EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import plotly.express as px\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "datix_df = pd.read_csv(\"Data/test_data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Datix ID                                      0\n",
       "Category                                      0\n",
       "Sub Category                                  0\n",
       "Result                                        0\n",
       "Actual Harm                                   0\n",
       "Incident Date                                 0\n",
       "Time of Incident                              0\n",
       "Reported Date                                 0\n",
       "Division                                      0\n",
       "Speciality                                    0\n",
       "Location (Exact)                              0\n",
       "What Happened?                                0\n",
       "Action Taken (at the time of the incident)    0\n",
       "Summary of Actions Taken (Investigation)      0\n",
       "Lessons Learned                               1\n",
       "Approved Date                                 0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for missing values:\n",
    "datix_df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "harm_by_category = datix_df.groupby(['Category', 'Actual Harm']).size().unstack()\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "harm_by_category.plot(kind='bar', stacked=True, figsize=(12, 8))\n",
    "plt.title('Harm Types Per Category')\n",
    "plt.xlabel('Category')\n",
    "plt.ylabel('Number of Incidents')\n",
    "plt.xticks(rotation=45)\n",
    "plt.legend(title=\"Harm Type (Actual Harm)\", bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "harm_level_counts = datix_df['Actual Harm'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "harm_level_counts.plot(kind='bar')\n",
    "plt.title('Most Common Harm Levels')\n",
    "plt.xlabel('Harm Level')\n",
    "plt.ylabel('Number of Incidents')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\flami\\AppData\\Local\\Temp\\ipykernel_32672\\71455053.py:3: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n",
      "  datix_df['Time Rounded'] = datix_df['Time of Incident'].dt.round('H')\n"
     ]
    },
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           "bgcolor": "#E5ECF6",
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            "linecolor": "white",
            "ticks": ""
           }
          },
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           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
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          },
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        },
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     },
     "metadata": {},
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    }
   ],
   "source": [
    "# Convert 'Time of Incident' to datetime and round to nearest hour as keep getting an error?\n",
    "datix_df['Time of Incident'] = pd.to_datetime(datix_df['Time of Incident'], format='%H:%M')\n",
    "datix_df['Time Rounded'] = datix_df['Time of Incident'].dt.round('H')\n",
    "\n",
    "incident_by_hour = datix_df.groupby(datix_df['Time Rounded'].dt.hour).size()\n",
    "\n",
    "# Create an interactive bar plot using Plotly\n",
    "fig = px.bar(incident_by_hour, \n",
    "             x=incident_by_hour.index, \n",
    "             y=incident_by_hour.values, \n",
    "             labels={'x':'Hour of the Day', 'y':'Number of Incidents'},\n",
    "             title='Incident Distribution by Rounded Hour')\n",
    "\n",
    "fig.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert 'Incident Date' to datetime if not already\n",
    "datix_df['Incident Date'] = pd.to_datetime(datix_df['Incident Date'], format='%d/%m/%Y')\n",
    "\n",
    "# Extract the day of the week (Monday = 0, Sunday = 6)\n",
    "datix_df['Day of Week'] = datix_df['Incident Date'].dt.day_name()\n",
    "\n",
    "incidents_by_day = datix_df['Day of Week'].value_counts()\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(10, 6))\n",
    "incidents_by_day.plot(kind='bar', color='skyblue')\n",
    "plt.title('Incident Count by Day of the Week')\n",
    "plt.xlabel('Day of the Week')\n",
    "plt.ylabel('Number of Incidents')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "datix_df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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I02Pu3LkO7/v7hggAAAAAAICjDGl67Ny50/bvgoIC7dq1S35+fmrSpInKlSunQ4cO6cSJE3rggQeMiAcAAAAAAEzAkKbHihUrbP+eNGmSGjRooLFjx8rD42ocq9WqV199VadOnTIiHgAAAAAApRzLWxxh+Dk9EhISlJCQYGt4SFfXJvXp00cPPfSQgckAAAAAAIA7M/yStX5+ftq2bVuh7YmJiapXr54BiQAAAAAAKN0spehPaWb4TI+XXnpJQ4cO1ebNm9W4cWNJ0v79+5WcnKz4+Pjbfl5Xn8j22nhGnUCXel035p1SM/UaM76rx6Ne147v6vGo17Xju3o86nXt+K4ej3pdO74RY94pNRtdL2CxWq1Wo0OkpKQoISFBqampkqR7771XvXv31t13321wMgAAAAAASp/s/MIrJoxS0aON0RGKVSqaHs5w6tR5l45nsUg1a1bW6dPn5epX1MenMvW6wJ1WM/W6DvU6H/W6DvU6H/W6DvU6351Wr3Tn1Wx0vWaWnf8foyPYVPS43+gIxTJ8ectvv/2mxYsXa//+/crPz9f1PZjly5ff1vMa1cqxWo0Zm3pdO/adVDP1um5cI1Cv68Y1AvW6blwjUK/rxjUC9bpuXKPcaTUbVS9geNNj+PDh2r9/v7p37y5vb2+j4wAAAAAAAJMwvOnx9ddfa+XKlWrWrJnRUQAAAAAAcAul/aoppYXhl6z19/dXmTKGxwAAAAAAACZj+EyP4cOHa/z48YqNjVX9+vVVrlw5u8dr165tUDIAAAAAAODODG96DB48WJL0zDPPyPK7izdbrVZZLBYdPHjQqGgAAAAAAJRKv//5GcUzvOnxxRdfGB0BAAAAAACYkOFNjzp16hgdAQAAAAAAN8NMD0cY3vRo3LjxDaflsLwFAAAAAADcDsObHsuXL7e7f+XKFf30009asmSJhgwZYkwoAAAAAADg9gxverRs2bLQttatWysgIEBTp05VZGSkAakAAAAAACi9LCpjdAS3UGpfpRo1aigtLc3oGAAAAAAAwE0ZPtNjw4YNhbZdvHhR69at03333efyPAAAAAAAwBwMb3q88cYbdvctFovKlSunpk2bck4PAAAAAACKxNVbHGFo0+PUqVNKTEyUh8fVGAcOHNCOHTtUs2ZNderUSRUrVjQyHgAAAAAAcGOGnNPj4sWLevbZZ9WmTRulp6dLkt5//31FR0dr1apVWrBggbp3766TJ08aEQ8AAAAAAJiAIU2POXPm6Oeff9bKlSsVGBio7OxsTZ48Wc2aNdPGjRv16aefKiIiQq+99poR8QAAAAAAKNUsFkupuZVmhjQ9EhMTNXr0aIWHh8tisSgpKUkXL15U3759Va5cOUnSww8/rKSkJCPiAQAAAAAAEzDknB5ZWVm6++67bfe//vprlS1bVhEREbZtPj4+ysnJMSIeAAAAAAClXOmeYVFaGDLTw9/fXxkZGZIkq9WqrVu3KjQ0VFWrVrXts3v3btWqVcuIeAAAAAAAwAQMaXr89a9/1ZQpU/TFF1/olVde0YkTJ/TYY4/ZHj906JBmzpypyMhII+IBAAAAAAATMGR5y8CBA3XhwgWNGjVKFotFsbGxioqKkiRNmzZNS5YsUdu2bTVw4EAj4gEAAAAAUKpZjJnD4HYMaXp4eHho5MiRGjlyZKHHevbsqe7duys4ONiAZAAAAAAAwCwMaXrcSFBQkNERAAAAAACACZS6pgcAAAAAALgZrt7iCBYBAQAAAAAAU6LpAQAAAAAATInlLQAAAAAAuBkLy1scwkwPAAAAAABgSsz0AAAAAADAzVgszPRwBDM9AAAAAACAKdH0AAAAAAAApsTyFgAAAAAA3A5zGBzBqwQAAAAAAEyJpgcAAAAAADAllrcAAAAAAOBmLOLqLY5gpgcAAAAAADAlmh4AAAAAAMCUWN4CAAAAAIDbYXmLI5jpAQAAAAAATImZHgAAAAAAuBmLhZkejmCmBwAAAAAAMCWaHgAAAAAAwJRoegAAAAAA4HbKlKLbrcnNzdWoUaPUokULRUREaPHixcXu+8MPPyg6OlqhoaHq1auXkpOTb2ksmh4AAAAAAMBlpk+fruTkZC1btkzjxo3T3Llz9dlnnxXaLzs7W88884xatGihhIQEhYWFKSYmRtnZ2Q6PRdMDAAAAAAC4RHZ2ttauXavRo0crJCREHTt21IABA7Rq1apC+37yySfy8vLS8OHD1aBBA40ePVqVKlUqskFSHJoeAAAAAAC4GUsp+nMrDh06pPz8fIWFhdm2hYeHa+/evSooKLDbd+/evQoPD7ddqcZisah58+bas2ePw+PR9AAAAAAAAC6RlZWl6tWry9PT07bNx8dHubm5Onv2bKF9/fz87LbVrFlTJ0+edHg8jz+UFgAAAAAA3NHy8vKUl5dnt83T09OusXFNTk5Ooe3X7l//HMXte/1+N2Lapoevb2VDxvXxMWZc6nWdO61m6nUN6nUN6nUN6nUN6nUN6nWNO61e6c6r2ah6za2R0QFsFiyYo7lz59ptGzRokAYPHlxoXy8vr0JNi2v3y5cv79C+1+93I6ZtegAAAAAAAOeLiYlR//797bYVNctDkvz9/XXmzBnl5+fLw+NqSyIrK0vly5dXlSpVCu176tQpu22nTp0qtOTlRjinBwAAAAAAuG2enp7y9va2uxXX9GjSpIk8PDzsTka6a9cuNW3aVGXK2LcoQkNDtXv3blmtVkmS1WrV999/r9DQUIez0fQAAAAAAAAuUaFCBfXs2VPjx4/Xvn37tGnTJi1evFiPP/64pKuzPi5duiRJioyM1G+//aYpU6YoJSVFU6ZMUU5Ojrp06eLweBbrtZYJAAAAAACAk+Xk5Gj8+PFKTEyUt7e3nnrqKT3xxBOSpKCgIE2dOlUPP/ywJGnfvn0aN26cUlNTFRQUpAkTJig4ONjhsWh6AAAAAAAAU2J5CwAAAAAAMCWaHgAAAAAAwJRoegAAAAAAAFOi6VGC8vLyFBUVpZ07dxodxak+//xzBQUF2d1iY2ONjuU0J06cUExMjJo3b6727dtr6dKlRkdyqtOnTys2NlYtWrRQx44dlZCQYHQkpynqazYjI0NPPPGE7rvvPnXt2lVJSUkGJixZxX2PSk9PV7NmzQxK5TxF1btnzx716dNHYWFh6ty5s9auXWtgwpJVVL3btm1Tjx491KxZM/Xo0UNbt241MGHJutEx9/z582rTpo2pvn8VVe/kyZMLHY9XrlxpYMqSU1S9x48f19NPP63Q0FB17NhRn3zyiYEJS9b19Y4YMaLQ5zYoKMh2ZQN3lZmZqdjYWLVs2VJt2rTR1KlTlZuba7ePmY5JN6rXjMejG9Vr5uMRSj8PowOYRW5uroYNG6YjR44YHcXpUlJS1K5dO02aNMm2zcvLy8BEzjVkyBDVrl1bCQkJSklJ0UsvvaQ6deqoY8eORkcrcVarVc8//7wKCgq0fPlyZWZmKi4uTt7e3urUqZPR8UpUUV+z1+pv1KiR1q9fr02bNmnQoEH65JNPVLt2bQPT/nHFfY+61tS7/k2nuyuq3qysLD399NN69NFH9eqrr+rAgQMaOXKkfH191bZtW+PCloCi6k1PT9egQYM0dOhQdejQQZs2bdLzzz+vzz77THXr1jUw7R93s2PujBkz9Msvv7g4lfMUV29qaqqGDRumhx56yLbN29vb1fFKXFH15ufnKyYmRnXr1tX777+vb775RsOHD1fDhg3VqFEjA9P+cUXVO3r0aA0bNsx2/+eff1bfvn3duulhtVoVGxurKlWqaNWqVTp37pxGjRqlMmXKKC4uTpK5jkk3qvfJJ5803fHoRvX26dPHtMcjuAeaHiUgJSVFw4YN051yIZzU1FQ1atRIvr6+RkdxunPnzmnPnj2aNGmSAgICFBAQoDZt2mj79u2mbHokJydr9+7d2rRpk+rVq6fg4GANGDBAixYtMlXTo7iv2R07digjI0OrV69WxYoV1aBBA23fvl3r16/X4MGDDUr7xxVX76ZNm/Tyyy+b7mv5RvX6+PjoxRdflCQFBARo586d+uijj9z2TaZUfL0nT55U7969bZd/69+/v+Lj47Vv3z63fpN5s2Pud999px07dpjm//WN6k1NTdVTTz1lmlql4uvdunWrTpw4oXfffVfe3t4KDAzUV199pd27d7t106O4eitXrqzKlSvb7o8YMUKRkZF68MEHXR2xxKSlpWnPnj36z3/+Ix8fH0lSbGyspk2bpri4ONMdk25U7913322649GN6m3btq0pj0dwHyxvKQHffPONWrVqpffee8/oKC6RmpqqgIAAo2O4RPny5VWhQgUlJCTo8uXLSktL0/fff68mTZoYHc0pMjIyVKNGDdWrV8+2LSgoSMnJybp8+bKByUpWcV+ze/fuVXBwsCpWrGjbFh4erj179rg4Yckqrt4tW7bohRde0OjRow1K5hzF1Xttqu31Lly44KpoTlFcva1atbJ9bi9fvqy1a9cqLy/P7aeN3+iYm5eXp5dfflljx46Vp6enAelKXnH1XrhwQZmZmaY7HhdX7zfffKPWrVvbzWSZN2+e/va3v7k6Yoly5D3k9u3b9e2339p+QHZXvr6+evvtt20/EF9z7Xuw2Y5JN6rXjMejG9Vr1uMR3AczPUrAY489ZnQEl7Farfrxxx+VlJSkBQsW6MqVK4qMjFRsbKxp3mD+npeXl8aOHatJkyZp+fLlunLlih5++GFFR0cbHc0pfHx8dP78eeXk5KhChQqSrv62OD8/X+fPn1eNGjUMTlgyivuazcrKkp+fn922mjVr6uTJk66I5TTF1Tt58mRJMt15iIqrt27duna/UTp9+rT+/e9/u/UsHunmx6D09HR16dJFV65c0bBhw9z+t2o3qnf+/PkKDg5WRESECxM5V3H1pqamymKxaP78+frqq69UrVo19e/f326pizsqrt6MjAzVqVNHr732mj744ANVr15dsbGxbj3zQXLsPeTChQv10EMPqVatWi5I5DxVqlRRmzZtbPcLCgq0cuVK/fnPf5ZkvmPSjeo14/HoZp9fyXzHI7gPZnrglhw/flw5OTny9PTU66+/rri4OH300UeaPn260dGcJjU1Ve3atdN7772nqVOn6rPPPtOHH35odCynCA0NlZ+fnyZNmqTs7Gylp6dryZIlkmSqmR7FufZ/+/c8PT2Vl5dnUCI4y6VLlzR48GD5+Pi4/W+Kb6ZGjRpat26dxo4dqzlz5mjjxo1GR3KKlJQUrV69WiNHjjQ6ikukpaXJYrEoMDBQCxcuVHR0tF5++WV9/vnnRkdziuzsbL3//vv67bffNH/+fPXs2VOxsbHav3+/0dGcKiMjQzt27FDfvn2NjlLiZsyYoR9++EFDhw41OopLFFevWY9HRdV7pxyPUPow0wO3pE6dOtq5c6eqVq0qi8WiJk2aqKCgQP/85z81cuRIlS1b1uiIJWr79u1at26dtm7dqvLly6tp06bKzMxUfHy8evToYXS8Eufl5aXXX39dQ4YMUXh4uGrWrKkBAwZo6tSppjg53s14eXnp7Nmzdtvy8vJUvnx5YwLBKS5evKjnnntOR48e1TvvvGOb1WRWlStXVnBwsIKDg5WamqqVK1eqc+fORscqUVarVWPGjFFsbGyhqdVm1bNnT7Vr107VqlWTJDVu3FhHjx7Vu+++a8pzTpUtW1bVqlXT+PHjVaZMGYWEhOi7777TmjVr1LRpU6PjOc3GjRvVpEkTNWzY0OgoJWrGjBlatmyZZs2a5dbnZHFUcfWa9XhUXL13wvEIpRMzPXDLqlWrJovFYrvfoEED5ebm6ty5cwamco7k5GTVr1/f7ofe4OBgHT9+3MBUztWsWTN9+eWX+uqrr7Rlyxbdc889ql69uipVqmR0NKfz9/fXqVOn7LadOnWq0JIXuK8LFy7oqaee0pEjR7Rs2TLTnQ/h944cOaLvvvvObluDBg105swZgxI5z/Hjx7V7925NmzZNYWFhCgsL0/HjxzVu3DgNGDDA6HhOYbFYbA2PawIDA5WZmWlMICfz8/NTQECAypT531vXe+65RydOnDAwlfNt27ZNHTp0MDpGiZo0aZKWLFmiGTNm3BE/8BZXr1mPR0XVeycdj1A60fTALdm2bZtatWqlnJwc27aDBw+qWrVqpjnfw+/5+fkpPT3dbnlDWlqaadcgnj17Vo8++qjOnDkjX19feXh4aMuWLWrZsqXR0VwiNDRUBw4c0KVLl2zbdu3apdDQUANToaQUFBRo0KBBOnbsmFasWKF7773X6EhOtXnzZo0ZM8buqhAHDhxQYGCggamcw9/fX4mJidqwYYPt5ufnp9jYWE2ZMsXoeE4xe/Zs25UQrjl06JApP7/S1e/PR44c0ZUrV2zbUlNTVadOHQNTOZfVatX+/fvVvHlzo6OUmLlz52r16tWaOXOmunXrZnQcpyuuXrMej4qr9046HqF0oumBWxIWFiYvLy+NGTNGaWlp2rp1q6ZPn27a36S1b99e5cqV05gxY/Tjjz/qyy+/1Pz58025tla6OosnOztbM2bMUEZGhtauXav169eb9vN7vZYtW6pWrVoaOXKkjhw5ooULF2rfvn165JFHjI6GErBu3Trt3LlTkydPVpUqVZSVlaWsrKxCS5rMokePHsrKytJrr72mo0ePatWqVfrwww8VExNjdLQS5+Hhofr169vdPDw8VLNmTfn7+xsdzynatWunb7/9VosWLdJPP/2kd955Rxs2bNCTTz5pdDSniIqKUkFBgSZMmKD09HStWrVK27ZtU+/evY2O5jQ///yzLl68aJqlLampqZo3b56efvpphYeH274HZ2VlGR3NKW5UrxmPRzeq9046HqF04pweuCXe3t5atGiRXnnlFfXq1UuVKlVSnz59TPtDceXKlbV06VJNmTJFjzzyiGrUqKGBAwea6kRT15s1a5bGjRun7t27q27dupo9e/Ydc0mxsmXLat68eRo9erQefvhh1a9fX2+++aZq165tdDSUgI0bN6qgoKDQm6yWLVtqxYoVBqVynrvuusv2/XrlypWqU6eOZs+erZCQEKOjoQQ0a9ZMs2fP1htvvKHZs2erTp06+te//qWwsDCjozmFt7e3lixZovHjxysqKkq1a9fWrFmzTP3/+fTp05KkqlWrGpykZHzxxRe6cuWK4uPjFR8fb/fY4cOHDUrlPDeqNyIiwnTHo5t9fjkewUgW6+/nGQEAAAAAAJgEy1sAAAAAAIAp0fQAAAAAAACmRNMDAAAAAACYEk0PAAAAAABgSjQ9AAAAAACAKdH0AAAAAAAApkTTAwAAAAAAmBJNDwAAAAAAYEo0PQAAKEL79u2VkJBQaHtCQoLat29vQKKizZkzR+Hh4WrRooUuXLhg95jVatWqVats90eMGKERI0aU2NhBQUG2W+PGjRUeHq7+/ftr3759JTYGAADAH0HTAwAAN3Xu3DnNnTtXcXFx+uCDD+Tt7W33+LfffquJEyc6NcOcOXOUlJSkrVu3asWKFfLz81O/fv303//+16njAgAAOIKmBwAAburazI7WrVurTp06hR63Wq1Oz1C1alX5+vrK399fwcHBevXVVxUcHKyZM2c6fWwAAICboekBAMAfcPLkSb3wwgtq2bKlWrVqpcmTJysvL09S0Uth+vbtqzlz5kj633KTHj16qHXr1jp69KjDz3/s2DHbcz/44IOFlq0cO3ZMjz/+uKSry1B27twp6WqjZOjQoQoNDVXbtm310Ucf2T4mLy9PkydPVqtWrdSqVSu99NJLOnv27C29HhaLRdHR0UpKStKlS5ckSbt27dKjjz6q0NBQ3XfffXr66af1yy+/SJI6deqkJUuW2D1H9+7dtXbt2lsaFwAAoCg0PQAAuE15eXnq16+fcnJytGLFCr3++uvasmWLpk+f7vBzfPDBBxoyZIgWLFiggIAAh5+/Vq1atsbA2rVrNXr0aLuPrVWrlq25kpSUpLCwMEnS559/rpCQEH388cfq0qWLRo0apfPnz0uSZs6cqeTkZL311ltavny5Lly4oBdeeOGWX5eGDRvq8uXLOnr0qM6fP6+YmBjdf//9+vjjj7Vo0SL99NNPWrhwoSSpW7du2rhxo+1jU1NT9eOPP6pTp063PC4AAMD1PIwOAABAaTVu3DhNmjTJblt+fr58fX0lSdu2bVNmZqbWrFmjqlWrSpLGjh2rgQMHaujQoQ6N0bRp02JPjHqz569Ro4YkqUaNGqpcubLdx5YtW9b2MdfySlJYWJgGDBggSXruuee0ePFipaWlqVGjRlq5cqXWr1+voKAgSdL06dPVqlUrHT582LbNEdeyXLx4UZcuXdJzzz2n/v37y2KxqF69eurUqZPtZKdRUVGKj4/XyZMnddddd+nTTz9VRESELTsAAMAfQdMDAIBixMbGFppxkJiYqHfffVfS1VkJAQEBdj+gN2/eXPn5+frpp58cGqOoc3Fcc7Pnv77R4Yh69erZ/n3t43Nzc5WRkaHLly+rT58+dvsXFBTo6NGjt9T0uHauEW9vb/n6+qpnz55aunSpDh48qJSUFB0+fFjNmzeXJDVo0EBBQUH67LPP9MQTT+jTTz9VTEzMLdcFAABQFJoeAAAUo2bNmqpfv36hbdd4eXkV+pgrV67Y/rZYLIUez8/Pt7tf1HM4+vy3o2zZsoW2Wa1W2/O98847qlixot3jv6/ZEYcPH1a5cuUUEBCgzMxM9erVSyEhIfq///s/9e7dW1u2bNHevXtt+3fr1k2JiYlq06aNjh07pg4dOtxGZQAAAIVxTg8AAG7TPffco6NHj9qd7HPPnj3y8PDQ3XffrXLlyunixYu2x6xWq44dO1Ziz38zRTVdilOvXj2VLVtWZ8+eVf369VW/fn15e3tr6tSpOn36tMPPI/3vBK5eXl76/PPPVbVqVS1YsED9+vVTixYtlJGRYXdlmaioKO3du1cbNmzQX/7yF1WqVOmWxgMAACgOTQ8AAG7T/fffr3r16mn48OE6fPiwduzYoUmTJikqKkpVqlTRn/70J509e1YrVqxQRkaGpk6dqnPnzpXY899MhQoVJEnJycnKzc294b7e3t6Kjo7W+PHjtXPnTqWkpGj48OFKT09X3bp1i/24c+fOKSsrS5mZmTpw4ICGDRumAwcOaMiQIZKkatWq6fjx49q+fbsyMjK0cOFCJSYm2q5wI0m1a9dWs2bNtGzZMnXr1s2BVwYAAMAxND0AALhNZcuW1bx58yRJvXv31osvvqgOHTpo4sSJkqSAgADFxcUpPj5ePXv2lNVqVefOnUvs+W8mKChI999/v/r06aOtW7fedP8RI0aodevWio2NVe/eveXh4aGFCxcWuSTmmsGDBysiIkJt27ZVTEyMLl++rNWrVyswMFCS1KVLF/Xo0UOxsbHq1auXdu7cqbi4OKWmpto1Prp27SoPDw+1bdvWodoAAAAcYbH+fn4pAACAAWbNmqWTJ09q2rRpRkcBAAAmwolMAQCAYQ4dOqSDBw/qnXfeUXx8vNFxAACAybC8BQAAGCY5OVkTJkxQdHS0WrRoYXQcAABgMixvAQAAAAAApsRMDwAAAAAAYEo0PQAAAAAAgCnR9AAAAAAAAKZE0wMAAAAAAJgSTQ8AAAAAAGBKND0AAAAAAIAp0fQAAAAAAACmRNMDAAAAAACYEk0PAAAAAABgSv8PD90qFMjzzOcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "datix_df['Hour of Day'] = datix_df['Time of Incident'].dt.hour # Get hr\n",
