{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <b>plot</b>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `plot` function is the primary vehicle for visualizing x-y data.  At a minimum, the `plot` function requires the following keywords:\n",
    "<ul>\n",
    "<li> `df`: a pandas DataFrame</li>\n",
    "<li> `x`: the name of the DataFrame column containing the x-axis data </li>\n",
    "<li> `y`: the name of the DataFrame column containing the y-axis data </li>\n",
    "</ul>\n",
    "\n",
    "Other optional keywords are described in <a href=\"https://endangeredoxen.github.io/fivecentplots/keyword.html\">Keyword Arguments</a>."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "import fivecentplots as fcp\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os, sys, pdb\n",
    "osjoin = os.path.join\n",
    "st = pdb.set_trace"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sample data"
   ]
  },
  {
   "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>Substrate</th>\n",
       "      <th>Target Wavelength</th>\n",
       "      <th>Boost Level</th>\n",
       "      <th>Temperature [C]</th>\n",
       "      <th>Die</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>I Set</th>\n",
       "      <th>I [A]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Si</td>\n",
       "      <td>450</td>\n",
       "      <td>0.2</td>\n",
       "      <td>25</td>\n",
       "      <td>(1,1)</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Si</td>\n",
       "      <td>450</td>\n",
       "      <td>0.2</td>\n",
       "      <td>25</td>\n",
       "      <td>(1,1)</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Si</td>\n",
       "      <td>450</td>\n",
       "      <td>0.2</td>\n",
       "      <td>25</td>\n",
       "      <td>(1,1)</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Si</td>\n",
       "      <td>450</td>\n",
       "      <td>0.2</td>\n",
       "      <td>25</td>\n",
       "      <td>(1,1)</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Si</td>\n",
       "      <td>450</td>\n",
       "      <td>0.2</td>\n",
       "      <td>25</td>\n",
       "      <td>(1,1)</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Substrate  Target Wavelength  Boost Level  Temperature [C]    Die  Voltage  \\\n",
       "0        Si                450          0.2               25  (1,1)      0.0   \n",
       "1        Si                450          0.2               25  (1,1)      0.1   \n",
       "2        Si                450          0.2               25  (1,1)      0.2   \n",
       "3        Si                450          0.2               25  (1,1)      0.3   \n",
       "4        Si                450          0.2               25  (1,1)      0.4   \n",
       "\n",
       "   I Set  I [A]  \n",
       "0    0.0    0.0  \n",
       "1    0.0    0.0  \n",
       "2    0.0    0.0  \n",
       "3    0.0    0.0  \n",
       "4    0.0    0.0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data.csv'))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "ts = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_ts.csv'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set theme"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(Only needs to be run once)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Previous theme file found! Renaming to \"defaults_old.py\" and copying new theme...done!\n"
     ]
    }
   ],
   "source": [
    "fcp.set_theme('gray')\n",
    "#fcp.set_theme('white')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "SHOW = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## XY Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scatter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A simple XY plot with no lines or legend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 509.5x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, show=SHOW, \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Legend"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add a legend by the column \"Die\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IiCjmGR1m5CR3fodaMKzVtXDFJeC6LI1oY/YmlTIOa5eOv9jZvAI19TZ/gFIr4zB1XF6vdjYfOXIkpk+fjhdffLHLINXVM/Zef/11fPXVV12O3d2z+V544QUsXbo0rM12GaSIiCjmmRxmjM4Vbx1Mi6EOjcpkJKqj6468QKiUcVj64wIs+tGwqHjW3lNPPYUJEybg8ccfR15eXo+Pe+mllzBixIiA3+/bb7/F0aNHO70zX0wMUkREFNOcHhea3FZkJop3Z5bUbIRbE3vrozoTr5KHvU9UTxQUFOCxxx5DcXFxQOFm4sSJQT0Dd9myZfjv//5vZGV1XGwvJgYpIiKKaSZH6+LyzARx7j4TfD6orA3AgJGijEf/q7i4OOBjhg4dGtR7ff3110EdF6iun6xIREQUA0yO1kf7ZCWKE6Q8ZjNkghfKLPHWXFHfxSBFREQxzegwQylTQKNMFGW85srW1geavL5xaY/Ci0GKiIhimtFhRrpaF3B/oq7Un6+CB1Kk5zNI0ZUxSBERUUwzOcxIU4t3e7u9uhYWRRKyUuNFG5P6LgYpIiKKaUa7uEHKU2dEsyoF6l7qsUSxjUGKiIhilsfngdnZgIx48YJUnMWEluRU0cajvo1BioiIYpbZ2QgBgmgzUj63G0pHE6Rp4vWkor6NQYqIiGKW8WLrg3SRgpS7rg4SAKqc8DZxpL6DQYqIiGKWyW6GTCKDVpUsynhNFa2tD1LyIt8JvC/asGEDFi5c6P++rKwMP/nJT5CTk4Pk5GTccsst2L17d8jvc+jQIcjlcpw/f77d9pdeekn0BxgzSBERUcwyOsxIVadAKhHn46zhgh5OqQLpuX3n0p7X6cT+WXOwf9YceJ3OiNVx6tQprF27FuvWrQMAmM1mTJo0CaWlpdi8eTO2b9+OnJwc3Hbbbfjyyy+Dfp+jR4/irrvugsfj6bDv/vvvR3V1NV577bWgx78cgxQREcUso6NetMt6AODQ18Is1yBLpxZtTGq1fPlyzJ8/H7m5uQCA119/HQaDAR9//DHmzZuHH/3oR9i+fTuuu+46rF+/PuDx3W43NmzYgJtvvhktLS2dvkYqleLRRx/Fo48+CqdIoZJBioiIYpbYPaR8pjpY41OgVMhEG5OAEydO4MMPP2z38OF+/frh4Ycf9gcroDXoDBkyBOfOnQv4PXbt2oU1a9ZgxYoV/lmvzsycORMOhwOvvvpqwO/RGQYpIiKKST7BB5PDIuqMVFxDPTwpsd/6wOt0XvLlumS7q92+3rJ161ZkZ2dj/Pjx/m3z5s3D3/72t3avM5vN2LNnD66//vqA36OoqAjnz5/HihUrEBfXdQ8wlUqFGTNm4K233gr4PTrDbmNERBSTmlxWtPg8SI8XJ/h4rVYoWpyIy8gQZbxI+r8/ubfT7SU/+3m77ye8/05vlIMvvvgCRUVF3T7Gx+v14v7774fVakVxcXHA73HpzNaVFBUVYdu2bWhubkZSUlLA73UpzkgREVFMqnPUAwDS1FpRxnPVGgAA8blsfSC2srIyDBw4sMv9LS0tWLhwIXbu3Im///3vKCws7PK1Ho+n3ZcgCAHXk5+fD6/Xi8rKyoCPvRxnpIiIKCaZHGZIIEGaSpwg1VShBwBo+0Drg5u3b/X/2et0+Weixm15FTKVstfraWxsREJCQqf7LBYLZs+ejS+//BLPPfccfvWrX3U5zvnz5zsEstdeew1LliwJqJ62WhobGwM6rjMMUkREFJOMDjOSlUmQy+SijNdYoUdTXDxyMsXpSRVJMpWqi+3KLveFU1paGhoaGjpsr6ysxG233Yby8nK8/fbb+MlPftLtODk5OThw4EC7bd3NdHXFYrH46woVgxQREcUkk90s6kJzZ40BZrkGN2h7P2j0dQMGDOhwGa2pqQlTp05FbW0tPv30U0ycOPGK4ygUim4v+/VUZWUlZDJZQOuqusIgRUREMcnoMKNfUrZo4wn1RtgT0iCP4/Jhsd122214/vnnIQiCf8H5448/jjNnzmD16tVQKBT45ptv/K9XKpUYPXo0AOC7776Dy+Xyfy+G/fv3Y+LEiYiPjw95LP5rISKimGR0mEVbaC74fFA0meHT9Z2O5m1kKhUmvP8OJrz/TkQu6wHAnDlzYDKZ2l2We+ed1jsGV69ejZtvvrnd19133+1/3a9//et234fK6XRiz549uOeee0QZj0GKiIhijq3FDofHKdqlPY/FApnP2ydaH0SjkSNHYvr06XjxxRf92yoqKiAIQqdflz4j79NPP0ViYmJA77dkyRIIgoD8/PwO+7Zv3w6lUhnwAvWuMEgREVHMMTrMACBakHJebH2Q2E+8S4XU3lNPPYUdO3agoqIioOPWrFmDqVOnilKD1+vFhg0bsHr1aqjV4jwGiEGKiIhijsneGqTEejxM4wU9vJAiNS9TlPGoo4KCAjz22GMBN9ucP38+nnnmGVFqePnll5GTk4OlS5eKMh7AxeZERBSDjA4zEuTxiJeLM6vQXKmHRZ6EQamBXUKiwATTsbygoEC091+6dKmoIQrgjBQREcUgo0Pc1gdugwEWhQbpKb3frJJiG4MUERHFHJOId+wBgKTeBEeiFnEyfixSYPgvhoiIYo6YM1K+lhYobI1Aat9rfUDhxyBFREQxxe11o9HVjPT4VFHGa6kzQgJAkcWF5hQ4BikiIoopJsfF56SJNCPlutj6IKlf7D+smHofgxQREcUUsXtINVyohlMqR3quODNcdHVh+wMiIoopJocZCqkcGoU4rQpsVTUwyzUYkRr6c9ciTRAEuLzugI5RyhT+599R4BikiIgoptTZzUiL14n24d9SV4cGRTJSNbHf+sDldWPRjocCOubNuc9CFdc7P/uGDRtw5MgRvPXWWz16fWVlJQoKCrBz505Mnjy529cKgoCXXnoJzz33HMrKypCRkYGZM2fiiSeegEajAQC89NJLeP/99/Hhhx+G+qP48dIeERHFFJPIPaSklnq4NDrIpJyVCadTp05h7dq1WLduXY9ef+HCBUybNg2NjY09ev369evx61//GnfddRd27tyJ5cuXY+vWrZg9ezYEQQAA3H///aiursZrr70W9M9xOc5IERFRTDE5zBiZPlyUsbw2G+QuOyR9sPXByz9+GsouZppcHhd+sXN5r9azfPlyzJ8/H7m5ud2+zufzYcuWLfjTn/7U47F9Ph/++te/YunSpfjrX/8KAJg6dSpSU1Mxb948HDp0CIWFhZBKpXj00Ufx+9//HgsWLIBKpQrpZwI4I0VERDHE6/Oi3tkg2oyU21AHAFBlZ4kyXjRRximh6uKrq4AVLidOnMCHH36Ie++994qvPXbsGB588EH87Gc/w5tvvtmj8ZuamrBw4UL89Kc/bbf92muvBQCcO3fOv23mzJlwOBx49dVXA/gJusYgRUREMcPiaoRP8IkWpJw1tQCA5LxsUcajzm3duhXZ2dkYP378FV+bl5eH77//Hhs3bkR8fM9uAEhJScHf//533HLLLe22v/vuuwCA66+/3r9NpVJhxowZPV6ndSUMUkREFDPq7BdbH8SLE6QaL+jRLFMjIzNZlPGoc1988QWKiop6dIOATqdDv379Qn7Pr7/+GuvWrcOPf/xjjBgxot2+oqIilJSUoLm5OeT36XNB6oEHHrjiyv42RqMR9913HzIzM6HRaDBr1iyUlZWFt0AiIgqayWGGVCKFVilO8LHra2FWJCNTqxZlPOpcWVkZBg4c2G6bx+Np9+Xz+UR7v3379uHOO+/E4MGD8corr3TYn5+fD6/Xi8rKypDfq08FqVdeeQUvv/xyj17rcrlwxx134J133sGDDz6I1atX4+DBg5g4cSLq6+vDXCkREQXD6DAjVZUCmVQmynheYx0alBpoNQpRxqPONTY2IiEhod02uVze7uuJJ54Q5b22bduGadOmYcCAAdi9ezd0uo6zl2219PSOwO70ibv2vF4v1q5di9WrV/f4mDfeeAOHDh3Cp59+imnTpgEA7rzzThQUFGDjxo1Yu3ZtmKolIqJgmRxm0R4NI/h8kDXUo6XfIEjZkDKs0tLS0NDQ0G7bgQMH2n2fkxP6I3rWr1+P4uJiTJw4Ee+//z6SkzufubRYLP66QhXzQcrpdOLGG2/EsWPHsHjxYuzevbtHx23btg2DBw/2hygAGDZsGKZMmYJt27YxSBERRSGjvR5DUvJFGcvT0ACZ1wNpeoYo40Ubl8cV1L5wGDBgQIfLaIWFhaK+x4svvojly5dj3rx5ePPNN6FQdD3LWFlZCZlMdsVWDD3RJ4JUU1MTtm/fjnnz5iE/P79Hxx06dAi33357h+1jxozBJ598AovFAq1WK3K1REQULEEQYHJYcHPOGFHGa2t9oM7OFGW8aNPbfaK6c9ttt+H555+HIAiidKR3uVw4cuQI+vXrh379+qG2thbLli3DgAED8Lvf/Q6HDx9u9/rBgwcjPT3d//3+/fsxceLEHt8V2J2YXyOl0Whw9uxZzJs3r8fHWK1WNDY2dppEs7Nbb4GtqKgQrUYiIgpdk9sKt69FtEt7juoaeCGBtn/f6yEVbebMmQOTydThcl6wampqcPPNN/vXRe/atQsOhwMXLlzAD37wA9x8883tvj766CP/sU6nE3v27ME999wjSi0xPyMllUohlQaWB9tud+wsiarVrXdu2Gy20IsjIiLRGB0XWx+IFKSaKvVokCchMy3hyi+OEUqZAm/OfTbgY8Jt5MiRmD59Ol588UWMGzeux8dNnjzZ/3iXS+Xn5+OVV15BXV3rrOLPf/5z/PznP+/RmNu3b4dSqcSSJUt6XEd3Yn5GKhhtt1h2N70YaDgjIqLwMtpb76hOU4uz7MJRY4BZrulTrQ8kEkmX3cy7+hLr4c9X8tRTT2HHjh2iXPFpamrC5s2bMXXq1ICO83q92LBhA1avXu2fOAlVzM9IBSMpKQkA4HA4Ouxr29b2mu5otdpu11H5fL5Ok3SbtrDW2a2ZFDt4HmMfz2FssOod0KqSkZXe+aW4gM9jvQlNqmwMyssULUxIJJJufxGPi7sqP3YBAAUFBXjsscdQXFyMt99+O6SxkpKS8MYbb+CGG24I6LiXX34ZOTk5WLp0aUjvf6mr8oxqNBqkpKSgpqamwz69Xg9AnNswiYhIPAarCZmJ4jxc2NfSAlmTBb4ho3ptRoaA4uJiUcaRSCQBhygAWLp0qaghCrhKgxQAjB49usOqfgA4cuQIhgwZIsodew6HA3a7vcv9bb81mc3mkN+LIofnMfbxHMYGfWMtshLSuzxPgZxHl74GEkGANC1N1PMeHx/fofEk9W1XbZCaM2cOfvvb3+Lzzz/3X2M9deoUdu/ejT//+c89GsNiscDj8YSzTCIiusjoMKMgbagoY7kNBgBAQo64d+zZ7fZuf4EW49luFF2uihXVBoMBb731Fo4dO+bf9otf/ALDhg3D3LlzsXbtWmzatAlTpkxBTk4OHnrooQhWS0REl7O3OGBrsYt2x55DXwuXRI7UHHEuFdLV66oIUqWlpVi0aBHeffdd/zalUondu3fjjjvuwNNPP40nn3wSRUVF+OKLL0RpGU9EROIxXWx9kBYvXusDs0KDzNS+c8ceRUafu7R3/vz5Dtu66kORk5MT8p0DREQUfmL3kHLV1sEsT8IYHYMUheaqmJEiIqLYZnSYoY5TIUEe+iM9AAAmI5rVKUhS97n5BOplDFJERBT1jHYz0tWpoozltdsR57TBp0tj6wMKGYMUERFFPZPDjHSROpq3PaxYntk3H1ZMvYtBioiIop7RYRZtobm7trX1QVI/PqyYQscgRUREUc3tbUGDq0m0heZ2fQ2aZWpkZKaIMh5d3RikiIgoqtU7LACANJGClLWqFha5BplalSjj0dWNQYqIiKJaW+uDDJEWm7trDahXaJDJ1gckAgYpIiKKaiaHGXJpHDTKxJDHEgQBUosJtvgUJKjY+oBCxyBFRERRzegwI02thVQS+keWp6EBUk8LkJouQmVEDFJERBTlTA6zaOuj2u7YU7L1AYmEQYqIiKKamM04Wwx18EECTX8GKRIHgxQREUUtn+BDvbNBtNYHtuoaNMgTkZkW+norIoBBioiIopjF2Qiv4BWtGaetqgY+seB3AAAgAElEQVRmtj4gETFIERFR1GprfSDWjJTHWAezIhmZWrY+IHEwSBERUdQy2s2QSqTQqZJDHkvweCBttMCeqIVaKROhOiIGKSIiimJGhxlaZTLipKH3fHIbTZAIAqRsfUAiYpAiIqKoZXKYkS7S+qgWQ2vrA3UOH1ZM4mGQIiKiqCVmDylXrQFuaRy02eK0UiACGKSIiChKCYIAo8MsausDs1yDTF28KOMRAQxSREQUpZrdNri8btGClENfezFIsfUBiYdBioiIolJb6wOxLu15jUaY5RpksIcUiYhBioiIopLJH6S0IY/ldTggs1vh0uiglLP1AYmHQYqIiKKS0WGGRpEIVZwy5LFaDHUAAFk6Wx+QuBikiIgoKhkd9aKtj3JfbH0Qn5stynhEbRikiIgoKpnsFlFbH9hkKqRlhN4hnehSDFJERBSVRG19UFWDejmfsUfiY5AiIqKo4/A4YW2xIU2krubOWgPMiiRksfUBiYxBioiIok7bHXtizEgJggDBZIRFoUF6CoMUiYtBioiIoo7RLl6Q8jY2QtriRktyGuRx/NgjcfFfFBERRR2TwwyVTIkEeeiPc3HXtt6xJ89g6wMSH4MUERFFHaPDgvR4HSQSSchjuQ118EGCxJwsESojao9BioiIoo7RUS9i64NaNMoTkZGWIMp4RJdikCIioqhjErP1QXUt6uUaZOrY+oDExyBFRERRpcXngcXZJF5X81oDLHINMvmwYgoDBikiIooqZocFAgRRLu0JHi/QYIZFoUFacujP7CO6HIMUERFFFaPDAgBIF6EZZ4vJBInPB68uDXEyfuSR+PivioiIoorRUY84aRxSlJqQx2p7WLEiMyPksYg6wyBFRERRxWg3I1WVAqkk9I8od60BLdI4pGSzhxSFB4MUERFFFTHv2HPVGmDmHXsURgxSREQUVYwOs2g9pOz6WpjlSQxSFDYMUkREFDV8gg/1F7uai6HFcHFGiq0PKEwYpIiIKGo0uJrgEbxIV6eGPJbP6YTE2owGZTJSNWx9QOHBIEVERFHDaDcDANLV2pDHchvqWv+Qmg6pNPRn9hF1pk8EqfLycsyePRs6nQ46nQ6LFy+G0Wi84nGHDh3CtGnTkJCQAI1GgxkzZuD06dO9UDEREXXG5DBDAgl0YgSp2tbWB8qszJDHIupKXKQLCFV9fT1uvfVWuN1uFBcXw+PxYP369Th27BhKSkqgUCg6Pe706dOYPHky4uPjsWrVKgDAhg0bMGHCBBw9ehQ5OTm9+WMQERFaF5prVRrIpaF/PLkNBjji1EjNTBGhMqLOxXyQ2rhxI6qqqnD8+HEMHz4cAHDjjTdi2rRp2LJlCx544IFOj9u8eTOsViv27t2L0aNHAwB++MMfYty4cdi0aRPWr1/faz8DERG1MjrMoqyPAlpbH5jikrjQnMIq5i/tbdu2DZMnT/aHKACYOnUqhg4dim3btnV5XFlZGdLS0vwhCgCKioqQmpqK48ePh7VmIiLqnEnM1gfVNRfv2GPrAwqfmA5SFosFZWVlGDt2bId9Y8aMwcGDB7s89pprroHZbG63lspsNqOhoQFZWVlhqZeIiLomCAKMdrMoC80FQYDXaIRZoUGmjjNSFD4xHaSqq6sBALm5uR32ZWdno6mpCY2NjZ0eu3z5cvTv3x8LFizAsWPHcPz4cSxYsAByuRy/+93vwlo3ERF1ZGuxw+l1iTIj5W1qgsTtQpMqGdqkztfKEokhptdINTc3AwDi4+M77FOrW6dybTYbkpOTO+zPy8vDo48+it/+9rcYNWoUAEAmk+Ef//hHpzNcREQUXkbHxdYHIjTjbGt9IE1Lh1TC1gcUPjE9I+Xz+QAAkm7+TyKVdv4jrlq1Cr/61a9wyy23YOvWrdiyZQsKCwsxf/587Ny5Myz1EhFR19qClBgzUu7aWgiQQJ2VEfJYRN2J6RmppKQkAIDD4eiwr21b22su1dDQgKeffhpjx47F7t27IZPJAAALFixAYWEhli5dijvuuANKZfedcLVaLbTarq/l+3w+CILQ5f62kKfTibOwkiKD5zH28RxGB1utAxplInIzgms/c+l5bGpsQrMyCXn903v1vEokki5/gQeAuLiY/tilTsT0jFReXh4AoKampsM+vV6PlJQUJCQkdNh39uxZuFwuLFiwwB+iAEAul2PhwoWoq6tDaWlp+AonIqIODFYTMhPSRRnLXq2HSZaInLSOnwFEYorpaJySkoKBAwfi8OHDHfYdOXIEhYWFnR7XNtPU2WyR1+sF8L+XDUPhcDhgt9u73N/2W5LZbA75vShyeB5jH89hdKhqqEGqOiXo83DpeWy6UIl6eSoGK329el7j4+M7/QWe+q6YDlIAMGfOHGzevBmnTp3CsGHDAACff/45Tp8+jUceeaTTY0aMGIGcnBy8/vrr+O1vfwuVqvXWWJfLhTfffBNpaWkoKCi44ntbLBZ4PB7xfhgioquYyWHGMN3gkMcRvF746k0wp+b3ejNOu93e7S/QbTdJUd8R80Fq+fLleOONNzBlyhT88Y9/hNPpxNNPP43Ro0dj4cKFAFqbb3799dcYP348Bg0aBJlMhueeew5z587FuHHjcP/998Pr9eL1119HaWkp3nzzTcjl8gj/ZEREVw+nx4UmtxXpIiw0bzHVQ+LzwapOgSaB/y2n8IrpNVIAkJ6ejr1792LUqFFYtWoVNm/ejFmzZuHjjz/2X8Lbu3cvFi1ahL179/qPu/vuu/HZZ59Bp9Phsccew8qVK5GcnIxdu3bh3nvvjdSPQ0R0VTI5LABEumPP0PqwYllGZrd3dROJIeZnpABg6NCh2LVrV5f7lyxZgiVLlnTY/sMf/hA//OEPw1gZERH1hKmth5QorQ8M8EjjkJQpzjP7iLoT8zNSREQU+4wOM5QyBZIUoS/Udhvq0KDQIDO1Y7NmIrExSBERUcQZHWakq3WiXIpz1dTCGJeErF5eaE5XJwYpIiKKOJPDLMr6KABw1hpglmuQqVOLMh5RdxikiIgo4ox2cYKU1+EEmhphkWt6vfUBXZ0YpIiIKKI8Pg/MzgZRFpo7Lz7pwp6QgkR1n7ifiqIcgxQREUWU2dkIAQLS40MPUg59a5CSZ7L1AfUOBikiIoooo4itD5x6PVxyFbSZKSGPRdQTDFJERBRRJrsZMokMWlVyyGM59PrWheZaLjSn3sEgRUREEWV01CNVlQKpJPSPJFuVHkZZEheaU6/hSjwiIoooo8Mc8voon8uF/zt7HgCgQTcSY3UMUtQ7OCNFREQRJWYPKQCwxGmQxUt71EsYpIiIKGJ8gg8mh0WUheZtnElaxKt4wYV6B/+lERFRxDS5rGjxeYKakfK5XJ3+OTFN2+57qVIZWpFE3WCQIiKiiKlz1AMIrvXB2d881On2u759A2e/fcP//dCXXwiuOKIe4KU9IiKKGJPDDAkkSFNrI10KUVA4I0VERBFjdJiRrEyCXCYP+Ni8TRuxeUcpymuskPs8+P35/wEAvHbdT2F2CgCAgdmJeNjthVIhE7VuojackSIioogx2c1BLzR/9xsDzhhcUMSrcf+dg/zbl84Zgd/MK4AiXo0zBhd2fFkhVrlEHTBIERFRxBiDbH3gcHmx/7gBAPDA9CG4Rtbs35epU2PUEB1+MX0IAGD/8To4XF5xCia6DIMUERFFTLDNOE+eb4DT7UOGVoWRg7VwV1X596kuXsYbNViLjBQVnG4vTp5vEK1moksxSBERUUTYWuxweJxBXdqzOT0AgGydGhKJBO4aA5q0Ofjo9mX+dgcSiQTZqep2rycSG4MUERFFhNFhBhBc64OEiw03a8wOCIIAZ2UlquNSMDj3fx98LAgCauod7V5PJDYGKSIiigijvTVIBbNGakR+ClQKKeosTvznjAnumlpcQBIGXRKkjp6zoK7BCZVChhH5KaLVTXQpBikiIooIk8OMhDg14uWBPxdPrZRhQkEmAOCVj87he1U2DEodBucmQxAE/Od7M17+8HsAwISCDKiVbH9A4cG5TiIiiojWheapQR8/d1IeymuacU5vxY6cKZBAwKsffofK2ibUNTgBAINzEjF3Up5YJRN1wBkpIiKKCJPDHFJHc6VChkfmj8D4pGbIfS0QIMGhU3X+y3lTx2bjkfkj2IyTwqpHM1LPPvssioqKMHr0aKjVgU/BEhERXc7oMOOalPyQxlAqZLjddgJZFuDCLTNx04hswOfCiPwUXs6jXtGjILVs2TJIJBLIZDJcd911KCoq8n8VFBQgLo5XCImIqOfcXjcaXc1BLTS/VOsde1WoUQ/DhJE5+GFhf5jNZpGqJLqygBKQx+PBsWPHcPz4cbz66qsAAKVSiVGjRqGwsNAfroYPHx6WYomIqG8wOSwAENIaKQDw1NdDcDhgSNFicL/kKx9AJLKAgtQf/vAHHD58GEeOHEFzc2s7fqfTiW+//RYlJSX+1yUmJmLMmDHtZq7y8/NFLZyIiGJXKD2kLuWsbO1obolPRb/0xJDrIgpUQEHqmWeegVQqhSAIOH36NA4ePOj/+s9//gO73Q4AaG5uxpdffom9e/f6j01NTUVdXZ241RMRUUwyOcxQSOXQKEILP67KKrgVamhz0iCT8f4p6n09ClL79+9HSUkJpNLWf6QSiQTDhg3DsGHDsHDhQgCAz+dDaWlpu3B19OhROJ2tt6DW19eH6UcgIqJYU2dvvWNPIpGENI6rshL1Kh3ys5NEqowoMD0KUuPHj8f48eO7fY1UKsWIESMwYsQI/OxnPwMAeL1eHD16FIWFhaFXSkREfYYpxB5SbZwVVaiUZmJAZoIIVREFLqzzoDKZDKNGjQrnWxARUQxq7SEV2voor90OT309DEodgxRFTFiClMFgwL///W8ArWFq5cqVuO2228LxVkREFGO8Pi/qnQ0hLzR3VVUDAOrVOuSmx4tRGlHAQmoAVVFRge+++w6lpaX+/y0tLUVDQwMkEgk8Hg8AYM2aNaIUS0REsc/sbIRP8IU8I+WqrIJPKoM6JwtxXGhOEdKjIHXmzJl2Yem7777D6dOn/XfpXUoQBNGLJCKivkOs1geuyko0qLXIy2b/KIqcHgWpYcOGtbuzoquwJJFIMH78eAwbNoxNOYmIrmKCIMDta+l0X62tDhJIkCBXw+V1+7crpPKA7uJzVFShSpaMAVlcH0WRE9ClPUEQoNVqMWTIkHZfDQ0NeOihhwC0tkogIqKrm9vXgmV7nuz2NX/a+1S77zdNXgmlTNGj8QWPF269HoaU0RjLIEURFFCQkkgkuOWWW7Bp0yYMHjzYv/3LL78UvTAiIqKuuA21gMcDk0qH/ukMUhQ5PQpSr7zyClauXAm9Xo+PPvoIn332GZYtW4YVK1YgIYH/gImIqGvrflAMxSUzTetKXsCg5DzcM/ROuL1uFO9bF/CYrouPhpHl5EAex4XmFDk9+td333334cyZM1i5ciXUajVcLhfWrVuHa6+9Flu3buUCcyIi6pJCpoDy4pdCKofZ2YDsxPTW73t4Ke9yzsoqWJVJyMkNvaknUSh6HOPj4+OxZs0anDlzBosWLQIA1NTUYPHixf5O5kRERN1pclvh9rWE3PrAWVGJmrgULjSniAt4PjQnJwdbtmzBgQMHMHHiRAiCgKqqKv/+t99+W9QCiYio7xCj9YEgCHBUVMKg0CI/K7SHHhOFKugLy2PGjMGePXvwzjvvYMiQIf7tCxcuxI033tird++Vl5dj9uzZ0Ol00Ol0WLx4MYxG4xWPMxqNeOCBB5CZmQmNRoNJkybh66+/7oWKiYiuTga7CRJIkKbWBj2Gt7EJsNlQp9KhPzuaU4T1KEiVlpZ2ue/uu+/GyZMnsWHDBqSkpEAQBBw4cACTJ08Wq8Zu1dfX49Zbb8U333yD4uJi/PGPf8Q///lPTJs2DW63u8vjmpubMXHiRPzjH//Agw8+iCeffBJ6vR5TpkzB8ePHe6V2IqKrTY3VgDS1Nui1UQDgrKxs/UNmNpQKmUiVEQWnR0FqxIgR0Ol0XS4qj4uLw7Jly/D999/jd7/7HeRyea8tQN+4cSOqqqqwe/duFBcXY8WKFdixYweOHj2KLVu2dHnc3/72N5w+fRoffPABVq9ejYceegj79u2DRCLB008/3Su1ExFdbaqtBuQkZoY0hquyCm6ZAml52SJVRRS8Hl/aa2xsvGI40mq1ePbZZ3HixAnMnDkz5OJ6Ytu2bZg8eXK7TupTp07F0KFDsW3btk6PEQQBW7ZswV133YWJEyf6t2dlZeGZZ55pt42IiELj9rrhuviltxqQoU7zf+/2dn3loCvOikoYFCkYkM31URR5ATXkXLBgAYqKijB27FiMHTsWGo2m09ddc801eO+990QpsDsWiwVlZWWYO3duh31jxozBRx991Olx58+fR3V1NZYvXw6gNVjZbDYkJibi17/+dVhrJiK62lzeJ+qzin34rGJf0OPZzlegTqHD2EzesUeR1+MZKUEQsGPHDhQXF2Pq1KnQ6XQYOnQo7r33XmzatAn79u2D1WrtcJzX60Vubm6nYSdU1dXVAIDc3NwO+7Kzs9HU1ITGxsYO+86ePQsAyMzMRHFxMbRaLZKSkjBkyBB88MEHotdJRETi8Llc8JlMMCh1yMvkjBRFXo9mpJ555hkcPHgQBw4cwLlz5wC0BquzZ8/i+++/919Ck0gkuPbaa1FYWOj/KigoQE1NTVhmqJqbmwG09ri6nFqtBgDYbDYkJ7d/MnhDQwMAYOXKlYiLi8PmzZshk8mwfv16/PjHP8Ynn3yCqVOnil4vEdHVQiGVY9Pkle227a36Fv88txvrflAMmbTjInGFVH7FcV3VekggwJueBbWSC80p8noUpB5++GH/ny0Wiz9UtX3p9XoAreHq1KlTOH36NLZu3QoAkErD17rf5/MBQLdPC+/s/V0uF4DWn+XMmTPQaltvw50xYwYGDx6MRx99lEGKiCgEEomkwwOI6+z1yE5IR7xcHfS4rspK+CCBZkD/UEskEkVAa6SA1gXl06ZNw7Rp0/zbamtrUVJS4g9YBw8eRH19PYDWS3vhkpSUBABwOBwd9rVta3vNpdqeDzh79mx/iAKAlJQUzJw5E1u2bEFzc3Onx15Kq9W2O/5yPp+v2wX6bSFPpwutwy9FFs9j7OM57B0GZz3ydf1D+nu21BlhViZj6DXZHcaJhvMokUi6nUCIiwv4Y5einChnNCsrCzNnzmx3p155ebl/xqqkpARHjhwR463aycvLA9D6qJrL6fV6pKSkdPpQ5bY1VRkZGR32ZWRk+BefXylIERFRz/gEH6qaajAu94aQxmk4WwaDXItxuclXfjFRLwhbNB44cCAGDhyIefPmAUBY+kqlpKRg4MCBOHz4cId9R44cQWFhYafHXX/99VAqlTh58mSHfeXl5VCpVEhPTw+5PofDAbvd3uX+tt+azGZzyO9FkcPzGPt4DsPP5LDA6XFBK00K+u9Z8PngqqyEQXM9tPG+DuNEw3mMj4/v9Bd46rt6bY6xu3VMoZgzZw42b96MU6dOYdiwYQCAzz//HKdPn8YjjzzS6TEJCQmYOXMmdu7ciZMnT2LEiBEAWkPUP//5T8yYMQMy2ZUXMVosFng8HvF+GCKiPkpvNQAAskNoxtliNELS4oZbl4kEVXReIrPb7d3+At12kxT1HdH5LzEAy5cvxxtvvIEpU6bgj3/8I5xOJ55++mmMHj0aCxcuBACUlZXh66+/xvjx4zFo0CAAwNNPP409e/bg1ltvxUMPPQSFQoFnn30WKpUKTz31VCR/JCKiPkdvM0Adp4JW2Xn/wZ5wVVYBAOK50JyiSPhuqesl6enp2Lt3L0aNGoVVq1Zh8+bNmDVrFj7++GMolUoAwN69e7Fo0SLs3bvXf1x+fj6++eYbTJo0CevXr8df/vIXjBo1Cl999RWuueaaSP04RER9kt5qQE5CZkhXJxwVlbDGqZE9oOP6VqJI6dGM1D/+8Q8UFRVh4MCB4a4nKEOHDsWuXbu63L9kyRIsWbKkw/ZBgwbhf/7nf8JYGRERAa1BanDKgJDGaC6rgEGhRX4WG3FS9OhRkJo/fz4kEgm0Wi2KiorafWVlZYW7RiIiimEenwe1dhN+0G9cSOO4q6pQp8jDBD4ahqJIj9dICYIAs9mMTz/9FJ9++ql/e25ubrtgVVhY2KGTOBERXb0MdhN8gg85CcEvNPdarZBam2DPT4cm/sod0Il6S4+C1IoVK3Dw4MF2jTbbVFdXo7q6Gjt37vRvGzJkCMaNG4c333xT3GqJiCjm6K11AIDcEO7Yc15caK7sz4XmFF16FKSefPJJ/5/LyspQUlLSrtHm5bd6tj2Dj0GKiIj0VgNSlJrQHg1TUYkWiQzpgzo+pJ4okgJufzBo0CAMGjQI8+fPB9D6GJSTJ0+2C1cnTpwI66NhiIgoduhtBuQkhHanXWPZBRgVWgzI5hMnKLqE3EdKKpWioKAABQUFuP/++wG0PhQ4HI+EISKi2KO3GjA6Y0RIYzgqqmBQajGGd+xRlAlLHymlUombbropHEMTEVEMcXpcqHc2ICeE9VG+lhZITXWwatKQnKgQsTqi0MV8Q04iIopeNbbWheah3LHnrqmFRPAhLqefWGURiYZBioiIwqbaaoAEEmQlBP8geGdFJQQA2iF54hVGJBIGKSIiChu91YD0eB0UsuB7PzWVXYBFnoT+/VJFrIxIHAxSREQUNnqbAbkhXNYDAOv5CtQpdBiQxY7mFH0YpIiIKCwEQWh9WHEIC80FQQBqa9CQmApdEheaU/RhkCIiorBodttgbbGHFKQ8Zgtkbiek2bmQSCQiVkckDgYpIiIKC73NAAAhBSlXZSUAQDOIC80pOjFIERFRWFRbDZBL45Cu1gU9RuO5C3BIFcgdmC1iZUTiYZAiIqKw0FsNyErIgFQS/EdNY9kFGJQ6DMhmR3OKTgxSREQUFnqbAbkhXNYDAK++Gpb4VKQlK0WqikhcDFJERCQ6n+BDjbUO2SE8rNjrcEDR3AAhM5sLzSlqMUgREZHo6h0NcPtaQpqRclVVAwAS8vuLVRaR6BikiIhIdNW2WgCh3bHXdO4CvJAi85oBYpVFJDoGKSIiEl2NtQ7xcWokK5KCHsPy/XmYFMkYkJssYmVE4mKQIiIi0VVf7Ggeytomd1U16tWpyNCqRKyMSFwMUkREJDq9NbQ79gSvF3KzAZ70LEi50JyiGIMUERGJqsXnQZ2jPqQ79twGA2Q+L1T9+4lYGZH4GKSIiEhUBpsRPsEX0oxUU1kFACBt6ECxyiIKi7hIF0BERH2L3lYHACHNSNWfLkdTXDzy8tPFKosoLDgjRUREotJbDdAqkxEvVwc9hqOyCiZVKrJ1wY9B1BsYpIiISFRtd+yFQmasgUuXCamUC80pujFIERGRqGpsBuQkBn9Zz9PYCKXLDkW/XBGrIgoPBikiIhKNw+OE2dmInITQF5prh+SLVBVR+DBIERGRaPTW1oXmodyxZzxVBpckDv2uZesDin4MUkREJBq91QCpRIrMhODvtrNdqIRRpUNOeoKIlRGFB4MUERGJRm8zIEOdCrk0hO46tXo4UjIQJ+NHFEU//islIiLR6K2hLTT3ud1QWy2Q5eSIWBVR+DBIERGRKARBuBikgl8fZb1QBSkEaAbli1cYURgxSBERkSga3c2weRwhBana78rggwQ51/HRMBQbGKSIiEgUbXfshdL6oLn8AswKDfplJ4tVFlFYMUgREZEo9FYDFFI50tTaoMfw1ehh1aRDHsePJ4oN/JdKRESi0NsMyE7MgFQS3EeL4PNB3VAHZGaLXBlR+DBIERGRKPRWQ0iX9RwGI+TeFiQOHCBiVUThxSBFREQh8wk+1NjqQlpoXnPyHAAgczgXmlPsYJAiIqKQmRwWtPg8yEkIvoeU5fvzsMpUyBuUJWJlROEVQutZIiKiVtXWWgAIaUaqpboazsQ0KOQyscoiCrs+MSNVXl6O2bNnQ6fTQafTYfHixTAajQGNcezYMSgUCqxevTo8RRIR9WF6qwGJ8nhoFIlBj6E0G+DN4EJzii0xPyNVX1+PW2+9FW63G8XFxfB4PFi/fj2OHTuGkpISKBSKK47h8XiwZMkStLS09ELFRER9j95Wh+yETEgkkqCOdzU1I8FlhSOvv8iVEYVXzAepjRs3oqqqCsePH8fw4cMBADfeeCOmTZuGLVu24IEHHrjiGH/9619x8uTJcJdKRNRn6a0GDNcNCf74k2UAgPShXGhOsSXmL+1t27YNkydP9ocoAJg6dSqGDh2Kbdu2XfH448eP4y9/+QtWrlwZzjKJiPqsFm8L6uz1Ia2Pqj9TjhaJDP2Hs/UBxZaYDlIWiwVlZWUYO3Zsh31jxozBwYMHuz3e4/Hgvvvuw9SpU7Fw4cJwlUlE1KfV2o0QICAnMfg79pyVVWiM10GtvvJyDKJoEtOX9qqrqwEAubm5HfZlZ2ejqakJjY2NSE7u/JlN69atw9mzZ7Fz5054PJ6w1kpE1FdVWw0AgOwQWh/EGWvhSGPbA4o9MT0j1dzcDACIj4/vsE+tVgMAbDZbp8eePHkSTzzxBJ555hn069cvfEUSEfVxemsddKoUqONUQR3vcbdAYzNDmcv/FlPsiekg5fP5AKDbu0Sk0o4/otfrxX333YcJEyb0aDE6ERF1TW8zhLQ+Sn/qAmTwQXdNvnhFEfWSmL60l5SUBABwOBwd9rVta3vNpdavX4+jR49i//79MJlMAFrXWwGA3W6HyWRCcnIy5HJ5t++v1Wqh1Xb9lHOfzwdBELrc3xbydDpdt+9D0Y3nMfbxHIam1m7EDwaMC/rv73h5NRQArp8wFhpd50sxeiIazqNEIun0F/g2cXEx/bFLnYjpGam8vDwAQE1NTYd9er0eKSkpSEhI6LDvX//6F9xuN8aNG4f09HSkp6djzJgxAFpDVnp6OsVXKM8AACAASURBVL766qvwFk9E1AdY3XaYHQ3on5wT9BhN58rRrNRAkxp8iCKKlJiOxikpKRg4cCAOHz7cYd+RI0dQWFjY6XEbNmzwz0C1MRgMWLhwIRYtWoTFixdj1KhRIdfncDhgt9u73N/2W5PZbA75vShyeB5jH89h8L63nAcAJCMh6L8/n74KDm1GyH//0XAe4+PjO/0FnvqumA5SADBnzhxs3rwZp06dwrBhwwAAn3/+OU6fPo1HHnmk02M6a5dw/vx5AMCgQYMwderUHr23xWLh3X5EdFXT2+oglUiRGZ8W1PFenw9JzUY4Bt0kcmWRYbfbu/0Fuu0mKeo7YvrSHgAsX74cOp0OU6ZMwcaNG/HUU09h7ty5GD16tL83VFlZGd566y2UlZVFuFoior6l2mpAZnwa4qTB/V5eW26A2utC8hA24qTYFPNBKj09HXv37sWoUaOwatUqbN68GbNmzcLHH38MpVIJANi7dy8WLVqEvXv3RrhaIqK+RW81IDeEO/ZqS88BAHJGDBarJKJeFfOX9gBg6NCh2LVrV5f7lyxZgiVLlnQ7Rn5+frd32BERUXuCIEBvM+C61OCfsddUVgG5TIHknOCbeRJFUszPSBERUWQ0uJrg8DhDmpESaqphS87oth8gUTRjkCIioqDobXUAgJzE4B7tIggCEhrrIMkKvnUCUaT1iUt7RETU+/RWA5QyBXSq4Po/1dU2ItndDO+gPJErI+o9nJEiIqKgVFtrkZ2QAakkuI+S6u/KIAGQOXyguIUR9SIGKSIiCkqNrS6k9VGWcxfghQQ6zkhRDGOQIiKigHl9XtTYjMhOCD5IeaurYEtKhfQKzzUlimYMUkREFDCjwwyPzxP0jJQgCFCaDfBlZItcGVHvYpAiIqKA6a0GAEBOYnD9n+obnEh1WpCQ11/Msoh6HYMUEREFTG8zIEmegCRFYlDHV5RegFzwIn1YvriFEfUyBikiIgqY3lqHnBAWmpvPngcApF7DO/YotjFIERFRwPRWQ0hByl1VCYcyEXGaJBGrIup9DFJERBQQt9cNo8McdJASBAFxJgNa0oLriE4UTRikiIgoILU2IwQIyA2y9UGDtQU6ez1U/fuJXBlR7+MjYoiIKCDVF+/Yy0pID+g4h8uLk+cbcOpsHTSqdFw/eEA4yiPqVQxSREQUEL2tDmlqLVRxyh693uX2YseXFdh/3ACn29e6MXsydh0CfuApx9xJeVAqZGGsmCh8GKSI/l979x4XZZn3D/wzB+YIIwdBAQUFDQ+h4jnN8Fhr2VrKVpax+ku31g6umbq1v3Xt9OyTlmvb2j65tVa2m9vLyn0qyyQzttQ8Bh7AE3iA4SSOwDAnZuZ6/kAmCYGZkQHu4fN+vXgJ12m+zOUM37nv675uIvKJ0VyGOC9P69kdLqzZfAxnjGaEuOvw24L3AQBv9r4TFxGBrIMlKCypwbL7BjOZIkniGikiIvKJL1fsbfnmPM4YzdBrlHj0rhRP+X2WA/hNxgDoNUqcMZqx5ZvzgQqXKKCYSBERkdfMdRZUOWq8SqSsdhe+PVK/nmrhjH5ITY7w1IXExmFov0gsmNEPAPDtkXJY7a7ABE0UQEykiIjIa55bw+hbvzXMsbOX4bLZEWdQ4MZeOrjtdk9dt4Q4uO12pPbSIS5MAZujfiE6kdRwjRQREXnNaC6DQqZAD133VtvW2pxYemVN1OlDjets2z7BqW2fAAAyAfx3v0zU2pxtHS5RwPGIFBERec1YW46e+u5QyFtfGK7X+PZZ3df2RJ0B/9cSEZHXfLlib3CfcCwf8ADsDjcevSsFLrsd+vV/BAAkr10NuVqN3DMmvL71BDQqBQb3CQ9k6EQBwSNSRETkFSGET1fsadUKjB3aC3XyEPzty/P4z95CT51MpULuhVq8+eV51MlDcHNqDLRqbn9A0sMjUkRE5BWTvQo2l92ne+xlpCegsKQGZ4xmHLPI8LMr5SvfyoGxpv4qveS4UGSkJwQgYqLA4xEpIiLySrHnij3vEym1SoFl9w3G4EQDlO4fF5NXVNmgUSkwdUQsN+MkSeMRKSIi8kqJuQwahRqRmm4+9VOrFOhuKsat5z5BZeYTqOsWhV9plBjcJ5yn80jymEgREZFXimvLEBsaA5lM5lO/qloHQk/lQmEw4KYJA33uT9SZ8dQeERF5xWguQ7wPp/UaHDhSihTzOUSMH8skioIOEykiImqVy+1CWe1FnxaaNyj6bj9UwonuE24KQGREHYuJFBERtarcUgmncPmcSJVftqH7ueNwxiVAFR0doOiIOg4TKSIiapWx1vt77F3t4MGzSLIYEXPLuECERdThmEgREVGrjOYyGFShCFXpve4jhMDF3fsAmQyRY0cGMDqijsNEioiIWlXsw47mDYoqLOhdegKi3wAoQkMDFBlRx2IiRURErSqpLUe8j4nUod35iLVXIm7y+ABFRdTxmEgREVGL7C4HLlpNPu1o7hYClgP74QxRwzBsSACjI+pYTKSIiKhFJbXlEBA+ndo7daEKyRdPQZk6FPKQkABGR9SxmEgREVGLjOYyyCBDrN777QuOZ+egm7MWvabcHMDIiDoeEykiImqR0VyG7toIqBQqr9o7XW64cw7CoTdA179fgKMj6lhMpIiIqEXG2nKfTusdO1WBflWF0I0aDZmcf2YouPF/OBERtchoLvNpofnpXfuhcdehF6/Woy6AiRQRETWrxlGLaofZ660P7A4XNPm5sHWPhTouNsDREXU8JlJERNQso/nKrWG8TKR+OFKEvuYiRIwfG8iwiDoNJlJERNQsY20ZlHIlorWRXrUv+mYvZBCIS78pwJERdQ5BkUgVFhZi1qxZiIyMRGRkJDIzM1FRUdFqv+3bt2PChAnQ6XQIDQ3F1KlTsXfv3naImIhIGozmcvTUdYdCrmi1rdlah4iCo7An9IPSYGiH6Ig6nrKjA7helZWVmDRpEhwOB1asWAGn04k1a9YgNzcX+/btg0p17ct1d+3ahenTp2Pw4MF48cUX4XQ68frrryM9PR3Z2dkYM2ZMO/8mRESdj9GHe+wd+v4U4m0V6Dbx9gBHRdR5SD6RWrt2LYqKinDkyBEMHDgQADBmzBhMmzYN77zzDhYuXHjNfosXL0bv3r3x/fffQ6fTAQAyMzMxcOBA/O53v0NWVla7/Q5ERJ2RW7hhrC3D0JiBXrWv/HYvohQhiBkzIsCREXUekj+1t3nzZkycONGTRAHA1KlTkZKSgs2bN1+zj8lkwpEjR3DPPfd4kigA6NGjB9LT07Fnz56Ax01E1NmZbFWwuxyI92Lrg4tVNvQszoPzhsGQq73buJMoGEj6iJTJZEJBQQEyMjKa1A0fPhyfffbZNfsZDAacOHECer2+Sd3FixehVEr6aSEiahPFV67Yi/Xi1F5udi7i62oQM3VCoMMi6lQkfUSquLgYABAfH9+kLjY2FtXV1aiqqmpSp1Ao0L9/f8TFxTUqz83NxXfffYfx47mJHBGRsbYMWqUGEerWF46bv98Hm1qP8FTvTgMSBQtJJ1I1NTUA0Oj0XAOtVgsAqK2t9Woss9mMzMxMAMDTTz/dRhESEUlXw47mMpmsxXZFZTXoXX4K8qHDeUsY6nIk/T/e7XYDQIsvcrkXL2qLxYI777wTOTk5+N3vfocJE3homoio/oq9mFbbHf9qH3RuO/reyvdO6nokvRgoLCwMAGC1WpvUNZQ1tGmOyWTCHXfcgT179uChhx7C888/7/XjR0REICIiotl6t9sNIUSz9Q1JXmSkdxvdUefEeZS+rjyHQgjYXY4m5U63E6W1FZiSPAE6Q+P1pGqFyvMBVggB9w+HYAmPQcLwYe0Sc3M6wzzKZLIWP8BzDW7wkfSMJiQkAABKSkqa1BmNRoSHh19zQXmD8vJyTJs2Dbm5uXj44Yfx17/+NWCxEhF1RnaXA/M+frLZ+k25H2JT7oeNyt6+ey00SjUAIP9kCXqZzkI3/ecBjZOos5J0IhUeHo6+ffvi0KFDTeoOHz6MkSNHNtu3pqYGt956K3Jzc7FkyRKsXbu2zeOzWq2wWCzN1jd8arp06VKbPza1H86j9HXlObzW0ajWmEwmqBX1Wxwc/ugL9BEu9Eof3eHPX2eYR51O1+IHeAo+kk6kAGD27NlYt24d8vPzMWDAAABAVlYWTpw4gWXLljXbb9GiRcjJycHixYv9TqJMJhOcTqdffYmIOpuXJqyA6kqC9GnBThwozcWqcb8BADhcDqz4z0uN2rvcAiHHc1DTIxGqqOaXOXQlFoulxQ/QDRdJUfCQfCK1fPlyvPvuu5gyZQqWLl0Km82G1atXIy0tDXPnzgUAFBQUYPfu3Rg3bhySkpJw9OhRvPfee+jWrRuGDRuG9957r8m4DX2JiLoKlULlOdJUbrmI+NAenp+vJe/IOcTXlkB5273tFSJRpyP5RCo6OhrZ2dlYsmQJVq5cCZ1Oh5kzZ2L16tVQq+vP4WdnZ2P+/PnYuHEjkpKSkJ2dDQCoqqrC/PnzrzkuEyki6sqM5jKkxQxusU3RV9+it1yB/pPGtlNURJ2P5BMpAEhJScG2bduarZ83bx7mzZvn+XnRokVYtGhRO0RGRCQ9l2xVqLRdbvFmxXaHE4YzR1GbmALFlX37iLoiSe8jRUREbe9/z+xAaIgeQ6Ob36X86J7jiLJfRs+JvBMEdW1MpIiIyONcdTH2lebgzqQp0Co1zba7+O1e2EK06D22Y/eOIupoTKSIiAhA/eaaH576ArH6aIyLG95sO0utHd3P58GRMgQyhaIdIyTqfJhIERERAOBwxTGcvnwWdyZNhVO4YHc5PF+Oq/abOvrNIYS6rEicdnMHRkvUOQTFYnMiIrp+m45/DADYcOT9FtvV7j+IGl0EbhjUrz3CIurUeESKiIh8ElNeAAxJa/GG8URdBY9IERF1YSp5CF4cvxQv7F2PodEDce+AGS223/uvHdA5P0Hs9PR2ipCoc2MiRUTUhclkMnx1fg/ccGNmv2kt7mQOAOLwD7gcEY8B8c3vMUXUlfDUHhFRF1ZuqcQ3Rd/j1sQJ6KYOa7Gt8WwpepiKoBnV/A3hiboaJlJERF3Y1tNfIkylx5SEca22Pb39W7hlMqTcyqv1iBowkSIi6qJOm87ih4rjmJk8DarWTukJAeWxH2CKTYY2vOUjV0RdCRMpIqIuyC3c2HLqCySExWNUzyGtti/MPYMoy0WE3zSmHaIjkg4mUkREXdCBsiM4X1OM2f1/Brms9T8FF776FjaFGgOmMJEiuhoTKSKiLsbhqsO/T+/A0OiB6B/Rp9X2LqcL+lNHUN1nIJSqkMAHSCQh3P6AiKiL2XlhN6ocNbi7321etT/1XQ7C6mrRbeL4AEdGJD08IkVE1IVU283YfjYbE3uNQYwuyqs+5f/Zg2pVGJLHDA5wdETSw0SKiKgL+bTgKyhkCkzvO9Gr9naLDeHn82EbMARyOf9kEP0UXxVERF2E0VyG74wHcXvfidCH6Lzqk5+1F2p3HfpMuyXA0RFJExMpIqIu4qNTX6C7NgK39BrtdZ+a7/fhYmgMeg9MDGBkRNLFxeZERF3AscpTOH7pNH6VOgdKectv/Va7C8fOXsalimpYzE4YbhzeTlESSQ8TKSKiIOdyu/DRqS/QLzwRQ6MHNtvO7nBhyzfnsTenCI/l/wNhAF5JmgNZlQolOwqRkZ4AtUrRfoETSQBP7RERBbk9JYdQUluO2f2nQyaTXbON3eHCms3HkHWwBHaH21Me6rLB4RTIOliCNZuPwe5wtVfYRJLARIqIKIjZnHZ8cuYrjO45FImG+GbbbfnmPM4YzdBrlHj0rhRPeUaywG8yBkCvUeKM0Ywt35xvj7CJJIOJFBFRENt+Lhs2lx0/T57WbBur3YW9OUUIcddh4a0JGNzrxyv6Bk4YhtTeeiy4NQEh7jp8e6QcVjuPShE14BopIqIgdcl2GTvP78aUhPGI1HRrtt2xs5fxWP4/6n9YC5y5qq782VUoB6AFsBTAf/fLxLGzlzEyxbvNPImCHY9IEREFqX+f2QGtUoNbEye02K7W5vRpXF/bEwUzHpEiIgpCZ6uLsL80F/cPmAmNUt1iW71GiVeS5iDaoMLd576AynQRatSfvkteuxpytRpCCKx8KweocUGv4Z8OogY8IkVEFGSEEPjw5BeI08dgXFzre0AN7hMOuUoFo1ngXJ0ONbN+6amTq9WQq9U4UmSBscYFjUqBwX3CAxk+kaQwkSIiCjI/VBzHmapzmNX/Z5DLWn+bt5WUYIDpFAAgq9ct0PdJ8NQJIfDD6Ut489PTAICbU2OgVXMvKaIGPD5LRBREnG4ntp7+EoOi+mNQVP9W25cePYWyv6xHmlKPiwmDUGxy4PWtJ7D0Sv3Kt3JgrLlymi8uFBnpCc0PRtQFMZEiIgoi3xTtw0WrCQ8Pub/Vtmd3H0bN239HlTYC/Z96AmN7RGDLN+fx7ZFy/He/zPpGV07n3Zwaw53Nia6BiRQRUZCorbPg88JdGB8/EnGhPVpsm/f5f+D+6H1c7BaPYU8/gYioMADAA9P6YtYtCTh29jJqbU7oNUoM7hPO03lEzWAiRUQUJLYV7oJLuDCj7+QW2x3evA3arP9FaY8bcNMzj0Knb3xVn1at4D5RRF5iIkVE1MkJIeBw17XYptxSiV0X9mJ634lQK1UQQjS5r54QAt9v+AAR+79GUd803LL8IYSE8M8A0fXgK4iIqJNzuOuwZNfzXrXdVvg1thV+jT9N/D3UCpWn3OVyYffajYg5cQClQyZg4mNzoJDzwm2i68VEiogoyDnsddjzx9fRoygPlybcjvRf/ryjQyIKGkykiIgk5KUJK6C66kiTW7ix9uBbkMtkWDR0Lp7+dk2j9rU1Fhx44VVEV16Adca9uOmuSe0dMlFQYyJFRCQhKoWq0Sm770t+QLG5FE+OWACNUtOobWWpCXkvrUNkbSUUD8xH2qRR7R0uUdBjIkVEJFEOlwP/PrMDadGD0C88EXaXw1NnLCxB6br/QWidBd0eeRQJwwd2YKREwYuJFBGRBFnqrPi0YCdqHLW4q99tTepL1r0GjVsg7qknEdM/sQMiJOoamEgREUnI9yU/4MjFfORVnEPd5UikRkzCuQsCoX1ckF/1ji4LCUG/5U/CEBvdccESdQFMpIiI2oA3ez39lEoe0mSvp58y11lwqOyI5+fNx7dBVzEC7uJEPHnyfQBH8ErSHCg0avQNcwBJ9e0G/f+lMER19/XXICIfMZEiImoDvuz11OCnez01MNdZkFN+HIfKj+GEqQBu4fbURZfegfPGOoRclbRFd1PDWONGngnQXinThBv8+j2IyDdBsRtbYWEhZs2ahcjISERGRiIzMxMVFRUB60dE1NbMjlp8W3wAfz78Nn77n5fwz/z/hdPtwi9uuB3P3vQbT7vz5WbotMCvfp6EOgVQpwBGuc5iZtlXUMscLTwCEQWC5I9IVVZWYtKkSXA4HFixYgWcTifWrFmD3Nxc7Nu3DypV009719OPiKSrudNvNqcdABpd9dbAm9NvP9Ww15PV7kLeuSpY7E7o1EoMTOwGhdKFFf95CUB98rT/Ug4OlR/DSVMhhBDoH9EH99xwB4ZFD4JBHdokLm3aTggAfy8DcE/D+qdjwGBAjm887ax2F9Q6n8ImIj9IPpFau3YtioqKcOTIEQwcWH9575gxYzBt2jS88847WLhwYZv280cg37wDtS4jkGNLMeaWxu7M8xhsz/X1jt2Wp99aIlwKbPmmGHtzivBY/j8QCXjWMY0cHOZ55125+08AgBsi+uLeG2ZgWMxAhKlCfXqs5uSdq8JNA7WtNySi6yL5RGrz5s2YOHGiJxkCgKlTpyIlJQWbN29uNiHyt58/AvnmLcWxpRizVMeWYsyBHrs9rNuSh8JiG0LcP65tCtUDJqsb3+ZUQjuivuwXN0zHiB5DEKbSe9oJIVB52QbjGSMuFlyA9UIxxMVSpCIWEy7levX4ryTfD3tUm/5KRNQMSSdSJpMJBQUFyMjIaFI3fPhwfPbZZ23aj4iCx3NjnsK2PWXYd6QYj5z4FwDgz33vgUKjwujBkdgvf9/vsQtLzAhRKdB/UDlQUF/mGvAVkmWpKDrew9NuaMQQlJ68iCOnDqD2ghGirBSaqkpE2C9DLZyIB+CUh8AWHgVr91j8OWwOorQy/OGeZCj0oSh4agUAIHntasjVagghsPKtHKDGhVBtiN/xE5H3JJ1IFRcXAwDi4+Ob1MXGxqK6uhpVVVXo1q1bm/RrCz1K7sRZow0hbieeKPwAAPDPoQ+ixOwC5C5o03Z2qbGlGLNUx5ZizIEc+/WPz1w5aiRHiKu+LDpMD2ONC9mHL3qOGv2Uy+1ChfUSyiwX679q6/8trf3xQpUQtxORffNhCPvxep5Hu89GbZEJx1CK3VfKTiz7HSLqbIgCEKYIgTUsCugdD1mvUTAkJyCqXwJCIiMgk8sxyO7CzvX7UWp344RVi9TuP94ORq5WQ65W44fTl2CscUGjUmBwn3C/nhci8o2kE6mamhoAgE7XdEWlVlu/NqC2trZJQuRvv7Zw1miDXqXBwlsTELK2vuz5/zcCR4ss2PBZPkQXG1uKMUt1bCnGHMixC0vM0Gs0WHhrEnBl3OceGtpk3L3GQ6i0XfYkTRdtJs92BCpZCMKhh6FOg2RrBI6EWQEATxR+gJDTjR9P/PWv0AEYpgB2p9YvEi8cNgU9BsWhZ0oiNNFRLa7x0qoVuDm1B7IOluBvn57GglsTPFsdCCHww+lLePPT+ge9OTUGWrXCz2eGiHwh6UTKfWX9QUtvPnJ50x0e/O3XFkLcTiy8NQGDe+lw5kqZcDiQ2luPeVN6Y2NZfZk/V9xIcWwpxizVsaUYsy9jV1ks0Knr4BQuOJx1qHPWoa7OAUddHRwuB5wuF2odlkbjjrihCkWV36PflbI3d/4d5TBDEaOG80rZv45/jlCHgMEs0L3KiZSqOsRU2RFR7YLO5kbDu4hDARy5x7ddxGPGpKHvsF5et89IT0BhSQ3OGM14fesJLL1SvvKtHBhr6g+rJceFIiM9wac4iMh/MiHE9XxY7FC5ubkYOnQoXnvtNTz22GON6pYuXYq1a9fCbDZDr9e3Sb8GJpMJWVlZmDp1KiIiIpqNz+12QwgBm9OOeR8/CQBY9EGF5zTCT9UpgNevvBErS6OhCStr8fcHAAGgVi+X1NhSjFmqY0sxZn/Hdl2KgSKyvNWxG3g77uhdPdFPWAGdHorQMCgNYVB3M0Ab0Q26iG4Ii45At+gIqAxaPPTpMgBAZMFtWL3oFghHHQ4/8igAIO1/1kOuVsHmtOPRHc/Wx3DDctwy1Lf74NkcTmz6PB9fHSiC1e70lGvVSkwZ2QsPTh8AjUrSn5H91vAB2H3VIv/2JpPJWvwg7u3fD5IOSb/aEhLqP3WVlJQ0qTMajQgPD79mMuRvv/YUaYtAD2XrOa4bAsf0lZIaW4oxS3VsKcbs79j9zXFIlkdCIVdCIVdAKVdAIVNCKVciRK6EQqGAkMuwCb6tqUqZOwd33NSv1XYN22AAwKWk7Vjwxfb6HxqOUu1c1aRParLvt3DRqJRYOPNGPHDbAOScqkCNpQ5huhAM7R8NnUbSb+lEkiTpV114eDj69u2LQ4cONak7fPgwRo4c2ab9fGW1WmGxWBrtL/TPYQ/i+fkjIBwOnHlyOYAfr7ixOe3A3jUAgNvGTcNNA3u2+hh2l8NzmbhUxpZizFIdW4ox+zv2+LHjvXo+Nu3a6dO4cDtw6dIlr2L2lc1ag0sOe+sNm5ESrwagrh/LUg2bpeX2wS4yMhIAvJqvQNHpdB3+QZzal6QTKQCYPXs21q1bh/z8fAwYMAAAkJWVhRMnTmDZsmVt3u9qJpMJTqez9YZXKalx4WiRBam9f3yhNVxxc+zcZU/ZwETfF7pLcWwpxizVsaUYcyDHLql14PD5KgzupUPdlXXZdUoZ5EoZcs5W+zyuSh6CP038PewOV/0+UiXma19pCKBvbCh+kzEQKjm3KAg2FosFFkvzGW3DxU4UPCSfSC1fvhzvvvsupkyZgqVLl8Jms2H16tVIS0vD3LlzAQAFBQXYvXs3xo0bh6SkJK/7BYTchQ2f5WPelN7QXnnztjntOHbuMt7efhIYVF/m1xU3UhxbijFLdWwpxhzAsbVpO/H3CzuBC/jx9Nue1U3beTmuTCaDWqGCWgusuHcotnxzHt8eKccrfTPrG1QDGpUaN6fGICM9AWoVr6ojCgaST6Sio6ORnZ2NJUuWYOXKldDpdJg5cyZWr14Ntbr+kHd2djbmz5+PjRs3ehIpb/oFQsN9sjZefZ+shlMIg7re2FKMWapjSzHmQI8dKGqVAg9M64tZtyTg2NnLqLU5odcoMbhPOLclIAoykk+kACAlJQXbtm1rtn7evHmYN2+ez/2IKLg0nH4DALvDha3fXsCeYxWwOX68fE+jUuCmwdG46+beUKsU13X6TatWYGQK79VCFMwkvf1BR2m4fHXEiBEICwtrtf21bsBqtbtQVOlEjaUOcDswMLFbo0+q13Nz12vdcb4zjS3FmFsauzPPY7A9120x9k9Z7S6cv9gwh3YeNZKwzrDYvDU1NTU4ePAgtz8IIkyk/OBrItUcKbzoqXWcR+njHAYHKcwjE6ngE5jtu4mIiIi6ACZSHUgmk0Emk13znn8kHZxH6eMcBgfOI3UEJlIdSC6XQy6Xc/M2ieM8Sh/nMDhwHqkjMJEiIiIi8hMTKSIiIiI/MZEiIiIi8hMTKSIiIiI/MZEiIiIi8hMTKSIiIiI/BcW99tqby1V/Xy6LxXJd4yiVPz79NTU11zUWdRzOo/RxDoODFOax4e9Gw98Rkj4mUn6ora0FAOTl5XVwJEREJEW1tbXo3r17R4dBbYD32vODzWZDWVkZ9Ho9FAre3JSIiLzjcrlQW1uLHj16IMXnDQAADq1JREFUQKPRdHQ41AaYSBERERH5iYvNiYiIiPzERIqIiIjIT0ykiIiIiPzERIqIiIjIT0ykAqSwsBCzZs1CZGQkIiMjkZmZiYqKioD1o8Dwdz6GDx8OmUzW5CsjI6MdoqaWLFy4EBMnTvSqbUVFBebPn48ePXrAYDBg5syZKCgoCGyA1Cpf5nDWrFnXfC2OHDkysEFSl8Gr9gKgsrISI0aMgMPhwOLFi+F0OrFmzRr06dMH+/btg0qlatN+FBj+zofb7YZer8ftt9+Ou+++u1FdYmIiJkyY0B7h0zW89dZbWLBgAdLT07Fr164W29rtdowfPx4nT57Ek08+CYPBgFdeeQUymQw5OTmIiopqn6CpEV/mEABuuOEGxMbGYuHChY3Ko6KiMH369ABFSV2KoDb3zDPPCIVCIY4fP+4p27FjhwAgNmzY0Ob9KDD8nY8TJ04IAGLTpk3tESZ5wel0imeffVbIZDIBQKSnp7faZ8OGDQKA+PLLLz1leXl5QqlUimeeeSaA0dK1+DOHVqtVyOVy8fzzzwc+QOqymEgFQFJSkpgyZUqT8pSUFDF58uQ270eB4e98fPjhhwKAOHDgQCDDIy9ZrVYxZMgQAUBkZmaK+Ph4r/4IT548WSQnJzcpv+2220RSUlIAIqXm+DuHBw8eFADEli1bAh8kdVlcI9XGTCYTCgoKMGLEiCZ1w4cPx4EDB9q0HwXG9czH0aNHIZPJMGDAAAghPLcUoo5hs9lQXV2Nf/3rX3jnnXca3Y+tJQcPHmx2/gsKCmAymdo6VGqGv3N49OhRAMCgQYMAAGazOWAxUtfFRKqNFRcXAwDi4+Ob1MXGxqK6uhpVVVVt1o8C43rm4+jRo+jWrRsef/xxGAwGhIaGIjk5GZs3bw5ozHRtBoMBp06dwj333ON1H7PZjKqqqmbnHwDOnz/fZjFSy/yZQ+DHROr1119HZGQkwsLCEBcXhz//+c+BCJO6KCZSbazhjuM6na5JnVarBYBrHqHwtx8FxvXMx9GjR3H58mVYrVZs2rQJb731FkJDQzFnzhxs2rQpcEHTNcnlcq+PYDTg67Fz8WcOgR8TqZMnT+KNN97Au+++i5SUFCxevBgvvPBCW4dJXZTv/zOpRW63GwAgk8mabSOXN81f/e1HgXE987Fo0SIolUo88sgjnrI5c+bgxhtvxLJly3D//ffzZtedHF+PweH+++9Heno6li9f7pnLBx54ABMmTMALL7yARx55BN27d+/gKEnq+E7QxsLCwgAAVqu1SV1DWUObtuhHgXE98/HYY481SqKA+qMYDz74IMrKynD8+PE2jpbaGl+PwWHu3LlYsWJFo4RYLpdj4cKFsNvt2LNnTwdGR8GCiVQbS0hIAACUlJQ0qTMajQgPD4der2+zfhQYgZiPmJgYAFzwKgUGgwHh4eHNzj8AxMXFtXdY1Eb4WqS2xESqjYWHh6Nv3744dOhQk7rDhw83u5uuv/0oMPydj8LCQgwaNAgvvvhik7r8/HwAQN++fds2WAqItLS0Zue/X79+iIiI6ICoyFtWqxVDhw7Fr3/96yZ1fC1SW2IiFQCzZ89GVlaW58UKAFlZWThx4gTuu+++Nu9HgeHPfCQmJqKyshJ/+9vfPAuWgforvN5++21MmjQJPXv2DHjsdP1mz56N/Px8ZGVlecry8/Px1Vdf8fUoAVqtFiqVCv/85z9RVFTkKa+qqsKrr76Kfv36YfTo0R0YIQUL3iImACoqKnDjjTdCqVRi6dKlsNlsWL16NZKSkrBnzx6o1WoUFBRg9+7dGDduHJKSkrzuR+3H33ncsmULfvGLXyA1NRULFixAVVUV1q9fD4fDge+++w4DBw7s4N+sa+vTpw/69OnT6PYiZWVl2LFjB4YMGYIhQ4YAqL9FzLBhw1BSUoJly5ZBp9Ph5ZdfhlKpxMGDB7lIuQN5O4d79+7FhAkTEBcXh8cffxxutxsbNmxAUVERtm/fjvT09A76DSiodPCGoEErPz9fTJ8+Xej1ehEdHS0yMzNFaWmpp37jxo0CgNi4caNP/ah9+TuPH330kRg1apRQq9UiPDxc3HXXXSIvL6+do6drSUxMbLIr9tdffy0AiD/84Q+NyouLi8V9990nDAaDiIiIEDNnzhSnT59uv2DpmnyZw127domJEycKnU4nQkNDxdSpU8WePXvaL1gKejwiRUREROQnrpEiIiIi8hMTKSIiIiI/MZEiIiIi8hMTKSIiIiI/MZEiIiIi8hMTKSIiIiI/MZEiIiIi8hMTKSIiIiI/MZEiIiIi8hMTKSIiIiI/MZEiIiIi8hMTKaIgc/vtt0Mmk0Emk+H06dPNtps1axZkMhkUCgWOHj3q02MsWbLE8xj5+flN6ouLi32Om4hIiphIEQWZIUOGeL4/duzYNdvs2bMHH3/8MQBg3rx5uPHGG316jP379wMADAYDUlJSPOXV1dV46qmn8Ktf/crXsImIJImJFFGQ8SaRWrZsGQBAq9Xiueee82l8l8uFw4cPAwBGjBgBmUwGAMjLy0P//v3xyiuvYPjw4f6ETkQkOUykiILM1YnU8ePHm9Rv3boV3333HQDgySefRHx8vE/jHzt2DBaLBQAwatQoT/n27dtRXl4OABg7dqzPcRMRSRETKaIgk5KSApVKBaDpESmXy4Wnn34aABAdHY0VK1YAAMrKyrB8+XIMGjQIOp0Oer0eI0eOxPr16+F2uxuN0XBaD6hPpFwuF3Q6HZYsWeIpnzFjBqZOner5+ZNPPsG0adMQGxuLkJAQxMfHY8GCBaisrGwS/z/+8Q+MHj0aer0eKSkpePvttz3xymQyzJs3r0n7SZMmISoqCmq1GqmpqXjzzTd9fNaIiPwkiCjoDBkyRAAQGo1GuFwuT/kbb7whAAgA4rXXXhNCCHHgwAERExPjKf/p1z333NNo7IcffthTd/bsWZGTk3PNfr/97W+FEEKsWbOm2bFvueWWRmM//vjj12y3atUqz/fr168XQgjhdDrFvffe2+zYL730UiCfYiIiIYQQTKSIgtDcuXM9CcWpU6eEEEKYzWYRGxsrAIj+/fsLh8MhqqurRVxcnAAgZDKZeO6550R5ebkoKCgQ06ZN84zx2WefecZOS0sTAERMTIwQQgi32y1KS0sbJV51dXXC7XaLiooKERsbK2QymZg8ebI4f/68qKioaDR2ZWWlEEKITz/91FM2bNgwkZOTI4qKisTtt9/eKEHav3+/EEI0Sq6WLVsmSktLxYULFzztQ0NDhcViaednnoi6GiZSREHopZde8iQZW7duFUII8dxzz3nKtmzZIoQQYt26dZ6yxYsXNxojLy/PU/f4448LIYSwWq0iJCREABB33HGHp+3VSdCf/vSnJvE4nU5ht9uFEELY7XZx//33CwBCLpcLq9UqhBBi8uTJAoBQKBTizJkznr5Go9EztlqtFna7XZjNZhEWFiYAiMmTJ4u6ujrP19dff+1pv3fv3jZ8VomImlL6f1KQiDqrn165N27cOKxZswYAcNNNN2H27NkAgKysLE+7J554otEYYWFhnu+rq6sBAD/88APq6uoANF5o/v3333u+v3qhucPhwKZNm7Bjxw6cPn0apaWlKC0thcvlAlC/nkuj0cBmsyE7OxsA8LOf/QxJSUmeMXr27AmlUgmn04lhw4ZBpVIhOzsbNTU1AICdO3ciJCTkms+DzWZr+YkiIrpOTKSIgtBPr9x79tlnPYlHQ0IFAEajEUD9flBXJy8APFscAEDv3r0BNF1o3qAhkVKpVEhLSwMACCEwY8YM7NixAxqNBhkZGZg/fz4MBgMyMzMB1Cd1DXE4nU4A9VsqXO3kyZOeutGjRwOoXxzvjbi4OK/aERH5i4kUURCKi4tDVFQUKisr8fXXX6OiogIAcPfdd2P8+PGeduHh4QAAs9mM6upqGAwGAPVJ0CuvvOJpN2PGDADNJ1IN5cOGDYNarQZQv+nnjh07AADvvfee5yjYG2+84enXcPRKoVB4yn56Jd/V7RseMzo62lP20Ucf4e677/b8fOnSJYSHh0Mu50XJRBR4fKchClKpqakA6o/21NXVQalU4o9//GOjNtOnTwcAuN1uPPTQQygqKsLZs2fxy1/+Ert27QJQn3yNGTMGwI8JU2JioieZMRqNMJlMAACNRgOr1QqHw9HoqFF+fj7MZjM+//xz/P73v/eUNxy96t27N7RaLQBg06ZN2LVrF0wmE15++WW8+uqrnvYNR6TGjx+PiIgIAMCqVauQm5uL6upqbNy4EXFxcdBqtY0SQSKigOnoRVpEFBhPPPFEo6vdfv3rXzdpY7FYxMiRI5vdQmDs2LHCZDIJIYSoqqoSMplMABAZGRmeMUwmk5DL5Y36bdmyRRiNRhEaGtpkTL1e7/neaDR6xnnmmWeatJXJZEKhUAgAIiIiQrjdbk/7999/v8njNnzdfPPNora2NoDPLhFRPR6RIgpSV6+TCg0NxapVq5q00Wq1yM7OxrPPPovBgwdDq9UiNDQUo0aNwrp167Br1y7P6b+DBw9CCAGg8Wm98PBwbNiwAUlJSVCpVIiJicHYsWMRGxuLf//730hLS4NGo0H//v3x8ssv48UXX/T0PX/+vOf7VatWYeXKlUhMTIRGo0F6ejq2bt3qqR87dqzndjQAcN9992HXrl247bbbYDAYoNPpMGTIELz88svYuXMndDrd9T+JREStkImGd0Yiog7y3nvvAQCSk5MxcuRIz1V4WVlZmDZtGgBg9erVnnsEEhF1FjwiRUQd7oMPPsCDDz6IcePG4S9/+QtqamqQl5fnuZ2NXC5HRkZGB0dJRNQUj0gRUYfbvHkz5syZ02z9008/jf/6r/9qx4iIiLzDRIqIOoUPPvgA69evR05ODsxmM8LDwzFo0CAsWLDAs+8UEVFnw0SKiIiIyE9cI0VERETkJyZSRERERH5iIkVERETkJyZSRERERH5iIkVERETkJyZSRERERH5iIkVERETkJyZSRERERH5iIkVERETkp/8D1zMQoFtGn+cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 597.375x481 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', show=SHOW, \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Log scale"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Log-scaled axes can be enabled through the kwargs \"ax_scale\".  Valid options:\n",
    "<ul>\n",
    "<li>x-only: <font color=\"blue\" style=\"font-family:'Courier New'\"> logx | semilogx </font></li>\n",
    "<li>y-only: <font color=\"blue\" style=\"font-family:'Courier New'\"> logy | semilogy </font></li>\n",
    "<li>both: <font color=\"blue\" style=\"font-family:'Courier New'\"> loglog | log </font></li>\n",
    "<li>symlog: <font color=\"blue\" style=\"font-family:'Courier New'\"> symlog </font> (doesn't work in matploblib 1.5.1)</li>\n",
    "<li>logit: <font color=\"blue\" style=\"font-family:'Courier New'\"> logit </font></li>\n",
