experiments-backtesting-dev.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Experimenting with Bactesting Investment Strategies\n",
    "\n",
    "## Strategies\n",
    "\n",
    "1. Buy and hold. You are given a lump sum and you invest it right away\n",
    "\n",
    "2. Buy and hold, with buy downturns (aka buy the dip)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "\n",
    "from backtesting_dev import DollarCostAveraging, DollarCostAveragingBuyDrawdown\n",
    "from query_stocks import query_stock_prices\n",
    "import random\n",
    "\n",
    "import numpy as np\n",
    "import plotly.graph_objects as go"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('seaborn-v0_8-pastel')\n",
    "\n",
    "random.seed(456)\n",
    "# set seed above to 456\n",
    "# expected profit: 24505.021713256847\n",
    "# this is for down turn strategy as it buys on chance sometimes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "DOWNLOAD_DATA = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "if DOWNLOAD_DATA:\n",
    "    start = datetime.date(2014, 1, 1)\n",
    "    end = datetime.date(2024, 1, 1)\n",
    "    data = query_stock_prices(['VOO'], start_date=start, end_date=end)\n",
    "    voo_df = data.to_frame(\"VOO\").reset_index()\n",
    "    voo_df.to_csv(\"data/voo_df.csv\", index=False)\n",
    "\n",
    "else:\n",
    "    voo_df = pd.read_csv(\"data/voo_df.csv\")\n",
    "    voo_df['Date'] = pd.to_datetime(voo_df['Date'])\n",
    "\n",
    "voo_df['sma_50'] = voo_df['VOO'].rolling(50).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "voo_df = voo_df.loc[(pd.Timestamp(2021, 1, 1) <= voo_df['Date'])]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic Buy and Hold Strategy\n",
    "\n",
    "tl;dr Immediately buy as much as possible. Don't think, just buy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "753it [00:00, 1552.67it/s]\n"
     ]
    }
   ],
   "source": [
    "buyandhold = DollarCostAveraging('VOO', monies = 10000, income=1000)\n",
    "buyandhold.run(data=voo_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PROFIT: 7,645.90\n"
     ]
    }
   ],
   "source": [
    "holdings = buyandhold.holdings.to_pandas()\n",
    "profit_buyandhold = holdings['quantity']*(buyandhold.end_price - holdings['price'])\n",
    "print(\"PROFIT: {:,.2f}\".format(profit_buyandhold.sum())) #PROFIT: 102,904.19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "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>symbol</th>\n",
       "      <th>price</th>\n",
       "      <th>quantity</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>VOO</td>\n",
       "      <td>339.029999</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2021-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>VOO</td>\n",
       "      <td>340.179993</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2021-01-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>VOO</td>\n",
       "      <td>349.589996</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2021-02-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>VOO</td>\n",
       "      <td>364.299988</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2021-03-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>VOO</td>\n",
       "      <td>383.570007</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2021-04-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>VOO</td>\n",
       "      <td>386.130005</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2021-05-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>VOO</td>\n",
       "      <td>393.519989</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2021-06-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>VOO</td>\n",
       "      <td>403.149994</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2021-07-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>VOO</td>\n",
       "      <td>415.049988</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2021-08-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>VOO</td>\n",
       "      <td>394.399994</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2021-09-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>VOO</td>\n",
       "      <td>422.160004</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2021-10-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>VOO</td>\n",
       "      <td>419.059998</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2021-11-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>VOO</td>\n",
       "      <td>436.570007</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2021-12-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>VOO</td>\n",
       "      <td>413.690002</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2022-01-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>VOO</td>\n",
       "      <td>401.359985</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2022-02-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>VOO</td>\n",
       "      <td>415.170013</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2022-03-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>VOO</td>\n",
       "      <td>378.700012</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2022-04-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>VOO</td>\n",
       "      <td>379.679993</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2022-05-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>VOO</td>\n",
       "      <td>346.880005</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2022-06-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>VOO</td>\n",
       "      <td>378.790009</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2022-07-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>VOO</td>\n",
       "      <td>363.149994</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2022-08-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>VOO</td>\n",
       "      <td>328.299988</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2022-09-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>VOO</td>\n",
       "      <td>354.950012</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2022-10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>VOO</td>\n",
       "      <td>374.489990</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2022-11-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>VOO</td>\n",
       "      <td>351.339996</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2022-12-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>VOO</td>\n",
       "      <td>373.440002</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2023-01-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>VOO</td>\n",
       "      <td>364.109985</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2023-02-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>VOO</td>\n",
       "      <td>376.070007</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2023-03-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>VOO</td>\n",
       "      <td>382.049988</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2023-04-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>VOO</td>\n",
       "      <td>383.890015</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2023-05-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>VOO</td>\n",
       "      <td>407.279999</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2023-06-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>VOO</td>\n",
       "      <td>420.679993</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2023-07-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>VOO</td>\n",
       "      <td>413.829987</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2023-08-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>VOO</td>\n",
       "      <td>392.700012</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2023-09-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>VOO</td>\n",
       "      <td>384.170013</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2023-10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>VOO</td>\n",
       "      <td>419.399994</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2023-11-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>VOO</td>\n",
       "      <td>436.799988</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2023-12-29</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   symbol       price  quantity       date\n",
       "0     VOO  339.029999      29.0 2021-01-04\n",
       "1     VOO  340.179993       3.0 2021-01-29\n",
       "2     VOO  349.589996       3.0 2021-02-26\n",
       "3     VOO  364.299988       3.0 2021-03-31\n",
       "4     VOO  383.570007       2.0 2021-04-30\n",
       "5     VOO  386.130005       3.0 2021-05-28\n",
       "6     VOO  393.519989       2.0 2021-06-30\n",
       "7     VOO  403.149994       3.0 2021-07-30\n",
       "8     VOO  415.049988       2.0 2021-08-31\n",
       "9     VOO  394.399994       3.0 2021-09-30\n",
       "10    VOO  422.160004       2.0 2021-10-29\n",
       "11    VOO  419.059998       2.0 2021-11-30\n",
       "12    VOO  436.570007       3.0 2021-12-31\n",
       "13    VOO  413.690002       2.0 2022-01-31\n",
       "14    VOO  401.359985       3.0 2022-02-28\n",
       "15    VOO  415.170013       2.0 2022-03-31\n",
       "16    VOO  378.700012       3.0 2022-04-29\n",
       "17    VOO  379.679993       2.0 2022-05-31\n",
       "18    VOO  346.880005       3.0 2022-06-30\n",
       "19    VOO  378.790009       3.0 2022-07-29\n",
       "20    VOO  363.149994       3.0 2022-08-31\n",
       "21    VOO  328.299988       3.0 2022-09-30\n",
       "22    VOO  354.950012       3.0 2022-10-31\n",
       "23    VOO  374.489990       2.0 2022-11-30\n",
       "24    VOO  351.339996       3.0 2022-12-30\n",
       "25    VOO  373.440002       3.0 2023-01-31\n",
       "26    VOO  364.109985       2.0 2023-02-28\n",
       "27    VOO  376.070007       3.0 2023-03-31\n",
       "28    VOO  382.049988       3.0 2023-04-28\n",
       "29    VOO  383.890015       2.0 2023-05-31\n",
       "30    VOO  407.279999       3.0 2023-06-30\n",
       "31    VOO  420.679993       2.0 2023-07-31\n",
       "32    VOO  413.829987       3.0 2023-08-31\n",
       "33    VOO  392.700012       2.0 2023-09-29\n",
       "34    VOO  384.170013       3.0 2023-10-31\n",
       "35    VOO  419.399994       2.0 2023-11-30\n",
       "36    VOO  436.799988       2.0 2023-12-29"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "holdings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "ts_voo = voo_df.set_index('Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "ts_holdings_1 = holdings.set_index('date') #.asfreq('D')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "ts_voo = pd.concat([ts_voo, ts_holdings_1['price']], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (14, 6))\n",
    "ts_voo['VOO'].plot(ax=ax, label='VOO')\n",
    "ts_voo['sma_50'].plot(ax=ax, label='MA(50)')\n",
    "ts_voo['price'].plot(marker='^', ax=ax, label='Purchase', color='blue')\n",
    "ax.legend()\n",
    "ax.set_title(\"Dollar Cost Averaging (Buy, don't think)\")\n",
    "ax.set_ylabel(\"Price\")\n",
    "ax.set_xlabel(\"Date\")\n",
    "ax.grid(alpha=0.2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(53289.598510742195,\n",
       " contributions       46000.000000\n",
       " available_funds    170906.785309\n",
       " dtype: float64)"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buyandhold.end_price*holdings['quantity'].sum() , buyandhold.contributions.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "contributions      0.158470\n",
       "available_funds   -0.688195\n",
       "dtype: float64"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buyandhold.end_price*holdings['quantity'].sum() / buyandhold.contributions.sum() - 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "mode": "lines",
         "name": "VOO",
         "type": "scatter",
         "x": [
          "2021-01-04T00:00:00",
          "2021-01-05T00:00:00",
          "2021-01-06T00:00:00",
          "2021-01-07T00:00:00",
          "2021-01-08T00:00:00",
          "2021-01-11T00:00:00",
          "2021-01-12T00:00:00",
          "2021-01-13T00:00:00",
          "2021-01-14T00:00:00",
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            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "font": {
          "size": 25
         },
         "text": "Dollar Cost Averaging",
         "x": 0.5,
         "xanchor": "center",
         "y": 0.9,
         "yanchor": "top"
        },
        "xaxis": {
         "title": {
          "text": "Date"
         }
        },
        "yaxis": {
         "title": {
          "text": "Price ($)"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure(\n",
    "    layout=dict(\n",
    "        title=go.layout.Title(text=\"Dollar Cost Averaging\", xanchor='center', yanchor='top', x=0.5, y=0.9, font=dict(size=25)),\n",
    "        height=550\n",
    "        )\n",
    "    )\n",
    "fig.update_layout(xaxis_title=\"Date\", yaxis_title=\"Price ($)\", legend_title=\"Legend\", font = dict(size=15))\n",
    "#fig.update_layout(template='plotly_white')\n",
    "#fig.update_layout(paper_bgcolor=\"white\", plot_bgcolor=\"white\")\n",
    "# Add traces\n",
    "fig.add_trace(go.Scatter(x=ts_voo.index, y=ts_voo['VOO'],\n",
    "                    mode='lines',\n",
    "                    name='VOO'))\n",
    "fig.add_trace(go.Scatter(x=ts_voo.index, y=ts_voo['price'],\n",
    "                    mode='markers', # lines+markers available too\n",
    "                    marker=go.scatter.Marker(symbol='triangle-up', size=10, color='magenta'),\n",
    "                    name='Purchases'))\n",
    "fig.add_trace(go.Scatter(x=ts_voo.index, y=ts_voo['sma_50'],\n",
    "                    mode='lines',\n",
    "                    line={'dash': 'dash'},\n",
    "                    name='MA(50)'))\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Date'>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "buyandhold.contributions['available_funds'].plot(figsize=(10, 6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "del ts_voo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Downturn Strategy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "753it [00:00, 1660.02it/s]\n"
     ]
    }
   ],
   "source": [
    "drawdown = DollarCostAveragingBuyDrawdown('VOO', monies=10000, income=1000)\n",
    "drawdown.run(data=voo_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DRAWDOWN STRATEGY PROFIT: 6,526.49\n"
     ]
    }
   ],
   "source": [
    "newholdings = drawdown.holdings.to_pandas()\n",
    "profit_drawdown = newholdings['quantity']*(drawdown.end_price - newholdings['price'])\n",
    "print(\"DRAWDOWN STRATEGY PROFIT: {:,.2f}\".format(profit_drawdown.sum()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BUY AND HOLD PROFIT: 7,645.90\n"
     ]
    }
   ],
   "source": [
    "print(\"BUY AND HOLD PROFIT: {:,.2f}\".format(profit_buyandhold.sum()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "ts_voo = voo_df.set_index('Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "ts_holdings_2 = newholdings.set_index('date') #.asfreq('D')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "ts_voo = pd.concat([ts_voo, ts_holdings_2[['price', 'quantity']]], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "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>VOO</th>\n",
       "      <th>sma_50</th>\n",
       "      <th>price</th>\n",
       "      <th>quantity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-01-04</th>\n",
       "      <td>339.029999</td>\n",
       "      <td>329.440203</td>\n",
       "      <td>339.029999</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-05</th>\n",
