaT05dOgQHnzwQbi4uKBr164YMGAAgoKC0LlzZ7i6umLYsGGIjIxUOsxGj3lSB+aJiIiIakoIgcWLF8NgMMDb2xve3t746KOPKrSLiYmBv7+/AhHaHvYc1oMtW7Zg5MiR6N27N8aMGYO2bdvCxcUFAJCTk4Pz589jw4YNiImJQUREBMLCwhSOuHFintSBeSIiIlsjyzIkSapWW0mSUFJSUs8RUWU+/fRTvPzyy5g6dSo6duyIDRs2YO/evXjiiSfwzTffQJZL+8mioqLQv39/mM1mhSNWHovDetCzZ0+0adMGP/zww23bPf7447h48SKOHDnSQJHRzZgndWCe1IEflNSBebJ9zJE6RERE4Mknn4SDgwNeeumlO7bnfYjK6NatG0aOHIlFixZZl3300UeYPXs2JkyYgK+++goAi8ObcUCaenDmzBm8//77d2w3ZcoUPProow0QEVWGeVIH5kkdNm7cWKMPSqQM5sn2MUfqMGLECERERGDIkCFo3rw5nnvuOaVDokokJCTggQceKLds5syZ0Gg0mDFjBnx8fLBkyRKForNNLA7rQfPmzXH06FE8+OCDt2136NChKm+MpfrHPKkD86QO/KCkDsyT7WOO1OP+++/H3Llz8fbbb2PixIlwcHBQOiS6hbe3N86dO4dBgwaVW/7SSy8hMTERy5YtQ4sWLdCnTx+FIrRBgurcypUrhVarFfPmzRNRUVEiMzNTmM1mYTabRVZWloiOjhZvvPGG0Gg0YvHixUqH22gxT+rAPKnLm2++KZo1ayYKCgqUDoVug3myfcyROhiNRrFy5UqRkJCgdChUiTlz5ghPT0+xfv16kZmZWW6dxWIRY8aMERqNRowaNUrIsqxMkDaG9xzWkxUrVmDRokXIzs6udL2joyNeffVVXoOuMOZJHZgn9cjNzcWXX36JkSNHcuQ3G8Y82T7miOivMxqNGDt2LLZt24YXXngBn376abn1JpMJkyZNwrp16yBJEu85BAekqVeFhYWIjIzE2bNnkZ2dDYvFAoPBgA4dOqB///7Q6/VKh0hgntSCeSIiIqLaOHbsGACge/fula7fuHEjwsPDsWbNmoYMyyaxOCQiIiIiqqH9+/dj6dKliI+PR2BgIObOnYuePXuWa3P8+HGMGTMGCQkJCkVJVDOy0gHcrfbv34+RI0eiS5cuGDduHI4ePVqhzfHjxxEQEKBAdFSGeVIH5kkdmCd1YJ5sH3Nk+3bt2oVBgwYhMTERHTp0wI4dOxAUFITPPvusXLuioiL88ccfCkVJAPenmmJxWA94wFAH5kkdmCd1YJ7UgXmyfcyROsyfPx+jR4/GiRMnEB4ejvj4eIwcORLTp0+vcF8bKYf7Uy0oORrO3WrgwIHiscceE2azWQghRGZmpnj00UeFLMvik08+sbaLjIzkyEgKYp7UgXlSB+ZJHZgn28ccqYPBYBDbtm0rt8xisYgnn3xSaLVasX79eiEE86Q07k81x+KwHvCAoQ7MkzowT+rAPKkD82T7mCN18PX1FT/99FOF5SaTSQwaNEjo9Xpx8OBB5klh3J9qTqt0z+XdyMnJCUajsdwySZKwZs0aXLt2DRMnTsSOHTug0WgUipAA5kktmCd1YJ7UgXmyfcyROgwYMADvvfceBgwYAG9vb+tyrVaLDRs2oF+/fnjooYcwe/ZsBaMk7k81x3sO60HZASM5Obnc8rIDRqtWrfDQQw9h+/btCkVIAPOkFsyTOjBP6sA82T7mSB0++OADpKWloXXr1njzzTfLrTMYDPj111/h5eXF+XcVxv2pFpTuurwbXbhwQfj6+gp7e3sxb968CusvX74s2rdvLyRJYhe2gpgndWCe1IF5UgfmyfYxR+qRnp4uVqxYIX744YdK1+fk5IhXXnlFtGzZsoEjozLcn2qO8xzWk4yMDKxZswYtWrTA448/XmG90WjEu+++i/DwcI6OpCDmSR2YJ3VgntSBebJ9zBFR3eH+VDMsDomIiIiIauHw4cPYvHkzzp07h5ycHMiyDIPBgE6dOiEsLAz9+vVTOkSiGmFxWI94wFAH5kkdmCd1YJ7UgXmyfcyRbTMajRg3bhy2bt0KFxcX+Pv7w8XFBQCQk5ODxMRE5OXlYfjw4Vi3bh2cnJwUjrhx4/5UfSwO6wEPGOrAPKkD86QOzJM6ME+2jzlSh7/97W9Yt24d1q5di7CwMMhy+TEeLRYLtm3bhokTJ2LcuHH45JNPFIq0ceP+VAvK3e5495o2bZpo0qSJ2LJli3XSzZuZzWaxefNm0bRpUzFt2jQFIiQhmCe1YJ7UgXlSB+bJ9jFH6uDh4SG++OKLO7b7/PPPhbe3dwNERJXh/lRzLA7rAQ8Y6sA8qQPzpA7MkzowT7aPOVIHNzc3ERERccd2GzZsEE5OTg0QEVWG+1PNcZ7DelBSUoJmzZrdsZ2Hh0eFiTmp4TBP6sA8qQPzpA7Mk+1jjtRh4MCBWLRoETIzM6tsk56ejoULF6J///4NGBndjPtTzfGew3owYsQIpKWlYcuWLWjSpEmlbdLT0zF48GB4enpy4k2FME/qwDypA/OkDsyT7WOO1CE+Ph6DBg1CZmYmgoOD0b59e7i6ugIovc/twoUL2Lt3LxwcHLBnzx507txZ4YgbJ+5PNcfisB7wgKEOzJM6ME/qwDypA/Nk+5gj9cjOzsYnn3yC7du348yZM8jOzobFYoHBYECHDh0QFhaGadOmwcPDQ+lQGy3uTzXH4rCe8IChDsyTOjBP6sA8qQPzZPuYI/WIiYlBfHw8unTpUmlhcf36dWzevBlPP/20AtERwP2pplgc1iMeMNSBeVIH5kkdmCd1YJ5sH3Nk24xGIx577DHs2LHDumzkyJFYvXo13NzcrMuioqLQv39/mM1mBaKkMtyfakC5sXDuXjk5OSIsLEzIsmz9N2rUKJGZmVmuXWRkpJBlWZkgiXlSCeZJHZgndWCebB9zpA6zZs0S7u7u4vvvvxcnTpwQCxYsEHq9XgQGBork5GRrO+ZJWdyfao6jldaD+fPn4+jRo/juu+9w7NgxvPvuu9i2bRuCg4ORkpKidHh0A/OkDsyTOjBP6sA82T7mSB02btyIRYsWYezYsejWrRvmz5+P3bt3IykpCcOGDePIlzaC+1MtKF2d3o0CAgLEp59+Wm5ZZGSkaNKkiejevbvIycmxLuO3FMphntSBeVIH5kkdmCfbxxypg7Ozs9i5c2eF5QcOHBB6vV4MHjxYmEwm5klh3J9qjj2H9SA1NRXt27cvt6xv376IiIjA2bNnMWbMGJSUlCgUHZVhntSBeVIH5kkdmCfbxxypQ0BAAHbt2lVh+YABA7B69Wrs2rULkyZNYq4Uxv2p5lgc1gMeMNSBeVIH5kkdmCd1YJ5sH3OkDtOmTcOSJUswY8YMHD58uNy6cePGYcmSJfjuu+84wInCuD/VgtJdl3ejTz/9VGi1WvHyyy+LQ4cOVVi/dOlSIUmSCAgIYBe2gpgndWCe1IF5UgfmyfYxR+pgsVjEBx98IJo0aSJmzpxZaZvPPvtM6PV65klB3J9qjsVhPeABQx2YJ3VgntSBeVIH5sn2MUfqYrFYRFZWVpXrk5OTxX//+98GjIhuxv2p5jjPYT0SQiAnJwcGg6HS9SkpKdi8eTOeffbZBo6MbsY8qQPzpA7MkzowT7aPOSKqO9yfqo/FIREREREREXFAGiIiIiIiImJxSERERERERGBxSERERERERGBxSERERERERGBxSERERERERGBxSERERERERGBxSERERERERGBxSERERERERGBxSERERERERGBxSERERERERGBxSERERERERGBxSERERERERGBxSERERERERGBxSERERERERGBxSERERERERGBxSERERERERGBxSERERERERGBxSERERERERGBxSEREpKiePXtCkiR4eHjUehtmsxkpKSl1GBURETVGLA6JiIgUYjKZEBsbCwDo3bt3rbaxe/dudO/eHWfPnq3L0IiIqBFicUhERKSQ2NhYFBcXA6hdcThjxgyEhobi9OnTtS4uiYiIyrA4JCIiUkhMTIz159oUd2vXrgUAdO3aFY6OjnUWFxERNU4sDomIiOrZ2bNn8dhjj8Hd3R1OTk64//77ER0dXWlxeOjQIYwePRp+fn6ws7ODl5cXHnvsMcTHx1vbLlmyBJIkIT09HQBw/PhxSJKEX3/9FQBQUFCADz/8EN27d4eLiwucnJwQEhKCPXv2NNybJiIi1ZGEEELpIIiIiO5WR44cQWhoKHJzc8std3FxgaenJxISEtCiRQtcvnwZP/zwAyZMmICSkpIK22ndujVOnz4NvV6PRx99FOHh4eXWS5KEjIwMFBcXIzQ0FKdOnaqwDY1Gg+3btyM0NLRu3yQREd0V2HNIRERUT4qKijB+/Hjk5uZCr9fju+++Q1ZWFr7++mvk5+cjISEBQGmvYXFxMRYuXAghBLp06YK4uDhkZ2dj8uTJAICLFy/i2LFjAIAffvgBM2bMsL7O8ePHYTKZ4ObmhvHjx+PUqVNwcHDA//73P2RlZeHYsWNo06YNzGYz3nnnnYb/RRARkSqwOCQiIqon69ats14OumDBAjzxxBMwGAyYOHEiHn/8cWu73r17w87ODqdOnUJxcTGio6PRrl07ODk5wcfHx9rO2dkZQGkPYFRUFADA1dUVXbt2hUajwcGDB7Fr1y4AwNy5czFhwgQ4OTkhMDDQWmRGRUXBbDY3yPsnIiJ10SodABER0d0qIiICAKDVavHiiy+WW9eyZUvrz3369IEQAj/++CM2bdqEuLg4XLt2DdeuXYPJZAIA2Nvbo2PHjgBKeyTLehF79+4NWS79rrfsnkMA+Pvf/46///3vFWIym80oKSmBRqOpw3dKRER3AxaHRERE9aSs17Bly5ZwdXUtt65sfkNJktCrVy88//zz+PLLL6HRaDBy5EiMGzcO7dq1w6OPPori4mL07NkTdnZ2AEpHOS2bAqNfv37WbaakpNwxpqZNm8Le3r5O3h8REd1dWBwSERHVE71eDwAwGo0QQkCSJABAYmKitZevXbt2yMvLw5dffgkAeP/99zF37lwAwM6dO61FYFBQkHW7R44csf7ct29f68+enp7Wn1NTU8s9vn79Ojw8POr0/RER0d2F9xwSERHVk7LLQNPS0vDWW28hMzMT0dHReOSRR6yXi/bu3btcj19cXByMRiMOHz6MadOmWZf37NnT+nNZryMAyLKM/Px8AMCIESOsy6dPn46kpCSkpqbi9ddfh6enJ1xcXDidBRERVYlTWRAREdWT2NhY3HvvvRUGgLGzs7P2CK5cuRIvvPAC2rZti6SkpHLtnJyckJeXBwDYu3cv7rvvPgDAq6++iuXLl1vbtWvXDnFxcQCAmTNn4l//+lel8bz88stVriMiImLPIRERUT0JDAzEzz//jO7du0On08HLywvPP/88Fi9ebG3Tu3dvODg4YNOmTQgODoZer4efnx/mzZuHr7/+2tru4sWL1p9ff/11jBgxAgaDAXq9HsOGDbOu++ijj7B69Wr07t0ber0eBoMBISEh+PHHH1kYEhHRbbHnkIiIiIiIiNhzSERERERERCwOiYiIiIiICCwOiYiIiIiICCwOiYiIiIiICCwOiYiIiIiICCwOiYiIiIiICCwOiYiIiIiICCwOiYiIiIiICCwOiYiIiIiICCwOiYiIiIiICCwOiYiIiIiICCwOiYiIiIiICCwOiYiIiIiICMD/B5uENJLrbeahAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 910x658 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df2, x='date', y='cases', ax_size=[800, 500], tick_labels_major_x_rotation=90, rolling_mean=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Custom line style"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The rolling mean curve style can be easily modified using standard kwargs for line plots with a `rolling_mean_` prefix.  Markers can also be enabled using the `markers` element object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 910x658 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df2, x='date', y='cases', ax_size=[800, 500], tick_labels_major_x_rotation=90, rolling_mean=14,\n",
    "        bar_fill_color='#aaaaaa', rolling_mean_line_color='#000000', rolling_mean_line_width = 1, markers=True, marker_size=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Styles"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bar plots have many style options.  A few are demonstrated below."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Color by bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`color_by_bar` gives each bar in the chart a different color.  These colors can be set manually or the `fcp.DEFAULT_COLORS` scheme is used by default."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 482x570 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', filter='Measurement==\"A\" & T [C]==25', tick_labels_major_x_rotation=90, color_by_bar=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 482x570 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', filter='Measurement==\"A\" & T [C]==25', tick_labels_major_x_rotation=90,\n",
    "        color_by_bar=True, colors=['#FF0000', '#FF00FF', '#FFFF00', '#00FF00', '#0000FF'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other color kwargs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 491x570 with 1 Axes>"
      ]
     },
     "metadata": {},
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    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', tick_labels_major_x_rotation=90, error_bars=True,\n",
    "        bar_error_color='#FF0000', bar_fill_alpha=1, bar_edge_color='#000000', bar_edge_width=3)"
   ]
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