    "</ul>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 627x481 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', ax_scale='loglog', legend='Die', show=SHOW, xmin=0.9, \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Categorical labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Categorical DataFrame columns can also be plotted on x and/or y axes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 499.25x481 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Die', y='I [A]', show=SHOW, \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Voltage==1.5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Time series"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similarly, a DataFrame containing time series data can be plotted:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1104.62x331 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(ts, x='Date', y='Happiness Quotient', markers=False, ax_size=[1000, 250])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Secondary x|y plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Shared x-axis (twin_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 735.875x481 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die', \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Shared y-axis (twin_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 737.75x537 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x=['Voltage', 'I [A]'], y='Voltage', legend='Die', twin_y=True, show=SHOW, \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiple x & y values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instead of sharing (or twinning) one <i>independent</i> axis across a primary and secondary <i>dependent</i> axis, we can plot multiple columns of data on the same dependent axis.  In this case, all dependent values share the same limits on the plot."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multiple y only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 697.875x481 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y=['Boost Level', 'I [A]'], legend='Die', show=SHOW, \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multiple x only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 768.25x481 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x=['Boost Level', 'I [A]'], y='Voltage', legend='Die', show=SHOW, \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Both"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 818.609x481 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x=['Boost Level', 'I [A]'], y=['Voltage', 'Temperature [C]'], legend='Die', show=SHOW, \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Grid plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Row plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a unique plot for each unique value of the \"row\" column in the specified DataFrame.  Plots are arranged row by row in a single column.  Each row contains a label indicating the unique value of the \"row\" column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 447.5x816 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', row='Boost Level', show=SHOW, ax_size=[225, 225], \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Column plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a unique plot for each unique value of the \"col\" column in the specified DataFrame.  Plots are arranged in a single row, column by column.  Each column contains a label indicating the unique value of the \"col\" column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nTp0Sv2SioqKwePFiVFVVoaSkBIcOHeox3t5cdF9YWIipU6cCaDuLmpycDEEQEB0dLf69iouLbRpiFBcXJ9YVaPvyZBI5MLH93xjbv+3tXxAEzJgxQ/yRfenSJbEHZuzYsWLC0tzcbPOPXnI8tvsbc4d270iFhYXi+yY2NhZXr14FYH3Nra33xCTqCRNJiVw/DTgA8X5HHc8wdvygS0tLw6RJk+Dh4QE/Pz888sgjyMvLg1wuR3R0tNW03e1nC1tbW/H999+LM7glJiYiMjJSnAY8ODhYLP/o0aMA2s7gCYIgftGsWrUKOTk5aGlpQWBgoNUF6R0/eDuOtZ8wYQK0Wi3Kysrs+kC94447evxxtHfvXtTV1SEnJwejR4+GUqnEihUrcPnyZbS0tIgX0QcGBqKysrLTEJ+cnBw0NzdDp9OJX3oFBQWdzsYXFRXh2rVrGDZsGHQ6HR555BHxS3rMmDFQqVQYNmyY0z6I9Xq9eP1SYGAgfvjDH6KystJqaGpaWprVPgkJCeKZ6/T0dNTW1kKpVFq9zywWCwwGQ6f3HtA2sx/1D7b/rrH9t3FU+29oaBD/r2QyGe6//35cvHgRCoUCMTEx4r5nzpyxaTgk9Q3bfdfY7nsvJiYGw4YNA9BWp8LCQgBtyfPUqVMhl8sxceJEaDQayGQyMZE0mUwOvS6T3BcTSYncaBpwoO1DreN1E42Njfj73/+Ou+66C56envDw8LC6lgJou/D+q6++sjpLePLkSfj4+IhTZ7ffvLedxWJBUlIScnJyxGX79u3DAw88AG9vb+h0ui4vOk9JSbE6i11cXIxp06YBaBuaM3nyZGRmZtr1hdJ+7UJ3FAoFTCYT/v3vf8Pf3x9Dhw6FSqUS69auvLy80zAuoG3YTlZWlni2H7C+2L6jffv2YdmyZfD29oZWq+30f1BQUIBTp07ZWjW7mM1mHDhwAPfee6/VDZfb5eTkdBpaNGnSJHGyhfaJNGJjY6HT6cRt5HK5+De6HhPJ/sP23zW2///G6Yj2DwAHDx7EkCFDEBAQAKVS2ek9c+HChU6zepJzsN13je2+9yIjI8X3g8lkEhPJyspKHDt2DPPmzYNcLrc6CQW03dKlY883UW8pNm/evFnqIKTQ2NiI9PT0fj1mUFCQOD339QRBgMViQUtLC8rLy5GamopDhw51utC+vr4emZmZMJlM0Gg0UKlUMJvNKC8vR0pKCg4ePNjpBtZA2w+P0tJSKJVKqNVqKBQKNDU1ITc3F19//TVyc3OttjcajcjIyIDRaIRGo4FcLodcLkdzczOKiopw9OhRpKamWu3TPoOZn58flEolGhoaoNfre7w5sUaj6Tax6UpycjLMZrN4Nq21tRVarRZqtRpmsxlVVVVITU3FwYMHrW6821FDQ4N4D63m5mb8+9//7vLaCoPBIJ6xa/+/bm1tRUVFBU6fPo0jR45Ynfn08fERP9CNRqPVj4HeqKurw+XLl+Hh4QFPT0/IZDJUV1cjJSUFSUlJnWKeOnWq2CORmZmJuro6TJs2zeqG5D1x1v2/bmTixIlW1wQ5mxRtH2D77wrbf/cc0f6Btt6pzMxMWCwW6HQ68b5x165dw4kTJyRr94B7tH22+87Y7m3XPuMs0HYrn+vrFx0dLfZmX7lyxaq3+OrVq7h27Rq8vLyg0+lgNptRWlqKpKSkbhPp/tLfbZ+cRyZIcUOgAeDatWv4+OOPpQ6DyO2tWrVKHJrTH9j2iQYGtn0i99TfbZ+ch7f/ICIiIiIiIrswkSQiIiIiIiK7MJEkIiIiIiIiuzCRJCIiIiIiIrswkSQiIiIiIiK7MJEkIiIiIiIiuzCRJCIiIiIiIrswkSQiIiIiIiK7uG0iqdPpoFAopA6DyK0pFArodLp+PSbbPpH02PaJ3JMUbZ+cRyYIgiB1EFKpq6tDc3Oz1GEQuS2dTgcfH59+Py7bPpG02PaJ3JNUbZ+cw60TSSIiIiIiIrKf2w5tJSIiIiIiot5hIklERERERER2YSJJREREREREdmEiSURERERERHZhIklERERERER2YSJJREREREREdlFKHYBUDAYDrl27Bk9PT96gmEgCZrMZjY2NGDZsGLRabb8dl22fSFps+0TuSaq2T87jtonktWvXkJycLHUYRG5v+vTpCA8P77fjse0TDQxs+0Tuqb/bPjnPoEgkp06ditTU1E7L77vvPnz22Wdd7uPp6QkAiI2NhYeHR7dl+/j4AADq6uocEKnrYf1Zf8A59W9qakJWVpbYFvsL275tWH/WH2Dbd0esP+sPDK62T87j8omkxWJBVlYW7r33XixdutRqXU9nO9qHtXh4eMDb27vb7fz9/QEAgiA4IFrXw/qz/oBz69/fQ8zY9m3D+rP+ANu+O2L9WX9gcLV9ch6XTyRzcnJgMBiwdOlSrFq1SupwiIiIiIiIBj2Xn7U1IyMDQNtQFSIiIiIiInK+QZFIymQyjB07FoIgoLGxUeqQiIiIiIgGPYvRiEs/+gku/egnsBiNUodD/WxQJJK+vr548skn4ePjAy8vL0RFRWH37t1Sh0ZERERERDQoDYpEsqamBs3Nzdi5cyfee+89eHl5YcWKFdi5c6fU4RERERERkYuaP38+ZDKZ+JDL5fD29sa0adPwxhtvwGw2i9tGRERg9erV0gXbz1x+sp0nnngCSqUSP/nJT8RlK1aswIQJE/DLX/4SDz74IGeHIiIiIiJygI5DWLt7DgByjabfYnK2KVOm4K233gIAmM1mVFVVYf/+/fjZz36G48ePY/fu3ZDJZPjyyy/FW6i4A5dPJP/nf/6n0zKdToeHHnoIW7ZswYULFxAXF9ft/v7+/uJUx11pn/44ICCg78G6ILm8rdOa9Wf97dV+1q47SqW0Hz9s+z3je5/1B9j23RHf+6w/0HP9v7t3WZfLc59Zb/V6zlefW72Wuu33hY+PD2bMmGG17K677kJMTAyeeeYZLFmyBCtXrsSUKVMkilAaLj+0tTtBQUEAgIaGBokjISIiIiKiweapp55CSEgI3n77bQCdh7YaDAasX78eYWFh0Gg0mDhxIvbs2SNRtI7nuqcGAOTn52Px4sVYuXIlNm7caLXu4sWLAIDIyMg+HUMQBAiCgKqqqj6V46raz0ix/qy/vTw8PODp6enokPoN2z7f+wDrz7bvfvjeZ/2Bnus/+s3XxedNl3NQ/Ic3AAAT/vRHeAd039s/GCkUCtx6663YvXs3TCaT1TpBELB06VKcOHECW7Zswbhx4/Dll19i+fLlMBqNePjhhyWK2nFcOpEMDw9HZWUl3nnnHTz11FPw9vYGABQWFuLDDz/EzTffjODg4B7LqK6u7vSH78hdhzYQ9VVTUxOampq6XV9fX9+P0XTGtk/kHGz7RINbx2sfW0pKxOdGixmtHdv3dW1d6rbvLMHBwWhtbUVlZaXV8oMHD+LAgQPYvXs3HnjgAQDAbbfdhsbGRvzqV7/Cgw8+6NLDfQEXH9oql8vx5ptvoqCgALNnz8b//d//4cUXX8T06dOhVCrx5ptvSh0iEREREdGgZNAXSh3CgCGTyaxeHzp0CDKZDIsXL4bJZBIfS5YsQUlJCTIyMiSK1HFcOpEEgPvvvx9ffPEFtFot1q9fj1dffRUzZ87EyZMnERsbK3V4RERERESDkqGgQOoQJFdcXAydTochQ4ZYLa+srIQgCPD29oZKpRIfy5a1TVZ09epVKcJ1KNfuT/2PpUuXYunSpVKHQURERETkFiwGA1qvlSF49UPwnTNb6nAkYTabkZSUhNmzZ3e63aCfnx+8vLzw7bffdrlvdHR0f4ToVC7fI0lERERERP3LUFAICAK0ERFShyKZt99+G1evXsXjjz/ead28efPQ0NAAQRAQHx8vPjIyMrBly5Yer9V2FYOiR5KIiIiIiPqPIV8PmUYDdchwqUNxurq6Opw6dQoAYLFYUFFRga+//ho7duzAqlWrcO+993ba54477kBiYiLuvvtubNq0CbGxsUhOTsbzzz+P2267DUOHDu3vajgcE0kiIiIiIrKLQa+HdmQYZPLBP8AxNTUVM2fOBNA22WdQUBDGjh2Ljz76CA8++GCX+8jlcuzfvx+bNm3CSy+9hLKyMowYMQLr1q3Dr3/96/4M32mYSBIRERERkV0M+gJ4TZkidRhOl5SUZPO2er3e6rWnpydeffVVvPrqq44NaoAY/KcQiIiIiIjIYUz19WitqIQ2MkLqUEhCTCSJiIiIiMhmhnw9AEAbGS5tICQpJpJERERERGQzg74ACi9PqAbBhDHUe0wkiYiIiIjIZoZ8PbQREZDJZFKHQhJiIklERERERDYRBAEGfQG0ERzW6u6YSBIRERERkU1MVVUw19dDGxEhdSgkMSaSRERERERkE060Q+2YSBIRERERkU2a8/VQBvhD6esrdSgkMSaSRERERERkk7brIyOkDoMGACaSRERERER0Q4LF0pZIRkZIHQoNAEwkiYiIiIjohlpKSyEYjS4zY2uToRUn06/i61MFOJl+FU2GVsli2b59O1atWtXlumeeeQbz58+3u8zu9pszZw7+9re/2V2evZROPwIREREREbk8Q34BAEAbPrATSYPRhI/+lYWDyQVoNprF5TqNAgumh+OR22Oh1fRfGnTx4kVs3boV58+f77Ru27ZteO211zBv3jy7yuxpv9dffx133HEH5s2bh6CgoF7HfSPskSQiIiIiohsy6PVQBwdD4aGTOpRuGYwmbNxxEv84lodmoxnDh3oiYdwwDB/iiWajGf84loeNO07CYDT1W0zr16/H8uXLMWLECHFZfn4+li5dio0bN8LXjomLbNlv2rRpmDZtGrZu3drn2HvCRJKIiIiIiG7IkK8f8Lf9+OhfWbhUUA1vDxWeX3MT/vyrW/H8mhn487O34vk1N8HbQ4VLBdX46F9Z/RJPRkYG9u3bh5UrV1otX7duHXJycnD48GFMnjzZ5vJs3W/VqlV49913UV5e3uvYb4SJJBERERER9cjS2gpjUfGAnrG1ydCKg8ltw2+fWTEVCeOCIZPJAAAymQwJ44KxbsVUAMDB5MJ+uWZy165dGD58OGbNmmW1/De/+Q3S09ORmJhoV3m27nf33XfDbDbjyy+/tDtmWzGRJCIiIiKiHhmLiiGYTAN6xtZz2eXicNb42GFdbpMQ2z7M1YRz2c7rrWt3+PBhJCQkiAltuwkTJnRaZgtb9/P09ERsbCwOHTpk9zFsxUSSiIiIiIh6ZNDrAYUcmrBQqUPpVn1TWw9jaJBXt8mWTCZDaJCX1fbOlJeXh8jISKcfpysRERHIz893WvlMJImIiIiIqEeG/AJoRoRCrlJJHUq3vD3aYisqa4AgCF1uIwgCisoarLZ3ptraWnh6ejr9OF3x9PREbW2t08pnIklERERERD0y6PUDelgrAEyOCYROo0BJRSNSsq51uc2ZrGsoqWyETqPE5JhAp8c0dOhQ1NTUOP04XamursbQoUOdVj4TSSIiIiIi6pbFYEBLSSl0A3zGVg+tCgumt8X46idnkXyhVOyZFAQByRdK8epfzwIAFkwfCQ+t83skw8PDceXKFacfpytXrlxBuBPv+dl/d+IkIiIiIiKXYygoBARhQM/Y2u6R22ORXViNSwXVeOG90xg+xBOhQV4oKmtASWUjAGBMuD8euT22X+JZtGgR3nrrLQiCYPfkOrm5uSgvL8eMGTPsPm5tbS0yMzPxi1/8wu59bcUeSSIiIiIi6pYhXw+ZRgN1yHCpQ7khrUaJrWtn4a65o6DTKFFS2Wg1nPWuuaOwde0saDX905923333oaKiAmfOnLF73xdffBEzZ87s1XEPHDgAtVqNO++8s1f722JQ9Uimp6cjPj4ezz33HDZv3ix1OERERERELs+g10M7MgwyuWv0QWk1Sqy9Jw4P/WAszmWXo76pFd4eKkyOCeyX4awdTZw4EXfeeSd27NiB6dOnd7lNUlJSl8s//PBDnDhxotuyu9sPAN5++22sXbsWAQEB9oRrl0GTSJpMJqxevRqtrc6fxpeIiIiIyF0Y9AXwmjJF6jDs5qFVYdbEEKnDwEsvvYQ5c+bg+eefx8iRI23e75133sH48ePtPt7p06eRlpaGTz75xO4lvh83AAAgAElEQVR97eEapxVs8Nvf/haZmZlSh0FERERENGiY6uvRWlE54GdsHcji4uLw3HPPYcOGDXbtl5iYiL/+9a92H2/dunV48803ERwcbPe+9hgUPZLnz5/Hb37zG2zatAmbNm2SOhwiIiIiokHBkK8HAGgH+IytA529SSQAjBkzplfHOnnyZK/2s5fL90iaTCY8+uijWLBgAVatWiV1OEREREREg4ZBXwCFlydUTrwfIbkml++R3LZtGy5fvoy9e/fCZDJJHQ4RERER0aBhyNdDGxFh960raPBz6R7JzMxMvPDCC3jllVcQGhoqdThERERERIOGIAgw6AugjeCwVurMZRNJs9mMRx99FHPmzMGPf/xjqcMhIiIiIhpUTFVVMNfXQxsRIXUoNAC57NDWl19+GWlpaTh+/DgqKioAANXV1QCApqYmVFRUwNfXFypVz/eK8ff3h7+/f7frBUEAAKfeg2Ugk//nfkGsP+tvL5lMJu7fFaVS2o8ftv2e8b3P+gNs++6I733WH/hv/SsvXgIABE+ZDLW/X4/7DvS2T47nsj2SBw4cQEtLC6ZPn47AwEAEBgZi6tSpANqSzMDAwB5v4ElERERERN1ryMmFeuiQGyaR5J5c9tTA9u3bxR7IdteuXcOqVavw0EMP4eGHH8akSZP6fBxBECAIAqqqqvpclitqPyPF+rP+9vLw8ICnp6ejQ+o3bPt87wOsP9u+++F7n/UH/lv/6qyLUI8cadP/h6u3fbKfyyaS06ZN67RMr9cDAEaNGoUFCxbYVE51dXWPs72669AGor5qampCU1NTt+vr6+v7MZrO2PaJnINtn2hwECwWGPQFGHLnHTZtP9DbPjmeyw5tJSIiIiIi52gpLYVgNHLGVgfZvn271T3v8/Ly8MADDyAkJAS+vr6YPXs2Dh061OfjfP/991CpVGIHW7t33nkHd955Z5/L74iJJBERERERWTHkFwAAtOGum0iaDQYcv/s+HL/7PpgNBsniuHjxIrZu3Ypt27YBaBs6PG/ePGRlZeEPf/gD9uzZg5CQECxatAhHjhzp9XHS0tKwePHiLkddrFmzBsXFxfjggw96Xf71XHZoa1ciIiLE2daIiIiIiKh3DHo91MHBUHjopA7F5a1fvx7Lly/HiBEjAAAffvghrl27hlOnTonLFi1ahEmTJuHll1/GvHnz7Cq/paUFb7zxBjZt2gSdruu/l1wux7PPPounnnoKK1asgFar7VulwB5JIiIiIiK6jiFfD22k6/ZGDhQZGRnYt28fVq5cKS4LDQ3FM888IyaRQFuiFx0djdzcXLuPsX//fmzZsgUbN24Uez27smTJEjQ3N+P999+3+xhdYSJJREREREQiS2srjEXF0EZESB2K3cwGQ4eHscNyo9W6/rJr1y4MHz4cs2bNEpctW7YMv/vd76y2q6qqQlJSEiZMmGD3MRISEqDX67Fx48Ye79ep1Wpx11134eOPP7b7GF0ZVENbiYiIiIiob4xFxRBMJmgjI6QOxW7fPbCyy+XJjzxm9XrOV5/3Rzg4fPgwEhISIJPJut3GbDZjzZo1aGhowIYNG+w+RseezRtJSEjA7t27UV9fD29vb7uP1RF7JImIiIiISGTQ6wGFHJqwUKlDcXl5eXmIjIzsdn1raytWrVqFvXv34o033kB8fHy325pMJqtHb+aGiYiIgNlsxpUrV+ze93rskSQiIiIiIpEhvwCaEaGQq1RSh2K3mXt2ic/NBqPYEzn9o/eh0Gr6PZ7a2lp4enp2ua66uhr33nsvjhw5gj/+8Y/4yU9+0m05er2+U0L6wQcfYPXq1XbF0x5LbW2tXft1hYkkERERERGJDHo9dKNHSx1Gryi6mY1UodV0u86Zhg4dipqamk7Lr1y5gkWLFiE/Px+ffPIJHnjggR7LCQkJwZkzZ6yW9dTT2Z3q6moxrr5iIklERERERAAAc3MzWkpKEbBogdShDArh4eGdhpHW1dVhwYIFKC0txTfffIPExMQblqNWq3sc9mqrK1euQKFQ2HVdZXeYSBIREREREQCgIS8fEASXnLF1IFq0aBHeeustCIIgTrjz/PPPIzs7G5s3b4ZarcapU6fE7TUaDaZMmQIAuHDhAoxGo/jaEY4fP47ExER4eHj0uSwmkkREREREBABouJwDmUYDdchwqUPpM4VW22+zs3bnvvvuwwsvvIAzZ85g+vTpAIDPP2+LafPmzdi8ebPV9uHh4dDr9QCAJ554Anq9XnzdVwaDAUlJSdi6datDyuOsrUREREREBABozMmBdmQYZHKmCY4wceJE3HnnndixY4e4rLCwEIIgdPnomDR+88038PLysut4q1evhiAIiOiiR3nPnj3QaDR2T9DTHb5DiIiIiIjcnMVoxHf3LkPlyVPQhIVJHc6g8tJLL+Gzzz5DYWGhXftt2bIFCxY45lpVs9mM7du3Y/PmzdDpdA4pk4kkERERERGJNOEjpQ5hUImLi8Nzzz2HDRs22LXf8uXL8corrzgkhnfffRchISFYu3atQ8oDeI0kERERERF1oI1gIulo9iaRQFsC6ihr1651aBIJMJEkIiIiInJLFqOxy+cKLy+r13KNpl/jItfARJKIiIiIyA1d/unTXS7P+7l179mYd9/uj3DIxfAaSSIiIiIiIrILeySJiIiIiNzQ6DdfF5+3lJai4MXfAgCiXv09h7PSDTGRJCIiIiJyQx2TRePVEqvlTCTpRji0lYiIiIjIzRn09t3jkIg9kkREREREbs5Q6NqJpCAIMJpb7NpHo1BDJpM5KaLBj4kkEREREZEbEywWGAuvYOSqBzHi3ntQVVUldUh2M5pb8NBnXc9C252d978OrbJ/hvBu374dqamp+Pjjj23a/sqVK4iLi8PevXsxf/78HrcVBAHvvPMO/vjHPyIvLw9BQUFYsmQJXnjhBfj4+AAA3nnnHXz11VfYt29fX6si4tBWIiIiIiI31lJaCsFohNfoaKlDGZQuXryIrVu3Ytu2bTZtX1BQgIULF6K2ttam7V9++WU88cQTWLx4Mfbu3Yv169dj165duPfeeyEIAgBgzZo1KC4uxgcffNDrelyPPZJERERERG7MkF8AAPAcNUriSBzj3Xt+D003PY1GkxE/2ru+X+NZv349li9fjhEjRvS4ncViwUcffYRf/OIXNpdtsVjw29/+FmvXrsVvf9s26+6CBQswZMgQLFu2DN9//z3i4+Mhl8vx7LPP4qmnnsKKFSug1Wr7VCeAPZJERERERG7NoNdDHRwMpaeH1KE4hEapgbabR3cJprNkZGRg3759WLly5Q23TU9Px+OPP45HHnkEO3futKn8uro6rFq1Cg8++KDV8piYGABAbm6uuGzJkiVobm7G+++/b0cNusdEkoiIiIjIjRny9dBGhksdxqC0a9cuDB8+HLNmzbrhtiNHjkROTg5effVVeHjYltT7+fnhjTfewOzZs62Wf/HFFwCACRMmiMu0Wi3uuusum6/TvBEmkkREREREbkowmWAsKoY2IkLqUAalw4cPIyEhwabZYQMCAhAaGtrnY548eRLbtm3DPffcg/Hjx1utS0hIQHJyMurr6/t8nEGRSKampmLRokXw8/NDYGAgHn30UVy7dk3qsIiIiIiIBjRjUTEEkwnayAipQxmU8vLyEBkZabXMZDJZPSwWi8OOd+zYMdxxxx2IiorCe++912l9REQEzGYzrly50udjuXwimZmZiTlz5qCwsBBbtmzBk08+ib1792Lu3LloaGiQOjwiIiIiogGrOT8fUMihCet7Txh1VltbC09PT6tlKpXK6vHCCy845Fi7d+/GwoULER4ejkOHDiEgIKDTNu2x2DojbE9cftbWjRs3Qq1W49ixYwgMDAQAxMfHY/Hixdi5cycef/xxiSMkIiIiIhqYDPkF0IwIhVylkjqUQWno0KGoqamxWnbmzBmr1yEhIX0+zssvv4wNGzYgMTERX331FXx9fbvcrrq6Woyrr1w+kdRoNHj44YfFJBIA5s2bB6Bt5iMiIiIiIuqaQV8A3SC7f6TRZOzVOmcIDw/vNIw0Pj7eocfYsWMH1q9fj2XLlmHnzp1Qq9XdbnvlyhUoFIob3orEFi6fSO7Zs6fTsnPnzgFom/mIiIiIiIg6sxgMaCkpQcCiW6UOxaH6+z6RPVm0aBHeeustCIJg04Q7N2I0GpGamorQ0FCEhoaitLQU69atQ3h4OJ588kmcPXvWavuoqCirDrfjx48jMTHR5llhe+Ly10h2dPXqVXz++edYuXIlQkJCsGbNGqlDIiIiIiIakAwFhYAgcMZWJ7rvvvtQUVHRaThrb5WUlGDmzJl49913AQD79+9Hc3MzCgoKMHfuXMycOdPq8c9//lPc12AwICkpCT/84Q8dEovL90h2FBMTg8bGRsjlcuzcuRNBQUFSh0RERERENCAZ9HrINBqoQ4ZLHUqfaRRq7Lz/dbv3cbaJEyfizjvvxI4dOzB9+nSb95s/fz4EQei0PCIiAu+99x7KysoAAI899hgee+wxm8rcs2cPNBoNVq9ebXMcPRk0PZImkwlvv/02PvnkE9xyyy1YuXIlXnvtNanDIiIiIiIakAz5emhHhkEmd/2UQCaTQavU2PVwxFBTW7z00kv47LPPUFhY2Oey6urq8Ic//AELFiywaz+z2Yzt27dj8+bN0Ol0fY4DGEQ9kkqlEqtWrQIALFu2DHPmzMGmTZvwox/9CN7e3t3u5+/vD39//27Xt58J6Gr6XHcg/88HC+vP+ttLJpOJ+3dFqZT244dtv2d877P+ANu+O+J7373qry+8goCbbhLrO5jbvpTi4uLw3HPPYcOGDfjkk0/6VJa3tzf+8pe/YPLkyXbt9+677yIkJARr167t0/E7cv3TD12Qy+X44Q9/iMbGRly6dEnqcIiIiIiIBpTW2joYy8rhNchmbB2oHJFEAm0Ju71JJACsXbsWBw4c6PPxO7Lp1MDrr7+OhIQETJkyxWFdoY5QUVGBGTNmYNmyZXjppZes1tXX1wNAn+MVBAGCIKCqqqpP5biq9jNSrD/rby8PD49ON+B1JWz7fO8DrD/bvvvhe9996t+Qfh4AYAocItbXnds+2c+mRHLdunWQyWRQKBQYN24cEhISxEdcXJxkXdVDhw6FQqHAhx9+iF/+8pfiUJXa2lq89957iIyMxLhx43oso7q6GiaTqdv17jK0gcjRmpqa0NTU1O369pM9UmHbJ3IOtn0i12DQF0Dh5QmVA25MDwz8tk+OZ1cGaDKZkJ6ejvPnz+P9998HAGg0GkyaNAnx8fFichkbG+uUYLvypz/9CQsXLsTs2bOxdu1aGAwG7NixA6Wlpdi/f3+/XURLREREROQqDPoCaCMi+FuZes2uRPJnP/sZzp49i9TUVPGsgsFgwOnTp5GcnCxu5+XlhalTp1r1XEY46f40t9xyCw4cOIAtW7bgV7/6FVQqFebMmYNPP/0U8fHxTjkmEREREZGrEgQBhnw9/ObNlToUcmF2JZKvvPIK5HI5BEHApUuXkJKSIj7OnTsndmfX19fjyJEjOHr0qLjvkCFDxPudONrChQuxcOFCp5RNRERERDSYmKqqYK6vh9ZJHT3kHmxKJI8fP47k5GRxSl+ZTIaxY8di7Nix4i03LBYLsrKyrJLLtLQ0GAwGAEBlZaWTqkBERERERLYy5OsBANrIcGkDIZdmUyI5a9YszJo1q8dt5HI5xo8fj/Hjx+ORRx4B0Hbjy7S0NA4xJSIiIiIaIJrz9VAG+EPp6yt1KOTCnHofSYVCgUmTJjnzEEREREREZIf2iXaI+sIpieS1a9fw7bffAmhLJjdt2oRFixY541BERERERGQjwWKBsaAQ2sgIqUMhF9enG0AWFhbiwoULyMrKEv/NyspCTU0NZDKZeJ+mLVu2OCRYIiIiIiLqvZbSUlgMBmgjeH0k9Y1NiWR2drZVsnjhwgVcunSpy5uOCoLg8CCJiIiIiKjvDPkFAABtOBNJ6hubEsmxY8da3ay0u2RRJpNh1qxZGDt2LGJjYx0TIREREREROYRBr4c6OBgKD53UoZCLs2toqyAI8Pf3R3R0tNWjpqYGTz/9NIC2W4UQEREREdHAY8jX87Yf5BB2JZIymQyzZ8/Ga6+9hqioKHH5kSNHHB4YERERERE5jmAywVhUDJ9ZM6QOhQYBm2Ztfe+99zB8+HAIgoB//vOfmDBhAp577jk0NjY6Oz4iIiIiInIAY1ExBJOJt/4gh7ApkXz00UeRnZ2NTZs2QafTwWg0Ytu2bYiJicGuXbs4wQ4RERER0QDXnJ8PKOTQhIVKHQoNAjbfR9LDwwNbtmxBdnY2HnroIQBASUkJHn74YTzyyCNOC5CIiIiIiPrOkF8ATWgo5CqV1KHQIGBzItkuJCQEH330Ec6cOYPExEQIgoCioiJx/SeffOLQAImIiIiIqO8M+gIOayWHsTuRbDd16lQkJSXh888/R3R0tLh81apVuOmmmzh7KxERERHRAGExGNBSUgIdZ2wlB7EpkczKyup23dKlS5GZmYnt27fDz88PgiDgzJkzmD9/vqNiJCIiIiKiPjAUFAKCAG1khNSh0CBhUyI5fvx4BAQEdDupjlKpxLp165CTk4Mnn3wSKpWKE/AQEREREQ0QBr0eMo0G6uHDpQ6FBgmbh7bW1tbeMDn09/fH66+/joyMDCxZsqTPwRERERERUd8Z8vXQjgyDTN7rK9uIrCjt2XjFihVISEjAtGnTMG3aNPj4+HS53ejRo/Hll186JEAiIiIiIuobg74AXlOnSB0GDSI2J5KCIOCzzz7DZ599BgCQyWSIiopCfHy8+JgyZQq8vLys9jObzRg5ciRmzpwp7ktERERERP3DVF+P1opKzthKDmVTIvnKK68gJSUFZ86cQW5uLoC2xPLy5cvIycnB7t27AbQllzExMVbJZVxcHEpKSthDSUREREQkAUO+HgCg5Yyt5EA2JZLPPPOM+Ly6ulpMKtsfV69eBdCWXF68eBGXLl3Crl27AAByjsMmIiIiIpKMQV8AhZcnVEOH9roMQRDQYmm1ax+1XAWZTNbrY9LAZtc1kkDbhDoLFy7EwoULxWWlpaVITk4WE8yUlBRUVlYCaBvaSkRERERE0jDoC6CNiOhTUtdiacW6pBft2ue1+ZugUah7fUwa2OxOJLsSHByMJUuWWM3Ump+fL/ZYJicnIzU11RGHIiIiIiIiGwmCAEO+Hn7z5kodCg0yDkkkuxIZGYnIyEgsW7YMAHhfSSIiIiKifmaqqoK5vh7ayAiHlblt7gaou+lpbDG3YMOxbQ47Fg1cTkskr8fx0URERERE/UucaMeBM7aqFWoOWSVwJhwiIiIiokGqOV8PZYA/lL5d3/+9r1rN9k3AQ4PHoEgkv/76a8ydOxceHh7w8vLCggULcOrUKanDIiIiIiKSlEFf4NBhrR2ZLWZsTX4Thwu/c0r5NLDZlEh++umnyM/Pd3YsvZKUlITbb78dNTU12Lp1K55//nnk5uZi3rx5OH36tNThERERERFJQrBYYCwodOiw1o5SyzJR1lSJaL+RTimfBjabrpFcvnw5ZDIZ/P39kZCQYPUIDg52dow9evrppxEWFobTp0/Dw8MDAPDwww8jNjYWGzduxMGDByWNj4iIiIhICi2lpbAYDNBGhDu8bEEQ8K/c4whunYT8fCXKtJUYH+EHeb/NwEJSs/lPLQgCqqqq8M033+Cbb74Rl48YMcIqsYyPj4evr69Tgr1edXU1zp8/j5///OdiEgkAw4YNw7x586ziJCIiIiJyJ4b8AkAmgzbcsYmkscWMHQczkJc1AbAokX8uFwCgVcsxMy5gkFw8RzdiUyK5ceNGpKSkICUlBZWVlVbriouLUVxcjL1794rLoqOjMX36dOzcudOx0V7Hx8cHly5dgqenZ6d1FRUVUCp5SoSIiIiI3IvFaMTlnz4NAFAFBUHhoXNo+a99fh76qwYAQGCAEsH+OpRWNaO81oBv04qhm+LQw9EAZVOm9eKLL4rP8/LykJycjDNnziA5ORmpqaloamqy2v7y5cvIyclxeiKpUCgwevToTsvT09Nx4sQJ/OAHP3Dq8YmIiIiIBjJthOOvX7w2/B/QDW973gAgBwACAMemqzTQ2d1lN2rUKIwaNQrLly8HAFgsFmRmZlollxkZGTCbzQ4P1hYNDQ14+OGHAQDPPvusJDEQEREREQ0Ezrg+0lbNRjM0HjfejlxTn8d+yuVyxMXFIS4uDmvWrAEAGI1GpKam9jk4ezU1NeGuu+5CWloa/vd//xdz587t9xiIiIiIiPqbxWjs8rl6+HCr13KNplflq+UqPBTyU/z5H9mQqZvw2A+HIiF4Ir46VohxEb4YHdY2R4ogCPj1e2korzXg8ohGJIxlP+Vg5ZSLCDUaDWbMmOGMortVXV2NxYsX47vvvsOaNWushuP2xN/fH/7+/t2uFwQBABAQEOCQOF2NXN52tTTrz/rbSyaTift3ReprmNn2e8b3PusPsO27I773Xbf+3927rMvlxa//0er1zC8+7baMG9VfpWwELEpoPc1YPP5W5BXX41+nyjAmPAQhQcPF/SOCi1BefQ0KlQcCAwMBSN/2yfEGxV+0rKwMCxcuRHp6OtauXYs//elPUodERERERDSomGRt86KoW4dALpPjr99cQmiQFxKnjBC3EQQBRWUNAABvD5UkcVL/cPlEsr6+HosWLUJ6ejrWrVuHV1991aHlC4Ig3vrEHbWfkWL9WX97eXh4dDmjsqtg2+d7H2D92fbdD9/7rlv/0W++Lj5vzs1D0attr6Ne/b3VcNae6naj+l9q+g4yuT9q65TY9a8MnL1UjifuiUFtTbXY9s9kXUNJZSN0GiUmxwQ6omo0QLl8IvnEE08gLS0NTz/9dK+SyOrqaphMpm7Xu+LQBqKBoKmpqdOMzh3V19f3YzSdse0TOQfbPpE0OiaLdd+dtlre2+siO6ox1CGlIhWjoxcgOxv4/GghhvpqMDWmrc00NjbiZHoR3t2XAwCYPSEQjfU1aPxPk5e67ZPjuXQimZGRgY8//hi+vr6YPHkyPv74407brFq1SoLIiIiIiIj6n7mxEXUpKQ4v92DhCagVKjz+gyn4fWU2SiqbUVFrxHN/PofhQ3QoqWxGWU3bvSWjQrxw/zzH33aEBhaXTiSPHj0KAKitrcWjjz7a5TZMJImIiIjIXdSe+A4wWxxaZkNrE05cTcHNYTPhq/OAViWHj4cKLSYLymoMYgKpVSswJy4I988bCY1a4dAYaOBx6UTyiSeewBNPPCF1GEREREREkhMsFtQkHYF3wjSE/HiNw8pNunIKFkHAzWEzkZ5bjfzSRvzigXEYFeKNTH0NGg0meGqVGB/hB52GCaS7cOlEkoiIiPqXIAhosbTatY9aroJMJnNSRETUrulCFlrLyjH8sdUOK9NgMiLpyinMDpkGT5UHvjiWgzFhPhgX4QuZTIb4MUMcdixyLUwkiYiIyGYtllasS7LtXs3tXpu/CRqF2kkREVG7mqQj0ISFQhs1ymFlnriaAoPZiAXhs3H2UhUKrzXiVw+O58khQvd3DCYiIiIiIpfQWlmJhrTz8Lt5nsOSvFaLCQcLT2B68CT4qX3x5fFCjI/0w5iRvg4pn1wbeySJiIioV7bN3QB1Nz2NLeYWbDi2rZ8jInJfNUlHIddq4XPTdIeVebrkHOqMDVgUPhensypwtaIZa+6Idlj55NqYSBIREVGvqBVqDlklGgAsra2oPXYCvrNnOuSekQBgESz4d8ExTAqMxVDtELx2/BwmR/tjVIi3Q8on18ehrURERERELqw+5SzMDQ3wmz/PYWWeLctEeXMVbotIxMmMcpRVG7B0Lu8NSf/FRJKIiIj67EJlDppam6UOg8gt1XybBI9xsVAHD7Npe0EQYDS3dHoYTEbxcSA/CTH+kRiiGYKvTuYjfmwARg7zdHJNyJVwaCsRERH1SUNrE3ak/xW3hc/FHaNuljocIrdiKCiEIS8fIT/9ic372Dz7ciOw/vhWIAZYPOHnfYiSBiP2SBIREVGfHCtKhgABc0MTpA6FyO3UfHsEygB/eE2Mc+pxhg/1cGr55HrYI0lERES91mox4UjRadwUPBneai+pwyFyK+bGRtQlJ2PI4jsgUyh6VUbH2Zf9/f2RXZmHl47+EY9NWIbiPB2+bvrIkSHTIMIeSSIiIuqVFnMLvrt6FnUtDZg7IsHqWqsWc4vU4RENerUnvoNgtsB3zuxel9E++7JGoYZWqcG/sr/FcM8gxPqOxb/PlDkwWhps2CNJREREvdLxPpG/O/MnCSMhcj+CxYKapCPwjp8Kpa+PQ8rU11xBamkmHhl3Hw6fvQZjqxkqh5RMgxF7JImIiIiIXEzThSy0lpXD/+b5Dimv2WjGO4eOQlc7Fi0Vw7H/VBHmTrRtFlhyT+yRJCIiIpup5Sq8Nn8TjC1mPPvRMTTVaaGymPBU/qcAgL9OegglDWYAQORwL/zs/lio5ezTIHK0mqQj0ISFQhs1qk/lGFvM+Ox4Po6ml6Kl1ReAL97PzgUAtLSaAY0DgqVBiT2SREREZDOZTAaNQo3d3+aiqcYLGpUSP10yDiozoDIDLz42DT+7dwI81VrkFxvwj+OlkMlkUodNNKi0VlaiIe08/G6e1+f29YfPsnDw+xK0tApQaJsxMToA7SWeyCjve7A0aDGRJCIiIrs0G81IPV8BlaUVaxdFYHzof28LILS0IC7MEz9aNBIqSyuOny9Ds9EsYbREg09N0lHItVr43DS9z2XllzTAQ6uALuYsHl7hg1EhflCr5Fi7ZDQ8NBy8SN3ju4OIiIjscuZyCX52eXfbi9eA3A7rcp9ZDwDQAfg5gN9FP4xMfQ3ixwzp7zCJBiVLaytqj52A7+yZkGscMO5UbkbslGrkCTWYOHQKNuw6hYUJwz/tyC0AACAASURBVDFljC8ExUjsLGrbrNlohoa3kqQOmEgSERGRXVJLLuMHdmzfaDA5LRYid1Ofchbmhgb4zZ/nkPJ0Uw7jwn+a6HNJW6CYBBxuBQ4nWW+XVVCLmbE6hxyTBgcmkkRERGQzo7kFOfWXsX3UCgT6afH86ok4uPkNRFXlAQCiXv095BoNBEHAr99LA+rN8NTy5waRo9R8mwSPcbFQB/fvjKpNRp4QImv8ZCeiXhEEAS2WVqtlTXVNKP7VrwAA9T99DrHRgdBpFOJ6tVzFSTeIXNypq6kwe5VArpmIq3VmfH7gIib/J4kEALlGA7lGg3M5Vbhab4ZWrcD4CD8JIyYaPAwFhTDk5SPkpz/pUzlquQoPhfwUf/5HNuSaZty60IimgtE4n1uLN34+D81N9QAgnhAqrzXAZ4nWEVWgQYSJJBF1mRQCgMFkBNDWA9HVPs8c+U3nwpYFtv1b/g5w3WRvr83fBI1C3ed4iUgaFsGCw1dOYurwsdDJhuHg9yVIulgHrV8UxtW0XSkpCALO5VTh3X05AIA5cUFWJ5SIyD4WoxGXf/o0AMBn5gwoA/zhNTGuT2XKZDJMHhUIpTwPpmZv+DWNxqH0UqxePA5+np6wGNu+/8/lVKG82gStWoMJkf59rgsNLkwkiQgtllasS3rRrn1+N3eDk6IhooEqveIiypursHr8/QgZE4K0rFKUN6nwr4DpYiL56/fScLW+bZbWqBAv3D9vpJQhEw0qdSkpGHrnYsgUfT85o1QJUAdehakkBF9+ew06jRK3zWhrr4IgIC23mieEqEdMJImoz0zfJ0KnVuOh+aHQ/ullAEDEb1/ExasG7Dx8Ga3jv5U4QiJyhEMFJxHlOxKRvmEwtpgxP/9bZHuF45J/FH4X/XDbRv8ZzjonLgj3zxsJjZo/PokcxmyB75zZDikqueQchOGZCG6NQGlFC0xmE55+7ShCA71QWFqHshoDAJ4Qou4xkSQiK9vmboD6P8NP/f3bhrFUV1cDAFrMLdhwbFunfZ7K/RwqM4CM/y4rXr8J3gB+rADeGt823JVThxO5Ln1tEXJrC/D/4lYAAI7tO4Wo+kJMuucWBMxIQKa+Bo0GEzy1SoyP8GPvBVEftA8tvf655+SJkGs14rLe3v7DIljw74LjmBQ8GsZ6L9TU1QIASiubUFrZBAA8IUQ39P/bu/Pwpqr8f+DvLE3SdC+0pS0USoGyFQTKJgiIoKKMyCIKCuqMdd8Q0dHvLIrM/EYRxXVGxRUdURGZURwRZBsUh72lUJYuUNpSWrqn2ZPz+yNN2tIWmjRps7xfz+NjOPece89J88nN5y7nMpEkomYUMoXjPkaV3LaDctd9jZw6nMh3bS38GTHB0RgWMxD1OhNkOzajPioOA64aA4lUyudEErmR/Z7Ii9UfPIxTBxuXpa75h0vrP1R2FGW6ClwffyPeOVWO396QgvTU7ii8YEad1gRYDTwgRJfFRJKI2iSEgMlqQr1JC5PFDI1J61iWX3XG8frrCbdh2iQVCr7dgtGZxQAaHwFgsBiBPS8B4NThRL6qQleFQ2VHMX/AjZBKpPj5mx3orS1D5KIHIJFKu7p7ROQEIQQ2n96FgdEp+HW/GXFRKlw5NBYyqQTj02xXEFVWVnZxL8kX+F0imZGRgVOnTmHHjh1d3RUin/fW3o+xu3Bfq8vezV7neH2mUo9Pc3+CKsWK0Zm2MvsjACRNcke10u++cogCwvazexAsV2FcwgjU1OkR/PMWaGJ7YUD6sK7uGpFf6v/Wa47XFr0e+UttE9zZD9J2xLHKXBRpSnFLr1vxSV4V7rupP2RSPpqLnOdXv+ref/99rFmzBpMnT+7qrhD5vBOV+dhduA9zB89AtCwCQdIgQAi8nfUpAGDpqAysOvAeAEAY1Zj6QxTizDUt1nMkv9rxelDviM7pPBG5jdakw88lBzCl1zgoZQps/2oTkg1V6H77XXwuLJGHNE0W9UXFzco7mkhuPr0TfcJ7Yt9BIDFGjTGDundofRS4/OJ6FIvFguXLlyMjI6Oru0LkF6zCig25m9Evug/mDb4RI2KHYGj3AegfneyoE6OObtZmW9QI1Fx9k+Pf9mfJffSfPEcZ77Ug8j0/lxyAxWrBlJ7jUFGlReS+Hajr2Q/dhqR2ddeIAoL2SPblK7VTXvUZ5FafwRB1OnJO12L2xF6Q8oAQucjnz0jq9XqMHTsWWVlZWLx4MX766aeu7hKRzztw/gjO1pXguauXtOuMQ5ypHOeDYrDhRD1iRv8WPaKDUfpxFspr9IDUAk6vQ+SdhBAwWk0tyvVm24yQWpMO2wp/wYjYIVDJldj8xb8xwFSH+EUPdXZXiQKWJuuI29a1+fQu9AiJweFDQegdJ8fIAdGXb0TUBr9IJGtra/HFF19g/vz56NOnT1d3icin1Zt02Ji7BUO7p6JPZC/ozQbbhDmwPf6jNbXjDjuSRQ2AXACIBhNIIi9ntJqwZMcLl62373wW9p3PAvoDsTWDMTClj+c7R0QwV1fDUHgW8ffcjfBxYzu0rqK6UmRXnMTU7tdjU5EGS24ZxMvTqUN8PpEMDw/HqVOnIJf7/FCIvMIffn4ZAFBlqMFd3zzRxb0hIm+TuvDmru4CUcDQZB4BpFKEDB3a4XX9eGYXolWRyD6kRr9EOdL6RrqhhxTIfD77kkqlkHLqcaJOF2SV4s7vraizyjBqxe+hVl3+60QhDeqEnhGRK1686mkoGp4ZGxUVhZzyXLy4+23cl7YQSm0oXs97FwCgTujRld0kCiiazCwE9+8HWWhIh9ZTpq3AgfPZGB85BT+V6vDUgiE8G0kd5vOJJBF1nEIahFen/BH/zt2Cn0sO4A9jH0aYMhRRUVEAgKqqqhZtCr7ejPCaSlgX3I+oEHVnd5mI3EwhU0DZkEiq5EpsyduFhNA4DIsZiH+//CEwsos7SBRgrAYDtMdy0H3Opa8CaOte56Y2F+xEiDwYOVkhGNhbhYFJ4e7sKgWogE8ko6KiHD+WWyOEAABERwfmzcj2s70cv/+Pv6y+Av8t2Y/Zg67DgJ79ADSOXxXTfKpxXUUlzD/9iMLEoVg4dwqkrTx/SiKRXPJqga6+HJ2xf2mB9NlvTaCM3z6pDmCLCZXcFuvnNGU4eC4b94++AxfKtOiZdwgYGdmiXmsY+74tUD77bfGm8Vf+by+E2YyeUyZBdYn+6M0GPNTeW1GSvkMVgJCIK1uN446M39tjn9yP14QSEQDgy+xvEapQ48YBUy9bd9+r78IIGUY+eHerSSQR+S6t3ox3f9oBRXV/yGp64dc1X4BhTtT5KvftR3CvnlD14OXk5J14aOAyhBAQQqCysrKru9Il7EekOH7/Hn9hbTF2F+7DwoGzoK3VQgstgNbHX5l9HEHHDiL/imsxMk7d5nujVqsREtKxezq6EmM/MD77bQmU8RuazMRcev4Cvt1dil1ZpTCa1AD64eVThxEkScGgQT0A7AFgu9Tdfglsaxj7vi1QPvtt8ZbxC6sVlfsOIGLilZftS9M4bnqvMwBoTVo8v+d19FUOwaFfohE8YhuAtuO4I+P39dgn5wV8IllVVQWz2dzmcm+4tIHIk4QQ2JC7GT3UMRgfP+LSdS0WFH70GapV3TFx0YxL1tVqtdBqtW0ur6urc6m/7sLYJ2pu9focFBTrEWQ14ff5nwMA/tFnDqrlocjSh7b7cT6MfaKO0+Xlw1JXh9ArhjvVzn6vs85gwdHT1fj1bDaMNTE4cyEeI1PCkeOh/gLeH/vkfgGfSBIFumMVp3CyqgAPDL8DMqnsknXPbNoKVXU5jDf9FtERfEokkT8pOKeBShkEacIhIN9Wds/pDcgbPwubNREQXds9ooBSn5kFWVgYVMl9nGpnMFqwfncBdh85D73RCiAIwHDoAPSL5zXq5F5MJIkCmFVY8U3uZvSP7IOh3QZcsq65phaa7zcht/tA3DBjVCf1kIg6jdSCiAH5iI1SwtRwTEkbpMa0BRMRc7YGa4tsZTqDBUpO1EzkUZrDWQgdngaJk4+4s19ZAAAhoVbo5RcgamNgtUqw93gFgrn7Jjfyu0Ty9OnTXd0FIp/x67lDKKkvw1Oj77vs86ROfPQFzFag561zoQi69JlLIvI9wSO2oRZArQ7InR/TuGDPS83q5ZypwfhBvCKByFOMpedhLC1F97mXfuxHawrOaRCiUmH0WBN+rd+MEapxOLBbgjuv74uvdubzygJyK79LJImofYwWI77N/wnpcWnoE96zxfL6Wi1O3HM/AKD81vsQnp2JEwMmYv4VLesSUeDQGtq+v5CIOk6TmQVJUBBCBg9yqf2V44Hdmh8wPWkidv4QjYnDojDlih4IUUvw4VlbHV5ZQO7ARJIoQP1U+As0Ri1uSpnWrNxgtGD9zkL8mlmEhxvKPtlXC5E8H6MGxMFoskKp4BlJIn+gkAZhUcJDCFv9XLvqr0pZiPCbVJ7tFFGA02RmQT1oIKTKtp/X2pbwUAl2132Hyb3Goq4gBfX6ctw0wXYAOK1vJNCQSPLKAnIHJpJEfkYIAaPVdMk6GqMGP57+LyYmjEKYIhRCCEgkEhiMFqxcdxR5JRoEWa2O+hHGOlxQReN/ORW4UGPAstuGMJkk8gMSiQS9ExV4Lnk+YJVhzpgYxH/xd6iE7Tsk5ZWXIFUqkZVXhbc3noBKrsTQ5Kgu7jWR/7JoNNCdykXcooUuta8PKsWVcWmoK0jBz1kluGN6X4SFSmGwGGFq8tuAVxaQOzCRJPIzRqsJS3a80K66O4v3YmfxXrw65Y9QyhTY8FMuCouqEKGS4+5rkoE3bPUm1B5Fj5vvwLptp1FYVIX1Owtx+/RkD46CiDrLj2e3QR4voDuXiG/2luP60EQMrjsNAJAoFMg6W481PxbCJA3C5LRYBCt5EInIUzRHsgEhEDpsmEvtFX2zsL8MQFAWgkcBX1cCX+9oWU+tZApAHcdPEREBsN0vMfLrVzHSXnCscdmg2gLgzRfwQMO/V6vuxpxJSfxBSeTjTtcWYW9pJm6ZfBO+/1qHC6Yg/CdmvCOR/NP7mSipswAAUhJCMW9yUhf2lsj/aQ5nQZXcB/LIiHa3Kag+6/R2BvVu//qJ2sJEksiPvXjV01DIFM3KPsz+CoW1JVianoE//rLKUX70dDXC2rlevdH2oOP01G5u7C0RdSYhBDac+gEJIbHoY+mJW06txO5eE1GgjHXUKa/RQ6VSYWJaLOZNTuIl7UQeZDWZoMk+ivAbpsNgMbarTVHdObyT9U8kh/dC2cFhuFBjhDJIit/d2B9pfSMhkUgghMCR/Gp89J88aA1mXD2iByKCea8zdRwTSSI/ppApoGySSObXFCLrwnHcOXguQhXNp2ur15vxbt8FSEuOQsbEaOSv+BtkFts9FPb7pADgrQ0ngDMa1Ot5fwWRLztcfgy51Wfw4PDFOPXyZ4iDFQ8+OBVCHYbCC6NRpzXhXqsBQ/pE8uoDok6gO3ESJrMBL6j+B+z4X7vb9QyNh/T0OFTVaNAjMhSllXq8vSEPsZEqxHcLxrkKHcqqbc+WTEmIxK2TUy77yC+i9mAiSRQgbGcfNqNnaA+M7jEMJmvzRDBEJYdJGoSiGhNOvf0+NBIVoqEBAEiVSkiVSgghUFRjdtQnIt9ktpqxMfdHDOnWHxe2FqL3hVzI5i2EKioSADA+zfYcycrKyq7sJlFA0WRmQd6tu9PtJGdG40ShFo/fMhj9E8Owfmchdh8pQ1m13pFAqhQyXllAbsdfgkQB4lDZUeTXFOLREXdBKpG2WD6kTyRUCinKqg0o0MphnPgbRO/4vFmdzLwqlFXroVLIMKRPZGd1nYjcbGfRXlzQVWFO3A0wb/8HahL7YfR1V3V1t4gClhACmsNZCB01HMBRAI23p+gMFuScqYHWYIZaKUdivBTvHv0ElfoaAMCZYgOeuCUNAxvue7x9ejLmTErC0dPVqNebEaKS88oC8ggmkkQBoM6owRcnvsOw7gMxMDql1TrBShlGxQA/FwPf9ZiE+4b3A3bYlgkhcDi3Emu+ywUATOTMjUQ+S2PS4vuC7ZiQmI7zH/wHPWDBwIfv5qVuRF3IcPYszFVViE4bCpTaEklhkWH9zmLsPnIeemPjI7kkMgtUcb2ARFsi+ejcgRiY1HzynGCljPMYkMcxkSTyc0IIfJbzLwgILBw4q816hvILGPnLl8hJuBaVQeF4c1MBeoy9Hz1jQvHBR8ea3F/BmRuJfNl/CnZACIG442r0PH8c1t/MQ0gMf3ASdSXNoUxIg4MR3C8FKLWVrV6fg4Ji2743NkqF2CgFTpwrh0mnhK40HsGJ2QCAlMTwruo2BTgmkkR+7tdzh5B14TjuHbYA4crQVusIswU5r/wdZiHBopuH4mipCbuPlKG0QovSCi0A3l9B5O2EEDA2eeB4a8q0Fdhx9ldMiR0P9Vffoyo2CWNvuqaTekhEbdFkZiEkbSgk8sb9a8E5DUJUKmTM7IeBfULw5uFPEBpTBknuVais6sLOEjVgIknkx85pyvHFie8wJm44BkX3azaduLHJ65y1X0NZXoKK39yJaWk9cUUaMGdSEgovmFGnNQGcuZHI6xmtJizZ8UK76m4v+wWYE4LlqXfyklaiLmaqrISh8Cyir7+2xbKMmf0wvF801h3/FoV1JQgumgidLhi3TY3Dv2xXtkJnsECpbtGUyOOYSBL5sZf2/wMAsPd8Jvaez2yzXtC+3chLnYiZN411lAUrZZy5kcjPhcXHdHUXiAKeJjMLkEkRMnQIms6nHhOpwrCUKBytOIVdxXuhKh8OQ00Efn/7YERFyPCvnbZ6OWdqMH5QcJf0nQIbE0kiQnFET1zz8HyemSDyExfP9livN+Gn4p1Qh9fiqg35+PI3/NFJ5C00h7OgHjAAMrUa5iZXC/WICka9WYe1x75BsKEHTOVJ+L87hiAuKrjZFUZaA5/rTF2DiSSRn1FIg/DkqAy8cuB9TOk1Fr9JmdZqPavFgv3PrUJQTQUSlz4MdbCik3tKRJ5in+3x18wiPHz8M0QDqOi7AOVSKcLUCgBnurqLRATAotNBe/wEYm+Z22LZuRoNPj22EVqjAZqTI/D4rGREhstgsBhhMBsc9dRK/pynrsFPHpGfMVvN+OfxfyE+NAaz+l2LIKkcOoOlxfOksj7cgO5lxdDOvxu9+sZ1dbeJyI3ssz0GWRsfGSBXGqEzhSAzcgCCmUgSeQXt0WOAxYKQ4cNaLKtP/h5ZF2yvVWm78I/8XUB+y3UM6h3RspCoEzCRJPIz/87/CWXaCjw95n5YzRJ8trPAcVYiDMCqvgsgkQchrbIeqUMmYPq1Y7q6y0TkZvbZHn93bTLwiq1s9rktqApKws4eIyG6tntE1ECTmQVFYiIUMd1dXgcnwqOuwkSSyI+crCrAtsJfMLvfdeiuiMHKdUeRV6JpdlYiOjQI57XAgchBqIoOwSSjhY/zIPIzQVYzfju9J7LqtmBcQ1lCdR2GP3E9kq1KfHjeVsbZHom6jrBYoMnKRuSUSY4yhTQIqyb/H9488BmO74uDVWt7RmRMhAo9ooNRWqlDeY3t2ZLJ8aF4fN4gKKRBXdJ/IiaSRH5CZ9bjk2Nfo19kb0xNGo/Pt55BXokGISo5Mq7t6zgrMePsNlSagrA1aTLyz9Vj/c5C3D49uWs7T0Ru9WjBlwh6FY4kEgDkEKh65WUEywDMt83WytkeibqOLi8f1vp6hDa5rFUikWBPySEUaE4DkhiM6heLo6drUF5lRnlVHQBApVDyuc7kFZhIEnmx9jxg3O7znH+j3qjD4yN+B4NR4NfMIgRZrci4ti+G9FQjr6Fej6oi9Lh1MZIT++DtjSew+0gZ5kxK4qUxRAGIsz0SdR3N4UzIIsKh6tPbUXZOU4ZvcjfDXNobc0aOxI3je7Y6zwH32eQNmEgSeTFnHjBuF6YMwZHcajx8/DNbwStwJJEOX3yCYABLAfyt32IcPV2N9NRubugxEXmDN4fcgMmWPKQdP+EoS/7bCkiVShjMRmDfagCc7ZGoK1gNBpx66DEAQPiE8ZBIpQBsk+W9f+QrWHTBSFWMwYxxiQBs90ByH03eiHsQIj9UrzcjzMn6ROTbqvQ1jtfSIfvwXwD/HRbTWOHgay3acLZHoq4VkjbU8XpT/naU1J+H4twk3LtwEKR8tjN5OSaSRD7C/oDxpoQQeO/I5zhbdw4ak9ZRHqKSY1XfBYgIlmJW7veINlRD1jBPY8orL0GqVEIIgT+9nwnUWRCi4lcBkTdx5rJ2ACirv4C3D3/q9HZ4eRxRxzQ9u9j/rdcgVSqdaq9OHQAAyK8pxOYz/4W5pD+WXD8GYWpOoEPej78eiXyEQqaA8qJEclfRXuRU5iFj6G14L3udo7x/QgiEVIYLBilKQ3sg9f47Ufma7VI2qVIJqVKJw7mVKKmzQKWQYUifyE4dCxFdmkuXtZuUWLC5ChZ5DLYPmoHCC3oEWc14tOBLAMA/hy/COY0FAGd7JOos9oNCVoPBUWbR6WFqOIZjMBtQV2vA+/vWQVITihv7T0C/RGeuKSLqOkwkiXyM/ab70ppq/OfsAYwfMAaDu/d3LC88WYSS99ZiuKInDkQOwo74cegni4R9XkYhBA7nVmLNd7kAgIlpsTwrQeQH5m0qhjl+KMYvzcB4iQzrdxZi95EyrEpebKtQy9keiTqitSsFrBZjY1JoMUJqabwcVZgtMJSX45kT77VcWcPMyY5LziUAIoHN2g9xvfWPLQ4cE3kjv0gkCwoKsHTpUuzYsQMAMHPmTKxatQoxMTGXbkjUyZy9XM1gMTa+NlqwfncBfs0swsPHP0MYgH/3XYCfTyshSk8Dtnv1Ufv6qwiTKHHd3FGozpMir0SDtzeewNKG9fzp/UyU1NnOSqQkhGLe5CT3DI6IPCLu3G9wuqSNs4tSC4JHbAMAiPHXY9yCmyCRSCAHcPv0ZMyZlMTZHola0db+WG+2nTlsuv9t2uaJnStarsyeFO55qcWijK/Lgbn8PUr+yecTyYqKClx99dUwGo14+umnYTabsXLlSmRlZWHv3r1QKHhEhzzD2aTQ3qbVnVA7rF6fg4JiPYKsVkdZZJgc5fVWbD9UiuBRtjJNrwEY98hvoQwLwbLRFsdZib/1azgr0XA5K89KELnGldgPkshhEu2f1Krpj9jTJXqEKFTIuDYJQQ3Pg507Mxjv7fsZpvzBjnrDb50ByUWTc3C2R/JFzsaYELY5AC7+/F+ujbP7479d9bRT9QEg4cEHgPPrba+LZqDwnB5yqxkPntkAAPj7gBtgMoUCUgvko3Y5vX6iruTzieQrr7yCoqIiHDlyBIMGDQIAjB07FtOnT8fHH3+MjIyMdq3HlSNTzv4w6Kw2rnyhtrUNjt+FI5OX4MpOyK7gnAYSuRWqpCNAvq3s/2WMwnf/Pogf8hr7N+7p+xyXxCgVMp6VuAzGPmO/s2L/9/990ak2jj5azci4NqnZ82A/z/oaQyqM6FZlxu6GMp3BAqXapU0EJMa+98Z+Rw66tpcr+2NLTa3jdcaGCwgyi1brmeQSvDenOwAgeEAKcN5WnnfejBBVaMNBIVsiKRlwEOnSecjMrUXrayPyXj6fSK5btw5TpkxxJJEAMG3aNKSmpmLdunXtTiRdmdjAlR8GndXGWd48Fm8ef0csH/skvt9zHnuPFOP+E18AAF5Png+ZSoExQ6KxT/p5s/pBVjOuHAvMHjofpT/+GQDwy8r3MPDMUdT1GIpfGuq19mOSZyXaxtj33rF48/g706MFXyLooufBZmysAACYZCewG7bL5nLO1GD8oOBW1kCtYex771g6O8YutT8e3VeN/SHfAABOP/cC0JAg/r3XLVAHKXD3tCSo3vgrAKDvqhdxrFiHj348AWBrq9vKmNkPab1CcKrh371MY5Axewj2nyrDh2dtZTwoRL7CpxPJqqoq5OfnY968eS2WjRw5Eps2beqCXlEgau89TE29/U1ew6WqUgTZbllETFgISuos2HXoguNSVbsHzn6FoAKBswDQcDIxqugoTDJgSNVR/ALbzo0/Jok6jyux70qb9tAa+DxY8j/Oxosr8fXO+uM4U2K7dcS+P46VWlCmteDXY9WQj24ou20+YLS1N0nluHvW4GZJ4TlTFRRxZowdp8LuelvZJwd+cGxHrjTi09MfQeTqYD/N8dA1kyGRSJDWNxJoSCS5Hydf4dOJZHFxMQAgMTGxxbL4+HjU1taipqYGERHOPXC5s34YdEYbb+2Xv42/tXuYXvjtKGQXafHupuOtXq5ScE6DEJUKGdf2BRraTJ5Wjx9O5KPqVHKL+vbLZC6HPyZd562fY1faeGu//G38rsR+W20OF9ZhzffHW9T/e8qNuFazE9HyRMQWngDQ+DxYvdkA/LoSAKBW+vQuvUt56+fYlTbe2i9X2zgbY+2tb78cGABm7fnQkUDaLTr5NQDAJAPeHm0761+d2hM4YluuUJqx7sw6fHKqCvc2tHn5wBqY5RIIAdivMs4sKEdQnO21VWqAvioKCkkPfHrjUNw5bhJCI0IANL8smftx8hXSru5AR9TV1QEA1OqW5/+Dg21Hcurr651er/1L6KGbBiPIAgRZbF9Cj88ZCnVQ6w+a9dY23tovfxt/03uY7ITRiLReIbjrml6Oshqttlmbq0abUCayHGVbc7cjyVSLsaaTrW6nPfhj0nXe+jl2pY239svfxt/e2NcbLC3aDEpsPOPw2nev4dPc1yCJ399iG1pEoPfiZzHh6QcdZfbnwR4t1jnKBvV27qApNfLWz7Erbby1XwBQXKRBhFyGh2b0c7R5/vaheHzmAITLW/9J2t4Yu1R9Y1ER+lTmYV5MlaPs+DPPtbq9S3nz8FrHa7O8DppaKYK1vR1lVypvwg0RizA/7neOsuuSpjped1PG4PV5d2HVvIV4YfYs9IuPahxTk8SW+3HyFT79SbU2zF55llEKPAAAGoBJREFUqZvLpVLnc+XWJjZo+qX1YcNN0639MPCWNt7aL18dv7a+Fj2jBWaND8NG2/EL7D/RmAC2dg9T3hNPAQCCZXBMDb5iyzrIopu0yW3e3999Uw6gHCYZkNVwBHRG0K34/mA19EYrHro51davJcsAACmvroRUqURWXhXe3ngCKoUMwye078wlteRtn2Nv+Oz7Wht3b8NQr0HvKGDu2AisbzgueeT4CUeb9sb+y998CiQ2b1PQpM2NP9j+ZZJdwNvzL3pUgNSC9zYdx13X9LKtE7YJUY6eqcZHm08CDRO3cgIt13nb59gbPvvtaXPP9F4YHK+yz/8GS10dBkfLsGhid3xSbSurLmns4KMFX9rO/B1r7G/+0qehApAhA95Os332D27aBIQ3adOOGGu2jYvqF/7tZQBATJP6n6Ynwz4LzhsDZ0Ix6FcoLAL3fmO7//idmXEwizAorGoA5wAAA0zX4pRsMwCgmzweL95se9wO5t4BAEht2J7ebMBXZbbXsVFqoNT2urxaj6y8KgzvF42LHcmvdrzmQSHyFRLR9BCIj8nKysLw4cPxxhtv4OGHH262bOnSpXjllVeg0WgQEhLSom1VVRW2bt2KadOmISoqCnqzAYvWPwYAePDL8haXONiZZGjcyZd1B2IveGebBl7XLy8dv7jQHZLuzm3DUhkDWXS5U236HIjB6VHOtVnUcwlKyvT47ufTCFMH4dGbB8Gy/EkAwOjPPsahglqs/uIwNDoTZk7og4xZQ1tfqQvsB2KsTR450l4SieSSB3IujsHOwtj3obH4UeyH5veApm+pS2Npr49mvwKVvPUzQc5i7Dfy18++S9so7w7EeD5eXGlj1976yvPDYYjLBACoCqZh4phwRMmUSHj1dQDA0A8+QFhkKPRmA+765gkAwG0JD2NdyZsAAN2B6fjjneORPiiuxXZ+yT6L13P+BgBYPX0FHt/yB1ubQ1MRqlThobnDMCI1BhKJBEIIHDpRjjc3HIJ1kC1JdWcsO8sfY588x6fPSCYl2R6kfu7cuRbLSkpKEBkZ2WoS6S6x+u4owwWvbOMsbx5LZ4w/URuLEie3kW4djEPYCQD4ZNCtePjKOMilEtT94zUAQNKfn0dwtyhIVDJg+3MAgOm33o73clcDAL4YeSdee3wqhMGI/b+13Xaf/sF7kKqU0Jn0wA//BwAIUwdh0Yw+OHW2GicKq/HSpwewtKEPj726C0XVtunrU5MisWjGwI68DdRO/vTZ9+axdErs6+Ocjv3hkkHIhu1H7keDb8W9V3eHSiaDruEH6ODXV0MdFQGD1eSI4wXX3uZ07JP38afPvivbiDfE4ZyTbZItfVDYEC//vGIORqeaILMKpK77DgBw+u5bIQkOBmRS4MK3AICR0ROQiY0AgI+GLsBdN/dFkNUCvGBLzoKf/zOkwUpYLGYg641m2/vsikX48+/GQmYxI/+RxwEAoz54FzKVqll8LZ5wNd7LtSWSSoTgd5OnwmowYG/DetQq20/kpudbwtRNfjZLLXj1y/1tJoVoeJhAsKrxSoHgEdtgAfB6zvdAzkVv1CAQ+RyfTiQjIyORnJyMgwcPtlh26NAhpKenu7TeL0bdhTefmAarwYi9d/4WADD072/CYLU0m9hg6phJWFdqmxjhn1cswgt3j4IwGh2XXLQ2GUJntbFz1zb8ffyTxkzEutJjTo0/dWgqDpXaEslyowxV0T2Q1isEDVe+QhkbCSgV2Huy8bKexOjGkCuq02Nb5mkM6amGqWE/U6aphtSkxMHcMke9nt3k0GpqsWReKtbvLMTuI2X4W7/FtoXVJqgUMkxMi8W8yUnQamrReBdmx3XrZntkiF6vh1br3JrVarVHD+R4AmM/AGM/fQLWlR51avxDBw1EdqntweEVBhl06kT0azJzo0kmQZ3BgH1txX6NCf89Uoy0Xo3xUaPTQmq1NGvz3JgnEaFuvI9SZ7Ag50wNtAYz1Eo5BvWOaHY5a32NBlqJ8/MCtIax7/+ffVdif/Jl4qW17VyZNgKFpfsAAGZZJG6+ejSE0YhTDYnk9PQrHW027rQlkoN6xCKz4XLQCp0EFkMIBjeJsZ7doyFVKpvFi11pnQUnCmubxVetTgep1dpmTJZW12HL/4432x/X1NfBUFfdbH/ctE17k8Kq6mo4q6qqyvE86M4WaLFPHePTiSQAzJ07F6tXr8bx48cxcKDtbMzWrVtx4sQJLFu27LLtq6qqYDabmz14t6jaiB2HC5t9CYVFR8FUV4ejZxq/EAYmhTuuez9XZ0F2kbZZG8dkCF3Qxs5d2+D4Lz1+SC14tx33MKmUzY9MfnB2m226b/ulOXteajEG+w9FpUKG26cnY86kJBw9XY16vRkhKjmG9In02L1R9ktUQkJCnN6haLXaS7axT5bVVRj77dsGx+/+2G9vmwh1cLMfk0o1Ou2RAIx9fvY9MX77PYJN29g1vUfQlRhr7ISb9sfbnmvRR5UL+1qFNAivTvljs7LLHRRSSIOc3o67+HPsk/v5fCL51FNP4ZNPPsE111yDpUuXQq/X46WXXsKIESNwxx13uLbSVr6EdCY99p083+EfBp3Vxt3b4PgvPf7gEdsgANuEBPadkP0o8cV96qBgpQzpqd3cu1Ky4Wef4++E2O/M7wtqJ372vXb8zsaLJ+PL1aTw4kkhO/OgEJEn+XwiGRMTg127dmHJkiX405/+BLVajVmzZuGll16CUunajcqtfglt+r3t/278YdAZbdy2DY7/km3aq+lOyGC0YOPus9hztBx6Y+PMACqFDOOHxODmib2gVMi69MhkoOFnn+P3VOyTd+Nn33vH7ymu7o+ZFBI18vlEEgBSU1Px/fffd3U3KMB09MikMhhYPH0AbpmU0mmXqhJRx7kS+0ESuU9d3kbUlZyNMfuEOE2TPFf3x0WVVtRpTQhTB6FntJT7Y6JL8OnHf3SEfQriUaNGISwsDEIIGK2mZnV0BgtKqhq/UBKipC1+GJiEuUWby/2Y8HQbV75Q29oGx9/2+Fs7MulvYmIap1UvLy9367rr6upw4MCBLnsEAGP/0tvg+Bn7dox9fvY7e/xdGWOe/Oz7An+MffIcJpINO5S28AuF47fj+P1jh8LYbx+On+O3Y+wHFo6f47fzl9gnz2n7qaFERERERERErfCLeyRdYbHYbqa+3NTGcnnjWxSI0xZz/By/nbvHb489eyx2FsZ++3D8HL8dYz+wcPwcv52/xD55TsAmkvX1toc25+Rc/BRZIupM9fX16N69e6duD2DsE3U1xj5RYOrs2CfPCdh7JPV6Pc6fP4+QkBDIZJyRi6izWSwW1NfXIy4uDiqVqtO2y9gn6lqMfaLA1FWxT54TsIkkERERERERuYaT7RAREREREZFTmEgSERERERGRU5hIEhERERERkVOYSBIREREREZFTAjqRLCgowJw5cxAdHY3o6GgsXrwY5eXlHmvnbVwdx8iRIyGRSFr8N2/evE7otWdkZGRgypQp7apbXl6Ou+++G3FxcQgPD8esWbOQn5/v2Q56mDPjnzNnTqt///T0dM920o0Y+4x9O8Y+Y5+xz9i/HMa+78c+eUbAztpaUVGBUaNGwWg04rHHHoPZbMbKlSvRp08f7N27FwqFwq3tvI2r47BarQgJCcENN9yA2bNnN1vWu3dvXHXVVZ3Rfbd6//33cc8992Dy5MnYsWPHJesaDAZMmDABJ0+exBNPPIHw8HCsWrUKEokEmZmZ6NatW+d02o2cGT8ADBgwAPHx8cjIyGhW3q1bN8yYMcNDvXQfxj5j346xz9hn7DP2Gfs7Llvf12OfPEgEqGeffVbIZDJx7NgxR9mWLVsEAPHuu++6vZ23cXUcJ06cEADE2rVrO6ObHmU2m8Xzzz8vJBKJACAmT5582TbvvvuuACB+/PFHR1lOTo6Qy+Xi2Wef9WBv3c+V8et0OiGVSsULL7zg+Q56CGOfsc/YZ+zbMfYZ+5fD2Pf92CfPCdhEsm/fvuKaa65pUZ6amiqmTp3q9nbextVxfP311wKA2L9/vye753E6nU4MGzZMABCLFy8WiYmJ7fpCnTp1qkhJSWlRft1114m+fft6oKee4er4Dxw4IACI9evXe76THsLYZ+wz9hn7TTH2GfuXwtj3/dgnzwnIeySrqqqQn5+PUaNGtVg2cuRI7N+/363tvE1HxpGdnQ2JRIKBAwdCCIH6+npPdtVj9Ho9amtr8cUXX+Djjz+GXC5vV7sDBw60+b7l5+ejqqrK3V31CFfHn52dDQAYPHgwAECj0Xisj57A2GfsM/YZ+xdj7DP2L4Wx79uxT54VkIlkcXExACAxMbHFsvj4eNTW1qKmpsZt7bxNR8aRnZ2NiIgIPPLIIwgPD0doaChSUlKwbt06j/bZ3cLDw3Hq1CnMnz+/3W00Gg1qamrafN8AoLCw0G199CRXxg807lDefvttREdHIywsDAkJCXj99dc90U23Y+wz9hn7jP2LMfYZ+21h7Pt+7JNnBWQiWVdXBwBQq9UtlgUHBwNAq0fcXG3nbToyjuzsbFRXV0On02Ht2rV4//33ERoaigULFmDt2rWe67SbSaXSdh+Ns/OXvz/g2viBxh3KyZMn8c477+CTTz5BamoqHnvsMaxYscLd3XQ7xj5jn7HP2L8YY5+x3xZ/+fsDgRv75FnOf6L8gNVqBQBIJJI260ilLXNsV9t5m46M48EHH4RcLsf999/vKFuwYAGGDh2KZcuWYeHChZDJZO7tsJfwl79/RyxcuBCTJ0/GU0895Xgfbr/9dlx11VVYsWIF7r//fnTv3r2Le9k2xj5j3xX+8vfvCMa+b//tGfuu8Ze/f0f4euyTZ/n3p78NYWFhAACdTtdimb3MXscd7bxNR8bx8MMPN9uZALajcosWLcL58+dx7NgxN/fWe/jL378j7rjjDjz99NPNdqpSqRQZGRkwGAzYs2dPF/bu8hj7jH1X+MvfvyMY+779t2fsu8Zf/v4d4euxT54VkIlkUlISAODcuXMtlpWUlCAyMhIhISFua+dtPDGO2NhYAP59E3Z4eDgiIyPbfN8AICEhobO75RV85e/P2Gfsu4Kx3zZf+fsz9hn7rmDsty0Q/v50eQGZSEZGRiI5ORkHDx5ssezQoUNIT093aztv4+o4CgoKMHjwYPzlL39psez48eMAgOTkZPd21suMGDGizfetX79+iIqK6oJedQ6dTofhw4fjgQceaLHMV/7+jH3GvqsY+4x9Z9p5G8a+6xj7vh375GFd/PiRLvPkk08KuVwucnJyHGX2B/OuWbPG7e28jSvjsFgsIjY2VvTu3VvU1tY6ys+cOSPCwsLE1Vdf7fF+e0rv3r3b9TylN998UwAQW7ZscZTZH0z8hz/8wYM99Kz2jj89PV2Eh4eLs2fPOsqqq6tFUlKS6Nevn7BYLB7spXsw9hn7TTH2GfuMfcb+pTD2fT/2yXMCNpEsKysTsbGxIiEhQaxatUr85S9/EREREWLEiBFCr9cLIYTIy8sTa9euFXl5eU618wWujv+rr74SAERaWpp47bXXxPLly0VcXJyIiooSx44d66rhdFhrX6ilpaVi7dq1IjMz01Gm1+vFwIEDRUREhFixYoV45ZVXREJCgkhKShLl5eWd3Gv3ae/49+zZI+RyuUhKShIrV64UL774okhJSRFKpVLs2LGjk3vtGsY+Y78pxj5jn7HP2Ldj7Ptn7JPnBGwiKYQQx48fFzNmzBAhISEiJiZGLF68WJSWljqWf/jhhwKA+PDDD51q5ytcHf+GDRvE6NGjhVKpFJGRkeLmm29udoTTF7X2hbp9+3YBQPz5z39uVl5cXCxuu+02ER4eLqKiosSsWbNEbm5u53XWA5wZ/44dO8SUKVOEWq0WoaGhYtq0aWLPnj2d11k3YOwz9u0Y+4x9xj5j346x77+xT54hEUKITrqKloiIiIiIiPxAQE62Q0RERERERK5jIklEREREREROYSJJRERERERETmEiSURERERERE5hIklEREREREROYSJJRERERERETmEiSURERERERE5hIklEREREREROYSJJRERERERETmEiSURERERERE5hIklEREREREROYSJJLrvhhhsgkUggkUiQm5vbZr05c+ZAIpFAJpMhOzvbqW0sWbLEsY3jx4+3WF5cXOx0v4moYxj7RIGJsU9ETTGRJJcNGzbM8fro0aOt1tmzZw+++eYbAMBdd92FoUOHOrWNffv2AQDCw8ORmprqKK+trcWTTz6Je++919luE1EHMfaJAhNjn4iaYiJJLmvPDmXZsmUAgODgYCxfvtyp9VssFhw6dAgAMGrUKEgkEgBATk4O+vfvj1WrVmHkyJGudJ2IOoCxTxSYGPtE1BQTSXJZ0x3KsWPHWizfuHEjfv75ZwDAE088gcTERKfWf/ToUWi1WgDA6NGjHeWbN29GWVkZAGDcuHFO95uIOoaxTxSYGPtE1BQTSXJZamoqFAoFgJZHJi0WC5555hkAQExMDJ5++mkAwPnz5/HUU09h8ODBUKvVCAkJQXp6Ot566y1YrdZm67Bf3gLYdigWiwVqtRpLlixxlM+cORPTpk1z/Pvbb7/F9OnTER8fj6CgICQmJuKee+5BRUVFi/5/9tlnGDNmDEJCQpCamoqPPvrI0V+JRIK77rqrRf2rr74a3bp1g1KpRFpaGtasWePku0bk+xj7jH0KTIx9xj5RM4KoA4YNGyYACJVKJSwWi6P8nXfeEQAEAPHGG28IIYTYv3+/iI2NdZRf/N/8+fObrfu+++5zLDt9+rTIzMxstd3vf/97IYQQK1eubHPdkyZNarbuRx55pNV6zz33nOP1W2+9JYQQwmw2i1tvvbXNdb/44ouefIuJvBJjn7FPgYmxz9gnsmMiSR1yxx13OL5YT506JYQQQqPRiPj4eAFA9O/fXxiNRlFbWysSEhIEACGRSMTy5ctFWVmZyM/PF9OnT3esY9OmTY51jxgxQgAQsbGxQgghrFarKC0tbbYDMplMwmq1ivLychEfHy8kEomYOnWqKCwsFOXl5c3WXVFRIYQQ4rvvvnOUXXHFFSIzM1MUFRWJG264odmOYt++fUII0Wwns2zZMlFaWirOnj3rqB8aGiq0Wm0nv/NEXYuxz9inwMTYZ+wT2TGRpA558cUXHV+2GzduFEIIsXz5ckfZ+vXrhRBCrF692lH22GOPNVtHTk6OY9kjjzwihBBCp9OJoKAgAUDceOONjrpNdwavvvpqi/6YzWZhMBiEEEIYDAaxcOFCAUBIpVKh0+mEEEJMnTpVABAymUzk5eU52paUlDjWrVQqhcFgEBqNRoSFhQkAYurUqcJkMjn+2759u6P+r7/+6sZ3lcj7MfYZ+xSYGPuMfSI7OYg64OIZ3K688kqsXLkSADB+/HjMnTsXALB161ZHvUcffbTZOsLCwhyva2trAQCHDx+GyWQC0PyG+//973+O101vuDcajVi7di22bNmC3NxclJaWorS0FBaLBYDtvg6VSgW9Xo9du3YBAK6//nr07dvXsY4ePXpALpfDbDbjiiuugEKhwK5du1BXVwcA2LZtG4KCglp9H/R6/aXfKCI/w9i3YexToGHs2zD2iQAmktQhF8/g9vzzzzu+gO07FgAoKSkBYHsuVNMvcQCOqb4BoFevXgBa3nBvZ9+hKBQKjBgxAgAghMDMmTOxZcsWqFQqzJs3D3fffTfCw8OxePFiALadm70fZrMZgG1q8aZOnjzpWDZmzBgAtkkC2iMhIaFd9Yj8BWPfhrFPgYaxb8PYJ2IiSR2UkJCAbt26oaKiAtu3b0d5eTkAYPbs2ZgwYYKjXmRkJABAo9GgtrYW4eHhAGw7g1WrVjnqzZw5E0DbOxR7+RVXXAGlUgnA9vDjLVu2AAA+/fRTx9HQd955x9HOfhRTJpM5yi6e0a1pffs2Y2JiHGUbNmzA7NmzHf+urKxEZGQkpFJOfkyBh7HP2KfAxNhn7BM5dOV1teQfpkyZ0uxmdblcLo4fP96sTtOZ1ebNmyfOnj0rCgoKxKJFixzls2fPdtQfOHCgACB69+7tKCsuLnbUnTRpktBqtcJgMIgNGzY4ylesWCHq6urE999/L2JiYlrcQG+xWERwcLAAIMLDw8X27dtFZWWlWLlypZBKpY769v5rNBoRFRUlAIhhw4aJzMxMUVNTIz744AOhVCqFQqEQL7/8suffZCIvxNhn7FNgYuwz9omE4GQ75AaPPvposx3KAw880KKOVqsV6enpzeo1/W/cuHGiqqpKCCFETU2NkEgkjp2PXVVVVbMvfTTc1F9SUiJCQ0NbrDMkJMTxuqSkxLGeZ599tkVdiUQiZDKZACCioqKE1Wp11P/8889bbNf+38SJE0V9fb0H310i78XYZ+xTYGLsM/aJhGAiSW6wZs0axxdsaGioOH/+fKv1tFqteP7558WQIUNEcHCwCA0NFaNHjxarV68Wer3eUW/btm2O9V38rKY1a9aIvn37CoVCIWJjY0VRUZEQQoiffvpJjBgxQqhUKtG/f3/x8ssvN5sxrunsakajUfzpT38SvXv3FiqVSkyePFn861//cuxQZsyY0aLvu3btEtddd50IDw8XarVaDBs2TLz88svCaDS64y0k8kmMfaLAxNgnIiGEkAghBIgCxKeffgoASElJQXp6umM2tq1bt2L69OkAgJdeegnLli3rsj4Skfsx9okCE2OfyHN4tzAFlC+//BKLFi3ClVdeiTfffBN1dXXIycnBM888AwCQSqWYN29eF/eSiNyNsU8UmBj7RJ7DM5IUUNatW4cFCxa0ufyZZ57BX//6107sERF1BsY+UWBi7BN5juy55557rqs7QdRZhg4disGDB6OsrAzV1dUwm82Ijo5Geno6XnjhBTzxxBNd3UUi8gDGPlFgYuwTeQ7PSBIREREREZFTeI8kEREREREROYWJJBERERERETmFiSQRERERERE5hYkkEREREREROYWJJBERERERETmFiSQRERERERE5hYkkEREREREROYWJJBERERERETmFiSQRERERERE55f8DLhD/P5DStVcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 917.5x346 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', show=SHOW, ax_size=[225, 225], \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Row x column grid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remove \"Temperature [C]\" from the DataFrame subset and make a grid of plots for each unique combination of \"row\" and \"col\" values.  Both \"row\" and \"col\" labels are included."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 957.5x601 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', show=SHOW, \n",
    "         ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', label_rc_font_size=13)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Wrap plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A wrap plot is an alternate view of the row x column plot.  For wrap plots, the row and column labels are condensed into a  single label above each plot window and the spacing between plots is eliminated (by default; can be overriden).  The x and y sizes of the grid are determined by the square root of the total number of plot windows.  x and y axes ranges are shared."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 857.5x621 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', wrap=['Temperature [C]', 'Boost Level'], show=SHOW, \n",