       "      <td>341.260010</td>\n",
       "      <td>329.934003</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-06</th>\n",
       "      <td>343.329987</td>\n",
       "      <td>330.447603</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-07</th>\n",
       "      <td>348.459991</td>\n",
       "      <td>331.180803</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-08</th>\n",
       "      <td>350.420013</td>\n",
       "      <td>331.973803</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   VOO      sma_50       price  quantity\n",
       "2021-01-04  339.029999  329.440203  339.029999      10.0\n",
       "2021-01-05  341.260010  329.934003         NaN       NaN\n",
       "2021-01-06  343.329987  330.447603         NaN       NaN\n",
       "2021-01-07  348.459991  331.180803         NaN       NaN\n",
       "2021-01-08  350.420013  331.973803         NaN       NaN"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts_voo.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (14, 6))\n",
    "ts_voo['VOO'].plot(ax=ax, label='VOO')\n",
    "ts_voo['sma_50'].plot(ax=ax, label='MA(50)')\n",
    "ts_voo['price'].plot(marker='x', ax=ax, label='Purchase', markersize=6, linestyle='')\n",
    "ax.legend()\n",
    "ax.set_title(\"Dollar Cost Averaging (Buy Downturn Strategy)\")\n",
    "ax.set_ylabel(\"Price\")\n",
    "ax.set_xlabel(\"Date\")\n",
    "ax.grid(alpha=0.2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(50231.99859619141,\n",
       " contributions      4.600000e+04\n",
       " available_funds    1.177911e+06\n",
       " dtype: float64)"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drawdown.end_price*newholdings['quantity'].sum() , drawdown.contributions.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "contributions      0.092000\n",
       "available_funds   -0.957355\n",
       "dtype: float64"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drawdown.end_price*newholdings['quantity'].sum() / drawdown.contributions.sum() - 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
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            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "font": {
          "size": 25
         },
         "text": "Dollar Cost Averaging with Downturn",
         "x": 0.5,
         "xanchor": "center",
         "y": 0.9,
         "yanchor": "top"
        },
        "xaxis": {
         "title": {
          "text": "Date"
         }
        },
        "yaxis": {
         "title": {
          "text": "Price ($)"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure(\n",
    "    layout=dict(\n",
    "        title=go.layout.Title(text=\"Dollar Cost Averaging with Downturn\", xanchor='center', yanchor='top', x=0.5, y=0.9, font=dict(size=25)),\n",
    "        height=550\n",
    "        )\n",
    "    )\n",
    "fig.update_layout(xaxis_title=\"Date\", yaxis_title=\"Price ($)\", legend_title=\"Legend\", font = dict(size=15))#fig.update_layout(template='plotly_white')\n",
    "#fig.update_layout(paper_bgcolor=\"white\", plot_bgcolor=\"white\")\n",
    "# Add traces\n",
    "fig.add_trace(go.Scatter(x=ts_voo.index, y=ts_voo['VOO'],\n",
    "                    mode='lines',\n",
    "                    name='VOO'))\n",
    "fig.add_trace(go.Scatter(x=ts_voo.index, y=ts_voo['price'],\n",
    "                    mode='markers', # lines+markers available too\n",
    "                    marker=go.scatter.Marker(symbol='triangle-up', size=10, color='magenta'),\n",
    "                    name='Purchases'))\n",
    "fig.add_trace(go.Scatter(x=ts_voo.index, y=ts_voo['sma_50'],\n",
    "                    mode='lines',\n",
    "                    line={'dash': 'dash'},\n",
    "                    name='MA(50)'))\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "# #combined plots\n",
    "# N=100\n",
    "# random_x = np.linspace(0, 5, N)\n",
    "# random_y0 = np.random.randn(N) + 5\n",
    "# random_y1 = np.random.randn(N)\n",
    "# random_y2 = np.random.randn(N) - 5\n",
    "# fig = go.Figure()\n",
    "# # Add traces\n",
    "# fig.add_trace(go.Line(x=random_x, y=random_y0))\n",
    "# fig.add_trace(go.Scatter(x=random_x, y=random_y1,\n",
    "#                     mode='markers',\n",
    "#                     name='markers'))\n",
    "# fig.add_trace(go.Scatter(x=random_x, y=random_y2,\n",
    "#                     mode='lines',\n",
    "#                     name='lines'))\n",
    "# fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "#help(go.Scatter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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R1t3KWwweEBFlqQtDwKNvA0/tkfvvnAcOdAL/dzD4eWNurQhisS3y6424gK3ngN0hwYNVjXK9qNaY/SYiIiKKxusD2oeAygLg/UuBqiLZfulM4LJm1jtIFwYPiIiylNsbXDvIFuETfSxQr6DAKoUTI4nUqlF9DbswEBERUSoMu4Cn9wE/2RmcZbm4Fii2Ax3D6du3fMZWjUREWcrjk2sTAI8XaCqT+xUhBQ+dgeCBI8YnfqRWjSp44PVNeVeJiIiI4qbGODZzcG2DrhFZollfElwTgVKDmQdERGng8gJ/OAIc6Z76a7i9ct05Ahzp0TIP3CEn+RPBgxgpfqp/sk/39e1DwNazcjs0I4GIiIgoGdSERWjGZNdI6veFNAweEBGlwYFO4FgP8OLRqb+GPkgwMK4tYRhzBz9vPBBkKIiReWAJk3kwMK7dZuYBERERpYLKPLCGnK1uOyfXg87U7g8JBg+IiFLsQCfwxint/qg74lOj8ni12wPjwMFOuR267CDRZQvekA4OSkvl1PaTiIiIKBFqLGKJ0I7RzDaNacGaB0RESeDzA7/ZL0sJ/mJx8Hq9l48HP7djCGitkoJA8fQs9vulfeK7uq4IA+NAcVnwc9RrLa0DWitjH2jD1TxQSyMW1UqRIiIiIqJk80RYtqBECipQcjF4QESUJJ3DEjkfcwNFdtnmD1M3oGMEmF0JfP9tuX/zAmBedeTXHRgPDhwAkr43K3CAvaghOAhhswDlcbQ0KrBKP2WzSQs+uHQFi4iIiIhSIVLNA4WZB+nB4SARURKYTVqNgSGXtl1fj6DYBmyYD6yZCYzonnNuIPpr9+vqECyvl+txj7b8IVo7xmgsZqCxVCoYq+CDyjxweaVtEhEREVGylRcAKxuB+REmUxg8SA9mHhARGUgFBwqsQKkDGHEDQ045IQfkpLy6EOgZk2yEBTWyvXdMe41YTQ30wQM/gCKbBA56R2VbaCrfnnZg2CnvVVOc2PejggeHu2Uf71iR2NcTERERJaq2WC6hbBYZm8ytSv0+EYMHRESG2nlBLisbgRIHgOHgGftCG/DeRcBbZ4C6Em37hUHttltXpDCcYV2FYadHDqBun9YZYft5WfagAgVHuoG2IXm/WMGDjmHgcBcwowyYWx2cxcBuC0RERJRO9cXAuUGgqijde5KfuGyBiMhAQ4ET+2I7UGoP3qaUFQA3LQBWN8n9/R1ywq/EOknXFzQ82gM0lQE3zJMUP0XfxjHebgsAcLoP2N0OHOqS++9plToIgFa8iIiIiCiZnB4ZP6kxjDK/Bri4CagsTM9+5TsGD4iIDKSyDMocsmwB0DIF/H7geC/QPxZ8Ih4aXIh1kh7ailGtUmgq1bbpsxecgduOOIomNlfIdeeIts0SpoUjERERUbLsaQf+Zyfw51PB25fVA5e3hF/SQMnHZQtERAYaDAQCSh3aSf2QCzjYBWw7qz1+RYuWebCqCTg/KMsORtyxgwehJ/FWi2QrtFQADSVA+3Dwa3gCwQNbHMGDskDAY8QlQQqzCbAGwsxctkBERESpoMY6Uy0CTcnB4AERkUG8Pq1rQqkdqCiQAoMOK/Dz3dKxwGYBFlQDS+q0r3NYgduXASd6gd8fjh08qC4CZlUAZ/rlft8Y8PtDslSiIrB0Qf8a7gTaLRbZJGDg88v38uZpCUao74+IiIgo2WK1aqT0YPCAiMggasmCxSSFEU0moNYqJ+KuwOz/R1YCJfbwX19fAty8QE7go1nZKJef7JD3rCqUrgvDLm2phFq24PVpyxyscWQemEyyf4NOWU7RPqS1muSyBSIiIkoFBg8yE4MHREQGGQ20aSy2y0m44tLVHyiM8qlbbJcuCfFS2QVlDq11UduQbFPZBvoMhHgyDwAJQKjggXqdxlKgpkjqNpjYW5mIiIiSSE1YWDnmyCgMHhARGcRhBZbXA/bADL/HC7zbBvSOyn2LybgIus8PjHu028U2oF8XpFDZCzYLcNdKCQKY4zwAq+yFIZcW+NgwX9tORERElEweZh5kJAYPiIgMUlUIXDNHu+8H8PZZuW1C7FaJLi9wqk+CAYtqIz/vuUPA2QG5XVMkvY7tuiUJf7FYiicCEjCoSLCd0bpm4PJZQIEV2HJGtsWbtUBEREQ0XWrZgpXjj4zC4AERUZJYzRI08AP464slOyCacQ/w4lHJUIgWPPD45HLDPGBhjSwj0AcmLNNM8StxaPuj+AGMuoACW/wZDERERERT0VwuEyPVReneE9Jj8ICIyCCjLjmRL7DKtckkywZcXqlHYIpQKFFRs/tef/TaAqoAotmkPcehyzzQp/gNjgP7O6WewoqGxL4fj24ZxP/slIDFPauAsoLEXoeIiIgoEUvr5UKZhYkgREQGee0U8F/vAHvatW22wEm9vmhiJPqT/mjtGvXBA2VGuXb7V/uAV47L7QEn8M55YJ9un+KliiVWF2rZDB52XCAiIiLKSwweEBEZZCzQbaFQtzxB1SL41T5gx/noX2+NM3gw0b5IFzxY0RDcyUHti8oeiKdNY6jKQuCvVwPvX6btmzfKfhEREREZYcwNjLu1CRPKDAweEBEZRLVqLNIFD9RSBJ8f6BmN/vVmk26G3yfZCp3DsoRBbyLzIOQTvLVKu62yBtT1VAseljpkGYbKihgcn9rrEBEREcXr/w4CP3oHONuf7j0hPQYPiIgMEi3zIPR2JGqG3+MDnt4L/GIvcLo/+Dnhli34/cDVs4Hr52pfr7+ebrViVTzx+SPMPiAiIqLkYqvGzMSCiUREBvD7tRPsAt0n69WtwJ9OAG1DgD2OT1yrGXB65aDZNybbQk/W60rkPfTvc7gb2HxMu+/2Bl9PZdlC0HsWA+cG5faoWzISiIiIiJKBrRozE4MHREQGcOoKIupP6quLgIqCQPAgjhP4q1slEFFq1zo1VIa0Kbph3uSvC31td0jmwVSXLejf81Q/sKAmvu+DiIiIaKq8zDzISAweEBEZwBnIOrCaJx/ohl1yHc9J97xquXZ5tQ4NJbbIz1dC2zp6QjMPpnnwLXEAy9gyiYiIiFLAxcyDjMTgARGRASxmYHmYk+sLg8DZAbldYo//9UZc2u3eMaChNPrz9QfXykLtvVY0AHOqAAc/7YmIiCgLeH3a5Echxy8Zhb8OIiIDlNiBa+ZM3j7mAUyQdP/ZlbFfp30IGHJpmQMA0D4cHDz4352yLOEDS4GKQtnm0GU1fGSldrvILhcjnOgFTvYBzeXy/RAREREZTRWgNps4+ZFp+OsgIkqiuVXA362Jv2DhtnPSXaG5XNvmCymYOOaW4IF+qUJtMbCgGig2KFAQTucwcKBT2kkyeEBERETJYDLJUkmvb/KyTEovBg+IiAzg8gBev0TIzSEHukQ6HajlB6pzAyCvq+cN06rRZAI2LJj8eke6gUEn0FIhAYbpUBkMI+7pvQ4RERFRJMV24Now2ZyUfgweEBEZYHc78PZZYHEtsD5MN4R4qeDBghqgoQTY2wH4QoIHvjDBA70nd0n3hw8tlxaOp/pkzeC0gweBwo2jrujPIyIiIqLcw+ABEZEBVLeFgml+qqrggcenBQf0wQP97UjBgyGX1q3ByFZHaknEKDMPiIiIKEnUmMpu4bKFTMPmF0REBlAHuukW9gkXPPDqah7ogweWCAdUm+41vAa2OprIPHADfn/05xIRERFNxY4LwOPbgTdOpXtPKBQzD4iIDDAe6I4w7cyDQH2EHee1bYlmHlgtANzS5shjYOaBCh54fFKw0Z5ALQciIiKieKhuC4W29O4HTcbgARGRAYw60IVmCGyYH9ymEX6gvkSCCOYIAQF99oIqrhgpSyERNotkNbh9UvfAXjj918w0fj8wMA6UFzBVkoiIKB0GnXLN4EHmYfCAiMgAw4EDXck0WyW2VsrJ/5un5f7cquCsAbtVCiFGozICnB5jax4AwJ0rJbsiV7MO3joD7LwAXNECrG5K994QERHlF6cHuDAot5vK0rsvNBlrHhARTZPfr7UvLJ5m8KC2GJhVLrcLrFM76VcBjGGXLnhg0Cx6mSN3AweABA4ALXhDREREqXOqT7IrKwuBqhzMcMx2zDwgIpomrw9YXg+MuLS6ANMxEmiFOO4B3r0gKfRzquL/enXAtVmAWxbKMoOqounvFxEREVEyHe+V67kJjHsodRg8ICKaJqsFuLrVmNcadQMHOrX7fz4tB1AVPBgYB36zX7ISPnxR+NdY2yyXZDjZB5zolVTCxbXJeQ8iIiLKP24vcLpfbjN4kJm4bIGIKIN0DAHHeoO36TsseHyyHEFlJ6Ra94gENy4MpOf9k+26OXJdV5ze/SAiIso3ZhNw03xgZaMs46TMw8wDIqJpGnMDfgCF1ulX6Lfq6gmU2oEhl9YxAdACCZHaNOr5/cC7bVLvYGld8GtPlarpoGo85JrWKuD2wunXriAiIqLEWMxyHG5l1kHGYvCAiGga/H7gd4eAjmGpzn9Fy/ReT7VZLHPI0oPNx4IzD+LpnuDyAr/aBwyOS70DAFhUa8wHvqrpMJqjwYMimzF1K4iIiIhyDYMHRETTcKhLAgc2M3BR4/RfTwUPvD7tts+nPR5P5oHNDPSPBWcsWA1apDYRPEjTsolk23pWMkkuapTCk0RERJR8Tg9wsEs6Rs2rTvfeUCSseUBENEVOD/DWGbl96UytReJ0qJN8t08LEPgSXLZgMgGljuBt8SxziEdR4HscdUvWRa451AXs7QBePRH8cyciIqLkGXQCb5wCXjuZ7j2haBg8ICKaou3n5CS6okCK+xhBneS7vNoShanUPNAHMiym6ddiUAoD+Wp+SCvJXKN+5ucGJThEREREyacKQXPpYGbjsgUioinw+4HD3XL7ipboNQgSUaj7VJ5RDty6GHDotlnNQHWhBCyiKdFlHhi1b+q1CqwSOBhxAYU5dpDXrRCB05N73x8REVG6ub3A0R5gdqUWLFDBAxYszmwMHhARTcHAuGQdmE3ArArjXtduBT68Qk7Si2yTX7upDLhzZezXKdVnHhicY3bHCgkg2Azo3pBpvLroQS5mVhAREaXbuxeAredkMkSNaVQh5mIG7TMagwdERFMw7JKT+/IC44oRKjUG9DYOyjwwaMmCElpPIZd4dMEDlzd9+0FERJSrKgIFiXvGJJPTZNItW2DmQUZj8ICIaApmlgN/c3FyTzDH3MDxXjn5X1yX2NeWF0jdA5sFuKY1OfuXa3z+8G0xiYiIyDitlZK56fNLocTyAl3mAYMHGY3BAyKiKTKZgusRGG3EBfzphGQ4qODBayeBM/3S3WFRbeSvbS4HPnpxcvbrdB9wrAdoKAWW1ifnPdIhNFjgZbcFIiIiw9ksQH0J0DYEnBuQ4AELJmYHdlsgIspQ4Vo19o8B/ePpbSPYMwYc6ALOD6ZvH5LBapaAS1lgWQYzD4iIcpfTo52wUmod6AS6RuS2Gktc3Qq8dxHQVJq+/aLYGDwgIpqCV08Av9onWQDJogodjnuAl48D7UPaQKckjrS+/jFgbztwqs/Y/VLFjEbcxr5uuplM8nO9ZSFw+1JjC2ESEVFmee0k8LNdLI6bDrvbtBpD5wel7kF9iSxnYM2D2L7xjW/AZDLhwQcfBAD09vbik5/8JBYuXIjCwkLMmjUL//AP/4CBgYGgrztz5gw2btyIoqIi1NXV4dOf/jQ8nsT+AbhsgYhoCrpHJd0umTUPzLpChwc65eIIdDiIZ03g/9ul3f7kOuP2Sx3YR6c5Y6NqDJhNwd9rutUaULCSiIgyW/eoHMN7RoEZZenem/yiD9gMu7S6BxTb9u3b8cMf/hArVqyY2HbhwgVcuHAB3/zmN7FkyRKcPn0af/d3f4cLFy7gV7/6FQDA6/Vi48aNaGhowFtvvYW2tjbcfffdsNls+NrXvhb3+zPzgIhoCtyBoIEtiZ+i4U6onYH3jSfzIFnUesTRaWYe/Hw38IOtmbP8YdgJvH4S2H4u3XtCRETJpo5lg+Pp3Y985AwED5bUATfOk/bPu9uAg11cMhjN8PAwNm3ahB/96EeorKyc2L5s2TL8+te/xvve9z7MnTsX1113Hb761a/id7/73URmwUsvvYQDBw7gZz/7GVauXImbb74ZX/7yl/Hoo4/C5Yp/NojBAyKiKVDpdjZL8t4j0my81QzYk/i+sagB17gnvoP8sAvY1wEc7Q7ergYPmTJQGHEDu9uBt88Cu9pkmQgREeUOjxd4+4xkHKiZ7gEGD1LK6wPcgeP+FS3AwlrABOD1U8Afj8kShnwyNDSEwcHBiYvT6Yz43Pvvvx8bN27E+vXrY77uwMAAysrKYLXKQoMtW7Zg+fLlqK/XKl1v2LABg4OD2L9/f9z7y+ABEdEUTGQeJPEk3hLhE7rELuvzY1FFh4xeElBg1V4znuyDbWela8QLR4O3q5oJfWPG7t9UeXRBjDdOJbeeBRERpd6FIWD7eeA3+7XiuAORz9UoCdSSBRO0pZhqLGE2RR775KolS5agvLx84vL1r3897POeeuop7Ny5M+Ljet3d3fjyl7+M++67b2Jbe3t7UOAAwMT99vb2uPeXNQ+IiKZARc2tSTzIWc1SvG/XBemwUFUoyxbKHfF9/Yb5wFtngBUNxu6XySQH/DFPfDUfnDFq8cQTCEmFaK0a1UxIpuwrERElzqlbcqgyD7hsIbVU8MBhlWOqxwf88bhss5nz7zh74MABzJgxY+K+wzF5kHf27Fl86lOfwubNm1FQEL04xODgIDZu3IglS5bgC1/4gtG7y+ABEVGizg5oJ83Jrnkwt0ouU1HiAG6cb+w+KZtWAhZTfJkX3jApiPq0xEwZJ3hCgwc+4MIg8OtANt8HlgGNbCFFRJS1PIFjt9WiZR4MMfMgpcYDWQYFgbPQtiG5AIA9D89MS0tLUVYWvWLnjh070NnZidWrV09s83q9eP311/H9738fTqcTFosFQ0NDuOmmm1BaWopnnnkGNptt4vkNDQ3Ytm1b0Ot2dHRMPBavPPwVERFN3bkB4NkDcttqTu6yBcXrk9R+jw9oyJCT10Jb7Oco4WoahAsopNuk4IEf6B2L/DgREWUXlTVo09UOcvOzPaXqSoAPLdeOqcW68UQ66zllsuuvvx579+4N2vbRj34UixYtwmc+8xlYLBYMDg5iw4YNcDgc+O1vfzspQ2HdunX46le/is7OTtTV1QEANm/ejLKyMixZsiTufWHwgIgoATsuaLfvuzT5a/OO9ciShS1n5P4Dl2VfSl+4QIE+oJAp389YSP0Grw/oHwu+T0RE2Utfr6jUAXx4RXKXH9JkNgtQX6Ld17eezqS2zZmktLQUy5YtC9pWXFyM6upqLFu2DIODg7jxxhsxOjqKn/3sZxPFFwGgtrYWFosFN954I5YsWYK77roLDz/8MNrb2/HQQw/h/vvvD7tUIhIGD4iI4uT1AecH5PZfLU9NUZ8/nQjuh/yTHcCGBenvSb2rTXpjL62LnQ0RNvNAty1TejurLAOzCfD5JejRr1sLy8wDIqLsps88sJiBmuL07g8FZxu446ijRJPt3LkTW7duBQDMmzcv6LGTJ09i9uzZsFgseO655/CJT3wC69atQ3FxMe655x586UtfSui9GDwgIopT+7CcUBbZgNoUDThCZ0RG3FJrIN1O9wFnBoCmstjBA1+YzANPYJvFBLRUGL57U/KeVmBlI7C/A3i3TVsuojDzgIgo8/n9wJFuoLZECg3rTdQ8YLZBSvSOynVVkbbtYKdMirRWAhWFkn1oMcn4anFdevYzG7366qsTt6+55hr44+hx2dLSgueff35a78vgARFRnC5IBhgKbcAzByTl8YZ50b9musINcErsk7elmjUwU+CJY5agugjoHAEW1ui+3gwsrs2cJQuAZBxUFkp3iuZyoMgO/FK3xJCZB0REme9oD/DSMflMv/8y2fbMfuBc4Bg+owxorZLA9jvnJTB8yYzU1DDKJ10jcgytLpIaB2YT0D6kdVYoK5DgASDLGC4MZU4mIkXG4AERUZxU8KBnVNuWjuBBUQYED1SXiXhOqNfPk4tekU3b5vdnVhChrEAu/WPBWRMMHhARZb5jPXKtPr/9fqBjRHt8bpUEEPx+YOtZ2baigcEDo53old+BCdKhym4Bnt6nPa6fCCmyy+PxTEhQehmetOP1evG5z30Ora2tKCwsxNy5c/HlL385KJXC7/fj85//PBobG1FYWIj169fj6NGjQa/T29uLTZs2oaysDBUVFbj33nsxPDwc9Jw9e/bgqquuQkFBAZqbm/Hwww8b/e0QEU2YXwPMq07te4YLHmRCQSFrAsGDSF4/CXx/izZ4S6cz/cCLR4HDXdo2p1dLeZ1VHlzUiYiIMtPAePD9MXfwWnrValmlywOZ2QEo240GihC3VAIOC/B/B4IfL9UdUzfMBz6+hssWsoHhwYN/+7d/ww9+8AN8//vfx8GDB/Fv//ZvePjhh/G9731v4jkPP/wwHnnkETz22GPYunUriouLsWHDBoyPa//tmzZtwv79+7F582Y899xzeP3113HfffdNPK6qSra0tGDHjh3493//d3zhC1/A448/bvS3REQEAFhSB9y8AKgpiv1co2Tquky1X/G0uPL6ZP3poS5tJsjrk8GcH+FrIqTauUHZx/OD0vN7fwcw7AQ2rZQOF7cuSX3giIiIEjfo1G77QgrfAsDJPq27jjqWsaaNsd44BezrkNvFNgnUlAQK+hfZgKtmB2dRZsKkCMXH8GULb731Fm699VZs3LgRADB79mz8/Oc/x7Zt2wBI1sF3vvMdPPTQQ7j11lsBAD/96U9RX1+PZ599FnfccQcOHjyIF154Adu3b8cll1wCAPje976HW265Bd/85jfR1NSEJ554Ai6XCz/+8Y9ht9uxdOlS7Nq1C9/61reCggxEREZrLAW6R2M/zwihwYPQ4k/pkkjNg1/tk5oHADCvCjBb5CT9QGCWPxNmfLoD+1dTLLdfOSFrMOdWZ9aSCiIiisznB2aWA4PjwK2L5aS0dyz4OR3DcgyaVx3omuTlsjQjjXukI5Oisvaunwssq5djK4MF2cvwOa3LL78cL7/8Mo4cOQIA2L17N/785z/j5ptvBiDtItrb27F+/fqJrykvL8fatWuxZcsWAMCWLVtQUVExETgAgPXr18NsNk+0odiyZQuuvvpq2O1a2GrDhg04fPgw+vr6jP62iChP+f3Ac4eA722RWgd+P3D5LFkf+YFlsb9+ulY3Bd+fU5X894xHIjUP9B0L1NP1AYNMyDxQwaCaIq0FJ2eiiIiyi9kEbFwIfPgibWb7dOC0oMimPU8dw/h5b7zekMkV9XM3m2TyhYGD7GZ45sG//Mu/YHBwEIsWLYLFYoHX68VXv/pVbNq0CQDQ3t4OAKivrw/6uvr6+onH2tvbUVcXvOjFarWiqqoq6Dmtra2TXkM9VllZOWnfnE4nnE4tl2loaGg63yoRGeztswD8wKUztQN6ug25JMURAJ7cLRWD60ukrV8qzCgHPrkuNe+ViBUN0i3BHsdRJChQ4ANgCR6opTt4MOYGRlxyu6ZIKkQDElB4ag/QUAIc6gYW1QDXzEnffhIRUWI8PmkrDEjHn3cDM+Iqe441D4wXmunBekG5xfDgwS9/+Us88cQTePLJJyeWEjz44INoamrCPffcY/TbJeTrX/86vvjFL6Z1H3LVsFPWlNnM2lqzxlJtfRNRLMNOYPs5uT3ilvS2TNATEkGvLU7PfmQah1Uusfj8wcGBicwDXfAg3TM+6ndc5pBgiD5w1TUCzKqQ+gzx1HcgIqL0UfXZ3zkvM+CLaqW7Qs+otOBVwQOVecCaB8bTj5uW1wdnfFD2Mzx48OlPfxr/8i//gjvuuAMAsHz5cpw+fRpf//rXcc8996ChoQEA0NHRgcbGxomv6+jowMqVKwEADQ0N6OzsDHpdj8eD3t7eia9vaGhAR0dH0HPUffWcUJ/97GfxT//0TxP3z58/jyVLlkzjuyVACov96YQUPgt13RxgaX2YB4hC6AsaHeyUnsuZ0O9Xn3536czUp9v1jMo+lBcAdSWpfW8jhNZE8AUGaJm0bEG/ZAEIDh4UWqXYE8A1sUREme7sAPC7Q9pxZW41cON8rSWwwyKddFTmwQ3z5LkVGTDeyBU1RUBrpWQnzmWh4ZxjeGLw6OgozObgl7VYLPAFRoytra1oaGjAyy+/PPH44OAgtm7dinXrJDd33bp16O/vx44dOyae88orr8Dn82Ht2rUTz3n99dfhdrsnnrN582YsXLgw7JIFAHA4HCgrK5u4lJaWGvNN57FhZ+TAASCPDTsjPEiko2+t5Aewuy3iU1OqsVTqDtw0H7isOfXvf7gbeOEo8Iu9wKgr9e8fSc+otFrceT7685yhwYPAtX6WpyqF3SvCGXNLH+qaQFaJPkBUUciZKSKibOHyBgekxz1yrQrfqgwylXlQUyyB+XiW4FF8ltYD713EwEGuMjx48L73vQ9f/epX8fvf/x6nTp3CM888g29961v4y7/8SwCAyWTCgw8+iK985Sv47W9/i7179+Luu+9GU1MTbrvtNgDA4sWLcdNNN+FjH/sYtm3bhjfffBMPPPAA7rjjDjQ1SfWwO++8E3a7Hffeey/279+PX/ziF/jud78blFlAydc/HjlwAMhjoS1yiPT8fuBYD1BdJJkqywOZKoe6MmOmt6kMuKIFmF+Tnve36T6lM+DHMWHICexuB472RH+eGrgpoZkHC6olyySd1s0C/m4tsCqQDGfRBQ8qC7RMhEz4eyQioshcIQHrC4PaUgavTwss2DKkrhJRtjE8zva9730Pn/vc5/D3f//36OzsRFNTEz7+8Y/j85///MRz/vmf/xkjIyO477770N/fjyuvvBIvvPACCgq0nKEnnngCDzzwAK6//nqYzWbcfvvteOSRRyYeLy8vx0svvYT7778fF198MWpqavD5z3+ebRpTrKJAZuwiBRBMYCoYRbe7XfoBzywD/nKpHOTLHMCCmsltCvORfhbckkEVitXvJlYdAJ8fKHcAA05gw3xt7WN5gbTJasiQBDCrGRPh9GK7/Ky9/uDMAwYPiIgyW2jw4HC3ZB3cMC94uy2wbOFErxT4m1WenUsDM43TI8fKIhvbHOcqk9/vz9v6oufOnUNzczPOnj2LmTNnpnt3shZrHtB0/PgdKZAIAPdfllktfLw+6Qdd4gBK7ek5EO68ALx5Wm5/fA1