    "\n",
    "#pivot for heatmap\n",
    "heatmap_data = datix_df.pivot_table(index='Day of Week', columns='Hour of Day', aggfunc='size', fill_value=0)\n",
    "\n",
    "# Reorder days of the week for proper display (only Monday and Tuesday in dataset)\n",
    "day_order = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n",
    "heatmap_data = heatmap_data.reindex(day_order)\n",
    "\n",
    "# Heatmap\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.heatmap(heatmap_data, cmap=\"YlGnBu\", linewidths=0.5, annot=True)\n",
    "plt.title('Incident Density by Hour of the Day and Day of the Week')\n",
    "plt.xlabel('Hour of the Day')\n",
    "plt.ylabel('Day of the Week')\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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x8YlSCPiy9i8wMFCvbVhYWODj40N4eHiUfXzz5g0Q0Sz9e0X+Xr19+5YMGTKo00NDQ/Hx8Ylz2u/evePMmTMxNoG+ceMGc+bM4eTJk1SrVo1kyZLh6+uLoihRWhH8+++/KIoS4zvXkct9+aDg89rIK1euMHToUNq2bUvnzp3V2vsZM2ZE6eAqvg0aNIgnT56wevVqChcujLGxMUFBQWzduvWnbTM2Xx6PkeOQRx6PGo2GRo0asW7dOlq2bMnTp0+ZPn36V9MsV64ca9as4e3bt9EK8ACnT5/GwcEBZ2dnSpcuTZcuXbCxsWH//v389ddfaLVaTp8+zeHDh2PdRmSz91mzZpE1a9Zo8z8vML9//z7KvC//trCw4N27d9HSiMwLKysr9dyJSePGjdm1axe3bt3i8OHDdO7cOdZlhRBC6CfOj9aLFy9OyZIlOX78OFWrVqVEiRLqp3jx4uTLl0+GrhBCiJ9gy5YtvH37lpYtW8Y4f/r06TRu3BhFUUiSJAmVK1dm6NChAGqt3I/UpJ4/fz5K52qHDx8mLCyMkiVLAhE1Yq9fv46yzpeFvdgeDEQqUaIEYWFhHDp0KMr0yGa3RYsW/e74S5QoAcD+/fujTN+/fz/h4eFxTnv37t2EhYXRvn17SpYsGeXTvn17zM3N1Z7eixUrRmhoKGfOnFHXVxSF4cOHq02rv/xOImt5P8/Lx48fRylQXr9+HZ1OR+/evdXCdXh4OH///TcQey3+j7p69SrVq1enZMmS6m995L79rG3G5vM8hYjvUaPRqN8zRAy19uHDB6ZPn0727NmjNEWPSevWrTEyMmLy5MkxPixycnLCysqKChUq8OTJE3x9fWnXrh05cuRQv8cv8+PL77dgwYIYGRnh5eVF/vz51Y+hoSFz5szhxYsXpE2blsyZM3P06NEo6x45ciTK38WLF+fkyZNRaqrDw8PZv38/+fPn/+b9WPHixcmaNSszZ87k48ePNGjQ4KvLCyGEiDu9OzlLnTo127dv5/bt24SFhUVrCjV16tR4C04IIf4k/v7+3LhxA4i4Sffx8eHcuXNs2bKF+vXrx9rDb6lSpVi1ahXDhg2jfv36hIaGsnz5ciwtLdXhE5MnT87169fV4X708fbtW3r37k3btm1xd3dnzpw5lC1bVu2cqnLlypw4cYKpU6diZ2fHlStXcHV1jZJGsmTJgIimxxYWFtja2kaZX6FCBUqWLMmoUaPw8vLC1taWS5cusWzZMho1avRDY2bnyJGDRo0a4eTkRFBQEMWLF+fevXs4OztTsmRJypcvH6d0du7cSd68eWOsfTQ1NaVGjRrs3LkTDw8PKlWqROHChRk2bBj9+vUjU6ZM7N69m8ePHzNx4kQg+ndSsmRJTE1NmTZtGn379iUgIAAnJ6corwVEtkaYMGGCOmzUhg0bcHNzAyIKg7E1x/4RBQoUYO/eveTNm5e0adNy7do1li5dikajifXd95/l9u3bjBw5krp163L79m2cnJxo0qRJlO8lffr0lClThnPnzsWpZ/KMGTMybtw4Ro4cSevWrWnRogXp0qXj+fPnrFq1Cg8PD1asWIGJiQnZsmXD3NycJUuWYGhoiKGhIYcPH1Y7FovMj8ga66NHj1KhQgWyZ89Oly5dmD9/Pv7+/pQsWRIvLy/mz5+PRqPB1tYWjUZDnz59GDRoEGPHjqVatWq4ubmxcOFC4H+FdkdHR86cOUO7du3o1q0bRkZGrF+/Hg8PD5YvXx6nfGzcuDGzZ8+mQoUKsfaeLoQQQn96F7BHjhzJkSNHKF++/E/5ERdCiD/Vv//+S/PmzYGIZq5mZmbkypWLcePG0bRp01jXq1ixIrNmzWLlypVqx2ZFixZl7dq1auGsdevW3Llzh65duzJ16lRSp04d57hatWrFx48fcXBwwNjYmHr16jF48GC1SXPjxo15/vw5u3btYvPmzRQvXhwnJ6coNe45c+akbt26bNiwgbNnz7Jv374o29BoNLi4uODk5MTq1avx9vYmY8aMDBgwgI4dO8Y51thMnjyZLFmysGPHDpYtW0bq1Klp164dvXr1ilPt/s2bN3n06BFDhgyJdZmGDRuyY8cOtmzZwqBBg1i2bBmzZs1i/vz5BAUFYWNjw8qVK9VC8pffSb169ViwYAGzZ8/GwcGBDBkyqO/IRipZsiRjxoxh1apVHDp0iJQpU1KyZEmcnZ1xcHDg6tWrVKxY8Yfz60vTpk1j4sSJ6sOBrFmzMn78ePbs2aN2JvarODg4cOfOHXr06EGyZMno0qVLjB3HVapUiQsXLsS5drZRo0ZkyZKFNWvWMG/ePN6/f0+qVKkoUqQICxYsUDtpS5YsGYsWLWLGjBn07dsXMzMzcufOzfr16+natStXrlzBzs6OkiVLUqZMGWbPns2FCxdYunQp/fr1I1WqVGzcuJHly5djYWFB6dKlGTBggPoQql69egQGBrJixQp27NhBzpw5GTlyJCNHjlTfp86ZMycbN25kzpw5DB8+HI1GQ4ECBVi7dq36bvy3VKxYkdmzZ2Nvbx+n5YUQQsSNRomtN45YFC5cGGdn51g7OhNCCCGESGhdunTBxMRErf39Xezbt488efLw119/qdNOnTpF9+7d2b17d7TWH98rsmPEU6dOySt+QggRj/SuwU6WLJk0JRJCCCFEorRw4UKePn3KuXPn2LhxY0KHo7c9e/Ywd+5c+vXrR7p06Xj27BlOTk6UKFEiXgrXu3bt4sGDB2zcuJFevXpJ4VoIIeKZ3jXYmzZt4siRI4waNYosWbJgaKh3GV0IIYQQ4qeIfGWhZ8+edOrUKaHD0ZuPjw+zZ8/mzJkzeHt7kzJlSmrUqEGfPn0wMzP74fSnTp3K5s2bqVatGlOnTsXIyCgeohZCCBFJ7wK2nZ0db968idbLZqR79+7FS2BCCCGEEEIIIcTvRO8C9qVLl746//NhMoQQQgghhBBCiD+F3gXsSP7+/jx//pwcOXIQEhIiPYoLIYQQQgghhPijfXtski+EhIQwatQoSpQoQZMmTfDy8mLYsGF07twZPz+/nxGjEEIIIYQQQgiR6OldwJ4xYwaPHj1i165dmJiYANC7d298fHyYNGmSXmkdPXoUGxubKJ8+ffroG5IQQgghhBBCCJHg9O4C/MiRIyxcuBAbGxt1mo2NDRMnTtS7t85Hjx5RuXJlJk6cqE6LLLQLIYQQQgghhBC/E70L2AEBASRJkiTadJ1OF2vP4rF5/PgxuXLlIlWqVPqGoXr//iPf9xb5z6HRgLV1skQXV2IkeaUfya+4k7zSj+SXfiS/4k7ySj+SX3EneaUfya+4k7zST2LNr8i4EoLeBWw7Ozvmzp3L9OnT1WkeHh5MmjSJihUr6pXW48ePKVOmjL4hRKEoJKovM1JijSsxkrzSj+RX3Ele6UfySz+SX3EneaUfya+4k7zSj+RX3Ele6Ufy63/0LmCPGTOGESNGUKJECXQ6HY0bN+bjx4+UK1eO0aNHxzkdRVF4+vQp586dw8XFhfDwcGrWrEmfPn0wNjaOczoajb578HNFxpPY4kqMJK/086fkl1arQfODOxm5uqGhNl4u9oqioNP9d381/pRjK75IfsWd5JV+JL/iTvJKP5JfcSd5pZ/Eml8JGc93D9Pl4eHB48ePCQsLI1u2bGTPnl2v9V++fImdnR2NGjWiffv2vHjxgkmTJlGtWjVGjRr1PSEJIf4LFB1o9O5/8edKjDEJIYQQQohEJ04F7FevXsU5wfTp08d5WV9fXywsLNTaqsOHDzN48GCuX7+OgYFBnNJIrO39E1tciZHklX7+hPwyMNBiZWUG/usg3Cuhw4lgkAbM2+LjE0B4uC6ho/kp/oRjKz5JfsWd5JV+JL/iTvJKP5JfcSd5pZ/Eml+J/h1sOzu7ODfZvHfvXpw3bmlpGeXv7NmzExwcjJ+fHylSpIhTGom1vX9ijSsxkrzSzx+RX+FeEP4ioaOI5r+e73/EsRWPfkV+KYpCWFjoz93IT6TRwKdPnwgJCZFjKw4kv+JO8ko/kl9xJ3mln4TKLwMDQ7TaxNm6ME4F7OPHj6v/P3XqFOvWrWP48OHkz58fY2Nj7t69y7Rp02jWrFmcN3z27FkGDRrEqVOn1F7J7927h6WlZZwL10IIIcR/VVhYKO/fv0ZRfu+WE97eWnS633sffiXJr7iTvNKP5FfcSV7pJ6HyK0kSc5InT/HDfffEtzgVsDNkyKD+f9myZcyfP5+CBQuq00qWLMmECRPo2bMnLVu2jNOGCxcujImJCaNGjcLBwQEPDw9mzJhBly5d9NwFIYQQ4r9FURT8/LzRarVYWKRC8xv3AWBgoCE8XKqB4kryK+4kr/Qj+RV3klf6+dX5pSgKISHB+Pv7AGBhYf3Lth0X3zUOdlhYWLTp/v7+hIbGvRmbubk5K1asYMqUKTRu3BgzMzNatGghBWwhhBB/PJ0unNDQT1hYpMTY2DShw/khhoZawsKkJiiuJL/iTvJKP5JfcSd5pZ+EyC9jYxMA/P19SJbMKlE1F9e7gF2/fn2GDBlCv379sLW1RVEUbt++jZOTEy1atNArrZw5c7Jq1Sp9QxBCCCH+0yKb2hkY6P0zLYQQQvwRIgvZ4eFhaLVxH+b5Z9P7l3v48OGYmZkxdepUvL29AUiZMiWtW7emR48e8R6gEEII8adKbO+VCSGEEIlFYv2N1LuAbWhoyIABAxgwYIBawJZOyYQQQgghhBBC/Oni1Fjd1dWVkJAQ9f+RnzNnznDmzJko04QQQgghhIgvBw7spVy5Yuzb5xrndV6+fMGFC+fjZfuTJ49j8uRxscbWpEm9GOc1aVKPAwf2xksMQojfR5xqsJ2cnKhYsSLGxsY4OTnFupxGo6Fhw4bxFZsQQgghhPjDHTt2mAwZMnLo0AHq1m0Yp3WmTZtIoUJFKF267M8NTgghvhCnAvaJEydi/H+k4OBgTExM4i8qIYQQQgjxx/Px8ebq1csMHz6GyZPH8erVS9Knz/DN9RRFhlgSQiQMvfsz9/Pzo2/fvjg7O6vTqlevTv/+/fn48WO8BieEEEIIIf5cJ04cw9zcnOrVa5EyZSoOHdqvzgsKCmLGjMnUrl2F2rWrMH36ZIKDg5k8eRw3blxj1aplODp2w9PzFeXKFcPT85W67ooVLjg6dlP/3rvXlVatGlOpUinq1KnC7NnTCQ8Pj7f9CA0NZcGCOTRsWIuKFUvSpEk9du/eqc5v0qQeixY50aBBDTp2bMW1a1do0qQe+/btpn79GtSsWZkNG9Zw48Y1WrVqTLVqFZg4cYw64oAQIvHQu4A9ZswY3r9/T61atdRpS5Ys4d27d0yaNClegxNCCCGEEH+u48ePULp0ObRaLWXLVuDQof1q7fSUKRO4desm06bNZu7chdy+fYNlyxbTt+8g8uUrQIsWbZgyZeY3t3H9+lXmzZtJ9+4ObNq0k0GDhrN//27OnTsdb/uxbt0q/v77HJMmzWDjxh3UqlWXuXNn4O39Xl3m6NFDzJmzkBEjxgHw7t1bzpw5hbOzC+3adcLFZSFOTrMZMWIc48ZN5sSJo5w9G38xCiHih969iJ8/f54tW7aQPXt2dVru3LkZM2YMrVu3jtfghBBCCCHEn8nL6zW3b9+kefOI+8uKFSvj6rqdW7dukC1bdk6cOMbcuQspUKAQAIMHj+Dhw/uYm5tjaGhIkiRJSJ7cgoCAgK9uJ0mSpAwbNpqKFe0ASJcuPZs3b+Dp0yfqtG/FWa1a+WjTP336pP4/R45cFC1agnz58gPQtm1HVq1ahofHc1KksAagevVaZM+eA4Br164QFhaGo2M/MmfOQuPGaVm0aD729s3UNHLkyMXz5+7fjE8I8WvpXcA2NTXl9evXUQrYAN7e3hga6p2cEEIIIYQQ0Rw/fgRjY2NKliwNQOHCRUmWLDkHD+6jQQN7wsPDsbXNrS5fsGBhChYsrPd2bG1zY2JiwooVLjx9+pjHjx/x4oUHJUqUitP6KVOmYsECl2jTe/furv6/QoVKXL78DwsWzOX5c3cePHADiNIMPV26dNHSiHzf3MTE9P+XSa/OMzExUUf5EUIkHno3Ebe3t2fEiBG4urry8OFDHj58yN69exk5ciQNGjT4GTEKIYQQQog/zLFjhwkODqZGjYpUrFiSKlXK8vHjB06ePKbX+9EajSbatM/Xv3jxAp07t+X9+3eUKlWGSZNmkD9/wTinb2BgQMaMmaJ9DAwM1GWWLl3EhAljMDQ0pGbNOri4rI6WjrFx9A6Dv6y8imlfhBCJi95Vzn379kVRFKZNm4avry8AVlZWtG3blm7dun19ZSGEEEIIIb7h+fNnPHhwn379BlGkSDF1+tOnTxg7dgQeHs8xMDDg4cOHFCxYCICzZ0+xatUyVq7cEKUgamhoBEBgYKA67dWrl+r/9+7dRZ069Rk4cCgAYWFhvHz5gqJFi8fb/uzevYOBA4djZ1dV3Q8hxH+T3gVsAwMDBg4cyMCBA/H29sbIyIhkyZL9jNiEEEIIIcQf6NixwyRPbkH9+vYYGxur0//6KwerVi3n6NFD1K5dl/nzZzJo0HC0Wi0uLovUca+TJEnCixce+Ph4kyJFClKnTsPGjWvp1KkbN29e58KFc+TMaQNA8uQW3Llzk8ePH6HRaFi/fjXv37+L1+bXyZNbcP78GWxsbHn37h3z588CkCbeQvwHfddL08+ePePOnTuEhoZGm9ewYcMfjUkIIYQQQvzBjh8/QvXqtaIUriM1atSY+fNns2PHHpYtc6F/fweMjIyws6tG1649AahbtyFTp07g2bOnrFy5geHDRzN37kzatm1G0aLFadeuExcunAegU6fuTJkyju7dO2BmZk7p0mVp2LAJDx/ej7f9GT58DLNnT6Nt2+akSpWKevUa/n8N/H1KlSoTb9sRQiQ8jRI51kEcLV++nFmzZmFhYYGZmVnUxDQajh8/Hq8Bfsu7dx/Rbw9+Lo0GUqZMlujiSowkr/TzJ+SXoaEWKysz8JsF4S8SOpwIBhnBYhA+PgGEhf03xxv9E46t+PQr8is0NIT37z2xtk6HkVH0AsbvxNBQ+589d34Gya+4k7zSj+RX3Ele6Seh8utrv5WRv9UJQe8a7JUrVzJ48GA6d+78M+IRQgghhBBCCCF+S3r3Ih4cHEz16tV/RixCCCGEEEIIIcRvS+8Cdr169di4cSN6tiwXQgghhBBCCCH+0/RuIu7v78/27dvZt28fGTNmxMjIKMr8tWvXxltwQgghhBBCCCHE70LvAnbWrFnp0aPHz4hFCCGEEEIIIYT4beldwHZ0dPwZcQghhBBCCCGEEL+1OBWwXV1d45ygjIMthBBCCCGEEOJPFKcCtpOTU5wS02g0UsAWQgghhBBCCPFHilMB+8SJEz87DiGEEOKn0mo1aLWaeEvPwEDvgTii0ekUdDoZlUMIIYT4r/jxuwMhhBAikdNqNVhZJcXKyixePkA8pZVUr0K/VqvB0FD7yz76PpAoV64Y165d0Wud+KAoCo6O3Xj2zB1Pz1eUK1eMqlXLERwcHG3ZxYsXUK5cMQ4c2AuAo2M3VqxwidN2mjSpp673uR/N51WrltK7d3cMDbXR0vt83vd8/kuuXbtCuXLF4i29yGPF0/NVvKUZ6cSJY/j4eMd7ujFZscIFR8duv2RbPyIwMICDB/epf8d2Pv1uJk8ex+TJ437JthRFYefObb9t+l8TGhrKnj271L9dXBZG+ft3oncnZ0IIIcTvJqL2WssBj4d4BwcldDgApDBJQu1MOdFqNXGqxY58SKDV/rpCk06nw8cnMNHXsh88uI+0adORJUtWtbAUFhbGlSuXKFu2fJRlz549hUbzvwcHU6bMxNAw6pCjsVm2bC1JkyaJeWb4eyDsO6IHlAAgBMK99Jv3VYZgYP198SRS+fMXZPfuQwkdxje9fu3JmDHD2LZtT0KHkqhs3ryBa9euUKtWXeAb59NvpG/fQb9sWzduXGPOnOnY2zf9LdP/mmPHDrN27Urq128EQKtW7ejUqQ0VK1bGwsLyl8fzI6SALYQQ4o/hHRzEm0+BCR3Gd/nVDwn0fQCQUBRFYc2aFYwePTHK9IIFi3Du3JkoBWx396cEBgaSOnUadVry5BZx3paVldVX5oaBEhLntKJQwkFRYl7/a/O+Jv7ehkg0jIyMsLZOmdBhfJOiJN7zJSF9mS9fP59+H+bm5r9sWz/72ErIY/fLbSdLloySJUuxa9d2OnTokkBRfZ84PQY/f/48ISHf+aMhhBBCiHgT+ZDgZ39+RiH+/PmzdOrUGju7srRp05TTpyP6eNmyZQOdO7dVlzty5CDlyhXj1auXAAQGBlKpUilevPCIlualS//w6dMn8ubNF2V6+fIV+Pvvs1Fu2s6ePUX58pWi1GB/3kR88uRxLFgwhzFjhlOlSlns7etw6NB+ddnPm7Q6OnZj48Z19OvXi4oVS9OpS188XngydfpCKldrTpMWPbh2/Y667plzF2nXsR8V7JpQtWYrRo+dRWBg3PI4LDyMmbOXYFe9BbXqtWPj5t3qvICAQCZNcaJW3XaUq9SY5q16cfrMP+r8cuWKsXz5EurUqcLQof05cGAvjo7dWLNmBTVrVqZ+/RocOrSfkyeP0bhxXWrWrMSiRf/r3HbFCheaNKkXY1yRTaxXr15OzZqVmTNnOgCnT5+kTZumVKlSlq5d23H9+lV1ndDQUObNm0nNmpWwt6/DiRPHojTT/vI1gwMH9qrb/7yJuKfnK0qVKqLXtsPCwpg7dwY1a1aiUaPa/P33ua/mu5fXa4YO7U+VKmVp0qQeK1cuJTw8HICJE0fTqlVjwsIiWi3s37+HGjUq4uX1mqZN6wPQtGl9DhzYy4oVLgwfPhAHh67UqmXH9etXefv2DaNGDaFmzcpUrlyaTp1ac+vWjVhjcXd/yoABvalevSING9Zi1apl6HQ6dX54eBjTpk2kSpWyNGvWgOPHj6rzHj58QI8enahYsYy6bqSQkBDmzZtFnTpVqFOnChMmjObDB78Yv98pU8ZjZ1cmyvcTGBiAnV0Zbt68gaIorF27kqZN61OpUikaNKjJypVL1e9x1apl3LhxTf0OPz+fdDodGzeupWnTBtjZlaV37+48fvxI3U65csU4fPgAbds2o3Ll0vTq1UW9PsTkzp1b9OzZmapVy9G0aX1cXber8yKbdLdv35K6davh4fE8yrqRx9bff5+jSZN6VKtWnnnzZvHkySM6d25L1arlGDKkH4GBAVHSg4jzZfz4UcyaNZXq1StSt241NmxYo6Ydl/38/Hz9Mq4+fXqoy127diXGffn48SMTJ46mevWKNGhQk7lzZxAc/ElN59y503Ts2Ao7uzLUrFmJsWNHEBgYGGv6ixY5qdfENm2a8uCBG0uXLlLPoxMnjqlpf+2cibz2rFjhQp06VahZsxILFsxBURSuXbvClCnjef3aM8r1oGzZCuzevTPKsf47iFMB29HREW/viPdIqlSpgo+Pz08NSgghhBD/LVevXmbkyMHUrFmH1as3UrduA8aMGY6b2z1KlCjNo0cP8Pf3B+D69WtoNBpu374JRDRbTJMmLRkzZoqW7sWLf1OsWPEohWaAYsVKEhDgz717d9VpZ86cpEKFil+Nc8eOrdjY2LJ27RYqVrRj5swpalxfWr16OfXr27N69Qb8/QPo1GUg1taWrFo+m+zZMjNnXkRB5sVLT0aMmoF9o9ps3rCQyRMGc/nqTVz3HIlT3t2+7YaRkSFrV82lXZvGODmv5Kl7xMOGOfOX8czjJfPnjmPjugUULJiHKdOdCQ0NVdc/f/4MixevoEeP3gDcvXubV69esnz5WqpWrc6sWVPZtm0z06fPxdGxPxs3ruXBAzcAWrZsy7Jla78a361bN1mxYh1Nm7bk4cMHTJ48jnbtOrNmzWaqV6/NoEF91Icjy5Yt4ty5M0ybNoexYyezcmXc3n+Pj22vWOHC+fNnmTZtDhMnTmP79s2xpqsoCiNHDsHKKgWrVm1gxIixHD16iHXrVgHQu/dA/Px82bZtMz4+3ixcOJ9evfqSJk1ali1b8//7uoYqVaoBcPbsaapVq4GT02Ly5MnLhAmjCQ/X4eKyipUrN5AqVWpmz54WYyy+vr44OHQhZcqULF26moEDh7Jjxxa2bdukLnP79i0AVq7cQMOGTZgwYZS635MmjSVnThs2bdrGsGGj2bBhDRcuRDxccHFZiJvbv8ycOR8nJxf8/f0ZPXpYjHnctm1HSpYsrT4Yg4iHZpaWVhQoUJBDh/azdesmhg4dxaZNO+nYsQsrVy7l/n03qlSpRosWbciXr0CMzfxXrVrGpk3r6dt3ACtXridt2nQMHNiboKD/PYRascKFfv0Gs2LFOvz8fFm2bHGM+eXu/pQ+fXpSqFARVq5cT6dO3XB2nsfp0yfVZQ4fPkDXrj2ZOXMemTJljjGd9etXM23aHIYMGcn27ZsZMWIwPXo4MGeOM3fu3GbvXtcY1zt58hjGxsasXLmeVq3asnjxAp4/fxbn/fzyfI2UOnUaJk+eAcDu3YfIn79gjPsybdoE/P39Wbx4BVOnzuLevX+ZMydivZcvXzBq1FAaNWrKhg3bmTBhGlevXmLPnp2xpr9t2yYKFy7KmjWbSZ7cgj59euLj442Ly2rKlq3AzJlT0Ol03zxnIOLBx/Pn7ixevIL+/Yewbdtmrly5SP78BenTZyCpU6dh9+5DaiujIkWK4e39nidPHseY14lVnArYyZMnZ+HChezatYuXL1+yf/9+XF1dY/wIIYQQQnxpx46tVKpUhWbNWpE5cxZatGhDpUp2bNq0jmzZ/sLaOiU3b14H4ObNa5QqVUYtYF+5cpGSJUvHmO6DB/fJkiVbtOkmJiYUL16Kc+fOAPD27RtevHhB4cJf7yQrR45ctG7dngwZMtKlS3eCg4N5+jTmm7syZcphZ1eVbNn+okKF0piZJaVr51ZkzZKRBvVr8Oz5CyCit/iB/brSsH510qdLQ8kShSletCBPnz6PMd0vpUplTd/encmYIR0tmzcgmbkZjx67A1C4UD6GDe5Frpx/kTlTelq3bIif30e8vX3V9Rs0sCdz5qxky/bX/8ejo1+/wWTMmIn69e359OkTnTt3J0eOnNSt2wArqxQ8exaRftKkSb/ZlLdZs5ZkyJCRTJkys3nzOurVa0j16jXJmDETTZu2oFSpMuzatR2dTsf+/Xvo0qUHhQoVoWDBQvTs2SdOefCj21YUhb17XdVt58tXgD59BsSa7tWrl3n92pMhQ0aSOXNWihQphoNDP7ZujSjUWlpa4ujYnzVrljN16gRy5rShQQP7/59npf5rYmIKQIoU1jRs2IScOW0wNjahfPlK9O8/mCxZIr4Xe/tmPH36JMZYjh49hImJKUOGjCRr1myUL1+JLl16sHHj/x58pEyZikGDhpMlS1ZatWpLgQKF1ALg69evsLCwIG3adJQqVYZ58xaRK5ctnz59YufOrQwePII8efKRPXsORo+ewPXrV6PUqn6ex1WqVOfMmVNqy5BTp45TuXJVNBoNadKkZcSIsRQrVoJ06dLTsGETrK2tefr0MSYmpiRJkgRDQ8NozfwVRWHHjq106dKDcuUqkjVrNoYOHYVWq+Xw4QPqcs2bt6Zo0eL89VcOGjZswr17/8aYX3v37iJXLhu6d3cgc+as1KpVl8aNm0fJL1vbPJQrV4HcufPGegx06NCFHDlyUq1aTaysUlC1ag2KFy9FgQKFKFashHqOfMnCwgIHh35kzJiJVq3akTy5BW5u9+K8n1+er5EMDAxIliw5ANbWKTEyMoq2Ly9fvuDs2dOMHj2R7NlzkCdPPoYOHcXBg/vw9/dXz/369RuRLl16SpQoRdGiJXj69Ems6dvY5KZRoyZkzJiJatVqEhz8iX79BpElS1aaNGnOx48f8PZ+/81zBiKuPZHza9SoTY4cObl371+MjIwwNzdHq9VibZ0SAwMDIOI6ni5dBvWB3+8iTu9gjxkzhgULFvD333+j0WhYvnx5jJ2syDjYQgghhIjJs2dPadCgcZRp+fIVZP/+iI6gihcvyfXrV8mdOw/e3u/p0aM3y5dH1FBduXKJ7t0dY0zX19cn1g5wypevyJYtG+jWrRdnz56mTJmyGBp+/dbn81pyM7OIdysjmwF/KX36DOr/TUxMSJs2lVqTbmJiTGhoxHqZM6XH2MiIVWu28uTJc564P+fpUw9q1qj01VjU7aRLE6WG3szcjJCQiBrq2jUrc/rsRVz3HObZs5e43Y94GBD+WZPKtGnTR0kvRQprkiRJosYdsUy6KPvyeQ34t6RL97/03d3defLkGHv27FSnhYaGUqJEafz8fPHz8yNnTht1Xv78BeK8nR/Ztq+vL76+PlG2bWsbe+Hq2bOnfPjgR40a/2vxoNPpCA4Oxs/PFwsLS2rVqsuBA3u5ePECmzbtjDUtiJq/Go2GRo2acOzYYe7cucWzZ+7cv+8WazPYZ8+eYmOTO8qxmy9fQd6/f8/Hjx8ByJkzV5T5uXLZ8uzZUwDatu2Ii8tCdu/eSZky5ahRozbW1il58uQRoaGh9OjRMcr2dDodHh7PsLHJDUTN47JlKzBt2kTu3r1Djhw5uXjxAgsWRLRCKFKkGHfv3mHJEmeePXvKgwf3ef/+/Teb9/r4ePPhgx958vzvNQ9DQ0NsbfNEKcR+XtNsZmZGeHjM56W7uzt58kT9bvPnL8Du3TvUv9OlS/flatFEP7/jdo6kS5dBLSBCxEOq8PCwOO/nl+frt3y+L+7uT9HpdDRqVCvKMjqdjhcvPLC1zY2RkTFr1qzgyZPHuLs/4enTJ9SoUTvW9L/MByurFOqDo8jrR0hI6DfPGQArqxTqdRUgaVKzWK+vkSwsLH5Zj/zxJU4F7CpVqlClShUA7Ozs2L59OylSpPipgQkhhBDiv8PY2DjaNJ0uHJ0u4v28EiVKsXHjOvLmzUfevAUoVKgwz5658+yZOy9eeFCkSGw1z5pYb+DLlCnP9OmT8PR8xdmzp2jYsHGMy30ustbmc7F1/PP5TTSARhNzw8CHD5/SvdcwypUrQaFCeWnZogGbt8a9h+mYKjUiYxo/aR63b7tRq2Yl7BvWJKV1Crr0GBJl2S/z/su4Y9tGXH2efnh4OK1bt6dmzTpRljExMVFvyj/PTyOj6MfF5yLf3/zRbUeKuu3Ye48PDw8nc+asTJs2O9q8yAJCYGAgL19GtFK4efN6lILI1+LU6XT07+/Ax48fqVKlGmXLViA0NJSRIwd/c93/pREe5d8vvz9F0am947dp0wE7u2qcO3eas2dP07dvT4YMGYmtbUQBetGi5SRJkjTK+ilSpMDPzy/a9pMkSULZsuU5ffoE7969IUUKa7UWeO9eV5yc5lCvXgMqVrTDwaGf+k7v1xgbm8Q4/fPrAxDt4Vhs52VM+RUeriM8XPfZMjFv83NfnidxPUdieoinKEqc9zOm+L/m83TDw8MxNzdn+fJ10ZZLlSoVDx8+oFevLpQrV4FChYrQokXrKDXMMYlrPsTlnNHn+hpJp9PFem1NrPSO9sSJE6RIkYLz58+zdu1aVq9ezenTp/V60imEEEKIP0vmzFm4e/d2lGl37twmc+YsABQrVoLHjx9y4cJ5ChYsRPLkFmTOnIWVK5eSP38htcb1SxEFAd8Y51laWpIvXwGOHDnIvXt3KVmyTLzuU1wdPHyKQoXyMmHsQBo3qkWe3Dl58cIzonfwHxAQEMiRo2eYNGEwXTu3olLF0nz4/xrNH037e2XOnAVPz5dkzJhJ/ezZs5N//vmbpEmTkjp1Gtzc/vde/IMH96Osb2RkRGDg/3r6/1pHVvps29LSkhQprL/YduzNTjNlyoKX12ssLa3UtDw9X7JihYvammDZssVYWFjQr99gnJ3nqn0UfdkfwJfc3Z9w48Y15s1bRLt2nShTphzv378DYi5sZM6chfv370Wp6btz5zaWllZqL/hPnkRtXn7v3l2yZMlKcHAw8+bNwsjIiFat2rBggQv16zfi1KkTZMiQEQMDA/z8/NR9NDMzw8lpjtr3UkyqVKnBhQvnOHv2FFWqVFenu7ruoGPHLvTpM5CaNetgYWGJt/d7dZ9iyxdzc3NSpLCOcn0ICwvj/n039fqgj4hrzZ0o0+7evfVdacWn+NjPbx1bmTNnwd/fH41Go36nwcHBLFw4n5CQUA4fPkChQoUZO3YSjRo1IXfuvLx48fyb31FcxOWc+Z598/Pzxdr69xpyUO8CtpeXF/b29jg6OuLq6squXbvo27cvDRo0wMtL3zEahRBCCPFfcu/eXf7552/1c+HCeT59+kSzZq05deo4W7duwsPjOVu2bODMmZM0ahQx3qqFhSU5c+bi6NFDFChQCICCBQtz4sTRWN+/BsiZ0ybK+6JfKleuIhs2rKVw4aKYmprG677GlYVFMh49dufuvw94/vwl8xes5N97Dwn5wcoJY2MjkpiacPLU37zy9OKfi9eYNSei1+YfTTtSYGCgXp3bNmvWimPHjrBt22ZevnzB1q0b2bJlo9q8t1WrtixbtoTLl//Bze0e8+bNiLK+rW0eduzYgofHc86dO82BA3Gv6f/atjUaDfb2TVm+3IXLly/i5vYvCxbMiTWtEiVKkTZtWiZMGM3jx4+4efM6M2ZMwdTUFAMDA9zc/mXnzq0MGDCUBg3sSZcug5qeqWnEw6BHjx5EeVgQydw8GVqtluPHD/P6tScnTx5TO3uLadSe6tVrERoayowZk3F3f8rZs6dYudKFRo2aqIUSLy9P5s6dgbv7U1avXs79+/dp2LAxJiYm3Lp1g7lzZ/LsmTtubv9y8+Z1cuWyIWlSM+rVa8isWdO4du0KT58+YeLEsbx86RGlWfiXSpUqw7t3bzlz5jR2dtXU6RYWFly5connz5/h5naPsWOHExYWRmhoiJov7969U3uI/lzz5q1YscKFc+fO4O7+lOnTJxESEoydXfVoy35Lo0ZNefjwAS4uC3n+/BkHD+5j585tCTK285d+dD8jHzS6ud0jODg42vysWbNRsmQZxo8fxb17d7l/343Jk8cRFBRIsmTJsLCw4PHjR/z77x2eP3/GggVzuXfvX/U7+lb6X/Otc+ZbTE1N+fjxAx4ez9WHSYGBAbx+7UmuXLZ6xZLQ9B4He9y4cVhbW7Nq1SosLCKemvn4+DB48GAmT56Mk5PTN1IQQgghxPdKYRJzTW5i2c7ixQuiTdu8eRd58+Zj9OgJrFy5lMWLncicOQsTJkylaNHi6nIRvYk/VJucFihQGFfXHZQqFXsBu1Sp0kyePB5FUWKsASlfviILF86jfPlK37U/8aFZk7o8ePCE3v3GYGJsTKFCeejcsTlHj539oXSNjIwYN2YATs4r2bp9H+nTpaFj+2a4LFvPgwePyfrX1zt0i4tNm9Zx8OA+tm/fG6fl8+XLr37PixbNJ0OGjIwdO5lChYoAYG/fDG9vb8aOHYmhoSHNm7fi4cMH6vr9+w9m2rRJtGvXHFvbPHTu3IO1a1fGy7bbtevEp0+fGDt2BAYGBnTs2FUd3utLBgYGTJs2h3nzZtKtW3uSJElK5cpVcXTsS1hYGNOnT6J69VpqT8sDBgyhR49O1KxZhxIlSlGjRi3GjBlOz569o6WdOnUaBg4cxurVy3FxWUimTFno23cQkyaN5eHD++TLF/W99KRJzZg924n582fTqVNrLC2taNq0JW3b/u/d6VKlyuLn50enTm1Ily4d06fPJlWq1ABMmDCVOXOm07FjWwwMDLCzq0qHDp0BcHTsj7PzPEaNGkpYWBiFChVm5sz5Xy0QGRsbU758Jf799w45c+ZSp/ftO4gpU8bToUMrrKysqFKlGqamSdRWChUrVmb37h20adM02vHUokUbAgICmDFjMgEB/uTLV5AFC1y+a6zstGnTMmPGXBYtms/mzetJkyYtjo79qVOnvt5pxbcf3c+//spB8eIl6dmzE+PGTY5xmdGjJzB37gz69u2FgYEBJUuWpn//iNcPmjRpwYMH9+nXzwFjY2MKFSpMx45dOXbscJzTj83Xzpm4KFq0OBkyZKJ9+xYsWrQcW9s83L59i1SpUkfr8C2x0yh6jiheuHBhtmzZQq5cuaJMd3Nzo3Xr1ly9ejWWNX+Od+8+JlQrqBhpNJAyZbJEF1diJHmlnz8hvwwNtVhZmYHfLAh/kdDhRDDICBaD8PEJICzs9xqHMa7+pGNr/aNbvPkUvUYpIaQ2TUqbHAViPLZCQ0N4/94Ta+t06juqWq0GK6ukP/SurL50Oh0+PoHodN9/YBgaan/quRMeHk7LlvaMGDFWLUj9aoaGWgj3AiV67WOC0RiDQZpEf93y9HxF06b12bZtz1drTWPys4+t/xrJr7iTvNLPz8qvKVPGkz59Bjp06BLj/Jh+KyNF3tskBL1rsC0sLNRODz734cOHr3YWIYQQQojvp9Mp+PgEotV+/zty37PNHylc/woGBga0adOB3bt3JlgBWwghRPzy8/Pl8uWLrF69MaFD0Zvej8Hr1KnDqFGjuHDhAv7+/vj7+3P+/HlGjx5N7dqxd/EuhBBCiB+j0ymEhel+2SexF64j1a3bgNevPXF3f5rQoQghhIgHmzatp337TrEOw5iY6V2D3bdvX96/f0/nzp3VHucMDAxo2rQpQ4YM+cbaQvx5tFpNvNY4GRjET/PQ36FmSnydHFtCRNBqtSxevCKhwxDfIV269Jw7dyWhwxBCJDI9ejgmdAjfTe8CtrGxMdOmTWPEiBG4u7tjbGxM5syZSZo06bdXFuIPo9VqSJEiabyO32dlZRYv6SiKDm/vH3u3UiQcObbEz2RgoOUHRmuJxtAwfo5TRSHKWLbi9xNfx8LPSC8xvnMr+SXE70fvAnak5MmTU6BAgW8vKMQfTKvVRBSA/NdFdICTWBikQWPeFq1WI4Wg35QcW+Jn0mjALySYMF3iuYE21GqxMDZJ6DBEfAh/D4R9c7FfxxAMEvE4u5JfQvxWvruALYTQQ7hX4ukVW/y3yLElfpIwnY4wJfEUsElEoYgfFZbIelxP6AC+RfJLiN/JrxvrQwghhBBCCCGE+A/Tu4C9b98+fH19f0IoQgghhBBCCCHE70vvAvb48ePx9vb+GbEIIYQQQgghhBC/Lb0L2CVLlmTfvn2EhCSid0GEEEKIP4BWq8HQUPvTPwYGWkwMDTDUc+i2BpXLM3vi+GjTjx86QNcWTeMrG/QWHBxMp06t8fPz5dq1K5QrV4zdu3dGW27y5HFMnjzuu7bR03EIy1Zs+sFIv09oaCjtOvXH28c3QbYvhBDif/Tu5Oz9+/csWrSIJUuWkCJFCkxMovboefz48XgLTgghhBARfsbQbF+TnCTodOE8eetDmB5DY505cYxqdepSoEjRnxidftavX03ZshWwsLBUp7m4LKRiRTssLS1jXe93YWRkRLPGdXBetIYxI/smdDhCCPFH07uA3axZM5o1a/YzYhFCCCFELH750GwGadCat8VAq9WrgJ06bTpc5s9l3vJVGBkZ/cQA4yYwMJBt2zazfv3WKNPNzMxYtGg+I0aMTaDI4leN6hVxcl6F5+s3pEubOqHDEUKIP5beBexGjRqp//fz8yNZsmRoNBo0GumzXwghhPjpEvnQbK07dWHJvNns2rKJZm3axbjMu7dvWLnQmZvXrqDRaKlQpSode/TCyNiY44cOcOLQQfIWLMQB113owsOpUqs23Rz6qOu7uu5gw4Y1+Pr6YGOTm/79h5A9e44Yt3XkyEEyZ85CypSpokzv23cgw4cPom7dBhQoUCjGde/cucXChfN5+PA+VlYpaN26HQ0bNol139++e0+/geO5dv02adOkYtCA7pQoHpH206fPmbdgBbdvuxEWHk5u25wMG9KLbFkzcfXabSZOcaJ0qSIcOXqG9m2b4P7sBSmsLPF87cW585dJly4148cM5OSpv9m+8wBJkpjSr3dnqtiVBSJqsYsXL4jr7sP07N421hiFEEL8XHq3M1MUhcWLF1OyZElKly7Ny5cvGTx4MGPGjJH3soUQQog/nHWqVLTs0Ilt69fi5fkq2vzQ0FBGD+jLp09BTJ63gCFjx3P14gVWuyxWl3G7e4eXHs+ZtmAR3fr2Y9/O7dy4ehmAc+fOsGrVUvr1G8zKlRsoWLAwffp058OHDzHGc/HiBYoXLxlterlyFSlbtjyzZ08jLCws2nx396f06dOTQoWKsHLlejp16oaz8zxOnz4Z674fPHSSqlXKsXHdAmxtczB+0jwURUGn0zFo6GTSp0vD2tXzWLp4OuHh4SxcvEZd9/XrN4SEhLB6xRyqV60AwJZteyhSOD/r1zhhkTw5jn1G4e3jy3KXGZQvW4LpMxeh0/2vdUGJ4oW4cPFarPEJIYT4+fQuYC9cuJA9e/Ywbdo0jI2NgYha7fPnzzNjxox4D1AIIYQQv5e69k1InyEjyxbMjzbv2qWLvH/3jgEjx5D1r+wUKFKU7n0HcHD3LoKCAgHQ6XQ4DBxCxsyZqVStBlmzZ+eB2z0ANm5cS9u2HSlbtjyZMmWma9eepEmTjiNHDsQYy4MHbmTJki3Gef36Deblyxds3Rq9c7K9e3eRK5cN3bs7kDlzVmrVqkvjxs3ZuHFtrPtduWIZ6tauQsYM6Wjbyp73733w9vEjODiERg1r0MexExkzpMPWJjt1atnx9KlHlPXbtm5MpozpSJs2orbd1iY7jRvVIlPGdFSvVoFPwcEM6NeVrFky0rRJHT589Mfb21ddP1vWTDx65E54eHisMQohhPi59G4ivmvXLqZNm0bx4sXVZuFly5Zl+vTp9O3bl1GjRsV7kEIIIYT4fRgYGNCj/0CG93Hgn3Nnosx78fwZ6TNmwjxZMnWabd58hIeH4/nyJQAWVlYkNTNT5ydNakZ4WESh8dmzpyxatAAXl4Xq/JCQEDw8nscYi6+vT6wdmaVNm4727buwatUyqlatHmWeu7s7efLkjTItf/4C7N69I9b9zpAhrfp/M/OkamzWKSyxb1iLA4dO4ub2CPfnL3hw/wlWKaLG9eW70+nT/y89ExNjUlhZYvr/ncuamERUcoSEhqrLWFgkQ6fT4ffhIylSJIk1TiGEED/Pd/Uinjp19M4zkidPTmBgYLwEJYQQQojfW+58+alSqzbLnZ1o1LyVOt3YyDjaspHNnHX/35makWH0ztEURQEgPDycPn0GUKxYiSjzzT4rkH9Oo9F8tUa3Zcs2HD68n/nzZ5E06f/SiGyl97nwcB3hX+nwTauN3jBQURQCA4Po2HUQlhbJKV+uONWqlufZ85ds2OQaZdnIQnMkAwODqPsSQ/qf0+ki8kj7i3qaF0IIEZ3eV+BSpUqxYsWKKNP8/f2ZM2cOJUtGf8fpdxFfY4sa/P+YoQYG8TMWqVab+DqPk7wSQggRF+279eRT0Cdct25Wp2XInJlXLzz4+Nk7025372BgYEDaDOm/mWamTFl4+/YNGTNmUj9r167k7t3bMS5vZWXNhw9+saZnaGjIgAFDOX36JDdu/O/95cyZs3D37p0oy969e4vMmbN8M8YvXbt+h3fvvFnoNIk2rewpUbwQr73ewv8/NIgvfn4fMDAwwMIi2bcXFkII8VPoXYM9btw4HB0dKVu2LMHBwfTq1YtXr16RPn16Fi9e/O0EEqGfMbaolVXMT9L1pSg6vL0D1afSCU3ySgghRFwlt7CgfbceOM+aTuo0Ec2dCxYtRtp06Zk7ZSLtuvXgg58fyxbMo0KVapibf7tg2KJFa6ZNm0SmTJnJn78gu3fv5MSJo7Rt2zHG5XPlysXjxw+/mmaRIsWoUaMWhw8fpFChIgA0atSUbds24+KykFq16nL37m127txG//5D9MyFiKbbQUGfOHP2H2xtc3D5yk2279iPmVlSvdP6mkeP3LHJ9ZeM7CL+SIaG8dtyIz7TCwuL+1CHv4qBgZb4vFTEV34pCl9tKfQ70LuAnTZtWrZv386FCxd48uQJYWFhZMuWjXLlysXYNOp38MvHFo0rgzRozNui1WoSTaFR8koIIRKYQZrfajtVa9fh2MH9eL97F5GsgQEjJ0/FZf5cBvfqTpKkSalYpRptu3aLU3pVqlTH29ub5cuX4O3tTbZsfzF9+lwyZcoc4/IlS5bhwIG930zXwaEf58+fU/9OmzYtM2bMZdGi+WzevJ40adLi6NifOnXqxynOz+XPZ0unDs2ZOduF4JAQcmTPyuAB3Zk8zZk3b9/rnV5sbt66R+lSReItPSF+O+HvgeijAiQcQzCwTuggYqTRgF9IMGG6xFOYNdRqsTA2SegwfphGUb6vfdLTp095/PgxRkZG/PXXX2TKlCm+Y4uTd+8+/nALK0NDbUQtqt+sxDW2qEFGsBiEj09AonnyJXmlH8kv/STK/JK80k8iz6/1j27x5lPi6C8ktWlS2uQoEGNehYaG8P69J9bW6TD6/3eWf0YLom/R6cJ58taHsERQm2Co0WJtmkTv4yogwJ/GjeuyevUm0qZN93NiM9RGPHRWEm640qCgT9Rr1Im1q+aSPl0a0BiDQZpEdR5C4siraBJpXoHklz4kr/RjaKjl/acgwpTEE5u+1/mYfisjaTSQMmXCvC6jdw22p6cnQ4YM4fLly1hYWKAoCh8/fsTOzo7JkyfH2lOnEEIIIb6fTqfg7R34S/qbMDDQ4hf8iWBdeKIoXP8IMzNzGjVqyu7dO+ne3SGhw/lpDh85TdkyxSIK10IIIRKM3o/BR40ahYGBAcePH+fixYtcunSJgwcP4uPjw5gxY35GjEIIIYQgopAdFqb76Z/wcB3BYb9/4TpS+/ad+fvvc/j5+SZ0KD9FaGgo23ceoI9DzO+hCyGE+HX0rsG+fPkyO3fuJEOGDOq0rFmzMmbMGFq0aBGvwQkhhBBC/ChTU1PWrNmU0GH8NEZGRqxfMz+hwxBCCMF31GBnz56dBw8eRJvu4eERpdAthBBCCCGEEEL8SeJUg+3q6qr+v1SpUowcOZJ///2X/PnzY2BgwP3791m9ejUdO0rTJCGEEEIIIYQQf6Y4FbCdnJyi/G1lZcWBAwc4cOCAOi1ZsmTs2LGDXr16xW+EQgghxB/qOwf6EEIIIf7zlETUA/rn4lTAPnHixM+OQwghhBD/z8DAENDg7++HubkFGs3P7zn8czqdhvDQUHQknpuXcLSEaLWEhye+hw46nQZ04ZCYbvY04RAenOjyS/JKP5JfcSd5pZ/f+TqvKArh4WF8/OiLRqPF0NDoF0UYN3p3cgbg5ubGkydPCAmJPs5cw4YN45xOcHAw48eP58iRI5iamtKpUyc6der0PSEJIYQQ/xlarRYrq1T4+LzF2zsoQbYfEBZCeCKqQTfQaAgzNEanSzw3g5G0Wi3oPgBhCR3KZwxBG5ro8kvySj+SX3EneaWf/8J13tjYlOTJU/zyh9DfoncBe9asWSxfvhxra2tMTEyizNNoNHoVsGfMmMGdO3dYs2YNr169YujQoaRPn56aNWvqG5YQQgjxn2JikoTUqTMSHv5rbxYNDDRYWCRlz7P7vA/+9Eu3/TXWJkmon+Uv/PwCE1VtUGR+8XElhL9O6HD+xyAtJOuUqPJL8ko/kl9xJ3mln//CdV6r1aLVGiS6wjV8RwF7y5YtTJ48mcaNG//QhgMDA9m2bRvLli0jb9685M2bl4cPH7JhwwYpYAshhBBE3kAY/9JtGhpqMTU1JcRAQ5DeY438PCEGGkxNTQkKCicsLPHUBkXmF8GBEP4hocP5H4PkkMjyS/JKP5JfcSd5pR+5zv9cemdpsmTJyJ8//w9v2M3NjbCwMAoXLqxOK1q0KDdv3kyUzSiEEEIIIYQQQoiv0bsGe+jQoUyYMIE+ffqQPn36iPcdPpM+ffo4pfP27VusrKwwNv7fk/mUKVMSHByMr68vKVKkiFM6Wi3E26sDBhmBX1tT8FUGqdX/ahPR0yVA8kpfkl/6SUz5JXmln0SeX9mTWZHa1CyhwwAgmdH/vjfJq29L7Pkl56IeJK/0I/kVd5JXevkvX+cTsuW4RtFzDJDdu3czbtw4goKCorR5VxQFjUbDvXv34pSOq6sr8+fP5+TJk+o0Dw8PqlatyunTp0mbNq0+YQkhhBBCCCGEEAlK7xrsmTNn0qxZM5o1axbxrsN3MjExidYLeeTfP5KuEEIIIYQQQgiREPQuYIeEhNCmTRsyZcr0QxtOkyYNPj4+hIWFYWgYEcbbt28xNTUlefLkP5S2EEIIIYQQQgjxq+ndur1Tp064uLgQHBz8QxvOnTs3hoaG3LhxQ5129epV8ufPH+29biGEEEIIIYQQIrHTuwb7/Pnz3LhxA1dXV1KmTImBgUGU+cePH49TOkmSJKFhw4aMGzeOKVOm8ObNG1auXMnUqVP1DUkIIYQQQgghhEhwendytmvXrq/Ob9SoUZzTCgoKYty4cRw5cgRzc3M6d+5Mhw4d9AlHCCGEEEIIIYRIFPQuYAshhBBCCCGEECI6vZuIt23bNsrwXF9au3btDwUkhBBCCCGEEEL8jvQuYJcsWTLK32FhYXh4eHD69Gl69uwZb4EJIYQQQgghhBC/k3hrIr5z506OHDnCkiVL4iM5IYQQQgghhBDitxJv42EVL16cCxcuxFdyQgghhBDiNyFd+gghRAS9m4i/evUq2rSAgABWrFhBhgwZ4iUoIYQQQgjx+/ha/zzi+71584bUqVOrf+t0OrTab9ePKYqCRqNR/xVC/Dp6F7Dt7OyinaiKopAuXTqmTJkSb4GJxEcu0kIfcrz8ejHdeMn3IISIT59fU+bOnYu3tzeBgYF07doVa2trUqVKJdedeLJv3z5cXV0pVKgQOXLkoGbNmt8sXG/evJlcuXKRNWtWUqRIId+DEHqK60Osr9H7HeyXL19GTUCjwcjIiJQpU8pJ/B/2+cH26dMnTE1NEzgikZiFh4djYGAAwLt379BoNFhbWydwVP9tn5+j586dw9PTkzx58pA3b94EjuzP9vn3EhYWhqGh3s+1hUgwkQXl169f4+/vT44cOaLM9/b2xt/fn7Vr1/Lw4UMMDQ1p3bo1dnZ2CRTxf0dYWBjBwcG8evWKPXv2cPv2bfz8/Bg2bBi2trZYWFhEW8fLy4u9e/dy9uxZLCwssLKywtHREUtLS4yMjBJgL2KuSZcHMInbn/RdRe6fh4cH/v7+WFpaki5duh9OV8bBFt/0+cm1cuVKLly4QLZs2ahTpw4FCxZM4OhEYjZnzhxOnjxJYGAg7dq1o3379gkd0n/ejBkz2L17NylTpqRw4cKMGDECY2PjhA7rj/T5tXPz5s08evSIdOnS0bZtW/lOxG/j0KFDTJ06ldDQULJnz8748eOZN28ehQsXpmPHjupy169f59y5cyxZsgQHBwe6dOkix/l3mjVrFqamprRq1YoUKVIQEhJCSEgI48eP5+nTp5QtW5bmzZuTPn36GNf38vLi7du3DBs2jNSpU1O6dGlatmyJubn5L92PyGvghQsXuHz5Mlqtlu7duydYYV98W+R3dv78ec6dO8eDBw+oU6cOuXPnJnfu3Akd3k9x+PBhJk2aRJIkSciVK5d6/v2IOBWwY2oWHmNiGg3Hjh37oYBE4vJl4XrBggU0aNCAM2fOkCtXLpo3b07lypUTOEqRWOzatQsPDw+0Wi2BgYHs27ePzp078/btW1atWkXPnj1xdHRM6DD/M65cuUKxYsXUv48dO8a4ceNYuHAhBQsWxNvbm+DgYHx8fEibNi0pUqRIwGj/LJ9fO52dnXFxcaF06dKcPXuWypUrM378eFKlSpXAUQrxdQ8ePKBPnz40adKE7Nmz4+TkhE6no3jx4mzatIlx48bRtGnTKOscOnSIAQMG0LlzZwYOHJhAkf/exo0bh5ubGzVq1KBhw4ZYWVmp81avXs2pU6fIkSMHXbt2JU2aNEDU1jKhoaEYGRkREhLC4sWLuXnzJmnTpmXYsGEkT578l+7L6dOn6dWrF/nz58fd3Z3UqVOzcuVKUqZM+UvjEHF3/PhxBg0aROPGjbGwsODAgQOkSZOGKVOmxPpQ53d1+/ZtOnbsyMCBA6lSpQqKomBtbY2vr+8PHaNxaqvWu3fvWOcFBgaycuVKXr58SeHChb87EJE4Rd4gnj17lufPnzN//nwqVKjA69evGTt2LFu2bEFRFGkOJujUqRO+vr5oNBqCg4N5+PAhRYsWJW/evBQrVox8+fIxcOBAFEX56jVFxM2BAwcYMGAAs2fPpk6dOgC8f/+enDlzUrBgQS5evMjWrVv5559/CAkJoX79+vTp0yfGZoUi/kVeO2/evMmdO3dYu3YthQsXxsvLi4YNGzJmzBjGjx8fpfMiIRKTx48fs3PnTgoUKECXLl0AqFy5Mg0bNuTSpUt06dKFMWPGYGBggL29PRDxYKlmzZokTZqU7t27kzp1atq2bZuQu/FbiXwwN27cOObNm8epU6fQ6XQ0a9aMZMmSAdChQwdMTU05cOAABw8epFWrVhgbG6uF67Vr15IxY0bs7OwwNjbG0dERV1dX9u/fz/z58xk4cCBJkyb9Jfvz9u1b9u7dy7hx42jcuDE+Pj44ODjQsWNHVq5cKQ8ZE6GgoCC2bdtG79696dSpE6GhoaxatYpGjRqh1Wrx8vJSH+r8Fzx69Ij8+fPTsmVL3r17x5YtWzhz5gzu7u507NiRLl26fNerXXF6g7tRo0YxfpInT86KFSsICAhg0qRJbNq0Se8AROL38OFDFi5ciKurK2ZmZgCkTZuWUaNGodPp2LZtGydPnkzgKEVCatmyJb6+vjg7O7NgwQKMjY3RaDQ8fPiQxYsXc+bMGWrWrMns2bNxcXHB2dlZXVen0yVg5L+n4OBgateujaOjI0OHDmXfvn0A2NjYcOHCBZo3b07Hjh0JCAhgwIABjB8/nh07duDp6ZnAkf9Zzp49y/z587l//776JDxNmjTs2LGDGzduMHbsWN68eZPAUQoRlU6nQ1EU9u3bx5EjR7h69SqfPn1S57m6umJgYMCRI0coWbIko0ePxtXVNcr6FSpUYOLEiSxYsIDLly8n0J78fj5vVFqqVCl0Oh0bNmxgx44dfPjwQZ3XokULSpQowbZt2/D29o6y7r1795g7dy7h4eEAGBgY0KhRI6pUqcLTp085ceLEL9mXx48fM2zYMK5du4aVlRVarRZra2uWLFlC0qRJ6dSpE2/fvv0lsYivizx2/P39MTU15e3bt2TIkIG3b99SpUoVatSoQfv27XF2dv7P3e+nT5+eCxcuMGzYMOzt7Tlx4gR58uShZ8+ezJs3j0ePHn1Xut/VRdrLly/p2bMnvXv3pkyZMhw6dIgmTZp8VwAi8fmywJM2bVpat26NmZkZ69evV6dnypSJ0aNHoygKLi4uXL169VeHKhKBNm3aEB4ezpYtW0ifPj3p06dn+vTplCtXjnTp0vHixQv1/dPIQrazszOdOnUC+OGeGv80c+fOpVSpUgQEBODo6Ej37t0ZMmQIe/bsoVChQri4uJAzZ07mzZvH/Pnzady4MVWrVuWvv/5Sb5LFz/HlG1e5cuUiZ86cBAYGsmvXLnV6+vTp2blzJ7dv36Zv3774+Pj86lCFiCby+NVqtWg0GhwcHOjcuTMmJibMmzcPf39/9XpdunRp3N3defDgAblz52b48OFs2bIFjUajLlOzZk0aNGjAyZMnCQ8Pl4epcRCZd1OnTmX8+PFkzpwZS0tLNm/ezLZt2/D19VWXdXR0JFWqVIwZMwb4X6uZHj16kCZNGo4ePQpEdJam1Wpp3rw5adOmZefOnb9kX7Jnz46trS0BAQH8888/6gMCS0tLli5dSrJkyWjcuDHv3r37JfGI2EW+4jtq1Cg8PDwoXLgw165do2nTplSqVInJkydjYmJCUFAQJ0+e/G3HvI+M+/79+5w8eZJLly5RsmRJRo0axaNHj6hTpw4zZsxgzJgxdOjQgQIFChAQEPDdG4uz0NBQZcmSJUrBggWV+vXrK9euXdNndfEbCA8PV/9/79495f79+8rTp08VRVGU/fv3K9WrV1dGjhwZZZ2nT58q06ZNi7Ku+DOsW7dOyZ8/v7Jlyxbl3LlzyrZt25TTp08r79+/V7y8vJQOHTooLVq0UAoWLKgsXbpUURRF0el0yoYNG5SWLVsqoaGhCbwHv5+nT58qrVq1UqpXr674+/sriqIo8+fPV3Lnzq3s3btXXe7ly5fK4cOHlZs3byqdO3dWGjduLOfoT/R53np6eioeHh6KTqdTgoODlRkzZijNmzdXVq1aFWUdDw8PpVu3bvK9iASn0+kURVGUK1euKCtWrFAWLVqknD9/XlGUiOt8y5YtlTlz5ij+/v7K48ePlerVqyuXLl1Snj9/riiKomzZskWxsbFRNm/eHCXd/fv3K/Xr11d8fX1/7Q79xl69eqXUrVtXOXfunDptwYIFSteuXZUVK1YoHz58UKc/evRI6d27t3Lp0iXl48ePiqIoSlBQkDJ48GDFwcFBXS7ytzYoKEipWrWqsnr16niPO/IY8vX1VV69eqVOd3FxURo2bKisWLEiynHg4+OjdOrUST2GRMJxc3NTevfurWzZskVRFEXZu3evkj9/fqVFixZRvrO+ffsqU6dOTagw48WhQ4eU4sWLKw0aNFDatGmjnjeKEnEM3759WwkICFBmzZqllC9fXnn9+vV3bSfOvYhfvHiRCRMm4OXlhaOjI+3atZOap/+wWbNmceTIEYKDgwkPD6du3bp06dKFixcvsnDhQooVK8aECROirRcfY8eJxE/5//fE3N3dWb58ORcuXMDPz4/MmTPj6+tLihQp6N27N3nz5mXw4MG8efOGd+/esX//flKmTKkOVxQWFoZGo1GH9BJx4+HhwZAhQ3j79i27d+/GzMwMJycnlixZwvTp06lXrx5///03/fv3J1OmTJiZmbF8+XKMjIzkHP0JFCXquMDnzp3Dw8ODPHnyUKVKFdq2bcuMGTO4desW1apVi7E3fflexK+kxDB00rFjxxg8eDBlypTh+fPnhIeHky9fPmbMmMG6des4dOgQxYsXp379+nTp0oWxY8dSsWJFNc0tW7YwYcIEZsyYofYLATB48GCKFClCy5Ytf/l+/o6ePHmCvb09y5Yto3jx4ur0+fPn4+rqSocOHahbty7W1tZ8+PCB1q1b8+TJE+rXr0+9evUoU6YM7969o1mzZvTs2VPthC7yd3f79u08efKEIUOGxNsQTJHpHDt2jKVLl+Lp6UnWrFkpWbIkjo6OLF26lMOHD1OnTh2146zP1xMJx8vLi7Zt2xIYGMj8+fMpWrQoEHE+z5kzhxo1amBmZkZQUBD79u1j8+bN0Ybr+108fvyYdu3a0adPH5o3b463tzdGRka8fPkSa2trnj59yoABA0iZMiU+Pj4sXryYPHnyfNe24vTW9qBBg9i/fz8ZMmRg3LhxpEmTJtbmwJ9fDMTv4/Obu23btrFnzx7mz5+PkZERPj4+9O/fHx8fH0aPHo1Go2HhwoX07duX+fPnR0lHbhD/+7y9vUmRIgWKopA1a1YKFy7Mvn37yJEjB23atCFPnjzs27ePSZMmMWbMGCZPnkzv3r0JCAjg+vXrVKtWTe0wQsYEjrvPz9FMmTIxc+ZMBg4cSIMGDdi9ezd9+vRBo9EwdOhQDAwMqF27Nq6urhgaGpIyZUo0Go2Mw/yTRN4grl69mm3btjF16lRCQkJ4/vw5zs7O+Pr6MmTIEKZPn64OW9ezZ88oaci1U/xK9+/fx9bWVj12vb29cXZ2pn///rRr147AwEC1n4AhQ4YwY8YMwsLC2LNnD58+fSJp0qQ8ePCAihUrqtem8uXLY2JiwsCBA0mSJAmVKlVCq9ViY2MT5f1h8T8xPVj766+/KFq0KIcPH8bW1lbt3KxHjx5s27aNTZs2YWVlRb169bh48SKdOnXi9OnTaDQaunXrhr29PRUrVqRz5848e/aMgIAAkiZNql778+TJw/r16/Hw8CBTpkzxsh8ajYbLly8zePBgevfuTbZs2bh7967aQW7k8XP06FE+ffpEmzZtSJ48uRSuE1hAQABp0qShffv2zJw5kzNnzqgF7ObNm5MsWTKuXLnCjRs3SJ8+PevXr/9tC9cA7969I3369Njb2+Pl5cXKlSv5559/ePz4MQ0bNqRz584sWrSIkJAQMmfO/EOdkMbpTiuyA50XL14waNCgWJfTaDTcu3fvu4MRv17btm0ZOXIktra26rTHjx9TuXLlKL3Cb968GXt7e7Jnz063bt0IDAzkwoULUuvyh5k0aRIpU6akR48eQMTTZ51OR44cOciVKxd79+4FoFmzZvj5+bFu3TqWLl1K/fr1WbZsmYyb/p0+P89ev36NsbExGTNmZMGCBTg6OqqF7Mje2YcOHUpAQECU4XN0Op0UruPRhAkTaNmyJTlz5lSn3b9/n06dOqm1esHBwaRLl46JEyeSI0cOHBwcmDx5Mu/fv5eaG5FgDh06xMaNG1m4cCFmZmZotVqCgoIIDAxUK0mSJk1K0aJFGTlyJNOmTWPz5s1kz56dMmXK0KpVK4oUKUKfPn2wtramYcOGAJiZmVGjRg0KFy5MhQoV1GtWo0aNCAwMTKjdTbQ+v65fv36doKAgtFotpUqVonbt2mzbto2tW7fSpk0bTExM+PDhAzY2NhQrVoy6dety584dli9fTooUKRgxYgSZMmWibt26bNy4kdWrV/P48WNMTU2pXr06BQoUULeXJ08eGjRo8EPj/G7ZsoXUqVNHGab1xo0b1KlTR+1fpXz58uTOnZuFCxfi4uJCr169eP/+PVevXqVVq1Y/lnnih92/f5/evXszb948WrduDUTc41lYWKjfYe3atalVqxaKohAWFvbbj2ufKVMm7t69S7t27Xj06BHZsmWjUqVK9O/fn/79+1OpUiWqVq0aL9uK092Wm5tbvGxMJC6fPn2iZMmS/PXXX+q0kJAQHjx4EGWcxJCQEHLkyEHPnj05dOgQHTp0oHbt2mrHdlLI/nMULlyY6tWrAxFPPs3NzdFqtfj6+lKvXj327t3L3r17URSF0qVLM3jwYB48eMDff/9NiRIlSJUqlRwvelAUBUVR1PxycnLiwIEDmJmZUbp0aQYNGoSzs3O0Qra/vz+urq5RCtiS5/Hn33//JUmSJGTNmlWd9unTJ27dukWSJEnUaSYmJlSqVInjx49z+vRpatWqxdChQ9WaGylki4SQPXt2ZsyYQbJkyXj37h0pU6bEzMyM4OBgLl++TO7cuYGI47dQoUK8ffuWuXPnYm1tjampKY8ePWLEiBEMGzaM0aNHc/nyZczNzXnw4AEfP35kypQpaouZyJ6jra2tE3ivE5/Ia/KMGTM4deoUiqJgYWGBoigsXbqUJ0+ecPToUU6dOkWRIkW4dOkShoaGdO/enfnz53P+/Hm8vb15+vQps2bNYuTIkZQpU4ZcuXLh7e2Ni4sL586dY/78+cyZMyfKEI2tW7f+rsKSoih4eXlx48YNevXqFWXeo0ePePbsmfq3oaEhlStX5vLly5w+fZru3bszevRo3r9/j6Wl5fdlmog3iqKQK1cuhgwZwqxZs2jdujWKojBp0iS0Wi0dOnQAIDw8HENDw9+ucB35++rh4QFE3LPa2tqydu1atm7dip2dHY0aNVJH+MifP7/aEWx8/DbLHdcf6vXr1xgZGeHo6IixsTFLlizh0qVLGBsb07BhQy5cuMDhw4cB1JPK1NQUMzMzDA0No4yhKDfu/30eHh707duX69evY2RkxN69e5kwYQJv3ryhWLFiJEmShKtXr2Jvb0+aNGnYu3cv7u7u2NraMmXKFF6+fMn06dPRaDRSoNDD5z3yzp07lw0bNtCyZUvq1q3L7t27mTdvHqlTp2bhwoVYW1tjb2+Pv78/w4cPj9Ljv4hfefLkYdCgQRgZGeHq6srVq1cxNTWldu3a3L9/n2vXrqnLJk2aVH1XUlEULC0t0Wq16HQ6ORdEgsiZMydp06bl4cOH9OjRg3379mFpaUmVKlU4deoUp06dUpf9+++/CQ4OplmzZhw4cIBSpUpx6dIl3r9/T4cOHVi6dCkGBgZ4eXnx119/qT2JK4qCoaGh3B98w/79+9m5cydz5szh4MGD1KtXj5s3b/L27VsGDRpEnz59yJYtG0+fPiV37tysXLmSgwcPsmnTJoYNG8batWsZPnw4iqIwYcIE9YFJrly5mD17NpMmTcLIyEgdDiuyJ/cfKSylTZuWkSNHkilTJu7cuaPeK5YpUwZFUdTWjYBaY+7n56cOJyYPW369yNaGkf8HsLW1pXfv3tja2tK3b1/c3Nxo06YNo0aNYtasWSxZsgT4fV/l02g0HD16lM6dO9O3b1/at2/PqFGjSJYsGTNmzKBdu3bcu3ePp0+fMnPmTB48eEChQoXUdX+UXPn+QJ8+feLQoUPcvn0bgFevXvHq1SvatWvHrVu3qF+/PjVq1GDJkiXs378fAB8fHy5cuECGDBnkB/MP5OzsTFhYmNqJjaenJ56enixdupS0adPSqVMn9uzZw/HjxylcuDBmZmasXr0aNzc3Xr16xa5duzAyMiI8PFwKFXEwadKkKGPHPn/+nOPHjzNv3jzat29PtmzZ+PjxIzt27GDixImkSpUKZ2dnFEVh5MiR6npx7MNS6CHyJkWj0fDixQv27dvH7NmzefDgAXXr1gUi+rG4dOkSEDGu6MOHD8mSJUuUY1+uoyKhhYeHkz17dtavX8+FCxfo1asXRkZGrF27Vn3ovmHDBjQaDc2aNePYsWNs3ryZ0aNHY2Jiwpo1ayhbtizjx4/HycmJsWPHYmRkpHZeKaL7cqgyHx8fypUrh62tLYcPH2bOnDlMnjxZ7XCqTJkyTJgwAScnJ8aMGaMWlosVK0axYsXImDEjjRo1okWLFnz69IkpU6ZEGcqrWrVqvH//nh07dgDff91RFEWtFff398fc3Jw3b96wcuVK1q9fz/nz56lSpQoGBgasW7eOv//+W133zp07pEuXLkrFjPg1NmzYwLNnz9SH9WfPnmXjxo0EBwcDYGNjQ5cuXciXLx/9+vXjwYMHtGnThn79+rFy5Up8fX1/2/uIf//9l1GjRtG5c2d27tzJxIkT2b59Ox4eHgQGBvLkyRPGjRtH7969OXHiBCtXriRjxozxtv049yIu/jsCAgJo27YtKVOmxMrKCgMDAwYNGsTcuXPZvXs3W7duJWPGjCxatIgNGzaQNm1aDAwMMDIyYvv27RgZGUnTxj/M3r17GTx4MOnTp+fVq1d07dqVtGnTcujQIWxsbBgyZAgnT55kx44dXLhwgcyZM/Pu3TtsbW1Zvnw5BgYG8g5wHDVv3pzg4GC2bt2q1jK4ubnRq1cvNm3ahL+/PzNnzqRYsWKkT5+ecePG0aZNG/r06YO3tzcWFhbSK/tPEtPrDXfu3GHFihW8e/eOKVOm8PHjR5ycnHj8+DHm5uZoNBpCQ0PZtWsXhoaGcu0UCSby2PPy8kKr1WJqaoq/vz9Llizh7t27DBkyhJw5c7Jq1Sq2bduGubk54eHhZMiQgcaNGzNhwgQGDRpEq1at2LlzJzNmzGD37t2kSZMm2jZEdJ/nzdatW6lRowZbtmzh/Pnz9O7dm+7duzNgwABat27NyZMnmTp1KkuXLiVr1qxR1nVxcWHdunWcOXMmyvVo7ty5uLi4UK9ePYYPH06KFCnw8vJS388eM2bMDz/Ya9++PR4eHjg6OuLr60vevHnZvn073t7eODo6kiVLFgYPHoy/vz8BAQFkzpyZS5cusX79+ih9/YifLywsjObNm/P+/XvWr19PxowZWbVqFdOnT2fs2LHY29tjYmICwL1795gyZQofPnxg+vTp2Nra4ufnF+W1gt/N/v372bBhAxs3bsTDw4MuXbpQunRp2rVrx+XLl2nevDleXl58+vSJ5MmTY2VlFb8BfNfgXuK3FTlOYXh4uFKpUiXFxsZGcXV1VRRFUfz9/ZXhw4cr+fPnV+7evasoiqLcvXtX2blzp3L06FElLCxMURRFxi7+Q7Vr106xsbFR2rZtq+TNm1eZO3eusnbtWqVNmzbKxIkT1bE5Hz58qDx69Eh5+fKlEh4eroSGhsoxE0ctWrRQGjdurAQEBCiK8r/zNTg4WBk2bJjy6NEjxcXFRRk5cqTy5s0bxd3dXSlSpIhiY2OjTJw4UU0n8lwV8efzsaq3bt2qTJs2TZk9e7YSFhamXLx4UenTp4/Spk0bxd3dXfn48aNy/vx5Zf78+crWrVvV41/OA5FQIq8lhw8fVqpXr65Ur15dmTVrlqIoivLvv/8qI0eOVOzt7ZVz584phw8fVsqWLaucOXNGOXXqlGJvb6/kz59fWb58uZrelStXFHt7e+XNmzcJsj+/s/Xr1yuFChVS7t69q7x+/VqpVauWYmNjo45BrCiKcuHCBaVmzZrqGLwBAQHq74KXl5fSqlUrZfLkyVHG8D18+LDStGlTxdHRUZk6daoSGhqq3Lt3TxkwYIBy//79745348aNyp49exRFUZQPHz4oVatWVWxsbJT169criqIoN27cUAYMGKB06tRJuXLlihIYGKicO3dOmTJlirJq1Srl8ePH371t8WMCAgKUTp06KXZ2dup446tXr1a/v0+fPqnLjhgxQilevLjSqFEjJTg4OKFCjjcnT55UevbsqTx48ECpUKGCMnr0aEVRFOXevXtKgQIFlJs3b/7U7UsN9h9E+f8noCEhIbx7944BAwYQEBBA2rRp6dGjB0WLFiUwMJDJkyezb98+Vq1aRZEiRaKkER4eLrVjf4gva+uWLVtGSEgIixcvplKlSpw6dYouXbpgbW3NsWPHyJkzJx07dmT27NkMHTqUNGnSRHkPS3xdmzZtCAwMZP369SRNmpTQ0FCMjIzU+UFBQZiamtKyZUuaNGlCkyZNeP36NRMnTqRr167kz59fzs1fYPr06bi6ulKsWDHy5ctH586dMTQ05Pbt2yxduhQ/Pz8GDx5M/vz5o6wn106R0K5cuUK3bt0YOnQoWbNmJXPmzEydOpVJkyYRFBTEwoULOXPmjDoEVGRPwitWrGDTpk00b96ckiVLYm1tzZgxY1AUhRUrVkiN9VfMnDmThg0bqqMNHDp0iH379lGhQgWaNWtGSEgIe/fuZcOGDeTLl4++ffvi7e3NrFmzCA8PZ9myZbi4uHD+/HmCgoJIly4dvXv35tSpU1y5coUUKVLQu3dvdDodkydPJnXq1NjY2LBjxw5WrlyJpaUlQUFBUTpf1Ie3tzdOTk507NiRLFmy4O/vT5MmTdTfox07dmBubs6tW7dYs2YNvr6+tG/fngoVKsRnNgo9KZ91kOrp6al2SOfk5ESmTJlYvXq1WpNdp04dkiVLxvTp08mRIwdVqlT57TqhiyzfPH36lODgYEJDQ0mdOjX169fH39+fFi1aMHr0aCCiM74+ffqwaNGiKB2Vxjdpr/mH+LywFBISQvr06dm8eTP+/v506NCBhQsX4uDgQJEiRRg1ahQGBga0atWKPXv2kCtXLjUduUH8M3h6emJubk6yZMlwc3MjRYoUtGjRgmTJkpEhQwZGjhxJ5cqVWb58OV26dKFGjRps374dU1NTwsPDSZEiBSAF67jq168f169f59atWxgYGBASEqI2D580aRL16tWjYMGChIWF8fHjR+7du4eXlxdjxozh06dPFChQAK1WK4W4n+zKlSscPXqU9evXkz17djw9Pblx4wZ37tyhRo0aODg4sGTJEoYPH868efOijBcq34tIaJcuXaJkyZI0b94cPz8/1q9fz7Vr17C3t2fUqFFqR5b//vsv6dOnp02bNhgbG9O5c2eCg4P5+++/mTdvHrly5cLQ0JCNGzei0WhkZIhYvHv3jpcvX5ItWzZ12qVLlzh16hQBAQHUqFEDCwsLqlSpgrGxMUuXLqV27dpYW1uTPHly1q1bx7Jly1i3bh29evXCxMSEzZs3M3LkSLp3746lpSUHDhygRo0aZMmSBUNDQ5YsWcLr16/ZsGEDfn5+WFpafnfhGlCHADM2Nub27du4u7vj6upKcHAwXbt2pWHDhri6ulKgQAHatWvH+vXrWbJkCaGhoVSpUiU+slF8h8gOZQ8cOMDy5csxNzfn8uXLdOzYkVWrVqk9hE+aNImTJ0+iKAo3btxgy5Ytv13hGiL29/Dhw0yaNAkrKyt0Oh1Lly5l8uTJODo6ki5dOjw8PLCysmL//v2Eh4er48v/tJikBvu/7/MfvyVLlnDu3DnCwsLo0qULVatW5e3bt/Tq1YvkyZPj6OhIgQIFcHNz4/bt2zRp0kTem/3DBAUF4ezsTLZs2fDw8GDbtm0kSZKESpUq0aFDBzJlyoSrqyujRo2icuXKnDx5knr16lGqVCnq1aunHmtS2Iu7nTt3Mnr0aIYOHUq7du3U6b1798bd3Z0VK1aQOnVqAA4ePMi4ceOwtLQkefLkbNy4ESMjI7nJ/QmUL94ndXNzo2/fvowbNw6NRsOyZcu4f/8+Wq2WT58+sW/fPjw8PDh//jwODg5y/ItEZdeuXTg5OVGzZk1OnDiBmZkZGTNmJEOGDKxZs4ZDhw4REhLCgQMHWLx4MRMmTIgy1J+3tzcvXrzAyMgIGxsbtFotYWFhco8Qgy+vx/v27SNnzpzY2NiwcOFCDh8+TL169WjevDnJkydHp9Oxe/duMmXKRLJkyciePTuBgYH06tWLpk2b0qBBAzWtHj164OnpyfLly0mVKhXXrl0jadKk/PXXXxgbGzNz5kwuXLjAqlWrfugd2sjiQeRQRwsXLsTDw0MdycLT05N+/frh7e2Nq6srZmZmnDlzhmPHjtGzZ0/SpUv3/Rkoftjz589p164dDg4OVKhQgeDgYCZMmMDDhw9Zv349mTJlYs+ePVy8eFF9YGJjY5PQYX+XJ0+e0KFDB/r160fx4sUBSJ48ORYWFuzatYvp06djbm5OkiRJ8PX1xcXFhTx58vzcoH5qA3SRqMycOVMpUaKEMmPGDGXMmDGKjY2NcubMGUVRFOXNmzdKkyZNlGbNmil16tRRRo4cqa4n7w3+eRYvXqzkypVLyZMnj9KgQQNlxYoVir29vTJs2DD1PR5XV1clb968St68eZVcuXIpGzduVBQl6ruqIu527typ2NraKmvWrFEURVF69+6t1K1bV/Hw8IiyXHh4uOLl5aXcvHlTzWs5R+Pfl8dxcHCw4ufnp3Tq1EkpV66cYmNjowwYMEDZu3evEhgYqNSpU0fZunVrlHXkXXiRUCLfuX758qXy7t07xd/fX/Hy8lLGjh2rVK9eXRk5cqRy/fp1RVEi+s3Inz+/UqZMGbUvjYULFyq5c+dW+2iJiVzrY/f5uf/x40elcuXKSseOHZVHjx4pihJxP9asWTNl9erVyocPH5Q7d+4oNjY2yvTp09X13r9/r1SrVk05fPiwoihKlPdl7ezslGnTpimKEnFtunPnjtKmTRuld+/eSvHixdV+dL6XTqdTj6Fjx44pvXv3Vg4dOqSMGjVK6dixo7J7925FURTF09NTadasmVKhQgVl+PDhyoIFC6K8Fy4SzoMHD5RKlSop//77b5Tp3bp1U6pUqaLeW4SFhf32v1Xnzp1TatSooXh7e0eZfuPGDWX79u3K+/fvlfPnzyvHjh1TXr169UtikseOf4ibN29y+PBhVq1aRZ48eThx4gRbtmyhW7duzJs3Tx2Wa926dfj5+UUZ6keeTv95mjVrxtKlSwkICMDOzo4iRYqwYMECDA0NWbRoEY6OjjRo0ICcOXNy+fJlbGxsKFasGCDNwr9Xo0aN1GG21q1bh7m5OYsXL442bIRWqyV16tRqjbb0zh7/Pq99Wr16NXfu3MHPz4/58+czZMgQPD09sba2JleuXJiYmBASEoKRkZHaI2skqcEWCUWj0XDo0CGmTp2KVqslf/78ODg4MG7cOLV/B3d3d86ePcuVK1dIlSoV1tbWNGjQgN27d9OrVy8URWHEiBFoNBrq168fbRtyrY9d5Ll/5coVihUrxoYNG3B0dGTatGkMGzaMQYMGMXPmTA4ePIhWq6Vhw4a4uLjQt29fFEVh6NChpEiRAnNzc/bu3Uv16tXVa42xsTE5c+ZUt2FsbEyaNGkoUqQI1tbW9O/fP0qzdH0EBwdjYmKitty5c+cOR48epVixYtSoUQMbGxtcXFxwdXUFoH79+jg7OzN79mz+/fdf2rRpg7m5+Y9noPhhOp0OExMT3r9/D6Ce98OHD6dmzZq0bduW9evXkyFDhgSO9MeZmpoSFhbGs2fPovQGHhoaypgxYzh48CBlypT5pTHJXdl/lPJF08aQkBDMzMxImzYt9+/fZ/369YwePRofHx/69euHi4sLFSpUoG/fvup60vTrz6F81iFGaGgo/v7+fPr0iWrVqrF48WJOnjxJ//79SZEiBdOnTwciCuGFCxdWm9mEhYXJMfOD7O3tMTU1ZciQIXTs2DFOYzLKTW78i8zTWbNmsW3bNuzt7cmXLx86nQ4bGxtsbGx4+fIl69atQ1EUrly5QlhYGLVr107gyMWfLvK3//Xr1+oYryEhIdy8eZMJEyaoTSh37tzJkiVL1CbfmzZtIk2aNDg4OKiFbAcHB7RaLUOGDMHKyory5csn9O79NhRF4fHjx7Rp04YePXrQr18/nJ2d6dWrl1rIHjx4MLNnz2bt2rWkTJmSWrVqMX/+fBwdHQkPD2fEiBEMHz6cAQMGMHbsWMaPH6/2zeHr60vy5MnV7aVMmZL+/fv/UMxBQUFcunSJ/PnzkyJFCnx9fZkyZQp37tyhatWqAGTNmpVu3bqxdOlSXF1d0Wq11K1bl2nTphEYGChjXSeQyPM+ICCAkJAQrKyssLGxoXDhwowbN47Vq1er9xPGxsZUqlSJkJAQwsLCEjhy/UXu67///svbt28JCgqidOnSJE2alO3bt5MxY0ZSpkwJgKWlJTY2NlE6jP1V5B3s/6CY3sV0d3dnzpw5DBs2jB07dhAQEEDnzp3x8PCgVatWAIwfP57mzZsnRMgiAX3e07e3tzdeXl5kzZqVAwcOkDdvXubOncvp06fp168fXbp0oU6dOuh0OvLkycO8efMApBdZPX15jn75vrqrqyvDhw9n0KBBdO7cOSFC/OM9fvyYAQMGMHnyZPLly8erV69wc3Pj7NmzVK5cmRQpUrB582aePHlCpkyZmDRpEkZGRtL3gEhwZ8+e5ebNm/j6+jJq1CgArl69yqZNm/D09GTEiBFky5aNo0ePcu3aNS5cuEDZsmUZO3Ys79+/x8HBgbdv3+Lq6kqyZMnYuXMn9evXl4en3/BlxQbAnj17GD58ON27d6dPnz5qj86pUqVi6NChZMuWjU2bNtGiRQv1unHixAn69u1L27Zt6d+/P0ePHmXKlCmkT5+eLFmy8PLlS/z8/Ni9e3e8fiePHz+mb9++dOnShaRJk/L27VsyZszImDFjKFiwIE5OTuqykX2DuLm50b59e+rWrRtvcQj9RB53x44dY/Xq1bx69YpcuXJRqlQpmjRpgoODA69evaJfv35YWVlx4cIFLl68yKpVqzAzM0vo8L/LkSNHGDlyJLly5eL169fMnTuX0NBQunfvTu3atalduzY5c+Zk48aNHDhwgA0bNqid7/4yv6QhuvhlIt+ZUZSIse4GDBigODo6Kg8fPlQCAwOVT58+KY0bN1bfn3nw4IEydOhQ5eDBg/Ie5x/o8+Nl3rx5SsWKFRVbW1ulYsWKSr9+/ZSwsDCladOmSqtWrZQ8efIoK1euVFq3bq3MmzdP3r/7Tp/n+bFjx2JdbufOnWqei1/Py8tLqVy5srJq1Srl2LFjSrNmzZSKFSsq9evXV2xsbJRLly4pihL1XUu5horEYM2aNYqNjY1Sp04ddexkRVGUy5cvKwMHDlRatGihXL58WVEURfH391d2796tVK9eXRk/fryiKIry7t07pWXLlkqBAgWirC/Hd9w8e/Ysyt979+5VbGxsFCcnJ0VRIt5btre3Vxo3bqy8ePFCUZSIsXlv3bqlrnvu3Dklf/786ljlz58/V8aMGaOMHz9emTlzpvpdxPe7s8uXL1fKlCmj2NjYKPv371cURVFOnz6tFC1aVBk2bFiUZR89eqRMmDBBefnyZbzGIPT3zz//KAULFlSWL1+uPHr0SBk9erRSsGBB5cqVK0pYWJgycuRIpUGDBkr16tWV+vXrK7dv307okL/b69evlRo1aihbtmxRgoKClMDAQMXPz09RlIh8aNasmVK9enWlZs2aSuXKlX+4P4LvJY8j/2Min54uWLCALVu20KhRI7RaLQ8ePCBHjhy4u7vj7u6OmZkZPj4+zJ49G0VRqFmzJiDNwv8k4eHhUd4zXbt2LRqNhgYNGqAoCg8fPqRv377ky5ePd+/eUbt2baZNm4axsTFmZmYyPMt3UD6r4Vi6dCkrV64kXbp0MfZm2ahRIzQaDcOGDSNVqlRSQ/ATxXQcp06dGjs7O1xcXPDx8aFp06b06NGDypUr07VrV06fPk2xYsXUWidFUeTaKRKE8kXNabt27UiaNCmjRo1ix44dtGnTBo1GQ7FixTh16hRHjx5l3rx5LFu2jKRJk2JnZ4eiKDg7O6vNl+fNm4ezs3OUfgXk+I7Z5/l/9OhRVq1aRdeuXalcuTIAdevWRafTMWTIEAwMDOjVqxdOTk44OzuTLl06Zs2axYEDBzAwMODdu3e0bNmSli1b4uLiQvfu3QkNDWXYsGGMHz8+ynbj834tMq1q1aqxYMECLCws8Pf3x8/PjwoVKjBnzhz69++PRqNhypQpAGTPnp1hw4YlSPNbEdWtW7ewt7enc+fO+Pj4cPr0adq2bYu1tTVXrlxh0qRJeHl5odFoMDEx+aHe5X+VyPPqy+ubn58fnz59okiRIpiamgKQJEkS7t27x99//42Liwvv37/Hx8eHLFmykCpVqgSJX66W/wGurq5UrFgRKysrFEXhzZs3nDlzhvHjx0cbh9DExIT+/fvj4OBAtmzZMDExYdu2bYDcIP4punbtyuTJk9VOsgAOHDhAvnz5qFq1Km3btiU4OJhz584xffp0Hj58SJYsWbh37x45cuSgcePGtGvXLsbmcOLrIvPr4MGDPHr0iGnTpn11qIiGDRtiZWVF2bJlf1WIf5zPC9d79uzB3d2dkJAQqlevzqBBg2jRogXGxsakT58eQ0NDdDodHz58IEWKFFGOfzkXREKIvA5fu3YNNzc33r17R7Vq1WjYsCGKojB69GgMDQ1p2bIlAH379mXv3r34+/vj6enJX3/9hbm5OdWqVeP27dusXr0aPz8/pk6dyoQJEwAZcvFrPv8dDA4OJnPmzFhbW7N161Y0Gg2VKlUCIjoDe/jwIcuWLUOn0+Ho6MjUqVNxdXVl7969zJ49mwwZMnD79m0WLlzIhw8f6N27NwsXLqR37958/PiRyZMnR9l2fN6vGRoa4ubmhq2tLfv372ffvn0sWbKET58+0aBBAypUqMDcuXMZPHgwffr0UZuLS+E6cXjz5g3v37/H09OTli1bUq5cOQYOHMj69es5fPgwBQsWJE2aNAkdpl68vb2xtrZWz6/I61Dy5MlJmjQpN2/eJEeOHOryKVOmxMXFhTJlylCyZMmEClslVU+/uaNHj7J37161swuNRoOpqSk+Pj58/PhRXU6n0/Hq1Svq1q2Lra0tW7duZfTo0ezYsQMjIyPCwsLkBvEPEBQURIYMGbC0tFSnBQQEcP/+ff755x8eP36sXsTy5s2LpaUlISEhGBoasnLlSvbu3UunTp2AiGNKjhn9hYWFsXz5cvbs2cPff/+tdjKixNIdRsWKFTE0NPwtOyP5HUQWrmfMmMGcOXN49uwZnz59olmzZuzcuZMcOXJgbGzMnDlzGDVqFF27diUwMDDKeOVCJBSNRsPRo0fp3Lkzhw4d4tSpU7Rv354lS5ZQvnx5Jk6cyPjx4+ndu7faT8Dx48cJCwtj0KBBPH78GICkSZOSM2dOqlWrhpGRkdo3B0hv+LH5/DfwzJkzzJkzh0yZMtG3b1+MjY3ZtGkTJ0+eVJdPnTo1uXLl4tGjR+r13s3NjTJlylCsWDHSpUunPtg7e/Ysu3fvpnz58kyfPp3nz5/H+hsRHz5+/EiHDh3o1KkTGTJkoHv37jRs2JDVq1ezd+9ePnz4QIUKFZg2bRoPHjzAy8vrp8YjYheZ776+vnh5eQFQoUIF/P39adiwIWXLllUfxqRNm5Y3b94QGBiYYPF+D2dnZ+rVq8fGjRvVa1TkdSh58uTY2Nhw5MgRrly5oq5jYmJCoUKFEk1He1LA/s1Vq1aNZcuWYWBgwNWrV/Hy8sLQ0