    "         ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', label_rc_font_size=13)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Other options"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Horizontal and vertical lines"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can add horizontal and vertical reference lines to a plot using one or more of the following keywords: `ax_hlines`, `ax_vlines`, `ax2_hlines`, `ax2_vlines` where \"hlines\" are horizontal, \"vlines\" are vertical, \"ax\" lines are applied to the primary axis, and \"ax2\" lines are applied to a secondary axis, if it exists.  The value of these keywords is:\n",
    "\n",
    "* a single float number\n",
    "\n",
    "* a list of float numbers\n",
    "\n",
    "* or a variable-length list of tuples (only first value is required):\n",
    "    \n",
    "    * item 1 (required) = x or y axis value of the line or the name of a DataFrame column from which the first entry in the column will be used\n",
    "    \n",
    "    * item 2: line color\n",
    "    \n",
    "    * item 3: line style\n",
    "    \n",
    "    * item 4: line width\n",
    "    \n",
    "    * item 5: line alpha\n",
    "    \n",
    "    * item 6: legend text (won't appear in legend without this unless item 1 is a name of a DataFrame column)\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Explicitly defined horizontal and vertical lines:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 598.125x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, show=SHOW, legend=True,\n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n",
    "         ax_hlines=[(0, '#FF0000', '--', 3, 1, 'Open'), 1.2], ax_vlines=[0, (1, '#00FF00')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Horizontal line using the first value of a `DataFrame` column:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 598.125x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Open'] = 0\n",
    "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, show=SHOW, legend=True,\n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n",
    "         ax_hlines=[('Open', '#FF0000', '--', 3, 1), 1.2], ax_vlines=[0, (1, '#00FF00')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Curve fitting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can add a polynomial line of fit of some degree to the plot with the keyword `fit` with an option to display the fit equation and R^2 value:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, show=SHOW, \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n",
    "         fit=4, fit_eqn=True, fit_rsq=True, fit_font_size=9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can disable the legend using `legend=False`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 494.5x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, show=SHOW, \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n",
    "         fit=4, fit_eqn=True, fit_rsq=True, fit_font_size=9, legend=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also constrain the region of interest for the fit by supplying a start and stop value to either the `fit_range_x` or `fit_range_y` keywords:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, show=SHOW, \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n",
    "         fit=1, fit_eqn=True, fit_rsq=True, fit_font_size=9, fit_range_x=[1.3, 2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also add a line of fit for each item in a legend:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 629.875x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, show=SHOW, legend='Die', \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n",
    "         fit=1, fit_range_x=[1.3, 2], fit_width=2, fit_style='--')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we legend and group by the same value and select a single color for the fit line, the legend will collapse to show only one instance of \"Fit\":"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 697.375x694 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, show=SHOW, wrap='Die', legend='Die', \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n",
    "         fit=1, fit_range_x=[1.3, 2], fit_width=2, fit_color='#555555', ax_size=[250, 250])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stat lines"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rather than drawing connecting lines between all points, you can draw a line through a representative statistic of the data, such as the \"median\" value of the points, using the `stat` keyword (any stats that can be applied to a pandas `groupby` object can be used).  For cases where the x-values are not identical for all data sets, use the keyword `stat_val` and specify an alternative x-axis to use for the statistical calculation (the actual plotted x-axis will be whatever is specified for the `x` keyword).\n",
    "\n",
    "First consider a plot of Voltage vs I [A].  Because the actual measured current values vary from the current set point value from measurement to measurement, the x-values for each data set are not identical.  The `stat` line thus computes the median value for each x value where there may only be a single data point.  The result is ugly and useful."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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T7WX5dwcoKa+k1FmJ0+1tEZ+PoAjoY8eOsWDBAiZNmkRaWtpZvW7Lli0A9OzZE4DS0lJiYmIaq5oiUk/uCi8Lv9rPys15uCpOrChkswJY8PoMc1tkuJXhfVKYOLJjixkQJA2vts/M5+tyWPFDXov4fLT4QWJxcXHs3r2bSZMm1el1VQH95z//mdatWxMbG0vbtm155ZVXGqOaIlIP7govz8/fyrL1ObgqfCQnRNK7czx2mwWvD7w+gzCbhT7nx5McH4mrwsey9Tk8P38r7gpvoKsvAXDqZyY+JgKA81pFtJjPR4sPaKvVit1e946AqoDetWsXs2fP5t1336Vbt25Mnz6dp59+uqGrKSL1sPCr/WRllxIdaeeXE7vzh3v606a1A4/XIDLcSkSYlUqvQUqCgz/c259fTuxOdKSdrOxSFn61P9DVlwA49TNzzcWdiIsO57lpA1rM56PFB/S5uvXWW/nDH/7AZ599xo033siUKVP44osvuPjii3n66ac5fPhwoKsoIvivH67cnAfA1Gu70K9La1wVPnPbtOu6Mm18VwBWbs7HVeGjX5fW3H1tF3Ob0918W0nS8Gr7zOQWltMmMQqLxdJiPh8t/hr0uapt5LbVamXq1KmsWrWK1atXM27cuDO+R0JCAgkJCafd7/P5MAzjtPutVv/3o9atW59lrVsmnWdwaerzXL3Z30WZmhjFqMHpON0enp+/FleFjzC7lcXf5gAQZrfiqvDy23c3ExMVjmEYNbbVheX4f0//f3BwCMbzLC2vqPb5WLIml+yCUgb3TDE/t5cOTmDB8v3kFpaz/7CHi/o0zHKSFovF/H+kNnXp8Q3ZgD6d5ORkwD9oTEQCr6S8EoD2yTGUlFfy5Ftr2J9bAkCrmHA6t40DoLjEzeGjLuJjI2ifHHPabWfLYvFH15m+ZAeDYDzPg/ml5BSWV/t8dG4bx5iMjmYZi8VC+6QYcgvLzc9YcxOSAe10Ohk6dCgXX3wxs2bNqrZvx44dAHTu3LlBjlNeXn7a/VXf5I4cOVLvYzVnOs/g0uTn6XMDsCf7KDNeW8Gxcg/XX9KBD5fvw2qBWy5tD8APuwoAuKx/MoO6JWIYRo1tdaG/Z8v13c5Ctu8tMj8fFoulxnkahsH+3GP+F/jcDXb+UVFRREdHN8h7hWRAOxwOwsPD+eCDD3j00Udp397/P/jRo0d5+eWX6dKlCxkZGf/xfYqKivB4PI1dXZGQ1istnogwK4ePuolx2Hnktt7Ex0TwyTcHyC9ysSmrCAPIL3YRGW4z74v+IauoxjYJDb3S4okMt5qfj35dal6OaazPR3l5+RkbZiUlJWf9XiExSCwvL4/333+fTZs2mdteffVVysvLGTZsGC+88ALPPfccAwcOJC8vjzfffPOM1xBEpOkUl1aYj30+g7wil3mfM8Abn+zijY93ATC8TzKR4VY2Zh7hzcWZ5raWMCmFNBxHhM38fMxdnMnGzCNmF75hGC3m8xESLejt27czZcoUZs6cSd++fQEYOnQoy5Yt44knnmDmzJlYrVaGDh3K+++/z9ChQwNcYxEB2J9XxgsLtpIQF06E3ca+vDJeXriD5PhIkhMisdss5gQUdpuFvCNOfjV7A/nFLgDS28YwcWTHMx1CgtTEkR3Zk1NCVnYpLy/cwYLl+2mfFMP+3GMt5vMRdAG9d+/eGttGjRpV6wCIkSNHsnz58iaolYjUVeahEl78cBspCZH8v0k9Cbdbj88KlU9+scv8R9Zm9Q9y8ngNNu8pBiAy3MbwPsnNfqYoaTwR4TYeurmX+ZnJLSwnt9Df9dxSPh9BF9Ai0vJt21vMK3/bQaeUGH55Y3ccEf5/qiaP6cyEER01F7eclYhwm/mZ2X/Y4x+t7XO3mM+HAlpEmpUNu4/w54920qNTK+77STciwqr/Q+qIsNU6Iruuo7QldDgibOZ9zi1ptLoCWkSajdVbC3hz8W4GdG3Nvdd1xW7TYE0JXQpoEWkW/r0xl3c/+5FhfZL46dVdzGvLIqFKAS0iAffZmkMsWL6Pywe04dYxnbFaFM4iCmgRCRjDMPho5QE++eYg117UjgkjOppTT4qEOgW0iASEYRjM/2Ivn3+Xw8RRHRk7tH2gqyTSrCigRaTJ+XwG73yWxdeb8plyRWcuG5Aa6CqJNDsKaBFpUh6vjzmf7mb9zkKmXtuFi3snB7pKIs2SAlpEmkxFpZfXP9rJtr1H+e/ruzFQ9y6LnJYCWkSahNPt5eWF29mTU8r0iT3o3VkrTImciQJagprT7WXD7iNkHvKv+9qlXRz9L2jdIqb5a6mcbm+NaTe9Ph8vfbidnCNOHripJ107xAW6miLNngJagpK7wsuC5XtZ8UM+Xt+JhVKWb8jDZoURfVO46bK0Zj1RfkvjrvAeX5ggz1xhCiAizIrdbgXD4OFbepHWJiaAtRRpORTQEnTcFV6e/etW9uSUmtvCw6xgQIXHh9cHyzfmsTe3lBm39lZINwB3hZfn528lK9v/O09OiCS1tYODBeUUHnPjrvTRITmK1NaOANdUpOVQQEvQWfjVfjOcI8KsTLvuAvp1aQ3AD1lFzP5kF64KH3tyy1j41X4mj+kcyOoGhYVf7Scru5ToSDtTr+1C3/QE8opcPPfXLcRF2fF4DQ7kl+v3LVIHCmgJKk63l6835ZnP/2t8V3p1jsfp9gLQtX0cP70qnTc+2Q3A15tyuXpIWyIboBUd4awEoNzlqfd7NWennqer4sTv/PYrz+eC9nHszS3jT/+3nRiHnQdv7sm+vDJeXriDlZvzmTCio8YAiJwFBbQEla17i3FX+q9/JrWKIKfQyRuf7MZV4a21vLvS4IE/r2/KKga1WR/vMh93TInmgZt6EhcVRnxMOMnxkeQXu9i6t1hLQ4qcBQW0BJWyk1qvJc5KPly+j1H9U+jRqVW1cktWH2JfXhkAoy5MoWda9f3nIibGP/iptLT0P5Rs2U49z217j/LvjXl0Solm7EXtALBaLPRMizdbyhaLhdREB/nFrmp/IxE5PQW0BJWTVyis9Ph47I4+dE6NrVbGMAwW/nuf+bxX5/gGadG1bu2/zt2SFoQ/F6eep8Vi4d8b83BWeBnULbHWxS4MwyCn0AlAdKT+2RE5G1oNXYKCzzBYviGX+V/sNbd5fXCsrLJG2R+yisgvdgP+QWS90jRhRn30SosnMtxKfpGLTVlFtZbx/85dRIbb9PsWOUsKaGnx9uaW8sy7m3n3nz8yoGsiI/qdmNt51se72LC7EMMwMAyDDbuP8MZJ10kv6ZuiAUv15IiwMbxPCgBzF2eyMfMIhuG/99wwDDZmHuHNxZkADO+TrN+3yFlSX5O0WOUuD39bsZ/lG3Jpd14Uv57cm64d4nBXeDmQX86enFLclT5e+dtOwu3+76IVnhMTaHRuE83EkR0DVf2gMnFkR/bklJCVXcrLC3eQHB9JaqKDnEIn+cUuANLbxuj3LVIHCmhpcQzDYPXWwyz4ci8VHi83XZrG5QPbYLf5Qzgi3MaMW3pVm0ns5GC2WS2M6JusmcQaUES4jYdu7nV8JrF88otdZjBHhtsY3ieZiSM76vctUgcKaGlRDhWU897nP7LzwDEGd0/klsvTSIiNqFEuItzG7Vemc+OoNM3F3UQiwm1MHtOZCSM61piLW79vkbpTQEuL4Krw8sk3B/h8XQ7ntYrgwZt60ussVkNyRNi4uHcSF/dOaoJaCvh/57rPWaT+FNDSrBmGwfpdR/hg2R5KnR6uG9aeq4e0I8yu8Y0iEtwU0NJs5Re5eP9fP7L5x2L6pScweUxnkuIjA10tEZEmoYCWZqfS42PJt4dYsvograLDuH9Cd/pfkFDrBBgiIsFKAS3NyuYfi3j/8z0UHnNz1ZC2jLuovUb+ikhIUkBLs1B4zM1fl+1h/a4j9OjUil/e2J3UxKhAV0tEJGAU0BJQHq+Pf32Xw8crDxAZbuPe6y5gSI/z1J0tIiFPAS0Bs2P/Ud77/EdyCp2MHpjK9cM7EKWFFEREAAW0BMDRsgo+/HIfq7YWkN42hid+2o+OKdGBrpaISLOigA4BRSUVfL4um2PllcRFhXHF4LYkxIY36DGcbu9/nD3K5/OvOPW3FfuxWizceXU6w/smY1V3tohIDQroIHasrIIXFmzjQH55te2frc2mQ3IUD97Uk7jo+gW1u8J7fP7lPFwVJ+a7jgy3MrxPirk4wq79Rbz2f5vYl1fGiH7JTBzZidiosHodW0QkmCmgg9SxsgoefuN73JX+0LRZLURH2ilzefD6DA7kl/PwG9/z3LQB5xzS7govz8/fSlZ2KQDJCZGktj6xgtGy9TlkHjpGevsEvlx/kA5J0Tw6pQ9d2sU22HmKiAQrBXSQemHBNjOcxw9rz3XD2mO1WvH5fHzyzUE+/uYg7kofLyzYxlN3XXhOx1j41X6yskuJjrQz9dou9E33TyZiGAYbs4qY/fEu9uaWcbCgnJ+N68XQ7nHYrOrOFhE5G5rQOAgVlVSY3drjh7Xn+ks6YrX6/9RWq5XrL+nIuIvbA3Agv5yikoo6H8Pp9rJycx4AU6/tQr8urc1bow4WlLP020PmFwS7zcrlgzoonEVE6kAt6CD0+bpswN+tfd2w9hiGwY79xyh1Vppl2p0XicUChgHv/jOTi3sn1+kYWdkluCp8tIoOw13pZd2OwwBkHixh2focUlo7eOjmnsz77Efyi138sLuAbu1qLgspIiK1U0AHoWPl/iCOjrRjtVpZuTmft5Zknrb8xsxiNmYWn9OxjpZVMuvj3ebz8DArE0Z05MqMtthtVlITHeQXuygprwQU0CIiZ0sBHYTijo+OLnN5KDrmYv4XexncPZGfXpVulvH5fEx/7Tt8Phg9sA0/uaRjnY6xMfMIcxdnkhQfwcw7+prd22F2q7kUpGEY5BQ6ATRiW0SkjnQNOghdMbgtAF6fwfMLtmG1wpQrzicq0m7+fP5dLr7jd0VdM7R9tX1n89P/gkQiw60UFLvJPFRibj95neYfsorIL3bhiLDT74KkQPwqRERaLAV0EEqIDadDsn+hiZxCF13bxxEd6Z80xOfzsWjFfj5ddRCADslR5zRpiSPCxvA+KQDMXZzJxswjGIYB+FvOGzOP8OZif7f65YPaawpPEZE60r+aQWra+At4dO4PAKzfdYR7XlhDVKSd8uP3QQNEhFl58Kae53yMiSM7sienhKzsUl5euIPk+EhSE0/cBw2Q3jaGKVd3r/8JiYiEGAV0kFr6bTYRYRYS4yLJLnTi9RnHB2r5NcRMYhHhNh66udfxmcTyyS92mcEcGW5jeJ9kJo7sSGS4PmYiInWlfzmD0OYfi1i5uYA7r05nRL+URp2LOyLcxuQxnZkwouN/nItbRETOngI6yDjdXuZ9lkXPTq24pK//3uaE2HBuuiytUY/riLAxqFtiox5DRCSUaJBYkFm0Yh8lTg93XJ1u3vokIiItjwI6iOw+eIwv1udyw4iOJMdHBro6IiJSDwroIFHp8fGXf2RxftsYRg9MDXR1RESknhTQQeLjbw5w+KiLO6/pglWLUoiItHgK6CCwL7eUpd8eYtzF7Wl3XlSgqyMiIg1AAd3Cebz+ru1250VxzdB2ga6OiIg0EAV0C/fZ2mwOFJRx5zVdsNv05xQRCRb6F70Fyyks5+OVB7gqoy2dU2MCXR0REWlACugWymcY/OUfWSTGRXD98A6Bro6IiDQwzSTWzJxuWk6n21ttKs2CIheZh0r41a29CA/TlJoiIsFGAd1MHCur4IUF2ziQX15t+2drs4lx2Kmo9FLhMarta5/kIK2NurZFRIKRuribgWNlFTz8xvdmONusFuKiwrAe/+uUOj1UeAzOaxVOv/QEwu3+HQcLnDw/fyvuCm+gqi4iIo1EAd0MvLBgG+5KHwDjh7VnzoNDePkXg7n0wpRq5SLD7QzqlkiFx8f44e2JjrSTlV3Kwq/2B6LaIiLSiBTQAVZ41GW2nMcPa8/1l3TEarXidHv5ZksBABk9/KtEHSwo53//lcXFvZK4fnhH7r62CwArN+fjdKsVLSISTBTQAfbpyh8Bf7f2dcPaA7Bx9xFeW7QdV4WPyHAbYTaomrzTa8Ato9MA6JeeQHJ8JK4K/wAyERGbBf7EAAAgAElEQVQJHgroACsucQMQHWnHevyi82drs9m27xgAVgvkFLqxHP9LdWkXR4wjDACLxUJqogOAMpeniWsuIiKNSQEdYPGxEYA/YH0+/3XoUmclfdPjAYiJCuOR23phOd6G7pQSbb7WMAxyCp2AP+BFRCR4KKADbNzw8wHw+gw++eYgACVODx2To4kMt5Jf5GLO4ky8Pv8tVlcMbmu+9oesIvKLXUSG2+iVFt/0lRcRkUajgA6wxFaRdEj2r0D18TcHWbRiPyVllSTERjCsdxIAa7cXAtA+KYqE2HAMw2Bj5hHeXJwJwPA+yTgiNFmJiEgwUb9oM/DgTT15+I3vcVf6+HSVvxW98N/7cHuqj8x2uT386f+2k1PoJL/YBUB62xgmjuzY5HUWEZHGpRZ0MxAXHc5z0waYLWkAZ4WX45ekiXHYiQizcPhYRbVu7dEDU3no5l5EhKv1LCISbNSCbibiosN56q4L2ZhZyMsLd3JhegJtEh2nnYu7V1q8urVFRIKYArqZsRy/n+r2q84n4fgIbwBHhI1B3RIDVS0REWli6uJuZkrLKwHMe51FRCQ0KaCbmVKnh4gwK2F2/WlEREKZUqCZKXVWqvUsIiIK6Oam1OkhNkpDA0REQp0CupkpdVYSrRa0iEjIU0A3MyXlHmIdakGLiIQ6BXQzU+ryEKOAFhEJeQroZqa0XIPEREREAd2sGIahQWIiIgJoJrGAKzzq4sMv91JUUoHT7cHrM8grcuF0ezWVp4hICFNAB8ixsgqenPcVe3NKauz7fF0O/96Qy4h+bZg4sqMWwxARCUHq4g6AY2UVPPzG97WGc5UKj8Gy9Tk8P38r7grvacuJiEhwUkAHwAsLtuGu9JnPoyJs/HJid34xoWu1clYLZGWXsvCr/U1dRRERCTAFdBMrKqngQH45AHarBYB7xl1Avy6tcVYYAIwd2hYAn/8pKzfn43SrFS0iEkoU0E3s83XZgL917PEZpCZG4fMZPDxrPR8s20N4mJUJIzpiOx7ejggbrgr/WtAiIhI6NEisiR07vpxkeJgVV4WP9skx7D5UQrnby2UD2tD2PAdWq5WoSDsl5ZVEhtlwur2UuTwBrrmIiDQlBXQTi4vyT0JScfwa9MH8UhzhMZzXKoIJIzoC4PP5KD8eyK5Kf9d2dKT+VCIioURd3E3sisEnri/brRZyCsvJKXRWC+CPVh7Ee/wCtNPtJTLcRq+0+IDUV0REAkMB3cQSYsPpkBwF+K9BA2QdKqHC48Xr9bJoxX4+XXUQAIv/MjTD+yRr0hIRkRCjgA6AB2/qSUTYiV+9z4DMQ6Xc/fwaM5wBDAPS28YwcWTHQFRTREQCSAEdAHHR4Tw3bQBpqbGnLRMRZmH0wFQeurmXZhITEQlBGnkUIHHR4bz8PyMpPOri3me/IDnBQVKrCLq2jyMpIZJeafHq1hYRCWEK6ABrHReBzweX9U/hsgGpga6OiIg0E+riDjB3pRevz8ARoe9KIiJyggI6wMqc/olLonSfs4iInEQBHWClxwNaE5GIiMjJFNABVub0zxgWpQFhIiJyEgV0gKmLW0REaqOADjB1cYuISG2CLqCnTp3KqFGjzqpsQUEBd955JykpKcTFxTF+/Hh+/PHHxq3gKcpcldhtFsLsQfenEBGRegiqVHjrrbd48803z6qs2+3m6quv5m9/+xv/9V//xRNPPMF3333HiBEjKCwsbOSanlDmrFT3toiI1BAUyeD1ennmmWd44oknzvo17777LuvXr+fzzz9nzJgxAFxzzTX06dOHF198kWeeeaaRaltdqbNS3dsiIlJDi29Bu1wuBgwYwMyZM5kyZQrt2rU7q9fNnz+f9PR0M5wBunfvzuWXX878+fMbq7qmopIK5n68hRUbDlFU4ubfG/Nwur2NflwREWkZWnzTzeVycezYMRYsWMCkSZNIS0s7q9etX7+eK6+8ssb2AQMG8M9//pOioiISEhIauLZwrKyC5/+6lYOHndW2z/ssi3c/y+KSvsncOrqzFsgQEQlxLT6g4+Li2L17N3b72Z9KaWkpR48erbW1nZrqnw97//79DR7Qx8oqePiN73FX+mrdbwArNuWzL6+MX0/urZAWEQlhLb6L22q11imcAUpKSgCIioqqsc/hcABQVlZW/8qd4oUF28xwDrNbePSOgaSlxjKyXxLXXXziy8K+vDIWfrW/wY8vIiItR4sP6HPh8/lD0mKxnLaM1dqwv5qikgoO5Jebz++7vhsZvVI5XOwiNiqcn4zoxLiL25v7v96Uq2vSIiIhrMV3cZ+L2NhYAJxOZ419VduqypxJQkLCGbvBfT4fhmEA8Mnqbeb2Nq0djBqczsH8MkqdlbSKi6F169bcdV08//j2EF6fgbvSYP9hDxf1SarTuTVHVV92WrduHeCaNC6dZ3DReQaXpjpPi8VyxgZeXXp8Q7IFHRcXR3x8PDk5OTX2ZWdnA9C2bdsGPWZxidt83CElFovFQpnLP4vYoB7JgP8DFOMIM8uVlFc2aB1ERKTlCMkWNED//v35/vvva2zfsGEDXbp0aZABYk6nk/Jyf7d2hN0wt+/NOUphYSE+n7+Lvby0hCNHvPh8PkqcFSfewOfmyJEj9a5HoFV9Yw2GczkTnWdw0XkGl6Y6z6ioKKKjoxvkvUI2oG+44QZ+/vOfs2zZMkaPHg3Ajh07+OKLL/jVr351Vu9RVFSEx+M5q7JXDG7LZ2v9rfOCYjebsopISfJ/YKouhX+08iDHL48TEWahV1p8Hc5IREQCrby83GyY1aZqkPLZCIku7ry8PN5//302bdpkbrv77rvp3r07EydO5JlnnuGll17i8ssvp23btkyfPr3B65AQG06H5BOjxl//aCfb9vinFPX5DBat2Menqw6a+y/p2waHlqAUEQlZIRHQ27dvZ8qUKSxatMjcFhERwRdffMHVV1/Nc889x29/+1sGDx7Ml19+yXnnndco9Xjwpp5EhPl/5ZUeg/c+2wnAb976gU9XHTLLdUqJZuLIjo1SBxERaRmCrot77969NbaNGjXKHE19srZt2/LXv/61CWrlFxcdznPTBtQ6kxiABTSTmIiIAEEY0M1dXHQ4v727P0UlFfzfVwdZvSWXC9rFcnGfZIb0OE/d2iIiAoRIF3dzlBAbzrXDOgNw19gujLowReEsIiImBbSIiEgzpIAOIAP/dfEzzDgqIiIhSgHdDFhQQouISHUK6ACqZWC5iIgIoIBuHtSAFhGRUzTIbVZut5tNmzbhcrlo27Yt6enpDfG2IiIiIaveLegXXniB5ORkhg4dyqhRo+jWrRsAL730Ei6Xq94VDGZVXdxqQIuIyKnqFdBvvfUWDz/8MCUlJRiGYf4A/PrXv+aqq67C6/U2SEWDmQJaREROVa+Afvnll7FYLIwdO5bly5eb24uLiwH4+uuvefXVV+tXwyCVU+jkg893APD20kxyCmtO/SkiIqGrXgG9a9cuAGbPns3w4cPN7fHx8cyaNQvDMJg3b179ahhkCoqd3P/yWh6Zu4Ed+/xfZLbtO8Yjczdw/8trKShWUIuISD0DOiYmBoDw8PAa+yZOnAhAZmZmfQ4RVAqKncyYvYFSZ+1rSJc6PcyYvUEhLSIi9Qvovn37AvDHP/4RyynTYVWtKmW3az2OKk/N22wODBvSI5HH7hwEwLP3XMiQHomAf+DYU/M2B6qKIiLSTNQroH/2s59hGAbPPfccV155pbn9448/ZsqUKVgsFi666KJ6VzIY5BQ6zZbzkB6JTBvfDZvNvziGzW5j2vhuZHT3h3Sp06Nr0iIiIa5eAT158mQmTZqEYRh8+eWXZit6woQJbNq0CavVyqOPPtogFW3pPly+13w89douADXWqL5nXJday4uISOip933QH3zwATNnziQmJqbarVYJCQm8//77DBs2rCHq2eKVlFcCYLdazJZzlaqLAzabDZvVUq28iIiEpnpfILZarcycOZOHHnqI1atXk5eXR1JSEsOGDSMqKqoh6hgUYqPCAPD4DLxeb42QBvB6vXh9RrXyIiISmuoV0HfddRcZGRlkZGTQt29fLr/88oaqV9CZdGkaGzOLAJi7OJNp47udmEnseBN6zqeZ1cqLiEjoqldAv/POO+Z9zhEREVx44YVkZGQwePBgMjIyuOCCCxqkksEgNdFBjMNOqdPDmu2FGMZOxgxJA/wt51kf7WTtjkIAYhx2UhMdAaytiIgEWr0COjExkcJCf6i4XC7WrFnDmjVrzP0JCQkMHTqUSy+9lIkTJ9KpU6f61baFe/yOPsyYvQHDgLU7Cs1AfuiNjWYZi8VfTkREQlu9BokVFBTwxBNPmM9tNlu1gWJHjhxh6dKlPPzww3Tp0oXHHnusvvVt0ZLiHTx7b39iHLV/L4px2Hn23v4kxav1LCIS6uoV0O+++y5PPvkkY8eOJTs7m4qKCnbs2MEvf/lLrFYrdrsdq9WKYfgHRv3ud7/jf//3fxuq7i1SUryDV6dn8Lup/enaoRUAvTu34ndT+/Pq9AyFs4iIAPUM6N/97ncAzJkzhzZt2gDQtWtXXnzxRf7whz/g8/n4+9//zr/+9S8GDRqEYRjMnTu3/rUOAqmJDiZd3hWAu8deoGvOIiJSTb0C+uDBgwAcOXKkxr67774bn8/HSy+9xOWXX24OJtu2bVt9DikiIhIS6hXQvXr1AuCOO+5g37591fb98MMPAHz77bcAdOjQATixFKWAOY+YFoQWEZFT1GsU9y9+8QumTJnChg0buOCCC7jqqqsYOHAghYWFvPfeewCkpKTg9Xp58803gRMrYMkJymcRETlVvQJ68uTJrFmzhtdeew2Px8OSJUtYsmQJ4J9n2mKxcMcdd7Bu3Tr+3//7f1gsFvr169cgFQ8Gp87FLSIiUqXec3G/8sorfPrpp1x22WXVbrNyOBw88sgjPProo2RlZZnl77vvvvoeMvhY1IYWEZHqGmSx5rFjxzJ27FjcbjfZ2dnYbDY6dOhQbY3ocePGceuttzJx4sSGOKSIiEhQa5CALi4uJioqioiICDp37lxj/+TJk5k8eXJDHCqomHNxB7YaIiLSDNUroI8cOcINN9zAihUrsFqtdOvWjYsuuoihQ4fSv39/2rVrx/79+xk8eHBD1TcoqYdbREROVa+AnjFjBl999RXgX/Bh27ZtbN++nb/85S9mGYvFgsfjqV8tg5SBBomJiEjt6jVIbOnSpVgsFsaMGcOtt94KUG0u7qofqSmn0MnCL/3LS875ZBc5hc4A10hERJqTerWg8/PzAfjrX/9KTEwMCxYs4J133qG0tJTHH38cp9PJM8880yAVDRYFxU6emreZUueJXoXNe46yee4GYhx2Hr+jj+bjFhGR+rWgzzvvPMC/1GR4eDht2rTh2LFj3HvvvWZQe73eBqloMCgodjJj9oZq4XyyUqeHGbM3UFCs1rSISKirV0D37t0bgJ/+9KdUVlbSpk0bc2rPESNGADB79ux6VjF4PDVvszlye0iPRB689UIAXr5/IEN6JAL+kd1PzdscqCqKiEgzUa+Avv/++zEMgy+//BK73U56ejoLFy7ko48+4pVXXgFg//79DVLRli6n0Gm2nIf0SGTa+G5Yrf5fv91mY9r4bmR094d0qdOja9IiIiGuXgE9btw4nnvuOVJSUszBYk6nkxtuuIHf/OY3WCwWevTo0VB1bdE+XL7XfDz12i61lrln3IntJ5cXEZHQU++pPh988EE2bdoEwO23387o0aPN0dvR0dG88MIL9a5kMCgprwTAbrVgs9lqLWOz2bBZLdXKi4hIaKrXKO4rrriCjIwMnn76aQDCwsL4/PPPWb16NXl5eQwdOpQ2bdo0SEVbutioMAA8PgOv13t83nL/vqqJSrxeL16fUa28iIiEpjq1oLOzsxk3bhxPPPEES5cuZdmyZfz+97/H5/NVK3fRRRcxduxYVq9eTU5OToNWuKWadGma+Xju4sxay8z59MT2k8uLiEjoqVMLum3btnTr1o3f/va31bZPnjy52hSfYWFheL1ebrjhBtq0aUN2dnaDVrolSk10EOOwU+r0sGZ7IYaxk2H92gPg9fqY9dFO1u4oBCDGYSc1UfdCi4iEsjp3cc+cOZP33nuPgoICc7WqDz/8kA8//BCA8PBwLrzwQiIjIwEoKipqwOq2bI/f0YcZszdgGLB2R6EZyPe/8p1ZxmLxlxMRkdBW50FisbGxfPXVV7z44ovmNJ4nT+vpdrtZu3YtK1aswGKx0L59+wavdEuVFO/g2Xv7E+Oo/XtRjMPOs/f210xiIiJyboPEunfvTvfu3XnkkUdwu93k5uby3XffsWbNGtasWcO6desoKirCarXyyCOPNHSdW7SkeAevTs8gp9DJW//IIuvQMfqmx3PzZZ3VrS0iIqY6BfSuXbvo2rWr+by0tJStW7eSnJzMNddcwzXXXGPuy8nJISoqilatWjVcbYNIaqKD60ek88e/buC/x3cjIrz2W69ERCQ01Smgu3fvTqtWrRg4cCCDBw82f2qTmpraIBUMZuY6X1oPWkRETlHnLu6jR4+yfPlyli9fbm5LTk6uFtiDBw8mMTGxQSsajKqu4SufRUTkVHUK6OnTp/Pdd9+xYcMGysvLze15eXksWbKEJUuWmNs6derE4MGDycjI4IEHHmi4GouIiISAOgX0Sy+9BIDP52Pr1q2sW7eOdevWsXbtWrZs2UJl5YnpKffu3cu+fftYuHChAvo/qLpdTUREpMo5jeK2Wq306dOHPn36cNdddwHgdrvZuHGjGdrr1q1j586dDVpZERGRUFGvubhPFhERwZAhQxgyZIi5raSkhPXr1zfUIYKOYfznMiIiEpoaJKA/++wzPvvsM44dO0aHDh0YN24cgwYNIjY2llGjRjXEIYJSVT6rh1tERE5Vr4A2DINbb73VnOazytNPP82ECRN46623iIuLq1cFRUREQlG91oOeNWsWCxYsqDbVZ9XPokWLuOaaa6oNHJNTqI9bREROo14B/fbbb2OxWLjiiivYvn07Bw8e5NNPP2XUqFEYhsHq1auZPXt2Q9U1qOQUOvlk5R4AXl+0g5xCZ4BrJCIizUm9uri3b98OwOzZs+nUqRPgX5Jy7Nix3H777bz//vu8//77/PznP69/TYNEQbGTp+ZtptTpMbdtzCpmY9YGYhx2Hr+jjxbLEBGR+rWgq2bCiomJqbGvas3oqhAXfzjPmL2hWjifrNTpYcbsDRQUqzUtIhLq6hXQaWlpALV2Y9vt/sa51+utzyGCylPzNpuXnYf0SOS/J/QGYM4DGQzp4Z8a1TD85UREJLTVK6DHjh2LYRg8/vjjPPDAA+zduxfwr3L1P//zPwCcf/759a5kMMgpdJot5yE9Epk2vhs2m//Xb7PbmDa+Gxnd/SFd6vTomrSISIirU0Bv27at2vMHH3yQpKQkDMPgT3/6E+np6SQkJJCQkMDf/vY3LBYLkyZNatAKt1QfLt9rPp56bZday9wz7sT2k8uLiEjoqVNA9+vXj3vuuYecnBzAv4rVP/7xD9q0aWPeXnX06FG8Xi+GYTBo0CAeeuihRql4S1NS7r/dzG61YLP5136u6u6umqfEZrNhs1qqlRcRkdBUp4D2er289dZbXHDBBcycOZOysjIGDhzIzp07eemll7j22msZMGAAl112Gc8//zxfffUVERERjVX3FiU2KgwAj88wr8ufehu01+vF6zOqlRcRkdBUp4C+/vrrMQyD8vJynn76adLT05k1axYOh4Pp06fzySef8N1337Fs2TIeeOABIiMjG6veLc6kS9PMx3MXZ1bbV7Wa1ZxPM2stLyIioadOAb1o0SK++eYbLr74YgzDID8/n5///Of06tWLjz76qLHqGBRSEx3EOPwj29dsL2TWRzvxev2DxrxeL7M+2snaHYUAxDjspCbqXmgRkVBW51HcF110EStXrmTRokV0794dwzDYtWsXN9xwA5dccgnffvttY9QzKDx+Rx9zYYy1Owp54yP/oLu7n19jhrPF4i8nIiKh7Zxvs7r++uvZsmULb7zxBqmpqRiGwapVqxg2bBg33ngju3fvbsh6BoWkeAfP3tvfbEmfKsZh59l7+2smMRERqd990FarlXvuuYfdu3fz5JNPEhMTYy6U0bt3b+6//34OHz7cUHUNCknxDl6dnsHvpvYnLTUWgAu7JPC7qf15dXqGwllERIB6BnSVqKgoHnvsMbKysrjvvvuw2+1UVlby5z//mS5dar/nN9SlJjq4+qI0rBaYPrGHrjmLiEg19Voso8qPP/7I1q1b2bp1K0ePHiUpKYmcnBwMw6CkpKQhDhGUDAPMi9IiIiInqVNAnxzE27ZtY+vWrezYsQOXy1WjrKG1jkVERM5ZnQK6S5cu5j27VWoL4sTERPr06UPfvn3p27dv/WoY1AzUfhYRkdrUuYv75EAODw+ne/fu9O3bt1ogp6amNmglg5U6GURE5HTqFNBXX321GcJ9+/alW7du5rKScm50CVpERGpTp3RdsmRJY9UjJKkBLSIip9Mgt1lJfagJLSIiNSmgA8kw1MUtIiK1UkAHSE6hk39+u49Kj4+XF24np9AZ6CqJiEgzohFeTayg2MlT8zZT6vSY2zZmFrExs4gYh53H7+ij6T5FREQt6KZUUOxkxuwN1cL5ZKVODzNmb6CgWK1pEZFQp4BuQk/N22ze+zykRyJ3ju1OeJiVNx8awpAeiYD/3uin5m0OYC1FRKQ5UEA3kZxCp9lyHtIjkWnju2GzWbFgwWazMW18NzK6+0O61OnRNWkRkRCngG4iHy7faz6eem3tK3zdM+7E9pPLi4hI6FFAN5GS8koA7FZ/ixn83dkn32Zls9mwWS3VyouISGhSQDeR2KgwADw+A6/XC9Sci9vr9eL1GdXKi4hIaFJAN5FJl6aZj+cuzqy1zJxPT2w/ubyIiIQe3QfdRFITHcQ47JQ6PazZXohh7KRH5/OwWCx4vV7mfJrJ2h2FAMQ47KQm6l5oEZFQphZ0E3r8jj7mNee1OwqZt3QnTreHu59fY4azxeIvJyIioU0B3YSS4h08e29/Yhy1d1zEOOw8e29/zSQmIiLq4m5qSfEOXp2eQU6hk1kf7+ZgQSn90hOYdGmaurVFRMSkFnSApCY6uHxwB6Ii7Eyf2EPhLCIi1SigA+jU26xERESqKKADTQtCi4hILRTQAWWgeBYRkdoooANIXdwiInI6CugAUw+3iIjURgEdQGpAi4jI6QRFQO/Zs4cJEybQunVrWrduze23305BQcF/fN2AAQOwWCw1fiZOnNgEtRYRETm9Fj9RSWFhIZdeeikVFRXMmDEDj8fD888/z6ZNm1i7di3h4eG1vs7n87F9+3YmTJjAT37yk2r7OnXq1BRVBwMs6uMWEZFatPiAfvHFFzl48CCbN2+mR48eAAwZMoQxY8Ywb948pk6dWuvrMjMzcblc/OQnP+G2225ryiqbDHVyi4jIabT4Lu758+czatQoM5wBRo8eTbdu3Zg/f/5pX7dlyxaAaq9rSjmFTv69/iBl5RW8vHA7OYXOgNRDRESapxbdgi4qKuLHH3+s9ZrxgAEDWLJkyWlfu2XLFiwWC927d8cwDMrLy4mOjm7M6gJQUOzkqXmbKXV6zG0bM4vYmFlEjMPO43f00WIZIiLSslvQhw4dAqBdu3Y19qWmpnLs2DGOHj1a62u3bNlCq1atuP/++4mLiyMmJob09PQztrrrq6DYyYzZG6qF88lKnR5mzN5AQbFa0yIioa5FB3RJSQkAUVFRNfY5HP5WaFlZWa2v3bJlC8XFxTidTt577z3eeustYmJiuOWWW3jvvfcapb5PzdtsTk4ypEciN4/uQnxMBG8+NIQhPRIB/+QlT83b3CjHFxGRlqNFd3H7fD7gzCOhrdbav4P893//N3a7nWnTppnbbrnlFnr37s1DDz3Erbfeis1ma7C65hQ6zZbzkB6JTBvfjX99fxgAm83GtPHdMIydrN1RSKnTQ06hUytciYiEsBYd0LGxsQA4nTW7hKu2VZU51c9//vMa2xwOB1OmTOHJJ59k27Zt9OnT54zHT0hIICEh4bT7fT4fxvEm86xP1pnbZ9yegc1mw2IpxGKB1q1bA/CrOzKY8OulAHz0TTaP/nTwGY/fUlR9Sao6z2Cl8wwuOs/g0lTnabFYTtswBLDbzz52W3QXd8eOHQHIycmpsS87O5v4+Pg6D/xKTk4GoLS0tP4VPMnRUjcAdpvFbJmfOhe3zWbDbrNUKy8iIqGpRbeg4+Pj6dy5M99//32NfRs2bGDQoEG1vm7Pnj2MHTuWyZMn8+ijj1bbt2PHDgA6d+5c7/o5nU7Ky8sBcIT7g9fjNSgoKMBms5mt6yNHjgDg9XrxeA2zfNX2lq7qG2uwnM/p6DyDi84zuDTVeUZFRTXYHUEtugUNcMMNN7Bs2TIzWAGWLVvGzp07ufnmm2t9TadOnSgsLGTu3LnmQDOA/fv3884773DppZfSpk2b/3jsoqIiCgoKTvtTFc4Aky5NMx/PXZxZ6/vN+fTE9pPLi4hIy1BeXn7GXCgqKjrr92rRLWiAhx9+mHfffZfLL7+cBx54AJfLxXPPPUf//v3NGcJ+/PFHVq1axcUXX8z555+P1Wrl9ddf58Ybb2TYsGHcfffdHD16lNdffx273c7rr7/e4PVMTXQQ47BT6vSwZnshhrGTTqmtsFj8Lec5n2aydkchADEOuwaIiYiEuBbfgk5KSmLFihX069ePxx9/nD/96U+MHz+epUuXEhERAcCKFSuYMmUKK1asMF83ceJEFi1aRGRkJA8//DAvvvgiF110EatWrWq02cUev6OPubzk2h2F/N/yHzlyzM3dz68xw9li8ZcTEZHQZjGMU4cqyX9SVFTEsmXLGDhw4GlHiZ9ObTOJVQnWmcR0jSu46DyDi86zaZWUlFsuDoEAABvpSURBVLB+/XpGjx59xruAIAi6uFuapHgHr07PIKfQyesf7ST3iJM+neOZdGmaurVFRMTU4ru4W6rURAfD+rYjPiaC6RN7KJxFRKQaBXSAaTloERGpjQI6wCwooUVEpCYFdABpfJ6IiJyOAjrA1MUtIiK10SjuABqT0ZGMnimAWtIiIlKdWtABlNI6iq4dz3wfnIiIhCYFtIiISDOkgBYREWmGFNAiIiLNkAaJBUhOoZNZn6zjaKkbR7hFU32KiEg1CugmdrrFMjZmFgXtYhkiIlJ36uJuQgXFTmbM3lAtnO22EzdClzo9zJi9gYJiZyCqJyIizYha0E3oqXmbqZo8bEiPRGbcnoHNZqOgoIC5izNZs70Qw/CXe3V6RmArKyIiAaUWdBPJKXSaLechPRKZNr4bNpsNAJvNxrTx3cjongj4W9I5hWpFi4iEMgV0E/lw+V7z8dRru9Ra5p5xJ7afXF5EREKPArqJlJRXAmC3WsyW86lsNhs2q6VaeRERCU0K6CYSGxUGgMdn4PV6ay3j9Xrx+oxq5UVEJDQpoJvIpEvTzMdzF2fWWmbOpye2n1xeRERCjwK6iaQmOohx+AfN///27j4oqvPeA/j3cBZweVkXEA0SDaIWSUSLGmxTMxqjeWk0WEIyOqGokzE6nemgzQtXYzTR3l7fYyZJGTVTQ21mTObmSmIS26ijpjFGjJKgBiiKthPY6LILysui7OG5f5A9su5q4LAvB/b7mWFmc85zlt/DGr78zp59zvEKG4pKqtROWlEUFJVUobTSBgCIMRq4aAkRUYjjx6wCaNX8DBRuK4MQQGmlDTnL98EgS3AqN243KUmd44iIKLSxgw6gRLMR6xdnqp00ALdwjjEasH5xJlcSIyIidtCBlmg24o2CLFhsDpQcreNa3ERE5BUDOkiSEox4acG9AAC73R7kaoiISG94ipuIiEiHGNBEREQ6xIAmIiLSIQY0ERGRDjGgiYiIdIgBTUREpEMMaCIiIh1iQBMREekQA5qIiEiHuJJYkFhsDhR9dIJLfRIRkVcM6ACzNjqwpvg0mh1Ot+3fnGtAjNGAVfMzeLMMIiLiKe5AsjY6ULitzC2cDbKkPm52OFG4rQzWRkcwyiMiIh1hBx1Aa4pPQ/x4d8nJ6QkozM+CLMuwWq3Y8fE5HK+wQYjOcW8UZAW3WCIiCip20AFisTnUznlyegKWZKdBlmUAgCzLWJKdhqwxCQA6O2mLjV00EVEoY0AHyPuHLqqPF80a5XXMs7NvbO86noiIQg8DOkCaWtsBAIYwSe2cbybLMuQwyW08ERGFJgZ0gMRGhQMAnB0CiqJ4HaMoCpQO4TaeiIhCEwM6QJ56IEV9vOPjc17HbN97Y3vX8UREFHoY0AGSlGBEjLHzovnjFTYUlVSpnbSiKCgqqUJppQ0AEGM0cNESIqIQx49ZBdCq+Rko3FYGIYDSShtylu+DQZbgVIQ6RpI6xxERUWhjBx1AiWYj1i/OVDtpAG7hHGM0YP3iTK4kRkRE7KADLdFsxBsFWbDYHCg5Wse1uImIyCsGdJAkJRjx0oJ7AQB2uz3I1RARkd7wFDcREZEOMaCJiIh0iAFNRESkQwxoIiIiHWJAExER6RADmoiISIcY0ERERDrEgCYiItIhLlQSJBabA0UfneBKYkRE5BUDOsCsjQ6sKT6NZofTbfs35xoQYzRg1fwMrsVNREQ8xR1I1kYHCreVuYWzQZbUx80OJwq3lcHa6AhGeUREpCPsoANoTfFpiB9vXjU5PQGF+VmQZRlWqxU7Pj6H4xU2CNE57o2CrOAWS0REQcUOOkAsNofaOU9OT8CS7DTIsgwAkGUZS7LTkDUmAUBnJ22xsYsmIgplDOgAef/QRfXxolmjvI55dvaN7V3HExFR6GFAB0hTazsAwBAmqZ3zzWRZhhwmuY0nIqLQxIAOkNiocACAs0NAURSvYxRFgdIh3MYTEVFoYkAHyFMPpKiPd3x8zuuY7XtvbO86noiIQg8DOkCSEoyIMXZeNH+8woaikiq1k1YUBUUlVSittAEAYowGLlpCRBTi+DGrAFo1PwOF28ogBFBaaUPO8n0wyBKcilDHSFLnOCIiCm3soAMo0WzE+sWZaicNwC2cY4wGrF+cyZXEiIiIHXSgJZqNeKMgCxabAyVH67gWNxERecWADpKkBCNeWnAvAMButwe5GiIi0hue4iYiItIhBjQREZEOMaCJiIh0iAFNRESkQwxoIiIiHWJAExER6RADmoiISIcY0ERERDrEgCYiItIhriQWJBabA0UfneBSn0RE5BUDOsCsjQ6sKT6NZofTbfs35xoQYzRg1fwM3iyDiIh4ijuQrI0OFG4rcwtngyypj5sdThRuK4O10RGM8oiISEfYQQfQmuLTED/eXXJyegIK87MgyzKsVit2fHwOxytsEKJz3BsFWcEtloiIgooddIBYbA61c56cnoAl2WmQZRkAIMsylmSnIWtMAoDOTtpiYxdNRBTKGNAB8v6hi+rjRbNGeR3z7Owb27uOJyKi0MOADpCm1nYAgCFMUjvnm8myDDlMchtPREShiQEdILFR4QAAZ4eAoihexyiKAqVDuI0nIqLQxIAOkKceSFEf7/j4nNcx2/fe2N51PBERhR4GdIAkJRgRY+y8aP54hQ1FJVVqJ60oCopKqlBaaQMAxBgNXLSEiCjE8WNWAbRqfgYKt5VBCKC00oac5ftgkCU4FaGOkaTOcUREFNrYQQdQotmI9Ysz1U4agFs4xxgNWL84kyuJERERO+hASzQb8UZBFiw2B0qO1nEtbiIi8ooBHSRJCUa8tOBeAIDdbg9yNUREpDc8xU1ERKRDDGgiIiIdYkATERHpEAOaiIhIhxjQREREOsSAJiIi0qF+EdAXLlxATk4O4uPjER8fj/z8fFitVr8dR0RE5G99/nPQNpsNDzzwAK5fv47CwkI4nU5s3LgR5eXlKC0tRUREhE+PIyIiCoQ+H9BbtmzB999/j9OnTyM9PR0AMHnyZMycORPFxcVYtGiRT48jIiIKhD5/inv37t2YNm2aGrIAMGPGDKSlpWH37t0+P85XLDYH/vudE3jxzS/w+v9WwGJz+P17EhFR39GnO+iGhgbU1NQgNzfXY9+ECRPwySef+PQ4X7A2OrCm+DSaHU637d+ca0CM0YBV8zN4swwiIurbHXRtbS0AIDk52WNfUlISrl69iitXrvjsuN6yNjpQuK3MLZwNsqQ+bnY4UbitDNZGdtNERKGuTwd0U1MTACAqKspjn9HY2YW2tLT47LjeWlN8GuLHu0tOTk/A//3Po/jgfx7D2y9MxuT0BACAEJ3jiIgotPXpgO7o6AAASJJ0yzFhYZ5T1Hpcb1hsDrVznpyegCXZaZBlGQAgyzKWZKcha0xnSDc7nHxPmogoxPXp96BjY2MBAA6HZ5i5trnG+OK4m8XFxSEuLu6W+zs6OiB+bJmLPjqhbi/Mz4Isy+ofAfHx8QCA/5qfhZzl+wAAJUfr1NtR9nU3z7O/4jz7F86zfwnUPCVJum2DZzB0P3b7dAc9fPhwAIDFYvHYV1dXB7PZjOjoaJ8d1xtXmq8B6HzP2dU530yWZfU9add4IiIKTX26gzabzRgxYgROnTrlsa+srAyTJk3y6XE95XA40NraCgAwRnQGr1MRsFqtkGVZ/UvObrcDABRFgVMR6njX9r7u5nn2V5xn/8J59i+BmmdUVJTPGrw+3UEDwBNPPIEDBw6gsrJS3XbgwAFUVVVh7ty5Pj+uq4aGBlit1lt+ucIZAJ56IEV9vOPjc16fb/veG9u7jicior6htbX1trnQ0NDQ7efq8wH94osvIj4+Hg8++CC2bNmCP/3pT8jNzUVmZiby8vIAADU1Nfjb3/6GmpqaHh3nS0kJRsQYO09YHK+woaikCoqiAOjsnItKqlBaaQMAxBgNSErgZ6GJiEJZnz7FDQCJiYn4/PPPsWzZMqxatQpRUVHIzs7Ghg0bEBkZCQD4/PPPsXDhQuzcuROpqandPs7XVs3PQOG2MggBlFbakLN8HwyypJ7WBgBJ6hxHREShrc8HNACkpaXh008/veX+BQsWYMGCBT0+ztcSzUasX5zptpJY13DmSmJEROTSLwK6L0k0G/FGQRYsNgdKjtbhSvM1GCMkPPVACk9rExGRigEdJEkJRvVzzv396kkiIuq5Pn+RGBERUX/EgA4iSZIgSZLXNcH7E86zf+E8+xfOU78Y0EEUFhaGsLAwn69apjecZ//CefYvnKd+MaCJiIh0iAFNRESkQwxoIiIiHWJAExER6RADmoiISIcY0ERERDrElcQ0cN2FquvtJLUwGG78+Juamnr1XHrGefYvnGf/wnkGlis3XDlyOwxoDVpaWgAAFRUVQa6EiIj6opaWFgwaNOi2YyQhhLjtCPLQ1taGS5cuITo6GrIsB7scIiLqIxRFQUtLC4YMGYIBAwbcdiwDmoiISId4kRgREZEOMaCJiIh0iAFNRESkQwxoIiIiHWJA+8mFCxeQk5OD+Ph4xMfHIz8/H1ar1W/HBYvWev/xj3/g/vvvR1RUFGJiYjBjxgx89dVXAahYG1+8LuXl5YiIiMArr7zinyJ9QOs8rVYrFi1ahCFDhsBkMmHq1Kn48ssvA1CxNlrnefLkScycORPR0dEwmUyYPXs2qqqqAlBx7y1atAjTpk3r1lir1YqFCxeqr2d2djZqamr8W6CP9GSepaWleOSRR2AymWA0GvHLX/4Sn376qX8L7AlBPldfXy/uuusukZSUJNatWyf++Mc/ioEDB4rx48eLa9eu+fy4YNFa76FDh4QkSWLs2LFiy5YtYsOGDSIlJUVERESIr776KoAz6B5fvC7t7e0iMzNTABCrV6/2b8EaaZ3n1atXxZgxY4TJZBKrV68WW7duFaNGjRIDBgwQ5eXlAZxB92idZ2VlpYiJiRGDBw8W69atE+vWrROJiYli0KBBora2NoAz6Lm3335bABBTp079ybFtbW1i4sSJIjY2VqxevVps3rxZDB06VCQnJ4v6+nr/F9sLPZlnZWWlMBqNYvjw4WLdunVi69atYvz48UKSJPHBBx/4v9huYED7wYoVK4Qsy+K7775Tt+3fv18AENu3b/f5ccGitd5x48aJ4cOHi5aWFnXbDz/8IOLi4sSDDz7o15q18MXrsmbNGhEREaHrgO7Nv1tJksSRI0fUbRaLRRiNRpGXl+fXmrXQOs8lS5YIAOLUqVPqttLSUgFAPP/8836tWSun0yleffVVIUlSt4Nr+/btAoD47LPP1G0VFRXCYDCIFStW+LFa7bTM8/HHHxexsbGirq5O3dba2ipGjhwpRo4c6cdqu48B7QepqalegyYtLU1Mnz7d58cFi5Z67Xa7kCTJ6y+0OXPmiKioKJ/X2Vu9fV3Ky8tFRESEWLt2ra4DWss8Ozo6RHJyspg1a5bHvrfeekuXf1hqfT0feughMWjQII/tCQkJ4uGHH/Zpjb7gcDjEuHHjBACRn58vkpOTuxVc06dP9xpQDz/8sEhNTfVDpb2jZZ4dHR0iLi5O5ObmeuxbunSpACAuX77sp4q7j+9B+1hDQwNqamowceJEj30TJkzA119/7dPjgkVrvSaTCVVVVVi2bJnHvvr6erf1cvWgt6+L0+nEwoULMWPGDOTl5fmrzF7TOs+LFy+itrYWM2fOBAAIIdDc3AwA+N3vfodFixb5r2gNevN6jh49Gna73e29arvdjsbGRtxxxx1+qbc32tracPXqVbz33nsoLi7u9v9bJ0+evOXPp6amBg0NDb4utVe0zFOSJJw8eRIbN2702FdfXw8AuvhdxID2sdraWgBAcnKyx76kpCRcvXoVV65c8dlxwaK1XlmWMXr0aAwdOtRte3l5OY4ePYpf/epX/ilYo96+LuvXr0d1dTW2bdvmtxp9Qes8q6urAQBDhgxBYWEh4uLiEBsbi1GjRmHv3r3+LVqD3ryeL774IoYNG4Z58+ahvLwcp0+fxrx58xAeHo7f//73fq1bC5PJhOrqajz11FPdPqa5uRlXrly55c8HAP7zn//4rEZf0DJPABgxYgRSUlLctl26dAl79uxBeno64uLifFilNgxoH3PdJSUqKspjn9FoBHDjZhu+OC5YfFlvc3Mz8vPzAQDLly/3UYW+0Zt5nj17FmvWrMGmTZtw5513+q9IH9A6z8bGRgDAyy+/jL1792Lr1q3461//iqioKMyZMwcHDhzwY9U915vXc/jw4Vi+fDmOHDmC8ePHY9y4cTh48CDeffddrx1nsIWFhfW4C+xrv4cAbfP0xul0Ij8/Hy0tLXjppZd8UFnvBb+H72c6OjoAdJ5CuZWwMM+/i7QeFyy+qre1tRWzZ8/Gt99+i5UrV+L+++/3WY2+oHWeiqJg4cKFmDJliu5O83qjdZ7Xrl0D0Hnq+F//+pfadcyePRsjR47E8uXLMWPGDD9UrE1v/t2uWrUKa9euxdSpU/Hss8/C6XTiz3/+M+bOnYv3338fc+bM8UvNgdTXfg/5iqIoyM/Px2effYa8vDw8/fTTwS4JAAPa52JjYwEADofDY59rm2uML44LFl/U29DQgMceewzHjh3DM888g7Vr1/q+0F7SOs+NGzfi22+/xRdffKG+p+V67661tRX19fUYOHAgwsPD/VV6j2idZ3R0NAAgJyfH7ZSg2WzG448/juLiYjQ1Nenm367WeTY2NmLDhg2YOHEiDh48qN7Fbt68eZg0aRIWL16MRx99FJGRkX6s3v/62u8hX2hra8PcuXPx4Ycf4pFHHsFf/vKXYJek6n9/CgXZ8OHDAQAWi8VjX11dHcxms/pLzRfHBUtv6718+TKmTZuGY8eOYfHixdixY4ffau0NrfP8+9//juvXryMrKwuJiYlITEzEhAkTAHSGd2JiIo4ePerf4ntA6zxd71UOHjzYY9/gwYMhhNDVKVGt86yursa1a9cwb948t1vMhoeHIy8vD5cvX+4X94c3mUwwm823/PkA8Lh+pC9raWnBrFmz8OGHH2LWrFkoKSnRzR/NADtonzObzRgxYgROnTrlsa+srAyTJk3y6XHB0pt6m5qa8NBDD6G8vBzLli3Dli1b/Flqr2id5+bNmz2udr106RLy8vLw29/+Fvn5+Rg/frxfatZC6zzHjh2LyMhInD171mPfhQsXMGDAACQmJvq8Xq20ztPVGQsvd+dVFAXAjdPDfV1mZuYtfz6jRo3SxcVTvuB0OvHEE0/g4MGDePLJJ/Huu+/qKpwBcCUxf3j++eeFwWAQFRUV6jbXQghvv/22z48LFq315uXlCQCioKAgEGX2mq9elwsXLuj6c9Ba5/nkk0+K8PBwcebMGXVbTU2NiIyM9Po502DTMk+n0ymGDh0q7rnnHuFwONTtbW1t4u677xaDBg0S169f93vtvXHXXXd163PQb775pgAg9u/fr25zLVSycuVKP1boG92d58qVKwUAkZOTI5xOp/8L00ASwsufhNQrVqsVY8eOhcFgwHPPPYe2tjZs2LABqampOHbsGCIjI1FTU4Mvv/wS9913H1JTU7t9nJ5omeeZM2eQkZGBgQMHYuvWrV6vvtTb54W1vp43u3jxIkaMGIHVq1frcj1urfO8ePEisrKyAAAFBQWIiIjA66+/jubmZpw4cQKjR48O5rQ8aJ3nnj17kJubi3vuuQfPPPMMFEXBO++8gzNnzmDXrl26ubDoVlJSUpCSkoLDhw+r2y5duoT9+/dj3LhxGDduHIDOC/9+/vOfw2Kx4IUXXkBUVBQ2bdoEg8GAkydPYtCgQUGaQfd0Z5719fUYNmwYFEXB1q1bYTKZPJ7nN7/5TfDfVgz2Xwj9VWVlpXj00UdFdHS0SExMFPn5+eKHH35Q9+/cuVMAEDt37uzRcXrT03m+9dZbAsBtv/RI6+vZld47aCG0z/P8+fMiNzdXDBw4UJhMJvHrX//araPWG63zPHjwoJg6daqIiooSUVFRYsqUKWLfvn0Brl4bb53loUOHvP6brK2tFXPnzhUmk0nExcWJ7Oxsce7cucAV2wvdmecnn3zyk7+HLly4EPDab8YOmoiISId4FTcREZEOMaCJiIh0iAFNRESkQwxoIiIiHWJAExER6RADmoiISIcY0ERERDrEgCYiItIhBjQREZEOMaCJiIh0iAFNRESkQwxoIvLw8ssvQ5IkSJKE3bt333bs5s2b1bGuL2/3h965c6fbmMrKSo8xR48e9Xiu1157zWfzIupLGNBE5OHEiRPq43vvvfe2Y7/++mu3/zaZTEhPT3fb1tLSgpUrV7ptq6io8Hiu0tJSj20/9f2J+isGNBF5cIVuXFwcRo4ceduxrjDPzc1Fe3s77HY7wsLcf7Vs2LABdXV1btu+++47j+cqKChAe3s7li5dCgCQZRmZmZma50HUlzGgicjN+fPnYbPZAPx092q323H+/Hl1rMFggCzLbmNqa2uxadMmAMBjjz2GuLg4AN476LCwMBgMBpw6dQoAcPfddyM6Orp3EyLqoxjQROSm62nmnpzenjhxotcxK1asQGtrKyIiIvDaa69h1KhRALx30ADQ0dGBsrKybn1/ov6MAU1Ebnry/rNrrCRJXgP61KlT2LVrFwBg6dKlGD16tBrQVVVVEEJ4HFNVVYWmpqZufX+i/owBTURuetJBuwJ65MiRMJvNHvv/8Ic/QAiBO+64Q71IzBXQra2t+Pe//+1xTNeunAFNoYwBTUQqRVHU08vJyckYOnTobce7AnrSpEke+/bs2YMjR44AANavX4/Y2FgANwIa8H6a2xXQkZGRyMjI0DALov6BAU1EqrNnz6K1tRXAT3evFotFvTL75oBub29HYWEhAODOO+/EsGHDcPjwYRw+fBiNjY3qOG8XirkCevz48YiIiNA+GaI+zhDsAohIP3pyervr2JsD+s0330R1dTUA4Pvvv8f06dO9PsfNHbSiKPjmm2+8PidRqGEHTUQqLQuUSJLk9lllu92OtWvXduv73dxBV1RUdLuDJ+rvGNBEpLpdV3wzV5j/7Gc/g8lkUre/+uqraGhoAADs2rULQgiPr/vuuw+AZ0DzAjGiGxjQRAQAaGtrw5kzZwB0XsjlWlDkVlxh2jXIq6urUVRUBKDzc9FPP/2012PHjBkDAGhsbITFYvF4zpiYGI/lQolCDQOaiAAAZWVlcDqdAH66e62pqVFXG+sa0C+88ALa29sB3LiJhjddw7fr+9CugJ4wYYLHcqFEoUYS3lYKICK6jffeew9z584FAPzzn//ElClTev2cTqcTsbGxaGtrw3PPPacuD0oUqvgnKhH1mOv957CwMGRkZKidtxZCCDidTpSXl6OtrQ0A338mAhjQRKSBK6A7OjpgNpsxbNgwzc/1yiuvIDw83G2pUAY0EQOaiHqoo6NDvduUyy9+8QvNz3f8+HG3/46Pj0dqaqrm5yPqL/geNBERkQ6xgyYiItIhBjQREZEOMaCJiIh0iAFNRESkQwxoIiIiHWJAExER6RADmoiISIcY0ERERDrEgCYiItKh/wcSUQmtfrBK5AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 509.5x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='I [A]', y='Voltage', title='IV Data', lines=False, show=SHOW, \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n",
    "         stat='median')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instead, add the column name for the column containing the set point value of I [A] to the keyword `stat_val`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 509.5x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='I [A]', y='Voltage', title='IV Data', lines=False, show=SHOW, \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n",
    "         stat='median', stat_val='I Set')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Stat lines also work with multiple DataFrame columns are plotted on a given axis.  For example, consider the following with two values on the y-axis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 644.5x481 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y=['Boost Level', 'I [A]'], show=SHOW, legend=True, stat='median', \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Confidence intervals"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is possible to display confidence intervals on a data set.  By default these are shown as partially transparent filled regions around a curve.  The actual confidence interval to display is set by the `conf_int` keyword.  Allowed values are any interval between 0 and 1 or the special value `range` which plots a region from the min to the max value of the data at a given point. The example below shows a 95% confidence interval:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 509.5x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, show=SHOW, \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n",
    "         conf_int=0.95)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reference line"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can add a reference line to the plot using the keyword `ref_line`.  The value of this keyword is: (1) an equation applied to an existing DataFrame column; or (2) a simple int or float.  This value is used to create a new column in the DataFrame that is plotted vs the value of `x`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### y=x reference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 587.125x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', show=SHOW, legend='Die', \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n",
    "         ref_line=df['Voltage'], ref_line_legend_text='y=x', xmin=0, ymin=0, xmax=1.6, ymax=1.6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also add multiple reference lines to a single plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 589.375x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['2*Voltage'] = 2*df['Voltage']\n",
    "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', show=SHOW, legend='Die', \n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n",
    "         xmin=0, ymin=0, xmax=1.6, ymax=1.6, \n",
    "         ref_line=['Voltage', '2*Voltage'], ref_line_legend_text=['y=x', 'y=2*x'], ref_line_style=['-', '--'], ref_line_color=[5,6])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### More complex calculation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's use the fit equation calculated above and add the fit line as a reference line (notice that because we are not specifying an exisiting column in the DataFrame as the `ref_line` and we are not specifying `ref_line_legend_text`, the legend defaults to a generic label \"Ref Line\"): "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nn3+u1SqSdevWcf/997N27VrKy8vp3bs3M2fOZMyYMQ0fqIiIBJwyVzlTVz1U8aYDdOkQAnxZ7bpvgW/XVnw9L3MmZlP159REvNGknkF7+eWXmT9/fq2u3blzJ5mZmWzfvp0ZM2bwj3/8A5vNxtixY3nvvfcaOFIRERGRU2sSI2hOp5M5c+bwwAMP1LrNtGnTCAkJ4dtvvyUtLQ2AP/zhD/To0YNp06bVWOVYRET8zzMN+St2RykApc6yaufCjKF1noZcMfU/lOQX8cnosbhvu5uOPdp4zpU5y5i++tG6BS5SB0GfoNntds4991w2b97M5MmTWbFixRnbuN1uVq9ezahRozzJGUBERASXXHIJTz31FBaLhZSUlIYMXURE6qHKNGQt1Wcasii/iGhjKAaXkfS2LTWNKY2qSSRoBQUFvPPOO1x99dW0adPmjG0MBgMbNmyo8a+p7OxsAEJCgv5fjYiIeMHlcpEWF0deWCxdY8P9HY6cZYI+C4mNjeXnn3+uc0LVtm3baseOHz/OkiVL6NKlCwkJCb4KUUREGsijv5lO2C8jW5X/387NzQV8Mw2Z0acVa/tHsOHHBfRr1p3zM/p7F/BZKjMzky+/rLrYwmAwEBMTQ+fOnZk6dSrjx4+vU58Oh4NbbrmFd999F4APPviACy+8sMo1q1at4sILL+SLL74gMzOzxn72799P27ZtefXVV7n++uvrFENDCvoEzWg0YjR6v9bB4XAwefJkiouLmTFjhg8iExGRhhZmCvNMPYaHVOyRWZupSLujlGybFYvNiqUkB4vNyokSKydKsqtcZxrakpxkA+1MZiJDI3z/DZxF+vTpw3PPPed573Q6ycrKYt68eUyYMIH4+HhGjx5d6/4+/fRTXnvtNWbOnMnw4cPp27dvveJKS0vjm2++oX379vVq31CCPkHzBafTyeTJk/n888+ZNGkSEydO9HdIIiLipZJym+frz/evJrc035OMFZQVec6Fm8w0i0wiJSKR1rEZLD/4tefcXV+VkvubPgy75JJGjb0pio2N5bzzzqt2fMyYMTRr1oxXXnmlTglaTk4OADfccEONs2K1ZTaba4zL3876BM1utzN+/Hg++OADRo8ezSuvvFLrtgkJCaedCnW5XLjd7lOerxz5S0xMrH3AEnD0OQY/fYbBpXK1JlT8f7hy5Oxn6z4++/lLjhad4ERRNoVlxZ7rVh9eT/OYFNLiUumd0Z3m0Sk0j04hNTqFmLAozzPJdkepJ0EzAFEhIRg7tK32s3GqGAwGw2lndfR8c3Xh4eGEhVUf9Zw/fz7z5s1j9+7dpKamcuONN/K3v/2NkJAQrr/+ehYsWABAu3btGDp0aK3qn9bk11Ocr732GjfffDNr1qzhrrvuYuPGjTRr1ow//elPTJs2zdPObrdz//338/bbb3PixAk6derEjBkzuOaaa+oVx6+d1T8pxcXFXHrppaxYsYKxY8eyePFiQkND/R2WiIjUw0c7V7LNsos+ad3pn96TxIh4/t/6NwB4ZuxDniSqtqKjIyk3QXy79CoJGUCpo3opDzk9t9uNw+HwvHc4HBw6dIgHH3yQwsJCrrvuOs+5Rx55hBkzZnDHHXcwb948fvzxR2bNmkVWVhYvv/wyM2fOpGXLlvz973/nvffeo1OnTj6N1eVycfXVV3P33XczZ84cXn75ZaZPn06vXr0YNWoUbrebyy67jDVr1jB79my6du3KkiVLGD9+PKWlpUyePNnrGM7aBM3hcHDFFVewYsUKrrrqKhYuXOjz5Mxms1FSUnLK85V/kVmtVp/eVxqXPsfgp88wuJxc5yw3N9fzzNmxIgv903txZbvRp72utn0Pf2YCzwHsmge7Tt3m5L4jIyOJioqqw3dzZiUlJezYscOnfXqjc+fOREZG1rndV199Ve33rMFgoEePHvznP//hkl+mkfPz8/n73//OlClTePrppwEYOXIkSUlJ3Hzzzdx9991069bN88xYnz59alXBoS7cbjf3338/N910EwDnn38+7733HkuXLmXUqFEsX76cTz/9lEWLFnlGzEaNGkVxcTH33HMP1157rdejpWdtgjZ79mw+++wzLr/8ct5++21MJlOd+8jNza3y14CIiPiH2+3meJGFQS3r96C4r5SUlJz2D/PCwsI697ljxw769evnTVg+tWHDhno9kN+3b19eeOEFAA4dOsTMmTMpLy9n0aJFdOnSxXPdN998Q0lJCePGjavyO7YygVu2bBndunXz8rs4s0GDBnm+NpvNpKSkUFxcMW2+YsUKDAYDF198cZUYx40bx5tvvsnWrVvp3bu3V/c/KxK048ePs2zZMnr27EnPnj3Jzs7miSeeIDQ0lGHDhvH2229Xa3PZZZf5/K8gERHxrbJfRryKy4qxOewkRcR7RsHKathR4EzCjKF0353GQ3//Ozf2HsigXr9hxOw7ztimIXXu3JkNGzY06D3qonPnzvVqFxMTQ//+FWVK+vfvz+DBg+nVqxcjR47khx9+8BSHr3z4/1T7Yh85cqRe96+rX48SGo1GXC4XUBGj2+0mJiamxrZHjhxRglYb27dv57rrrmPWrFn07NmTdevWYbfbAbj99ttrbLNv3z4laCIiAe7Xdc6eWbfAq/4MBgNrvlqDs9TB4Jh4jHHN/L6DQGRkZL1LSASyZs2a8eyzz3LFFVdw55138tZbbwEQHx8PwMKFC+nYsWO1dqmpqY0aZ03i4+OJjo7miy++qPF8hw4dvL5Hk9osHSpWY/x6JUdmZiZut9uzV+eYMWNwu92nffl6PltERILDrl0VD5x1iAwntHkzP0fTtF1++eWMHj2at99+2/O7+7zzziMsLIzDhw/Tv39/zyssLIx77rmHffv2+TdoYOjQoRQVFeF2u6vEuHXrVmbPnu2Tx5/OihE0ERFpOsKMoczLnFnl2Gf7vmLN0e/518UPeXYS+HWb2rJYLIT8UiojpkXaGa4Wbz311FP06NGDO+64g40bN5KUlMS0adOYOXMmBQUFZGZmcvjwYWbOnInBYKBXr151vsfixYv58ccfqx2/8cYb6xXzmDFjGDJkCJdeeikzZ86kS5curFu3jlmzZjFq1CiSk5Pr1e/JlKCJiEhQMRgM1aYdc0vzaR7djPAQs9dTkjabjYTIikdcktpkeNWXnFmnTp248847eeKJJ3jmmWe46667eOihh0hLS+PZZ5/lscceIyEhgeHDh/Pwww8TFxdX53s8++yzNR7/3e9+V6+YjUYjH3/8MTNnzuThhx/mxIkTZGRkMHXqVO6///569flrBvfpKqlKjXJzc1m+fDn9+vU75QOCtaGl/U2DPsfgp88w+D3x/Uukx6Xyp3Ov9+pzdDqdpKWl0TUtg8cG/Zau8/5BdITvFgEUFhayYcMGhg8frj2f5bSa3DNoIiJy9sm2WUmNTvG6n8oNvc9JTCHfHOfT5EykLpSgiYhIULM7SikoKyI12vvnfj7++GMA+iQmUxarrb/Ef5SgiYhIUMu2VSwKSI3yfgRt06ZNAJwXGwNJ3vcnUl9K0EREJKhl2yqeOWvugynOrKysik3STQbMzf1fb0vOXkrQREQkqFlsVsymMGLN0V73VVhYSHhYxabqsa1UYkP8RwmaiIgENYvNSkpEIgaDweu+ysvLSYqOxoGRlDZK0MR/lKCJiEhQy7ZZSY7w/oH+Q4cOAdAmIZncsBiaJ0WeoYVIw1GCJiIiQc1S4psE7f333wega1IzCsPjiTCrlrv4jxI0EREJWg6XA6s9j2aR3idoa9asAeC8pETK45K87k/EG0rQREQkaFnt+bhx+2QEzbNJeqgJow/2UhTxhhI0EREJWpZfSmyk+CBBy8nJIcRkwgCEpzf3uj8RbyhBExGRoJVdYsVkMJEQXvcNtH/NZrMRGxEBQHyrdK/7CxQl9nLWbj7CZ98eYO3mI5TYy/0Wy9y5c5k0aVKN5+6++24yMzPr3Oep2l1wwQX85z//qXN/gUJPQIqISNCy2