gt6R+H8JpHwKe3geUOoC/Xp3uvTHeL/YAnSPALQsk8+B3h4C6YuCvVqR7z4iIKJJt54CtZ4O36ceiPaMysaWWy/3hiGQ/Xj0buKgRNE1724FXT8rkwM0L0r03mS1bz0O5woembWk90FLBbguUOK8veE386T6gtSr4OW6vNkOQasMu4Nf7ZRb6E2vTsw/6eEUmZR6o30loQcREnOgFNh+TVoi3pql2rd8PPHsQKLAC18/R1r1WFsoMVmWhZFc0lsoSBiIiylyuwFK5hYHsxYpC6bigVIfU2GGrRmPpuxdRbmLwgAxR4tACBfUZkoZMmc/pkdZJJ/vk/ttnteDBwDjw2kk5gf/wivTM+g8HChSWONKXfqd/30zKykg0lf9Mv5yMzygDCm1aC0eXd3KaaSqNe4BzgR7gN+rSWm+cH/y8DyxL3T4REdHUqONJRSGwJo7JXBbENVbvmFynuxAyJQ+DB0SUNkV2qcjbNiTp+Ve2aI8VWKXQkdsnrZdmVaR+/0ZU8MCe+vdW9PGCTFo/qK95oFpghbPzvBRV7ByR+7cvleDB6yeBvYFuu+lq1Xi4S2vTaLcEt2gkIqLsU1EoNZTirbdlSWLwwO+XZYcOq7R6zgcq86C6ML37QcnD4AERpV1jKbBxYfA2hxVYUicFFQ91pSd4oNqMpjN4EJpimSn0laq9fsAaIXjQP64FDgAtUKBPEU1HuqjXB7x0TLuvCjkSEVH2Wt0kl3ipZQvJKIjbMwq8G2g7PbcaqMrxE+pRt9ZhqTLHv9d8xuABEaWFywuMuaXqfiSNZRI8GHKmbr/01LKF4jQGD2aWA59cl773j8RmAT6yUjIQotVicIa2agwECvS1EtKReRAasCiMEjwYcQG/2Cv7+beXJHe/iIgodSaWLSThONSlC5z3juZ+8EBf7yBdtaoo+ZikSURpcbIX+Om7wHOHIj9HzQaPulOzT6FUMccChlknMZlkZqE0Rj2I8QjBA5dulicda03tluBWoIVRfscWkwQQxtxcF0tElKl8fjlJT0TosoUz/cB/vQMc753evvSOAX88LreX1Uv3gVx3PlA/iC0vcxuHxESUFmcCB5loqW3FgeCBqj2Qaqpqs4OflFMWMXjgmbwt1axmLVU1WoDIqptB8fhYG4GIKBOdGwD+76Bk7P1lnB18FtYATWXa8sR32yRQfGEQmFsV/Wuj0cfU64qn/jrZpKVSJl2ay9O9J5RMHBITUVoMjst1tINqUeBg7vbJMgd7itPgFtRKzYF8OfAnaud5YMQNrGyUDIRw1LIFs0nrsADI71RJ1yyFPghgjfK3ZTHJQNAP2W92oCIiyjyHu+U63mKJAFBWIBdFHaNqpllv6GiPXJsgJ9V+v9QAyuVaAI2lcqHcxuABEaWFOnmMFhCwmaW1n8MaSClMcfBgfrVcKLy9HcCgU9IxIwUPxgNLP4psUkMiNPPg9qUy65NqXSNaRsvtS4GGKAMek0mCC25vcK0GIiLKDG4vcDxwwr6oduqvMxCY2IhWjykWlxfYelZu37NaxjlP7gb6xoC/Xq21NldGXMCPd0iQ/RNrM6stM1EoBg+IKC3cgZOwaEV1TCbg/UtTsz+UONVxIVKVap8fKLIC4wAua5b79YEsg5nlQLkrfV0O9IUcbZbYgzWbWf5m3ax5QESUcY73yudzuQNoSCCbzeUBjvRIbaWLm7QCzecGpx7YHg0Epm1mWQ5hMskkiB/Awa7JbRtdgfGQzw/0jwFVGdplKZoDnVIosbGUS/tyHYMHeWbYKWlTFQWTI59EqRRP8CDdukbkIFju4MEwHJXqH2k23mwC7l4d/rHr5iZnn+KlAh61xXKJxRojUEJEROnRNwZsDrTeXVgbvYhvKK8f+NMJuT27Qtu+9awEE6Zy7B/RdWpS+7KkDmgbAg52ApfMCN5Ht+4Ymo3HGL8feOOUBEE+tFybJKDcxOBBHtnfIR+QfsgarGvnAEvr071XlG98fmDXBVkrD2iz17H4/YkNCIzwq31yIL971fRSGHOVOqFOZDZe/3sccwM/3y2Dt7+9JLW/XzVA6xoBnj8s1bBnVUR+fk2xtHP0ZeHAjogolx3r0W4numShwAo4LFLo73R/8GNj7qlNtKnxjb7N8/xq4JXjwIBTshz0j2V78GDQKYEDs2n6tSIo83EuLU8MO7XAASDXfzoh24lSaW878OYZub24FiiIkbb+xingP98G3jmf9F0L4vNrB/FUF2rMFonMxnePAE/vBb7/NtA5rAURRtzSkSHVHRf0+3y8V+oxRLNxoQxKf3Ng+i28iIjIOCsbgdZKYFVj4oF+kwmoCBQxDA0ejEyxTbRqL61flmezaGMJZ0gXIn3r4mwMHnSNyHVNEbM08wEzD/JE/7gWOFD8ge1cvkCppI9Kr58X+/kmyMy0K8WF6vTvx+BBeLFqHpwbAP58WtafjnuA9mHZ/ou9cm3RZRr4/Kmthxm6z9Y4BjyvnZTr5w8Dn1xn/D4REVFiXF5gXzswu1IyyKaiogDoGJbrRbXaMoaptolWx5fQ44rDKhkOTt34wuUNzjzwZmHwoDMQPIhnCSBlP8aH8kRFQXDPWUDuJ9LOhsgIKlgV73IFdeKeruCBxcRIeiSxah4Mu2RGon88uCDhe1oDX6/7uaYz8yB0X4iIKDuMuiSb8c3TU38NtYTAYZUAREuF3B/3RPySqFQAIHTs4AhM2apuQ10jwOPbZDmD4knxsdAIqvV2LrehJA0zD/JEiUNqHITWPGDWAaWaOni6fcC4O/ayBXvIwTZV1Psx6yCytc1SUKrIHv5xlZrpsAYHDwqs2nY1A+NN8YAp9PcaK3jwxint9nLWiiEiyggq0D+dY3VhYByilhuocUro8oJ4La0Dmsu111UW10pgojQwcfdqYEzuzvJlCypYkskFsMk4DB7kkaWBaCq7LVC6XBgEjnRr93/0Tuz073CZBy6vVC0ud2hrFY1mxIAk15XF+AxRszYF1uAZHHWibg+0SPT5U1+IcEmdpKnu6wjep0j0wSsWmiUiygxGHKtVbYIj3ZJ54AipTeD0AAPjUjg3VltfQMbX4cbYFzUG3x/SLYu4fJbUBiqLEIzPZCr4H8/PhrIfgwd5JtIHGlEqnOgF9nYk9jXhggevHAeO9gBrZwJrmo3bP72JAQk/JadMHzzoH9O277wg14NOWRbi86c+8wAIrrkQK3hg1Q1Mi2JkyxARUWqoY/V0Zr1nlQPXzwVePg787iDw/qWSOVAVqNF0ph944SjQWAp8YNm0d3mCvr7BxTOMe91UWzNTsi1q2aIxL3BYTERJ4fNPjkKfG0z8dUKDBy6PZM8AwPkpvF68ygqAS2dMTjskTfuQVKeuKgTm10x+XL9sQZ950DYk1y4v0FQqaZrpmLHQBwxiBQ9UjY6mUqBnVP6+SxmIJSJKK0MyD+zasb68AKgrkYuijlnxFgQ81SeZCk1lwV/j8kgHB5tZJvLuXgU8vl0e8/iyt/ZOQ2m694BSKUv/TIkok/WOAv/9jladHpDWfH2B2ef6wEE5nuI6RTY5YVMHclWED9BeLxmqCoHLZk1OMyRNxzCw7Vzk1oX6zAP1O68vAf5quRSoum4OcPsy4K9WpP5E/M3TwI5ABsTCmtjLX1TmwYUh4P8OShYNERGll1FLDAcCkxLhComr4MGhLmAsjvaNh7uA109NnuB4tw342S5ge6D1tN0iyxUAGTPtbc/ObguUX5h5QESG+8MROXHsHdW2jbgksm6Ctt481pp5QNYY3q5LE9QvX3DzIJtWlhitGq1mWTtaYAUW1koKaF2xBIL+5uLwX+P1AQc6pe1WMgMKQ07tdlVR7MyH0O4gU63CTURExjEieOD3a0VxC20yXjk/KEvbZlUA3aPae417Ymckqo4JlpDjSmghRpNJliu0DQEn+4BXT8pyvitapv69pMPJXvnZzCzXOldQ7mLwgIgMdX4Q6B2Tk7Fr52jb1VKDsoKpV+bd1xF80ub2ykHfZHDK++42OTFeWMPqwdGo4EGkmZJbFgbfn1EW+zU3H5N6FrN6gVuXTG//olEBj2vnxNcbvGM4+D6DB0RE6bewRoLS01liaAqpf9M7Brx4VDIQC6zBrYTj6YagjomhyxAmCjF6JTNz0AmsbpKxTCKvn2m2nJXlfLcuZvAgHzB4QESG8fuBtwK9lpfUBaeC9+tSAjsDyw70mQmxDIzLwVZ/EPdD7odG96fD7QW2npWDe7EdaK007rVzjfq5+6ZR7PD/DgB948CG+UBDiQQOAFmekkxqgPanEzLrs35u9CDUqibgWI88x+dn8ICIKBOUOozNUptZHnyS3xYSOE4keGAJCR7oW0+f6Zdx0azy4HpQ2Rg8UGOA0O+XchODB0RkmJN9QPuwRNsX1MhsbU2RHFAGA2niFQWSJn6oC1hUG/s1/X7gxzu0/suh3F5jD1hHumXAUOaQ1qYUmUr1n06nhBG3LCFwe7UAk8UEfNDAitZ6ZweAzmHtvQD5nd8wL/rX1ZcAH18jAYQ/HgfG41j3SkRE2eHOi2T2fHalVv/A6dHqHSj6LIFIvBFOplVQYsglSyMAmbUP+tosDB5MBEvYqjEvMHhARIY53CXXKxqAZw9INPqjq6Wq8LpmYGWjBAOK7cCcSqlwHIvJFBw4WFILHAi8z7VzjI90n+oPvE8dexbHEi3zwOUFfrNfUj7ftyjy70n/Gmo2v9ienBaZXp8ECgadwTUP4s2csAXqNwDMPCAiygTHe6WI4cyy2IVvo6kukgug1Sbw+ICeEeCyZimw6/bGd3LviXAyrVL6VeCgxC4TKrmSecAxU35gggkRGaY9kN7XUqFF2Md1hYGKbNrBM57AQTgqcLCoVtaqh9YkODcwvUr4qpBReZiKyxRsIvMgzGBn3CNdMS4MRg/w6LMX9Kme/mlkM0RiMUuHh9kVwPL6qRXYKgisq2XwgIgo/fa0yfKz0Lo006E/Ngy5pOtSXaDlYjyFmiPVPChzSNFopbYYuGaOjGcunSnbGDygTMfgAREZwu8H1jbLCX1dia6qcBwpfrGsbJTo/G26AnrLwxS5c3mBZw4Avz8sqelToSo3O1goMaaGUllesGH+5MecujaN0ajAgs+npXr2jQG/3m/cfuqZTFK/4Jo58neVqHIHsG4WsGam8ftGRESJmei2YGC2mtmktRe+a6UEE6wxCgTrXT8X+ItFWiaDYjEHt3+uLZaW1TfMk+KM6vWHnVpL6mwQqcYD5SYuWyAiQ5hMkuq/pE7u61sSDTulBVF1kZx4Jeqq2XJx6mZ7/ZCCQ7W6KsttutS/d9vCn9TG4gq8RzLS5nONwyoBhHDUzLwjxs/RrFu2oJ+1SMa6T69P3sdq1v5et51LrChmkR24ZEbkx/1+YFebdJaoK5n+PhMRUWRGtGoM5wPLJAtAve51c+T4EU9Xh0jHRUDaMB7qkmOkvgNRqUOORSMu4Ge75L3vWpUdWZDMPMgvjBERUVJMVCv2SNujk32yNnE67Bbt4PT7Q8D/HQxOVdSvG2yY4olbsgYi+caZYPDA6weay2W2BpheB4dIzg8Cj20Dntoj90sdwN+tATYujP51iRgYB/Z3Ar/cGxzsIiIi47mTdMw2m4Jfs8Qhraan2755zC1LIIpsQJMueNBYCrx3EdBaJUsj/JBlf9lg/TzJnphOu0zKHpxbo6QYdmoVahtL5UOXctuFQZnNrS6SA65+2YJb16ZxOlSbPAAYC5yY6dcftgf+5q6fq2VAJOruVRJA4EEwtjE3cLBzciomoGUexFq2UOaQtE01IDOrZQxJCB64w6xDncpAsGdUinjWFU8OjqiWYX4AezuiZykQEdH0ZGLAf1+HBB/mVU/er2I7cOsSyYQLN1N/6Qxg1wUZO3UMA4unOJZJpXnV6d4DSiUGD8hw+zuAV04Eb7tuDrA0zBp1yh1vnZGA0U3zgfk1wcsW1AzsdIMH4Xh0NRXUyWHRNE787VYuWYjXqBt48wxQaJ168OCaOcH3zVE6OExXpCJWifr9IWDACdy+NHjmCJBAyvxqWQ6h7+hARETG8vm1436ygwen+qQgc1MZMKcq+nNfPSEB5FkVkfcrUn0Ak0k6Sb1w1NgikERG4bIFMtSwc3LgAJBKuMMcSOe0vjG5Vq2SWipk1rWpDOgfD35sOtT69JJAtwZ95kFNkSxXKLRJsaETvVq/ZjKefslBKBMkcBAreKB3rEfaOwJJyjwIBJqs0xxkRuu4oK/dkI39uomIsoVbN3mQ7ODBhSGppXRuIPrzfH4JHACAdYo1AGoDnR16x6b29ank9cmx+0Rvco7blHk4v0aG6o9wouYPPMblC7lp3KOdSKniPnOqtOj8nwIBJSMyD25ZKOnyb52RokP6wcP6edrtF48CR7ql0GK8VfVHXMDbZyX4cPkUCjvmG0uULIGLZ8glEcMu7XYyBiEegzIPVEAkXPDgQKf8Denfj4iIpsbvBw52AQtrJs/WW83ArYtl6UKyK/2r40asz3V90Hiq+6QyNz2+ycWEM43bB/zhiNz++7UI7kVJOYnBAzJUpJNDU5THKPv1jsp1sX1y9N/rAwYNqnkAyEG02A7YAgdld4RWkFOZ/R11y8lfMYMHcTFiicH2cxLkWd4Q/LsKXQ5ghFQED/TfQ7iMDCIiit/uduCNU1Jf5/1LJa1fsZhlaUAqxBs88BgQPLBbpG6TzSzBk0w+Iffpvt9MDnKQcRg8IEOVOKS+QejShWvnMOsgl/UEggc1up7GLi8w6gKGArPJVrOc9BtFFbpzRziQR5sVj4RtGhNj0RU39PuDB3XxGnVLauaoSxt4LK0Drptr3H4qalBnMyp4EAg2DYwDlzXL968PGHDZAhHR1PWNAVvOyO0FNVM7xhgl0cwDs2nqJ9MWsxR+zgZeXZvGdP5+KHU4RCbDLa2X9e7stpA/VPCgWhc8ONkLvHQMmFkO3H+ZHFCNPLDMrpDlBfXF2rb/2i4HsDtWRF+PH0kmVm3OZPqBkc+vBWwA4IUj0hHjyhZt/WY4Ft3vSf2qkpV+WlkIzK2Kvj/x0Nc8ePm43G6tlN7e+oBBpQE1PoiI8tWfTsjJenO5tDDcfk6OD6ub5PHBceDMgHS5aalI7r7Y4g0eBA5kljw5kfbl2fdLDB5QkpQ4gPkMGOQ0f+CAYTIB3WEyD1RROo9XnjPdInWhZpTLRfH6tPaNZrNuVjyB2V8GDxKjDx54/YD+x9Y2JDUMYmV+6Jc++JM8CFlQI5fpCrdswRn421HBg+X1Um+DiIgS5/EB5wfl9jWtQOew1JMptmvBg84RCTA0liY/eGCJEjxoH5LMhJpi7fHpBsFdHq1tdLLrOUyHPvOA8gODB0SUML9fquI7vcAN86Q+QNdI8Dr1eKP0RtHP+FrNU1uPz+BBYqxm4C+XyM86tI6AM85WjebA1+kzU95tA/Z1An+3xtj9NUpjKbBulmTaHO+VbervfWLWKYMHe0RE6TDklKr8S+q0pYeR6Nswlzq054+6tGVyqTxmR6qzNOYGnt4ntx+4DCi1A+9dNP33+8VeKTQeriVwJvEZFCyh7MHgARElrHtU2hYBwNN7gbtXTT64qZPJ7lHg94eBplJgVZNx++D2ylp5n19O5vS1Dyym6S1biDWoIWEyybKUUF6f9vtwxDjK6GtT2HWDD7d36nUUIvH6jFmXWVusLX2oLJR1uSpIpYJYTOEkIgq25QxwtEdm02NlgamJBxPkxFQFCPyBx2yW1AYPmsqAD6+YHBAf0XUJ8kNqJqmW0tMxUdcpQlHoTMHMg/zD4AERJUylElpM0gYxXE0L/Qn4iV7jDyydI5L9UF4gwQt9JX2TSQ7eJfbgOgyxeHWvQVPn1KXzO2IM6vRBnitnA5fOBB7fLttC6yhM1x+OACf7pKjr0npjXjO0iFZVkXTr2HEBODsA/NUKY96HiCjbOb3yuR7PCbE6KVVLHq1mCST4IUGDVAcPHNbwwXAVjC6wGjvOmch0yPDCu2UOKe7IgHn+YPCAiBJ2fkCu1zRraw9DhZ6AG31wL1RF69xyHXri31Aql0SsbAIW1zF4kIh9HXLivLhWG1iNBwZ0DkvsWX6HVdI81WxOtDoK0+U1KL3S55cioX1jslwH0IIHy+olK+GXe6WTBBERiUQC9OUFsgxAfY3JpAUMXF6gGFqgOlaGWzK5QzIW97TLif/sSm2cMhXZknlQaJNlKJQ/GDwgooT1jct1fUnkSHvSgweBTy+nVwYXHgOyBuwW1jtI1Fun5XfQUqEN4BIZIC6rl4sS2sHBSG6DMks8PuCpPcHbmnXLN6y6Og5ERCTUcXrIFf15SmixZbsueABoRWtj1dYxgscHvHtB3nvdLO1Y5dEtVfP7ga1nZb8+tHyawYMsyTyg/MP5NSKKm98vVfQHA8GDwigHbIcVWNGg3Tf6pFw/0+D0yIG8vkSqHQPAsFPSxtXMMCWHOcKJst2SeO2IN08Dvzuk3Tc6eGBEgAmQQZ0+yFHm0P4e/f7g9pNERCRUC+8tZ6b29WocoYIHqcw8MEG6Pey8oL0/oB1X+sdlzDEeGI8ksmQynGzJPBh1Aaf6pOME5QdmHhDRJCMu4ECnzAjrI+dHe4AXj8rtFQ3SMikSuwV4T6ssKzjSY3zwwGyS2YZxj7RorCmWSL9ysg949SQwtwq4ZWF8r3mkG+gYlnTD5jCFAGmycF0taouBj0+hU0LnCHBuQLufSJvNeBgVPDAF/vbUsgSb7vV+f1j+9vTvR0RE2jEbkIBztCVkHcNyol5VCKxtlm23LJRjjhp7rJkJLKrVCtgmk8UsgWGvX4IHKttBnxmgTqCrCg0IUmdJ8KBtGHj+sBSu/sCydO8NpQKDB3msY0gGuZbAQLjAJjNog06gf0xOyCoLgNYqeX7bkLa+XD23c1hS2NXzwhXOo+zzxC5JRXd5gStatO2Hu7Tb72mN77WSWdCo0BYIHoRZWz6Vbgtn+oGDXUCRjcGDeFnCBA8ScaZfZqFqi4OzF5pKje20ABgXPACCgwc9Y1JEdEZZcMDA5ze+YwQRUbayW7TgwbBL6hpEMuQEjvXISakKHlQWBj+nrkQuqWK3ynjD5QEQGO826WorqcwKI4IZDSWAp1bLpsxUKsjPbgv5g8GDPLX5KHCoO77nvnoq/ucZWcWc0uPCoAQOAIn861kTDACMuICuUbltT8KnjYr8j3smP6bS6ROZvTaqoF4+mUqQRs/llYwDi1n7+b93oRa0NJLRwQO9swMSPAhdvmF0xwgiomyl/3w8OxA9eGDk57VR7JZA8ECXDVBs11r2qhbWRgQ0FtbKJdOpYz+Pc/kjg/4lKVU6huIPHCTqTydkrTllr61ntdseH7DtnKxFBwC77hMj3Gx/qJ/vlgDCB5cBcwzoexxqWb1kRlQXyZKDn+wAXjkuj01lRpwHwcSF+zl3DAPPHgBeOxn769XAcMSl+/kn6cjUXAbMKjemuFZBSCEsNSjWB1Hqio2v20BElK1uXwYsrJHbh7qiPzdc8OBkH/DWGclYA6Tbz9Ge1C0RC625oKjjoNqPVCyjyBRqWQUzD/IHMw/y0IUkFjXxQ4rGcPlCduoYBs4NavdtFi2YsG5WcAG8X+8HPrIy+utZLQACWQHJOCFcpIvKnx2QNEiVhTCVGXH1XB4E4xcuw2PULb8PZ5iMkFBNZVIzYFAXdExW8GbDAuNeKzQAoQaNKojwF4uAliQEzIiIslV5gQT8j3RLin/f2OSlCEq44MGZfmmFaIIcO/50Qrbfd2lqMhTCBQ86hoHuUe2+CUDNNIslArLkze2T63S2oozG75faUgAD5fkkQ/8cKZn067OMZgJQESUNjTJbXTFw62KgdwxY2Qi8c14rYDfmlhS6gXHgVH98s7eqkFwqZgVCBxrhCvnFwmULibt6tgxwSuzSvnB+NVARGAzGE4SxW4AFNcD+Tm3bbw5IJ49bl2TuDM7cKvkfONwtWROekMwD/g0REU1WbAdmVQCn+6WO0mWzwj8vXPBAf/KugtMmpK7FcrjgwbEe7fZVs4HaosQ7DYVzpBt46Rgwswz4y6XTfz2jeX0yHlRCs/EodzF4kIfqS4FFNclZunDtHGYdZDOTSQ7qsyrkfq8umj7mllaIrVUSPIjnYK0OLFvPAjOTUIDQ6ZFMF7Np8kBjol0eax4kVVOZXD93SNpido0ANwdm+OPN4FhaHxw8AKRgayZ3K5hdKZciG/Dn05MzD/g3RESk8fqArecAq0kmJ+ZXA3OrIz/fEzhBjxU8cFhTV5T2ihYp3liqG+fqj1M1RcAMg8Y66hiSqS1/f75HMkeubJHsi+Wsd5Y3GDzIUzfMl1Z77LZA0Yzo6hqoyvIqTVDfUi8SddBL1lKZE33AH4/JOvbaQIEiNdCoLJQDfVEC0XDWPJi6ykKtRaEvweUfdcWSYdA1IjM3+zpkUGJkq8YRl9TEsFkkxdWowaY1JLumsVQ+G587JO/1F4ulbRcRUT5ze4Ed5+X2/ZfFPj7EyjwYdsltR4qyDoDJSyz8fm0/1s0ydpJkIniQoUF0tV8NpcCqpvTuC6UWgwd5rL5ULuG2hzM/TGAg0nMp+/j8wLazcsJzUSPw0tHgAMGoWytSpJ4fS2OpBJ3WzDR8dwFIajsQmKUOmaUoKwBWJ3hAu2WBDEpK7MbtY647OwAMjmvLC4ptideOMJkkmHl+UJZVHQhkIRg54+LxSU0Wo1onen3Au23SZlK9PgDcOF+uf7JDWo1leo9uIqJUUJ+RJsR3bLi8BVjTLM9X1Nr/MbfUPgC07Ld02HEBONErtw93yQTb/BrJ0pyuiezJDM084GRL/mLwgIgAyMn39sCswEWNWqaBMuaWGgjKJTNiv+ZN86UA44Ia4/ZTrzCQVTDulnX3QGJrDUNPJJk5k7jdbZJxsKpR7nsCBZ6AxApPLqmTi/7rjCzAZHTbL5dXCxzMKJOMCb1MnzUiIkoldbKpPoN9fjl+HO2RWkuhRQHNpsnLI9XMf5sum/HiOMYiRukclloNFQUSJFDHAEBqRfWOAdXFBgUPMvwYwiV6+Yu/ciICALh0swIWE3BZc/Djo7rexlfNBi6NI5ugxCEdEZLVvaBAl3lQZJP08OJA1oDbC7QPySWcl48BP9sVX0cAikzNOqglLip4EO/sUjjZEDzQFwytKpy8NMGa4bNGRESpFPoZbIIsUesYBi4MRvyyIFWFwceV+dWRuzUkQ8cw8PZZ4EhP5JN6o5ZRTKXddCp5DT6mUvZg5gERAdCl/VtkNn5mOfDBZVIDo6ZIUvn3dshzZldkRrRZZR54fJIJsU5XtXnQCTy9T5Y2/O2lk7/2QKDH9L4ObeZi+zk5IC5v0IIQFJ0nMLA5EijA6vVLBsHSei0DIVFJCR7o/r6NoM9YUe1B/X7gh9uCZ8wyddaIiCiVPCEz1SaTdObpH5+c6QgAOy8AfaPA4jptaYLFDNy+VFo+pmNJmL7mQu9Y+OcY1VYx4zMPuGwhbzF4QEQAtLR/uy4o0FAqFyDQczhwsLZnyCeHzSwnaj6/nMDplyzEOgFdUCMnvKrYEQDsbpflGfOqGTyI19l+7fbdq4JnIaZaW6CyUAZM8XT0cHnje547ibMkHcMShFpcq72P+vvJ1IEfEVEqhcv+UnWL2odlGYD+s/xMv9TUmVEO6MsXqTFJYRpaA6qxj8sjSxiUUjswFBhLxNPGOh4FVhmLFGbIeEvP79fGVpkwkUSplYF/kkSUDu4YM7P6KH+qeirHYjLJgXXELSf9+vZJ5hhp47MrJHjQoRsAcA1f4mZVSM2DmWUyG2SE6+dGfszr034/B7uk28b1c7V6CZEYvWwBAO5aKdXDD3QBr54A/nxKe2wi8yBDU06JiFIpXJq7OtE+0Cl1DD6yUu4f6pLAQejz002febCwFqgukvtnB2Q5A2DcsoVSh9b2ONP4/MCcSjm+ZdLvh1KDwQMiAqCdXNkiHAh2t2u3MylNbfUMiYJvPib3b5gH1JXEXi+oZi+6RrQTUh/T8BJ2Tav8LPU9no/2AEe6JLCwvMG492obAn6zH7h0hlTh/mPgd/7y8djBgwIr0FxubNvEikKpCH6oW/52VNbBrHLJPHB6ObAiIgLkOHHHiuDuCfrsgb7AMoDuEe14DhgXlDaCPnhgNWvjiNP92nOMWraQySxmYOOidO8FpUse/IkTUTxUZkGkbgULaiSAUFlgTKs7o6wMVPnf3SZpgypWYNZVdA7tqjCq6xzh88ugpaaYmQdTUeLQOm9sPSvLR/x+4EQfUGTw0o9jPfL72nouvoKdejPLje3BrRTagE0XASMuCRgU2TMnM4eIKFPYLVpLX0UfPJhdIdddI3JtMQHvXzr5a9JJHzzQ8+iWpxkZMPb7ZXbfYsqscRflNwYPskTHkKQGWwIFZsocUhBu3C2Dda8faK0E6kujPxcACmxAYynb0qXKsFMKAlUEoucne4G+cTkJrysJ/t0Ayfv9jLulFeOSOi3VTk8VSIx04lxeANyzKnNnUt0hmRP6isw+f3A2wahL0iSVnlGgqkgXeOBBekr2dUhgprVS7k/15/jGKemdfenM4IyCosBAc3GtDKRslvQUzQpVUSgXIiKKX1DXmsC4RJ2Iz67UZvYzhQoeeHyS8TazTJYvqOyIModxJ/lOD/D4drn992uZEUmZg8GDLLD5qKTFxrL9vBYoiMd1c6QiOiXP/g7gTye0k9JEGP37ef4IcH5QihBtWjn5cYc19oE6UlZCOo25gYFxreK92kdLaPBA9zX6WYPVTTJo0Re2Y+bB1KjAkvr5TjV4MO6Rz7GxkArcalmJet36EuDcgLQDJSKizNU+JLUBaoqA1irZNqtCTsDPDWo1ixxWoK44s5YrKA6rZEMc75FMzIFxCR6UOoAZZcYGO/RjGG/IGCadekeBJ3bL7WIb8DeXpHd/KPUYPMhwHUPxBQ6UeAMHgJzUtlQwAyFZhp1TDxwAxv5+fH4JHACR2wtlqz3twLZz2n2VeWAxA2tmyolm6Emsmq2uKQKuaJHbKvgAMMI/VSro4p5m8EDNRul/J4AW4DGbAktNiuR3XBbH/8i2c8CuC8CyBuDyWbGfP11vngZO9UkbUAY3iCjfvXNesmKX1WvBA6tZasMAwLazwNwqWSK5oCZ9+xmN2SRBgqOBcXldYElFS4VcjKSfxPD6kDHRg1/u1W4b2U6ZsgeDBxnuwlDyXtsPSadn8CA5+senHjgAjP39nOnXbjeXT64BAADnB6TzQH2JtEbKFqHtmlTmgdkErG0O/zUu1ZZSdzC2W4APr5AIP5ctTI3NoMwDVXDKGRI8UAOVIRfwxC55/atmx/eaLo8MUv0pGuyMuCRQF5o9QUSUb/rGJHBgAnBRSBHdocCk15hHlr1lQ5vkzkBdhrqS5L2HyaS1os6Ulr8eb2C5IOtD5TX+2jNcUxLXe5mgrcMn41UUBFcVTpSRv5/DgSj5igY5Sf7Jzsmzuqf6gTfPSKG7bKLvgRwuyyAcfXHIMbekUnp8UjSxvoSFiabKEhI8mOrPUbW6ihQ8KLJJcM3rBw53Ae9emPz3HMqT4sGO+t45M0NE+U4FCKqKtNoGyl0rtduhn/mZaFeb1uI52cUcY7WcTjWrBbhtiXafwYP8xF97hqsvBRYlkL4VT/qucu2c5GYdDDtlPfKwUy5Hu+UynMDSimxW4pCf8VTPQ436/bi9UnwOAJrKgOO9Mit6fmDy84DIrRozVYEu86AipBNE7yjQORxcCRnQTm7tFknBe/aAPI+mJ7TmwVSXf0RattBQKimvM8q0bS8dA/58Ghgcj/6asVqRGs3M4AEREQAtKOAIk3pfYJOgPSDHjjdOAf+zUwrwZqI3Tmm3kz0BZ5lG8MDnB14/Cbx0VDsmu7xA/9j0MvD0GZtc4pk+3/jGN2AymfDggw9ObBsfH8f999+P6upqlJSU4Pbbb0dHR/A/0pkzZ7Bx40YUFRWhrq4On/70p+HxJBa147KFLHDDfJkxzqZuC7EKBeZLscal9bIOLp3dFmyBdPwTfRI0UEZC0qknuhVkyLq6eKnMg0Lb5EKQT++Tg+VHVgKVumr4Ll3mQU2R/A7ODsgyIYcFuKgxFXuee1Tw4KrZ0hFhqiaWLYR0UphXLRefP7gPOCDprtGov+9UdQtRwYNULZMgIspU6rPcEeGsQwUVXF7phjTknBz0zxSLa4GDXcCG+cnPUrSYAXintmzBbAL2d8rPcW2zHDd/ulN+Fxc3AZe3JP6aLi9bEWeC7du344c//CFWrFgRtP0f//Ef8fvf/x5PP/00ysvL8cADD+D9738/3nzzTQCA1+vFxo0b0dDQgLfeegttbW24++67YbPZ8LWvfS3u92fwIEvUl8oldNt0n5sM8RQKzKdijSWO4O9zeciJaSp+NxWFwOpCKUikDITM1LpCuhVkC9W+b8wtf3v6n7UlwuzvqkYZAFhMwJ4OCayc6gO6R2W9JYMHU/OeVuDKFqDIPr10xiKbBNtKI6x9NZsko0f/aw3tux3Km+plC4FrZh4QUb5TWWQFEc467Lo6N6kO9CbqPa3AJTNS0563pUJO9qd6wl5gBYZd8vMfcmpBnO7Rqb3eHw4H12Lj4S31hoeHsWnTJvzoRz/CV77ylYntAwMD+O///m88+eSTuO666wAAP/nJT7B48WK8/fbbuOyyy/DSSy/hwIED+OMf/4j6+nqsXLkSX/7yl/GZz3wGX/jCF2C3x1dwJEP/NSmbxVMoUBUDpNRa3iAFE4HJwYOeQBeGbKuDUWSXTA0AONoT/Jg58AkXOoNhs0hrpSK7ZB4A2sGUaXhTV+qQAdV0ZybqSoC7VgEbFwVvd3okSOT1TQ4CxAoeqJP4VP1+1f5l6OQZEVHKuGNkHth1mQeeDA8e2CypCRwAwPp5wMaFU2tbeWFQAgeAHDf13diWN4T/mmgGxiVw4PEBV8ySseSsLCquncmGhoYwODg4cXE6I6/vvv/++7Fx40asX78+aPuOHTvgdruDti9atAizZs3Cli1bAABbtmzB8uXLUV+vpX5v2LABg4OD2L9/f9z7y8wDMpwqFBgtgMBijamz87xE8pfWyaz86iY5COgrGo97tGBCXZILACXDJTOA105OnuWtLJClGp3D2prKUDUhxZuyLfMiE717AegaARbXacEqI7x6AjjSI8sirObgoFCs4EFloQQfQrtzJIvDCpTYmeJJRLRulrTVjZSJlU3Bg2xxTlfXatyj1QVaVi/LnBOhlgp6fFJzaFUTsHqGcfua75YsWRJ0/1//9V/xhS98YdLznnrqKezcuRPbt2+f9Fh7ezvsdjsqKiqCttfX16O9vX3iOfrAgXpcPRYvBg/IcKpQYLSlC8ku1kia3e0SfZ5dKT/zWRXAPauDn6OKBZY7ggsQZovZlUBZgZys6c0sB84NykUfad95QdZVLqqVys/6E9Fy/l1O2Zl+4Pyg9PMGpECnkcEDNfA0m4DLmoFXT2qPuWLU+4m3paNR1syUCxERSTZWpFjqJTPkhLTAAvwqMAGabcWbkylce+1YhnU1rvSZB6VTGOPsagPahuR3cv1cdqQy2oEDBzBjhhaNcTgm/5LOnj2LT33qU9i8eTMKCtI7+8rgASVFuEKBbYF1Usku1kjB4umi0FwuRQWzuSd9VZg0wpnlAM5O7ixxpFtmxmeUS3vG6iKt9dJU0gNJXNAFDoD42mZG8qt9UsPitiVaiqhXFzxYVg/sOA8MBQZIsTIPiIgoM+kzwtSYxcqsLTyzXwLyNy8A5lYn9rX6otiq5gEg2ZhtQ9pyz1jG3MDbZ+T2VbNljPTHY7JfV7cmnsVAk5WWlqKsrCzqc3bs2IHOzk6sXq3N/nm9Xrz++uv4/ve/jxdffBEulwv9/f1B2QcdHR1oaJDZs4aGBmzbti3odVU3BvWceDB4QEkTWihwfoYHDIadEuywmcN3sgC0LhYFVpmh13eySEUXi6mIp4uCySRp3ZUpWseXKioQMOaRg92lM2XbaOCEszgwYFnZCLx4NPhrKHGhMxrTCR6MuCQwMOrWggehdQtUMGHdLGBu1dTfi4iIkuf1kzKeumSGZPtFo47B4do65iM/ptaqcSQk8+CG+TJxsuWMjGX/enXkr9XrH5f3L7EDS+pk28EuuX7hCPCJtYnvGyXu+uuvx969e4O2ffSjH8WiRYvwmc98Bs3NzbDZbHj55Zdx++23AwAOHz6MM2fOYN26dQCAdevW4atf/So6OztRVye/zM2bN6OsrGzS0oloGDwgQuzWktvPR3ggjExpQ9k/JvutTrj06wd/uVcOLLcvlXT/XGW3SPX/P5+Wg935QSnEp9r6qboPC2qA7eeA3jEGD6ajLqSuxHSCB2UFEpjrH5flD0DwsoWeUWlhW+YAWqti1xZ4Zr+0SN0wX9ZsJtvBTmBvhwQeL+XyBSLKYyf75PM8WqG+4z2yzHJuFTseKaro81RaNapxzvsWSXapxQzMrpDgQSKvp5Z0FlgnL1fI1Haauai0tBTLli0L2lZcXIzq6uqJ7ffeey/+6Z/+CVVVVSgrK8MnP/lJrFu3DpdddhkA4MYbb8SSJUtw11134eGHH0Z7ezseeugh3H///WGXSkTC4AHlvXhaSyYi3W0o/X6JEr99Nrj7gD7zYNgpKW2qbc/RbjlxbqkAGlLY1jPZrGZZR/nn03J/0CkReD+kaKc+VfK2JVI0sjrGrAhFVlUoJ/b6k/zpvNa5AaBX11JK/7ovH5elJhsXxleUcNQtATN/inpLjbpl/8ItpyEiyieqVWOkbguAHJ/PD8ptBg9EaJZdvPx+bRlqdZHW/UdNIiVy0t9cDjxw2dSyHyi1vv3tb8NsNuP222+H0+nEhg0b8J//+Z8Tj1ssFjz33HP4xCc+gXXr1qG4uBj33HMPvvSlLyX0PgweUN6Lp7VkIlQbynQED/x+6TrQNw50jwQ/pm9RZ7MAcGtF5o71AMd6JbKcS8EDpcAqgxe7RUvlK7IFn9wW24M7UFDiLGYZqHQF/vamEzxQS2j6xrRt+uCB+nsedMosv9UMzK+J/HpGBDQSoWZoIlUXJyLKBx6fVpOmMMpZx9wqCfRfGJQT31R1xslklilmHri82rGn0CaZekd7tJ9/ohkDJhNg1R07WyqA0/1yTenz6quvBt0vKCjAo48+ikcffTTi17S0tOD555+f1vsyeEB5L57WkolIZxvK/nHgUJdW50CxmYPTzVT0Xx3Q1XUutpVrH9Jmmy+fpRURKmKgICnKHcYED6rCBA9mVcgyhVKHNqh645RcVxZGDx54Uxw8MDN4QEQ00QbabpFAfiRlBTJ26h8H/usdWUuf7+0a9ZkHfzgs9X9WNsYOrNgswJ0XSebeW6eBPe0yxlWtuH3+qXVwUG6cL5NO81hrKC/l+b8lkdZa0qhzinS1oewclmI4i+uCswwA4L2Lgu/reyrrr3MxePC7Q9ryDKtZyzxglkFyqEHN8vrptWlUwYNBpzZLsmamDFrqSib/v7pjdFvwBV7DkqKjngoepGqZBBFRJuoPBA8qCmKfrOpnskPHMflI/Qz6xiQ7dMf5+MaqZpNkATaWSh0JdRjSF6uMN/vgaDfw/GGpDaYUWKXjUTa29qbpY+YBEYJbS2Zrt4X2YWDbOUn9u2mBfNirA0ZoJoQKEqiT6ol2jjkYPFAzF5WFMrNRWyy/61TNQOebS2dKRe1C2/RO1AttMvgpsgFOD2ANCfaEDkJjtWpM9bIFZh4QEQEDgeyxeIoRL6yVk11g6rPiuaTYAcwqBwYDARg/pN7PxkVRv2xC6Mm9vqOW1xffmK9nFDjeywkX0jB4QBSgby1ZH2Hdf7jtkZ6bavrsgTlVwJ0rgSd2BT+m5FPmgQoe9I0Bv9kP3LFCAgiUHEYNMEwmSbvUc3vlpDxcAMDljZ6GmfKaB+p9U/N2REQZaSxQWyme5Zz1JcBfLIpeWDGfXNYs17/ap20LXZYazoVBKT5ZXyITYuprKgrkNa3m+IP7anxoY646BfDfkyhHOEOqGeurvO/rAK5u1e6XOiQCHRpEsOfgJ0LomslhJ4MHyfbmafl7vGSGsa1An9gNDDmBDy4LHyRw+yIHwKqKpEBoqtbQ2gLrezngIqJ8dkULsLZZWzoWS0tlcvcn24y4gLYh7X48xRPPDQBbzwFL6yT7wO2U7aUOYF51Yu+vAg+5mJlKU5ODpwpE+Slc9sBVs6WgXPdo8HPXNssFkNnaia/NwROd0JPFd84D5waBOZXAjGmsyafwhp3Azgtye1k9UGbAa3p88nvU1y2YXQGc6pP7quCpyxs5ePCBZeG3J8uCGrkQEeU7qxmssjZFJ3qD78fTMnE0UBi60BYcwC6bwrJadw5nptLUMHhAlCNU20X9B7w6aMSKGN+xQqLLudgaKTR40D4sl1IHgwfJoE+pnO4SgfYh4PeH5e/yzouClx6oYox2iwQO3F7AE6PuARERUTZ59aRcqxpb8RQ67NXVmdAfkwus0oHB6QWqC+PLNs3lmlg0NYwDEuUIlT2gXyuoDjLRUqdNJqCmWIo9pqoSfSpF+p6YTp4cRboA1HRrBRbaZAalf0wCB/rggb714g3zgPcuZPtNIqJM0jsK/Hqf1lKXEndFi9QuuKJF7sdatuD3A52Bdsl1xUBDidyeWyXjvd8flhoKoRmpkbjjGEdSfmHmAVGOcIZJLdsXaK1zfjD4uWcHgNdPSt2DWxamZv/SZXEdcLp/8nZG0ZND//c33U4DZQ7JHPH4pNq0PmBgNknrxgKrDIqi8XilXoLZJFk2qfjdtw0Bb5+RvtzXzkn++xERZZreMeDCUHyp9hTe6ia5dAzL/Vg/y/5xyRawmKTWz9WzpeZVQeCMT02oxNuqkZkHFIrBA6IcsX6uVDXWVzRWqWtq/ZtiCjzm88sa9QNdQLFNWlbmmkgnljwQJofJBFwxC+gbl1mP6b5WRYHMkKi/V0AGRYe7pTXpotrYr+P1S7qnes1UcHqktkasFpJERLmqP9BiMJ5OCxSdwyIZorE6GnUFsg5qiyVgHpqRp5ZyxlN4EQA+tFyyDyxsnUkBDB4Q5YiKQqAiZNvSOmB/J7A8JCigUsvH3MCAE9h6Vg7uuRg80EfX64q1dD6m4CXP6hnGvVZVoQQP+saCly3oB0DnB4BBF9BUGr6XuD4DIlWtGtX7TDf7gogoW/UHJjAYPJi+isL4Cv/qgwfhqCCAJ85jk8nEYokUjMEDohz2nlZgfo2cVOmp4IHTq82MpqqFXaoNjGu3P7Qc+J+dwLCLmQfZorIIQA/QMyotpnw+wGrReoef7JNZ/jMDwPp50YMHJqQueGBi8ICI8txE5kFh9OeRcS6fJRNHkbLsrAkuWyAKxeABUQ7w+SWFu9Aq7fHUmjaLWatKr+ewykmUWragnpuLdpzXbptMuvV7Ofr95pqqwKCzf1yCP0pfYEbL49MCQe4ISwT0tRJShZkHRJTvVPA+XFCXksNkih6ssSS4bOGlo/KaV88OLshN+Sspw+fz58/jIx/5CKqrq1FYWIjly5fjnXfemXjc7/fj85//PBobG1FYWIj169fj6NGjQa/R29uLTZs2oaysDBUVFbj33nsxPDwc9Jw9e/bgqquuQkFBAZqbm/Hwww8n49shynhOD7D9HPD6qfiebzJJoAHQ1oLnauZB6MHur1ZI0TwOZrJDdREwo2xy9ow+DqCCB5FaNfoCgyRzCv/GVfDAz+ABEeUhl0ert8RlC9Pn8gL//Q7ww23TyxpIJPPA75f6Qoe6GAgnjeFDqb6+PlxxxRWw2Wz4wx/+gAMHDuA//uM/UFlZOfGchx9+GI888ggee+wxbN26FcXFxdiwYQPGx7X84k2bNmH//v3YvHkznnvuObz++uu47777Jh4fHBzEjTfeiJaWFuzYsQP//u//ji984Qt4/PHHjf6WiDLeWOAA7bDEn0GgiugMqcyDHC2GU+aQ68W1wB+OAD99F+geyd1Mi1xTWQi8f6m0qdKfiF8SqKuwrF7LInFFGAzpCy2minorZoYm38leCZ4yUEOUOUbdQIldWu5yxnr6LCb5mbq8kbMGTvYBLxwBjnRHfp151cDamVoLx2jSUS+IMp/h/87/9m//hubmZvzkJz+Z2Nba2jpx2+/34zvf+Q4eeugh3HrrrQCAn/70p6ivr8ezzz6LO+64AwcPHsQLL7yA7du345JLLgEAfO9738Mtt9yCb37zm2hqasITTzwBl8uFH//4x7Db7Vi6dCl27dqFb33rW0FBBqJ8oNZ/F9ji/5qKAjkAqZTuXD2Z1kfZ1UnmsCt9+0NTM+oGfrxDBjD3XwbUFAN/t0Z+v2+dkedEyjxQXRtSOYC1mGWwl6tBuUzh8wPPHZbbzeVAQ2n05xNRalQUAh+9OP70eIpOf/IeqV3juQHgaI+0ZVxQE/4586oBVMf3nvr34bGMFMNPF37729/ikksuwQc/+EHU1dVh1apV+NGPfjTx+MmTJ9He3o7169dPbCsvL8fatWuxZcsWAMCWLVtQUVExETgAgPXr18NsNmPr1q0Tz7n66qtht2s9SDZs2IDDhw+jr6/P6G+LKKONBzIPChM4ObppAbBpJTCzTO7n6rIFdcD1+LTv8e2z6dsfSpzfr6VYhi5XMJm0oJA7wiC1shC4a1VwzYRkqy0G/v4yeV9Knk7daka2xSTKPLk6MZFqJl0wOlJARnVaqIsjqyAe+vdJ5bI/ymyG/ymcOHECP/jBDzB//ny8+OKL+MQnPoF/+Id/wP/+7/8CANrb2wEA9fXBPeHq6+snHmtvb0ddXV3Q41arFVVVVUHPCfca+vcI5XQ6MTg4OHEZGhqa5ndLlF5+P3CiVztgFCaQeaDMqwZuXwqsmWnsvmWKswNyfbKPg5hs9duDstwECJ86aY1RMJFyV12JNqBm8IAoM/j9zDhIBkuMegU9o3IdqU0jIDWyekaDO1FFko5ORZT5DE/i9Pl8uOSSS/C1r30NALBq1Srs27cPjz32GO655x6j3y4hX//61/HFL34xrftAZKSt52Str1Iwhf/oYrtcctWSOuB4L1BXzF7F2Uo/4xEuADS7Aii2sQhmPjKbZLnCqX4ZFBNR+o24gZ+9C8wsBzYujNw2kBJjNUeveaAC6NHGgoe7gddOAnOrgFsWRn+/XF/WSlNj+J9DY2MjlixZErRt8eLFOHNGFqU2NDQAADo6OoKe09HRMfFYQ0MDOjs7gx73eDzo7e0Nek6419C/R6jPfvazGBgYmLgcOHBgKt8iUUYYdgUHDoDEMg/O9ANP7pIigrlsdiVw50VSdG9pvRx858W53o8yg36tZbjZj6oiYGFt5PXu7UOp/1sfdQPPHQJ+fyj687adA549IBlENDWqloWTmQdEGWHMLcvI2ocZODDSxLKFMDUPfH5te7RlqGoSJZ5MrYlORfwdko7hwYMrrrgChw8fDtp25MgRtLS0AJDiiQ0NDXj55ZcnHh8cHMTWrVuxbt06AMC6devQ39+PHTt2TDznlVdegc/nw9q1ayee8/rrr8Ptdk88Z/PmzVi4cGFQZwc9h8OBsrKyiUtpKSsrUfYqtgHXztHub1wILK2L/PxwesaAYz3ArjY5wcpV1UWyPr7EDvztJcBN89O9R5QIc4zgQSxOj/ytx5OmaRSvT5bKnO6P/ryeEVlawyKeiTvWIz3IOwPLtph5QJQZxlURZ3ZZMFRtsXRJ6BoBekeDH9MvZYgWPLAlsMyvvAC471LgbtbuIR3Dgwf/+I//iLfffhtf+9rXcOzYMTz55JN4/PHHcf/99wMATCYTHnzwQXzlK1/Bb3/7W+zduxd33303mpqacNtttwGQTIWbbroJH/vYx7Bt2za8+eabeOCBB3DHHXegqakJAHDnnXfCbrfj3nvvxf79+/GLX/wC3/3ud/FP//RPRn9LRBnJZJI2dSWBJQeFNqluHC99lsIbp2Kf5OQKVWSPsoc+ZTJc8GDMLUtTTkaolavWbaZy9kS9V6ze2McCGQe725K7P7noSLek4NYWAR9cBlwUPumQiFKMwYPk2LgIuGEe8KcTwBO7g9vTxhs8SCTzwGSSzK6p1NOi3GX4v/Wll16KZ555Bp/97GfxpS99Ca2trfjOd76DTZs2TTznn//5nzEyMoL77rsP/f39uPLKK/HCCy+goEBbsPrEE0/ggQcewPXXXw+z2Yzbb78djzzyyMTj5eXleOmll3D//ffj4osvRk1NDT7/+c+zTSPlnYoCmbXsHwMaE0imKQo5GORqtwXKfvplCzPKJj/ePw48fxgocwCtYRLPvGkMHvgB/P6wzBStagTmVsv/Xui+sLhYYjxeLeC5qkmWLBzskr8PtmskSq3T/cCxbuDyFmkX+MJR2Z5IByiKz/lB7faQEygLnDoV2YC/XyvHkmgTJIkED4jCScq/9Xvf+168973vjfi4yWTCl770JXzpS1+K+Jyqqio8+eSTUd9nxYoVeOONN6a8n0SZatgJnOyVokOtlUB9yGD4tZMyo7m6SUtBS3S9b2gkmQVxKFOpv81LZwCXzZr8uC2kArXbKyfn6uvSkXmgH7ypegan+4HXT0mQ7wPLQr8gRTuWI84OyO+7xC6pvK+fAva0y2cigwdEqfXaSVkWdrpfxi1KAWesDaeWaTksgD3kLM5ijj2WS2TZQu8Y8O4FoNQOrGlOfF8pNzEmSCkz7JQZwooCoMSR7r3JXPs7gFdOaPe3nwcW1QA36NbpH+mWtMDl9cDls+REZWaYGdlozCZJKVTphcw8oExVXSRBtMoIy3L0gyGPF/jxDvnbvme1bFfBA0saMg/0esfkejBM7QXGDhKjAjJzqoAhlwQOALbrJEqHYadc6wMHAJctGO2lo7JUCwCumyvXvaNSmyDeCSB95oHfHz1LYdgJHOiUYzCDB6Tw35pSYn+HrNHyQwbJ186RyvcUbNgZHDhQDnUDKxokA8Ht1U74Sx2yHm1jjHY7kRTZtNdK5YkVUSKW1cslEpV54PYBfeMyKHIFAglWi7YkIKXLFqJsY0vJ6fH7tfoWc6qAIV0wZm8HcM2c8F9HRMlRUSBFadfPBTqG5f8Q0GoykTH0XRZmlAGn+oDNx+Tnf8tC4J1zsoxhXZgMPaXAIkvobBZtTB5JOgLvlPk410hJN+zUAgeAXP/phBapJk1/lGrwFwLdEIYCPze7RWtRNlX6mVxmHlAmO9QF/GCr1DYIpTIPQqlZMKsZKLantuhTuNkcTxqWT+Qinx8YCwQ9a4skQKTwR0uUeuqzrbwAWBLo+lRoAy5qTN8+5aLLmiUw8Ner5eerTu77x4GeUeBIjwQUorFagCtnA2ubYx+L0hF4p8zH0wVKuv5xLXCg+BH9RDlfVUSZkWwKrOMdDAQPSg1Y+nHLQqC+RG6z5gFlMo9PLuG6F+gDXy5du77iwKzXwlrgby4G1s9L7j7qmU3AexcFbxsJtGM8pyt4dbE0EMKcqtTsVy7w+WUNbpFNPrf0s5vTDagSUeLUSabVrGVWjblZlM9olYXAJTO08d/iWi1g6kzCElSV6cDxIenxMEtJV1EgH276Mb8J0U+U81WJA7huzuSlC4tqtKKJqh+8EcEDAHhPqyxdqC025vWIjLarTdqJAuEHMSaTLF1w+7TCoUW29GbTmExA22Ds55U6gLpipvcmwmYB/vri4Pvr5wJ/PM6uFUTpUGST5UTWQEbkulnymcYJ6+QymeQ45/YlVr9q2CXBhjJH5Mw9ID3FhinzMXhASVfikBoHoTUPWDQxvKX1QEtF5G4LY4FU7NBWi1OlMg+IMpV+3BJpYPSeVhngqGJQ0YpApYpqqVVXHKjHMDb5Ocsb5ELT01wu194wmSlElFx/tSL4/iUz0rMf+cgSGjyIEgxQnj0gx6P3LwFmlEd+ngrGsuYB6TF4QCmhTojZbSE+JQ5geYS1guoAYcT67VN9wJunJevgxvmxn0+UDvpsg0iDmMWBdbYuL3BNK3BhUP6+Z1dKwdb9ncC8KmB1Cge1NotkRNy8QIpY6StlK6+dlDomlzUDNcz+mTJ9W06fnzNlRJQf1GdfIssW1HM8MTK1fFy2QGEweEApU+Jg0MAIV7YAa2ca81p+v7SP6x2TmVuuF6ZMpD8RjDWIsVskgHCkR7IPZlfKyXnHsGQApNKVLbKMoiywRGtBzeTgwdkBmQFaxcJicRscB/5wRAKof7FYtukHzB6floFCRJTL1GdfIssW4g0eLKqV7Fczgwekw1MFoixjMgF2g/5z9dkLo24GDygz6bMNIg2MOoalIGFdsVYocTSwxCddsyehmQRqv4p1/3dqKcObZ4APLU/NfmU7lxfoHAleumU1A5fOkN8xx7lEqePxAr/eL/97ty2OL22ejHPjPFkSfKxH7hsZPLBZotdEoPzEUwWiDHOkW/r3FqeggFqR7j2YlkaZSv+3WR6h0OqWMzKLf1kzcKZftrkDxRPTXfTpSDew/Zz2Px1uWb7TE2YjhTVRAVz3+zSZgMui9DYnouTw+CSYB3CGOh0aAjWx6oqBS2fGV6Qy3uABUTgMHhAZYNgJtA3J7cZSmQE92SeD24pC2RbPko2+MVkXbTUDH1kZ/mtePi7Xa2dOfxmIfuaOx3zKVOqkv74EWFYf/jlqMNQ5DFwI/C+qgVG6gwfjHm15EKBlRNDUTPQe54cWUdp5Ap+vJrDWSDpZzPFPAlniDB6c7APODQBNZcBcthOmAAYPiKZpf8fk1orhXDdHCkdG8/ZZmZV0+4AXjgLzqoGVurXQg+PAgU65bUQ1Y6tZZmpdXtajoMxVZANmlgNVhZGfo9a46/uKZ0rwIPR9Z5SlZz9yRbjMAwDoH5PPzooCptoSpYoK5qWzNW4+O9kH9I7Kz39ZfXwBhHgzD9oGpVUywOABaRg8IJqGYWd8gQNAWlW2VEQ+Se8Y1tasLQwUViu2BwcPfrFXu11o0H/vpQYVXyRKloZS4C+XRH+OGgw5dcEDNaj1ZljwoJZdFaZlon1YyCD52QPAkEtqR7AFLVFqRPp/pNTY3yEBBAB4/VTs9ouAjEULrEBdjM/JdB87KTPxX51oGvrH43+uP8bzDwYyChbUSIV4ABh1aY+7vVo1XYAza5RfXjgC/Gg7cLgr/OPq/0FfO8CjmxFzpLHwkylk4MWB2PREyjyINxWXiIzjYfAgrUIzPtqGY3/NghrgqtlAc4wggy/CZy3lN/6rE01DRYTibeGYYjz/3KBcz6/WuiCM6U6ELIFq4hOvxw9zyiPjHrmEKzYIALaQXtcAsHGRXL+nFbhvTXAWTyqFHmhVGigAXDtHrhP5LMl3JsisWWh3GHXy4mXwgChlVDDPyjFJWoQGD2IFBBLBrBIKh8sWiKahxCG1DOJZunDtnMhLFoZdUizRBFkPPeSU7WO6wmpmE7C2WXrG80SD8knvqHRSACLPgExkHgSWLcwql0KlmSA008Cni4AUWqWWQylrjsRtTpVcQlkZPCBKiwIrUGCL/Twynv7Efs3M+JZsqUxWiym461YoLlugcBg8IJqmpfWyfmw63RZ6Am2OqotkNk2lAY575ERDfXCbTMCSuqR9K0SZSTdwiTQDMqtCiia2DwOHujKrEr/NApTYJUgYam61XGj62H6MKPUaS4GPXZruvchf+syDSK2MQ+3tAN48LfW1bpwP7G4DBp3AlS3BWa0+Zh5QGAweEBmgxAHMdwTfr09g1rOlEvj7tVql+ALdf6bTI8sYLgxK//r6EqCVVW8pj1jiCB7UFsul1SUDouO9MiBaWg9sPSstHC+eIUGGVJtdCXz0YuC3B4HT/bLN75dB2gtH5Pqa1slp+JQY9XfiibS2hYgox6hj4ooGqWUQD5su0Or3S6FFAFhUG1zQl5kHFA5jSUQZwmLWah1YzNKertimBRQuDAHbzwPHetO3j0TpoA8exFpXW2KXNZ/7OmRA5PIAXSNSU0S/DCgd1ug6m/ghg7ajPcCR7uClDBTdkW7gN/uBHeeDt7PmARHlG3VM1GepxvwaXfBA/3kZ+tl5TSvwkZXAAmbHkQ7nOYgy1N9cHJw+pk58iriukPKMPtsg0nIEZyBIYDJJ3RCrWQZG+sFRumdPKgu1234/gpZjvHQMuHVxyncpKw06gfODQFnIUrC51VI/oqYoPftFlI9O9gE7z8vn7mWz0r03+WdBjbQzjrY0NpS+M42+vXF1yGdnkR3gxymFYvCAKM06h4GXj8uH9ooGOQgAk7spqOBBIYMHlGf0J/2hlaWV7lHgmQNy+9o52rp3j0+b1U9X8KBzGHj1ZPByJJ8/KHaAEWfKdytrRaoAvrg29ftClO+GnZIZybFJelQUSpadzSzHvngKV1rDBA/S2c6YsguXLRBF0TcGvHNeKtMaxe8HHt8G/GSHBASO98qJz+HuyWnV427gWI/cnggeMORHeUa/bCFSQSib7mj2J133k6DgQZqOeG4f0DGs1TsAZNkClypMjZe9x4kyxsT/I88o0sLjk2PLsd74W3jrgweuQHvjcDV3drcBb58B+scM2VXKETwNoazSMSQR7qZSKUjYMaR1NVCtgsocktbaPwaMeYDKAqCuRLaNu6WDgdcPtFYCxXbgZC/QNy7Pa60KTv369T55jRGX9Io3gtsrkV6nV04e3tGt29W3zPH5gT8cBc4PAHetAkbck59DlA8sZikUajFBzrrDiDRjog8epOtkMzTjYUmdDN6CgpI8EY5bpMwDl1eCrBZTYim8RDR1KsuLwbz06BrRbtvjzBwICh4EjkODTpkw0y+v298J9IwCTWWS4UAEMHhAWWTzUeBQt3ZfBQmmavv5ydtePQVcN0cqtAMSOACA4z3GBQ/UB7UJUr9gw3zgxaOyrTgk3axrWM6VBp0SwAj3HKJcZzIBH1oe/Tm2CLNembBsIfRtZ5bJvjDzYGq8EU5WdrcBb5+V4Mz1c1O/X0T5SP0/RlpSRsl1bkC7HW/mQYldPieL7dKBqLFU2o13jQQHDzyB8SqXM5AegweUFTqGggMHwPQCB9H86QTQUhE8c6WCCEZwBw60Not80M8ql/t2S3BWgdkkKdqdI5JWNh7Yh2JmHhBNEmlw4/XJ/5nZlL7gQej7qvt+ffCAgYS4RUqTVmm3TgM/r4koOk+ETCBKDe8Ujh1lBcEBVpWxENptwc3AEIXB4AFlhQtDqXsvP4D+8eDgwSUzjHt9lXmgPqwLbMA9q7QTHD31ge0DcPcqyT4o4H8t0SShwYP6EmmNWFcC3HlRevZJCf2/3tMOtFRKgbH3LgKeOyT/4xQfEyTrYFLwIPA3wOABUeqo5VeRsr8ouWaVA9vPTS87QN99QU/d5++W9HgaQlmhqTR172UCUBEoylZglRn/+Qb2uHWHSQMri1AETt+3vLwgcrG4YaeknI27JRjRGPh59Y/L98L1v5TrzCY5oVSzMDPLgNmV6d0nJTR4cGFITnDtDlm6VOpgRlEirpsrl1ATmQcGFrglotisZqa2p0tTGfDBZZHHh+H4/YHaWx7gTD9wole264MHfr82XrXyd0s6DB5QVqgvBRbVGFvzIJJr52gn2x9aLh+ukU7upyI08yAaa4RosN7+DuCVE5EfN0G+J1XHgShXXd4CvHFKbqdriUI4ZpMWiFTUkoX6EuCvV6dnv3INly0Qpd41c+Ti59KrtGlIcILND+DJXVKIW3+s1I81fX5tNR0zD0iPwQPKGjfMB1Y0pLbbQnmBvM6ZfqC2WGYIp8tmkROG6qLYz1XBg9P9wJBTMgr0s6nDzuiBA0A+/MPVcSDKNSsbJeNg0ClV9w90yv/tO+cle+eaOVIoKtUqCoGPXQo8uVsqVwPyfzniArackZPeq2anfr9yDZctEKVPvMX6KP3MJuDG+cCzB4IL9+prHrh1t1nzgPQYPKCsUh8IGkS6r98ezzYAWN4oEXOfP3zBn9dOAmcGgrswJMLllQ9eswkYdcnJTazK8cqsClkX3T0CvNMLLKsPDh70j8f3OuHqOBDloppiubx8XIIHlzUDp/tkIHRVmgsLXDsH+NU+ue3zSyDzYBdQyOBBQt48DfSOAqtnADPKtO36ZQt+P09miIgimVkOrJsFvHVG26bPPLBbgE0XybGTxTBJj8EDIgDPH5aMhrtWaQUJR1zA7nYJHADAwBSWSLQPyclCiR1Y3iBLDDw+KZJWVxL765fUyfXLx2X/Qts0VsS5nEJfx4EoV/WOSsZBZZE2U+L2anUQ0r2UobFUZsfVya2a8RnzyAzQbUvSu3/ZoH0I2HlBbi+uC36swAosrwfs1kAwmMEDIsP5/TIpooJ1Lx8DRj3AumYJ3FL2WN0k7RmP9gBXtABzdJNTZhNQFUeGLOUfBg+IAJzok+tzA8C8QHHEQSew47z2nIE4Z/n1jvXIrP+QKzi6m2h/91GXXBeFpFyXOCQjIp6aB8w6oFz36kng/KBk56jlCX3j2v9buk4mxz3AHw7LfqjZcD+C1wh3j6Rl17LO0R7tdmhA1GKWpSl6A+MSUEp0TTARTebyAk/tBsoLgVsXy7ZzgzJeutTArlSUGiYTsGG+tG1kwUuKF4MHlPf0J/JNuhRYV8i62akED9w+id4uqJGTg+7Aeuen90mUd3VT9K/3eGWWsndM7oeryL60XuoZsNsC5Ts1+DnVp82gdA1rj6cr88DvlwG2ns8f/NnDWmPxUWtyF9bEN8v503fl+iMrgcrCpO0WUV7oG5MsTJWJeaxHK1zNk8/sZDKF/90NjMuyulI7C25TMAYPKO/pgwQO3QeoavdVaJOZq4Hx+NbRur3A3g7pDnHtHG0ts8UkB94ndsv9oTiWQexsA7ae1e6HLltQShzA/DABAgYNKJ/oK0LXlUhG0ZBL22ZO07rN0KDFlS1SjFWfbZBoNlK+UktQIgUCxj0SRC2yB3e06R5l8IBoutSaeNUW8E+6rEdW5M9e/WMS4C62SzFxQCaftp8DaooYPKBg/FenvKfap9nMwUVhVEvF2iLt/ngcVbzfOCUFvZ49IPetZrmYQtaPxfNaoRVuQ5ctEJHGoQuHF9kmd1ZIV+ZB6PvOrpQTW328gG3O4jOxBCXC6OV3B4H/tws42x+8Pd31LohygScwLlKBggLdZy4zD7JX27AEgva0adsmftf8vVIIZh5QSg07Jb0e0FoqhrZPBMK3X3T7kpOCrzIM3D6Jsl46M7A9cHJfZJdo7IhLsg8KI8z+K8d75bpnTFJsIw1yrXEMZvXBAxPkhIiIwtPPNJtNktY+7Arelg6h76vu67MNmHkQH7VsIdLvMrTjgsJWY0Tx8/qkfkzHsIyJRl3yv6UyD9T/k/7/iieZ2UuNRz1hWjXys5NCMXhAKbO/I3phPwDYfj7646r4n5EpVPoMgFG3dlsFFRwWaWdjMWmpetG8f6n0cweAn++RtbZ6N8wD9rQDa5pjv5b60K4qlII2nD0jikyfeWA2SQGv1U2SPWQxZ07w4GCndF9pKpW2rb/cy5oH8bqsGbioUdbhhjMRPPBItpcKUtt5YkMUN48P+O1B+Vw61Qe0D0udkZYKeTxc8IDdTbKX+j3qgwehgSIihcEDSolhZ+zAQTz8kNSqlgrjMhD06/TGPdJx4XS/lnlgtwCLa+N/vWrd0gRHmAHrolq5xMPt1W6HpmATUTD9CaLJlDkV9kPrpGw/DzSXAzPK5f+6wMqBd7wqCoGKKI+rz1z1+X3NHJlFrWSrWqK4eXyS6TjilsABIHVDZgSKSqsTSlvIZy5lJ5Uh69VnHnDZAkXAeBKlRP8UOhVE4jf49ZrKZFYfkAHni0elj3hdicwKTiXLYe1MmW18T+vU92t/B/D6KbndOwb8ZKdsI6LwGnXBgkzL0gktJqbGaMV24GOXAn9zScp3KSfply0AEmieUyXL34goPjvOS+AAkIwDQAIKDitQVyxBPEAL0C6pS/0+knEmMg90KXDMPKBImHlAKRHaj3s6TAa+nqpJoIr+jHuA2mLJPACA+hK5HnEB7UMSgZ1VEfn1BseB/Z2SffD3a6ceiY+UqWF01gVRLqktBm5bIutz1f/uzgtSwLS5XB5Ll49dCvznVu2+3w90jQAHOuXz7KLG9O1bNjnSLcvLZldoJzB6+mULA+PAz3YBhVYGZ4gSoda7X9YMzK0COkdkqdC8arkohbr/N8pe4ZYtuEOKYxIpDB5QSpQ4gOvmTH/pgqp5YMTJc+8Y8Jt9MvO3vEG2OT1aYEJ/MOwcAZ4/IhH3aMGDzhHgnfPyvAU1U9+3SJkVKuuCwQOi8JrLg+9vPyfXZwdSvy96JhNwy0Lg+cNy3++X9lh72iUVmMGD+Oxpl6K7JQsiBA/UsgWvBId9fplBHXbyc5MoXurE0W6RLlGhtZuUlgrg5gXx1YOizGUNs2xhZWMga4tnihSCfxKUMkvr5UCTym4Lzx6QWcgPLQesunVbfj/wp+PAmEcuqldx/7i0UQOAbYGTjoU12lpql64GQTiDgZP+6R5II2VWGJl1QZRrvD4JCrq9shwJkGKjas1uOplNMoNXVyxBRh+0DgvnB4Ff7ZPMCKaIRjfRqjFCVld1EbC8XjpteHUpuF2jDB4QxSve9e4VheGDeJRdShwSBNL/vovsbA9O4TF4QClV4gDm6wZw9REKmkXanohxjzbbOOYBSnUfivs7gQuBIIbZpA1IC21aoMDjA946A8ws17a5YwQPBpxyPd3gQaRMDaOyLohy0agbeGqP3P7bS+T/uaooM4IHLx2VzyHVOtLvD+6w0DZkbLvGYRfwximZib9urnGvm24TrRojBFkaSrV12CpQDQS3bSSi6NSyhdCU9bfPAoe7gBUNwKqm1O8XJYfdErwchSgaBg8oZ6ksgCIbUKo74R5xyRpoALhqNrCsHugekarnFjNwrCf4dRwWrXaByjxQA9HQmgYDBmUeAJKpMasceGK3HMjfuxBorZr+6xLlKn2rxq4RWWK0rF7qCui7oKTD4e7g+37/5GCBkSe4To98lhVYcyt4ECvzQE+fgsvgQX7x+1n9fzr0mQdeH/CLPTIOqS+RjNFYEymU/Xa1yf/RghpZ3kukMHhAOWswkAVQFjJTf2FIUodtFomem0NauoVW5bbr/kvcPmDMDTy5G1gzU6uVoBgZPAAAmLQZgJpig16TKEfpZ8nU4La+BNh0UWYNfm5ZINlVp/qCtxuZeaAKX4175HUzrfvEVKmfUaTvx++X79nlDS7+5Qv/dMpBm48BHcPAHSHLFSl+E5kHFvlf6x2TTKmywNiGy6tyi98PHO2Rz8wFNfL73XFesvlmlmfW8ZPSj8EDylkq86DEIWuKqwoljXl+tVwizUzUFEmhmF1tct9hCU4vPjcoH7DHe4ODB14fMKSWLRi0tEB/gC5iqzGiqPT/z27d2WJVmrMO9ForgbmB9NDQ2XAjZ8dDq2Y7cuRo740RPHB6gf96R25vmK9tZ+ZB/jjUJdcn+4D50yhcnM8W18rSp1K7fK5aLfI5Mh5o32hh8CDnvHhUrlsqAItNgrAACybSZPyToJyl6g8c65HLtXMkhVmJlNJYWSiVz3e1SWqsxSwDT1UbwRmY1QptTTTskiCDxWRclLbQBqyfK9F/HqyJYptRJm1VZ1eke0/CUy0kAW1wpiRrdtybQ9PuvsD3Eunz0K6badZ/xBuZ1UHZIZOChtnm4hnB923mQPAg8JnFzIPcYjLJ79Tjk4vbq31mMnhAofgnQTlLZR6org7HeqTQj9sn3ReipfH2j8m1mq0zmST4YNEVV7SYJaWrZ1Taw5U6gLtXSU0FI9daLq4z7rWIct1fLpHBT6wq4an2nlbgTL8smTrcJUulVjdJiuhP35XnGDk7