BBLS0vu3bsHoPYObWFhQdasWfHy8qJAgQKUKVMGAwMDwsPDpeb6D7B69WqSJEnCmDFjMDY2ZtWqVXh4eGBmZkbv3r0xNjbm4MGD3Lp1C61WS9q0abG2tiZHjhzcvXuX7du3o9Vq1WGh5JiJm89vVCGipmD9+vVUrVqVixcvcv78ecLDw7/5sELy++f5P/bOO6Cn/X/8j7aGlBCRkRXiyiZbspPMKysrI6VI9rhdKVEipZKRLSp7ZWSva8+UVUnR3vP8/vB7n6vrfj6fe7/XlXEe/9B5n/d5v15nvM5zPx88eMDx48dZu3Ytq1evFiN/atSoQXJyMhoaGlSpUoXU1FQaNGhAWFgYioqKFBcXl/HIJX50EhMT8fPzY8GCBWzevJnQ0FBmzpzJ6dOnCQkJYfDgwYwePZqTJ0+ybds2fHx8UFRUJDw8nIKCApydnblx4waJiYlcunSJJk2a8Msvv4hrvcSfI5OrACIiItixYweHDh0iICAAPT097OzsUFVVZc+ePRw8eJDs7GwuX76MlZUVXl5eYopVWloaeXl5wAfja0lJCZ06dWLEiBHs3LmTrKwsevXqxbZt28Rw2c81/o9RV1fHx8eHly9fMmnSJADs7OwYNGgQmzZtYufOnXh5eREXF0dYWBi6urqSgb0MkEVMnDp1irFjxzJixAjmzZuHrq4uampqaGholIpcvXHjBpUrVxZDqb8VkpOTSUlJYd26dSxdupR58+aRkJBAdnY2ampqODo6kp6eTmBgIDt37uTJkyds2rSJN2/elFlI+B+Rqoh/w8hCG0tKSnj06BFWVlZMmjQJW1tbrly5woQJE7Czs2PixIliaOOQIUOwtrZmwIABZT18iS/IvXv3mDZtGm3btmX16tUA9O3bl/j4eGxtbRk9ejQLFiwgMjKScuXKsWHDBurVq8f06dP56aef6NChA8bGxpIn42/ycfhxREQE79+/R0FBgW7duqGlpcX06dNJT0/H3t6etm3bIi8vL4XefwH+mHP95MkTFi5cyL59+zh+/Djz5s3D2dmZnj17MnPmTBYvXkz9+vVLHUOqVyHxNRAfH8+4ceNYsWIFrVq1Erdv376dNWvW0KtXLyIiIjAyMiI/P5/bt28zZswYnJ2dKSoqYsSIEbx9+1Y0wsuMR9I69NdYtWoVhw8fxtTUlNevXxMdHY25uTkTJkwgMTGRwMBAzp07h6qqKurq6oSHh1NYWIiqqipycnLs27ePhQsXsnPnTlq0aCGe9927d3Ps2DG2bt36r4xb9jupqamoq6ujrKxMSUkJd+7cwd7eHkNDQwIDA4EP3sSzZ8/y/v17Nm7c+MlaKPFluXv3LuPHj2fmzJkYGRmRkJBA3759yc3NxdbWlsLCQjH949atWwQHB9OoUaOyHvZfQnZf3rt3j507d2JgYABASEgIWVlZdO7cmREjRmBsbExycjLe3t7cunWL/Px8ypUrh7u7+39Nu/uSSAr2N8qfFeUJDg5my5YtDB48WCzCM3PmTExNTdHQ0CAhIYH3798TFhYmKUo/GDk5OVy6dIn169djYGBA1apVOXToEIWFhaSnp4vKdGRkJOHh4SgpKYk5p+Hh4aIiIeXi/d/w8PAgNDQUQ0NDoqKiqFmzJkOGDMHCwoKpU6eSlZWFnZ0drVu3ls7vv8zHioO3tzc1atTgp59+YvTo0YwfP57AwEDs7e2xsrLi/fv3DB8+HEdHR/r161fGI5eQ+LSg2evXrxk+fDheXl60a9eO/Px8VFRUEASB7t27U1BQgKurK126dAHg6tWrTJ48GSsrK5ydnSkuLubixYsUFRXRtWtXMapNWof+NykpKUyZMgUbGxvRaxgSEkJERASGhoZMnjyZvXv3UrVqVQDMzMwICAjg9u3bFBQUsHDhQurVq8eiRYs4fPgw69ato2HDhqiqqjJz5kw0NTXx9PT8bOMNCAggKSlJbN324MEDlixZgq2tLR07dhRTA27fvi0WON2wYQMAr169QlNTE21t7c82Hon/G/v27SMiIkK8NjJSUlK4du2a2IqrSpUqmJiYULt27bIZ6D8gLy8Pe3t7FBQU8PX1JTMzE19fX65du0ZUVBQDBgygT58+Ymh8dnY25cqV+7qKt/2rNcol/hU+bo9048YN4dSpU0J+fr4gCIKwZ88eoVOnToKPj48gCILw6NEjwc3NTXBychJcXV3/tdYOEl8vH7fQOHDggNCxY0ehefPmwqNHj4Ts7GzB3NxcaNCggXDy5ElBEATh7NmzgqmpqWBkZCRERUUJgiDdL/+Ea9euCT169BBu374tCMKHFjienp7CsGHDhIMHDwr5+fmCtbW10KdPH+HBgwdlO9gfiOPHjwvdu3cXzp49KwiCILi5uQkNGzYU2+IIgiBkZGQIffv2Fc6cOVNGo5SQ+B1Zi7/ffvtN2L59uxAYGChkZ2cL8+fPFzp37iwkJyeL++bk5AiWlpZC+/btxbacsu9fvXpVaNiwoeDr6/vJb0hr/X/m4xaLgiAIb968EZo3by4cPHiw1Pa9e/cKHTp0EBwdHYV+/foJixYtEpKTk4W9e/cKLVu2FFatWiUMGjRIaN++vXD16lUhMzNTcHd3F3766SehZ8+eQr9+/YSBAwcKBQUFf/q7/1eOHTsmNGzYUPD09BQE4cO1HjVqlDBixAghMjKy1O+Fh4cLDRs2FMaPH/9Zflvin/HxPeDn5yd06NBBvF4y+X/BggXCmDFjymR8nxPZXGNiYgQjIyNh48aN4mejRo0S2rZtK3Tu3Flo2rSpYG5uLhw7dqyshvpfkeLbvjGEj/J+3N3d2bNnD/Ly8mhqarJ69WqGDRuGIAisX78eQRCYMGECzs7OpY4hhTb+ONja2mJsbMyECRNYt24dN2/eJDc3l9zcXDZt2kSPHj2Ii4ujXr16LFiwgFOnTrFy5Uq6du2Ki4sLBgYGkjfjH5KYmIiampoYtqSjo8PIkSNJTU0lNDSUAQMGsG7dOry8vDA0NCzj0X6/CB95/iIiIti+fTtNmjQRq/yOHDmSzMxMdu7cSdWqVZGXl+fMmTOoqKjQuXPnMhy5hMQH5OTkiIiIYO7cuTRt2hQFBQUqVKiAvb09L1++xNzcnGXLliEIArdu3eLt27dUqVKFe/fulUoLa9CgAbq6unh7e5OXl4eDg4P4mbTW/zkfRw3m5ORQUlJCtWrV6N27N+fPnxeLlAEMHTqUoKAgHj16hL6+PjExMaxZs4bk5GRWr15Nly5dmDVrFg4ODsycORMvLy/mzJlDz549SUlJoaSkhO7du6OgoPBZ5bXevXvj5+fHjBkzxPz7LVu2MHXqVNatW4cgCHTo0AElJSWqVq1Kx44dSUlJ4c2bN+jp6X2WMUj8PWTvrY/fXz179uT06dMEBwczYsQI1NXVxe3r168nKysLDQ2Nshz2P0I23xo1amBubs7ly5cZNmwYK1as4MWLF4SGhlJQUMCTJ08IDg6mYcOGZT3kP0XSsr4xZA/YhQsXuH79Ohs2bKBq1aq4u7tja2uLj48Pw4cPR05ODj8/P3Jzc5kwYQIVK1YUjyEp1z8Oo0aNokWLFhw8eJBt27YREBDAgwcPCA0N5datWxw5coTFixczYMAApkyZwoEDB+jVqxc9evRg0aJFAFIhp39IuXLlEASB2NhY6tatC4Curi6WlpaMGDGCO3fu0Lx5czFsTzJofH4+Fk6ys7OpXr06ysrKXL58mYiICExNTdHX18fBwYFq1aqxe/duypcvT6VKldizZ48UNivxVZCcnIy/vz+zZs3i559/Ji8vD3l5eZSUlFi3bh1bt25l3rx55OfnIwgCs2bNwtDQEGtraypUqMCkSZMoV64c6urqtGrViqZNm7Jq1SqAUkq2RGk+dmz4+Phw584dnj9/zpIlS2jSpAmHDx9m9+7djBw5El1dXa5fv46qqipGRkY8efIELS0tnj9/zp07d+jfv794XC8vLxwcHLC3t2ft2rWftBb6XAVoZetfSUkJ3bp1w9vbG3t7ewCcnZ3x8/Nj2rRp+Pn5kZeXR6tWrbhx4wZ6enr4+vqirKz8j8cg8feRXbfLly9z9OhRiouL0dXVxcbGhlatWnHp0iVKSkoYOXIk6urqXLlyBRUVle9CxpeTk0NZWRlTU1NmzpzJkCFDKCoqwtfXVzT21K5dm969e5fxSP8zUhXxb5AzZ86wf/9+6tatS5s2bahZsybr16+nadOm2Nracvv2bYYNG8bYsWN5+fKllDPzA/Lo0SOysrJo164dysrKnDp1ChUVFapUqUL//v1JSUkhLi6OypUrc/fuXdTV1XFwcEBbW1ssKiFDUir+GfXq1SMrK4tdu3aRkpIibpcJYDo6OqX2l8735+XjVjpXrlwRK64uXryY1q1bs2vXLi5cuAB8iC6YPn06O3fuJDg4GG9vb7GNoXRdJMoaeXl50tLSxDzDcuXKoaioSGJiItbW1igoKCAvL4+dnR1OTk5UqlSJtm3bsm7dOjZu3IijoyP29vZMmDCBqKgoxo0bx/r16/H398fHx6eMZ/f1Ils/AgMD2bFjB0OHDmXkyJGoqqoyatQozM3Nefz4MVOmTGHevHksX76cR48eoaWlRfXq1Xn69Cna2trUqVOHI0eOEBsbKx7by8uLjh07MnbsWB4+fFjqd//pmnPmzBnevHlDcnIy8HtLwh49erBmzRq2bduGq6srCgoK+Pn5UblyZTw8PBg6dKjoHZWU67JDTk6Oc+fOMXXqVPEePHToENbW1vTt25emTZty5swZunXrxoQJEwgLC2P+/PnfXMVw4f+XAsvKyvrks27dujFw4EASExNxcXGhWbNmX3p4/2ekImffAMIfipps27aN7du3U1RUxN69e0sJ6FOnTuXBgwesXr2aNm3a/Gl4icT3jSAIbNmyhadPn7J8+XKSkpLw9fVl3759jBo1CkdHRxISEhgxYgRVq1YlKiqK1q1bo66uTmZmJtu2bRNbcUn8M2TP3fnz55k5cyYDBgygbdu21KpVCy8vL3Jzc9m2bdsnBQslPg8fr3uhoaFERERw4cIFzM3NmTVrFikpKaxZs4bi4mJGjRqFiYkJUDqKQFo7JcqKP957KSkpWFtbM2zYMKysrMTPc3NzGTRoEKqqqgwbNoyff/651HGeP39OQUEB58+fJy4uDi0tLWbMmIGSkhIAkZGR1KhRQ4ywkfiU4uJiZs6cSYsWLbC2tgZ+vz4PHjwgOjqa7Oxsnjx5QsWKFWnZsiVTp06luLiYefPm0b17d65evcrRo0fR19dn8uTJ1KhRQzz+2rVrmT59+mcz5J09e5apU6eira2Nuro6Xbt2pXLlyvTs2RNtbW2xENbUqVMZNWoUs2fPRhAELly4QE5ODk2aNEFfX/+zjEXi71NSUkJeXh4zZsygdevWTJkyBYCCggLGjh2LIAhs3ryZ7OxsIiIiqFChAkZGRt/sNYuIiODQoUO4uLigqalZ6rPjx4/j7u7O9OnTGTJkyDcTTSYp2N8QBw8eREFBgX79+nH06FGCgoJo3Lgx06dPF6tUAvz8889UqFBBrDAoCYg/DrK+pWFhYRw4cICEhATi4+O5fv06ffr0ISMjgyFDhmBnZ8e7d++YMmUK7969Q1lZGUNDQzZt2iRWEpWUvr/GfzpXH4flycvLc/XqVQIDA4mJiUFTU5MKFSpI5/sL4eXlRWhoKMOHD+fly5e8evWKevXq4ejoSFpaGmvXrhXbGHbr1q2shyshUUp5i4qKQlNTE1NTUzZs2MCGDRtYv369aBAqKSnh559/JjU1lR49eoh1VwoLCxEEgXbt2rFgwQIGDx5c6jekeix/nZycHCwsLOjbty8zZ84EPpzflJQUZs6cydixY+nVq1epaJnx48ejoKDA6NGjxWuyZ88eTpw4QY0aNT5RsuHzXZOMjAxcXV2JjIykcuXKaGhokJycTFpaGgoKCnTo0AEjIyMyMjLw9fXFycmJCRMm/OPflfhnyJ572X0wYMAAbGxs6N+/P4WFhSgpKZGTk0P//v0ZOHCgGOr/LfP06VOWLl1Kt27dmDx58p/uM2HCBJKTkwkPD/+yg/sHSCvrN0J+fj6HDh0iJycHZWVl+vbtS15eHuHh4fj7+zNlyhR0dXUB2LVrl6hoAZJy/YPwcZ5YcnIyMTExvH//nmrVqvHkyROWLFnCsmXLCAkJIT09nTFjxmBgYECLFi2YMmWK2MpBErr+Oh8rxkePHiUlJQV5eXlGjhwpPney3tbt2rWjSZMm5OTkkJubS82aNZGXl5fO979Meno6165dY+HChfTq1QuA06dPc/ToUTw9PZkzZw4zZszAxcWFmzdvSgq2xFeBnJwcJ06cYPHixVSqVInGjRvTrl071NTU6Nq1KzY2NsyaNUvM742NjaVdu3a8ePGC2NhYatSoIXqoO3bsSFJS0ie/Ia07n+Lj48OAAQPEllQyhUdNTY2BAwdy6tQpunfvTrNmzVBSUkJXVxc1NTVu375dKh+0ffv2XL9+nVu3bolFxRYtWiTWyDlx4gQeHh7Mnz9flN3g81yT4uJiNDU1WbhwoWhk6dy5M7169eLhw4fcu3ePO3fuEBAQIHoLPTw8KCkpYdKkSf/49yX+78jJyXH8+HGOHTvGmjVrUFRU5OLFi/Tv319MV1JVVaVBgwakpqaW9XD/MXFxcfj6+pKQkICpqSlQOoJM9v+xY8eyfPly3r9/j46Ozjeh10ir61fKHz1aKioqeHh44OLiwrZt2wCwtLREEAQOHDhAQEAAEydOFKtYysvLS16xHwyZILB+/Xp27NhB+/bt0dDQICQkBEdHRwICAvDy8mLu3LkcOXKEyMhIqlevzvr161FSUkIQBARBkISuv4Hs+XJzc+PgwYPUqVMHExMTCgoKxNy1j5/D8uXLU758efH7Uij+5+ePETvZ2dlER0eXKtbXo0cP8vPzWbVqFStXrmTu3Lm4u7tTpUqVshiyhMQnxMTE8OuvvzJv3jwsLCxITExk+/bteHl5IS8vT7t27QgJCUFJSYny5csTFBSEqqoqVlZWeHp6Ymtri4GBAXJyciQlJWFkZFTWU/rq2bFjBz4+Pty+fRt1dXUsLS3FLgMA7dq14+HDh2zcuJGJEyfSrFkzcnNzKSwsFGWv3bt38/DhQxo0aECXLl3o0qULHh4eODk5IScnx8KFCxk2bBhpaWmkpqZSuXLlzz4PBQUFSkpK0NDQYNGiRSxdupT9+/ejoqJCr169aNWqFUVFRRQVFfH8+XMePHjA/fv3JePiV8Dr16/x9fVl4MCByMnJMXnyZNatW4ePjw+2traivKCsrCzWYviWo1TV1NRo0qQJly9fZsOGDaxcuVK8f+Xl5UVFu1mzZuzcufOTmjVfM1KI+FfOiRMnRK8LQFpaGsuWLSM5OZkxY8ZgampKaGgomzdvxtLSUswNkvgxCAsLo1WrVlSvXl0sgDNp0iT69+/P2LFjuXXrFqNHj6ZWrVro6+uzaNEiatSowbZt23Bzc8PJyYlx48ZJXtR/wLlz51i2bBlbtmyhVq1avHv3jszMTJ4+fUrPnj1RVFT8ZnKGvnU+NmaEh4djamqKhoYGs2bNQkFBAScnp1ICrYWFBQUFBbRt21aMApIMkxJfA9HR0SxZsoQFCxZQvXp1vL29uXjxIm/evEFDQ4Pq1auTnp5OlSpVGDt2LM2bN0dXV5fnz58zffp0KlasKFahTktLIzw8XFrj/wfx8fH8/PPPGBgYUL9+fbZt20aPHj3o0KEDVlZWAFy7do0dO3Zw69YtGjRoQGZmJnl5eYSFhbF69WpCQ0MxNDQkKyuLOnXqYGtrS+3atTlx4gSzZ8/GzMyMcuXKYWpqSteuXUulEX1uZMdNT09n2bJlpKSkMGjQIAYMGPDJ70nvqC/Ps2fPyMvLo0KFCtSsWZPY2FgWLlzI27dv2bRpE9WrVyc5OZmwsDBCQ0OpX78+rVq14tmzZxw5coSQkJBPitJ+7ciMAa9evaK4uJgqVaqgpqbGjh07CAkJoWPHjsyZMwf4z+l33wqSgv0V8+rVK8aPH0+DBg3w8/MTt6ekpDBv3jzevHmDo6Mj3bp1IzIyko4dO0oL5A/E2rVr8fX1xcbGhsGDB1OzZk1WrVrF1q1bKS4upl27dty6dYtZs2ZRvnx5li9fjq6uLlu2bCE7O5usrCwMDQ2Rk5P7phexsubs2bN4enqydetWXr58yZYtW8R+43Xq1CE0NLSsh/hD8PHLODo6mhkzZqCvr4+Pjw8XL15kw4YNdO7cmZEjR1KxYkUyMzNxdHTEwMCAx48fM3HiRKnftcQX5Y91Gj7m2bNn2NjYUKVKFe7cuUPTpk3p2LEjN2/eJCoqismTJ1O7dm28vb3FsMmpU6fSvXt3iouLiYyMJDo6GnV1dcaOHSsZ+v4HsmsQFBTEtWvXmDVrFomJiaxbt04MuR8yZIjYZuvGjRvcuXOHChUqMGbMGE6fPs3y5cvFji6enp5s27YNU1NTbGxsqFevHufOncPHxwd5eXl27tyJoqLiv+59/KOSnZqaiqWlJf369UNeXl66J8oILy8vzp07x6tXrzAwMKB3795MmjQJFxcXwsPDGTt2LJMnT0ZVVZW0tDTu3btHYGAg8KEDiaOjI4aGhmU8i7+H7F4/efIkK1asoKCgAGNjY8aMGUPLli3Zvn07hw8fpk2bNjg5OQHftpItKdhfEX+8kYqKirh06RLe3t7o6emVaqPx4sULLC0tadiwIXZ2dnTo0AGQrJA/Env27GHJkiXo6+tjbm5Oenq6GKacm5tLVFQUxsbGeHh4oKenh5WVFS9fviQ1NZVatWpx/Phx5OTkpHvmb/Bni/2TJ09wcnIiOzubN2/eYGZmRseOHWnfvj1Dhw7F1dWV7t27l9GIfzxWrVrF1atXyczMJCkpiVatWuHn50dYWBhhYWEUFhby008/ce/ePQRBICQkhPHjx6Onp8evv/5a1sOX+IFITExEV1dXjCCKjo4mPj4ePT096tevz/379zlz5gw6Ojr06dMHHR0dYmNjMTMzw8zMDG9vbwC2bt3KihUrAGjYsCEDBw6kV69eVK9eXfwtaZ3/a1y5coUFCxYwZcoUhg0bRm5uLhcuXMDOzo4KFSqgoqJCv3790NXVxdzcnIoVKwIQEBDA48eP8fLy4uHDhyxdupTGjRvz+vVrdHR0mDFjBrVq1SI/Px9lZeXP/u79bx1j/qhkZ2Rk0Lt3bywtLb9Z5eVbxtXVlfDwcLy9vZGXl+fIkSPcvXsXNzc36tevj4uLC0+fPmXgwIEMGjSoVNutkpISioqKvqn2abJWmbKOKjNmzGD27NnUrFmTHTt2kJubi729PS1atGDbtm0cO3aMxo0bs3jx4rIe+j9CerK+Ej4uUBUeHs6uXbu4dOkSXbp0wdHRkdjYWGxtbUvt36FDB/r06UO7du3E7dIL9MfBwsKCfv36UVxczP79+0Wr4MqVK0lMTEROTo7Xr1/j5eVFYmIiJSUl9O7dm5UrV3LkyBHxJSzdM3+Nj5/REydOEBISwr59+zAwMGDJkiWMGzeOoKAgXF1dGTZsGOXLl6datWpoaGiU8ch/HI4ePUpISAgLFy4kKChIbMFlY2ODhYUFixcvpmPHjiQnJ9OiRQt2794NQKVKlahZs2YZj17iRyIyMpL+/ftz8+ZNFBUVOXr0KMOHD8fV1ZVJkyYxefJkSkpKsLe3p1+/fjx79oxz584RFhaGkpIS0dHRvH//HvjQgs7MzIwVK1ZQo0YNVq5ciaenZ6nfk9b5v0b79u3p1q0bq1atAj54C9etW0eHDh3EVlabNm1i1apV9O3bl7NnzwKgoaFBVlYWSUlJ7N+/nw4dOrBs2TJatGjB4cOHGT9+PDdv3kRFRUWMWvin10TmHysqKkJOTo6IiAhmzJjBH/1mspo8FSpUYMmSJcjLy3P27FlycnL+0e9L/H3c3NwIDw8nODiY9u3b07ZtW2xsbEhMTOTKlSsoKiqycOFCGjRowJEjRzhw4AD5+fnA7zLIt6Jc79ixgytXroiFXouLizl16hQTJ05k9OjRtGvXjpcvX5KWloa/vz+3bt3CysqK7t278/z5c7F/+7eK5MH+yvD29mbTpk3UrFmT7Oxshg8fjo2NDZcuXcLNzQ1NTU3Gjh3Lrl27qFSpEitXrvxXc3gkvj5WrlzJ8+fPKS4upnHjxmIhCF9fX9q3b4+TkxNubm5ijtiDBw+oWLEiKioqnDp1SszDk/Ku/zofexrc3d05cOAA1apVIzU1FUVFRdzd3TE2NiYpKYkzZ85QuXJlQkJCSExMZN++fZJw+4XYu3cvx48fJygoSPTmREVF4eLigrq6Ot7e3pQrV47s7GwSEhLIzMzk3Llz7Ny5k927d0t9gCW+GFFRUWzevJlbt27h7OzM4cOHad26NQMGDODWrVscP36c+/fvs2zZMipXrsycOXPIyspCUVGRESNGsHr1auzt7dmzZw/q6ur4+Pigo6NDfn4+7969o1q1atK68zeRyVFPnz7F0dERU1NTTp8+jYaGBhs3bmTy5MkUFhYyYcIE0ft2+vRpDh8+TKVKlYiNjUVOTg4nJyfs7Oxo37494eHhhIaGYmpqipWV1We7JmlpaezevZuRI0eiqalJTk4ON2/eJCMjQwxj/0/zy8jIIDc3t1T1col/Hz8/P7y9vdmxYwctW7akoKAAJSUl5OTkGDFiBF26dGHSpEkoKipSWFiIi4sLr169okePHgwfPhwVFZWynsJfJi0tjV9++YVbt26xatUqWrVqRUFBAcOHD6dTp044ODjw66+/oqCgQN++fVm6dCnq6upYWVnRt29f0tPTxSJu3yqSRlbGfNxOSxAEnj9/zubNm9mwYQM2Njbs2bMHPz8/TExM+OWXXygsLGTNmjWUlJTg6uoqCpGScv39ExMTg5WVFTdv3qR27dooKCiwceNGTp48Sd26dZk6dSpPnjzBw8ODqlWr4uvri5mZGVpaWuTn52NmZoaCgoJYTVlSrv83sudTJhTFx8cTFRWFr6+vmC9kaGjI9OnTefnyJQkJCZw8eZI1a9YgLy/P3r17S51zic/Px+c2JyeHqKioUiGSDRs2pEePHkRGRmJnZ0dOTg4KCgqEhYUxc+ZMrl+/ztatWyXlWuKLIFtTGjRowKRJk2jTpg2//vor9+/fx9jYGA0NDdq3b8+4ceMwMjJi27Zt6Ovr4+bmxubNm9m8eTPDhw+nV69euLi4oKmpSVBQkFhdV0VFhRo1akjrzn/hP3nGZHJUgwYNaNCgAf7+/tSpU4fAwEAmTZpEfn4+mzZtonfv3jRu3JiJEyciLy/Pb7/9BoC+vj4xMTG8fPlS7G994sQJGjZsyOjRoz/rNdHS0uLGjRuYm5uzb98+/P39admy5X9UrmXzKykpQVNTU1Kuy4Ds7GwqVarE27dvSUlJEVMFfH19efr0KRYWFmKtBCUlJRYtWkSlSpW4dOmS6MX+VtDS0mL69Ol06dIFZ2dnbty4gbKyMrNmzaJ58+bcunWLpKQkTExMaN68OQ0aNCAuLo7AwEBSU1O/eeUaAEGizCgpKRH/v3fvXmHDhg2CpaWlEB0dLQiCICQnJws7duwQunXrJqxfv17c9/Xr1+J3CwsLv+ygJcqEn3/+WWjQoIFgYmIiHD16VBAEQXj//r0wc+ZMYfDgwULXrl2FFy9eCJGRkYKRkZHQr18/ISUlRcjOzhamTJkihIWFCcXFxUJRUVEZz+TbYdKkSYKbm5v49+HDh4WGDRsK3bp1E548eVJq34kTJwojR44UBEEQMjMzhdTUVOkZ/ZewsbERlixZIhw+fPiTz1JSUgRLS0thzpw5QkFBgbj9zJkzwqhRo4Tx48cLzs7OQnFxsZCdnS0kJycLmZmZX3L4EhKlePr0qbB48WKhYcOGwqVLl4QFCxYIK1asEARBEI4cOSKYmJgISUlJ4npy9+5doaSkRLhx44ZgamoqrFu3ThCE0vKExH9mxowZwpo1az7ZLjt/jx8/FgoKCoTXr18LJiYmgqurq+Ds7Cw0adJE3DcnJ0cQBEFIT08XOnToIJw6dUr87MWLF8LEiRMFMzMzwdzcXOjfv7/4Dvjc1ygrK0swMzMTGjZsKGzfvl0QBOl987WzcuVKwdTUVAgJCREEQRCCgoKE1q1bC5cvXxYEQRBltOLiYkEQBKGgoEBITEwsm8H+H5GNXRA+6Ctz584VunfvLty4cUMQhA9zXL16tTBs2DBxvzlz5gg+Pj5Cenr6Fx/vv4Xk9iwjZEn/AGvWrMHd3Z1Dhw7x5MkT9u/fT0FBARUrVhQrC4aFhYkFePT19cWwcMkL+f2Tn5/P8+fPAdDV1WXnzp3MnDmTwsJCatasiYKCAj179uTcuXO0b98eY2Nj4uPjmTFjBlOnTiU1NRVzc3Pk5eW/2V6JZcG8efNwcHAQ/+7Xrx8DBgzgzZs3vH37FvgQZg8wadIkEhMTiYuLQ0NDAy0tLekZ/Rd48eIFN2/e5PLly+zduxdLS0siIyNJTEwEPuRBjh07llevXmFvb09cXBzPnj1jz549YhXgqKgo3rx5g5qaGhUrVpRy5CW+CH5+fsydO5eoqCjS09PF7Q0aNGDMmDGYm5uLIaEyL2fz5s0pX748KSkpyMnJcerUKaysrPjtt99o1aoV9erV49SpUwDS2v4X0dLSEj3YsvVb+P+FwU6cOMGQIUN4+PAhlSpVonv37vz2229UrFiRKlWqsGPHDuBDXjaAs7MzlSpVwtTUVDx+7dq1sba2ZsyYMZiZmREWFiZ6JT/3NSouLqa4uBg9PT22bt1KZmYmioqK4rxkfBwpKVE2yJ5pJycnevbsycaNG7Gzs2PDhg2sW7eO9u3bIwiCGC0nizZQUlKiSpUqZTn0v40sEuTZs2fo6Ojg5OREmzZtcHZ25ubNmygoKKCvr4+CggL79u3D09OTK1euMGDAADQ1Nct49J8PScEuI2Q3YHx8PLGxsWzZsoU9e/ZgY2PD/fv3CQwMFJXsXr16MWLECJKSkkoVr5DCwn8MIiIiKCoqon79+jx//pwhQ4aQlJSEg4MDoaGhVKhQgY4dO3LgwAFyc3OZPn06Ojo6PH36lJKSErZt2yYu1tI989coLi6mTp06KCsrExwczKhRowDw8PCge/fuLF26lBcvXojKs5qaGuXKlftEgJLO9+elTp06jBs3jqysLCZPnoyenh7z5s1j4sSJHDhwgIyMDMzNzZkxYwbp6ekMHDgQW1tb3r17x4oVK2jRogV5eXkUFhaW9VQkfhAEQSAjI4Pg4GDCw8Nxd3fHycmJGzdukJ2dDUDdunWZMGECbdu25fnz51y5coVbt26xbds2srOzqVy5MidPnsTZ2ZmFCxfSqlUrABwdHYmJiSEsLKwsp/hNUalSJW7fvg38niYlJyfH2bNnmTVrFvPnz6d58+aoqqpibm7OgwcPaNy4MVZWVgQGBopKtp2dHbGxsWzcuBH48M6QyWeyvtnTp0//rO3RBEEQf6OwsBBNTU1CQ0MJCwujYsWKWFhYfKJkBwQElDIUS5QNH6cHzJkzh969e3PmzBksLS0xNjYGPjWSfcvyQ1JSEr/88gtz586lXLlyzJ49W1Syb9++Tffu3alWrRpBQUGcPXuWDRs2fHeFRqUiZ2XI+fPncXZ2RllZmTVr1mBsbEx2djYBAQHcvn2btm3bMmnSJJSVlcnMzERDQ+M/tmGQ+H7JysoiMDCQ27dvk5CQgLq6Or6+vtja2vLy5UsUFRVxdXXFx8eHFi1aMH/+fDIyMpCXlxfzWIqLiyVP6l/k4+Jvp0+fpnLlykyePJk2bdqwdu1aACZPnszTp0+ZOHEi1apVY+/eveTk5BAcHPxNvxS/