KwkRcRjNHg33uB0OnG73aTHJ2I3hpGSEfxTnPZSBws+2c7ydQewlTo9xyPMJoYPbM3vL+pCeCMuhNixYwdz5sxhy5Yt1c49+uijzJs3j6FDh9apz9O1e/rppxkzZgxDhw6lWbNm9Y7bXzSCJiIiQctiy/HJ9OYXX3wBwDlJKVhDY2meGOF1n/5kL3Uw44W1/Hf1XmylTtKSoxjQNZW0pChspU7+u3ovM15Yi73U0WgxTZs2jfHjx5ORkeE5tm/fPi677DJmzJhBXFztR0Fr065fv37069ePOXPmeB27PyhBExGRoOWrGmieTdKTUymKjMccZvK6T39a8Ml2dh7IJSYylFk3ncuL9wxj1k3n8eK9w5h107nERIay80AuCz7Z3ijxbN26laVLlzJx4sQqx6dOncru3btZuXIlvXv3rnV/tW03adIk5s+fj8ViqXfs/qIETUREgpLL7SLbluuTEbTNmzcDMCA6Gkd8cJfYKLGXs3zdAQDuntCXAV2be3ZZMBgMDOjanKkT+gKwfN3BRnkmbeHChaSlpTF48OAqx//+97+zefNmhgwZUqf+atvu0ksvxel0smTJkjrH7G9K0EREJCgVlBZR7nKQEul9QnXo0CEMQLTbQUgQPq90sh93WTzTmv271Lzh+4AuldOdDn7c1fCjSytXrmTAgAHVtuPq3r17vbboqm27qKgounTpwooVK+p8D39TgiYiIkHphC0HgOSIBK/7KigoINxcsUl6ZEZwl9goLKkYEWvRLPqUSYzBYKBFs+gq1zekvXv30rZt2wa/T03atGnDvn37/HJvbyhBExGRoJRts2LAQHK49wmaw+EgJSYWgIQgL7ERExkKwKETRbjd7hqvcbvdHDpRVOX6hpSfn09UVFSD36cmUVFR5Ofn++Xe3lCCJiIiQclisxJnjiHU5F2CUblJeuukZApCIklN9b6mmj/17phChNnE0exivt9+vMZr1m8/ztGcYiLMIfTumNLgMSUnJ5OXl9fg96lJbm4uyUG4M4QSNBERCUrZJVafLBB47733AOiR0hxraCzNEsK97tOfIsNDGT6wNQBPvv0D67Yd84ykud1u1m07xpNv/QDA8IGtiAxv+BG01q1bk5WV1eD3qUlWVhatW7f2y729oUK1IiISlCw2Ky1i0rzuZ+3atQAMSGpGSVQCoSHBP3bx+4u6sOtgLjsP5PLgy9+RlhRFi2bRHDpRxNGcYgA6tU7g9xd1aZR4Ro4cyXPPPYfb7a7zooA9e/ZgsVg477zz6nzf/Px8fvrpJ/7617/Wua2/Bf9PoYiInJUsNqtPFgj8/PPPALQ1uHAlBt9UWE3CzSHMmTKYS37TjghzCEdziqtMa17ym3bMmTK40XYSuOKKK8jOzmb9+vV1bvvQQw8xaNCget33008/JSwsjLFjx9arvT9pBE1ERIJOcXkJNofdJ1Oc2dnZhJhMmFzOoC+xcbJwcwhTfteD60Z35sddFgpLyomJDKV3x5RGmdY8Wc+ePRk7diwvvPACAwcOrPGaVatW1Xj8tddeY82aNafs+1TtAJ5//nmmTJlCYqL3PyeNTQmaiIgEHYvNCuCTBM1ut5MQXVFyIrqF91OmgSYyPJTBPf2/MvXhhx/mggsuYNasWbRq1arW7V566SW6detW5/t99913bNq0ibfffrvObQOBpjhFRCToZJdUJGjebvNUVlaG2+0mIyERJ0aSWtVc2FW816NHD+677z6mT59ep3ZDhgzhrbfeqvP9pk6dyrPPPkvz5sFZ104jaCIiEnQsNitRoZFEhnq3qfnKlSsB6NSsObmhMbRLivZFeHIKdU3OADp16lSve1Uu/ghWGkETEZGgY7H5psTGZ599BkDvlObkhsWSEm/2uk8RX1CCJiIiQSfbRys4N23aBEDf6Fhs0QmEmPRrUQKDfhJFRCTo+GoE7fDhwxgMBqJLiyGpaZTYkKZBCZqIiASVMmcZ+aWFpEQmed1XYWEh4WFhGICw5logIIFDCZqIiASVbFsu4P0KTvhlk/S4ir03Y1r4vxSFSCUlaCIiElR8VQPtwIEDALRLTsVuDCUlw/sRORFfUYImIiJBJdtmJcwYSmyYdyUxlixZAkD31DSsobGkJkX1dl+DAAAgAElEQVT6IjwRn1CCJiIiQeVEiZXkyMQ6b7r9a5V1sgamNCcvLI6kWJXYaGhz585l0qRJnvd79+7lmmuuIT09nbi4OM4//3xWrFjh9X02bNhAaGgo+/fvr3L8pZdeCpp9OZWgiYhIUMn20QrO3bt3A9DC7aI0NhGT0buEL1A57Xa+vvQKvr70Cpx2u9/i2LFjB3PmzOHRRx8FwGq1MnToULZv385TTz3FO++8Q3p6OiNHjuTLL7+s9302bdrExRdfjMPhqHbupptu4vDhw7z66qv17r+xKEETEZGgUlEDzfsELScnB5PJRGhpCQaV2Ghw06ZNY/z48WRkZAAVm6AfP36cTz75hKuvvprRo0fzzjvv0LVrVx5//PE6919WVsbcuXMZNGgQ5eXlNV5jNBq59957uffee7H7MVmtDSVoIiISNJwuJzn2PJ9tkh4XFQVAeFpw7tcYLLZu3crSpUuZOHGi51iLFi24++67PQkbVCRQHTp0YM+ePXW+x8cff8zs2bOZMWOGZ5SuJuPGjcNms/HKK6/U+R6NSQmaiIgEjdzSfFxul9cJWuUm6S1+GTmLa5Xmi/AChtNuP+lVetLx0irnGsvChQtJS0tj8ODBnmNXX301//jHP6pcZ7VaWbVqFd27d6/zPQYMGMD+/fuZMWMGISGn3mo8PDycSy65hDfffLPO92hM2ixdRESCxomSX0psRHqXoC1btgyAzqlpFJoiaJYa53VsgeSbaybWeHzd72+s8v6CD95tjHBYuXIlAwYMOO3CDqfTyU033URRUVG9NlU/eSTuTAYMGMCiRYsoLCwkJiamzvdqDE1uBO2WW24hMzOzVtdaLBZuuOEGUlNTiY2N5dJLL2Xv3r0NG6CIiNRbts2K0WAkwexdQlW5SXrftBZYw+JITYjwRXhyCnv37qVt27anPF9eXs6kSZN4//33+de//kX//v1Pea3D4ajycrvddY6nTZs2OJ1OsrKy6ty2sTSpEbSXX36Z+fPnM3To0DNeW1paykUXXcSuXbu4++67iY2NZe7cuQwZMoRNmzaRlKSChSIigcZis5IUHo/JaPKqny1btgDQMyqGvcZYEmLDfBFewBj0zkLP1057qWfkbOCCVzCFN345kfz8fKJ+ed7v13Jzc7n88sv58ssveeaZZ7j11ltP2c/+/furJXqvvvoq119/fZ3iqYwlPz+/Tu0aU5NI0JxOJ3PmzOGBBx6odZvXX3+dDRs28PnnnzNixAgAxowZQ48ePXjyySeZM2dOA0UrIiL15asVnJWbpEcWF1DeohNGL2uqBRpTePgpjptPea4hJScnk5eXV+14VlYWI0eOZN++fbz99ttcc801p+0nPT2d9evXVzl2upG5U8nNzfXEFaiCPkGz2+2ce+65bN68mcmTJ9e6wN2iRYto3769JzkD6Ny5M8OGDWPRokVK0EREApClJIcO8W287qeoqIjwsDBMTgfGlGbeByan1bp162rTiQUFBQwfPpxjx47x+eefM2TIkDP2ExYWdtrpz9rKysrCZDLV6bm1xhb0z6DZ7XYKCgp45513WLBgwWlXbpxsw4YN9OvXr9rxvn37snfvXk92LSIigcHtdpNty/V6gQD8skl6fDwAEWmpXvcnpzdy5EjWrl1b5XmxWbNmeR4zCgsL49tvv/W8Nm7c6Llu27ZtVd77wtdff82QIUOIjAzc7b2CfgQtNjaWn3/+udaJGVT85ZSfn19j5pyWVrHU+uDBgyQkJPgsThER8U5BWRFlrnKvpzgra2x1aJ6GEwMJLZt2DTRTeHijrdY8lSuuuIIHH3yQ9evXM3DgQADefbcipgceeKDaI0qtW7f2bNP0xz/+kf3791fbtqm+7HY7q1atCviZsqAfQTMajXVKzgAKCwsBasycIyIqVvIUFxd7H5yIiPiMxfZLiQ0vE7T3338fgB5pGeSFxpCaXPPD6+I7PXv2ZOzYsbzwwgueYwcPHsTtdtf4OjkZ+/zzz4mOjq7T/a6//nrcbjdt2rSpdu6dd97BbDbXeWFBYwv6BK0+XC4XwGnrsRiNZ+W/GhGRgGUpyQEgOcK72Y1vvvkGgIGpGVhDY1Vio5E8/PDDLF68mIMHD9ap3ezZsxk+fLhPYnA6ncydO5cHHnjAMyATqIJ+irM+KovS2Wy2aucqj9WmcF1CQsJpp0FdLtdp67NUJoGJid4/TyH+o88x+OkzDA5FR2wkhMfRPKXmKcnafo779u0DIN3lYlN4HO1apZ72D/a6MBgMp/0Dv64zPk1Jjx49uO+++5g+fTpvv/12rduNHz+eLl26+CSG+fPnk56ezpQpU3zSX0M6K39SYmNjiY+P5+jRo9XOHTlyBKhYyisiIoHjeFE2qdHel0XIzs4mxGTCVJCLq0MvnyVncmb12SGgR48ePrv/lClTgiI5g7M0QQPo06cPP/zwQ7XjGzdupEOHDj5ZIGCz2SgpKTnl+cq/8qxWq9f3Ev/R5xj89BkGhyP5x2gelXLKz6m2n6Pdbic+JgaD240xOdmnn3tkZOQpC7KK1MVZm6BdccUV/OlPf2L58uWeue0dO3awYsUK7rnnnlr1kZubi8PhaMgwRUTkFxablR7Jnbzqo3KT9FYpKQBEpft2BWdJSclp/zCvXKQmciZnxZPwx48f580332Tz5s2eYzfffDOdO3fmyiuvZM6cOcybN49hw4aRnp7OnXfe6cdoRUTk10rKbRSXl3i9gvOTTz4BoGtGC0oNoSSlB24leTm7nRUJ2vbt27nuuut47733PMfMZjMrVqzgoosu4rHHHuOhhx5iwIABrFy5MqC3fhARORtl/1JiI9nLIrXLly8HoH9Ga6xhsaQmBfZKPjl7NbkpzpoK2WVmZta4mjI9Pb1OK0lERMQ/fFUDrXImpXt0HPuKQ+mbqARNAtNZMYImIiLBzWKzEhESTlSod1vzHD16FIPBQFh+HoUR8cRENLlxCmki9JMpIiIBz1JiJSUiyet+CgsLMZvNhNiLcbVObnIlNtxuN6XOsjq1MZvCmty/h6ZACZqIiAS8bJuVFC93EICKSvIZKc0ACE1tepuklzrLuG5x3Ra6vXHl04SHmBsooqrmzp3Lxo0befPNN2t1fVZWFj169OD9998nMzPztNe63W5eeuklnnnmGfbu3UuzZs0YN24cDz74ILGxsQC89NJLfPDBByxdutTbb6XBaYpTREQCnsVm9XqBwK5duwA4Jy0NgJgWTXuT9ECzY8cO5syZw6OPPlqr6w8cOMCIESPIz8+v1fWPP/44f/zjH7n44ot5//33mTZtGgsXLuTyyy/3PId+0003cfjwYV599dV6fx+NRSNoIiIS0Mqc5eSVFni9QOCDDz4AoG/rNhQaImiWGu+L8ALW/N89hvkUI2OljlJufn9ao8Yzbdo0xo8fT0ZGxmmvc7lcLFiwgL/+9a+17tvlcvHII48wZcoUHnnkEQCGDx9OUlISV199NRs2bKB///4YjUbuvfde/vznPzNhwgTCw8O9+p4akkbQREQkoOXYcgFI9jJBq9wk/dy0luSGxpKaELi/nH3BHGIm/BSvUyVuDWXr1q0sXbqUiRMnnvHazZs3c9ttt/H73/+eN954o1b9FxQUMGnSJK699toqxzt27AjAnj17PMfGjRuHzWbjlVdeqcN30PiUoImISECrLLHRzMtFAnv37gUgqcxBTlgsqSqx0WgWLlxIWloagwcPPuO1rVq1Yvfu3Tz55JNERtZu1W58fDz/+te/OP/886scr6x/2r17d8+x8PBwLrnkklo/B+cvStBERCSgZdushBpDiDVHe9WP1WrFZDJhzM2mODKeqHA95dNYVq5cyYABA2q1WjQxMZEWLVp4fc+1a9fy6KOP8rvf/Y5u3bpVOTdgwADWrVsX0FtvKUETEZGAZrFZSY5IwGjw7ldWaWkpsdHRGB3lkJTio+ikNvbu3Uvbtm2rHHM4HFVeLpfLZ/dbvXo1Y8aMoX379rz88svVzrdp0wan00lWVpbP7ulrStBERCSgZdusXj9/ZrPZcLvdtGxWUWLD3ARLbASy/Px8oqKiqhwLDQ2t8nrwwQd9cq9FixYxYsQIWrduzYoVK0hMrP6zUxlLbVeI+oPGd0VEJKBZSqx0T+7kVR+ffvopAD1btcaFgdiWStAaU3JyMnl5eVWOrV+/vsr79PR0r+/z+OOPM336dIYMGcIHH3xAXFxcjdfl5uZ64gpUStBERCRgudwucux5XpfYWLZsGQDntW5HXn4pqcnePc8WDEodpfU61xBat25dbTqxf//+Pr3HCy+8wLRp07j66qt54403CAsLO+W1WVlZmEymM5b88CclaCIiErBy7fk43U6vi9Ru3boVgG5xiewvKaZbEy+xATR6nbPTGTlyJM899xxut9sn20qVlpayceNGWrRoQYsWLTh27BhTp06ldevW3HHHHfzwww9Vrm/fvj0pKf977vDrr79myJAhtV4l6g96Bk1ERAJWZYkNb0fQKjdJN+RkYw2LIzVBJTYa0xVXXEF2dna1ac36Onr0KIMGDWL+/PkAfPzxx9hsNg4cOMBvfvMbBg0aVOX10Ucfedra7XZWrVrFVVdd5ZNYGopG0EREJGBZSqwYDUYSw2t+lqi2ioqKCDebMebnUpLRhQizyUcRBhazKYw3rny6zm0aWs+ePRk7diwvvPACAwcOrHW7zMxMzzZNJ2vTpg0vv/wyJ06cAODGG2/kxhtvrFWf77zzDmazmeuvv77WcfiDRtBERCRgWWxWEsxxhBi9G09wOp0kJyZicLsxNuESGwaD4ZS7B5zq5Yspx9p4+OGHWbx4MQcPHvS6r4KCAp566imGDx9ep3ZOp5O5c+fywAMPEBER2KOoStBERCRgZduspHj5/NmOHTsA6PTLA+ER6dok3R969OjBfffdx/Tp073uKyYmhtdff73OCw3mz59Peno6U6ZM8TqGhqYpThERCVjZNitt4lp61cf7778PwIC27Skrc5GQ5t2WUVJ/vkjOoGKksHfv3nVuN2XKlKBIzkAjaCIiEqDcbjcWm9XrBQLfffcdABe0bos1NJbUxMBduSdSSQmaiIgEpMKyYkqdZV4naJWbpMfay35J0Jp+iQ0JfkrQREQkIFWW2PB2myer1UpISAhOiwVraCzNzoIaaBL8lKCJiEhAyvYkaAle9VNWVkZMdDSmkiJKYxMxhzbNEhvStChBExGRgGSxWYkNiyY8xFzvPio3SW+VWrFy05TSdEtsSNOiBE1ERAKSxZbj9fNnS5cuBaBnmzYARGakeRuWSKNQgiYiIgEpuyTX6+fPVq5cCcBvOnai2BROcjPvdiQQaSxK0EREJCD5osTG/zZJjycnVHtwSvBQgiYiIgHH5rBTVF5Mspe7CFRuku60WLGGxdBcJTYkSChBExGRgFO5gtPbEbTi4mLCw8NxZ1vIDYslJV4JmgQHJWgiIhJwLCW+SdCcTicpiYkYy8soj0smNES/9iQ46CdVREQCTrbNSrjJTFRo/bdl2rZtGwAdW1bs5RnaTCU2JHgoQRMRkYBjseWSEpmIwWCodx+Vm6Sfd05HXBiITm/uq/BEGpwSNBERCTgWW47XJTYqN0nP7HAO+aHRNEuO8kVoIo1CCZqIiAScbB+U2Ni3bx8A0bYyckJjSU1UiQ0JHkrQREQkoJS7HOTaC7xO0HJzcwkJCaHs2HFyQ2NJ1SbpEkSUoImISECx2nJx4/Z6irOsrIyYmBjIs5IbFktyXP339BRpbErQREQkoFhsuQCkeFGktqioqGKT9OZpGFwunInJhJj0K0+Ch35aRUQkoFhsOYQYQ4g3x9a7j8pN0nu3bw9AWGozn8Qm0liUoImISECxlFhJCo/HaKj/r6jKTdKHdO5EuTGE+DTVQJPgogRNREQCii9WcFYWqe2VlIJVKzglCClBExGRgGKxWb1eIHDs2DEMBgPlJ3KwhsYoQZOgowRNREQChsvtIueXXQS8UblJevnx4xUjaCqxIUFGCZqIiASMvNICHG4nKRFJXvXjdDpJSUrCUFRInjmOpFiV2JDgogRNREQChqXECkBKREK9+/jxxx8B6NiqdcWBpBSMxvrv6SniD00iQdu3bx+XX345iYmJJCYmMnnyZCwWyxnbbdiwgREjRhAVFUVsbCyXXHIJO3fubISIRUSkJtk2KwYMJHqRoH344YcADOrcGQBz81SfxCbSmEL8HYC3cnJyuPDCCykrK2P69Ok4HA4ef/xxNm/ezLp16wgLC6ux3c6dO8nMzCQyMpL7778fgLlz53LBBRewadMm0tPTG/PbEBERKhYIJITHEmqs/6+n77//HoALO3bClreJpNR4X4Un0miCPkF78sknOXToEFu2bKFLly4AnHvuuYwYMYIFCxZwyy231NjuqaeeoqioiK+++oo+ffoA8Nvf/paBAwcyb948Hn/88Ub7HkREpILFZvX6+bPKTdITHE62h8RogYAEpaCf4ly0aBGZmZme5Axg+PDhdOrUiUWLFp2y3d69e0lOTvYkZwADBgwgKSmJLVu2NGjMIiJSs2wflNjIy8sjJCSEksNHf1nBqRIbEnyCOkHLzc1l79699OvXr9q5vn37eoa5a3LOOedgtVqrPKtmtVrJy8ujefPmDRKviIicmtvtxlJi9WqBAEBpaSmxsbE4LRasYbGkJmoETYJPUCdohw8fBiAjI6PaubS0NAoKCsjPz6+x7bRp02jZsiUTJkxg8+bNbNmyhQkTJhAaGsodd9zRoHGLiEh1xeUl2J2lXo2gVf4/v2XzNAxlpRSEx5EQU/OzyCKBLKifQSssLAQgMjKy2rmIiIoh7eLiYuLi4qqdb9WqFffeey9/+tOf6NWrFwAmk4l///vfNY7IiYhIw7LYfimx4UWR2nfffReA3h07gguMySkYDSqxIcEnqEfQXC4XAIbT/MdnNNb8Ld5///3ceuutnH/++SxcuJAFCxbQv39/xo8fz/vvv98g8YqIyKlVJmjejKAtW7YMgMyu3XBjIKJ5M5/EJtLYgnoELSYmBgCbzVbtXOWxymtOlpeXx2OPPUa/fv1YsWIFJpMJgAkTJtC/f3+mTJnCRRddhNl8+srTCQkJJCSc+lkJl8uF2+0+5fnK5DEx0bsHYsW/9DkGP32GgaH4mI1YczQZzepX5shoNHoWeZ3fpi0//3yIVi1TGvVzNRgMpxwYAAgJCepfu9KIgnoErVWrVgAcPXq02rkjR44QHx9PVFRUtXM///wzpaWlTJgwwZOcAYSGhjJp0iROnDjB9u3bGy5wERGp5nhRNqlRKV71ceTIEQwGA/Zjx8g2RZOeXP13gEgwCOpUPj4+nrZt2/LDDz9UO7dx40b69+9fY7vKkbGaRrecTifwv+lTb9hsNkpKSk55vvKvOqvV6vW9xH/0OQY/fYaB4VDeUZIi4uv9OSQmJlJcXExERAQFB7LICU2ivdnVqJ9rZGRkjQMDInUV1AkawBVXXMFTTz3Fjh076PzLth7Lly9n586d/N///V+Nbbp160Z6ejqvvfYaf/rTnwgPr1iCXVpayhtvvEFycjI9evQ4471zc3NxOBy++2ZERM5i2TYrnRPbe9WH0+kkOSkJV0421qQ2jV6ktqSk5LR/mFcubhM5k6BP0KZNm8brr7/OsGHD+Mtf/oLdbuexxx6jT58+TJo0CagoSrt27VoGDx5Mu3btMJlMPPPMM1x55ZUMHDiQm266CafTyWuvvcb27dt54403CA0N9fN3JiJy9rA7SikoKyLFiwUC69atA6Bzu3YYXC6KIuKJjdL/yyU4BfUzaAApKSl89dVX9OrVi/vvv5+nnnqKSy+9lE8++cQzlfnVV19x3XXX8dVXX3naXXbZZSxbtozExETuu+8+Zs6cSVxcHB9//DETJ07017cjInJWyrblAt6t4KwssXHeLzvLmJqlnnaVv0ggC/oRNIBOnTrx8ccfn/L89ddfz/XXX1/t+G9/+1t++9vfNmBkIiJSG9mVNdC8SNC++eYbAIZ37YbjmJWYVO/29BTxp6AfQRMRkeBnsVkxm8KICav/A/Z79+4FIL7cSV5YLKlJ1YuYiwQLJWgiIuJ3FpuVlIhEr6Yks7OzCQsLo/ToMSwhMTRv5AUCIr6kBE1ERPwu22b16vkzm82Gw+GgVatW2I8dxxoaS2pihA8jFGlcStBERMTvLCXeJWgLFiwAYPiFv4WCfHJDYxu9xIaILylBExERv3K4HFjteV4tEKjcQ/n2CRMAKImKJzqiSayDk7OUEjQREfErqz0fN25SIuufoO3atQuDwUCKsWL7vtBUldiQ4KYETURE/MrigxIbRUVFxMfHYz9yhNLQcBJS430VnohfKEETERG/yi6xYjKYSAiPq1f7yv2Ye/fuje3IkYoFAglaICDBTQmaiIj4lcWWQ1J4PEZD/X4lvfDCC0BFUfLiQ0ewmGK0QECCnhI0ERHxK4vN6tXzZ9999x3hJhPt3v0A29695IVGkZqoBE2CmxI0ERHxK29roB0/fpywsDDP+9yQWJprilOCnBI0ERHxG5fbRbYtt94LBGw2G06nk/T0DM8xe0wCkeEqsSHBTQmaiIj4TUFpEeUuR71G0Fylpbz64kuEm0wMG/Ibz/Ho5ARcpaWel0gw0p8YIiLiNydsOUD9Smz8fPudDAOGXXwp5OR7jl/83ev8/N3rnved5j/vdZwijU0jaCIi4jfZNisGDCRHJPg7FJGAohE0ERHxG4vNSpw5hlBTaJ3btpr3JJPvW0hCWkdCXQ7+vP8/ALza9VqsdjcAbdOiubvMiTnM5NO4RRqaRtBERMRvskus9V4g8PyHm4nO6Eapy8FNY9p5jk+5ohu3X92DsMgIdh0vZfGXB30VrkijUYImIiJ+Y6lniQ1bqZPNByoWAJzbysY5pkLPudTECHp1SOTmsR0A+HrLCWylTt8ELNJIlKCJiIjf1LdI7U/788AYSnHuEf5w7WjKDh3ynAv/ZTqzV/sEmsWHYy9zVlwvEkSUoImIiF8Ul5dgc9jrNcVZbHcAUJJ3lJCQEMqOHqcgIZ2PRk3FaDYDYDAYSEuKqHK9SLBQgiYiIn5hsVmB+pXYMFGRcMWltMLtdmPPyuJwSDztM/634brb7eZojg2AKBWulSCjBE1ERPzCUlKRoNXnGbT1q5bgKLMRFp3Cj7uyKTt6jAPE0O6kBG3TnlxO5NkJDzPRrU28z+IWaQxK0ERExC+ybVaiQiKIDK37vpkfL/2ArK3LAXj5oz3sDk/juDmR9hlxuN1uftxtZf7S3QBc0KMZEWaV2ZDgojFfERHxi4oFAkn1art7925Ky3YyfOwE9hwpYnH6MAy4eWXpNrKOFXAizw5A+/RorhzaypdhizQKjaCJiIhfZNus9d5BoLi4mNiYSP5vfDcGxxQS6irHjYENO054pjWH90vj/8Z3U5FaCUq1GkF7+umnGTBgAH369CEiou5D0SIiIr9msVk5J75Nndt99913APTs2RNzmIlRxVtpngsHzh/Hed3SwFVKtzbxmtaUoFarBG3q1KkYDAZMJhNdu3ZlwIABnlePHj0ICdFMqYiI1F6Zs4z80sJ6LRB46aWXAJg4ceIvKzgPcTSiMxf0TOe3/VtitVp9Ha5Io6tTZuVwONi8eTNbtmzhlVdeAcBsNtOrVy/69+/vSdq6dOnSIMGKiEjTkG3LBajXM2jr1q0DYOzYsThycnDbbByPT6B9i7gztBQJHnVK0O666y5++OEHNm7cSGFhxbYadrud7777zvMfDEB0dDR9+/atMtLWpk0bnwYuIiLBy5saaBaLBbPZjMlkoiSrYgeB3MgkWqRE+zRGEX+qU4L2xBNPYDQacbvd7Ny5k++//97z+vHHHykpKQGgsLCQL7/8kq+++srTNikpiRMnTvg2ehERCUrZNithxlBiw+qWVBUVFeF0Omnbti0ApVmHKAuLICE9GZNJ696k6ahVgvb111+zbt06jMaKH36DwUDnzp3p3LkzkyZNAsDlcrF9+/YqSdumTZuw2yuWOufk5DTQtyAiIsHmREnFCk6DwVCndpXPnw0fPhyA0qwscsITaZMW4/MYRfypVgna4MGDGTx48GmvMRqNdOvWjW7duvH73/8eAKfTyaZNm+jfv7/3kYqISJORXc8aaEuXLgXgtttuA8B+8BBZxlRap0b5ND4Rf2vQ8WCTyUSvXr0a8hYiIhKEKmqg1f35sz179mA0GklLS8NZUoIjJ4fj5kQlaNLkNEiCdvz4cb744gugIkmbOXMmI0eObIhbiYhIkHG6nOTY8+q1QKCkpIT4+Ip9NUsPHQYgJyKRjJRIn8Yo4m9eFTA7ePAg27ZtY/v27Z5/bt++nby8PAwGAw6HA4DZs2f7JFgREQl+Vns+LrerziNo33zzDYBnZqY06xAuo4mI9OaEaIGANDG1StB27dpVJQnbtm0bO3fu9KzaPJnb7fZ5kCIi0nTUt8RG5QKB6667DqhYIJAXkUCrNNU/k6anVgla586dq6y0OVUSZjAYGDx4MJ07d1axWhGRs5jb7abMVV7juWPFJzBgICo0glJnmed4mDH0tKs6169fD8BFF10EgO3gIQ6Z4mjdXM+fSdNTpylOt9tNQkICHTp0qPLKy8vjzjvvBCpKcoiIyNmtzFXO1FUPnfaav371cJX38zJnYjaFnfL67OxsT4Fat8NJ2ZEjHI/vQz8laNIE1SlBMxgMnH/++cybN4/27dt7jn/55Zc+D0xERKRSfn4+TqeTdu3aAVB2/Bg4HGSHJ9IyRQmaND21StBefvllZs6cyZEjR/joo49YtmwZU6dOZcaMGURF6T8MERE5tUd/M52wk0bGHl33PO3iWnFVpzGUOcuYvvrRM/Yxf/584OQCtRVbPJnS0wkN0QIBaXpq9VN9ww03sGvXLmbOnElERASlpaU8+uijdOzYkYULF7EKaN0AACAASURBVGphgIiInFKYKQzzL68wYyhWex5p0SkV708zpXmyjz76CIA//vGPANizDlFkjiE9o+7FbkWCQa3/7IiMjGT27Nns2rXLs4Lm6NGjTJ482bNzgIiIyOkUlBVR5iqvc4mNvXv3YjQaSU1NBcB+MIujIfFaICBNVp3HhdPT01mwYAHr169nyJAhuN1uDh065Dn/9ttv+zRAERFpOupbYqOkpISEhASgYsGa7WAWx8MSaNO8bputiwSLek/c9+3bl1WrVvHuu+/SoUMHz/FJkyZx7rnnNupqzn379nH55ZeTmJhIYmIikydPxmKxnLGdxWLhlltuITU1ldjYWIYOHcratWsbIWIRkbPT8ZJsDBhIjkiodZvK3ye9e/cGwJlfAMXFnAhPpKV2EJAmqlYJ2vbt20957rLLLuOnn35i7ty5xMfH43a7Wb9+PZmZmb6K8bRycnK48MIL+fbbb5k+fTp/+ctf+PDDDxkxYgRlZWWnbFdYWMiQIUP497//zW233cZDDz3EkSNHGDZsGFu2bGmU2EVEzjZHi46THJFQ62fP4H8LBCofp7FnZVWcSE3DHGbyeYwigaBWCVq3bt1ITEw85WKAkJAQpk6dyu7du7njjjsIDQ1ttIUDTz75JIcOHWLFihVMnz6dGTNmsHjxYjZt2sSCBQtO2e4f//gHO3fu5L///S8PPPAAd955J6tXr8ZgMPDYY481SuwiImebw0XHSY9OrVObDRs2ADB69GigYgVnmSmM5FZpPo9PJFDUeoozPz//jElXQkICTz/9NFu3bmXcuHFeB1cbixYtIjMzs8rOBcOHD6dTp04sWrSoxjZut5sFCxZw8cUXM2TIEM/x5s2b88QTT1Q5JiIi3ilzllH6y+tI0XGaRSR73pc5Tz3TUSk7O5vw8HDPe/vBLI6HxdM6Tc+fSdNVp0K1EyZMYMCAAfTr149+/foRGxtb43XnnHMOS5Ys8UmAp5Obm8vevXu58sorq53r27evZ1n2r+3fv5/Dhw8zbdo0oCJhKy4uJjo62rOEW0REfOPXdc6WHVzNsoOra9W2skDtyc86F+8/yImwRPqlagWnNF21HkFzu90sXryY6dOnM3z4cBITE+nUqRMTJ05k3rx5rF69mqKiomrtnE4nGRkZNSZR3jp8+DAAGRkZ1c6lpaVRUFBAfv7/Z+/Ow6Os7v6Pv2cmmUkme0IISViyAGER2d0RKEtrXVBAH7VKoYptqUvVIrUq1q0qKMX2V61YaxWrtPWp9rG4ICoiAgKC7EEgYUkmJCEJIctkJrP8/ggZjNlDJmSSz+u6uIznPufMN3NnZr5z7vucU1rv2P79+wFISEhgwYIFxMTEEBERQf/+/Xn33XfbPU4REWmbZcuWATBlyhQAPA4HnuPHybfE0jdBI2jSdbVoBO2ZZ55hy5YtbN68mYMHDwI1Cdv+/fs5cOCA71KiwWBg4MCBjBkzxvdv2LBh5OXl+WVEraysDKhZo+27QkNDAaioqCAqKqrOsRMnTgDw0EMPERQUxNKlSzGZTCxevJirr76aDz/80LdatYiItJ7ZGMzvJzxUp2xtzpf838GPeXrcAkzG+jf3m43B9cree+89AH7+858D4Mi1YcCLO74XoRZNEJCuq0UJ2j333OP7uaSkxJes1f6z2WxATdKWmZnJvn37+Pvf/w6A0ei/LTg8Hg9Qkxg2pqHHdzgcQM3v8s033/jW1rnyyitJT0/n/vvvV4ImInIGDAZDvY3PCyqLSAyLxxoc2uJ+aheojY+PB8Bx9CgeDET269Ou8Yp0Nq26Bw1qJgJMmTLFN9wMcOzYMTZt2uRL3LZs2UJRURFQc4nTXyIiIgCw2+31jtWW1db5ttr9Q6dPn+5LzgCio6O56qqrePXVVykrK2uw7bfFxMTUaf9dHo+nyYkVtcljbGzrFmyUzkXnMfDpHHaM/KoiUmL7tOp5ttvtxMfH+9qUFBRSbIkiY0BivX46w3k0GAxNDkwEBbX6Y1e6qXb5S+nVqxdXXXVVnZmb2dnZvhG2TZs2sW3btvZ4qDr69u0L1Gw59V02m43o6OgGN3OvvWetZ8+e9Y717NnTN2mguQRNRERaxuP1kHMyj/OSR7S4zerVqwEYO3asr+zE/izyg2M4LzmqsWYiXYLfUvnU1FRSU1O57rrrAPyyLlp0dDSpqals3bq13rFt27YxZsyYBtudc845WCwWdu/eXe9YdnY2ISEhvuH0M2G326msrGz0eO23vOLi4jN+LDl7dB4Dn86h/x23l1DlchBjjGjx87x06VIAbrzxRoqLi/F6PDiOHiU/8hxirJ56/XSG82i1WhscGBBprQ4ba23qPrEzMWPGDJYuXUpmZiaDBg0Car517du3j/nz5zfYJiwsjKuuuop33nmH3bt3M3ToUKAmOfu///s/rrzySkym5m8+LSkpweVytd8vIyLSRdnK8wFIbMUitbUL1E6dOhWA6sJCDNVOnLEJhIV0zkuFlZWVTX4xr53cJtKczvkX3gr33Xcfr732GpMmTeLee++lqqqKRYsWMXLkSG666Sag5ibT9evXc9FFF5GWlgbAokWLWLNmDRMnTuSuu+7CbDbz3HPPERISwu9+97uz+SuJiHQ5top8QoNCiLE0vH5mQ4qKiuosUOs4mgOAVRMEpBvw3xTLDhIfH8/atWsZPnw4CxcuZOnSpUybNo33338fi8UCwNq1a7n55ptZu3atr11KSgobN25k/PjxLF68mMcff5zhw4fzxRdfMGDAgLP164iIdEm28nySwhJafDWluLgYj8dDSkqKr8x+5CjlQaEk9qt//7BIV9OiEbR//vOfjB07ltTUVH/H0yYZGRm+tXIaMnv2bGbPnl2vPC0tjX/9619+jExERKAmQUuP7tfi+rUL1NZe3gQoyzpCvjmGlF5aoFa6vhYlaNdffz0Gg4GYmBjGjh1b51+vXr38HaOIiAQwl8fFscrjjOt9XovbvP/++wD89Kc/9ZU5c3IoMPflEm3xJN1Ai+9B83q9FBcXs2rVKlatWuUrT05OrpOwjRkzpt7K/SIi0n3lVx7H4/WQFNbyCQKHDh2qs0Ctu7wcY/lJKlPiibTW33FApKtpUYL2wAMPsGXLljoL0NbKzc0lNzeXd955x1fWv39/zjvvPJYvX96+0YqISMCxlRcAkNyKGZy1C9TWqjo1QcDSRxMEpHtoUYL22GOP+X7Oyspi06ZNdRag/e6U4to9OpWgiYiIrTyfaEtki7d4+uSTTwAYOXKkr8xx5CjVBhPxacl+iVGks2n1MhtpaWmkpaVx/fXXAzXbGe3evbtO0rZr1y6/bvEkIiKBw1aRT1JYy2de/vWvfwXgJz/5ia+sNOswheYY+iVqhxfpHs54HTSj0ciwYcMYNmwYt9xyC1CzGbk/tnYSEZHAYyvPZ2TPoS2uX/v58b3vfc9XZj+SQ74lhlGawSndhF/WQbNYLFxwwQX+6FpERAJIlctBUdUJklpx/1lRURGhoacvh3qqqzEeL6A8sgdR4WZ/hCnS6QT8QrUiItJ55VXUTBBo6QzOhhaodeYdw+D1EJTU2x8hinRKStBERMRvcsvzMWCgV1h885WBP//5zwBcdtllvrKqI0fxAjH9+/ojRJFOSQmaiIj4ja08n3hrLGZTy9Yu++CDDwC47bbbfGUnsw5TEhxBn95xfolRpDNSgiYiIn5jq8gnuQ0L1MbGxvrKyg8docAcS79e2kFAug8laCIi4hder7dmk/RWTBCoqqoiLu70SJnX64VjeZwIjyM2QhMEpPtQgiYiIn5R5qygvLqyxQla7TaCo0eP9pW5ikswOaswJiZjMBj8EqdIZ6QETURE/MJWkQ/Q4gTt1VdfBfCtqQngOHoUgMg0TRCQ7kUJmoiI+EVueT7BxiDiQ2Obrwxs3boVgPHjx/vKSg8exm40k5ya6JcYRTorJWgiIuIXtvJ8eoX1xGho2UdNSUlJnQVqoWaLp3xLLP0StYOAdC9K0ERExC9sFfkkt/DyZmFhIR6Ph9TU1DrlblsuJdY4ekRZ/BGiSKelBE1ERNqdx+shr7yAxBZukv7CCy8AdReoddvtmMtO4E1I1AQB6XaUoImISLsrsp/A6alu8QjaRx99BMDcuXN9ZY6cXADCUvq0f4AinZwSNBERaXe5FceAls/gPHz4MCaTqc4CtScPHsaNkYQB/fwSo0hnpgRNRETaXV55AdagUKLMES2q/90FagFKDhziuDmKfslR/ghRpFNTgiYiIu0u99QOAi25d6x2/81vL1AL4MzJpSg0jp4xIX6JUaQzU4ImIiLtzlbe8hmctQvU3nrrrb4yr9tNcHE+rvheGDVBQLohJWgiItKuqj0uCuxFLZ7B+fXXXwMwbtw4X5kzPx+Tx01In95+iVGks1OCJiIi7Sq/ohCP19PiEbSSkhKsVmudspNZRwDokZHaUBORLi/obAcgIiJdi62iAKBFI2j5+fl4PB7S0tLqlBfty+ZkkJW+KfF+iVGks9MImoiItCtbeT4xliiswaHN1v3zn/8MwOWXX16n3H40h+MhcSTGNt+HSFekBE1ERNpV7QzOlqhdoPbbEwQATIV5OGITMBo1QUC6JyVoIiLSrvIq8kkKb9kEgdoFaqOiTq915iotxeKoxNw72V8hinR6StBERKTd2F1VFFeVkhTW/Aia2+3G4XDQo0ePOuW1EwRi+qf4I0SRgKAETURE2o2tvGaCQEtmcNYuUDt27Ng65YWZWTgMQfQeqCU2pPtSgiYiIu3GVp6P0WAkIaz52ZfLly8H6m6QDlBx+CiFIbEkxYf5JUaRQKAETURE2o2tIp+eoXEEG5tfxWn79u0AXHjhhXUPHLNhj+5JkEkfUdJ96a9fRETaja285RMEGlqg1uN0ElpegikpyR/hiQQMJWgiItIuvF7vqQSt+fvP8vLy8Hg8pKen1ykvP5yDES+RaSl+ilIkMChBExGRdlHqLKPCZW9RgvbCCy8AcMUVV9QpP7YnCw8GkoZoiyfp3pSgiYhIu6idwdmSJTZWr14N1J8gUJZ9mGJzJL0ToxpqJtJtKEETEZF2YSvPx2wMpkdoTLN1jx49islkIjw8vE65J89GeWQ8wUH6eJLuTa8AERFpF7aKfBLDe2I0NP3RUrtAbXx83aU4vB4PoScKICHRn2GKBAQlaCIi0i5s5fkturz53//+F6i/QK09v5BgdzXhqf38Ep9IIFGCJiIiZ8zj9ZBXUdCiCQJ///vfgfobpOftPghAwmBNEBBRgiYiImfsuL2Eao+LpLDm10DbsWMHUH+B2pIDhyg3hdA3rZdfYhQJJM0v9SwiItKM3PJjAC0aQWtogVqA6txcqsJ7YA42tXt8IoGmS4ygZWdnM336dGJjY4mNjWXWrFkUFha2qo8dO3ZgNpv57W9/658gRUS6MFt5PuHBViLN4U3Wy8vLw+v1MmDAgHrHLMX5uHtqgoAIdIERtKKiIiZOnIjT6WTBggW4XC4WL17Mjh072LRpE2azudk+XC4Xs2fPprq6ugMiFhHpemwVBSSGJWAwGJqs96c//QmAK6+8sk6542QZYY5y7H37+C1GkUAS8AnakiVLyMnJYefOnQwePBiA888/nylTpvDqq6/WWwSxIU8++SS7d+/2d6giIl2WrTyfwbH9m6339ttvA/CTn/ykbvvdWQDEZ2iCgAh0gUucK1asYMKECb7kDGDy5MlkZGSwYsWKZtvv3LmTxx9/nIceesifYYqIdFnV7moKKouavf/M6XRSWFhIdHR0vQVqi77Jptpgos9gLbEhAgGeoJWUlJCVlcXo0aPrHRs1ahRbtmxpsr3L5WLOnDlMnjyZm266yV9hioh0accqC/HiJSm86RmcTz75JADXXXddvWNVR3MotcYSGtr8bSki3UFAX+LMzc0FIDk5ud6xxMRETp48SWlpKVFRDe/p9vTTT7N//37eeecdXC6XX2MVEemqcsvzAUhsZomNN998E4CFCxfWOxZUeAx7Dy2vIVIroEfQysrKABqcrh0aGgpARUVFg213797No48+yjPPPEPv3r39F6SISBdnKy8gNiSa0KCQRuvY7XaKi4uJi4urN3nL5awmsqIYS7Lei0VqBXSC5vF4AJqcNWQ01v8V3W43c+bM4ZJLLmnRJAIREWmcrSK/2fvPHn74YQB+/OMf12+feRgTHmIHpPgjPJGAFNCXOCMiIoCab2bfVVtWW+fbFi9ezPbt21m3bh3Hjx8Hau5nA6isrOT48eNERUURHBzc5OPHxMQQExPT6HGPx4PX6230eG3yGBsb2+TjSOem8xj4dA7PzLHKQsb1O6/J5++dd94Bau5DM5nqLkS7MzsXM3DOJaOJjG34lpSW6Azn0WAwNDgwUCsoKKA/dqUDBfQIWt++fYGahQ+/y2azER0dTVhYWL1jH3zwAU6nk/POO4/4+Hji4+MZNWoUUJO8xcfH88UXX/g3eBGRLqDcWUmx/QR9opIarVNaWsqJEydITEysl5wBnDyYTZklksi4tidnIl1NQKfy0dHRpKamsnXr1nrHtm3bxpgxYxps9+yzz/pGzGrl5+dz0003cfPNNzNr1iyGDx9+xvHZ7XYqKysbPV77La+4uPiMH0vOHp3HwKdz2HYHSg4BEEVYo8/fvHnzAJg7d26DdTy2HOwxPc/4+e8M59FqtTY4MCDSWgGdoAHMmDGDpUuXkpmZyaBBgwBYvXo1+/btY/78+Q22aWhZjkOHDgGQlpbG5MmTW/TYJSUlmv0pIt2araIAo8FIgrVHo3Xef/99AH7+85/XO+b2eIgoK8SedoHfYuxIlZWVTX4xr53cJtKcgL7ECXDfffcRGxvLpEmTWLJkCb/73e+YOXMmI0eO9K1tlpWVxeuvv05WVtZZjlZEpGvJLc8nwdqDIGPD3/fz8/OpqKigd+/eDV7ePJadT6jbQVR/LVAr8m0Bn6DFx8ezdu1ahg8fzsKFC1m6dCnTpk3j/fffx2KxALB27Vpuvvlm1q5de5ajFRHpWmzl+SQ3MYNzwYIFANxxxx0NHj+29yAASUPT2z84kQAW8Jc4ATIyMnjvvfcaPT579mxmz57dZB8pKSlNzrgUEZG6vF4vtop8hsQ1vgfnp59+isFgYM6cOQ0eP5l1hGCTmaikphe5FeluAn4ETUREzo4TjpPYXVWNjqAdPnwYu91OamrjG6B783KpiOrZ5HqWIt2REjQREWkTW0UBAEnhDW/RVHt5s7EJW16vl7DSAgy9Gl+iQ6S76hKXOEVEpOPZyvOxmMzEhjS8ftkXX3yB0WhkxowZDR4vOFZKlLMMd1pff4YpEpA0giYiIm2SW36MxLCeGA31P0oyMzNxOBwMHDiw8fZ7sjAACYMbvwQq0l0pQRMRkTbJqyho9P6zX//61wAsXLiw0fYlBw/jxkCsRtBE6lGCJiIireb2uMmrKCQxrOEEbfPmzZhMpiYX/nbn5lAREYexmX2PRbojJWgiItJqhfZiXB5XgyNoW7Zsobq6mqFDhzba3uv1YinOx9Mz0Z9higQsJWgiItJqtvJ8AJLC669f9uCDDwLw2GOPNdq+6EQVcVUlhPXt458ARQKcEjQREWk1W0U+EcFhRJjD6x3bvn07QUFBXHjhhY22P7L3MMFeN/GDUvwYpUjgUoImIiKtZisvIKmBy5ufffYZbrebkSNHNtm+eP8hAOIGaAanSEOUoImISKvZyvMbTNB++9vfAvDEE0802d6ZcxS7JZygyAh/hCcS8JSgiYhIqzjdTgrtxQ0maHv37iU4OJgRI0Y02t7r9RJ0PJ/qHg3vQCAiStBERKSVjlUU4sVL8neW2Fi5ciUej4cLLrigyfYnyquJrSwipE9vf4YpEtC01ZOIiLRK7qkZnL3C4uuU/+53vwNg0aJFDbazO9zsPnSCzP0FRIbEc056P/8GKhLAlKCJiEir2CoK6BEaQ0iQpU75gQMHsFgspKen1yl3ON289dkR1u3Mp8rpqSlMnMB7X8E4VzYzx/fFYjZ1VPgiAUEJmoiItIqtPJ+k71zefPPNN/F6vYwfP75OucPpZvGK3Ry0lRPsqebXWW8C8Jc+V3KcGFZ/lUd2Xhnzrx+qJE3kW3QPmoiItEpDMziXLFkCwFNPPVWn/K3PjnDQVk5YSBC/uDrDV3595RZ+OXMQYSFBHLSV89ZnR/wfuEgAUYImIiItVl5dSamzrF6CduTIEaxWK717n77x3+5ws25nzf1qc6/oz7D0GN+x4MQkhveP5dYr+gOwbmcBdoe7A34DkcCgBE1ERFrMt8VT2Oktnl588UW8Xm+9jdF3HzqBu8pBUqSJc3pb8TgcvmNRfZPwOBwM620lKcJElbNmAoGI1NA9aCIi0mK28nxMBhMJ1h6+shdeeAGAJ598sk7diioX95665+zA1rr9VL33LvvfexeAWcBT/WdRUeXyX+AiAUYjaCIi0mK2igJ6hfXAZKy5od/tdmOz2YiIiCA+vu6yG2EhrRsDaG19ka5MrwYREWmx787g/MMf/gDA5ZdfXq/u0JRo7hv0IxxOD7+4OgO3w0HYn2pG2dKXLMJosbDjYAnPv7OPELOJoSnRHfNLiAQAjaCJiEiLeL3eejM4X375ZeD0IrXfFmoxccHw3lQbg3lp1RE+35jtO2Ywm9lxtIK/rDpCtTGYS4b1JNSiZTZEamkETUREWqTEUUqV2+FL0JxOJwUFBURHRxMeHt5gm5nj+5KdV8ZBWzm7Kw384FT5wpe3YyurmbWZnhTOzPF9O+JXEAkYGkETEZEWyfXN4KxJ0GonBVx77bWNtrGYTcy/fihD+0US5Dk9CaCwtIoQs4nJoxO1SK1IAzSCJiIiLZJXnk+IyUJsSBRQs3sAwMMPP9xkO4vZRI+SXKYefpeiWXdSHRXHbSFBDE2J1mVNkUYoQRMRkRbJrcgnMbwnBoMBu91OcXExcXFxmM3mJtuVVjgJ378DU2QkF44bjMFg6KCIRQKXLnGKiEiL2MrzST51ebN21Ozmm29utt2WncfIKD9MzMUXKDkTaSElaCIi0iy3x01+xXHfBIF///vfACxYsKDZtjlfbMbsddFj3IV+jVGkK1GCJiIizSqoLMLldZMUnkBpaSknT54kISEBk6npe8gKTlTR4/AeXEl9MX9nIVsRaZwSNBERaZat4vQenA888AAAc+fObbbdV18dIq3SRs9LL/JrfCJdjRI0ERFplq08n0hzOOHmMFauXAnAL37xiybbeL1ejq/fBAYDsReM6YgwRboMJWgiItKs3FM7COTn51NRUUHv3r2bvbyZU1hJn2P78PYfhKmRhWxFpGFK0EREpFl5FQUkhydw//33A3DHHXc022br+kwSHUUkfe9if4cn0uUoQRMRkSY53E6O20tICkvg448/xmAwMGfOnCbbeLxeKrdsxhVsIXLEuR0UqUjXoQRNRESalFdRgBcvnHRjt9tJSUlpts3+o6WkH99P0LDhGIOD/R+kSBejBE1ERJpkK8/HgIGljzwLwH333ddsmz1rtxPlqqD3pEv8HZ5Il6QETUREmmQrz6dHaAzr132B0WhkxowZTdZ3uT14tn+FMywS64D+HRSlSNeiBE1ERJpkqyjAWmXB4XAwYMCAZuvv3l9I/9JsrGPPw2DUx4xIW+iVIyIiTbKV5/P5Pz8G4KGHHmq2/oE1mwnxVNNbszdF2kwJmoiINKrMWcFJZzm7P/sak8nE1KlTm6zvcLoJydxBVY9ELEmJHRSlSNejBE1ERBplK8/HUVZFRVEZQ4YMabb+1ztzSC3PIebiCzogOpGuSwmaiIg0ylaRT+6XWQA88sgjzdbP+WwjBrwkjb/Q36GJdGldIkHLzs5m+vTpxMbGEhsby6xZsygsLGy23Ycffsi4ceOwWq2Eh4czefJkNm7c2AERi4gEBlt5AYfW7CMoKIhLLml6yYxyezUxWbtw9O1PUGRkB0Uo0jUFne0AzlRRURETJ07E6XSyYMECXC4XixcvZseOHWzatAmz2dxguzVr1nDZZZcxdOhQnnjiCVwuF88//zzjx49n7dq1nH/++R38m4iIdD7bv9lJcVYBY8eMbbbu1i/3k1xVSNSEH3ZAZCJdW8AnaEuWLCEnJ4edO3cyePBgAM4//3ymTJnCq6++yty5cxtsd9ddd9GnTx++/PJLrFYrALNmzWLw4ME88MADrF69usN+BxGRzsjj9bBt7RYAnnjiiWbrF63bSJwpmJ7nj/Z3aCJdXsBf4lyxYgUTJkzwJWcAkydPJiMjgxUrVjTYpqSkhJ07d3Ldddf5kjOAhIQExo8fz4YNG/wet4hIZ1dSVUrOpizCYsIZMWJEk3WPl1bRK3cvroFDMVoavnIhIi0X0CNoJSUlZGVlMXPmzHrHRo0axcqVKxtsFxkZyb59+wgLC6t37Pjx4wQFBfTTIiLSLv696j8U7TvGxROb365px9odJFeX0XPyuA6ITKTrC+gRtNzcXACSk5PrHUtMTOTkyZOUlpbWO2YymRgwYABJSUl1ynfs2MEXX3zBxRdrcUURkdeXv44x2MRTjz7ZbN3yLzdRZQkjetjgZuuKSPMCOkErKysDqHOZslZoaCgAFRUVLeqrvLycWbNmAXD//fe3U4QiIoHrSOYhegzsRUZGRpP1cvLL6FOwH+PwUdraSaSdBPQryePxAGAwGBqtY2zBm0VlZSVXXnkl27dv54EHHmDcOA3Ri0j3tmLFCioKTpIxuvkRsT0fb8LqcZA6Ve+dIu0loG+2ioiIAMBut9c7VltWW6cxJSUlXH755WzYsIFbbrmFxx57rMWPHxMTQ0xMTKPHPR4PXq+30eO1yWNsbGyLH1M6H53HwNedz6HX68XhdtYr/8Pzf8AcEcJPbr0Va2Td+3UtJrPvi7HX68Xz9VYqo3vSd1TTEwn8rTOcR4PB0OTAgO5xlpYK6L+Uvn37ApCXFYEzDQAAIABJREFUl1fvmM1mIzo6usGJALUKCgqYMmUKO3bs4Kc//SkvvPCC32IVEemMHG4ns9++p175iIcnMQJYmfspK9/+tM6xv12zhJAgCwCZ3+TRu+QQ1suu6ohwRbqNgE7QoqOjSU1NZevWrfWObdu2jTFjxjTatqysjKlTp7Jjxw7uvvtulixZ0u7x2e12KisrGz1e+y2vuLi43R9bOo7OY+DrzuewodGz5pSUlGAx1Sylse3fH5DiddN7/Hln/fnrDOfRarU2OTAg0lIBnaABzJgxg6VLl5KZmcmgQYMAWL16Nfv27WP+/PmNtps3bx7bt2/nrrvuanNyVlJSgsvlalNbEZHO5ulxC6gqt3Pu8OGE94xgxu9/wiMX3w2A0+1kwedP16nv9ngJ3rOdsoR+mOMav92jO6msrGzyi3nt5DaR5gR8gnbffffx2muvMWnSJO69916qqqpYtGgRI0eO5KabbgIgKyuL9evXc9FFF5GWlsauXbt4/fXXiYqKYsSIEbz++uv1+q1tKyLSXZhNZi6/+oe4HS6m3HYVvSN6+UbKGrJ352GSK/II+v7/dGCUIt1DwCdo8fHxrF27lrvvvpuFCxditVqZNm0aixYtwmKpuUdi7dq1zJkzh1deeYW0tDTWrl0LQGlpKXPmzGmwXyVoItLdbN68mczMTKKioog7pxdJ4QlN1s/5eB19jCYGTLyggyIU6T4CPkEDyMjI4L333mv0+OzZs5k9e7bv/+fNm8e8efM6IDIRkcBxyy23APDnV5fxv/ZPmkzQHE4XkQd3UdEvA9OpdSdFpP0E9DpoIiLSfk6ePMngwYM5GlVEeHAYw+MbXwNt14Y9xDlO0GuCdl4R8QclaCIi4vP8G8vYdGw7V6ZNIjQopNF6x9dtpCo4lD4XnN21z0S6KiVoIiICwPQZ0/nw2DoSw+K5KGlUo/UqKxz0OLIXZ8a5GEymDoxQpPtQgiYi0o0dO3bM9/NNC37CgROHuDJtMi6vG4fb6fvn/NZ6abs+20q4206/KZecjZBFuoUuMUlARETaZuaMmYx94vsALN/zNgDLdr7ZZJuKzV9RZo1h4JD+fo9PpLvSCJqISDf1wQcfkJOb0+p2PQuy4NyRvv04RaT9aQRNRKSb+ulPf4rb4eKWXtN5o/A9hscP5n8GXdFkm43/+Air610SLxvfQVGKdE9K0EREuqGFCxdit9s5//zzyQ4+hgcP0/pPaXLnAADvtq85EZPMoOSmF7EVkTOjS5wiIt2M3W7nxRdfxGAw8OfXX+KznC+Z2m8cUZaIJtvZDh0joSSHkLFjOihSke5LCZqISDczc+ZMvF4v8+bNY+XhT4kwhzGp70XNtjvw4To8BgMZUzV7U8TflKCJiHQjmZmZbN68GavVyo/u/DFfF+5hWvoUzM1d2vR6Cdr9NSWJ6YRGNz3SJiJnTgmaiEg3MmPGDABefPFF3tr/AX0jkhnb69xm22XvOEhc5XGiLzzf3yGKCErQRES6jeXLl1NYWEi/fv2IGd6LI2W5zBjwA4yG5j8Kjn68jiqThUGTlKCJdAQlaCIi3cSvf/1rAP73nf/lPwc+Ynj8YAbEpDTbzu1yE7Z/JydTBhNkDvZzlCICWmZDRKRbmDdvHtXV1UydOpU91dmUOsu4pv/3W9R2/xfbiaiuIGrCxX6OUkRqaQRNRKSLKy4u5q233sJkMvHHl/7Eh4fWMqH3+fS0xrWofcHnGzhpjiD9/KF+jlREailBExHp4q6++moAHnzwQd4/tAaTwcRlqRNa1NZRWUX0kUyqBp2L0aiPDJGOolebiEgXtmHDBjIzM4mOjuaaH8/kC9tX/DB1AmHB1ha1z1y9EYunmpQpl/o5UhH5NiVoIiJd2M033wzAG2+8wb/3f0CP0Bgu7X1ei9uXfbmJ4+E96TO4n79CFJEGaJKAiEgXtXTpUk6ePMmQIUMITY1iz9cHuG3YDQQZm37rtzvc7D50guLCk1SWu4g8Z1QHRSwitZSgiYh0QW63m6effhqDwcC/33mbP2W+Tv/ofgyPH9xoG4fTzVufHWHj9hxuz/w7EcCzaTdgKDWT91E2M8f3xWI2ddwvIdKN6RKniEgXdNNNN+F2u7nhhhvYU3GAvIoCZgy4DIPB0GB9h9PN4hW7Wf1VHg6nx1ce7q7C6fKy+qs8Fq/YjcPp7qhfQaRbU4ImItLF5OTk8PHHH2M2m3nqmad59+DHnNdrOP0ikxtt89ZnRzhoKycsJIhfXJ3hK5+Z7uWXMwcRFhLEQVs5b312pCN+BZFuTwmaiEgXM23aNACeeeYZPjy8liq3g6vSpzRa3+5ws3F7DsGeauZO7cvQ3qdneA4eN4JhfcK4dWpfgj3VrNtZgN2hUTQRf9M9aCIiXcjKlSs5evQoCQkJTL36Bzyy4Tkm9b2Y2JCoRtvsPnSC2zP/XvM/S+Dgt44VPPJbCoBQ4F7gqf6z2H3oBGMyWrbIrYi0jUbQRES6kHnz5gHwzjvv8J+DHxEaFMLUfuOabFNR5WrVY7S2voi0nkbQRES6iAcffBC73c4FF1yAKd7C5s07uHHQNEKCLE22CwsJ4tm0G4iPNHPN4Q8wlxzHQs1lzPQlizBaLHi9Xha+vB3K3ISF6KNDxN80giYi0gXY7XZeeukljEYj//rXv/jfbz4gKawnFyU1v4bZ0JRojGYztnIvh6utlE3/se+Y0WLBaLGwM6cSW5mbELOJoSnR/vxVRAQlaCIiXcKMGTPwer3MmzePPaUHOFh6mOkDfoDR0PzbfFVeHoNK9gOwuvelhKX09R3zer18faCYv/z3AACXDOtJqEVroYn4mxI0EZEAl5mZyZYtW7Barfzmwd/wzoFVDIkbwJC4Ac22PbZrP0eeeoaRpftIjjFT5fLy/Dv7fMcXvryd597KpKLKRXpSODPH922iNxFpL7qRQEQkwE2fPh2Av/zlL3yWs4nj9hJ+eu6NzbY7tH4bZX/7K6WhMQz41Z1ckBDDW58dYd3OAp7qP6um0qnLmpcM66mdBEQ6kBI0EZEAtnz5co4fP05KSgoXjr+Ih9cv5eLkMSSFJzTZbu/7n+P595scj0pmxP13EhMXAcCPpqQy/dK+7D50gooqF2EhQQxNidZlTZEOpgRNRCSA/frXvwbg3Xff5b3sNbi9bq5I/V6TbbateI/Q1f/HsYSBXPibX2ANqzvLM9Ri0jpnImeZEjQRkU7O6/Xi9FTXK//lXXfhMXr5wRWX4bR6WLNrI5elTsASZMbr9dbbd9Pr9fLlsn8Ss/lTclJHcul9txAcrI8Bkc5Ir0wRkU7O6anm7jWP1Ss3XNODa665BYAnNz0PwHvZn/Je9qf8fsJDWExmX1232836Ja/Qc98Wjp07jgm334DJqHliIp2VEjQRkS7O6ahmw5PPk5Czl+JxP2T8j6862yGJSDOUoImIBJADSzez8+sdWMwWPvn0ExKTElny1csYDQbmDb+J+9ctrlO/oqySLY8/R3zRUexX/A8XXj3xLEUuIq2hBE1EJIDs/HoHMRHRfPXVV4SGhvJl3tfklh/jntG3EhIUUqdu0bES9j69lNiKIkw/msPIiWPPUtQi0lpK0EREOrnc3Fzfz0OHDmX1Bx8B4HQ7+c/BjxgZP4T+0f1wuJ2+erbsPI4t/TPh1ZVE/ewX9B01uMPjFpG20x2iIiKd2Lp16xg3bpzv/1euXAlAZbWddw58RJmzgqv7f79eu7ylf8TicZL0q3uUnIkEII2giYh0Uq+++irz58/HZDn9Vv1l3tfsPJ7J3sLDVJ+IZVjMRA4f9RKe4sb4rXd0Q3Aw/e+7h8jE+LMQuYicKSVoIiLtoLG1yppiNgbXW6us1v3338/LL7+MwWjk/j8+TCY5AKzY8x7WwtF4cvtxzzdvAjt5Nu0GTCEWUiOckFbTfsiD9xIZ1+NMfiUROYuUoImItIPG1iprynfXKqs1/drprFu7jpjUHox/8CoyrTm+Y/HHLueIrZrgbyWD8VEWbGUe9pZA6KmykOjINv0eItI5dIl70LKzs5k+fTqxsbHExsYya9YsCgsL/dZORKS9lTsrWHv0S8b9aDLrPltHyqUZ3LL0Tn408hoeufCXvnpHCsqxhsJtV6VRbYJqE4x1H2Ja/sdYDM4mHkFEAknAj6AVFRUxceJEnE4nCxYswOVysXjxYnbs2MGmTZswm+t/Oz2TdiISuBq7DFnlcgDUmQVZq6nLkI15etwCzCYzdoebvYdLqXS4sFqCGNwvClOQmwWfPw3UJGWbi7eztWA3ewv2s+Wlzzi89hv6nzeIla+9S0xoVL24Qkd+ghf4az5wXe39ZbthKBj5zFfP7nBjsbYqbBHpRAI+QVuyZAk5OTns3LmTwYNrZiqdf/75TJkyhVdffZW5c+e2a7u28OeHQnvf99IRfQdizA31fbK0lPUbNpCZmUllRQVer5eg4GAsFgsWswWzOZgQcwihIaGYzWZCQkIIDa352Wq1YrVaCQ0NJSQkBKvViskShMlkate4u8pz3V59t+dlyKZ43Sbe+iyXjdtzuD3z78SC7z6xMUMjfO+8C9f/HoAETwzv/3IFlUVlXHrppbz11luteryG7D1cyoWDQ5uvKCKdUsAnaCtWrGDChAm+JAtg8uTJZGRksGLFikYTrba2awt/figEYt+BEHNOTg6ff/4527dv55tvvsFms1FacZKJS2fUbRwCjKgTwal/ZQC8Pftl3A5XszGYLEFc87dbWhX30xctICI0vMk6gfBcd3TfHWHpW3vJzq0i2OPxlYWHQYndw7rtRYSOrim7duBlFG2zMW/uPLxeL3PnzuXxxx/neIkd20Ebx7OOYj+ai/f4MYaRyLjiHS16/GfTb8QR54/fTEQ6SkAnaCUlJWRlZTFz5sx6x0aNGuVbL6i92knXdMnFl1ByvBi73Y7L5cLr9TZYLygkuNV9//S226iuqsbhcOByuXA6nTidTqqrq3G73VRXV1NdXY3H4Gm+s+8YOHAgHqeb4OBgoqKiSEpKYujQoYwfP54pU6YQHt508tbdPXr+r3hvQz6bdubys33/AOAPqddhCjFz3tBYNhvfbHPf2XnlBJtNDBhSAFk1Ze5BH5NuGEbOngRfvS/eWMNzz/4eA3DnVT/iPHrw+R0PEeM4gcXrIhlwGYOpio7D3iORP0TcQFyogYevS8cUFk7WrxYAkL5kEUaLBa/Xy8KXt0OZm/DQ1v+9ikjnEdAJWu3q2snJyfWOJSYmcvLkSUpLS4mKimqXdu0hIe9KDtmqCPa4uDP7nwA8GTcBc3QSGN2EjvykXft+Y/jN5JW7O23f/ow5aNdFlDnCmn2uc3JzfIlOdHQ0MTExJCYmMmDAAEaOHMm4cePo3bs3DrfTN6rT0rjv/81vWjSq05a+Bw4cyLGcPMrLyyksLKSwsJDt27fzxhtv+PoNCQvlir/MAqBq47l4gxMC6u/Dn30///bBU6NcRoLdNWXxEWHYytys3XbcN8r1XW6Pm0J7MfmVx2v+VdT891jF6QlGwR4XsamZREacnof1ix4zqMgpYTfHWH+q7IU/v0SoycSySyeSZHJhd5RCn2QMvccSmd6XuP59CY6NwWA0MsTh5pM/beaYw8M+eyjDepze1slosWC0WPj6QDG2MjchZhNDU6Lb9LyISOcQ0AlaWVnNZSSrtf6dsKGhNfdeVFRU1Eu02tquPRyyVRFmDmHu1L4EL6kpe3TWCBY8+SKWtCm+KfLDzjmH62ZcxyOPPNLi+5Ia6vuxn4xmV04ly1Zm0vC4UNvjbo++26Pfr7/+mhUrVrBx40Zs+TYm/7//AaDMEYazopIdH/6B4HP6AnBs3fMkDLqI0PQpp2M4dKjVl8Y6w3O9atWqOnGXlpayatUqPv/8c/bs2UNubi6VDrvvuDc4od7z8cnLdzJ8/HSMfU6vVO/PmDtT39l55YSFhDB3ahrUvhZvGV6v3422rRRVnfAlY8erSvB4a0Y8zYZgogkjsjqEdHsMOyNqnu87s/9J8IG6j+d94QWswAgTrB9Wc3N/7/RR/PGO2zjnwlGExMc1eQ9dqMXEJcMSWP1VHi/99wC3Tu3re7/wer18faCYv/y35kEvGdaTUEvL72cUkc4noBM0z6n7O5p6UzMa668k0tZ27SHY42Lu1L4M7W3l4KmyfklJ/HPZU3y1v4BX8jcAUFnlYtmyZSxbtoy+ffvy29/+liuuuKLVfXudTob1CWP2pD68kl9T1pbZXf7quzX9VnvK+cc//sGqVavYu3cvRUVFVFfXvZH825chgz0urhgbwbR7V3DwnvsA+PC//8VosZx6rtd0uufjTPqOiori2muv5dprr/WVfXtkLtjjokf1Lqp7nP7bLs4v4P03/x8J/Tcy9tyam+muunoGl02axK233triy6Sd4fkorazEaqnG5XXjdFVT7aqmutqJs7oap9uJy+2mwllZp9/RA0vJKfqS/qfK/vLJXymgHFNPC7V3Dv5jz/uEO71ElnvpUeoio7SanqUOYk66sVZ5qH0XcZpg53WtW7X/0aeeYeyYlBbXnzm+L9l5ZRy0lfP8O/u491T5wpe3YyurGQZMTwpn5vi+rYpDRDofg7exG24CwI4dOxg+fDh//OMfuf322+scu/fee1myZAnl5eWEhYW1S7taJSUlrF69msmTJxMTE9NofB6PB6/XS5XLwey37wFg3j8LfZdTvqvaBM+feoM35vWgKHcr+7/4htyth3E7XfQY2Iv0iwaQPjYds6UmEfECFWHGVvUddCyekIj8RuOu5a++29Lv13/KImvjx3hcNcl1SHQoUckxRCfHEtsnjrg+ccQkxmA0GQPu+fBn323pd/1jO7HtWY/JbCK6bxxxafH0TEugV/9ehEeffk10tufDXdwTU2xBs33Xamm/563pRX+vHaxhmMIjCIqMwBIVSWhMFNaYKCLiY4iKj8EcGcot/50PQGzW91k071K8zmq2/ewXAMQ/eD+XTpqE2+Bm6vM31cQw8D4uHd6vxTEDVDldLH8/k4+35GD/1gSUUEsQk8b05ubLBhFiDujv3m1W+8Xa42n9PZ3txWAwNPkFv6WfHyIB/Sru27fmW2JeXl69Yzabjejo6AaTrLa260g9HLEMTRnFpSmjKJ9Wzto1X7D36/18+bfP2fz6F/RK68WYC0cwfPS57A0raVXfsVUxJAQ1n5d78LI7rKjd+25Lv6FhUZxz4VB690tiQP80YuNi61dy+i9mCMy+29LvD6+7ioJDMWTtP8SxnAKyP/+Gb1btBsBsNROVEE1i756kZ6RhmpTY7jG3Ne4B5UmkG2MxGYMwGU0EGU2YDEEEGYMINtYsYeI1GlhO6+5Zy7jpBi6/sH+z9WqXzQEoTvuQWz/4sOZ/akfVvvkLk164oU6bYemt34opxBzE3Gnn8KPvD2L7/kLKKquJsAYzfEA81pCAfksXkW8J6FdzdHQ0qampbN26td6xbdu2MWbMmHZt11p2u53Kyso665y9MeJmHpszGq/T6bvsVjsDq8rlgI2LAfj+RVO4cHAvX7v5p1ZgePvtt3nsscfI+SaH//vGxsoVq3zLM7S178Z8+/LYmfRtt9v5z3/+wyeffMLu3bspLC703Sf2ZOx4Pv/bPYSYgnj3B5cDcOu2zaQMGMCEyd8DjgLw+G8WdmjMXaXvtvR75cQfcuHgn9TpZ9WqVbz22mts27aNosPHKcwuYPemTK6ZVPO393SPiXDwbW689lrS3v/orDwfF19wcYuej+VrPmlVv3icFBcXtyjm1qqyl1HsdDRfsREZyRbAUtNX5UmqKpuu39XFxtZ8cWvJ+fIXq9V61r/gS9cQ0AkawIwZM1i6dCmZmZkMGjQIgNWrV7Nv3z7mz5/f7u2+raSkBJer+TWuvi2vzM2unEqG9Tn9Aq6dgbX78Alf2eB+DU9QuOaaa7jmmmtwOp0sXLiQt94+vaBlXpmbG37+IM8+NK9NfbdH3J+9/wbPPPgFBw8epLi4GIfDUW/Zim/fJ2aOSWbeA88ye9o4Sh95oqaP9esxWixs/iafr47+P7/H3F36PpN+p06dytSpU33/X1xczEuv/IXDp9Z7C4pKZHN2KZ/dfjsfXT4NgIlTpjLivLGMu+JG3ztNp3o+KpxsO1LK0N5Wqk/dT18dZMAYZGD7oZOt7tdsDOb3Ex5ixT/+lw92eQmJ7l1n5ulfMq6l1FXzt5+aGM4vZw7GbNRSGF1NZWUllZWNZ8q1k9REmhPwCdp9993Ha6+9xqRJk7j33nupqqpi0aJFjBw5kptuqrnPIysri/Xr13PRRReRlpbW4nZ+YXSzbGUmsyf1IfTUh0KVy8Huwyf424ffwJCasuZmYJnNZp566ikeeeLR0wt6Gt0Ep0xk+o/v4pUhNUuIzLhuJsa4/oQPnErY2Jpqt8+7jSBMBAUFYTabCQoKIigoCIvFQnBwsO/nIEswDDsd95/e2c6I+BIuPRXalddcRYknmvRxNxFxQU3Zc79/xrcwq8lkIioqiuTkZIYPH84PfvADvve97+E1USfmo+4UjpZyRs+HP5/rLtN3O/YbGxvLL3/5yzrn8ZL/uR+OrKbaXnMfWE5+LqXbelDS6ziRp/4+rrz8+1xywcXceuutpKend3jc3xY68hP+evSTmkHa2suQGxbVr9dMv/n5+TzxxBN89NFHFBXVXJY1BVkYfOks+gydxLOpNcuc4IQQs4lLhvVk5vi+WMyaZSkijQv4BC0+Pp61a9dy9913s3DhQqxWK9OmTWPRokVYLDVD/2vXrmXOnDm88sorvgStJe38oXYfvVe+vY9e7aWUIWfedygw9pIRPH+qLJHaWWXrffU+/vjjVq9uX7vW1C5g16m4+xFPze3Nm3xt7rzzTmZMm87AgQMb7behfQX99Xyob//3W9s3AMPh+VN/c5ddN/vU0dN/HwcOHGDf7kxefvllDAYDVquV1NRUJk+ezC233EJCQgLf5c+422rlypU899xz7NmzB6fz9N9zZGQkl156KQ888ADp6enYHW52HzpBRZWLsJAghqZEa/kLEWmRgE/QADIyMnjvvfcaPT579mxmz57d6nZd1cqVK/E43djtdhwOBw6Hg6qqKt8q91VVVVRXV+NwOTlI6yYg3HPPPZ1mux3pfHbv2sU/3/wnK1euZN++fZSWlrJr1y527drF0qVLMRgMREREkDFkEP3uGtnuj197GRLA4XTzzrqjbNhdSJXz9HTOELOJC4fGc/UlfbCYTZiNwZSWlvLkk0/y3//+l8LCQt9le5PJRHp6Oj/+8Y+ZO3duvTULQy0mxmRozyURab2AXmbjbKmdJj169GgiIiKard/Qxs92h5ucIhdlldXgcTK4X1Sdb9Znsqm03eFm7+FSKh0urJagTtd3IMbcVN+d+TwGwnNdWFjIX//6V1avXs3BgwepOLXxvMlS8/3RaDQSFRXF4CHDOH/iNfRJGUDvpJ4MS49rU9zfZXe4OXK89hw6fKNcn332GYsXL2b79u04HKdv5A8PD+fCCy/kgQceYMiQszSEJw3qDJMEmlNWVsZXX32lZTakWUrQ2qC1CVpjAuHNRJqn89j+srOzeeWVV1izZg2HDx/Gbrc3Wd9oNGIwGHz3U5rNZiwWC6GhoYSFhREZGUlUVBRxcXH07NmTxMREkpOTSU1NpU+fPvTq1Qu73c6vf/1r3n77bfLy8nyjZEajkd69e3PDDTdwxx13YDZrhLizCoTXohI0aakucYlTRLqW1NRUHn300TplO3fu5NVXXyUnJ4eTJ09SVlZGZWUldrvdtwG9y+WiqqqKysrKRje9bwmr1cro0aO5//77223ZHRGR1lCCdhbVXo6xWq1NTsuWzk3nsWMMGzaMZ555pk1ti4uLOXToEIcPH8Zms5Gfn8/x48cpKSmhtLQUu92Oy+Xiiiuu4M477/TtySuBRa9F6UqUoJ1FtduBhIWF6c0kgOk8dn6xsbHExsYyatSoBo/Hx5/eQ7OwsLCjwpJ2pteidCX+2RFcRERERNpMCZqIiIhIJ6METURERKSTUYImIiIi0skoQRMRERHpZJSgiYiIiHQyWmajDdzumn37znQad1DQ6ae/rKzsjPqSs0fnMfDpHHYNgXAeaz83aj9HRBqjBK0NKioqANi7d+9ZjkRERAJRRUUFPXr0ONthSCemvTjboKqqivz8fMLCwjCZTM03EBERoWbkrKKigoSEBEJCQs52ONKJKUETERER6WQ0SUBERESkk1GCJiIiItLJKEETERER6WSUoImIiIh0MkrQ/CQ7O5vp06cTGxtLbGwss2bNorCw0G/txD/aej5GjRqFwWCo92/mzJkdELU0Ze7cuUyYMKFFdQsLC5kzZw4JCQlERkYybdo0srKy/BugNKs153D69OkNvhbHjBnj3yBFzpBmcfpBUVERo0ePxul0ctddd+FyuVi8eDEpKSls2rQJs9ncru3EP9p6PjweD2FhYfzwhz/kmmuuqXOsX79+jBs3riPClwa8/PLL3HrrrYwfP541a9Y0WdfhcHDxxRfzzTffcM899xAZGcmzzz6LwWBg+/btxMXFdUzQUkdrziHAwIEDSUxMZO7cuXXK4+LiuOyyy/wUpUg78Eq7+81vfuM1mUzePXv2+Mo++ugjL+BdtmxZu7cT/2jr+di3b58X8C5fvrwjwpQWcLlc3kceecRrMBi8gHf8+PHNtlm2bJkX8K5atcpXtnfvXm9QUJD3N7/5jR+jlYa05Rza7Xav0Wj0PvbYY/4PUKSd6RKnH6xYsYIJEyYwePBgX9nkyZPJyMhgxYoV7d5O/KOt52PXrl0AddrJ2VNVVcWoUaN4+OGHufnmm0lOTm5RuxUrVpCens6UKVN8ZYMGDWLSpEl6PXawtp7DPXv24PF49FqUgKQErZ2VlJSQlZXF6NGj6x0bNWoUW7Zsadd24h9ncj527dqFwWBg0KBBeL1CngvHAAAMoklEQVRe39ZgcnZUVVVx8uRJ/vGPf/Dqq6/W2a+xKV999VWj5z8rK4uSkpL2DlUa0dZzWPtlaciQIQCUl5f7LUaR9qYErZ3l5uYCNPgNLzExkZMnT1JaWtpu7cQ/zuR87Nq1i6ioKO644w4iIyMJDw8nPT1doy5nSWRkJPv37+e6665rcZvy8nJKS0sbPf8AR44cabcYpWltOYdwOkF7/vnniY2NJSIigqSkJP7whz/4I0yRdqUErZ2VlZUBYLVa6x0LDQ0FaHBEpa3txD/O5Hzs2rWLEydOYLfbWb58OS+//DLh4eHccMMNLF++3H9BS4OMRmOLR1xq6fXYubTlHMLpBO2bb77hxRdf5LXXXiMjI4O77rqLxx9/vL3DFGlXrf+LlyZ5PB4ADAZDo3WMxvp5cVvbiX+cyfmYN28eQUFB/OxnP/OV3XDDDZxzzjnMnz+fG2+8EZPJ1L4BS7vS67FruPHGGxk/fjz33Xef71z+6Ec/Yty4cTz++OP87Gc/o0ePHmc5SpGG6R2mnUVERABgt9vrHastq63THu3EP87kfNx+++11kjOoGXW5+eabyc/PZ8+ePe0crbQ3vR67hptuuokFCxbUSbSNRiNz587F4XCwYcOGsxidSNOUoLWzvn37ApCXl1fvmM1mIzo6mrCwsHZrJ/7hj/PRs2dPQDcqB4LIyEiio6MbPf8ASUlJHR2WtBO9FiUQKEFrZ9HR0aSmprJ169Z6x7Zt29bo6tVtbSf+0dbzkZ2dzZAhQ3jiiSfqHcvMzAQgNTW1fYMVvxg5cmSj579///7ExMSchaikpex2O8OHD+fnP/95vWN6LUogUILmBzNmzGD16tW+NwGA1atXs2/fPq6//vp2byf+0Zbz0a9fP4qKinjppZd8N5pDzYy/v/3tb0ycOJFevXr5PXY5czNmzCAzM5PVq1f7yjIzM/n444/1egwAoaGhmM1m3njjDXJycnzlpaWlPPfcc/Tv35/zzjvvLEYo0jRt9eQHhYWFnHPOOQQFBXHvvfdSVVXFokWLSEtLY8OGDVgsFrKysli/fj0XXXQRaWlpLW4nHaet5/Gtt97i2muvZdiwYdx6662Ulpbypz/9CafTyRdffKFFM8+ylJQUUlJS6mwTlJ+fz0cffcS5557LueeeC9Rs9TRixAjy8vKYP38+VquVZ555hqCgIL766ivdXH4WtfQcbty4kXHjxpGUlMQdd9yBx+Nh2bJl5OTk8OGHHzJ+/Piz9BuItMBZ3smgy8rMzPRedtll3rCwMG98fLx31qxZ3mPHjvmOv/LKK17A+8orr7SqnXSstp7Hf//7396xY8d6LRaLNzo62nv11Vd79+7d28HRS0P69etXb5ugTz/91At4H3744Trlubm53uuvv94bGRnpjYmJ8U6bNs174MCBjgtWGtSac7hmzRrvhAkTvFar1RseHu6dPHmyd8OGDR0XrEgbaQRNREREpJPRPWgiIiIinYwSNBEREZFORgmaiIiISCejBE1ERESkk1GCJiIiItLJKEETERER6WSUoImIiIh0MkrQRERERDoZJWgiIiIinYwSNBEREZFORgmaiIiISCejBE2ki/nhD3+IwWDAYDBw4MCBRutNnz4dg8GAyWRi165drXqMu+++2/cYmZmZ9Y7n5ua2Om4RETlNCZpIF3Puuef6ft69e3eDdTZs2MDbb78NwOzZsznnnHNa9RibN28GIDIykoyMDF/5yZMn+dWvfsVtt93W2rBFRORblKCJdDEtSdDmz58PQGhoKI8++mir+ne73Wzbtg2A0aNHYzAYANi7dy8DBgzg2f/f3r2GNNn+cQD/zsPc5pSJKE0RwRChUDTUlkaRJJ18I0knOpIQvdAo6GBQTKHCNDLKF0ZQoFGIhFERoegQgqKCDMrohJiMpdhoLk87/J4X/nc9LuvP0/N/yj3+vx8Y3Lvu6/7t4noxvlz3rnvnzmHJkiV/Z+hERPQfDGhE88zMgPbq1atZ59vb2/Hw4UMAwKFDh5CcnPxT9V++fImxsTEAQF5enmp/8OABhoaGAAAWi+Wnx01ERH9iQCOaZzIyMqDVagHMXkHz+XyoqqoCACQkJODo0aMAgE+fPuHIkSNYtGgRDAYDoqOjkZubi8bGRvj9/qAagdubwHRA8/l8MBgMOHjwoGovKSnB6tWr1fs7d+6guLgYZrMZkZGRSE5ORnl5OUZGRmaN//r168jPz0d0dDQyMjJw7do1NV6NRoPdu3fP6r9q1SrEx8cjKioKmZmZuHLlyk/OGhFRiBEimneysrIEgOh0OvH5fKq9qalJAAgAuXjxooiIPH36VBITE1X7t69NmzYF1d63b58619/fL729vd+97tixYyIiUldX98PaK1asCKpdUVHx3X5Wq1UdNzY2ioiI1+uVzZs3/7B2bW3tr5xiIqJfigGNaB7avn27Cipv374VERG32y1ms1kASHp6ukxNTYnL5ZKkpCQBIBqNRmpqamRoaEg+fPggxcXFqsa9e/dU7ZycHAEgiYmJIiLi9/vF4XAEBTqPxyN+v1+Gh4fFbDaLRqORoqIiGRgYkOHh4aDaIyMjIiJy9+5d1ZadnS29vb0yODgo69evDwpeT548EREJCm2HDx8Wh8MhHz9+VP2NRqOMjY395pknIvpnMKARzUO1tbUqvLS3t4uISE1NjWpra2sTEZGGhgbVduDAgaAafX196lxFRYWIiIyPj0tkZKQAkA0bNqi+M8PV+fPnZ43H6/XK5OSkiIhMTk7Ktm3bBICEhYXJ+Pi4iIgUFRUJAAkPD5f379+ra+12u6odFRUlk5OT4na7JSYmRgBIUVGReDwe9eru7lb9Hz169A/OKhHR7xPx92+OElGo+nYnZ0FBAerq6gAAy5Ytw8aNGwEAnZ2dql9lZWVQjZiYGHXscrkAAM+fP4fH4wEQvEHg8ePH6njmBoGpqSk0Nzejo6MD7969g8PhgMPhgM/nAzD9ezmdToeJiQn09PQAANauXYu0tDRVY8GCBYiIiIDX60V2dja0Wi16enowOjoKAOjq6kJkZOR352FiYuK/TxQRUYhiQCOah77dyVldXa0CTSCoAYDdbgcw/TyzmaEIgHqUBgCkpKQAmL1BICAQ0LRaLXJycgAAIoKSkhJ0dHRAp9OhrKwMe/bsQWxsLHbu3AlgOiwGxuH1egFMP7pjpjdv3qhz+fn5AKY3NfwVSUlJf6kfEVGoYUAjmoeSkpIQHx+PkZERdHd3Y3h4GABQWlqKwsJC1c9kMgEA3G43XC4XYmNjAUyHq3Pnzql+JSUlAH4c0ALt2dnZiIqKAjD9MNyOjg4AQEtLi1q1a2pqUtcFVtvCw8NV27c7O2f2D3xmQkKCart16xZKS0vV+8+fP8NkMiEsjJvUiejfi99gRPNUZmYmgOnVKY/Hg4iICJw5cyaoz7p16wAAfr8fe/fuxeDgIPr7+7Fr1y7YbDYA06Fu6dKlAP4MYqmpqSok2e12OJ1OAIBOp8P4+DimpqaCVrlev34Nt9uN+/fv48SJE6o9sNqWkpICvV4PAGhubobNZoPT6UR9fT0uXLig+gdW0AoLCxEXFwcAsFqtePHiBVwuF65evYqkpCTo9fqggElE9K8z1z+CI6Jfo7KyMmj34/79+2f1GRsbk9zc3B8+qsJisYjT6RQRkS9fvohGoxEAUlZWpmo4nU4JCwsLuq6trU3sdrsYjcZZNaOjo9Wx3W5XdY4fPz6rr0ajkfDwcAEgcXFx4vf7Vf8bN27M+tzAa/ny5fL169dfOLtERL8WV9CI5qmZv0MzGo2wWq2z+uj1evT09KC6uhqLFy+GXq+H0WhEXl4eGhoaYLPZ1G3QZ8+eQUQABN/eNJlMuHz5MtLS0qDVapGYmAiLxQKz2Yzbt28jJycHOp0O6enpqK+vx6lTp9S1AwMD6thqteLkyZNITU2FTqfDypUr0d7ers5bLBb1t1IAsGXLFthsNqxZswaxsbEwGAzIyspCfX09urq6YDAY/vdJJCKaIxoJfOMSEc2RlpYWAMDChQuRm5urdmV2dnaiuLgYAHD27Fn1H6JERPMdV9CIaM61trZix44dKCgowKVLlzA6Ooq+vj71t1RhYWEoKyub41ESEf0+XEEjojl38+ZNbN269Yfnq6qqcPr06d84IiKiucWARkQhobW1FY2Njejt7YXb7YbJZMKiRYtQXl6unptGRPT/ggGNiIiIKMTwN2hEREREIYYBjYiIiCjEMKARERERhRgGNCIiIqIQw4BGREREFGIY0IiIiIhCDAMaERERUYhhQCMiIiIKMQxoRERERCHmDwykzCvoisJtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 619.5x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', show=SHOW, legend='Die',\n",
    "         filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n",
    "         ref_line=1.555*df['Voltage']**4-3.451*df['Voltage']**3+2.347*df['Voltage']**2-0.496*df['Voltage']+0.014)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "toc_cell": false,
   "toc_position": {
    "height": "779px",
    "left": "0px",
    "right": "1161px",
    "top": "119px",
    "width": "212px"
   },
   "toc_section_display": "block",
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}