rg8YeP3y2jsvAA0lwIzyyF+X6W5aIL/fSEvDzCYJILi8stRrVoX83Jl5kB/0v+fCPM/Wi1SbaSpUsIDBg9ylggdenxT3Vdsy7VhK6cd/f8pZFrNETBfXyv0Lg1LvoGsE+M+3JxdG1KsqlA9N/VKBJXXAwlot6NA/Dvy/d4E/HJaBqtkkA1rVIo6IUs9kyszBzooG4L2LgN3twEvHZCmVxSyfGQVWmdkz8vxWP9Pu9cl61rfOAL85YOCbpEFTmQQE7FF+xyro6/RIgObGefxczhf69pzWHKnzMVW/OwQ8vh3YckZqNcXL75f6TaMuLQCh6smo5VCsJZF7rLrfMZcsUDT8s6Cc9d5Fcu3zy4BdnyIca5Be4gCuaAEaw7SMVIOTumIpyjTuAY52A6f6gcua01/VnYgylwo+6mdIP3bp9F/3nfPAkW7gA0ulyKv+JMrjA/rGpv8e2cJhAYYgwYOWynTvDaWSPuNm0AnU5PEo93ygPtM752UMdOvi8GOaUOMeLRvq/stk+Y8KFljN0pmqgMGDnKMPHqiCwwweUDj8s6CcZzbJOujjvcHbQ/sXh1oR0kmhcxgYcmmDcGsgs2HcA/z5tGQfnOgF7ryIAQQiCk9NhvoBvHZSZtBXNk4/xVql5neMyDKq1kotfd/rl2BnLtjTLp/pi2oiz36qzIO3z0qWx+Ja4MrZKdtFSiN9odD2YVm6svO81BO5ZEbEL8s5Pr/2syixS02m0/3xBQ9UsVmrWQt2ljokGHf1bAbkcpVFFzwYdsltdlmgcBg8oLwQrlNBoml3W84AZwakGwMgB1aVOuvS9TwedQPVU9tNIspxav2xxycnwoAUaJ0upyfQTk3XjaDQFgge+LRWr5YsTuX2+yXgAgBzq6IEDwLbB50S3D3SI8VyKwpTs5+UPqHtWl1e4M0zcn9pXX7VQbhlgXz/3aNSANrjjf01gDbrrK9rcPMC4/ePMos+82BetRwzsvhwQUnE4AHlrF/vk4H6TfMljTdUrMyDSc8PDEjLCySTobZEiiPqVRYCM7m2logiUMGD4UA3GLMJeOOUtEC7Zk7kQoCx+HRBA1+gO8wlM+REoMyhzSp5/drj2UZfxyFaEKSlEiiyS7bYuEc+p0/1AysZPMh5dqsECfZ3ygy6/gTYm0dFM80mrSXsuxeAioL427Wq4EG0uiKUe9bOlFa3dcXyt6LvDESkx+AB5SS/X4ojAgBMwJxK4FQv0KNb95toUTV1IK0r0dIfT4QUXbx0hrGdFogot6hzmd7AZ1GpAzg/AIy4gzOYEqVOrJ85IIPAxjKgbRCoL5UaLvqaBx5v+IBqpvH7gYNd8lk9vzr45C9a8EO15H3tJNA5IrfZqjF/qGO7O1DI2GaR2/HOvOeaVU1yiZdHt2wh1M93y5Krv1gknyuUO7gcheLFbguUk9y6dY82s7RFW1Ab/JypZh64dQOQ0AE4KxATUTQquNgWCG7Wl2jbpnOCq//aY73SQvZAlwQmAOBAp1wvqs3MbhThHOwCXj4OvB1IO9cXwzPH8fmtfz5bNeYHl0f+9gHtJFgd6/Xjglww5pYiqb2jkx8bcclj5wYSf91wwYOdF4And8sSiJ5RTpLkuu3nZKlLIl06KLl+8IMfYMWKFSgrK0NZWRnWrVuHP/zhDxOPt7e346677kJDQwOKi4uxevVq/PrXvw56jd7eXmzatAllZWWoqKjAvffei+Hh4YT3hcEDykn6GQZ1ANTP6tUVJ56Sp2a6Rt1yYHZ7pSjZpTMlE+HaOUBtjhQlI6LkWFYP3DBPSyFuKAnfgSFR+uBBzyjQE5hxbx/WPq8AoNSePQP/uVVy3R9oG6e+RxOiZx74/DLoHXIGb6Pc1zECnA2cMLu98rc/GjgB8uRQ8MDnl1aMLx6Vk/rQJZTdI/LYn08n/trhggdjbi0oA3BJQy7qGpGWvr2jEjx449T0suHIWDNnzsQ3vvEN7NixA++88w6uu+463Hrrrdi/fz8A4O6778bhw4fx29/+Fnv37sX73/9+fOhDH8K777478RqbNm3C/v37sXnzZjz33HN4/fXXcd999yW8L1mQuEiUOLduxsFkkmJiJwLdFi6dAVw2K/HXVGtsD3TKZW0zsGamFJYhIopHUxnQ6AdeDxT+aygFbIGsACOWLRTbZAnE4W65P+iUTgwTn4lZMugfcwO/3Kvdbx/WgrOx6jUc6QY2HwvexthBftBnm7h98vc/cT/k/6trROqBxFsLIJPs75BW0QAwq2Ly9+bS1S040y9BhOoiYMP82K9d5gCW1wNluvor+mCBCeGXNFB229Mm2WorG7UlYiXstpAx3ve+9wXd/+pXv4of/OAHePvtt7F06VK89dZb+MEPfoA1a9YAAB566CF8+9vfxo4dO7Bq1SocPHgQL7zwArZv345LLrkEAPC9730Pt9xyC775zW+iqSn+tU3896ecNFEtOHDA6xvT1vxOtSBZ6IDVmiWzd0SUWYYDs+gWk3RvUb20xz1Tf826EsliWFwn9/X1Abx+7TPxrTNA/9jkr880npATv0Nd2glRrCUL4U4GuWwhP+izCy5uCr6vv+3yAE/tAR7fnn2zq36/1qnlqtnAXyye3ElEHzzw+iVrIN7/+7oSKd66WncuoQ8e2C3Zk71E8VNFddVYudimbaPkGhoawuDg4MTF6XRGfb7X68VTTz2FkZERrFu3DgBw+eWX4xe/+AV6e3vh8/nw1FNPYXx8HNdccw0AYMuWLaioqJgIHADA+vXrYTabsXXr1oT2NwvjrUSxuUPWOuoHkwe7ZJCeSAEhAJhdKT1v3zkvg3+LWQ7Qw07pn1xdJLOKjMgTUSTdI3JS/MHl8llhMRsTPHjfIrkecwM7zgfPtHt9wTOTg87Mb1sYmmJ+vFeyDy6dIUUgoykM/DyLbJIZtqedyxbyhco8aC6Xk+CTfXK/xA60VGjPG9CNzduHZPY+053sA149ASypk4KrVjOwuDb8c1XwwGYJbsE3VfoxFJcs5Cb1d6KCTCyImTpLliwJuv+v//qv+MIXvjDpeXv37sW6deswPj6OkpISPPPMMxNf+8tf/hJ/9Vd/herqalitVhQVFeGZZ57BvHnzAEhNhLq6uqDXs1qtqKqqQnt7e0L7y+AB5SSfX3p9qwOe/sB3flAuiQYPGkrlcrpfCx6c6A1Oj/2biwEr07yIKIL9nXIyq18+VWCVzCYj1mQX2qSV7LlBbZvXF1wsLhvWfquTwCKbzIL+6YTUPTgzIEvGoqkuktTqUbf8LKqLWI8mX6i/bTVjquof6duVAsHr94dD6gVkqs1HpZXetnNyf2GNjG38gfar+u9Pn3lgSyB40DsqWT4rGuVzSZ1QOkIyDyj3qN+1CqyVciybMgcOHMCMGTMm7jsc4SM3CxcuxK5duzAwMIBf/epXuOeee/Daa69hyZIl+NznPof+/n788Y9/RE1NDZ599ll86EMfwhtvvIHly5cbur8MHlDO8fuBcgdw2xKZeQCCD3zT5dUNTkLXD2fLemIiSg+V7asfx7+nVQquGpUKPKcqJHjgD07NzorgQSBTwGKSwokzyuSzvdAW+2ttFlme1j8uA2LVupFyn/q7OdUHHOsJX/yvYzg46J8N/w9AIDig+z9eVi+F7badkxoFV7dqj+mDB+p712cf+fyScVFglUwklZXxxG653nEBuKhBe019Z6nSKS79pMwWukSBmQepU1pairKyspjPs9vtE5kEF198MbZv347vfve7+Od//md8//vfx759+7B06VIAwEUXXYQ33ngDjz76KB577DE0NDSgs7Mz6PU8Hg96e3vR0NCQ0P4ywZpyTvco8JOdwP8d1LYZsW5r2CVVnNsDRYqspskReC5ZIKJo1InKjvPBgcjpBA78fuC/3gF+/I4sW7ioEfj4GmBelfaeK3Rjg9DiapkodAa5IDDDerATONkb++v7x+X6d4eSs3+UmfSBgD+f1u6fGZCAAqC1L1W8WRI8aAws17myRZscsZgD3UVCljwFZR4Exiken2RibD8H/O9O4Nf7JVjwu0Pys1LtYxV96+kCq2QBNZRoS6Qot4SOX0sZPMh4Pp8PTqcTo6OSSmUOKQhksVjg88kH3Lp169Df348dO3ZMPP7KK6/A5/Nh7dq1Cb0vMw8o51QEouLjHmDcDRTEMVMVj1N9kjqrWMzBwQOLKXYVcCLKb10j2m2jilGp1oSAFoSwW7TBn9cns5TnBqQVV6bOtJ4dkJoQFzUGB1aU3jHgj8eBykKgtSr6a101W1qNzSqXavMldqCqKEk7ThmjoUQyVY73SpBM/7feNiS1i0L//DP1/yGUyqqwW6SmA6Bl4vSNSXBN/f8vrQOaSoGaYl3mgQ/Y2wG8fXbya9vMwL6OyduU6iLg3ktAOUwFmRpL5fOz2KCxMxnjs5/9LG6++WbMmjULQ0NDePLJJ/Hqq6/ixRdfxKJFizBv3jx8/OMfxze/+U1UV1fj2WefnWjJCACLFy/GTTfdhI997GN47LHH4Ha78cADD+COO+5IqNMCwOAB5SDVAg0A/nQSuHmB3L52jgyea4uDCyfFSx8YWFI7eQ0llywQUSzhMgy6RiT1uMgmn1OJ0hcDNJvkJMLjk0Ggwyq1WgDtZMCdoSdLzx6Qa59f9rmiQD5nlXcvyHVfHFXjL2oA6kukLs3/HZS07mum8LOl7NJUJsGl470ygTCrAqjvkaUKKuPmkhlyefWEnExnS+ZBuCUYqjho1wjwWmDs4/UBV87W/u9dXjkRtJpl27VzgCEnsPOC9tlRWSj3Afm/U0t+KH80lcnfRlWhfHZSZuns7MTdd9+NtrY2lJeXY8WKFXjxxRdxww03AACef/55/Mu//Ave9773YXh4GPPmzcP//u//4pZbbpl4jSeeeAIPPPAArr/+epjNZtx+++145JFHEt4XBg8oZ5wfBI52SzcFRaUpAjLzNp21r5bAoL+5HLhelhwFt37KglRgIkqva1qB108Bl8/Strm9cpI71Tay/pDgwf5OLUvqg8tkMLi7TQtcZPqyhe3nZNnFXauCt6ulCPEwmSR4crZf7rPbQv4otGknwINOoLVSggehGQZGdCFIJTPk/1s/aaGvAXKmXyt2d2mzVijabgH+Rpc1oJY/HOnW2qGeG9AyG9T/WWjwYOcF4HCXdHu4qNGI74gySVWhXCgz/fd//3fUx+fPn49f//rXUZ9TVVWFJ598ctr7wuAB5YQTvcDvD0/ebjFwGYHKPNAPQvUH10wcnHYMAReGJH0xVnszIkq+uhLgA8uCt020anRP7TW9IcED/XKq3jE5qdh6TlKP716lzVZmmo9dCvzPDsmMODMwOUOs2J5YAAHQAiYZ+PFMSTDklOBYdZH8rVwYlIweYHLGjTp+Z8vfxq2Bbm76YGG5Q8Y5/sDjv9gjHRnO9Mv/S30xUBShar4qlggABwKTLnXFQGdgaZU1JJvyzdNy3T4MXGTEN0QZZ8QlQaLyguA6OUR6GTqEIEpMbyCNtaZI2p9ZTDK7d01r1C9LiKpDMuICXB5ZpmAyAaubJONhcV30r0+1zUeBQ93a/UU1wA3z07c/RBSeCh44vcHrluMVumxBv4SqbVA7MbhkxtSzG1KhwAosrQd2tQE7z08OHixvkAyzugTaLoYL+sajbUg+6+dVJ/Z1lF7bzsrfe2VgBnXnBRkXABJUcHqAp/fJcpiNC6Xtp1FdTlJFv78FNuDDF0nAsNiudWR445RkVGxcKN1XlO4RaWFaUSDr2n+9P/A6VukEc1Gj1onCFmHZQrYs86DEHeiUz99CK4MHFBmDB5QTnIFKwzPLJUURAD6y0tj3UIPQ/nHgh9uBTSslxeuKFrlkko6h4MABIPdXNDADgSjT6E/2Pb7E66eoE2P1GaXPPFCBg+pCYH4WnAivbAT2tEurye9tkeCs+nydVyVZG4mk1k5kHiQQPPD7gV/tk9t3rQQqmMqbNdQShFnlWm2M7lHtsUGnbB9zG1ewNN0qdX+flpClGCr78veHgcFx+YzoHAHWzdKWL5Q7gPcvBWACBnSZPWURqu1nS6YGJU4V08yWpTyUHgweUE5QwQNHEosWhi6BsGbwbMWFocjbGTwgyiz65U/uKQQPTCYpBBsueKCsaZZ04+M9UoF9Ue3U9zcZ3F7gh9vkZzGrQqtXM+LSnqPqGCTCPIXggVPX9o61bLKLR1cA8KYFUutDtSD0+GRZAxD5xDiT/eGwLFF6T2vkNnqh4xSVMdk7KhMfJXbteSV2YO1MWZ5QEng99bdfYJUlVuEkkvlD2SnbsnEotRg8oJywpE6qw9Ym8aBWGcgyUOv+MnnWoinCADvSdiJKH5NJTpo9vkAxwwRbZJXYgTtWaPfDBVHnVkll+XfbZAY/04IHXp/MaLp9wJqZwKhLZkin+zmrxsCJTKSpdeBAZn/O02SeQLDHapZMm8OBzJtVjcCqJuBYj9wvdcgSmN1t0sLzsub07K/euxfkpH1udfgA4Ol++f+4anbk1wj9e7WEBBRVS1eLWZYwrQn5vlWRRadn8hKqO1ZIUG9VYl3dKAsVsU0jRcHgAeWEhlKtLVGylDqk/ddE8CCDI7P1pVLjILTmAbMOiDKT1Swn0EasJ9afeCyv19Z1q1l4bwbmHasZYxMkENxSGQgeTPNztqlMTrYqEqj1oA8esF1ddlFFEVX2jkq/rimWmgDqd1vqkKyW473BmSbp4vFKUVO3V07qm8qCH1ftV4HoAa3Q/xf1XBUUUP/7kf6vCgI/Nz8k68ahO0uoLU7uBA2l34b5wJYzwI2sj0VRMHhAWWPYKWl3FQVail2q6deBJZpanGo3zJcaB+y2QJT5/uZiObk3Il1U/9k0p0pr5zbV4oGpoIIm6mTdG8eJUjymcsLj9Mh+zKnM7AKTNJlH93fk9QFnB+S++tsf0gUPQusDpNPJfq2F6t52WZ6j/yzw+bVaA9ECWu9dJM/7+W5g3KN936HZSJH+r/QdFkZcwcEDyn0LauRCFA0/Figr7O+QvuV+yMzUtXOkKrdyqk8Okg2l4dP9jOD2Si9kBPbBnMGZB0o9gwZEWWE6J8ndI1IQrcwB/OVSea2PrpaTomJdm7ZsCB5YzNKy8lAg3TwdM/9L62UpXCacVFJi1Am4zRJ8jH7jFNAxHBw8sGZQ8OBIl+52D3Dt3OCxjH4fo/1PFIe0ZVQZBqFBgGjjl40LJXBQVRR9n4koPzF4QBlv2KkFDgC5/tMJaeOlMhA2H5Mo+50XSX/nZBhyAs8fkdtWMwvKEFFmcAeqyOs/ksJlZ2Vy8EA/YzzkknZywPSXLYy5pbq+3SKp6/EymTI/u4wmW1ovJ76lDvkdXtki7ed6x6QFXWOpzMKXOaTlMpD+ZTzjHuBUf/C2MXfk4EE8/xNXtsjnggomhAYPogUr9a0diYhCMXhAGa9/fHJrIH9ge4lD1gJOdFtI4l+0PlI/n2ldRGSgd87LzOhFDdJyNhEqGBAroJkNwQOLWYrGKdP9TD/TD7x0DGguB25bEv/XPb1XAjLvXSQ1GCg7rA4p5reqCbioEXj0bbm/caEs4/H75f8NSH/mwfEe+Z+sLpKAxpBLJk3ah4CFtVIPQbUOBaL/nx/qAjqHJQCg/xwptMnFbgaWNwA1zCogoili8IAyXkWBzKjpx7smaAWw3D7tsWS2alQtjywm4Pq5yXufSIad0nJq3C0zFV4/0FopMwuqFVVjafrqQRDR1LUNyuzj7IqpBw9izUiqx40oymg0m0VO8ItswcGDxXXTe111ohVvq0a/X07U2gMnlpn4s6LEmE2AzSxjBZdXTqJVhxMg/b9jVZdhXjVwsleCB785INscVsmy1BfxjOZMP3C4WzIv9J8jq5smB1aIiKaCwQPKeCUOqXEQWvMgtC+x2ZTc9bGWNM7a7e8AXjkxefv285O3XRdSD4KIMp81pDp8InyBrzHH+PybUSZLu2wZ2EGgtljLDPD75fPW65dA6XTq2JgS/NwedWuBA2By1htlLr8f6BuXv+8Se/AMvd2iBQ+UTKl54If8vZfYgQLb5MdMJmkV3TcG/MWi6K+lliOc7JP/qaay7KjPRETZg8EDygpL6yX6Hq7bwrhuyUIy6xCoA7AfMhBN1QF52Bk+cBBJaD0IIsp86oTePZXgQeAMN9Znkt0KVGfBUd9kkuyDEXcgODyNzzIVJ4k3CBA6wxtvxgKln8sLPLFLbn9iLWDV/T/YLADcwFN7gDUzpX1peQHwiTXT7+gxXTcv0G6rosyAZOG0VsrtUrsED0bc0V9LTXKcHwSeOQD83RrArAu+qSzFmiLW9CCiqcnA+Qei8EoCaXihJ8VjgYNpUZIHxfqUYP36w2TrH0/s+aoeBBFlDzWQd3vDP943JoVh+8cmP+aNM3iQTdRJ0rGe6b1OopkHgyGfnZlYH4LCU4E3EyYv4dFnr6gxg8kkGT+ZVPxY3y2hTDfWKQ3cHoqxfCE0EKI+E/rHgF/vk7HLr/ZxjEBEU8fgAWU9Ncgsskd/3nTpU4JTOUivSLDPuL4eBBFlh4nMgwjBg50XpBjaO2GWKtnM8j9fGuMzcNgJbD0rr5VpDnYCP9wGvHRU7qvPsKay6b1uojUPJmUeTO/tKYX0bRpDAwL64EFpBmflrWzUahPo93PYJdfbzkX/+kjBAwC4MKR7XgYFTIgou2RBAiNRdE2lss6/0Bb7udNhMcl7jLmTW5gxVIlDvr94ly7o60EQUXaYyDyIsGxBFREM132gpRK4qzL2e4y45eSjxJ55xdNcXrmoLIq/Wi6zo7UJtFcMJ9EOE1y2kL1U7YJwNT2unQP8fI88p1wXXN95XgoWrmmWgsPp8PJxGVesmyUdF1QBR33woKoQON0f+7X0SzXMJi2IkkirRiKiaBg8oKxXXhA8GEgWkwlY3Qi8eWZyUaNkUzUf2G2BKDdNFG+LkHmQ6Ax6OJncqlEFDdSMqN0K1BnQIrGiALisOTgdPBp98KC2mOvCs4nKPLCG+Z2VOrS/e31Aqm0YODMgAbh0BQ/ODcjf3SUz5L76G9QvW7isWT4D5lZFfy19UECfXRBadJSZB0Q0VQweECVAzQoms6tDJCUOYH6EwECk7USUHZY3AMvqI3+2jATSllWB2KlIZ8eYWLxJ+mwtLwAunRn/882Qn9OtS6Q7Rb4ZdQMnemUJTEsc2SyZxB0l86B3TP7uHZbgk/KaIvl+u0dSs4/hqIwJdeK/thmYXw3U64JnVgtwRUvs11pSJ50Zfn84JJBg1tpV6t+LiChRDB5Q1jvTL9f1JeFTeo3UGRhgMGhPREaKddJ8qEuuD3cDN84PfuxIN/DOOWBWBXDl7MivkcmZB6EnUOly65L8XqqwvwN4+ywwqzwLgwe6mgeh9rbLtdMbXA+hukiue0aTu2/ReEICZ7XFU1+uU2jTljuEZhdYdcGDXCquSkSpxdgjZb3XTgL/dzA1Mwen+uR6NEa7JCKiVBlzAz1jWlG1SDI5eJCszAO3F+gaSez4YDJlVgX+VDnVp/0NnRvUfifZorwAuKghfGp/c4VcXzojeLvKQhiJ8b+TTKHBg+kqtgNXzZ6ccaNfzpHuIB0RZS9mHlBW8/q0g36yuy3oVRam7r2IKPf1jgE7zkthxKtmJ/a18bZqzOTgQbIyD3pGgaf3yUniPavj/7qXjkotmatbpbZMPjjUBRwNtMb0+SUolU01dGqLgdrW8I/NrwaaLgaKQuoVqfujbsk4SXXQyO/X/h+NCB70jEomUoldlkLpldil1WNDCWseENHUMXhAWetkL/DcYbldaA1ex5gsJfb/v737Do+jOvcH/t0irXq3JPfee8G2IIBpphgSAiFwcWiB5AI2N0DKDflxE0i5TgNCEgKXm4BJoSYhvpQAphgC2MYY27h3W9hWsazeVlvO74+zszO72l3tSjszO6vv53n0SFqNVqOj1cycd97zvvLOzLg+ihYRESXC7ZWTtwJX7OBBpHaM/niDB3Z1ezMmSrEUuOSkJtnH8UQCJidagQ+OAmW5sjNFqxvoGUCNCasJX67R5bVW8KAvkYpmKl2aBGQ9Eb27NoXzarI7khE4a+qS7VyH5vcOHnxpxsCfn4iIwQOyrD0N6seTyoxJw0vlgmNEZF3BbgtRUsVHFMhU8tMjFE2LN3jgcgBXzUjN9c7zhsu3ZEukS0WnB6htl9+jFN0bTIf68PPaQIpzmsHtlWv6Mx29uwtE47DLmw9eIYMlRgcPfH5ZQ0kgOZkHynVQTZvMQlBqOhARJYvu062f/vSnsNlsuPPOO4OPdXd3Y8WKFSgtLUVeXh6uvPJK1NXVhXxfdXU1li1bhpycHJSXl+Pb3/42vN7QM9m6deswb948uFwuTJgwAatXr9b716EUor2wmT3UoB+qBA8sthaUiFKbMln1RGnVGN7KUMsfZxE0hx2ozJctEFMp60BPiWQe+LRLJ5LQGtNqwk9rXRar7fPJCeDJzcD66sS+78b5wK0LgRITliNmZQArq4DbFyUnqKcNQLx1MPRrHh9Q1w40mlgckoisT9fgwaZNm/A///M/mDVrVsjjd911F1566SW88MILePfdd3HixAlcccUVwa/7fD4sW7YMPT09+PDDD/HUU09h9erV+P73vx/c5vDhw1i2bBnOOeccbN26FXfeeSduueUWvP7663r+SpRCPj8F+Moc4GunyUJJRmjplu8PNBrz84hocFAqxHv8kSesysTWHuGsrUz6UjGjwGzKkMQTA1ACNE6benE0iGIHls886G/hQTNaL4dLVuaktqZDeKDx4+PA89uBv2xLzs8iosFJt0Nme3s7li9fjv/93/9FcbFabailpQV/+MMf8OCDD+Lcc8/F/Pnz8eSTT+LDDz/Ehg0bAABvvPEGdu3ahT//+c+YM2cOLr74YvzoRz/CI488gp4eWR3vsccew9ixY/HAAw9g6tSpWLlyJb70pS/hoYce0utXohTjsMvChVkGLr5R1uNOYM0DIkoibW/6SFXulcnFpzW9v5bpkOu54zkWfnJCTiKiZTiY5aU9wBOb1Y42yZJI5oG2aGMiyx3ShfK7zh0KXDkdmFBq7v7EY1c9sPekzJLwpUi7TzNp6zqEv3Tb3IbuChGlKd0OsStWrMCyZctw/vnnhzy+efNmeDyekMenTJmCUaNGYf369QCA9evXY+bMmaioqAhuc+GFF6K1tRU7d+4MbhP+3BdeeGHwOYj08G+z5NvwQrP3hIjSibaNmidC8GByWWC7CGftBcOBr84HFo7s++d8eFSmdbtTLHjQ2SM75yR7rq6sfff4gJ4+fmdtu8hEMhbShRJgKc8DhhX07kyQijZUA28ckLUq+pt5sP8U8H+7gS0nkr9/fWnqAl7ZA7x3ODnP59IcR8KXnaRChgURWZ8u92yfffZZfPLJJ9i0aVOvr9XW1iIzMxNFRUUhj1dUVKC2tja4jTZwoHxd+VqsbVpbW9HV1YXs7N6L19xuN9xuNfTa1taW+C9HKaG+HdhWK6tzh1cU1lOmEyhjmVEiSjK7TaYZ+4QMHoSfwYJ3wpPwc3wi9Yq+KhO/jCRPcHIygZkV8bXXDdaVsAMuJ1CUFX/hvXTwudFyqYJViuy5vbIrBgC8cwgYli8/TnSS3O4GjjaHTryN0ukBDjXJ11oyaGuZhAcPrBAMIqLUl/Rp0GeffYZvfOMbWLt2LbKyDFqIHqdVq1bh/vvvN3s3KAnqO2Rbsy6PscEDIiK93DhfTnwiTaDbA3HvaN0Y4mW3Az5f6hV97e9d43gsGRffdjbICWSmI3a7zHRVnifft3YD22rkOEwtN3efYmnsUj/u8fb/NaRMqjsTKBDZ2CkDcUUDLLKox+t+WrlczjGsIPTxucNkkGRiWfJ+FhENPkk/TW/evBn19fWYN28enE4nnE4n3n33Xfz617+G0+lERUUFenp60NzcHPJ9dXV1qKyUs8DKyspe3ReUz/vapqCgIGLWAQDcc889aGlpCb7t2rUrGb8ymaA1ULgw2T3BiYjMkpMhJ2yROiFsOi7fR6qUvqFaFkLb19D7a+FStd2snsGDeM0fDnx94eAMHGg1dQPvHQG2RqivkUqU6wBAZusok/9IHUliUeoEdMQZPNhyQhYd/OuOgdfE8Onwule6RoRnzbicwNWzgHnDkveziGjwSfpp+rzzzsP27duxdevW4NuCBQuwfPny4McZGRl46623gt+zd+9eVFdXo6qqCgBQVVWF7du3o76+PrjN2rVrUVBQgGnTpgW30T6Hso3yHJG4XC4UFBQE3/Lz85P5q5OBWgN34YzqskBElAoiBRaaumULtnha6yVSQNBIHh2DB0LInvd7Tyb/udPJ/lPAjjp1QtuV4t0WwmtYlOYA04bEt0RFK5h50NP3tkIAx1rlx13eyMVNE6FH0GxoPrB4JDDeAgUvich6kr5sIT8/HzNmzAh5LDc3F6WlpcHHb775Ztx9990oKSlBQUEB7rjjDlRVVWHx4sUAgKVLl2LatGm47rrr8POf/xy1tbW49957sWLFCrhc8lbzrbfeit/+9rf4zne+g69+9at4++238fzzz+OVV15J9q9EKUhpmVjA4AERpYlPTsjMglmVagp5uEjtGP0JVJlP1eCBNzAR1CN44PEDz2yT9SJGFIZWpI9mQ7Vciz5nqEwDHww2fQac6gLOGy8/7/bIyXKkgFUqCC8sOr4EGFMcedtYcgKvB7dPTuZjvQZtNuDCicD/fCQ/94qBXUh7degQUZkv34iI9GBKguBDDz2ESy+9FFdeeSXOOussVFZW4u9//3vw6w6HAy+//DIcDgeqqqrwla98Bddffz1++MMfBrcZO3YsXnnlFaxduxazZ8/GAw88gN///ve48MILzfiVyGDBzAMuWyCiNHGkCdh9Ug2ORhJp4qsU+osUWAiXisEDvwCG5AKl2UCGDkXrMh1ASaAIYG179O02HQP+sQs4cApo75HZCvFkc6QLZS6eG7gTrxTvTFXesMyD9jgyByJxOdSlDvHUPcjQdOMYaOaBHssWiIj0ZEjd+HXr1oV8npWVhUceeQSPPPJI1O8ZPXo0Xn311ZjPu2TJEmzZsiUZu0gW0uOVFaEBZh4QUfpQJhDhEzbtuuplk3t/nxIIiGet94UT5aSwZICF3pLJbpNrsfVUkSeDAXXt8g51JA2dwGctwNhi9W57KgVZ9Kb8rplO+Vr0+mXwJFU7TkwZIu+wbzoGnGgDTnbI64OMKHVDorHZZPaB2yvfEOWmRFMX0Nwtay05AuMz4OBBYMwZPCAiq2DTObKctsDdhWxn6l7UEBElSumy4Am7o6qdwEYKECgTGHscE5DBms5ckScr0NfF6NDs06SQK8M8iGIHwSCVDUCWU97J7/YChabuVXQFWfKtywPkZcp6DTvqgKtnRl/2E811c/peOrD/FLDxM2B6ufw/9EIuWxiIOUOBGeVqEIGIKNUxeECWU5oD3LYosbZKRESpzhkIhoa3Y9ROLCIFCBLJPBisKgOTyboOOV6RlnhoU8iVrw+0mr6V+DXLX7IzZPDACss2Jg+Rb9WbZLCjP/UD4vke7etjQqn8P43UVjVRTgcvxonIOni8Ikty2tmmkYjSS7TMAxuA8lygvgN466BcehDyfQ65bjue1OcDp4COHllYLlW61TR2Af+3W949/tKMvrfvj5IcOT4en0w/L83pvY0SpHHY1bT3wRo8OGuM/DjSOKWKw42yveLwAtlhQe/6AdrihmeN1ednEBGlOgYPiIiIUoBSLDC85kGGA6gaBazZLbsxhLt8Wvw/Y2sNUNMmCy+mSvDA4wPa3NB1jYDdJieYJztkwd1Ik+Jg2zxbei9bEAJ4Za98f9lU9XFt8GBYgTn7lohPa4HqFuD88fK17BlA54KDjXLJw7B84LQRkbfx6dAZ4f0jsuXj3KFAWW7ynpeISC8MHpDlfHBUplLOHiordBMRpQPljmn4sgUgeXfCU7HbQrBNo841bM4YLX9WRZTzhnZy6HLKTAg9uj+YrdsLHG6SH2uXcCydKF97eRbJ6tMGCx7ZoD7en8yDzh6gujn20h+fZnmQEPL1YrfH1+UkmsNNsgjjYGkHSkTWx+ABWc6hRnmynTzE7D2xhna3HK+iLJmufLhJXvwUZQND861zoUiU7uYMBWZU9C4E6/Ora88H2jkvJYMHBrWrG9lH5T9bIOPAYQcWjZRv6UjpVgSETnxHF6kfn+oEjrUA+S5gXFh3imMtwNoDwJKxwNgonSuMoLxulCU7A3kd5QRaoMaqpaRdFvHXHbLt57LJvccnEcr/dTavxonIIni4IksRQqacAkAhJ7192lkHvHModurtueOA6RWG7RIRReFyhnaJOxCo7r5gOPDGAflYpMyDV/YAPX75v9zXUoRUDB54DAoe9OWaQLvIdK9zoExYs5zAkSb5WgifAJ9oBd47Aowr7v21nfWymOLhJnODBx5NxorSHQLoX+HQ3Az5PlbwQFvzwBEjSyhePj/gDvwO2Rn9fx4iIiMxeECW0tGjplnyjnls7e6+AweA3GZ0EceTKNW8dRDo8amBAyDyxPZEm7ybHE/P+VQMHhiVeVDfLoszlubEXvJmG0AauhUomQduL/DSHjlxHlcC7DkpMy/Gl6iT2S5v7+9X/k75Jp8zlOBBpkMGzZTgQX/+fsHMgx75PxbpOWZUACMKZV0EZdlHPP9z0bg1Y+vi1TgRWYTJcX6ixLQEsg7yMge2znAwaO6Or9iXCGxLROY61Qm8dxj4+Lj8PCfC3chI/9OJFHJLxRaERgUPdp+U6fYHTvW97Y464PntwCcn9N0nMyjBg5JA0chOj3w9rD0gA1U9fnknX7utljLpNXvCq81YUQpgzhvWv+dS/td8Qs0GCDeqCJhVKQsbOm3q9v2lBGaynLyeISLrYPCALKU1MMlNlSrhqawoS60YHostsC0RmavdDWyrBfY3yM+V/0vtWv3wegiAOoGJZwKSipkHGXbZCUHv9ruxClICwMt75BKQLo/McqtrV8856aQ7kJpfnC3fC4RmGNihyTyIkMbfEhiTg3EEYfQihJp5kOEA8gOZA0r2QaKcdlk7AZDZB31RAnXJyDxwpWFRTiJKX0yUIktRMg/0vshMB3ku4JxxfS9dOGcclywQpQKl24AyuVUm+LmBiVFpDvBvs0O/Rwh1u3jWes8fDkwdAhRHaFVolslDjCmAG2yFGeHOshBqKvo5SO9WjUqgIC9TTlzdPhksUdhtoZkH2o4MANDUJd8fazVmf8N1emRNhsumyOyDbKe67KDN3f/nzckERI/MADrUJJcpZGmukmvaZLCgLDdJNQ8CLy6za30QESWCwQOyFOUCp4B3yuMyvULWM2C3BaLUlxGYRCiT2/CU6EixAW0GgT2OSciQXACDtMVtcHwjTPi0Y+2wqWveUylDI1mqRsn0fhuAo82Auyv0jr3NFjppdntDC/rZbep4hQcWjPD+EWBvg/wdzhgtH1OyEVsGkCnyb7NkUGD1ZqCtB2jslO0rFe8cBE51AZdPUyf88WQeCAE0dAIl2aFLi0YUALcuTM/XGBGlLwYPyFLOGy/bQ1H88lxqgCDPBVTkm7s/RBRZ8M54YEIyZQhQmS+XMwByAhIufNJL0cXKPOjxhm5nS8HaEMlit6nBgJwMmUkQnnngsKtZCV3e6N0AwgMLRtgbWNazow44fZT8Ww3NB66eObAijsrEvi0wFuGZFT5Nhs+QXFlksii77+fdUQesOyy3XzZZfdxmU1+TRERWweABWU48RcGIiKwmQ5MKLQQwrVx+3tItW+q5fcBLu4HLpqrf4xfy+3xx3gGubZNp2UNygfK85P8O/bGtRk6wJg+RbSn1khEj1bxbs/7cbkvvZQtaysS/XZPur7yOLpok77Ar9QQUc4cBHx2TH8cKLOgl0yG7kEwdEtoVIdmv5/D6ItpWjTMq5Fs8lKKbhxqTt29ERGZh8ICIiCgFKHch/YE6BkomQWEW8OWZwJ+2yraMWllO4NZF8f+MvQ3Ap7XAacNTJ3jQ4ZEtFOMpVDcQzhiZB0rwICswEU7nzIP11bIQ4txhcgI8pljWEdoU6PKh/O6jiiJ//6KRwL4GuRyuywMgjrvvyeLxycABAIwtSe5zH2mSBUsVQ8Lqgvj62RUk2kuouln+P1bmATMrE3tOIiKzMHhAlvLeYVks6bQRamsmIqJ0oJ2UeHyy+JuAvPObrMlssNvCwJ4mqfyBndF77XxFLrB0glqAUqtb0zYPkFkKLkd6FrPb3yCLD08tVzt5eH3AhRPjf30FCypG6MagJ6U2Q4Zd1gxIpi6vnNArwodCu2wBUMfK1sfrNtqYNnYBe07KoASDB0RkFQwekKUcaZIXPbN4oiWiNOOwA1+ZIyd32+vkxKK5G7hiurqWe6DF1ZR5jj+FogfK7xRPwceByHNF7+rg8cmxUSbFMyvTd0LnjXAH3ekAJpWFblfdLOshDCsIFNqEGtRSniNS8Uk9Kd0U8l19T9oTlatZfjFvmPo7K7TLFrbVAP86Akwsk0GXWGZUABs+kwUTIz1fOgaoiCh9MXhAlqJcqLDIEBGlo7xMYGNgPblyJ95hA5T5RXjsoNUt27FmO0Mrw0ejPGcqZeMHgwcm7sPkIXLyPJDWe1ahnbS6vbIFoV/Ign5au0/K5QmfG61OpOvagRd3yY8vmwKUGZwBWJEnux3osZxEm5GSERZM0bZEddrl/5FAfN0WThsh38L1dxkEEZGZGDwgS1HWqoYXMiIiSgenNB0VlAmS3RZ92YI7kGqdG2fRuuCyhRSKHhiVeeD1AUdb5KQt/C47MHiq33s0k9amLuClPfKcet54+diY4sDXA68VbUePrsAyhWH56nZGcjnVpRbJVqzJDNj4GbBQM+EXAM4cI187GQ61cPORJvlYfwo5azMZiIisgocssgwhQi96iIjSzVsH5fsCl1q8LyR4gNAAgi/BCYjZwQO/AP65D1izWy1859cESfTk9gGv7gVe39/3nesjTcCLO2VxQSvp8cl0+po22X7yuU+BTcfUr/vD7qDnZKrf9899wJsH1G2V15RXU2CyIxA8iFQ3Ilnq2oEnNwMfHDX2dWq3AWM1AZGmrtCvzRkKzB8ux82hCawc7KOLQl078FlLaDtMgMsWiMiaeMgiy9Cmkw6Gu0NENPg0BiYsGQ5NIUG7XI/vsMmJhnY+lejE22Zy8EAI4MApmS3Ro7RHdMrlGi6dj+va80b48oSNnwH/3Ascb5Gfd/QAx1qBhk5YyrYaYGsN8NcdQG07UN8h19srtGn2TjuQE5axon0dKZNabeaBMgFudQO76oGGjuTuPwAcbpSFET85AazZpWY7APJn7qrvPRFPlqUTgeGBQoxrdkffTimwCQCji2I/56t7gX/sAp7YHPo4ly0QkRVx2QJZhrYwUwZPtkSUhuw2ObGfWApsDrTOc9iA7Azg9sW9tw+vAN+X8SUyPbvAlZz9TVRdu/qxknlw5hj5pjftecPjCw0mHG+Vb+NL5ef2KMtEUp0SFKrMkwEZQC0CCYQGTZx2GUzKdKh/C20RwmDmgeZ7lEl7Xbt8O2MUUBZWWHCgWt3qx8dagee2A5+fApTkyCyKVjdw5XR9sh8yHcDZY4Gnt4W29PT6ZCAmwyHrP4wILJ0odPVd9yBSa1CAyxaIyJp4yCLLUE7AygUPEVG6+fJM+X7LCTVgGiurwKfJTohHSQ4woRQoz+v/Pg6ENgjcE2VSpRdlogzIJQxa4a0ak9Ua02jKXeyibCAz8Lu4vervkeUEblkA3DBP/R212QeRMg8iBQ8iZSUkixI8OG24DIB4fMCWGvk7KK0a83UMfilBJo8PaA8UJP2sFfjbTrmUBZCtoucPk92f3j0S+/miDdE544CbF8huDEREVsHMAzKVEDI1cXgBUJkfe9vCLOD2RYOjGjYRDU5DcuXbyQ45QRlRELtArD/BzAOzae/CGh08AOTSiB6fnFBrhdeOUIbTYrGD4JhmOoDOwERbQAZtMh0yYJCdAWi7BmZnyJagQGjwQBkL7Z117eS9qUuf5S8LR8jlO2OLgXnD5WTeZpM/2y/k30bPmgtKRopPAM9vl3UeDp6Sj2mXGBRkBbbr45okWgAqw8ElmGZrd8v6IN0eWWNmaL5s6UpE0TF4QKbaUQd8GChIdUdV39s77EzxI6L0pkxQFo2UywwAOUF5dZ+ciFw0SQ0oJFrzoKVbppvnZqpru40UKXjw7mG5TwtH6F/BP9MJoKd34CJ8+YdVMw+U8f20VtaVULi90YNQ2swDbVbf+BKgJFtd/gDIu+Qt3UCnR7/gwagi+RauPZCRkJepb3FN7fIWpUBkl6Y+h0JbNDEW7ZeFYOZkqthZB7x9qPfj544DpjMbhCgqBg/IVNqLGyIi0kxKNHc0bTbZASD4eGAiOKEUWLk4vn7zgKz6/s4heVfXjOCBdtKuTHSbumTwoNsb+XuSyRVl2UKvzIMUbGkZD+34KtkEgAwe5LuA5i5ZUDHPBSwYLr82o0LeAd9zMnRSXpgl37TmDpPv/3VEvjdyfJTlDHrfGY51gyIkeBDYzp9A5oFfqP/fm47JZSAzK2WWERmn3R05cADI4+PoImYgEEXD4AGZRojeFyax1LYB22qBshzZLomIKB0pk5KmLnmRm5upptED6p1M5S6mzQY440x/NrsQoLbmgfKxUa0aAZkGP90LVITVfAgGDwL7YA/sjxH7lEyeKBNZJVjS1gNsrwNKs9XgwagimWEwLD90chyLXi0/W7uBug6gOEsWYmzsAt49JFPKKwKFGfUu9mmzyWBKpEKH2o4g/ck88Ilg3A8HTsluHmOLGTwwmjawFk4Evs7gAVFkDB6Qad7YD+wLrCPMzoi9LSBTJfc1AF2FDB4QUfpSJiUfHZNvKxaHTmKFkG+PfSRT0f9tFpAT5xpws++oKxOymRXArMrQfTFioj42yrKIYO2IQOBmfCmwolT//Um2M0bJTh3/3Kc+luVUlx5Eq/Cf5+qdqt3uBqpb5GtsQqlcF97eI5/LodPr6LMWeUd4dBHw+amyy8GxVhlAy3aq+6q3WRVyrAqzgGnlMuDywdHQ4Io9Qk2ISM4cI5fm5GWGBu2UoANbNRqvKMaNK1sfXyca7Bg8IFN4fGrgAIh+8nV75R0Au01Nx2SbRiJKZ+ETO2VSrbRxFEIeD71++fbGAZl6PiGOya7y1GYFD0pz5ORWe+c/FYo+fn2hTD+3ek2dgiy5PCHLqS4DOXusnAQLISfjQOiEtdsri8ZBAGNL1McbOoG3Dsq77ZuPywn84SZZxPOssUBpbvInWcrSBCW7wKmZoC8YLoM6ehZLVJw+OvRz9wBqHsyqVANlWmzVaJ48l6xtEGnpwjnjmHVAFAuDB2SK2vbQzyMVcmrqAp7ZJi+CplcAbYGLCiMuHIiIzFKYJe+ydnlDJ9TKh36E1gf4rEXtO98XvdLN4zWpTL5pKftiRCG51m6gvkPeBdZ2+LHbAHuaVL632eTyvmOt8vNMB/D6fqC+XW0LqA0eNHUBL++RH395phrYUbZx++SYoUN+npspg0B6pNor53mlFaO240Oey7xJ3agiOR7luepj+S5gennvtpFCyCzJyvzISzNbuuXjSvCAmQfmmF4hM1zYbYEoMQwekCmOt8j3k8uApRMjb9PYJSP6HR6ZuqvQe70jEZGZqkbJVOk/bglN5bfZAAQyD7o8od/jSrTmQVL2tH+ONgO76uUkdUyxbEsJGLNs4UCjTD8H5DgviLIE7mQHsPEzOTE8e6z++5Us22pkMEbbQaHTIyezALDhM/k+pOWg5pz69kHg32b33kZLzwB+MPMgMOmO9+6+nnbVy8r840uB0ZplL8XZwLnje2+/pwF484D8+PZFsl6T0yFf78dbgH/sBuYMjZwFQsbKcwETeU1JlBAGD8gUyh2RWNW+lRNrgUum6Cp32sKj/ERE6cYXoQ6A8qEQvTsTRGvDF87szAOvT979P3AKONaiTuTtNmMmUdogy5YTMnjQ45Pp+Q4bcP4EuS9dHpmib7VCdh8dk6+NOUPVx946qH4cvNutGQdtMKChU/04Wjp9bqbs2nCyQ348LIldO1oDhewKwjIP/EIunXDaZfaEkan+XR6ZLRlvgecTrerHHR7g77vkx/mZsmAlIO92e7hsgYgsiMEDMpzHJ9tyAbFTbZWLnNIcedLeWiM/Z/CAiNKd0v7NrplYfH2hDCDYbEBN+NKvOM/mZblygpxt0tl/zW7gRJv8WBsAWT4bKMrW/+drgybKpNnjk8EMALhggnyvLKEwqytFfym1gaYMkUUpDzQC66t7bxceqNHWSIi2jSI3UxZSfPcwML4kecEDEcg0BNQCj9qJ9YeB32NaudqxwAhKIONQo3ytZAR+uBCyFoJfhBYs1QaovJp6TkrgICcD+MJU4IUd8vly4igYTUSUKhg8IMP1+OSa1+YueVL+v93yBHrx5NCT6Jhi4Ipp8qK4NAfYUSdPxAweEFE621YDvHdEfqzNPNB+3N3PZQv5LmDqkAHt3oBoWwlmOWUwZGxJ/K0mByrk5wQCAz5NwUYlaGAP3cQSfH41OKIUTSwJBGSG5MpWjNtq5fl08cjQ7718GvC3ncDCEepj2uCBUqwTAHIz1AKCycxg0U60lUwapz30ZwPG36lXllB4/PLGh3LTo9UtlxZl2IFbF6nbK0GwscVqBqVWRZ4MQFwzSwYgmHlARFbC4AEZLjdTvbsDyBQ/jz/QwisjdDttOuWtC+VdCUbpiSid9WgmHJPLIm8TfhyMd9mC2ZRWjWeNkb9blsHH80mlMv29qUsNZPgipI8rQYSmLtmy0ApF1Dya143SlUgJHjR2yvPutloZaMoKu/obkgv8+2mhRSu143H7IuB3G+UkPjcTaA4sL0hm8MBuAy6cKIMISuDCbpOtSjt6gCc2y2CTEbUxtLQ1IbQBlWj1GLSvpxZ37+dTii7abVDXIhERWQSDB2Q6p11exGnvOkRis6mpjGSsdre8WCzKssZFNJGVKROUyWXAGZqWce8ckuuvzxgNTB4i28a9FKiSH++yhW4vUNMqJzajipK623H/fEDevVUCBy/vkRPf88ard3n14rADF08Cnt6mBmmCk73w4pQBL+4Crpur734lg0fzeygTf2U8fUJOwK+bE315SHi3C5cDuGiifK63DspAwYRAq0Q9amc47L07cSgiBXiMog20aM9/2noMQqjjp81kadTUkFAMyev9GBGRVTB4QIby+uWdnLIc9USrnIDDgwfHW4BTXTLFr4InW9PsrJOTFgF5k+SccbLFERHpI9ox8UgT0N4DzB8OFEKmpo8tlpO5/DgDq81dwMt75d3UG+Yldbf75BdqursyIfML+XsJGFdRX1mzrtypD072tJkHmu2Vu+ypzhehTob2Lv3mE8AXp8X/fA47MDEwmX87UHTxtOHqUgLAuMKb2gm50Ww24CtzZOBLewNDuy8+ATgDn08uk4VA9zbI/89w2naPRERWw+ABGepoE/DqPhk8CG8H5Qu7UN5/CtheB5w2gsEDs7S71cABIN+/c0j2RmYGApE+lElJe4+8O64sSdAW8RNCrl2/dEpiz21mIUC3Vz2WKMGDNbvUx4xKR1dS+n1CTn79ESam2rvwVaOM2a+BUsYxfBhPGy4DB1Ujw78jPq/sBboCQR93IOCiR/CgywMcb5WvDW0x5TcPANXN8mOz6gMUR8jW0AZp/H4EC2Vka5bi1IcVNi3M0rfVJRGR3hg8IEPtC1S0Hqm5MIh2l035PMOkiwWSd9zCrw1F4HEGD4j0oRwT69qBf+wCvjxTfh5s1QjgmU+BTg9w6WSgMj/+5zazVaOyZCHTof6O4UX5jJDpAE4fJTMQhIicEl+eK4PWdQm06DNbXiZwxfTewYPFo2S2SkY/6mIcapRvilY3MBzqWIUH/QeiqQv45z65PE67TOR4q9qFwYzMg2jCMw8Udpv8mk/Ice/xydpOTd39D+AQEaUKBg/IUMda5PsJpepj2syDT04AbW7ZZirYj5rBA9MUZckLUe08wxZ4nIj0EW1CbddkDXR65J3aRI+PweDBwHaxX+w2YGJp6O+k7X5gVPDAYZeTOsWwAlksUDsmNps8FwFAoUUCpRkOYHiUton9CRwAwEfHQj9/84Ds1jEkBzh/fOhd9oGKds5XAhULRwAjktQWMhlsNrUThDaIcuCUGkwYUSgzhIiI0gWDB2QYIdQCVdp1gxl2ebHgB7C/AajvkGl9DB6YL88laxyE1zxg1gGRflyaM3OkVHq/UFs1JtqtIPgcJkQPCrOAiyaFPuaIEBwxmt3Wu+CkxycDNADw8XHgksnG71cqKMsBTnaonysp93kuYGp5cn9W1OBB4HUxNB8YXoiUMiVQE0KbtaIssQBCO2AQEaUDBg8oKm314GTQri3V3gX54nT166/ulR+vr1bXPDJ4YK7pFbLGAbstEBljZKFsq7f2QOiEWvmwW1M7IDvBs7hyODUj8yAShwnLFgCgoUPWYCjLDQ3WKJQ1/gBwtNmw3RqQLg+wr0GeX6claWI/vADYfVJ+nJ/ZO/iTTH1lHvTVkckM503o/Zh2CcP+U/KcyU5RRJQuGDygqNYeAD5rAWZVyrdIF1iJ0PYuj5RC2aKpaO2wAd7A9k6L9C9PZ3kuBg2IjKQEWu0RMg+6AnfEM+yJF5BTiryZUTDR65e/j/Z3Mivz4J/7ZEBUqRGwu14GEmYPlV8vcMlivZuOyf1OdjBdD21u4L0jMjsgWcGDSWXyTnpZbuhSD7cXONEm/37JavnpiXLOV14j22rk3yBSB4NUol3CsLVGFoA8bYR5+0NElEy8p0tRHWqUaZsbPgOe3Az8ZSvw2r7+X3Rqe1BHukjUpkb6NEscmHlARIONEjzo1twBv2oGcOtCdQ11f9abZzmBJWOBs8YMeBcT9tFnwCMbZBu74P4EfoeZFf1fl98f2naNTV3ArpMyWK41f5j6cSre9Q4X7FqRxOd02IELJ4UGDgAZeHl5D/DWweT9rGiZB8rnx1qBLSeS9/OSwecHeryhBUjDi0hG6tRARJSIRx99FLNmzUJBQQEKCgpQVVWFf/7znyHbrF+/Hueeey5yc3NRUFCAs846C11dXcGvNzY2Yvny5SgoKEBRURFuvvlmtLe3h/+oPjHzgCLy+NQTeXG2vLhqDLydMVr2F09Upl22vAoPPmyrkWmhTV2hjy8eJS+C2BOZiAabo03yvXZSokx4lXZ5Wf04g2c6gJmVA9u3/lKWAmiDBGU5soDuEIOP8xmaVHglzTy8kr92EuvxGRvc6A/l3GpEhoQeXTv6WrYApFa3BQB4epuawaIUq/SFjUkJgwdENEAjRozAT3/6U0ycOBFCCDz11FP4whe+gC1btmD69OlYv349LrroItxzzz34zW9+A6fTiW3btsGu6Sm7fPly1NTUYO3atfB4PLjpppvw9a9/HU8//XRC+8LgAUWU4QBuXyyLcmVnAIebZD2C6RW902T9Ir5006wMYMHw3o83dkVeU1qSzYi9ntrd8qInwy7bbzV3yYuescVARQKt34go+apGy//HucN6fy3DLicqVjs+KkvRtO13J5SGdt8xSmYgENDUpU5Ww89tNpv8mtevZs6lMiNXojh0CB6MLpLLI8NbY14yGdhVLwv3JrpMR2/KOGizDbQf223WafVJRKnrsssuC/n8Jz/5CR599FFs2LAB06dPx1133YX/+I//wHe/+93gNpMnq5V+d+/ejddeew2bNm3CggULAAC/+c1vcMkll+CXv/wlhg2LcLERRYodhimV2G1ATqa8gBpXAqyskpX2czSpsrtPAo9tlMGF/oq2LMHtjfw4DdzOOmD1J8CLu4DndwCv7Qc2HAM2HZefr91v9h4SDW4l2cDnp8riiYptNcAb++Ua/Sumy+NxovxCpudXN8c38Wvq6p0V1l/KnEobbO7sAdbsVovlGmV8IGDxyQmgvUd+HOmuthLosELVfBGhToZe9Mg8KMsFZlSEvuaVn+WPkh1iNiWYoeyfz6++ngAZOEi1gAcRWZvP58Ozzz6Ljo4OVFVVob6+Hhs3bkR5eTlOP/10VFRU4Oyzz8b7778f/J7169ejqKgoGDgAgPPPPx92ux0bN25M6OfzkEYD8uYBeXfs5T19b9vtkXUNlN7ZCuXEOrsSuHmBmuK3+YQMTljhos1K2t1q68Vo9jQAdW2G7RIRxeF4K7C3ATg1gMm8zw/8Y5ecsIevzY607TPbgD9vlZP8gVLaQ2onUz0+GcgYSAC6P6YMkUslenyyqF34fimUpQpWqnlgBD2CB7H4Irx2UoGyP8r+/X2nzOhTJCvwRkTpq62tDa2trcE3t9sdcbvt27cjLy8PLpcLt956K1588UVMmzYNhw4dAgDcd999+NrXvobXXnsN8+bNw3nnnYf9++XdwNraWpSXh1bSdTqdKCkpQW1tbUL7m2KHYUoVB07JatS76tXHvH6Z2h7pZBjPnY6jzcCzn/YusKSs2211y6yGKUNkIOFQowxOWCFd1Eqau+O7yDzB4AFRSlE63nQPICtLe6yOZ+KnrN/e09D/nxn+87T7cChCbQcj2G29i0ZGmph+eSbw76cBFXmG7NaAWL3mwckOGUgKv8Gwux54/2joz00VwWULgXGoDdQeU4qZnhZhqSYRkda0adNQWFgYfFu1alXE7SZPnoytW7di48aNuO2223DDDTdg165d8Aci8//+7/+Om266CXPnzsVDDz2EyZMn44knnkj6/rLmAUVU3yEDCNolCrvqgXcPA+OKgWVTQrePJ5VQCQJkhF2gjQgUGTrWIqP384fLbINtgUAYuy0kV1GWTHvu65pvGOseEKUUJdC68TPg01o5+Z1UlthzJBI8cNhlZ4Z1h+UEbu7QgU1M/REmt2ZOBocVAF+YChxpkuebSPvSn44WZinNAS6b0vscqwdt8CBZbSw3Hwf2n5Kva6VlJgA0ads4p9j1gLI/4Zkp84YCY0vk+ZaIKJZdu3Zh+HA10uhyRa5Kn5mZiQkTJgAA5s+fj02bNuHhhx8O1jmYNm1ayPZTp05FdXU1AKCyshL19fUhX/d6vWhsbERlZWJVlFPsMEypQklR1QYP8jLl+zZN+mpu4LFIRb3CKcsPwitWK1W2PX5ge538WGnTaAODB8mW55JrpWNd600pY9FEolSj7a7Q5enfxFs7yYun7e6kMnkMbuwC6hLv6BSiIk8WxcvPVB8zew37qCLZ2eem+ZEL+lpJdgYwphgYXtj3tgOV6QTOHtu/uhvReKMsTcgKXDO4HLImQipxhgUPJgZqaXx8XBblNCILhIisLT8/P9iCsaCgIGrwIJzf74fb7caYMWMwbNgw7N0bWjxo3759GD16NACgqqoKzc3N2Lx5c/Drb7/9Nvx+PxYtWpTQ/jLzgHqpb5dZB0Bo1FzpLX6qU21bdeFEuYZ+aEHfzxsteGCzyWyDLSdkBXG/ABo65NeyMlIvTTEdTK+QF/HstkBkHeGtGfvTqhFQC9D1lXng9QE1bXLS5vUDO+uBygEcGxaP6v3Y5CGyaOEIAya80WQ61O4L4XbUyaDJpLLehfwGM6cdmJXklp/eKNmJynKdoQXGt/Tsy9B8eQ1TGLjWV/4n3T4Z4MvNjP69RETxuueee3DxxRdj1KhRaGtrw9NPP41169bh9ddfh81mw7e//W384Ac/wOzZszFnzhw89dRT2LNnD/76178CkFkIF110Eb72ta/hscceg8fjwcqVK3HNNdck1GkBYPCAwnxaK5cmKEYWqR8XuORbqxs40QqMLlb7Gscj2rIFAKgaCSweKS9qt9UA7x2Rj+fwFaqbPJd8AxgsILKCrLAU+v6m1McbPOj0AC9piuHubwDOHBN9ot0fmQ7g+rmpe4f2WItMpS/NkcEDJXCeitrcsmZAToZMmbcaJXgQnm2oBA9SsQOTNutSCBk0UKTaEgsisq76+npcf/31qKmpQWFhIWbNmoXXX38dF1xwAQDgzjvvRHd3N+666y40NjZi9uzZWLt2LcaPHx98jr/85S9YuXIlzjvvPNjtdlx55ZX49a9/nfC+cGpGIUYUhH6svbNls8m7Q7vqZauv0cVAY6csEJTv6vuuTLTMA+W5lWtH7QVxNqP2REQAkpd5YNOsV49F+XqGA8h2ysBxdTMwobR/P7ev/UlFyvnK45PBk9f2A+eOk9lbqaahE3j7EFCea0zw4FiLfI0ML0jORFkJDriivM5r2uQ1R0nOwH+WHnx+YJ+msCiXXBJRsvzhD3/oc5vvfve7wfoHkZSUlODpp58e8L7w0EZBtW0ybf2qGXLdXqQUU6WIXn1gWcE7h2T3hK0n1G2iraPtiRE80NLWWWDmARGRVJkHLJ+tft7f4EHVSJlBEJ7JEE6pAeewAZdOkeeGRLLNwj33KfC7DTL4bBVKlkWPTwYOADlBT0XKudeopX5Ky8+BdP/Q6o4SPNB+fqQ5OT8rmYSQgQNf2LWP2fU8iIj0wKkZBb1/VEb2L5gAXDQp8jZlgfWGDR3yhKm08+vwyPdbTgCbjgFfnN57beK4Ern+r6+WV9rgwayh0bcjIhpMHHb1Ln2mo/93e2fHeVzVtv4rTcLdXm9ggmWlOVWklPlUXbZgZKtGQAYpfHEsf4mHEGrwIFaGTapNyDd+Bnx0DJhZAZw2IvRrXLZAROmIwQMCIE/+JwPZBOUxChKVZAMLRwBlOaEXDMoJXenFvL4a+PzU0O+dUBpfuqt22UKsfSEiGmzyMmVXgION+v8s5RifrDmQ3+A748ngCgQKlAA5AExK8rKNZEnCHD4hDjvg8/VuU9hfS8bKAEJ22JVpXqZcMnmsJfUm5Mr+MPOAiAYLBg8IgKy07/XLYoZF2dG3c9iBRSPlxz2awkDKxeC0clkTYegACvBlOeWdKQFZrTgvvo4lRERpL8Mhi7SNLe7/czR2yklaSXbspQvayX51s1xTPyy//x0XLBk8UNbbt8r32RnJbU+YTEYvW8iwy+uAZAQPbLbodSRsNvV3SrUJubZVoy9sHFIt0EFElAw8tBEAtYZBWW78Fx6eCMED5S5NpKrIJzuA1u6+UxxtNvUOSmNXfPtCRDRYZDkH1jJx7QHgbztlsdtY/Jo0+P2ngA+ODqxegSWDB5qaB+OKgTFFxhd49PmBNw8Au+tjb6ecN43aPaemmKTe/IGJeapNyJVgRnjw4MwxqV0IlIiov5h5QACA+sBFZDzLBNxeWevgVKf6mJKu59L0ONYSAnh+u7x4vHGe7M4Qy/gS4HCTvDNGRETJo71bGkuBCzhrjKyvUBc4R0QL/m6tkc87uSx6TQArBg9GFMpzlsuZ3BaViWjvAY42y6UqU4ZEn5QKg6MH8b6O4tHpkbWUcjMj19c4Fsj8SLUbCsExEOo45LuAOazXRERpisEDAqBmHpT3UcwQkBkEL+8Jfcwv5IXLhs/k501hJ3iPT71wjKdC+MWTAI/fvIs1IqJ0pUx4PH1M+nIz1eKKSk2c8HXdgDy2/+uI/LgiT07+IgUIrBg8yHCowZCTHcCaXXLpwvI5xu1DXqYM2vsE0NwNFEcJqg8rkOfO7D66aCRLRpyvo3jUtAKv7pMdRa6aGeFnOeR1RF8Fl43m1NQ8yM4AZlfyuoWI0huDBxR3sURFWYS7AmeMCr37EH53qiuwjMFpj69Stc3GEzARkR60E554Keni/gjfoz32P/sp8JU5kSe4w/JlVlqqdiuIxi+Ajh55Q7/LC8PbRTjsMrBf0yYzQKIFD/JdfWf1JdOsSmCiFygdQIag2ytrG0XrtKC4bo7MOhgxgFahenBosi8Ks4Czxpq7P0REemPwgAAAl0yS2QexiiUqsjKA/EygrQeYXg6MLAKGF8rUSkVO2J2PrkCl6vAqykREZKx416p3eWRxxUynmi0QKfMgPAjREuXu+LIpie+r2Xx+mWlXran14DVgjb9Wuxtoc8uPa9vk0oVUMDkJ+/HSHhkUUWpLuKJcI+RmyrdUk5cJjC6KHtAhIko3nMoR7DZgdLF8i1dZrgwelOYAEwNtq3o0dw4uDbtIVDIPjEqnJCKiyOJdq17bBry8V6aKjy6Sj0WqeRD+PK3uAe9iyrDb1MBBpkMWTvT45TI9owri1bWrwfm6GEUuW7rl1/My5RIGK1ACAkqdpHiWNaaS8jy1LbXHF8issUcPghARWR0Pb9QvZTmyoOFnLTIg4LSrgYFIyw26A5kHVrswICJKN/EGD7Q1CuJdtgDIrjrpQhsgKM2Rd8mBQGtjg5ZfaLM9Gjpl5oMzws/+rAV455Bs42lE8KDNLYMaORkyZb8/Lp4kgx4fHweONgFjBtCC1GwHG2Unk1GFwBemmb03lIh2t/q/PTSfLcKJYuFUjlDdLKPllXnxr5csC9RGONwk3/IzgSWB3teRIu7MPCAiSg1jiuWEb1gf7R6VmIDdJjPMKvIip47Hk3ngF8D/bpLPdf1ca96ZLdMEDzwGBg+02R5+IZcYRgoOCIMLUn5yAvi0FlgwHKga1f/nKcwCzhufvP0ygxDq8p1UaydJse2sA94+FPrYueOA6RXm7A9RquMhjrClBnhtX2L9u8MrHvuETOcEZPHFZ7apnwOyEOO8YcDYkoHvLxER9d/oIuC0EbJWTSzKZNRmkxO8kYWR2+eG1zyIGDzwy3NCt9e4dP9kmVkhs+YWjNB0qjCw7oE2eBCrYKDBnRqD3RaS0arRqlrdwKMbgf/ZpI4DgwfW0e7uHTgAZAZPexotvyJKJgvG/inZlEJMiVRpzncBV0wDOjzA6/vlxY3TLu/MNHTKN7dXXcIwolC+ERGRNQSXLfSxXXG2XPfd3AW8dyTysgXt/NJqc6sl42QVfbtNZuj5hLENF5S/w7ji2EUntcEeI8RbeDOW322Q+3v93NQsiNgXh00GDWxQl5c4LBYcG8yaoyyxEoGvcfkCUW8MHgxyQqjBg4IED5LDC+XFIiAvbsaVyLffb5LLFNxeY9tGERFR37q98rjvtMeuEq+tedDcJbPT8jJ7Z5C5nDKbYVg+cKJNnkv8IjR9XlsrwW616AHU3+WL043/2UpmR1/jZrXMA78ITLiFcUstkk3JRBFQsy2ZeWAdRVFqddhifI1osOMhbpDr9qon/rx+RP2VE742rVK5G6G9oGh3y6JIPQa3uCIiolCHG4FnPwX+dST2dn7NnezadmDdYWBbbfTtMxyyAN4Zo3tPBrXnCIvOE03jD7uj3eWJ3C7S8MyDAS7h0L4mrBo80AYKlI5TTl5ZW0aeS9Y3CHfOOGYdEEXDzINBzh042WU4+hctjxg8iHA34v2jwP5TwJljgDlD+7WrRESUBI447xhX5AGnj5L1DpSJaaRWjU1dwIlWoCBQFyESbRaD1WoemG1UEXCeU2Z0/GOXzAD54rTeSwGNDh5khN0oaOyU5/nCLGDKkL6/X/tasmqqv3a/u729H6PUN71CZk6x2wJRfBg8GOQ8gZN+Zj8j5cH2XUIWmDnWoq4h016YKh8zIk9EZK54082H5Mo3QLahAyIHD060yqJjY4pkQb+OHgC20Gw2bfDAyt7YLyfvZ48FJpQa8zNLc+QbIFsaAupyQ63RxUB2JlBo0MQnmHkQeB01dAIfHQOGF8QXPPBZfCkLIAM1BS5ZOHFvg/y9K/roYkKpJ88FTGTAgCguDB4Mckq6YaSe0fHIdADnj5cXhHtOhhaf0V6Y+hg8ICJKCcGlZQmkmyt3U8M7KwBqoTinHdj4GbDpuOxQsESTDqwUG7T6evBuL9DpMW8JnlJHKFJHC22QwQilOcCiETLjBEj8PJ8OyxYA4PwJMiPEL4BpQ/ruYkLxa3fL68oMe6A9qh2ob5fFuscWyyKbhxuBpm4g2wkUZavBnG6P/H/1CbktIFuLO2yye0pWBrMMiPqDwYNBrjhbrlHtb5qdww5MLZcff6pZC5sd9spi5gERUWoIv2McTXsP0NkDZGeokztfhMwDbYs6ZXLbEpjc7m8AdtUDSycCV80c+L6bTQl+RAqi6KWxU06GCrPUwsaRMg+MVpwNLBypft4UuHlwtDm+7w+v5WBVwwuACybI/xEGDpJnZ53MaI1wyAEgg5TxirXtuePk0gUiig+DB4NcdkbyUi/dgTsxV0zrfQJl/2MiotTgjHMCvLse2PAZMK0cmFImH4u0bEEbHFbuQivtGl/bL9+vOywD1VbniBFE0cvOemBrDTBvmJpZECl40NQlu2Lku4CyXOP2T9HtSWx7u03WyEiHGhiTyszeg/TS7o4dOEimdw7JmgfMQCCKD4MHNGCHm2Qbrs4e+XlmhFcVMw/SQ7ubRYWIrC7ezANtnQJlTbo/wvdoj++FmrR6obnyr2nt//6mEjMyD7R36GMtW9jbAGw61nvJiF6EANp6ZGZEePHGeORmApdPS/5+kfU1dxsTOADkz2nu5vVMulCWuhRl8W+qFwYP0pQQ8UXzGztlkaPCLFlZuz9e2RN6kHdFqJ/A4IH17ayTRdG0mO5HZD3ZGcD8YWq1/GiEJnhQnA0smyzr3ITzaTLL8lyyFaNfBAonBgwrAJ74WGYmfGlGUn4NU8Sq/ZBshxpl1sGRJvm53a4WodSObZDB3RYA4LlP5brya2aF7Uqc1yBEkRRlyeOIEQEEW+DnkfVpl7rYIFtu8ho1+TiVS0N+Afx9J/CXrfIC4439wNGm0LtAiiNNwOv7gW01/f954YWO9p+SP3+7pgbC1HJ5N0RbfZuso93dO3AAyIN0ewqsvSWi+GU5gdNHA6eNiL2dNvMgywmMK4l8h1kbHLZr7o639QAl2fLjkhxZ5KwrwdT2VBPMPDBgVlPdrAYOADm2LgcwvkS+hVN2yag5u82m/n0bO0ODBX118iCKJc8lJ35GvJbPGcc71OkgfKmLAK9R9cLMgzS0ux44EUgt/+SETGU81SnbOIULtmrsZ7cFQF5M+XzywjEnQ96FON6qtvgCgIV9XKRSatN20dBiuh9R+lKCB31dwM+okGvXiwMTSZcTgBtwe9U79MpzWLmqPhCoJ5Ajz3V6214X+rnDJivEXzI58vZ+EzIPSnLk9capLpnNsiOwz15/35kttW3Amt3ydfPlNCimSck1vULWImC3BYpHpKUuvEbVB4MHaWhfg3x/+iiZ9ghE77kcbNU4gBwU5WLwyzNlMadNx+Tne0/KSttLJ/ZvPSSljmgpfUz3I7Kmlm55/C/Ojl7IVrkQs9vktgcb5WNTw84nQ3JDg8WTyoARBXKiPbQA6GmS5wLluaxs3jD5ZgSHLTTDId6xM3KItZkHBVlyH/0ivmUdbW7Z8tKstpeU+vJcvSd+Ffmhn88c2vv7wrfp63GyvkhLXXiNqg8uW0hDyonYYQdq2+XH7x8FHv+od6VsJfOgrzsEsSgXNMpzK4GILq+MDr+4S0aBOz2Rl05Q6stzyfoG4ZjuR2RNT28Dnvk0ytr5AO2yBbcXWHsAePtg3889bxjwuTEymHzBBGBUkbwzrTwXxSc8qK8N8vhF7/OpMCnzAAAaA39fZZ/Dly20dMvWn4qDp9ROHFZv1UhE5gtf6qLUPOA1avIx8yANKSftA6fk+6H5skK+2ycvOLQXb0rmgR7BA62nPpHv/33hwJZIkHmUFEJ2WyCyPqddnitirU0fVSTX2A8v1HRbEL2L4R1tkueXYVGOCWW5cvkcwOBBIpx2tQXyWWPkMdfnB363UT72tdNk+rXC6JoHAFAayDxo6Qb2nJS1jcaVyCLMCo8P+OMW+fGKxfI18N4R9et8TRBRMmiXurDbgn4YPEhDysWgMsmbXq5+HJ55oGybkYRlC89vlz9raEH0bdltwdryXMBEHoyJLC+edo1ji9W1wm6v+rhfhN4tfvcw0OIGvjhNHiM8PrnW2GmXnR3KctRtrT5R3HsS2HgMGFWofztE7flyZqUcO222Qfj5fEKpvGDWLiHRW3aGDGB0e4EPjsoMw5xAYeTKQIp4l+a109Itl8po9z3ashkiokRFWupCycXgQRoKv5M0vhR4M5Bq6vcD0Nz5T0bmweKRwNYaoL5DXjhEC0TYbda/cCQiSgfR0suj0R67/UI9jfiF7KoAqHebPzomi/XOGSpbDXo0a9pzLd5xx+MPpOBn6/+ztMGDHp+cpNts6rpef9jfbmi+fDOSzSavATIc8m/e6QHePyL3b8lYGfTQ7uepThk80NZE4HUBEZF1MHiQhuYNk3eJ7DbZWzsjbJ2k1vzhsrjVQC44Jg+R62brO+SSBKdd3pUamg98cTrQ1AX8eSuzDqyg3a1WNlaqFQOsSkyUbuIJHrS55cQ/JzP0POITQIZmGyUTQWnFqyxN6/aqgQOlkN5cg4oN6kXJuDCiVaPypzljtJx0l2bLY7E9UEgx/HxulpmV8r3SnlnZrXWHZRqxdqwaOmSGxIhCWYATYPCAiMhKGDxIQ5EuzoIVkMMuNpLVBUFZl+lyAmOKgdsXq1/T9gCn1LWzLrRHbiTnjpMXg0RkbUq2mTdGpfsPjgL7T8n19rMq1ce1k9aWQBvXgiy1DoISPOjyqNuV58oCvqc6gYq8Ae++aZQU+/C7/nqYN0zeyd96QhYfvnSKXEZiD7RHDg8eNHbK7Qpd8u9htPBA1JxAFfycDPn3r+9Q9+uSycCRJtmdqcSALA4iIkoOBg8GCUcgeKDHnYqWbrU9pCvC8gflgqLT0/trlBra3X0HDgC5zegiZiAQWV08mQfK+cJmk29KEFo7cVaq7GsL5EUMHuTJ4EFDx8D33UxK5kG8yz0GYlq5fL+/QQYFlJ/tsAEe9D6fb6kBdtXLZQSnjdB//xRev6yr1NAZ+vj8YfI1k50BXD2r9/eNKZZvRERkHQwepBm/kHd2HHagWHMnqDxPrjHUpgee7JAXGvOHDWwyuPm4THEHgEzNK2rdIbkWlimJqa+5u+/AASC3ae5m8IDI6iaUysJ6xTHu+mpbNQKy7aLdJjPMAOBwE/DhUflxuaZIn3bZAiDX6I8qBHbXq0sbrErJPDBi2QIg6wgok3Ll72CPtnTChFaNgKzH8I9dvR/Pyuj9mJYQMvAwkJpLRERkrKQnkq9atQqnnXYa8vPzUV5ejssvvxx79+4N2aa7uxsrVqxAaWkp8vLycOWVV6Kuri5km+rqaixbtgw5OTkoLy/Ht7/9bXi93pBt1q1bh3nz5sHlcmHChAlYvXp1sn8dy+n2As9+Cvxla+jjV0wHrpoJ5GsmfdtrgU9rgQ+rB/YzczQXCC4H0NkDvLQH2F4n0xKnDQEmlwFLJwzs55B+irLia+9lC2xLRNY2o0KupS+PsYRAhAUPJpXJoIMy2St0yQyGscUyxV6hBJGVzAOHXd5hvmYWMMfqNQ+U4IEBmQe1bXI5mUL5O4wslOOprUOxoRrYdVJ+bHS8PtsZ2jJSIQSwow54ZhvwWYvMOnF75b7+Zj3w2w3AYx+FdpAgIqLUlvTgwbvvvosVK1Zgw4YNWLt2LTweD5YuXYqODjVX8a677sJLL72EF154Ae+++y5OnDiBK664Ivh1n8+HZcuWoaenBx9++CGeeuoprF69Gt///veD2xw+fBjLli3DOeecg61bt+LOO+/ELbfcgtdffz3Zv1LKEAJ4eQ/w+r7oJ1tl/arT3vfdB2UZwbAYrRXjkZ0R+rGADBooXE5g6URZWJFSU54LOGdc3xed54xj1gHRYBGeeRCuJAf40ky5fl1791jJPFDaQNoDyx6Ksq2fiZbpkEETvY+DQgB/3SEzvRTK2C2dCFw2RY6nYtNx9WOjMw9stt51C8pzZWbE+mqZOfGPXXLZ2/tHQvcVkK0+iYjIGpK+bOG1114L+Xz16tUoLy/H5s2bcdZZZ6GlpQV/+MMf8PTTT+Pcc88FADz55JOYOnUqNmzYgMWLF+ONN97Arl278Oabb6KiogJz5szBj370I/znf/4n7rvvPmRmZuKxxx7D2LFj8cADDwAApk6divfffx8PPfQQLrzwwmT/WimhvUemiQLA4lGha0wViRQnTFYhQ6Wn89B8YFxJaD9wgD2crWJ6haxnwG4LROmvxysz1TIcoQFgLeXmujJpbe6SdQvyMtViu5GK3eVmyPX6Pr/sxuBMo7T0ijzg+nn6/xy/6L2ULNq5NPxmghnxmdIc4ESb+vmYYhloGVMM7AlkRDjtwLzhaoaEor3HuP0kIqKB0b3mQUtLCwCgpKQEALB582Z4PB6cf/75wW2mTJmCUaNGYf369Vi8eDHWr1+PmTNnoqJCLet+4YUX4rbbbsPOnTsxd+5crF+/PuQ5lG3uvPNOvX8l02iLT0W72IsWEHhxJ9DUDVwyCajMj71topRlC0omQ/jzOSx+p2kwydPcUaswuF84ERln03G5nn7uUOBzYyJvI8LW0B9sVJe5DcuXrX4jFbzLcwHnjU/6Lg8qkZZFRMvaCA/YG515AMgsFC3l+kK7tMJulzU2KgPFMxWp0nKSiIj6pmvwwO/3484778QZZ5yBGTNmAABqa2uRmZmJoqKikG0rKipQW1sb3EYbOFC+rnwt1jatra3o6upCdnbv2yFutxtutzv4eVtbW69tUpkyOS/LUdNCw0ULCHR6gI6e0ArRysXJQDMDwoMHDrtalTsZz09ERMkVT7eFiYGiikqdE22224k2YIY38vfRwHkjTKiVc+1fdwD17bJ146ii3p2MzIjXa18bN81Ti2pql7MoNxIumgT8bYcsqAwweEBEZCW6TutWrFiBHTt24Nlnn9Xzx8Rt1apVKCwsDL5NmzbN7F1KiJJ5kBOjgnG04EGk6szJzjzw+NQ0d+1zMvOAiCi1KMdoT4zgwcxK4MwxMoAA9F4qF6tKvtcv2/j2+Aa0mymno0cWAHxmm74/JzzzIDtDzTj0+eW5XDmfd4QFD4aakDVWqsk8yM1UXxsh1wKBj/NdwA2apR9GFJ8kIqLk0C14sHLlSrz88st45513MGKE2nC4srISPT09aG5uDtm+rq4OlZWVwW3Cuy8on/e1TUFBQcSsAwC455570NLSEnzbtStCb6EUptxdaOwCNh3rnaoI9B088OsQPHA5gTlDgZkVamumSBcMRESUGuLJPAiXHZarGC0DDgBe2A78cQvwPx8B/7c78f1LVTbIAoANnfp2CQj/u/j8vbP5lEm3dknjrMrYHTT0kpcJfGEqcMW00GUT2mUL2usC7TbMPCAiso6kT+uEEFi5ciVefPFFvP322xg7dmzI1+fPn4+MjAy89dZbwcf27t2L6upqVFVVAQCqqqqwfft21NfXB7dZu3YtCgoKgtkCVVVVIc+hbKM8RyQulwsFBQXBt/x8ay3qVoIH7T3Ahs9kG6dwhVlyHWp4ZwPlYsOvuSBZNhm4cnroHYP+OnMMsGSc+rkzsHThSzNiZ0oQEZHx4gketHYD7W51kuoKCx7EyjzIy1Q/jhTotiptMFzPSa8y5tlO4NaFwL8vVG8ChN8M0C5bMPMu/qgiYHhh6GPOCMsWwvEagYjIOpJe82DFihV4+umnsWbNGuTn5wdrFBQWFiI7OxuFhYW4+eabcffdd6OkpAQFBQW44447UFVVhcWLFwMAli5dimnTpuG6667Dz3/+c9TW1uLee+/FihUr4HLJam633norfvvb3+I73/kOvvrVr+Ltt9/G888/j1deeSXZv1LKGF0kL/h21cuLhRNtsvhQc7fs+2yzyUDA6aN6f2+kZQtlufrt63Vzrd+Si4goXSkTf2+MZQX/2C2XHlw5Xbb0dYbVs4kVPMjVBA/SKftMOwH2CUCvRhLZGcCikfLnhY9zePBgdqUM9GyrldcFXZ7oRZWNNr1cXqfUtct6TVoLR8ginJGKbhIRUWpKevDg0UcfBQAsWbIk5PEnn3wSN954IwDgoYcegt1ux5VXXgm3240LL7wQv/vd74LbOhwOvPzyy7jttttQVVWF3Nxc3HDDDfjhD38Y3Gbs2LF45ZVXcNddd+Hhhx/GiBEj8Pvf/z5t2zQCMqo/qkiuF3znEHC8Ffg40C/55gWxo/eRli3oiYEDIqLU5dBkHlQ3y7aAo4tCt/EEAgvK5NVmk0sVugOZBJkxggLatq7pVPdGGwjx+aFb9CA3U06uIwk/n9tswIwKGTxo6pItnaeV67NfiXLY5c2NkYW9v7ZopHwjIiLrSHrwQMSxCDArKwuPPPIIHnnkkajbjB49Gq+++mrM51myZAm2bNmS8D5anVIMqaZNXmB09Mj+2zkZ8o6D2wtkOdX6AwBQ4AJKs9U1qkIAm0/IO0kzKgZe9yBclwd4+5Bc77h0YnKfm4iIBqbQJY/9eZnAmkBNgn9fGFrHQAkeaB9bMg54bZ/8ON5lC+mUeWCzqdkXZi0RiHQzoCQHGFUIVLeY022BiIgGB11bNVJyneqUFwWFLnkx1+OTgQNALl0YVgB8Wgt8dExeFJ6jqUFwbljPba8fWB/o163HHYqNnwGHGuXHDB4QEaWWslx5juj2yBo6QGiGgBBqJwZtkGBiKTAxemmhoPw0zTwAZDDE70us2GSi3F6gzS3rTGjHEpDLE3t88oaB2wu8eUAGD5TdsaXQeDd1AW8dlNcuF09mfQMiIqtj8MBC/rFL1jr4t1kyvXT/KfVrTV3yvVI4KVYVbCD0oifZWQeAXFJBRESpTTkX2BCaIaBt4ZjRj3OEdn27L82q6Re4ZFaGnssAjzQBbxwARhQAX5we+rUqTV2j2jbgUJN8U6RQ7ABur8ySBIDd9bKgMxERWReDBxaiXOQ57DKTYGYFcKxVZhq0dMuvHWuR7/vq86w8l92mT32CVLrzQUREoYSQtQuUc0d4EFlZsmAL+1p9u2wXXJoDDIlRdDc7Q03vD79zbnXXztb/Z7QFsgrz+hi7xq7ej6XS+VebtaLHjQoiIjIWgwcWokz4nXaZWTC8EOgIZBp0e2ULx+ZuebE3vCD0e9dXAwdOAXOHySUN2ufSAwsmEhGlrrYe4KlP1M89/tAq/dpiidrJ6LrDsnI+ANzRx/KFFYuTt7+DTZtbvu8r8KJkHeZlymsAILWCB9prjHSqfUFENFgxeGARfqGmSGpPxlmBv2C3FzgeyDoYktu7H3enRwYWDp4Cpg7RP3iQQtcuREQUJtKx3+NTgwcZDtkCMHwialaRQCs6cEqm7J8xOvGAemsgI6QgQvDgg6OyZfO8YWrwoDRHEzzo/y4nnXbJC28qEBFZH4MHFqG9YNNG74uzgcUj5d0JZcnCiAgtkZSCVdUtwL+OAFOGyM91Cx7wIoGIKGVFOvZr1/DnZgJnje29DSeAwKZjsiDwrEpgaoyCw/8MdKXIzQDmJbjWvzWQeRApeOD1yxsGHp8aPCjLBY42y49LshP7WXpy6tTKkkhPdW2y5anDBhRly6XAfS0hIhosGDywiGgFDvNdwGmBXtAbAxWzR4QtWQBCL/i21wETSns/VzLxApOIKHVFDB7E8X15LqC+I+m7YyntPXIMlAl+X/Y0JBY8EEJdthApeKCcXz1+tWaFUqCyKEt2XkgV2tdZHJ28iUy3dr/8nw137jhgeoXx+0OUahg8sAhfHwUOhQDOGy+zD4b2ETyYVi6XNlwxXb9J/vgSma45tlif5yciov6z2+RdNW0nBO3krscn31yO0KJ3Z48BerzArKGG7WrKUboZ9fji2/5UpxzbeDPyOj3y72JD5Ludynm7pVtmItptapBBzw4Q/aG9xkixXSPqpa4tcuAAAN45JDudMQOBBjsGDyzCaQcWDI8cuT/VKXt1V+RFXrIAAHZN9H9YvqyJEF5UMZlmVco3ZiAQEaUmpx3waSbA2onn/gbg7UPAmGLgsinq43mu3q0DBxulppDbG3u7EQWyIxIggwHOOM+HDhvwudHy+SOdQ5XH8l3ArQtlsEFp09zqlkGNvto1G2nxSFmMM1JWJFEqOdEW/WsCsnYYgwc02DF4YBFZGaG9nbX+vlOuf7x2tiyaFIn2AiTTgL86qyoTEaU2px1wRwkeeALZbhk8lvcSb+bBF6bJTkeJjmFWhuyMFI1yPvcHshlyM9W6RgBQ2waMKkrsZ+pJWVpJlOqGxWhzboNcFkQ02PGyIA0oHRd21UevhJ2tCRic7JBv22qA6mbdd4+IiFLQxLLQz5XMtm6PLKwLhC5ZIMkVGBN3H8EDu012Wlg4Mrn1hbTBA0VWRvSbB0QUn4p8YEpZ5K+dM45ZB0QAMw8sw+MDOnrkhVxuZujXugLpiltromcnzB4KvHdEfryvQQYc/nUEmFiaWncoiIjIGGeOAXIygA+r5fKE8jz5uDY7rS3OooCDiTI+PX0sW+iv+nb5vig78vKDPBdQnitvGPT4gEUjZJFEJfjD5YJE/XfBRLnslt0WiCJj5oFFnGgF/rQV+L/dvb+mvfsR6+7G+ePl+8IsNeCQxfAREdGgpXTyyctUJ52f1vb+OqmynPKtr6yMJz4GfrNeZvjFW1wRkMGc57YDB09F/vrUIcDVs2RLxgOngA6PzDpsDLRtZOyAaGAq8oHFo4DTRsoMLQYOiFQMHliEN3BHIVJwQFmjNSlKqpVCqUPg96vFlcKzGIiIaHDwac4F2nPLZ83qx2eMNnSXLGFoPvC102THomiEkJN6AFizW9YhiJeS7ZHfx4RFCew47TI7Mfiz4/9RRERECeF9Z4vwaS4Swi2dCOw/BcyI0X/2YCPw+v7Acwmgs0d+nJOR3P0kIiJreHUvcKRZfry1RrbxLc0BugLp+Msmy4kyJS58Au+JM/NACNkxAVDbL0ajvS7QdlRKtXaNRESUPhg8sAjlDkOkLgb5LmBejMrMAHCyXf3Y5wc6A8+Xw8wDIqJByRmWdt/qDgQPAnfMsxlc7rfwCbwnzuUfHZ5AFwVET5U+cAp4/4ia2eCwh3ZbiNTSmYiIKBkYPLAIb4zMg3hoL1x8QrZ2BJh5QIlrdwM1bbIie1aGvDvW6pafd3vl62tssVwSc7gRaOoGirOAsSVcN0iUSsLPJ8qEV1nKwPNDZG4v8MpeeV6+aoZslxiuV/AgzswD7ZKFaIUPvX6grUf93GkP3TaLfzciItIJgwcWMeDggebCxedX7yzl8iKDErCzDnj7UN/bbTre+7F1R4BzxwHTYyyvISLjZISdT4SQ5wrlfMPMg8hsNuB4q/zY5++dwQH0Dh7EWzCxtVu+j1XvwBEWVHDa5T7ZbfLn8rxORER6YfDAImLVPIjHkFz148+NAbKd8u4SLw4pXu3u+AIHsbxzCBhdxAwEolRQmhP6uV+ogWWHrXdwgSTt5N0nIl9IhS8diDfzIJ56B+FdHpTrAkcgeODjsgUiItIJgwcWUZ4n+872t3jV9Ap5UTGisPcFI1E8mrsH/hwi8DwMHhCZrzwv9HMh1GKJ2RmR0/FJ3uG3QR7PvH4g2uGsPBeo75Afx1vzYHSRDAYUZ0ffRgkeFGUB185WlywoPyORtpBERESJYPDAIkYXybf+stuA2UOTtTc0GBVlDfw5bEl6HiIauLIcNdUdkO8r8oDbFgJuTkCjstlkkUKvX80KDJedAVw9CzjSBHzWAgwviO+5y/N6B3XCKRkhHl9oEWWl/gxbMBMRkV4YPBhEPD55EVPfLgsqleXITASieOS5ZM2CgSxdOGccsw4SpRSoBGTmEcfP+trdMgOnKMvcv6fDDmQ51QKJShDB6Yi8jp9UDhvgBeDtY4nAmGL5lkyZgb9NeDbDV+YEMiF4ZUdERDrhKcYi2t3ybkd2RvQK+CsB/AAAO5VJREFUzH3pClSIVkwuY/CAEjO9QmbAsNuCMSIVqGTRSWvbWSdrfwjITJxzTP57Xj0LONEKVObLWjgUH6ddZmdEyzzor4YOueygODt6TaJMh7wO6PEB6w4BS8bJxx32yO2ciYiIkoWXChbxziHgSPPAJg7hFZrZhov6I88FTAwLAlREqcUxk0tl+i1agUoWnbSudrcaOADke7P/nnmZwKQy9fOddcCJNmBCqQwCUmSZTnmXP7wwoqKpC1izG3A5gEunyO0K4liy9a+jwLEWYOkEYPKQyNvkZAJXTgde2CGvC4jM1O6WNwo6POox43CTvObMcobeZGjukjeylBsKgHozAlC3rW/njQeiVMXggUVoi1j1V6/gAddFEqWsaAUqWXTSupq71cCBItX+nsdbgb0NQGl2+gYPkrFs5CtzYn/d6wfa3EAbgNWfyOKJV8/q+3n9gUyGvjIIBtq+meKXKsuMUlF4dlykNs3RrDsS/3bMuCNKHQweWITSPmtAwYOwiwz2giZKXdEKS7LopHUVZalV+hWp8Pfc3wDUtsu1+ck416Qyo5aN+MOiRPF2T1S+r6/liQweGCPVlhmlkmS0b46X2RlaRKRi8MAighd0A/iLhV+MMPOAKHVFK1DJopPWleeSf7/wyYjZf8+jzcDuk3IpWzKy3FKVkctGwoMH/jhrI/jiDB68tEe+b01CC12KLBWXGaWSZLRvjleqZWjRwGmLQWuXqmQ7gaLs+OppKdsqbey19bhYYFo/DB5YgNevVlUeyAVdr+BBGl4ckjUpJxHtukflZDCY00W1BSoBa54MmfIbSvmbptKY2ALnBr9I78yDZC4b+bBaXuzOHw6MjFB4uFfwIM7nVb4v2rIF7QU3oAYbKPmssMzITEZmTKVChhYlT6Ri0PFIZFkMwOUuemHwwAKUCZXdprZo6g8bgweUguI5iaRquqh2YtzRE1+RqPI8NZqu0BaJ6vAAFXlAhkP2c/f4rRk0AJjyG02eS9+/Z6IBG7smeNCZxsGDZC4bOdkhWx+HFzVUxr7LE/p43JkHge0iZR5EOlYmu9sDqYxaZqT9fwVSK7AYSzLaN8crFTK0Uo1VA/Nc7mJ9DB5YQDCN1Nk7AJCoc8bJi56h+XKCQ2SmeE8iqZguqp0Y682KE2+m/JqjPwEbZaLq9qp3vtOxbWMyl40oBYi1k/dYx4SEMw/CzvXRjpUi8DX+TyWfEcuMor1mrHLMVzKp2G3BWFYOzHO5i/Wl4eVB+sl0ALMrk9O/eYZFDi40OCRyEkmlk0D4xFhvVpx4Wz3l14p3dfobsFGCBx2BC/gMu8x8SUfJWjaiFCpUggfRjgl5mUB7T/yZB/OGyfW94fsV61iZrP8p7fIx7YQvfM1xtNa86UjPZUaxziNWOubnuXq3ZY70Gon2uglv/RxrW7J+YJ7LXayPwQMLKMwCzhpr9l4QJV8iB/VUOglEmhjrzUoTbyB1OwvEw6p3dfobsFFuche4gNsWyYliOkvGshElmK90PYh2TPjcaOBYa9+ZfiLwzTMrI3891v9NMv6n4l2DvOk4MKUMuGDiwH+mVei1zKiv84jVjvlkDKsH5rncxfoYPBhkttYAR5rkBcr4ErP3hga7eE8iqVKVXhFpYqw3q0y8FanaWaAvVr6r09+AjbbmgdMu75ZTbOGZB9HGfmg+MLGs7+dbs1vWm7h6ZuQsw2jHynFJSOlOdA3yngZgViXvDg9UX+cRqx3zyRhWDswrwotBs9uCtTB4YAGdPfIgkeUc+NKFfx2R79vcDB5QatCeRKzSbSF8Yqw3PSfeSnq+UpwxmWOdip0F+mLluzr9DdjMHgpMGcI6OIkI1jwIvFgGEizzC1l8EQAONcqL4ZLs3ud77bFyywmgriM5gZ7+rEE+0cbgwUDFOo9YJdhKxrNqYD5cnit0yUoiS13Cl8koIi2BSRePPvooHn30URw5cgQAMH36dHz/+9/HxRdfHLKdEAKXXHIJXnvtNbz44ou4/PLLg1+rrq7GbbfdhnfeeQd5eXm44YYbsGrVKjidiZ38ealgARs+A3bWA4tGAAtHJuc5XfzLUwoJP4mEfy0VhU+M9ey2oNfEO1KxrmSn6evdWSDZrH5Xpz8Bm9xM+bavATjaDIwpiu9u+WDmsMuMDaF5oWjHvrUb2FID1LUDVaNkgCA3ykTf61M/fm2/fH/TvMh/O+VYWZ4HfFoLzIlyEZ2I/ry2h/UjcGDFOiJ6C/9/BThG1DcrBuZpYEaMGIGf/vSnmDhxIoQQeOqpp/CFL3wBW7ZswfTp04Pb/epXv4ItQnV9n8+HZcuWobKyEh9++CFqampw/fXXIyMjA//93/+d0L5wCmkBevTdZvCAaOC0E+M8V/yR82jRdCPv5EUr1mWlNH09pMNdnf4GbGrbgD0ngdyM2MEDTgKB00cBZ4zu/bgy9rvdQGOXDDD8/mP5OlpZFfm5egJLH7RBq0itGrUKs4Azx/Rv3yPtcyJrkKeUJX6ssmodESOE/78m639Km1UWLWDd6pafM8XbeqwWmKeBueyyy0I+/8lPfoJHH30UGzZsCAYPtm7digceeAAff/wxhg4NjSy/8cYb2LVrF958801UVFRgzpw5+NGPfoT//M//xH333YfMzPjT2DiFtIBgq8YkBg9GFyXvuYjIemIV67JKmr5eBttdnROtQHULsKNOfh7rXMNJoBR+Y6e6GTjVKSdhlflqy0WlNoKAzFKI1G5ZyTzQ/j/ak9BdKRHhy8eS2W3ByDoidW1qBlisddNA6HbpNnnuTyvhcwfp/zKR2dra2tDa2hr83OVyweWKfkDy+Xx44YUX0NHRgaoqGZXu7OzEtddei0ceeQSVlb0r765fvx4zZ85ERYX6T37hhRfitttuw86dOzF37ty495fBAwsIZh4k4a+1fLZcWxmtojMRDQ6xinVZKU1fL4Pprk5tO7DpmPp5tOCB3pPAeO6UDqSolp53WtfsVj++o6p38ACQjzkiBA88Edo49pV5oIdIy8eSkQ1lVB2RtftlMce+bDoe+fF0mTz3t5XwYM4404vS/hSwZoCKWWbGmDZtWsjnP/jBD3Dffff12m779u2oqqpCd3c38vLy8OKLLwa/96677sLpp5+OL3zhCxF/Rm1tbUjgAEDw89ra2oT2l8EDC+hOYuZBSY58I6LBLVqxLium6dPAhE9Uc6Kca/ScBPbnTmk00SaH4QYyWaxuljUHyvOAhSN6fz1q8CDCc3l8vR+LFGSwKiPqiNS1xRc4iCVdJs/9bSU82DPOki1S+1MrBaiYZWacXbt2Yfjw4cHPo2UdTJ48GVu3bkVLSwv++te/4oYbbsC7776LAwcO4O2338aWLVsM2V8GD1KcX6jBg6wkLlsgGkwYPY9Mm56vd3FGSl3h89RogWq9JoH9vVM6UAOZLPb4ZNp7R09iwYNIUiXzQC9G1BE50Tbw50iXyXN/Wwkz4yx5orU/tUqAysoti60oPz8fBQUFfW6XmZmJCRMmAADmz5+PTZs24eGHH0Z2djYOHjyIoqKikO2vvPJKnHnmmVi3bh0qKyvx0UcfhXy9rk6uVYy0zCEWBg9SXEjaJv9aRAlj9Dw2q6bnMyCUPOET1WjBA70mgf29UzpQA5kslgYy+Bq7QjsuKJRAgSOO4MGoQmDRSGDjZ/Jzuy1ybQQr07uOSH+6P4RLl8lzf1sJM+MseaK1P7VKgMrKLYsHE7/fD7fbjfvvvx+33HJLyNdmzpyJhx56KFhosaqqCj/5yU9QX1+P8vJyAMDatWtRUFDQa9lEXzgdTXE2m2zF5PWn150IIiMwep6eGBBKrl7BgxhXBnpMAvt7p3SgBjJZLMyS4+b1q3UUtDIcQF6mXAKi/G7Rggc2m6zHoJg/rH/7lOr0DFRW5MsuEANZupBOk+fwrDJ2WzBWtOOKVQJUVm9ZnI7uueceXHzxxRg1ahTa2trw9NNPY926dXj99ddRWVkZMXtg1KhRGDt2LABg6dKlmDZtGq677jr8/Oc/R21tLe69916sWLEiZnHGSBg8SHHZGclrx0Q02DB6nn4YEEo+JXgwohC4YHzo3fJIkj0J7O+d0oEayGTRbgOKs2WHhcau3l+fVSnfAMAdWHoYq46Bklk4JBdYPKp/+zTYXTBRjjm7LUja/9NUaA88mERrf2qVAFU6tCxON/X19bj++utRU1ODwsJCzJo1C6+//jouuOCCuL7f4XDg5Zdfxm233Yaqqirk5ubihhtuwA9/+MOE94XBAyJKW4yepx8GhJJPSZG3w7wxjPdOaSp1WygJBA+aOmNvd96E2F8/3ASsPyo/1v7OlLiK/N4TYk6cyQza9qeA9QJUg61lcar7wx/+kND2IsJ6utGjR+PVV18d8L4weEBEaYvR8/TDgFDyjS4CvjwTcEVqBWCg/t4pjbbtzKHxb9sfJTkATsnMgzPHAP86IscyUfXtwKlA9kJxDtDSLZdFEJG1RWp/aiVWrYlE+mLwgIjSGqPn6YUBoeTLzgBq22XrwREFwNRys/fIGkqyZdq7X8jaRHM0wYqtNcC+BmDKEGDaELmN0xG5dpHSqnFYvmwB+Y9dwA3zDPkViIiIEsLgARGlPUbP0wsDQsl3ohXYc1IuGWDwID5ji4FbF0UOCLR2A3Xtso7EH7cAHR7gmlmypkE4b6BVoz1Qa4LFkYlSh9LZR1lOBVhvCQJRMjF4QERElsOAUPK0dAOfnJAfl0WY3FJk2sKS22tl7YhJZUCmQ+2sYIdaUyJat4Uen7otEaUObWefcOeyyw8NUjxXERERDWJNmm4Bke6MU9/WHZaTjD9vkZ8Hgwd2NZMgWvBAyTyobpHvo/WIJyLjhHf2CffOIbkN0WDDzAMiIqJBrL1H/bgsx7z9sKJtNcCOOvXzjkC3BKXQtd3Wd/BAqXlARKkjUmcfLXb5ocGKmQdERESDWGWefJ/lDE3Fp751e2W3BYVSrsCnWbbQZ/DAr9feEVF/KZ19omGXHxqsmHlAREQ0iJXlymJ+eZlm74n1lIRlaij1DZRsgkxn38GDz08FerzAk5/os49ElLjwzj7h2OWHBisGD4iIiAY51jron5Ls0M/9Qi5ZcNgBl0O+9RU8yHTIt+JsWX+ikBMSopSg7ezDbgtEEoMHRERERP0QKW3ZL4CLJqmfn+wECrOAnAz1sfcOA0ebgatnycABAIwokMGDSWW67jIRJUDb2aci39x9IUoFDB4QERER9UOkGhE+ATg0n58+qvc222rl++pm4GiTXN6gPJebBRSJiChFsTQSERERUT+NLFQ/LslWOy3EomQhuJzArpPA1hqgIg+YWMolJERElLqYeUBEumt3yzWDRVlcJ0hE6WVYgWx3ObsSmFkpgwfPb5fLES6aJLtY+DWtGwH1c28gyyDDLpcrcMkCERGlMgYPiEhXO+vUasU2yArF0yvM3isiouRYOEK+KTx+oK5dfuywAS/vAQ43Aedqjn3dXvm+K/DexasxIiKyAC5bICLdtLtD2xwJyM/b3WbuFRGRftyBgIDdBjjtavvGSN0WDp6S712O3l8jIiJKNYx1E5Fumrt790cWgce5fIGI0smLO4FOD7BopPw80yEDB7FaNSrFETN5NUZERBbAzAMi0k1RllyqoGVD5PZmRERGaXcDx1qSmwXV1A00dgEdPfJzJZsgPHigLajYzWULlqDH64WIyIp4uiIi3eS5ZI2D8JoHzDogIrPoVYfFEQgSdHnkeyWbIFLmQXaG3M7vl59z2ULqYt0eIiIVgwdEpKvpFcDoInZbGCh2rCAauGh1WEYXDfz/yhHI5ewMBA+iZR7YbMCwfOBgo+zOMLFUrYsQLx4PjKHn64WIyIoYPCAi3eW5eKE1ELzzRZQcetZhUYIEXr8MHGTFyDxQHrPZEv+5PB4Yh3V7iIhCMXhARJTCeOeLKHmUOizaCWGy6rAoyxYmlgFLJ6q1DUpzgDFF6s/w+ID9gS4LyrKFePF4YCw9Xy9ERFbEgolERCks1p0vIkqMUodFWSWQzDosyrIFXyAgoCxFmFUJXDYVmDxEfq60cgSAY63Av44AJzvi+xk8HhhLz9cLEZEVMfOAiCiF8c4X9QfXxEenVx2WnAwgP1MNIkSjLF9w2oEeH7C1BhiaDwzJ7ftnpMLxoN0NHG6U3SWynUBRttz/dH2dGVm3h/+3RJTqGDwgIkph7FhBieKa+L7pUYflksny/YZqYFsNMHsoMLZYPiaEbOGY51KDB3abmoWQFefVmNnHg511wNuHIn/t3DR+nRlRt4f/t9QfDDiR0Rg8IKKUVtcGnGiT1ckr8s3eG3NYvWMFL26MwzXx5qvrAD5rASaXyc+buoAXtsuPv3Ya4Av8cTw+oL1HfuxK4GrMrONBuzt64ABI7HXGY0Io/t9SfzDgRGZg8ICIUtba/cCeBvXzKWXABRPN2x8zWbVjBS9ujMXq8ObrCWQTZAausApcgMcvMw5autXMAwG5bAEAMh2J/Qwzjgd91VWI93XGY0Jv/L+lRDHgRGZhwUQiSkl1baGBA0B+Xtdmzv5Q4qJd3LS7zdyr9KasiddijQxjfHIceO5ToLZdfu4KBAQcdrWeQV17aMtGRSKZB2bp6zUUz+uMx4TI+H9LiWLxVDKLBU5XRDQYnYgSJDjRNniXL1iN1e+mKanVGXag1Q00dwFdXqA4CxhbItewH26SLfqUonEAUNMWum15nvz+bo/8elaGfgXmzF4TP5i19QD1mq4J2oBAZZ4MHNS1AwURJoSJZh6YIc8l6xpEW7oQz+vM6scEvfD/lhKVCsVTaXBi8ICIUtKwKAGCaI9T6rHyxY02tTqSdUcG/jP0KjBn9RoZVuUMy+XUBgQq8uT7unZg0UhZSPFwk7qdPfy2c4pSXlv97bZg5WOC3sz4v213y2Bnt0cGNQtcaqCz2yvrc4wtBnIzI//NAR5nzMKAE5mFwQMiSkkV+bLGQXjNA2YdWIdVL27CU6v1ouf6VKvWyLCy8BaNrgjBg5MdMsgwqkgGDyrzgPPGG7aLSZHnAmYO7f/3ptoxQVu8EVAnyUqGEWDcBNnI/9tYnTO0Nh3vexvWrjAHA8VkBgYPiChlXTARmFXJbgtWZsWLm0ip1XpgunZ60WYe2KAWTASAwiwZTHD7gMYuNdMgOwMoyTF0N02XSseERDKM0mmC3FfnjESxWJ95GCgmozF4QEQprYJBA8uz2sVNpNRqPTBdO70owYOJpcCFEwGbZimCzQbMqJDvu71y0gpELp44GKTCMSHRDKN0miDrUVSPwdD0E++yFkCt/5Pl7L0t0PsxPWv/kL4YPCAiw2hPROHrKVPhLhQR0Du1Wi9mp2tTcinBA68/NHCgOH20fL//lFpY8WgzsL8BmFhmyC6SRn8yjNJlgqxH0JLB0PSSzGUtsehV+4f0w+ABERki2olIe+JJp7RQK9IGdwD1TkF9e+RCWUpXgb6KalnxQlubWm2lbgtknkyHvOuW4ej9vwSo/09HG0O/b/dJ+T6eu3l83SRPfzKM0mWC3FfnjESlQu0KSp5kL2uJJV2yeQYTBg+ISHfxnoj0SguNVhBLmeD2JxVPO2lOh2UV8d5liCbW3Qer3lnQplZH+hvnuSI/PjHCazfSdu3u5L0WtUENXoT1LfyYEClo1lfAKPzv0NIlj101bcCTn8S/L0eb5ZtWOv4/pZr+ZBhNK5d/34Ke3q+P8CAhED0AGyml2+jAkBIgZbcF4yhBRe31AxD/sT1SwFqPcddjWUs06ZLNM5gweEBEukvkRJTsE0lfBbGiiTcVb9Nx2QXigokJ71rK0Psug153FuraQi+kErnw7WuSnpuh70Q8kWBNImmh645wctmX/h4TktGeMxneOQSU5cjXLyAnELGCGtEmuMo2Hr+aXaM832C5kA8v3ghE7rawtQbYUgPsrJdvejH6fzfP1TvYGS0YHq3DxmB5rQxUpGN+osf2SPR4zRiZXZMu2TyDCYMHRKS7RE4MyTyRGNVyb0+D7Aph1QwEve8y6HFnYe3+0Dae0SRycRa+rV4TcasGa9KBUccEPQkAz+/Q92cMpgBUePHG8Elyu1sGDozA/930pOcxX4/XTLKXtcTC5S7Ww+ABEeku3hNRstdNGtVyD5DtJK0aPNA76p/sOwt1bfEFDpJBjwszKwZr0oWRxwQr4yRWxRRuGig9X0N6vWYSWdYCsNvCYMLgAREZIvxEZES3BaNa7gHAMIsGDgD97zIk+87CibbkPVdf9Lgws1qwJp0YeUywMk5iVUzhpoHS82+q52smkWUtkR6P9zGyFgYPiMgwkU5E2q/p8fOMaLk3pUz/E2K8RR8T7QigBHDCgztA6nZbMDJQo8eFmdWCNenEqGNCSTawcETv4nmbjwMnO+XduW6vfHzJGPm1eO/m6b1kAUj8dR+rDa/2zqUV7zQyhZsGSs/XEF8zZDQGD4gorcUqiGWVbgt6F3jTFn2Mt1MAEHnbaEW1kqkiX+6vEUsX9LowU16XenZbUCZ0QN/F8xTKBC886JRO6aaRjgnJ6LZQ2wZsrZXPMasSmFjW+2fvPyWDBxNLge118rHJ5bLNYySR/veMmMgm8rqPpw2vlhXrKWiDq0Bi/0+JdlvQ/t9Ga//a12sx3boBpQPtayjVuy0QxWITQgza7L1jx45h5MiR+OyzzzBixAizd4eIqJd2N7D6E2PSrL88w1oXmlbutqC3gbbejIcVJ4F66uwB/rBZfnzhRGBShODBO4eAHXXya/saZNDg3xcm/rPCJ5hmdVtodyfWlhKQWQ03zrPu/5ae9Pi/tXo3IKJ0ZdV5KDMPiIhSGIs+RleR33t/E2kzlsjaTSvRu5uD4u1AUb1YWQqpmMmjF6dd/XhMceRtRhcBrd0y0AAAPn//flb4ErA818DXHPdn3PtTCE6pp6C8bnIz+p8FY0TtHKPo9X9r9W5AqUYJWsd63SrZJh0eax/TiCJh8ICIKIWx6CMlysjq8Gt2A41dfW8Xb8tM7RIaq3Foggf+KP+w40qA463A1prY21lFf+qB2ABsrwUONCZvP7SvL6Vrj9WyYvT8v7VaYDhVxdsiWMuIY1q7W82uG8gSmnQKxpF+LB88eOSRR/CLX/wCtbW1mD17Nn7zm99g4cJ+5AASUcrSFguMlp4b64Ro5TXa6VT0kYxhZLX2eAIHibLqnVKHXWYf2G2xMwqUgEG2EzhrrDH7ppf+FIKbNwzYfEK/fRKwZqtJPf9vGRgeuIG0CNbzmKbHUpd0CMaRfiwdPHjuuedw991347HHHsOiRYvwq1/9ChdeeCH27t2L8vJys3ePiJKgv8UCI7HqGu1Eij72t9uCEd0iDjeqaZxA/EWilP2NVFyMejOyOrxerHqn9LZFsb8uBNAWqC0wvSJyXQSr6asNb3i3hf2n9N8nK7aa1Ov/loHh5Bhoi2A9jmlGLFGzajCO9GPp4MGDDz6Ir33ta7jpppsAAI899hheeeUVPPHEE/jud79r8t4R0UC1u5N7x93KJ8A8V+h+x7uGP9pa6GgtM/UQfmck3hR2IHbHCKsGg4wwkOrw0daZ17fH38FjoNL5TunhJvm+xcDlJXqL1YY3/HEj/rZ6tFg1Qvj/LbstpI6Bvm71eN0btUTNisE40o9lgwc9PT3YvHkz7rnnnuBjdrsd559/PtavX2/inhFRsiS7WCBPgMbT886IlYNBRgif0CVSPC9S0KkiH7Db1YCeDUBFHlDbnqw9ltL5TqnNpn7c3mPefphJ71arSpq1VY8LkQIxkQIziRTJpIEbyOtWr2OaUQEyqwbjSB+WDR40NDTA5/OhoiL0tlNFRQX27NkT8Xvcbjfcbnfw87a2AeYgEZGukl0skCdA4+l5Z4TBIOOFL6HJc8XfMhPgnVIAOGM0sL4aqBpp9p6Y54KJcg04uy2QlcT7ujWq24IRS9SsHoyj5LNs8KA/Vq1ahfvvv9/s3SCiOCW7WCBPgMbTM1jDYJA5wpfQJNIyk3dKZcHA2ZWh3RkGo/DXTaJZMNG2JdJTvK9bo45rSkCX3RbIKJYNHpSVlcHhcKCuri7k8bq6OlRWVkb8nnvuuQd333138PPjx49j2rRpuu4nEQ1M+J3OwdZtwer0vDPCYBBZ1WAPHBBR8uS5etdBSkYAl+dXisSywYPMzEzMnz8fb731Fi6//HIAgN/vx1tvvYWVK1dG/B6XywWXS/1PaG1tNWJXiWiAtHc6E1nnOdjuaKYq7Z0RdlsgIiIisibLBg8A4O6778YNN9yABQsWYOHChfjVr36Fjo6OYPcFIiJKDfHeGYkW8DGyOwQRERER9Wbp4MHVV1+NkydP4vvf/z5qa2sxZ84cvPbaa72KKBIRERERERFR/1k6eAAAK1eujLpMgYiIiIiIiIgGjiV7iIiIiIiIiCgmBg+IiIiIiIiIKCYGD4iIiIiIiIgoJgYPiIiIiIiIiCgmBg+IiIiIiIiIKCYGD4iIiIiIiIgoJgYPiIiIiIiIiCgmBg+IiIiIiIiIKCYGD4iIiIiIiIgoJgYPiIiIiIiIiCgmBg+IiIiIiIiIKCYGD4iIiIiIiIgoJgYPiIiIiIiIiCgmBg+IiIiIiIiIKCYGD4iIiIiIiIgoJgYPiIiIiIiIiCgmBg+IiIiIiIiIKCan2TtgJr/fDwCoqakxeU+IiIiIiIhoMFDmn8p81CoGdfCgrq4OALBw4UKT94SIiIiIiIgGk7q6OowaNcrs3YibTQghzN4Js3i9XmzZsgUVFRWw21NvBUdbWxumTZuGXbt2IT8/3+zdGRQ45ubh2JuHY288jrm5OP7m4Lgbj2NuLo6/eVJ97P1+P+rq6jB37lw4nda5nz+ogweprrW1FYWFhWhpaUFBQYHZuzMocMzNw7E3D8feeBxzc3H8zcFxNx7H3Fwcf/Nw7PWRerfbiYiIiIiIiCilMHhARERERERERDExeJDCXC4XfvCDH8Dlcpm9K4MGx9w8HHvzcOyNxzE3F8ffHBx343HMzcXxNw/HXh+seUBEREREREREMTHzgIiIiIiIiIhiYvCAiIiIiIiIiGJi8ICIiIiIiIiIYmLwgIiIiIiIiIhiYvCAiAzB2qxEZAQea4jIKDze0GDD4IEJvF4vAMDv95u8J4PHoUOHsHLlSnz88cdm78qg1NDQgJMnTwZf+zzZGkc5zvh8PpP3ZPA4ePAg7rvvPhw4cMDsXRl0mpqa0N7eHvycxxrj8FhjPB5rzMXjjTl4rDEXgwcG+8Y3voFly5YBAOx2Dr/ehBC47bbbMGHCBHR2dmLatGlm79Kgc8cdd2D27Nn44he/iHPPPRc7duyAzWYze7cGhbvvvhtf+cpXAAAOh8PkvUl/yvFm4sSJqKmpwYgRI8zepUHljjvuwGmnnYbLLrsM1113HWpqanisMQiPNcbiscZ8PN6Yg8ca83H2apDdu3dj2bJlWLNmDdauXYu//OUvAJh9oKf/+7//Q1lZGTZu3IhNmzbhiSeeQE5ODgBGh43gdrtx7bXXYuvWrXjhhRfwgx/8AIWFhbjsssvw+uuvm717aW3Lli244IIL8Oc//xnPPfdccLwZpdfPM888g7KyMnz00Uf46KOP8D//8z/IysoCwOON3trb23HZZZdhy5YteOKJJ3Ddddfh8OHDWLZsGXbs2GH27qU1HmuMx2ONuXi8MQePNamDwQOD7N69G0OHDsWTTz6Jb3zjG/jWt74Fj8fD7AMdvfzyyygoKMD//u//Yv78+di6dSuef/55bN26NSTNjPSxf/9+bN26FT/4wQ9w+umnY+nSpXjppZdQX1+PBx98EHv27DF7F9PWpk2bMHz4cKxevRrXXnstvvWtbwGQUXpeXOrjqaeeQkFBAV5++WUsWLAAO3bswBtvvIFDhw6hq6sLAC/s9bJ161YcOnQIjzzyCM466yzcfPPNeP7557Fjxw78+te/xvHjx83exbTFY43xeKwxF4835uCxJoUI0oXP5wv5vKGhQezatUsIIcThw4fFsGHDxHe/+92I21L/hI/jvn37xFlnnSVuvPFG8cUvflGMGTNGzJkzR5SUlIjzzjtPNDc3m7Sn6Sl8/N977z1ht9tFV1dX8LHa2loxZcoUMXnyZPHDH/7Q6F0cNGpra8Wnn34qhBDinXfeEUOHDhUPPvigEEIIr9dr5q6lrW3btolx48aJe++9V1x55ZVizJgxYsaMGWLo0KHi2muvNXv30trf//53kZubG/LY1q1bRUVFhRg/frz485//bNKepT8ea4zHY425eLwxB481qcMmBMM1yfbDH/4Qhw8fxrhx43D77bejtLQ05Os+nw+PPvoovvnNb2L//v0YNWoUhBBcKzUA4WNeXFwMu92OVatW4Te/+Q3OOOMMfO9730N+fj4aGhrw+c9/HldccQUefvhhuFwus3ff8iK95uvq6rB48WJccMEFeOihh5Cbm4s77rgDDQ0NaGxshNPpxNNPP43CwkKzd9/SVq1ahfr6ekyZMgU33XQTMjMzQ77e3NyMn/3sZ3jyySexf/9+5Ofnw+/3M+tpAKKN+R133IHHH38cV155Je6++25kZGRgz549+OpXv4p77rkH9957L4/1AxRp7D/66CN85StfwTXXXIMf/vCHAIAVK1bA5XLhjTfewJw5c/DnP/+ZYz9APNYYj8cac/F4Yw4ea1KciYGLtFNdXS3mzZsnZs6cKVasWCEqKyvFggULxAsvvCCEEMLv9we3PXnypFiwYIG4/PLLzdrdtBBtzJ999lkhhBBtbW3i5z//udi3b1/I9z3//PMiOztb1NbWmrHbaSPS+M+fP1+8+OKLQggh/va3v4mMjAwxc+ZMkZeXJyZMmCBOnTol3nrrLeFyuURLS4u5v4CF7dmzR0ybNk3MnDlTXH311aK4uFgsWbJEbNiwQQgRerzZsmWLmDFjhvj6178uhGC2U39FG/P3339fCCFES0uL+N73vicOHToU8n2/+MUvRFFRkfB4PGbsdlqINPZnnXWW2LJli/D5fOLhhx8WNptNnH766aKgoEBMmDBBtLa2ij/96U+iuLjY7N23NB5rjMdjjbl4vDEHjzXWwOBBEq1evVrMmTMnmA7f3t4uPv/5z4vPfe5zYuvWrUIIEXJAf+mll4TNZhPvvvuuEEKI119/Xezdu9f4HbewWGP+ySefCCGEaG1t7fV97733nsjOzhbvvfeeofubbqKN/xlnnBF8zX/yySfimWeeEa+//nrw+15++WUxbty4Xhc+FL8HHnhAVFVVBY8pNTU1Yvbs2eLLX/6yOHDggBBCPd50d3eL3/72tyI/P1/s3LlTCCHEunXrRGNjozk7b1Gxxlw5dkcKiD399NOivLw8mHJJiYs29ldddVXwOLJu3TrxyCOPiJdffjn4fY888oiYP3++aGhoMGW/0wGPNcbjscZcPN6Yg8caa2B+RxIdOXIEGRkZyM3NBQDk5ubim9/8JlwuF372s58BAJxOZ7Cwx3nnnYerr74aN9xwAxYvXozLL78czc3NZu2+JcUa81/84hcAgPz8/F7ft3btWpx++umoqqoydH/TTazx/+lPfwoAmDt3Lq655hosXbo0+H2vvvoq5syZg7Fjx5qy31bn9Xqxc+dOlJeXB1sVVVZW4v/9v/+H6upq/OEPfwCgHm9cLhcuueQSfO5zn8Py5cvxuc99Dpdccgnq6+vN/DUspa8xX716NQCgoKCg1/euX78eixcvxsyZM43c5bTR19g//vjjAICzzz4bt99+e7Adss/nwwcffIBZs2b1Wj5I8eGxxng81piLxxtz8FhjHQweJFF3dzecTmfIC/ess87CxRdfjN27d+PNN98EoFbBPX78OE6dOoWjR49i5syZqKurw8KFC03Zd6uKd8wBYN++fTh48CBWrlyJP/zhD7juuutCgjmUuGjjf8kll2DPnj0h43/w4EHs2rULt912G/7+97/juuuuA8Cq0P3hdDrhdrvR1dUFv98fbFV01VVXYf78+di4cSO2bNkCQB1fr9eLxsZGbNu2DVOmTEFtbS0mT55s2u9gNYmMOQBUV1fjyJEjWLlyJf7xj3/g+uuvB8DXe3/EGvsFCxbgo48+Chn7/fv34+DBg1ixYgXef/99HmsGgMca4/FYYy4eb8zBY42FmJHukG6UdTa7d+8WNpstuN5bsXXrVrFo0SLx05/+NPjYnj17xGmnnSamT58uduzYYeTupoVEx/zUqVPi29/+thg6dKg444wzxLZt24ze5bTSn9f8X/7yF7Fw4UKxePFijv8AKFWF33nnHWG328WWLVuEEGoq37p168SECRPE888/H/yeTZs2iUmTJok5c+YE0/sofomO+b59+8Q3v/lNUVlZKaqqqphCPAD9eb3/7ne/E5MmTRKLFi3i2A8AjzXG47HGXDzemIPHGmth8CBB2mIdCm0dg6uuukrMnTtXnDx5MmSbRYsWiTvuuCP4eWtra3BNOMU2kDFfuXJl8PNt27YF60tQ/JL1mm9paRHbt2/Xb0fTSKxiV8rXurq6xNlnny3OP/98IUTo32n8+PEhrTAbGhqChbYosmSM+f333y+EEKKzs1O888474q233tJxj9NHsl/vp06dEps2bdJpb9NLW1tbyOfaceWxRh/JGHMea/ov2a95Hm/ic+TIEfHZZ58JIXq3VuSxxlq4bKEPHo8Hv/zlL/Hiiy8CQEjbFSWlxul0oqenBwcOHMAvf/lL7NmzBw899BBaWloAyLQal8uF4uLi4Pfm5+dj9uzZBv4m1pHMMS8pKQl+76xZs3DWWWcZ+JtYk16v+YKCAsyYMcPA38R6enp68J3vfAdf//rXcffdd+PQoUPBr3m9XgBy7H0+H1paWnD//ffj3XffxWOPPRZM42tqakJubm7wtS+EQGlpKc444wzjfyELSOaYK+tcs7OzsWTJEpx77rnG/0IWosfrHQBKSkqwYMECY38Zi+np6cEdd9yByy+/HFdccQWee+65YGs5j8cDgMeaZEvmmPNYkzg9XvMAjzfxWLNmDcaOHYs77rgDAII1DbTXlDzWWIgpIQuLePXVV8XUqVOFzWYTy5cvF8ePHxdC9L4T+/DDD4ucnBzxs5/9TAghxOOPPy4mTJggLrzwQrFmzRpx1113iaFDh4qPPvrI8N/Bajjm5uL4m+f5558Xw4YNE+ecc474r//6LzFs2DBxwQUXiA8++CBku4cfflhkZmaK1atXCyGE+PGPfyzKy8vFLbfcIt577z1x1113ibFjx4rdu3eb8WtYCsfcPBx78/zxj38UQ4cOFUuWLBF//OMfxfnnny+qqqrEP//5z5DtOPbJwzE3F8ffXN/73vfE4sWLxbx588Rf//pXIURo9gHH3VoYPIiivb1d3HLLLeI//uM/xKpVq8SCBQvEo48+GrKN2+0Wt956qygvLxd/+tOfQnqMvvTSS+KSSy4RVVVVYsGCBcEepRQdx9xcHH/zbNmyRVx88cVi1apVwceqq6vF2LFjxdNPPy2EEKK5uVksX75cDBs2TDz11FMhAZ1f//rX4swzzxQzZ84Us2fPFhs3bjT8d7Aajrl5OPbm2bt3r/jSl74kHnrooeBjR44cERUVFWLt2rVCCDn21157Lcc+STjm5uL4m0e5RlyxYoW44447xM033yzOPPNM0dPTI4Tgcd6qGDyIwu/3iw8++EDs2bNHCCHElVdeKS677LKQQm9+v1/s27cvpNeudjIlhBC1tbXG7HAa4Jibi+Nvno0bN4pvfvObwUwP5cQ6b948ce+99woh5FrAjz76KOrY+3y+YP9p6hvH3Dwce/M0NjaKjRs3iqampuBjn3zyiVi6dKlYv359cO3xxo0bOfZJwjE3F8ffXH6/X1x44YViw4YN4uWXXxbTpk0TDz/8sBBCBg82bdokWltbg9tz3FMfgwcBL7zwgli7dq04ceJExK+/8cYbYu7cueK+++6LWECOEscxNxfH3zzK2CuTp0iam5vF5MmTe6VVUv9wzM3DsTdPX8f5FStWCKfTKebMmSPKysrExRdfLP71r38JIXoXNaP4cMzNxfE3R6RxV8bzkksuEe+9955oaGgQ9957r5g1a5a49tprxapVq4Tb7TZrl6mfBn3w4I9//KMoLy8XCxcuFEOGDBFnnHGG+Pvf/y6EkBEv7aTp9ttvF2effbZ48803hRCRq9BT3zjm5uL4myfW2Pv9/pCI+9GjR8XEiRPFgQMHzNrdtMAxNw/H3jx9HecV11xzjXjttddEe3u7+OCDD8SXv/xlUVVVZdZuWxrH3Fwcf3NEGndt++7GxkZRWVkZDBLcddddIisrS2RnZ4uPP/7YpL2mgRi0wQOPxyN+9atfialTp4rf//73wu12iw8++EBcf/314uKLLxbd3d3BbbU97ZX2c+3t7cLn84m9e/cKIRitjAfH3Fwcf/MkMvZKgGb16tViwoQJorOzM/i1U6dOhWxD0XHMzcOxN0+8Y6+kaoeP7b333ivmzp0bM0uEQnHMzcXxN0e84378+HFx9dVXi2eeeUbMnDlTlJWViUsvvVRMmTIl2OKS15PWMmhbNXZ0dODkyZO44YYbcNNNNyEzMxOnn346pk2bhtbW1mCbKACw2+0QQmDKlCn44he/iI8//hg/+tGPcNppp2H58uXw+XzBtiMUHcfcXBx/8yQy9kprzDVr1uDSSy9FdnY2tm7diqVLl+JHP/pRsLUUxcYxNw/H3jzxjr3T6ew1tj6fDwcPHsT8+fMxbNgws34Fy+GYm4vjb46+xl1pf+nz+fD888/j+uuvx1lnnYX9+/fjZz/7GcaMGYO77roLAHg9aTWmhS1MsG/fvpCI45YtW4LRLuVO61/+8hcxZ86cXmtwlK9v2rRJZGRkCJvNJr7+9a9zrU4fOObm4vibZyBj397eLs4991zxzDPPiNtuu004HA6xfPnyYGE5ioxjbh6OvXkGMvZCCNHZ2SmOHTsmbrnlFjF58mTxzjvvCCGY8RELx9xcHH9z9Hfcn3322V7dEh577DHxi1/8Qvj9fo67xQyK4MFzzz0nxowZIyZPniwWLlwofv/734d8XbsW6tprrxU33nijEEJNcVI8+uijwmaziaVLl4qDBw/qv+MWxjE3F8ffPMkY+61btwqbzSZsNptYvHix2LVrlzE7b1Ecc/Nw7M3T37HXpgj/7W9/E//xH/8hKioqxJIlS8T+/fuN2XmL4pibi+Nvjv6Oe6QAsBIo4FIF60r74MEbb7whxowZIx555BHx2muvibvvvltkZGSIxx9/XHR1dQkhRDDq1dXVJWbNmiX+9Kc/RXyubdu2ieeee87I3bckjrm5OP7mSdbYv/fee2LJkiXBHtQUHcfcPBx78yRr7Hfu3Cl++ctfBoviUnQcc3Nx/M2RrHFnsCB9pG3wQIls3X///WL+/Pkh0a/bb79dLFiwIFiFVXH8+HExZswYsW/fPiGETM+56667jNtpi+OYm4vjb55kjf2dd95p3E5bHMfcPBx783DsjccxNxfH3xy8pqRo0rZgolIQZdeuXRg/fjwyMjKCxTt+/OMfIysrC2vWrEFtbW3we958802MHDkSQ4cOxTe+8Q1MmzYNR48ehcfjgRDClN/DSjjm5uL4mydZY19dXQ2PxwO/32/K72ElHHPzcOzNk+yx53G+bxxzc3H8zcFrSorKxMBFUr3xxhvijjvuEA899FBIUY7HH39c5OfnB9NllMjZ448/LiZNmhRSJOWqq64SxcXForS0VEyfPj3YQoQi45ibi+NvHo698Tjm5uHYm4djbzyOubk4/ubguFO8LB88OHHihLj00ktFeXm5WL58uZg5c6YoLCwMvvD37t0rhg8fLv7rv/5LCCFCqn9WVlaKhx56SAghREdHh7j00kvFiBEjxLPPPmv472ElHHNzcfzNw7E3HsfcPBx783DsjccxNxfH3xwcd0qUpYMHHR0d4oYbbhBXX321OHToUPDxhQsXBit9tra2ih//+MciOztbVFdXCyHUdTxnn322uOWWW4Lf9/HHHxu499bEMTcXx988HHvjcczNw7E3D8feeBxzc3H8zcFxp/6wdM2DnJwcuFwu3HjjjRg7diy8Xi8A4JJLLsHu3bshhEB+fj6uvfZazJs3D1/+8pdx9OhR2Gw2VFdXo76+Hpdffnnw+ebPn2/Sb2IdHHNzcfzNw7E3HsfcPBx783DsjccxNxfH3xwcd+oPmxDWrmDh8XiQkZEBAPD7/bDb7Vi+fDlyc3Px+OOPB7c7fvw4lixZAq/XiwULFuDDDz/ElClT8PTTT6OiosKs3bckjrm5OP7m4dgbj2NuHo69eTj2xuOYm4vjbw6OOyXK8sGDSD73uc/ha1/7Gm644YZgFWe73Y4DBw5g8+bN2LhxI2bPno0bbrjB5D1NHxxzc3H8zcOxNx7H3Dwce/Nw7I3HMTcXx98cHHeKJe2CB4cOHcLpp5+OV155JZg+09PTg8zMTJP3LH1xzM3F8TcPx954HHPzcOzNw7E3HsfcXBx/c3DcqS+WrnmgpcRA3n//feTl5QVf8Pfffz++8Y1voL6+3szdS0scc3Nx/M3DsTcex9w8HHvzcOyNxzE3F8ffHBx3ipfT7B1IFpvNBgD46KOPcOWVV2Lt2rX4+te/js7OTvzpT39CeXm5yXuYfjjm5uL4m4djbzyOuXk49ubh2BuPY24ujr85OO4UN6PaOhihq6tLTJgwQdhsNuFyucRPf/pTs3cp7XHMzcXxNw/H3ngcc/Nw7M3DsTcex9xcHH9zcNwpHmlX8+CCCy7AxIkT8eCDDyIrK8vs3RkUOObm4vibh2NvPI65eTj25uHYG49jbi6Ovzk47tSXtAse+Hw+OBwOs3djUOGYm4vjbx6OvfE45ubh2JuHY288jrm5OP7m4LhTX9IueEBEREREREREyZU23RaIiIiIiIiISB8MHhARERERERFRTAweEBEREREREVFMDB4QERERERERUUwMHhARERERERFRTAweEBEREREREVFMDB4QERERERERUUwMHhAREQ1SN954I2w2G2w2GzIyMlBRUYELLrgATzzxBPx+f9zPs3r1ahQVFem3o0RERGQ6Bg+IiIgGsYsuugg1NTU4cuQI/vnPf+Kcc87BN77xDVx66aXwer1m7x4RERGlCAYPiIiIBjGXy4XKykoMHz4c8+bNw/e+9z2sWbMG//znP7F69WoAwIMPPoiZM2ciNzcXI0eOxO2334729nYAwLp163DTTTehpaUlmMVw3333AQDcbje+9a1vYfjw4cjNzcWiRYuwbt06c35RIiIiGhAGD4iIiCjEueeei9mzZ+Pvf/87AMBut+PXv/41du7ciaeeegpvv/02vvOd7wAATj/9dPzqV79CQUEBampqUFNTg29961sAgJUrV2L9+vV49tln8emnn+Kqq67CRRddhP3795v2uxEREVH/2IQQwuydICIiIuPdeOONaG5uxj/+8Y9eX7vmmmvw6aefYteuXb2+9te//hW33norGhoaAMiaB3feeSeam5uD21RXV2PcuHGorq7GsGHDgo+ff/75WLhwIf77v/876b8PERER6cdp9g4QERFR6hFCwGazAQDefPNNrFq1Cnv27EFrayu8Xi+6u7vR2dmJnJyciN+/fft2+Hw+TJo0KeRxt9uN0tJS3fefiIiIkovBAyIiIupl9+7dGDt2LI4cOYJLL70Ut912G37yk5+gpKQE77//Pm6++Wb09PREDR60t7fD4XBg8+bNcDgcIV/Ly8sz4lcgIiKiJGLwgIiIiEK8/fbb2L59O+666y5s3rwZfr8fDzzwAOx2WSrp+eefD9k+MzMTPp8v5LG5c+fC5/Ohvr4eZ555pmH7TkRERPpg8ICIiGgQc7vdqK2thc/nQ11dHV577TWsWrUKl156Ka6//nrs2LEDHo8Hv/nNb3DZZZfhgw8+wGOPPRbyHGPGjEF7ezveeustzJ49Gzk5OZg0aRKWL1+O66+/Hg888ADmzp2LkydP4q233sKsWbOwbNkyk35jIiIi6g92WyAiIhrEXnvtNQwdOhRjxozBRRddhHfeeQe//vWvsWbNGjgcDsyePRsPPvggfvazn2HGjBn4y1/+glWrVoU8x+mnn45bb70VV199NYYMGYKf//znAIAnn3wS119/Pb75zW9i8uTJuPzyy7Fp0yaMGjXKjF+ViIiIBoDdFoiIiIiIiIgoJmYeEBEREREREVFMDB4QERERERERUUwMHhARERERERFRTAweEBEREREREVFMDB4QERERERERUUwMHhARERERERFRTAweEBEREREREVFMDB4QERERERERUUwMHhARERERERFRTAweEBEREREREVFMDB4QERERERERUUwMHhARERERERFRTP8f1sdolzlkREwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "drawdown.contributions['available_funds'].plot(ax=ax1, marker='.', linestyle='')\n",
    "#plt.plot_date(x = drawdown.contributions.index, y=drawdown.contributions['available_funds'], fmt='x')\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "#ts_voo['quantity'].fillna(0).cumsum().plot(ax=ax2)\n",
    "ts_voo['VOO'].plot(ax=ax2, linestyle='--')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "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>contributions</th>\n",
       "      <th>available_funds</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-01-04</th>\n",
       "      <td>10000</td>\n",
       "      <td>10000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-05</th>\n",
       "      <td>0</td>\n",
       "      <td>6609.700012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-06</th>\n",
       "      <td>0</td>\n",
       "      <td>6609.700012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-07</th>\n",
       "      <td>0</td>\n",
       "      <td>6609.700012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-08</th>\n",
       "      <td>0</td>\n",
       "      <td>6609.700012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-12-22</th>\n",
       "      <td>0</td>\n",
       "      <td>1294.490112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-12-26</th>\n",
       "      <td>0</td>\n",
       "      <td>1294.490112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-12-27</th>\n",
       "      <td>0</td>\n",
       "      <td>1294.490112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-12-28</th>\n",
       "      <td>0</td>\n",
       "      <td>1294.490112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-12-29</th>\n",
       "      <td>1000</td>\n",
       "      <td>2294.490112</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>753 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            contributions  available_funds\n",
       "Date                                      \n",
       "2021-01-04          10000     10000.000000\n",
       "2021-01-05              0      6609.700012\n",
       "2021-01-06              0      6609.700012\n",
       "2021-01-07              0      6609.700012\n",
       "2021-01-08              0      6609.700012\n",
       "...                   ...              ...\n",
       "2023-12-22              0      1294.490112\n",
       "2023-12-26              0      1294.490112\n",
       "2023-12-27              0      1294.490112\n",
       "2023-12-28              0      1294.490112\n",
       "2023-12-29           1000      2294.490112\n",
       "\n",
       "[753 rows x 2 columns]"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drawdown.contributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2021-01-04     10.0\n",
       "2021-01-05     10.0\n",
       "2021-01-06     10.0\n",
       "2021-01-07     10.0\n",
       "2021-01-08     10.0\n",
       "              ...  \n",
       "2023-12-22    115.0\n",
       "2023-12-26    115.0\n",
       "2023-12-27    115.0\n",
       "2023-12-28    115.0\n",
       "2023-12-29    115.0\n",
       "Name: quantity, Length: 753, dtype: float64"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#drawdown.holdings.to_pandas()['quantity'].cumsum()\n",
    "ts_voo['quantity'].fillna(0).cumsum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ts",
   "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}