ZmQGovj4eObMmUOXLl2YPHkyISEh3Lp1i7CwMBo3bkyvXr2wsrJCQ0ODN2/ekJ6eTsOGDZGXlxd7j27ZsgVtbe2ynpLED8Thw4fZvXs3TZs2JSkpiSNHjtCtWzc6d+7Mzz//DEBCQgIODg7cvn2bmjVr0qxZM8aPH0+TJk1wdnamefPm4r7wIZd43759TJw4USpo9he5evUqS5YsYf/+/WhoaCAIAnl5eaxfvx4DAwMsLS2B373aW7duxcrKivT0dMLCwtixYwfKysqoq6uzfv16qlWr9sXGLhvThQsXCA0NpXr16piYmNC+fXsSExOZOXMm7969Izw8HA0NDVJSUnj06BGVKlX65nomf698bGzx9PTk+PHjTJo0iT59+nxX0VTFxcWEhYVx9OhRKlWqxNKlS8nNzWXVqlXcuHEDHx8fDA0Nxeic7/F9LCnYX5A/8yCuXbuWzZs3Y29vz8CBA9HW1iYnJ4eAgADu3r2LoaEhjo6OKCkpAUjK9Q+GbDHOysoSDS8JCQmkpKSgq6tLQEAAp0+f5vz58+L2Xbt2YWBgIN4rkuf6r7Fjx45SIUobN25k/fr17N+/n8LCQqytrTE2Nmb9+vXABw/GyZMn6dChA/r6+mL7E6nf7L9LUVERv/zyC7dv32bXrl1oaGiQk5NDt27d0NbWJjY2lqpVq9KkSRMWLlzI27dvcXV1pWLFivz2229s3ryZxo0bl/U0JH4wHj16hIeHB506dWL8+PHs37+fw4cPc/36derUqUO7du2YNWsWjx8/xs7OjmrVquHv7y/2Wf7ju/+Pf0vrzp/j6elJw4YNqVWrFrVr1yYnJ4cBAwawZs0a2rdvL+73v6oWFxUVkZGRQXh4OBs3bmTo0KGiZ/hLvmOvXLmCtbU1ZmZmPHnyhOrVq2NhYcHAgQNFJTs+Ph4TExM0NTWZNWvWN9PW6XtD9ozKit7JDPcfP6seHh6cPHkSGxsbzMzMvvkQ6ZycHNTU1IAP8zx8+DD79++natWqLF26lJycHLy8vDh58iQbNmygZcuWZTzifw9J6v5CCB9V+o6MjOTAgQNkZ2djZ2fHmDFj2LZtG2fOnCE9PR01NTUmT55M3bp1KSwsLOV5lJTrH4OCggLgQ1hRSUkJGhoaTJ48mebNm6OoqEh+fj65ubnIyckxZswYFixYwJQpUzA2NqZ27drA7/eKpFz/b4YOHcqZM2fE3Lpz585x+/Zt3N3dMTAwoGHDhmzatInbt28zffp04INxrG/fvkRFRYk57h/nUEl8fgRBQFFRkZkzZxIXF8fOnTsBGDFiBI0aNWLDhg0cOHCAZs2aIQgCFStWpHHjxmJv2z179kjKtUSZ0LhxYxo1akRgYCCJiYkMHjwYKysr5OTkePbsGdu2baNVq1bMmjWLd+/e0a5dO0pKSsTqwX989//xb2nd+ZTLly9z+PBhVq9ezdChQxk0aBDz589HUVGRO3fuEBMTI+4rU65lPqc/5i0rKipSsWJFzM3NmTBhAgcPHmTLli3A7/my/zbR0dFER0czb9481q5dS2BgINWrV+fAgQOEh4ejq6uLj48PHTt25OnTpwwcOFBSrssQOTk5zp8/j6WlJU+fPhW3fxwu7uTkRJ8+fVi5ciVnzpz5pIf5t8TDhw8xNTXlyZMnwId59u/fH0tLS+Li4nBxcaF8+fLY29szYMAAKlWqVMYj/neRPNhfGHd3d/bt20dxcTE1a9YU86k8PT05evQoU6dOxdTUlAoVKpCfny+W8Zc81z8O69evp3nz5piYmJQqjCIvL092djaBgYFcvXqV5ORkSkpK2Lp1K3p6eqUUacmb8dcZNWoUOTk57Ny5k3LlypGbm4u9vT3nz5/HwsICNzc3cd8nT54wYcIEWrZsKYaLT5kyhaioKFasWEHbtm3Laho/DLJ729PTk1OnTpGVlUWNGjXEPsAypDVT4mtB5uFMT0/HysqKVq1aUbt2bZ49e8aVK1dYuHAhL1++ZP/+/bx9+5acnBwEQcDQ0JDMzEw6dOiAoaEh9evXR09PT2wBJfGf2bFjByNGjEBBQYGMjAyioqJ4+fIlV65c4fr16+Tn51NUVET16tWpUaMG3bt3p27duqipqf3PcOrk5GTCwsLYuXMnY8eOZezYsf/6fNLS0rC2tiYqKgpnZ2fGjBkDwKtXrwgICODNmzcMGjQIc3NzoLQnUaJsePHiBatWraJ58+aMHz8eOTm5/yinrVu3DnNzc2rVqlVWw/3HCILA1KlTefToEUFBQdSvX1/8zNfXF39/f7p06YKbmxvlypX77p0/3/fsvgI+tmqmpKTw+vVrAgMDOXbsGJUqVcLNzY0bN27g6OhIv379CAgI4NChQ2RlZaGioiIp1z8gCgoK/PLLL4SEhFBYWCguyiUlJairqzNx4kRat25NlSpVRAthcnJyKcunpFz/NWxtbbl58yZr166lXLlyCIKAqqoqq1evZtCgQcTExLB//37R2mxoaEhQUBAnT55k1apVAGzYsIHq1auzbNky8vLyynI63xUfr52yiA74/d7u2rUrb968oXLlymzdulVUrmXfk62dEhJljUyQVFdXp1OnTpw/f55Vq1Zx/vx5vLy86N69O+PHj+fIkSOcPXuWxYsXo6enx6hRo+jWrRvx8fGsXr2acePGsXLlyjKezdfPb7/9xtq1a3n//j3w4by3atWKIUOGsHr1akaPHo28vDy+vr507dqV3NxcfH19GTlyJL6+vv9z3dDR0cHS0pJRo0bh4eHB0aNH//U5qamp4eDggJ6eHlevXhW316pVCxsbG/T19dm2bRsHDx4Efq90LvHlkRU29PHx4cKFCyQnJ6OgoCBGucn42JM9Y8aMb065ls0lKiqKc+fO8dtvv+Hm5kbr1q1FY5CMli1b0qhRI7S1tcnMzPzulWtA6oP9b/Jxz8PIyEhh+/btgqWlpRAXFycIwof+dhMmTBAGDx4sXL9+XRAEQVi2bJlgZ2cn9bT8wZk6darQuXNn4fXr16W2y/oLZmZmCqtXrxZGjx4tWFpalur5K/HXGDFihGBmZia0bNlScHJyEt69eycIwu/PbVpamuDg4CCMGzdOOHjwYKneji9fvvykp/ibN2++3OC/cz4+12vXrhX8/PyE/Pz8T/bz9PQU2rRp88lzIiHxtSFbV969eyd06NBBaNCggRARESF+XlxcLBQXFwslJSXCgQMHhJ49e5bq0f7+/Xvh3r17n6w7Ep/y9OlToXnz5sLjx49LbZeduzt37ggmJiZCWlqaUFxcLKxZs0aYOHGicOfOHaGoqOgvn+OkpCTh4MGD/8o1kd0vSUlJQmpqqvD27VtBEATh4sWLQps2bQQnJ6dS+z9//lxwcXER4uPjP/tYJP5vPHr0SLCzsxP69+8vHD9+XNz+Pcn3x48fFzp06CD06dNHGD9+vHDx4kUhPz9fmDp1qmBiYiLcvXtXSElJEdatWyfMmjWr1Jr2vfMDmBDKBuEjr7OHhwdTpkxhz549PHz4UOyhq6SkhJ+fH9ra2qxatYpLly6xePFi1qxZI3lffiDCw8NxcXHh8ePHxMbGAjBo0CDatWtXqigG/J7rJcvJrlu3LsbGxmIrEIm/xrBhw8jMzOTEiROEhYURERGBq6urWNFSEAQqVKjA4sWL0dLSEqthyryjtWrVEq3PsvP+JavJfu/IrNsPHjzg/PnzdOvW7U+jMjp37oyOjg5nz56V1kuJrwLZffjH+1FOTo7i4mK0tbUZPHgw8vLypfIy5eXlkZeXR05ODhMTEzIzM7l+/TrwoSWTjo4OTZs2LeX1kiiNrFVWvXr1qF27Ni9evAB+vxayNURTU5OMjAyePHmCIAjo6OiQn5/Pnj17xBZ+f+UcV65cmQEDBnz2ayKTHyMiIpg+fTqjR4/G2toaPz8/mjdvjqenJ+fOncPZ2Vn8Tp06dXB2dkZPT++zjUPiryO7x2JiYoiMjOTWrVtUq1aNhQsXYmBgwN69ezlz5gzw/URXvX79Gnd3d2bNmsW+fftYsGABLVq0QFlZmVWrVtGjRw+GDx/OqFGjCAoKYuLEid9VpfT/haRg/0vIlOu7d++SnJzMjh07WL9+PQMGDGDatGk8evQI+KBk+/r6UlxcLIYZSWHhPw4FBQXo6+ujqqrK5s2bmTp1KsHBwRgbG5OXl4efn98nhbM+VrLnzJnDggULPsntkfjPZGRkYGFhwd69ewHQ19cnJCSEyMhIli9fXkrJ1tLSYsmSJWhraxMUFMSVK1dKHUtBQUEKx/+XOHToEEOGDEFTU5MaNWr86Xlu2bIlWlpa/Pbbb9J6KVFmyITloqIiUTGaMWNGKSE6KSlJXC+6d++OkpIS165dAyjVl10QBFRUVFBWVubNmzcAYhcRGdKa8ynZ2dkoKCiI78KKFSty/vx5oLRCU1JSQs2aNalfvz5PnjxBQUGBIUOGMHDgQGJjY1m2bBmFhYV/W2n+nNdETk6Omzdv4uTkhKWlJevWrcPKygpvb2+ioqLo0KEDXl5eREZGYmtrK37vj/eJxJdDTk6OkydPimkDs2fPxsrKiujoaJYsWUL58uXZtWsXZ8+eFff/1ikoKEBZWZmffvoJNTU1DAwMUFVV5fXr1yxfvpzFixezdu1apk2bxsGDB3+4VnGSRP4vcvPmTebOncvDhw+pX78++vr6rFixAhMTE8aPH19Kyd6zZw8uLi7id7+Hh0/if6OsrEzLli2ZPXs2c+bMYcKECQQGBuLh4UHPnj159OgR4eHhf/qiF/5/vrBkkPl7aGpqMnLkSNTU1BAEgaKiIurWrcvevXs5d+7cnyrZCxYsoFu3bqXaukh8Xv5o0Zf1CP7tt994/fr1J/vLogn8/f3x9PT8ImOUkPgjaWlp+Pv7k5GRgaKiIjk5OSgrK9O7d29xTZ46dSojRoxgypQprFq1ipKSErS1tbl7926pTiElJSXIycmhoaFBy5YtuX379hepTv2tM2vWLDp27MjUqVPx8PDgzJkzGBkZldrn4/ejgoIClStXJjIyEoBy5coxcOBALC0tRSU7Ly/vi0ULuLu7l8qrhg/RO23btmXEiBEoKiqydetWRo0aRfny5Tl9+jQmJia4ubnx6NEjEhMT//UxSvx3YmJicHFxwd7ent27d7N+/Xq6d+/OlClTePr0KXPnzkVTU5PAwEDR8POtk5mZyZs3b0QDoaxWyps3b7h27RqvX7+mZ8+e9OvXD319/bIcapkgKdifkT+GhlWoUAETExOio6PFUC9FRUVWrlxJx44dmThxInfu3AEQCyBIL9Mfi5KSEvEFXqlSJQYNGkRgYCA5OTkcOnSIZs2a8ezZM9LT0xEEga1bt5Kfny+GEsqQlOv/G3JycmJ4/X9TsitWrIidnZ30jP5LyBQLgNzcXDIzM9HQ0GDNmjW0bNkSW1tb0ZsnQxaxUb58eSlsVqLM0NLS4saNG5ibm7Nv3z78/f1p2bIl/fv3ByArKwsLCwumTp0KfGjTaWdnR15eHrm5uSxfvpzQ0FDu3btHWlqaeNxKlSqRnJwsRSb9DwRBoF+/fsyePZvKlStz7Ngx3N3d8ff3JywsDC8vL3x8fHjw4AFJSUni+axataoYrhoTE8Pz58/p2bMnlpaWvHnzppSSLZPptm/fTlJS0r8yDy0trVJ/5+fno6urS2FhISNHjqRt27YsXLiQhIQE3NzciI+Pp1OnThw5cgRdXd1/ZUwSf520tDSqVatG//790dDQoFGjRkycOJGff/4ZV1dX1NXVGTt2LHXq1ClVXftbQfYMvH79mps3b5KUlISxsTHdu3fH3t6epKQksSVcgwYNUFVVJT09vSyHXOZIbbo+E7I2HADv3r1DQ0MDBQUFioqKcHNz49y5cyxdupTu3bsDH/J7bGxskJOTIzAwsCyHLlEGfHy/ACQkJFCtWjVx+8uXL/H19SUpKYns7GxsbGzIycnh8OHD+Pn5SSGC/wKylhkxMTEMHz6crl27Mnfu3O++V2NZ83H0hZ+fH5cvX+b9+/fUr1+fiRMnoq+vj5OTE69fv2br1q1SrrvEV0d2djaWlpa8evWKRYsWYWVlRVFREXPnzsXExIRBgwaV2v/BgwckJCSwZMkSioqKqFChArGxsVStWpXq1atTqVIlxo0bx08//SRWHpaMqJ8yf/58GjVqxOjRo8VtBQUFZGZmcubMGX799Vfq1q1LdnY2aWlpFBQUYGRkhK6uLqamppiamrJmzRpOnTpFWloaffr0YdKkSVy9epXw8HBq1KjBkiVLKFeuHJcvX2bp0qUcP378sxk93r17R+XKlcW/z58/j5ycHJ06deLq1auMGzcOZWVlrKysmD17NgoKCpw+fRoPDw/27Nkj9u6WKHtk4frh4eHUrVtXfGZv3ryJnZ0dPj4+tGjRgvz8fFRUVMp6uP8nTpw4gaurK0VFRbRr1w5XV1fi4uJwd3cnOjqaNWvWoKioyOnTpzlw4AC7du0qdX//aEim0c+AIAjiguvj48PUqVMZNmwYo0aN4tmzZ0yePJk+ffrg4uLCuXPngA8e64CAAPz9/ctw5BJlwcfK9YkTJ3BycmLo0KFcv35dFKZq166NjY0NJSUlaGpq4urqioGBgahcS17Uz4/MC1q3bl327NnD4cOH2bVrV1kP67tHpjgEBASwbds2evfuzbRp00hKSmLlypVcvXqVVatWUa1aNcaPH09cXFwZj1hCojSyYod6enps3bqVzMxMFBUVefv2rdiqpqCgQIyyMDIyom3btmhra7NixQqOHDnCrl27sLOzQ1tbm+LiYpo2bSpGzEjK9acUFRXx/PlzUlNTxW3FxcUoKyuLbbSMjIzo06cPhw8fZt26dcydO5c6deqQmppKz549OXr0KKGhofz666+Eh4fTv39/qlevzuDBg+nfvz9JSUn88ssvZGdn06FDB06cOPFZo5guX77MyZMngQ8e67t37zJp0iQuXbpEu3btcHBwQEVFRSxuV1RUxIMHD36oQlFfE/n5+f/xs4YNG9KyZUt27dpFXFyc+MzWqlWrlJFe5uX91rh//z4LFixg2rRpnDlzhpkzZ4rpLI6OjnTt2pVJkybh7OzM4cOH8fb2/qGVawDFsh7A94DsQQoKCmL37t3Mnz+fgoICbty4wejRo3F3d2f8+PEUFxfj4uJCfn4+vXr1EpWsP3ozJb5fPjbGeHh4cODAAVq1akVWVhbTp09n2rRpWFtbA1C3bl0cHBwYPXo0nTp14tatWxgZGZU6hsTn5WMl+/Tp01Lo3RdAEAQyMzO5cuUKzs7ODBw4EAAzMzPmz59PUFAQTZs2JSAggEGDBuHp6SnlXEuUKbLAPzk5OQoLC9HU1CQ0NBRBELCxscHCwoLw8HBq1aoldobYsmULDx8+xNvbG/hQC6JKlSpERETQtWtXjI2NMTY2xtLSUvwdWVSNRGmKi4tRVFSkY8eOogHjj+dKVlH8+fPnKCkp0aZNG9q0aVPqOK9fv8bExITWrVsDv3eCuHz5MpUqVcLc3JyAgAC2bt3KtGnTRK/k53j/FhQUcP78ebKzs7lz5w4PHz4kICCA9PR0pk2bxoYNGxgxYgT5+fnMmjWLjRs3Ii8vT2xsLFu2bJG811+Y3Nxcbty4gZGRERUrVvzk86pVq2JqasrRo0fZuHEjw4YNo3LlygQHB5OTk0PNmjWBbzedLzExkVatWjF8+HAyMzM5cOAAZ86cIScnhy5dujB37lxGjRqFsrIyqqqq6OjolPWQyxxJwf4MFBUVAXDjxg0mT55M3759AbCwsEBXV5c5c+YQHh6Ora0tWVlZHD58mF69eonfl5Sl75+YmJhSYUP37t3j2LFjrFmzhubNm+Po6EhERAR6enpiuDiAsbExjo6OXL9+nWHDhkmhgl8AWYRA9erVgQ/Pt6wIkcTnRyawvn//vlSxFBUVFTw8POjRowe7du3CycmJ/fv3f7MeAInvCzk5OS5cuEBoaCjVq1fHxMSE9u3b4+3tzcyZMxk0aBDTpk1j8+bNvH79mkaNGtG5c2fg97QIAwMDHj16JCqGHxvb/9g9QuJ3ZOeoYsWK3Lp165OwW0EQUFZWpnPnzpw7d46SkhKKioo+WTvy8vK4d++eWA1Zttbv3LmTgoICfH190dLSomPHjqV+93OgrKzMr7/+irW1NZs2bWLUqFGoqKiwcOFCSkpKmDp1Kn5+ftjZ2dGxY0cePHiAqqoqbdu2FZU1iS/Hmzdv8PDwYNKkSZQrV47MzEwGDx4M/P48y67h6dOnGTx4MIaGhqSkpODn5/fNp5opKChw7tw55s2bx5kzZ9DT08PY2JgqVaqwd+9eBgwY8ElhwR8dSbP7P/Do0SMuXrzIpUuXREtqXl4eMTExqKqqAr+33bCzs6NVq1YEBQWhpaWFvb29aMGW+DEIDg5mypQpXLlyRXxBHz9+HDk5ORo2bMi5c+c4f/48ysrKJCUl4efnR0xMjPj9Zs2akZaWRm5ubllN4Zvkn5SX+FiQkpTrfx8lJSUxzxEQhV15eXmaNm0qGjFVVVWlgmYSZY6cnBxXrlxh0qRJFBcXc/LkSQICApg7dy5Pnjzh119/RUdHBw8PD54/f86GDRto27YtDRo0AH6vgN+1a1diY2NJSkr6JJJNMqR+yrZt2zh16pSYJvLTTz+hp6dXKkz8YyN09erVefr0Ke/evROV6+TkZDHUt3fv3mhqapYK64cP0TOyAphdunT5V9Yc2fqmpqZG48aNiY+P58SJEwAsXrwYS0tLpkyZwsWLF2nRogVjxoxh6NChknJdRtStW5cBAwbg7u6OnZ1dKYOOnJyc+EwPHTqU1atXs2vXLpYtW0ZISAiNGzcuq2H/bQRBEGWn58+fc+nSJdLT0+nWrZtYZG/YsGF4e3uzePFipkyZQvny5X/4gmZ/hiQ5/k2mTZtGSkoKUVFRCILAuHHjsLe3R0NDg+bNm7Nz507MzMyoUKGCaA3V0tISX5wyz6QUFv7jYGBggIKCAvPmzcPd3R0lJSWOHj1KWloa/fr1IyMjg3nz5iEvL8+ePXt49uwZPXr0oG7dugC0atWKmjVrEhkZiYWFRdlO5hvhj8+XzEMhRQB8fZSUlKCiosKiRYsYM2YMK1asYN68eWL13sTExE8EFMmzJ1GWREdHEx0dzbx58xg7diyvXr1iyZIlhIeHc+rUKeTk5NDR0aFSpUqkpaWhra1NVlaWGFoqu391dHR4//49SUlJVKlSpSyn9NUTGhqKv78/aWlpaGlpoa2tTYMGDbh37x4nT55kyJAhKCgolFJ8mjVrRlFREbGxsejq6rJ27VqOHj1KlSpV6NatG9bW1nTp0oVz586Rk5PD4MGDUVNTIzw8HG1t7VK//7nWHNk7qKioiHLlyrFp0yZSUlJYsGABISEhAPTq1YvFixcjLy/PxIkT2bx5s9QisgyRyRM9evTA39+fChUqkJeXR2pqqniffFyMUF1dnebNm5ftoP8meXl5lCtXjpKSEhQUFDhx4gRLlixBUVGRwsJCvLy8GDVqFKNGjSIrK4v09HQSExPZs2cPaWlporwq8TtSFfG/wfTp03n//j2urq4oKytTUlKCqqoqlSpVQl5ent9++401a9agqamJu7s7GhoalJSUYG1tTYsWLbC3t5cE/B+MxMREdHV12bJlCytWrEBVVZX69evj7++Pk5MTV65cQVFRkQEDBqCtrc379++5ffs2Li4utGzZEkEQUFRU5Pjx47Ru3VrKa/kLfPyMbdy4kfv37xMfH09AQECp3Kk/PovSs1n2nDlzhlmzZtG4cWO0tbVJS0sjLS2N8PBwKZJA4qsgLS0Na2troqKicHZ2ZsyYMSQlJZGbm8v69et58+YN9erVQ0dHh+vXr3Pv3j00NDQoLi6mSZMm1K9fHyMjI9q1a0d0dDSRkZHMmjVLur//CzIDaUFBAfHx8bx584azZ8+Sl5fHvn37AEQjXOfOnalduzbNmjWjXLly+Pr6smzZMg4dOsTy5cuxt7fnzp07vH79ms6dO2Nra8uWLVs4ffo0t27dolGjRhQXF7N3716UlJQ+63tBdqzIyEh2795NVlYW1tbWdO/enYSEBH755ReKi4sZMmQIZmZmZGZmsm/fPjp37iwpMGXEx9c/JyeHhIQETpw4wb59+5gwYQJ9+/YtZYz5FuWIgIAAXr9+za+//grAlStXmDZtGvb29gwbNgwnJyeio6NZunQprVq14sKFCzg7O6Onp0dmZiY+Pj7flJf+SyEp2H+Ra9eu4enpycqVK6lVq1apz2QPVHFxMREREezcuZOYmBiaNWvG27dvyc/P58CBA9IL9AfDzc2NgoICFi1aREhICF5eXqSkpKCtrS0WKVmwYAHp6eloaGjw9OlTUlNTUVNT4+bNm6Us5t/iol3WrF69mr179zJ27Fg0NDQwNzf/pNdoSUkJcXFxUtjdv8x/i9j5s5Z1wcHBFBYWoq6uzowZM8Re5ZLnWqKsKSgo4OrVq7i4uFC/fn2aN2/OsWPHcHNzQ1VVlY0bN/L48WNGjx5Njx49WL9+PVevXmXYsGHcvXuXmzdvkpOTQ3JyMoMGDWL58uXIy8tLtR7+Ay4uLly8eJH9+/f/afXsjRs3cvToUXr37k10dDTPnj3j6dOnlJSUMHz4cJYtW8bBgwdJS0tDU1MTCwsLsrKy2LdvH0eOHKFz587MmDEDQRA4f/48WlpaGBkZiVW7P/c1OXXqFA4ODvTu3RsFBQWOHDnC6tWr6dWrFwkJCbi4uJCRkSEWadu6des329bpW0cmd926dYtnz56hqalJnz59APDy8uLQoUNMmDCBfv36fSJbfEscOXKE5cuX4+vrS/PmzXFxcaGoqIhly5aRmZnJ2LFjSUtLIysrCy8vL0xMTLh37x7y8vJUrlxZKgb7H5AU7L/I3r172blzJ+Hh4X/6eXFxMTt27KBHjx6oq6uzd+9esrKyUFdXZ8KECZKA+APy8OFD6tWrR1BQEDt27KBLly7Ex8dz7do1dHV18ff3R0NDgz179hAeHk7lypXF8LcxY8YwYMAA6X75PxIXF4eDgwMLFiygefPmvH37lgcPHnDu3Dk6duxI+/btqVChAosWLSIhIYERI0Zgampa1sP+LvlYgQ4JCSE+Pp53795hZmZGixYtKF++/J/u+zHS2ilRVsiE7Hfv3qGkpER+fj66urpcunQJR0dHGjRogLa2NtnZ2WJqw/bt27G2tqZGjRqi8Hrp0iXk5OTIyckhMzOT27dv07NnTzEVQjKg/jnx8fFMmjQJHR0d/Pz8xMhAOTk55OTk2LJlCyEhIaIT49y5c6xatYpZs2bRoUMHBEGgT58+JCQkMHPmTKZMmQJARkYGoaGhHDt2jFatWuHk5FTqdz/3miMIAgkJCdjY2DBu3DgGDx5MSkoKJiYmKCoq4uLigoWFBW/fvmXv3r3ExMQwdepUDA0NP9sYJP4+ERERzJw5k+rVq5OSkkLr1q3x9fUFYM2aNRw6dIjhw4eTlZVFtWrV+Pnnn8t4xH+fuLg4lixZQocOHZgwYQILFixAXl4eJycn1q9fT2FhIYsXL2bSpEm8ePGCCRMm0KNHDymt5X8gKdh/kZCQELZs2cL+/fspV67cn+4zbNgw9PT0WLNmzSefSQLij8OaNWtQUFBg+vTpAAwZMoT09HSCg4OpXr06AQEBeHl5UaVKFfz9/TE0NCQzM5OSkhKUlZXx8vIiJydHDNeR+N/8UUBNTEzEwsICa2tratWqJebuaWpq8urVKzw8PDA1NeXhw4dkZWURExPDyJEjy3AG3z+rVq1i//79DB06lLi4OB4/fkz79u2ZP38+ioqKpa6hpHBIfA3I7sOIiAgCAgLIzc2luLiYAQMGMHr0aO7evYuDgwNNmjRBTU2N3Nxc5s+fT61atZCXl0dBQYHr169ja2vLwYMHqVq16ie/IXmu/zeJiYmMGTMGHR0dAgIC0NDQEK9NTEwMY8eOZd26deTl5dGqVSuxQNm1a9do2bIlGRkZTJ8+nezsbIKCgsT+vJmZmYSGhrJz505Gjx7NqFGjPtuYL1y4QGxsLDo6OjRu3Bh9fX3evn3LxIkTcXV1xcDAgCVLllClShV0dHTw8vLCy8sLMzMz4EOhXCUlpc82Hom/T2pqKnPmzKFfv3507tyZqKgoZs+ejZGRERs2bADA29ubyMhIkpOT2bhxI/Xr1y/jUf/fCAgIIDAwkFOnTvH8+XPy8/OpUKECPj4+DBkyhO7du+Pu7s6OHTto3bo1Hh4ef9quTOJ3pCpbfxFZfuyTJ08ASlWUlP2/W7duJCUlkZeX98n3JeX6xyAvL4+0tDR+++03AgICyM/PJyMjA/gQ6vb69WsmT57MrFmzSExMZPLkyURERIgh4aqqqrRo0YLLly+TlJRUxrP5NpB5M2QUFhaiq6uLlZUVAQEB2Nvb07RpU7EIUfv27cVq1U2aNKFKlSqkpKSU1fB/CF6+fElkZCQ+Pj44Ojpibm5ObGysGNVRUFBQ6hpKyrXE14CcnBw3b97EyckJS0tL1q1bh5WVFd7e3jx79ox27drh5eXF48ePRQPeihUriIuLE9/5RkZGaGhocOHCBeDT7gaScv3nfHyedHV12bNnDxkZGcyePZvMzExxjdDS0iIvL4/ffvsNd3d34uLiUFRUJCoqirFjx+Lt7U3FihVZv3692P4qLS0NgPLly2NhYYG9vf1n9Ty6u7uzdOlSdu3ahYuLC0uXLuXZs2eUlJTQoEED1NTUOHHiBMrKypibm2NpaYmysjJ2dnb4+PhIyvVXwL1795g5cyYpKSnUr1+fihUr0qZNG9asWcODBw/ESAh7e3s8PT0JDw//JpVrmf4yefJkmjZtyqZNm2jRogXt27fn0aNHxMXF0a5dOwDy8/NxcnKSlOu/iKRg/0VMTU0xNDRkwYIFFBQUiGFd8HtLn7y8PNTV1aV8mR+U4uJiypUrx+zZs2nWrBmXLl1i9+7dWFlZkZ2dTUpKCr/++iuvX79m4sSJNG3alMTERBwcHAgODkZdXZ2UlBTu3r0L8B8jJSR+RxAE8fnbuHEjTk5OWFtbc+TIEfr27cuhQ4c4d+4cCxcupEuXLhQXF5ORkSGGNgmCQJ06dbC1tS3LaXz3ZGVl8f79e4yNjTl79iyOjo7Mnz8fQ0ND1q9fX6otnYREWeHu7s7Vq1dLbXvw4AFt27ZlxIgRKCoqsn79eoYNG0b58uU5e/YsrVu3xs3NjYSEBGJjY3nw4AEuLi5ER0cDH5T08uXL8+zZM/Fvif/Mzp07efXqFXJycgiCILbo09LSQk9Pj3PnzjFt2jSysrKAD5XYjYyMSE5OpkOHDrx69QqAmjVr4ubmRnBwMF5eXlSsWJHg4GDy8vKYNGmSqGRXqFCBvn37frZWXK6uruzbtw8vLy9CQ0NZsGABqampnD17Fj09PRwcHDAwMODcuXNoaWnRqFEjFBQU6NixIw4ODvTv319Srr8CGjVqhKKiIo8ePeLRo0diW7UWLVqwZs0anjx5IkY81K5d+5Oq818rwcHB+Pj4kJ2djSAIYq0BQRBo164dd+/eFZ2EgiCQk5PD3r17WbRoEQcPHqRTp06Scv0XkRTsv4Csv928efMoKipixIgRJCcniy9KOTk58vLyuHPnDvXq1ZNeoD8gstxRQRA4duwY+fn5pKSkEBoayps3b+jZsyfZ2dmkpaXx66+/EhUVRcWKFZk4cSLz588nMDAQOTk5tLS0aNmyJZs2bUJTU7Osp/VVU1xcLD5rmzdvJigoiKpVq6Kvr8/y5cvZsmULOTk5qKio4OLiwty5cxk3bhzp6elMnDixjEf//SJbLz+mUaNG/PTTT6xYsQJHR0fmzZvHyJEjKV++PJGRkdy+fbsMRioh8Sl/LFYky7kuLCxk2LBhJCcno6amxvPnz3Fzc+Pdu3d06tSJxo0bU1BQwNy5c9HQ0MDV1ZWoqChUVVWpWbOmGJEkZeX9Z65cuUJISAhBQUHExcWJod4AdnZ2JCUlsXv3bpKTk7GxsRGVbBUVFV6+fImqqirr1q0DPhio+/bti4uLC0FBQaWU7Pz8fCwtLcXvy/inkYYrV64kLCyMHTt20KxZM5SUlOjTpw/VqlXj2rVrAOjr65OZmcmLFy+oV68e+fn5bN26lZcvXzJy5Ehq1679j8Yg8X9D9lwKgkBubi5KSkoEBARgamrKrl27uHz5MoWFhaKS7ebmRnJyMm/fvi3jkf91kpOTiY6OJjAwEBsbG/z8/CgoKEBRURE5OTlGjhzJixcvWL9+PfChp3fLli2JiIggKiqK7du3S/fn30DKwf4bFBcXc+PGDVasWEFKSgrjxo3D0NCQlJQUDh8+zNu3b9m/f/8n+YQS3z8yBXv16tWEhITQsWNHkpOTuX37Ntra2jRv3pwKFSqwb98+VFVVKS4uRldXl0OHDqGoqEhJSQlFRUUoKyuX9VS+ei5cuEDr1q1FD//9+/fZuHEj3bp1E/uEnz17lnXr1tG+fXvGjRvHuXPnuHLlCjVr1sTW1lYqOvgv8XGRshMnTpCWloaCggJDhgwRQ/SHDh3KwoULgQ85kNbW1kyfPp1u3bqV5dAlfmDevXsn5uUCnD9/Hjk5OTp16sTVq1cZN24cSkpKjBo1ivbt2zNt2jRMTEx49eoVe/bsYdGiRTx//pygoCB0dXW5cOECe/fuJTc3l8WLF5OZmUnDhg2lcPC/wP79+zl69ChVq1bFwcGBSpUqMWPGDF6+fImfnx81atTg7du3WFtbo62tjb+/P7GxsTRs2JCCggLGjx9Pp06dmDZtGvAhZejYsWPMnz+fiRMnMnPmTJKTk3Fzc8PNze2zvQNCQkJYtGgRnp6e9O3bF/i99o6DgwOCIODh4SF6p/39/fHy8qJRo0a8efOGzZs3S62OyoiP26cdPHiQFy9e0LZtW/r06YORkRHTpk0jNTUVW1tb2rVrh5KSEiUlJRQUFHyTkYZv377Fx8eHhw8fkpaWxuzZszE0NKRu3bocOXKE8PBwZs2aJRbYy8rKQl5eHjU1tTIe+beFpGD/gT9Wsf2zqrbZ2dm4u7vz+PFjnj59ipGREdWrV2fFihWS4P4DIVuUZUVqHj9+zOTJk6lVqxYtWrTA0tKSS5cu4efnh5KSEkOHDqVRo0ZcuHCByMhITE1NxagISfD6a2zZsoWrV6/i6+uLvLw8L168YNq0abx69QpHR8dSnulTp07h5OTEjh07aNKkSanjSOf838XNzY2DBw9Ss2ZNOnbsiK2tLTk5OcyfP593795Rv359GjVqxPHjx8VID2nNlCgrDhw4gKqqKmZmZuTn5xMQEMD69esJCgrCxMSExYsXExISwi+//MLQoUO5cOECkyZNolKlShgZGREfH4+/vz96enriMS9evIifnx9GRkbMmzcPkIqd/jc+lrX27dvH0aNHqV27Nq9evSI5OZl169ahr68v7p+YmEj//v0ZOHCgaLCTeYNv3brF6NGjMTExAT60Vjt+/DiLFi0qZeCDz3dNYmJimDZtGsbGxlhZWdG0aVPggyLt5+dHaGgoBgYGpeZ54cIF8vPzadiwYam5SXx5IiMjsbe3Z8yYMRgaGrJp0yaysrLYunUrOjo62NrakpGRwaRJk+jUqdM3Kz/I7r+CggIyMjLw9fXl4cOHFBUVMXLkSOrXr4+bmxvjx4+XOqv8QyQF+z9w5MgRevTo8V+tU7K8Wh0dHVRVVcVe2NIL9PunoKCA7OzsUnk3s2fP5vDhw3Tv3p3nz5/ToEEDpk2bxpUrV/D09KRBgwYMGDCAcePG8fDhQxo1aiTmwEj8bzIzMylfvrxo2IiKiqJBgwZcvXqVFStWUKtWLWbOnImBgYH4Hdn5Hjx4cBmO/Mfi9OnTuLi4sHXrVmrVqsX79+9JT08nNTWVRo0asXfvXs6fP09hYSFVq1ZlxYoVKCkpSWunRJlQUFDAvHnzyM7OxsDAgIcPHxIQEICHhwchISFs2LCBxo0bM378eB4+fEjjxo1F415eXh5ycnKEhYWJBY4+vo/v3buHkZHRf+wBL1GaPyrZ+/bt4/nz5/j6+tKqVatPHB4pKSlUqFCh1Lrx7t075syZg7q6OtbW1rRs2RL4cJ3Dw8M5ePAg27ZtAz5/Pnx0dDR2dnYYGhoyd+5cwsPDCQoKYvXq1XTs2FG8N6QIx6+LwsJCli5dSrVq1bC1tSUvL4/u3bszcuRI+vfvj7q6Otra2lhZWaGhocG6deu+aW/uH++/+/fvc+fOHdatW8fgwYM5e/YsBQUF7Nmzp1Rkj8Tf49s0wfzLREZGsm3bNlq2bPmnbTVki7y6ujrq6uridklZ+jFwdXUlOjqaFy9eoKmpibe3N7GxsVy5cgV1dXWmTp3K7du3WbFiBfLy8kyYMAEtLS2qVavG7t27qVy5Mv369QP+PF9V4lOWLVvGxYsX2bRpE/r6+ly6dImZM2eyYMECLCwsmD17Nj4+Phw6dAhzc3Pq1KlDVlYWgiCgoaFR1sP/rvmj0Ctr71GpUiVu375NcHAw165dIyMjg3bt2rFx40asra3JyckRhRQpokCirFBWVubXX3/F2tqaTZs2MWrUKFRUVFi4cKFYddrPz4/69etTvnx5unfvjqqqKm3btuXdu3eMGTOG0NBQpk+fjoaGhlgsS0FBgWbNmgH/ub+7xAdkAr+8vLy4FgwZMgQ1NTV27tzJoUOH0NXVRV9fv5RyICu2JDvfJSUlVK5cGRcXFxwdHQkKCuLdu3f07t0bZWVlLCwsGDp0KHJycp90n/gc1KtXD29vb+zs7Bg/fjyJiYl4e3uL/bhl8qGkXH9dKCkp8f79ewwMDEhKSmLIkCF07dqV6dOns3z5cgRBYNGiRezYsYOkpKRvWrmG3+8/2brUtGlTmjZtSvv27Tl37hy6urrcv39fuk//IT+8Bzs8PJz79+8zZMgQypcvT40aNcjLyyMnJ0eqlCfxCePGjSM3NxcLCwsqVarE3bt3GT16NBERERw8eBBdXV1+++039PT0aNeuHTdu3EBZWZmEhASWLVtGfHw8lpaWkiHmb5KVlcWgQYPQ1dXFw8ODatWq8csvv3Dp0iWmTZvGwIEDOXv2rBiOX7NmTdLT03nz5g0hISFSVdYvwKVLlzAxMeHRo0c4OTmRn59PXFwcpqamdOzYkdatWzN8+HBWr15Nly5dxO9J3hyJsqSoqIji4mKxfZOuri4WFhb06tUL+GDcCw0NZdmyZQQGBjJhwgQsLS3F71++fJmJEycyevRoZsyYIRn0/iI+Pj5Uq1YNS0tLsWL4x/8+ePAAQ0NDjh49Snh4ODVq1GDy5Mno6en9V2OFTNl+8+YNK1euJDMzE11dXZYuXYqSkpKoXP+bBo+YmBgcHR0pX748y5Yto27duoC01n0t/PFeA/D19eXp06fcuXOHzp074+LiAny4T8+fP8/WrVtRVVUty2H/n/izuf6v/eBDCsafORgl/jo/tEm1oKAAfX19VFVV2bx5M1OmTCE4OJjc3FxRuf7B7Q8SH7Fx40by8/Px8/Pj559/pmfPnowYMUK0rNeoUYOJEyeiqqrK06dPqVatGg0aNODatWskJiaSlZXF0KFDP1s7kB+F/Px8NDQ0CAsL4+3bt9jb2/Pu3TsWL15Mp06d8PHx4cCBA3Tr1g17e3tSU1O5d+8eBgYGhIeHo6SkRGFhYVlP47vm3r17LF++nJUrV9K4cWMWLVqEpaUlAQEBrFixghEjRqCtrY2+vv4n1fElgVOiLJC924uKilBRUWHTpk1s3LgR+FCw6sSJEwAsWbKEoUOHMnfuXOrXr8+lS5d4+PCheJwOHToQFBTEzp07cXV1JTc398tP5hsjKyuLmzdvcvToUY4dO1aqnomcnBwREREMHz6cmzdvYm5uTr9+/YiPj2flypW8f/8e+BBpGB4ezpUrV0rJaTJPtp6eHkuXLmXo0KHEx8czYsQI1q1bR2Rk5L8eOVa3bl08PT1JSUnBx8eHJ0+eANJa9zUgu9cuXrzIvHnz2LRpEy9evGDAgAHcv38fFRUVbGxsxP3fvHmDvr7+N1WA9uO1TfY8zZgx47/qM7J7U3Z+JOX6n/PDe7BlvH//ngsXLuDp6UmHDh0wMzOjR48ewKdFMKRwrx+TefPmoaWlhZOTE3Jycpw7d47Vq1ezePFi2rRpQ1xcHE+ePMHb25tatWqRlJREWloa6enpzJgxg59//hn4561AfhQCAwN59eoV2dnZdO7cmUGDBpGdnY2FhQUVK1bEx8eHypUr8+uvvxIZGYmtrS0DBw7k8uXLrF27FkNDQ8aNGye1lfgX+OMamJGRQWhoKMePH6dNmzY4OjoCH6zg58+fp1q1amzfvp2kpCRCQkKkZ0CiTPm4avDu3bvJysrC2tqa7t27k5CQwC+//EJxcTFDhgzBzMyMzMxM9u3bh56eHgEBATRr1oxRo0aJnkmAc+fOERgYyLZt2yT54L8gO/cpKSm4uLiQnp7O4MGD6du3L3Jychw/fpz58+fj7OzM8OHDxe9t27aN2NhY5s6di4eHB8eOHUNeXh4rKyusra3Fc/5xy8yPFdrjx4+TnJzMuXPnWLVqFRUqVPjX5/rs2TPs7e1p3Lgx48aNw8jI6F//TYn/zdWrV5k0aRJt2rTh9evXNGzYEHt7exQUFBgzZgxGRkYoKiqirq5OREQEO3fupGHDhmU97L9EWloau3fvZuTIkWhqapKTk8PNmzfJyMigf//+ZT28H4ofXsH+o/L85MkTfH19yc/PFy2n8OGlEBwczIgRI1BRUSmr4UqUAcXFxRQXF2NpacnQoUMZO3YsgiBw8+ZN9uzZw9u3b5k5cyZpaWl4enqSk5ODh4cH9evXx9nZmRo1arBw4UKxb7OkXPxvxowZQ35+PgYGBmRkZKCpqcnixYtRVVUlOzubgQMHUrFiRdavXy8q2RcuXGD8+PEMHz6cU6dOsWnTJjGsUFaASOLzkpeXJxaCzMrKYv/+/Rw7doyffvqJefPmce3aNXx8fEhLS6N69eqsW7dOKmgm8VVw6tQpHBwc6N27NwoKChw5coTVq1fTq1cvEhIScHFxISMjg+LiYgRBYOvWraioqHDlyhV++eUXWrVqxYABA2jTpo14TJlSJxnh/zuyPOuUlBSWLVtGZmYmlpaW9O/fn1WrVlGtWjWsrKwAOHnyJF27dkVZWRlBEDh69Ciurq5s376dOnXqkJiYSGFhIUlJSRgZGaGsrFzq/P/xWhQUFHxRb2R0dDTjxo2jc+fOLF269JvyhH4vyNQcWQj02bNniYmJYdKkSVy9epUdO3ZQWFjInDlzUFFR4ejRo9y/fx9dXV2GDRv2zckPEyZMICYmBltbW2JjY5k8eXKpelESX4YfUsH+Xy+/ly9f4uvrS3Z2NuPGjaN169YcPHiQI0eO4OvrKwmGPyjz5s0jKSmJ1atXo6WlBcCdO3fYtWsXr1+/xsHBAWdnZxQVFcWw5HLlyhEaGir2RpeErv/N4sWLiYqKws/PD21t7VKeCJlglp2djaWlJZqamvj6+lK5cmWcnZ3Jy8vD29sb+NAJYN++faxcuVKqhPkvEBISgr+/P3v37hVTajIzM9m/fz+HDh2iW7du2NraUlBQQGpqKlWqVCnV1k5CoiwQBIGEhARsbGzEDgMpKSmYmJigqKiIi4sLFhYWvH37lr179xITE8PUqVMxNDQU16Lr16+zYcMGFBUVMTY2ZurUqeLxJeX6z3n69Cna2tpUqVKl1Pbk5GR++eUXUlNTGTduHN27dwc+nMdNmzYRExPDr7/+KspdYWFhHD9+HG9vb549e8bOnTs5e/Ys5cuXp06dOvj4+PxXJbYs8qBjYmLE2iASZceFCxc4dOgQt2/fpmvXrixYsACAa9eusW3bNoqKipg2bZpYnPBbNQTL5KNXr16xaNEirKyspPduGfDDKdgfv/xOnDhBfHw8Kioq1K9fv5QlOiYmhmXLllGvXj0WL15MXl4eSkpKYn6P9AL98dixYweenp6YmpqKFcIBbt++za5du3j58iWZmZmYmZlRv3590tPTGT58OIqKitLi9hfJycnB1taWoUOH0qdPH+CDxyE3N5e9e/eSnJyMvr4+P//8M/n5+VhYWKCtrY23tze6urqfPJvZ2dmS5fYz8UfB9P3794wZMwZ1dXX8/f1FJTs3N5clS5YQERFB//79+eWXX8TvSGunxJfmwoULxMbGoqOjQ+PGjdHX1+ft27dMnDgRV1dXDAwMWLJkCVWqVEFHRwcvLy9WrFhB+/btqVy5MoWFhSgpKX0Sevz8+XOuXr1KcHAwtWrVokOHDnTo0OGb83Z9CVavXk1gYCDq6ur07NmT8uXLM2DAALS0tKhZsyZ5eXksXLiQzMxM+vXrx4ABA0RjHICioiIPHz6kbt26XLx4kYULF1KrVi3u3r1L165dad++Pbq6unh7e+Ph4SGFYksApT3Xd+7cYcSIEfTt25dLly7RoEEDnJycRGX62rVr7Ny5k9TUVKZNm0a7du3Kcuj/iIyMDCwtLSkpKUFRUZH9+/dTvnz5T+RQ6X387/JDSfwfexA9PDw4cOAAbdu2JTc3l6CgIEaPHo21tTXwoUiFg4MDo0ePpl27dpiZmX1yDInvn4+VCisrK7Zv3054eDiampo4OTmhrKyMsbExJSUlLFmyhLdv36KoqFgq16W4uFhSrv8iubm5vH//XmyDkZGRwf79+wkJCeH58+dUqFCBzMxMrl+/jre3N/v37xcLnbm4uCAvLy+2X5GTk5OU68+I7DnIy8ujpKSESpUqsWPHDsaPH8+ECRMICgqiYsWKqKqq8tNPP5GcnEzFihVLvcSltVPiS+Lu7s7JkydRU1MjNTWVhg0bMnfuXNTV1WnQoAFqamqcOHECZWVlzM3N0dXVZc2aNTg5OaGiooK5uTmNGjXCyspKvHdlz4GBgQEGBgYMGTKEkJAQEhISWLVqFZ6entK68wdMTEyIiYnhzJkzJCQkEB8fT1hYGMXFxRgbG9OiRQtMTEwIDg7myJEjKCsrY2pqKr43ZXnTY8eOZejQoeTk5PD06VMmTJhAmzZt0NLSIjExUYwUk/ixyczMpHz58uKzeu/ePdLT05k3bx5jx44lNjaWadOmsXHjRiZOnEizZs1o27YtRUVFHDhw4Jur2/KxIaGwsBBNTU1CQ0MRBAEbGxssLCwIDw8vpWQHBATw8OFDMeJP4vPzQ0j9MTEx1K1bt9TDduzYMdasWUOrVq0IDQ3l0qVL1KlTh4SEBKpVqwaAsbExjo6OnD59mi5duqCsrCxVgfwBePz4sRgOKBOqgoKC6N27NwcOHGDAgAEEBweTlJTEvHnzqFq1KlWqVCEtLQ1BEEhOTgZ+V86/xRCjskJHR4f69eszZ84c+vTpw8WLF4mLi6NJkyb4+vpibGxMVlYWgwcP5ujRo/Tt25crV66UasMlKXGfj4CAAFq2bEnLli2BDy1Lrl27RmFhIcbGxkyfPp2NGzdiY2PDpEmTcHNzo0KFCty4cYOWLVsybdo0QLKUS3x5XF1dCQsLIygoiEaNGhEREUFgYCBnz55l8uTJODg4UL16dby9valRowaNGjVi7dq1AJibm9OrVy+2bNnCjRs36Ny5M/r6+p/8RnFxMcrKymK+cFZWlqRc/wlt2rRBUVEReXl5EhMT2bRpE7m5uVy+fJk7d+5w6NAhVFVVefLkCY8fP+bBgwdUrFhRjCrs2LEj586dIzQ0FDk5OczNzTE3Nyc2NpZHjx4hLy9PcHAwqqqqNG7cuIxnK1GWFBcXc+bMGerVq0eTJk0oKCjA3d2d3377jTFjxlBSUoK+vj5r167Fzs6OwMBAbGxsMDIywsTEhJYtW4p1Rb4l5OTkuHDhAqGhoVSvXh0TExPat2+Pt7c3M2fOZNCgQYSHh6OhoUFKSgqNGzemc+fOZT3s75rvPkQ8ODiYnTt34uLiQuvWrQG4ePEiK1eu5ODBg0RERDBnzhzmzp1Lx44d2bBhA2PHjhWrg968eZNVq1aJ+aAS3zfbt2/n119/JTAwkI4dOyInJ8fr16+ZPn06GRkZhISEUKVKFUaMGMHt27cpV64cVapUQUNDg7dv3zJnzhwsLCwoKSmRFOu/ycdK2MKFC7l79y66urq0adOGSZMmlTJujR8/HjMzM0aMGCFu+1bzpb5WkpOTGThwIM2bN2fGjBncuHEDX19fJk6cCHwwOhkaGrJw4UK0tLSYPHmyGGWgqqrKgQMHRI+SZJiU+JKsXLmSkJAQduzYQYMGDcTt06dPJy8vj6CgIADS09PFKtRmZmb8/PPPZGZmcvjwYR4+fIiNjQ1ubm7UrFmT/Px8WrRo8ae/91d7zf5IJCUlkZycjCAI1K9fHyUlJe7fv4+bmxsAa9euRUdHR9z/5cuXPHr0iCdPnhATE8PatWu5ceMGmZmZ1KtXj1q1arFs2TKioqIwNzdn8ODBnDlzhvXr1wNQuXJl/P39pSKKPzgpKSnMmjWLunXrUqNGDRITE7G2tsbJyYmkpCSCg4PFmiyvXr1i5syZYneYb9k4c+XKFXEde/LkCdWrV8fCwoKBAweSmJjIzJkziY+Px8TEBE1NTWbNmiUV3PuX+e4V7KtXrxIWFkZ8fDwzZsygbdu2vHnzhhkzZtCxY0e2b9/OnDlzGD58ONHR0QwdOpQ1a9bQpUsX8Rhz5syhQ4cOWFhYlN1EJL4Y8+fPJyIigtWrV3Px4kUuX76MtrY29+/fF4uWVatWDU9PT/z9/alZsyYFBQVoaWmJYTkKCgqSoPV/4GMBNTU1tZRRS5YL+e7dO+zs7JgwYQKmpqZlNdTvGpmxIy4ujhkzZqCvr4+qqirNmjUTvXXv37/H2tqa6tWrs2HDBgCOHj2KkpIS3bt3F/u9S4KuxJckJCSERYsW4enpSd++fYHfjW8ODg4IgoCHhweKiorIycnh7++Pl5cXhoaGREVFYW1tTfv27ZkxYwazZ8/GysqKefPmoaqqyuLFi8t4dt8Gc+fOJS4ujqioKPLz82nWrBmdOnVi8uTJPHnyhOXLl1NQUICfnx8VK1b8U8OEu7s7x44do7CwkEmTJjFu3DiKiopwdXXl4cOHDBs2jMGDB5OYmEhJSQm6urrIy8tL9U4kuHr1KkuXLuXly5fMnDmTKVOmkJqaKrZz27hxo1gzJCYmhgULFrBmzZpvtvdzdHQ0V65coaSkhLFjx/Lq1SsCAwN58+YN5ubmWFhYkJyczOrVq3ny5Am//vrrN21M+Fb47hVsgEePHrF7926io6OZM2cOzZs3Z86cOZw6dYphw4Yxb9484EP/uPHjxzN37lzatGkjLtTHjx+ndevWpaytEt8fH7fvmDVrFpcuXaKkpISAgADq1q1LSkoKXl5eXL58mbCwMKpXr8758+e5cuUKqqqqTJs2TSyCIykV/3f+GE5848YNMfokJSUFZ2dnsdejdJ7/PWQGjdjYWOzt7Xn06BFjx44V10v40Oe6T58+LFy4EEtLy1Lfl5RribIgJiaGadOmYWxsjJWVFU2bNgXA398fPz8/QkNDxRxLeXl5Dh48yLNnz/jpp5+4ffs2d+/e5f79+8yfP1/sw7xy5UqeP3+On5+fZDj9H4wbN46cnBwcHByoWrWq2EP8/Pnz/PTTT3h7e/P48WNWrFghKtna2tql3r+hoaGsWrWK7du3U6VKFXJzcykuLqaoqIgaNWrg4eHBb7/9Ru/evfn555/F1qlSKsqPjcxQk5ycLLb67NKlC4MGDcLIyEisVK+goFBKyZa9675F0tLSsLa2JioqCmdnZ8aMGQN88M4HBATw5s0bBg0ahLm5OfChkKysxo3Ev8t3uxJ9bDd48OAB6enp3Lp1ixUrVvDkyRMcHBwwNjbmxYsXBAQEcPbsWRwdHQHEfEOZFbRXr16Scv0DIHu5b9myhTp16pCWlkZWVhYvX75EXV2dWrVq4eHhQfv27Rk+fDiJiYl07twZBwcH7OzsUFRUlELD/wYlJSV/+vfHAtKrV68IDg7G1NSU0aNHY2NjQ2pqKjt37hQ9pBKfjytXrhAfHw+AkpISgiCgr6+Pn58fTZs2JSoqimfPnonra5UqVWjSpAk5OTmfHEt6DiTKgrp167J+/Xru3bvH5s2bSUpKIiAggE2bNuHj40Pt2rXF+hqXL18mIiKC06dPo6Ojw5gxY8jNzaVx48ZiJerc3Fzu37+Pvr6+pFz/D7Zv305GRgb+/v60b9+eOnXq0KxZM5ycnHB0dOTatWssWrSIRo0aMXv2bNTU1Jg+fTopKSmlwlVzcnJo1aoVBgYGvH79Gh8fHwYPHsy4ceNYvnw5Tk5O1KhRg1evXpX6nqRc/7h83INeR0eHPXv2sHjxYu7fv8+ePXt48OAB2trabNmyBYAhQ4aQmpoK8E1HPKipqeHg4ICenh5Xr14Vt9eqVQsbGxv09fXZtm0bBw8eBEBVVbWshvrD8d17sH19fdm5cyczZ84kLi6Ox48fk5mZyeLFi9HQ0GDPnj2Eh4dTvXp1tLS0WLdunZTD8wMhi1KQLc47duxg1apVeHh48OjRIwICAtDQ0GDVqlW0bt0aFRUVLl26xIQJE9DV1WXXrl3o6elJYWn/gCNHjtCjR48/LSxSWFjI06dPOXToECoqKlSvXp0hQ4agoKAgnfPPjJeXF/7+/jRq1AgLCwt69+6Nrq6u+Lms8qqhoSETJ06kXr16lJSUMHjwYAYPHszYsWPLcPQSEqV59uwZdnZ2KCgokJiYiLe3Nx06dBDXeg8PD86ePUvlypV5/vw5VapUYd68eejq6jJ79myKi4vJz89HTU2NnJwcQkNDv1kv15di+fLlZGdn4+rqKspQsvOdk5PDzp07CQkJYeHChXTq1ImbN2+yfPlymjZtWqqd344dO1i/fj3169fnxo0bdOjQgVatWqGjo8PGjRvZtm0bOjo6yMnJlWqdJvFjIrv+V65c4fTp0wDY2dmhqanJ6dOnCQgIoGHDhgwfPpwmTZqQlJTE4sWLWbBgwZ8WL/yakc313bt3KCkpkZ+fj66uLpcuXcLR0ZEuXbqwcuVKcf8XL16I3T709PTKcOQ/Ht+1gl1SUoKtrS3Nmzdn8uTJADx8+JCwsDAePnzIkiVLMDQ0JDs7m6KiIjQ1NcXei5Lg/v2zZs0aKlasyIgRI1BWVqakpIQFCxagoaHBggULAHBwcODs2bOoqqqycuVKOnTowPPnz1m7di25ubk8fPhQzMmWjDJ/n8jISPz8/P52/pN0rj8/4eHhbNiwge7du7N7925q1apFixYtmD59OuXKlUNNTY1Xr14xY8YMBEFAW1sbJSUlkpKSCAsLk9ZMia+OmJgYHB0dKV++PMuWLROLl964cQN7e3t8fHxo3rw5T58+5ciRI9y4cYN58+ZhYGDA3bt3uXnzJjVq1GDQoEEoKipKssF/QCb0T5kyhcqVK+Pi4vKnSm9SUhLjxo2jY8eOzJ8/n6KiIqKjo2nQoAFRUVFkZ2ejr69PlSpV2LlzJw8ePKBdu3a0a9eOKlWqEBMTg4ODA56entSrVw+QwsIlPnDixAlmzZpF27ZtiY+Pp6SkhE2bNlGjRg1Onz5NYGCg6AypVKkS8+fP/+aeZdkzFRERQUBAgJg6MWDAAMaMGcOdO3dwcHCgW7duuLu7i9/7lkPgv2W+21WpuLiYgoIC3rx5Q3Z2tri9SZMmDBo0iPz8fJYuXcqlS5dQV1enQoUKYhXQb+2hk/j7FBUVERMTw6lTpzhw4AD5+fnIy8ujqqpKXFyceM8sXLiQtm3bkpGRgbOzM+7u7ri5uVFQUMDy5ctp2bIl3bt3JzExUVL4/gfh4eG4uLjw+PFj4uLiAGjbti2+vr7/Vbn+MxugdK4/Pz179hTrB0RGRtK6dWtOnDiBpaUlq1at4vHjx9SqVYugoCC0tLR48OABAwcOFJVrKVxf4mujbt26eHp6kpKSgo+PD0+ePAE+hCDr6OhgZGSEvLw8jRo1YsiQIRgaGrJ06VKePHlCp06dcHBwYMiQIeL9LckGn/L27VsxNLdy5cq8fv0aQJSnZBQXF1OlShX69OlDdHQ0BQUFKCoqYmhoyOrVq7G3t2fq1KlMmjQJe3t7hg4diqurKy1btiQ+Pp5Hjx6xevVqNDQ0MDAwEI8rKdcSMTExuLu74+rqSlBQEL6+vrx+/ZqpU6cSGxtLjx49sLGxEQt3Dh069Jt8luXk5Lh58yZOTk5YWlqybt06rKys8Pb2Jioqig4dOuDl5UVkZCS2trbi9yTlumz4blamP+ZzKigoUK5cOQYOHEhoaCi3bt0SP2vSpAl6enokJycTERFR6ntSmNGPgaKiIh4eHtSsWZMDBw5w8OBBioqKaNWqFTExMdy8eZPCwkJ0dHTw9/enYcOGpKamcvDgQZSUlPD19UVXV5f58+fTt2/fP81BlfidgoICsRL15s2bmTJlCsHBweTm5oqFRv5TMI30TP77lJSUoK6uzpw5cwgJCeHp06fMnj2biIgIWrduzc6dOxk6dCgLFiwgNjaWlStX0qtXL/r37y8qH5LRQ+JrpE6dOnh7e/P06VM2btwo5mLGxsZy584dcb/atWvTqVMnnjx5goeHB2fOnAF+X3+k+/tTAgMDmTp1Ks+ePUNeXh5LS0tu3LjB1q1bAUTFG34/f2/evEFXV1fMnd6/fz8HDhxg+fLl7Nq1Czs7OxISEhg+fDhFRUVcvXqVBQsWMHv2bDIzM9m6dSvy8vKfyHwSPy6ZmZmoq6vTsWNH0tPTWb16NaNGjUJXV5cJEyYQHx9Pt27dcHV1Zfv27TRq1Kish/yXcHd3L5VXDR9qSrVt25YRI0agqKjI1q1bGTVqFOXLl+f06dOYmJjg5ubGo0ePSExMLKORSwB8eyacP+HjEKGQkBBev35NYmIigwcPpmXLljx//pyVK1cyZ84cWrRoQW5uLoWFhYwaNUqsuCfxY1BUVERqaqrY1mPJkiVMnjyZdevWERMTg62tLZcvX2b+/PksWLCAJk2aoKuri66uLqNGjaJPnz6UK1dOFBz09PRYuXKlJHz9D5SVlWnZsiUtW7bk/fv3XLhwAU9PTx4+fIiZmRk9evRATk7uE0VNCv/7MsjOcYMGDahduzZhYWG0atUK+OAd6NSpEw0aNODQoUPs378fZ2dnVqxYASAV9pP4apGtH/Xr12f69On88ssvlJSU4ObmhpmZGZs2bUJJSQljY2MAatasScuWLalfvz7h4eHi+i/x59SpUwd9fX3c3NxwdnbG2NgYa2trfH19UVNTY+jQoaX2z83N5f3793Ts2BH4YFSNi4ujd+/e4npjYGCAnp4eCxYsYPXq1Tg7O9O4cWNUVFSoXbu21IpL4hPS09OpUaMG+fn5nDhxAi0tLaytrcnMzMTCwoLRo0fj5ORE7969v7nez1paWqX+luVcFxYWMnLkSLp06cLChQu5cOECbm5uNGrUiE6dOnHkyBGpoFkZ812sUDLhcPXq1ezbtw8TExNSU1NxdHRk5MiRGBsbo6CgwLhx42jcuDHZ2dnIy8tjZWUlKkqSEP/94+rqyuvXr7l9+zYaGhqYmJiQk5PD/fv3UVFRYcuWLSQkJLBgwQLKlSuHv78/b9++RU9Pj5ycHAYMGICSktIn1a4l5eKvIVOeK1WqxKBBg2jUqBG+vr7s3buXvLw8+vXrJxbFCQ4OZsSIEWL7FYkvg76+PhYWFri6ujJ8+HCWLl2Kqqoq7u7uVKxYkeHDhxMVFUXXrl3F70hrp8TXiKxSOICHhwf79u1DTU2N6OhosSfuunXrcHd3Z/DgwdSsWZOAgAAqVapE3759mT17tuhtlSiNTGYyNTWlXLly7N69Gzc3N5YuXcrkyZPJyMhg8eLFvHr1iv79+1OtWjVevXqFn58f79+/x8rKCvjg4X758iUJCQniseXk5GjUqBGdO3fm0qVLFBQUlPI4lpSUSMr1D4wsDzk7O5uCggK0tbXp0qULNWrUQE1NjcjISExMTKhevTqPHz+mXbt26Orq0qRJk28mGu7du3dUrlwZZ2dnAM6fP4+cnBydOnXip59+wsvLi7CwMKysrJg9ezaAmHKhoaGBgoKCpFx/BXyzq9THJfnl5eV5/Pgx586dw9/fn2bNmgGwZ88e9uzZQ69evbC3t6dLly7ExsaiqqoqFi2RQht/DMaMGUNBQQHDhg3DwsKCzMxM1qxZQ1paGuPGjWP27NmYm5tz8uRJ5OTkWLBgASNHjuTFixcoKSlhYmIitoWS7pe/zsfGqz+eN0NDQxwdHfH19eXo0aNUqVKF1q1bc+jQIS5fvsyoUaPKYsg/LLI1deDAgRw4cIBhw4bRunVr1q1bJ1rRa9asSc2aNQEkL5LEV41MmN6wYYPYV1lFRQUPDw9sbW3x2yvPggAA4q5JREFU9fVl3rx57NmzBzc3N2rXro2qqir+/v4oKipStWpVCgsLy3gWXycfG9U6duxIcXExe/fuZdmyZSxbtoxFixZhaGjI+vXrOXr0KGlpaTRq1AhNTU327t1LYWEhgiCgpKREv3798PX1JTw8HHNzc/HYtWrV4vr16xQWFkqtuCSA0kW+tm7dSnx8PIaGhhgbGzN69GhSU1N59eqVqJiePHkSFRUVli1b9qddSr5WLl++jKqqKmZmZuTn53P37l3Wr19PUFAQJiYmODg4sHHjRpo2bSp2VHnw4AEaGhplPXSJj/gmpaOCggKys7PR1tYWF9vCwkKys7NLNVAfPnw4BQUFrFmzhl69etGtW7dSx5GUpR8DLy8vUlNT8fHxoVatWuL2O3fucOPGDc6dO4eGhgZycnLo6+tz6tQpCgsLmTt3Lj169BD3l+6Xv8fHyvWJEyeIj49HRUWF+vXr06ZNG+BD3qONjQ3Lli3j2LFjtG7dGjMzM9GbLUWXfDlkComqqirdunXj8ePHTJ48GS0trT+9DpJyLfG1k5eXx/Xr13FychLbQiUkJFCtWjXGjx9PQEAAs2fPZsKECWINCEVFRVatWsW7d+9KvS8kPrQ9rVixIiYmJmhpaVG+fHkAunTpgrKyMlu3bhXbH1lZWdGnTx/evXvHu3fvMDAwoGrVqgQEBHD27Flq1aqFmZkZXbp04cSJExw+fJjs7GyGDBlCRkYGhw8fplq1aqirq5fxrCW+FuTk5Lh69SqzZ89mxowZdOnSheDgYDZs2MBPP/1EmzZtqFevHj///DNNmjTh6dOnBAcHf1PKdUFBAefPnyc7O5s7d+7w8OFDAgICSE9PZ9q0aWzYsIERI0aQn5/PrFmz2LhxI/Ly8sTGxrJlyxYqVKhQ1lOQ+P98c226XF1diY6O5sWLF2hqauLt7U3t2rW5ceMGtra2olWnoKAAZWVlCgsL6d69O/PmzaNv375lPXyJMsDOzo6cnBzev3/P/v37uXjxIg0aNCA8PJzo6GiSkpJ4/vw5gwYNYsaMGQwePJjo6GhatGjB/PnzMTIyKuspfHN83KLFw8ODAwcO0LZtW3Jzc3ny5AmjR4/G2tpa3P/27duMHj0aT09PzMzMPjmGxJdBds4LCwsZOHAg9erVY+3atWU9LAmJv8Qf14x3794xfPhwsSWnu7u7mKNob2+Puro6zs7OtG3blpiYGGbPno2SkhJv3rwhICCAxo0bl+Fsvi5u3rwpRhXVqlWL7OxsOnXqhIGBAZ06dRLlsFOnThEXF8eCBQuoW7duKePc5s2b8fHxYdiwYTx9+pT09HQmTpxI165dWb36/7F35wE1Zv8Dx9+3VRvKkkpMQtlFY6dBI/u+ZMseYykJiWzJnlSWFiERUhJDtoxtTLbBkJElW7ZEIZVudfv94dfzLcuMmTFTcV7/0L3PfTr39tzznM9ZPmcFZ86c4dGjR9LexOHh4aiqqop7gSDx9/eX9rFOTU2lZ8+edO/enT59+pCUlETTpk0JDAxETU2NNm3aFMo4X1JkZmYyYsQILl26xJAhQ3BzcwPA3d2dyMhI/Pz8aN68ORcuXCAuLg4NDQ2aNm0qzS4TiocSNQQxfPhwMjMz6dWrF+XKlePy5cvSOoNvv/2Wpk2bMmnSJMLDw6lQoQIAKSkplClThnLlyhVl0YUikpGRwZ07d+jTpw9RUVG0bt2avLw8Dh8+TJcuXcjJyeHGjRtMnjwZmUyGuro6HTt2ZNu2bVhaWooG1l+UkJCAqamp1Bi6fPky+/fvx9vbG0tLSyIjIzl16hQmJibSSBKAhYUFU6ZM4ciRI9JoiGhQ/ffyl92oqqoybNgwvL29uXz5srTsRhCKq4KB3MuXLylTpgwVKlRg4sSJlClThtjYWORyOW3btsXU1BRdXV3u3bvH6tWradq0KcbGxkyZMgWFQkHNmjWlukmA33//HUtLS7y8vJgxYwaVK1fGysqKM2fOsH79eoKDg1FRUcHCwoJnz57x4MEDKbFs/t7jP//8M0pKSixfvpx27dqRmJhIWFgY69atQ6FQ4ObmRkpKCidOnEBfX58mTZpI01/FbJmvV37nyu3btzE0NCQtLY3U1FSePHnCgAEDaNWqFc7OzoSEhHD48GEsLS2xt7cv6mL/bTk5OSgpKaGpqUnt2rV5+PAhBw8exMbGhjlz5gAwbtw41qxZQ6tWrWjUqFERl1j4mBIz9zIoKIisrCz8/PywtbXl+++/x9nZGX19fWn/VTc3N8zNzenatStbt24lPDyc2bNno66uLmWoFL4Ot27dAt6u+1VVVeXBgwc0atRI6nBRV1enSpUqGBsbI5fL0dTUJDc3F4VCwdWrVxk9ejROTk7k5eWJ7UA+UUhICBMmTODcuXPSY69evUJbWxtLS0tiYmLw8PBg1qxZ1KxZEz8/PxISEqRj69evz71798jIyBDB9WeWP1EpLy9P+v/Hruv8IKVhw4Y0bdpUzOAQSoT863b16tVMnDiRESNGcO/ePXr37k3Dhg05dOgQxsbGVK9enczMTLS0tPD29pa2lFJVVaV169ZYWVmJ4LqAX3/9lblz5/Lq1Ss6d+7MggULpDWia9as4ejRo/j5+dG/f3+0tbVJTEwkOzubY8eOER4eDkBSUhKjR49m8eLFvHz5EnibUHHAgAE0b96cDRs2EBYWhp6eHj179qR58+ZSzhMRXH99bty4QVZWFvC20zc2Npbhw4dz5coVLC0tefnyJT169KB169YsXLgQAAMDA54+fSpdXyVN/n05JycHdXV1NmzYQFBQEPB2JsfBgwcBmDNnDv369WP06NHExsYWWXmFP1diAuyEhAQaNmxI2bJl39svN39d7MOHD/Hy8qJXr15ERUWxY8cOKcNlfmUtfPkuXbrEvHnzSEtLQ11dnQEDBnDo0CFMTU3ZvHkzpUqVon///qSmpqKqqkr58uXJycnh8OHD9OjRg8TERIYOHYpMJkMmk4k1wJ+oZs2aNGjQAB8fH86cOQO83XJFVVWVlStX4uLigouLC/379ycjI4Mff/yRBw8eSK+3tLSkSpUqHD9+vKjewhdJoVBIHRYKhUJK3PRH17VCocDMzAxvb2+UlJRE3SkUWwXbA/v27WPz5s00adKE58+fM2zYMC5evAi8TdB38OBBDhw4wMSJE0lLS8PS0lK6vkWn3oc1btyYOnXqcPv2bQB69OiBu7s7c+bMITAwEA0NDerXr8+ECRPw8PAgMjKSLVu2MHfuXKZOnUpcXBz6+vrs2LGDSpUqcezYMeRyOfA2yLa1taVly5YEBAQQExNT6HeLnCdfnzlz5uDk5CTdp86fP8+vv/7KiBEj+Pbbb7GwsEBTUxMdHR2sra2l150/f56KFSuWyOzZ+aP0x48fx8nJiaFDh/LTTz+hp6fHnDlzUFVVZefOnRw6dAgAR0dHXFxcqFixYhGXXPgjxT5yyM3NRS6Xc+XKFSpVqvTRRmH+6Njjx4+ZMWMGgYGBbNq0CR8fH1RVVcnJyRGV9VeiSpUqVKhQQer5zsnJoXz58uzbt4+8vDzWr19PdnY2o0aN4tWrV5ibm2NsbEzdunVp3bo1UVFRUoZ5EVx/umbNmjFs2DCqVauGj48Ply5dwtDQEFNTU0JCQujbty8DBgwAoHz58piYmEg3w5ycHADatWtH69ati+w9fGkKblW0YcMGJkyYgJ2dHXPnziUxMbHQyPYfEXWnUBwV7DxKT08nOTmZCRMmMGnSJPbs2YOZmRmTJk3i0qVL9OvXj3r16rF27VqUlZUJDQ0VO0N8ojdv3hAcHCz93K9fPxYsWMDKlSvZuHGj9LhCoUBXVxcTExMGDRpEfHw8ffv2JSIigvr16+Pt7c0vv/zCnDlzpDrH2NiYXr16MXr06PcS0Qpfl4ULF3Lo0CEWL16MtrY2OTk5+Pj4sHr1ap49e0Zubi5ly5Zl3rx5VK1alYCAAGxsbBg3bhw7d+5k5syZJTLAlslkHD58mAkTJqClpYWhoSEODg4cPHgQAwMD5syZg4qKCiEhIQwcOJAxY8YwaNAgafmFUDyVmCRnrq6uPH36lBUrVry38Xq+du3a0bdvX8aPH19oPZZIkPF1ycvLY+zYsejq6qKnp8fOnTuRyWTI5XLKlSuHg4MDrVq1ws7Ojry8PMqXL8/Dhw/ZsGGD2ILobyj4/dqxYwenTp3i4MGDNGjQgPnz51OmTBlmzZqFiooKlpaW1KhRg82bN/PixQvCw8MLNW7Fd/XfsXr1arZt28bYsWOpVasWdnZ2fPfddyxatAhdXV3g7We/e/du6tevXyITwwhfl4J1xcqVK7ly5QoJCQl07txZ2qYHwN7enlu3buHl5UXDhg1JSUlBV1cXmUwm6vk/kf8ZP3jwgLFjxzJy5Ej69OkjPR8REcHs2bNxcXFh+PDhhV67cuVK0tPT2bJlCyoqKri4uDB06FAuXrzImDFj+P7771m0aNF79b3o8Pg6rVmzhlWrVrF//35MTEykRMUvX77ExcWFGzduEBwcLLXRXrx4wbVr1zh9+jQVKlSgZcuWmJiYFPG7+Ovy8vJ4/PgxY8eOZfjw4fTp04eUlBRatmyJiooKCxYsoGfPnjx58oQdO3aQkJDADz/8gLm5eVEXXfgTJWZ4rm7duty8eZPz589/cO2gXC5HR0cHdXV1oPD0R9Fg/3rkNwhGjhzJlStXCA8PJygoiNDQUGrUqEFqaiqurq7S6PWjR484c+YMOjo6VK5cWZoKKxpdny7/+7V27Vp8fX1p3bo148aNo2zZsri7u/Py5Uvc3d0xMzNj8+bNBAQEoKamRlhY2HtLN8R39fPKy8sjJSWFn3/+mblz52JnZ4dMJkNNTY2ePXvy8OFD0tPTgbfTa3fs2EFwcDCpqalFXHJB+LiCwfXBgwfZtWsX9erVw8zMjG3btnH58mXp2MDAQGrWrMnAgQO5efMmenp6UjI/Uc//sfzPWE9PDysrK3755Rfi4uKk5/v27YuHhweenp6sXr1aejwsLIzt27fTvn17goKCcHFxYdGiRWzatAkLCwuCgoL46aefmDBhwnu/UwTXX58lS5awdu1aDA0NpZwI+bsAlSlTBk9PTwwMDLC3tycpKQmAsmXL0rx5c5ycnBgyZEiJCa5PnjzJ1q1bOXjwIImJidIyxLy8PGrUqMHr169ZuHAhw4cPx9HRkVmzZnHo0CEqVaqEg4MDnp6eIrguIUrM3WXw4MGcOHECd3d3SpcuTcOGDVFTU5OeT0tLQ0NDA0NDwyIspVDUZDIZeXl5mJiYkJqaSvXq1alZsya3bt0iKSkJCwsLHj9+jIWFBTVr1sTMzIz09HSaN28u9lz+BxQKBXFxcdjZ2dG3b18Arl69yq5du5g/fz5z587F2dmZcePGkZOTQ+nSpcUI0r+kYPAhk8nQ1NREJpNRvXp1jhw5wtSpU5k+fTo2NjaMHDmSxo0bM2HCBLp27UrHjh3x8/MjIyNDGtkWhOIm//r++eefOXDgAOPHj8fW1paUlBQ8PT0ZOnQoW7ZsoV69esDbrX2WLVtWaGaGqOs/naamJl26dGHOnDns3LmTUqVKUb16dQD69OlDZmYm0dHRTJgwAZlMxs2bN7GysqJ58+YAtGrVinLlyuHs7IyqqiqDBg1i1apV+Pv7i/vuV27p0qWEhYWxdetWUlNTWb58Oa6urixevFha3qmtrU1AQAD29vYMHz6c4OBg9PX1S9yMt6VLl3Lo0CE0NTVJTU3FzMyMGTNmoKWlRc2aNdHU1OTgwYOoqanRvXt39PX1WbNmDQ4ODkycOJGxY8eiqqpa1G9D+ETFrla7du3ae+sB80e4Vq1axTfffIODgwM7duzgyZMnACQmJjJz5kwUCoW0h67w9fj99985cuQIt27dIjk5GZlMhra2NqVKleLy5ct4eXkREhLC8OHDcXV1RUtLi5MnT5KSkoKFhQWtWrUSCc3+gfw8CY8ePZJGQwHq1KlDr169yMrKYt68eZw6dQotLS3KlCkjdYSI4PrzKrgm9c2bN2RkZFCqVClUVFRwc3PD1dUVFxcXBg8eDCDd6POpqKhQp04djIyMiqT8gvAp8vLyePr0KYcOHeLEiRNcv34deDvSOnXqVLp06cLQoUO5evWq9Jrp06eLZKf/QJ06dZg6dSqnT59m06ZNnD17Fnj7txgyZAhbtmyR6nV4u5cvvL0/5OTk0LlzZ/r374+7uzsRERE0adKEoKAglJSUxE4dX6lHjx6RlJTEtm3baNCgAd9++y0TJkzgypUruLq6Am/vSflBdmBgIOXLl6d37948ffq0RAXXixYtIiIigpUrVxIZGcmsWbNITU3l6NGjGBoa4uTkRLVq1Th27Bhly5alVq1aKCsr06pVK5ycnOjatasIrkuYYhVNbNmyhV69enHq1KlCQbaysjJ5eXmoqakREhKCtbU1YWFhdO/enQ4dOuDo6EhGRkahpCXC12HChAm4uLgwdepURo0axZAhQzh+/DhaWlr4+voyffp0QkND+fXXX6levTqmpqYYGhpSunRpfv31V+k6U1JSElPTPtG7jSFlZWVKlSpFjx49iIyM5MKFC9JzderUwdDQkOfPn7+XIbYk3RxLgoIJzfz8/BgzZgwjRoxg//79zJs3j4cPH2JmZoatra103ScnJ6Onpwf87+/arl076XyCUFwUrHdkMhkVK1bE3t6erl27cvToUfbs2QP8L8ju2rUrffr0kbJf5xP1/If92fc9Ly+P5s2bM3/+fB4+fEhQUBBr1qyR6vEXL17w5s0bZDIZrVq14vDhwxw7dgxlZWWpI1VfX59q1arh5ubGwYMHpamxomP762RoaMiiRYswNzdHoVCgpaVF27ZtGT9+/EeD7LVr11K7dm3evHlTxKX/dMuWLWPXrl2EhoZSv359VFVV6dSpEwYGBtKOK8bGxqSlpXHnzh2qV69OVlYWmzZt4u7duwwaNIhvvvmmaN+E8JcVuyRnM2fOJCYmhhUrVtCiRYtCN8OCyS+uX7/O3bt3efnyJZUrV6ZZs2YoKSmJKadfkUGDBiGXy5kzZw5Vq1bl8uXLREdHExUVxfTp0xk4cCClSpVi5MiRnDlzho4dO/Ldd9+xe/duOnfuTO/evaVGhQj2Pk3B6Xzh4eHcv3+fpKQk+vTpg4aGBuHh4dy8eZPp06fTqFEjMjMzmTx5Mi1atJDW/wr/rnXr1hEcHMzkyZNRKBSUK1cOa2trYmJimDZtGnXq1EFPT4+UlBRevnzJrl27RJ0pFGvv1jvx8fGYmZlhbW2NQqFgzZo1xMXFMWzYMLp27QrAs2fP2LlzJ6NGjRLX958o+Pm+fv2azMxMKlSo8N7z+VNyb9++TWxsLJs3b6Zq1aooFAqeP39Obm4uM2bMoHnz5nh5ebFhwwaWLVuGpaUlWlpaTJ48GWtra16+fMnevXsJDg6WEs4JQr7MzEyOHj3K2rVrqVevHosXLwYgOzsbVVXVEjU1PDw8nNmzZ+Pl5UXnzp2B/8UyTk5O5OXlsXz5cml0OiAggJUrV1KrVi0ePXrExo0bqV27dlG+BeFvKjYBdn7GQABnZ2fOnj3LkiVLaN68eaHezT9aryPW8nw9hg4dSkZGBiEhIWhpaUmPZ2VlsX79elavXs28efPo378/O3bsYO3atZQuXZonT56Qm5vLhg0b0NHRwcTEpMRU1MXJihUriIiIoGXLlqSmphIfH8+gQYMwMDDg8uXLREZGUrt2bdLT01FSUmLnzp2oqKiI7+i/KC8vj8zMTBwcHPjuu+8YMmRIoecvXLiAqakpgYGBpKenU7p0aRwcHKQt6cTInlDcLV26lMjISCnLsLm5OVOnTiU7O5uAgACuXLnCiBEjpIZsPtHx/nEFg5VVq1bx66+/cvXqVTp16oSZmZm0nORDr5HL5YwdO5bz589jZGSEubk5sbGxLFmyhG+//ZZt27axdu1aKlWqRG5uLmpqakRFRfHzzz+zbt06Nm7cWCiXjiDkKxhkW1hYsGDBgqIu0t+SkJDA+PHjsbCwYPDgwVJeiICAAPz8/IiMjKRatWqF2kYnT54kKysLMzMzjI2Ni7L4wj9QbO44+ZVscHAwJiYm7Nu3j5kzZ+Lh4UHLli2lC++PGuei4f51cHR05Ny5c5w8eVIKrvMrJ3V1dcaPH8+bN2+YP38+9evXp3379jx8+JAzZ87QqFEjKlWqxI8//sjVq1fZsGEDpUqVEkH2H8hvTOV/xteuXePYsWMEBARQv3594G3W2LCwMGxsbHB0dMTKyorExEQ0NDTo1auXCOL+A/nZwTMyMkhJSZEeVygU5OTk4OTkxMSJE5k2bVqh14m/i1ASREdHs3fvXtavX0/dunVZsmQJ4eHhyGQyHB0dGTt2LOvWrcPT05OyZcvSokUL6bUiuP64/HtfYGAgW7ZsYeHChdLU3TNnztCmTRupkX/48GHatGmDuro6ubm5xMfH8+TJE8LDw6lcuTJ37tzhwIEDzJgxAw8PD8aMGUPr1q158eIFr1694vvvv0cmk3Hu3DmUlJQKDawIQkEaGhq0bdsWJSUlPDw8WLBgAbNnzy7qYv1lpqamUqIyuVzOjBkziIqKYsOGDaxevZpq1apJ9+D8tlbr1q2LutjCZ1Ckd538XuX8iyo0NBQfHx+WL1+Oj48PMTExuLq6smTJElq0aCECaAGA/v37c+TIETZv3syYMWPQ0dEpNH0N3madP3/+PJGRkcycOZPJkydL11t+9uqsrCw0NDSK+N0Ub3K5nPT0dHR1daXvX3Z2Nunp6WhqakrHDRgwALlcjre3NzY2NrRt27bQeUQQ9/kV7PHOnzqnpKSEkZERsbGxDBs2jDJlykj5BerUqfPB7bfE30UoCe7fv0/Lli2pW7cuV69e5dy5c3Ts2JHExER8fHykXQqMjIxo2rRpURe3RJHL5Vy/fh1XV1esra05ffo0V65cYcmSJbx69YoLFy5w6dIlbt68Sfv27YG39YZcLkcul1O2bFkePHiAt7c3vr6+XLx4EVdXV2QyGQ0bNsTc3Jzjx4/j6enJvXv3OHv2LCEhIWhraxfxOxf+a/nttE+Z5q2hoUGbNm2YN28eZmZm/1EJP7/q1avj4+ODg4MDI0eOJCkpCR8fH1q0aEFeXp50DxYDPV+WIotYvb292bp1K3K5XBodi4uLo2/fvlhbW2NjY8Py5cvp2LEjLi4unDp1SiQvE1AoFLRs2RJ/f3+CgoJYu3Ytr1+/BiiUwVRfX59atWoVSmSWv8YlP3t1wQBReN+iRYsYN24cvXv3pkePHty9exd4Ow0/PT1dyhIrl8sBsLW1RVNTk99///29c4kg7vMqmBho69atzJkzh6CgILKzs5k7dy5Pnz5lypQpJCcnI5fLUVZW5uXLl0VcakH4c2FhYfj6+uLl5UVMTIxUv6iqqpKamkpycjLh4eFYWVmxcOFC6taty86dOxk0aBCvXr1ixIgRItnpn3h3ZaCKigr379/n9evX/Pzzz/zwww9Mnz6dTp06sWXLFvbu3cuIESNwd3dHSUmJuLg4MjIyKFu2LB06dCA3N5ejR49iYmKChYUFgwYN4vXr18ybN49Dhw4BUKpUKR4/foyxsTHbtm0Te/l+RfKvt5ycHGQyGTExMUyaNOmTEmlqampibW1d4qdK16hRg9WrV6OsrIyZmRn6+vpA4Xar8GUpkhHsnJwcEhIS+PXXX9HQ0KB79+6oq6ujoaHBgwcPyMzMlEYW3dzcuH37Nh4eHri4uGBlZSUa61+p/FFQhUJBq1atCAwMxN7eHnibTVxbW7vQ3so6OjoYGBgU6hX82P+FwoYPH05mZia9evWiXLlyXL58WfpOfvvttzRt2pRJkyYRHh4uJcNJSUmhTJkylCtXriiL/sUr2PO/du1a/P39ad26Nd7e3ly+fBkXFxdCQ0MZNmwY9vb2aGtrk5uby6tXrxg5cmQRl14QPm7EiBEkJydTvnx5njx5QnR0NIGBgaxZs4ZRo0bRrl07MjIyuHnzJg4ODgCYmJjQpEkT2rRpQ9WqVaVziXbChxWc+bJnzx6UlZXp0qULHTp04MCBA1y5coWZM2cyYMAAAHR1dUlISADednKcPHmSxYsXM3ToUAYMGMCECRPIy8tj//79DBgwgAoVKhAfH4+1tTXNmjWTztO0aVMxs+Ar9OLFC7Zv386gQYMoXbo0GRkZqKmp0bFjx6+uDWZqaoqXlxeTJk1i9erVjB07FnNz86/uc/haFMkItoqKCitWrKBKlSrs3r2bPXv2kJOTg6WlJQkJCZw9e5bs7GzpeFNTU54+fcq+ffvETfMr5O/vD/xvu7b8fTNbtWrFunXr2LRpE6tXr5ZGslVUVJDL5Vy5cgUTE5OiLHqJFBQURFZWFn5+ftja2vL999/j7OyMvr6+NCrk5uaGubk5Xbt2ZevWrVKmTHV1dSwtLYv4HXzZ8m/GZ8+e5caNG6xfv541a9awZ88ebty4wYoVK5DJZOzduxdbW1uaNm1K27ZtiYqKktbCC0JxM3DgQF6+fElwcDDBwcHSWt7s7Gz69+/PvXv3MDEx4erVq9y5c0eq23/66Sfq1KnDqFGjxMj1nygYXMfGxhITE8OaNWu4ePEi3bt3JzMzk9q1a1O3bl3g7b1gz549PHz4kPDwcDIzM2nVqhUtWrRg9+7dhIWFSWupc3NzKV++PPfv38fHxwclJSUGDx6MsrIyOTk5Rfm2hSJUtmxZzp07R/fu3YmIiCAgIIDGjRtL2f6/Nqampvj4+HD9+nWCgoKIi4sr6iIJ/5L/NIt4Tk6OtAawQoUKyOVyFi1aRHx8PLa2tvTs2RM3NzeOHj3KrFmzqFOnDvr6+jg5OdGtWzc6duwo1mF/ZfKzlNrY2GBra1voufzGwqlTpxgzZgxDhw5lypQpqKurM2bMGJKTk4mIiBAJbv4iV1dXypYty7Rp05DJZB/sXb148SJmZmb4+vpy4cIF8vLyMDAwYMWKFaiqqoo11/+yX3/9FV9fX27fvk1oaChVqlQB4Nq1azg5OWFubs6UKVOkx/OJv4tQHA0aNAiFQkFQUJA04yK/Q/X27du4ubmRnJxMVFQU6enpuLi4kJycjJqaGjk5OdJWcyVp+56itHz5co4ePUqFChW4ffs2FStWxNXVFX19faZOnUpubi4JCQlSh3aLFi346aefaNy4MWPGjKFNmzYsWbKES5cu0bNnT2xtbVm8eDHh4eGUL18ebW1twsLCStyWSsK/Iz09nd69e3Pv3j1mz57N4MGDv/rM/rdu3WL48OHSGnOR7O/L858F2IsWLeL+/ftcvHgRbW1tWrZsSd++falbty4LFy7kypUr2NnZ0bVrVzw8PDh37hxPnjzByMiI9PR09u3bJ7b5+UpFRUVx48YNxo8fj7a2dqEbdsEg297eHjs7O27evEliYiJ79+4Vwd5fkJubS25uLr1796Zfv34MGzbsg42jmJgY/Pz8WLZsGaamprx48QI1NTU0NDQKTdEXPp93/w4PHz5k165dBAcHM3DgQJydnaXn4uPjcXZ2xsDAADc3N7755hvRyBWKrX379uHs7ExQUBCtWrV6b89lgLi4OFxdXbGwsMDd3Z1jx45x+/ZtXr16xcSJE8UuBX/B+fPncXBwYPXq1TRs2JDr16+zb98+zp07h6urK9WqVZNmE4wcORI7OztUVFSIj49n7ty5ZGdnM3r0aDp37szChQu5fPkyAwYMoHfv3sTFxZGZmUmjRo2kkWtxLxBevXpF7969USgUqKiosHPnTnR0dN67Pr629n1CQgKqqqrvdYQLX4b/JMC2s7NDLpfTv39/NDU1SUtLIygoCC0tLfr164etrS0LFiwgLi6OoUOH0q1bN27fvs2dO3dQVVWlZcuW0tQvcQP9+jx9+hRHR0c6duzIsGHD3ns+v1L+5ZdfGDlyJMbGxkRHR6Oqqipu8H+Dq6srT58+ZcWKFZQtW/aDx7Rr146+ffsyfvz4QjdFEch9fgU/3+TkZGQyGWXKlEEmk7Fu3Tr2799P586dGTdunPSaK1euEBwczPLly7+qBotQ8uTl5TFv3jyio6NZs2YNTZo0ee8YuVzOmjVrOH78OFFRUe89L9oGny4/m/fOnTulUbO7d++yceNGfvvtN6n+3rVrl1SfZ2Vloa6uzsOHD5k/fz4pKSm4u7tTq1Yt3N3diY+Pp0OHDgwaNAh1dXVA/E2+ZvlhhUwmk3a4ePXqFXl5eYwdO1aajVIwyA4MDOTq1av4+PgUcekF4fP411teK1euJD09nXXr1tG7d286duxIv379CAoKolatWmzZsoXo6GhmzZqFmZkZ27ZtY9euXRgZGdG+fXvatGkjguuvWF5eHhUrVmTWrFns3LmT06dPv3dM/prsFi1asGfPHvbv3y+C63+gbt263Lx5k/Pnz6NQKN57Xi6Xo6OjIzWkCgZwIrj+vApmC1+1ahVTpkyhX79+TJ48mb179/LDDz/QsWNHYmJiCAgIkF5Xr149VqxYIX03BKG4kslkzJ8/n06dOjFu3DjOnz9f6HmFQoGamhpdunTh+vXrXLt27b1rWrQNPuxD331dXV0SExO5dOmS9Ng333xD69atuXbtGtevX5fWt+fv8KKuro5CocDIyIjZs2eTkpLChg0bkMlkzJkzByMjI+7evVtomqv4m3zdZDIZJ0+eZPr06Xh6enL16lXKlCmDj48PFStWpFevXrx+/RoVFRVSUlKoXbs2P/zwQ1EXWxA+m389wL5z5w4dO3ZER0dHSj6iUCgwNjZmwoQJGBgYsGXLFrKzs3Fzc6NatWoEBQVx6tSpQucRlfXXKf8GX7duXfr06cOvv/4qJTMrKH9KYc2aNVFRURHB9T8wePBgaWTi/Pnz0jY5+dLS0tDQ0MDQ0LCISvh1yM3NlTosgoKC2LJlC+PGjcPX1xdlZWVmzJjBy5cvGTx4MO3bt+fIkSN4eXm9dx4xgi2UBO7u7nTt2hV7e/tCQXb+9fvw4UMaNGiAgYGBuKY/QcGZL5cvX+bq1as8ffqU+vXr06FDBzZs2MDFixel46tUqYKFhQVmZmacPn2a5cuXk5OTI3XS5f9rbGzM7NmzOXbsGNeuXUMmk+Hp6cncuXPFlkMC8LbdFhsby5gxY8jNzeXQoUMEBgaye/du9PX18fb2pkKFCnTu3BlXV1cCAgJo0qSJ2LpN+KL8q3epjIwM7ty5Q5kyZQr/0v8PhgwNDXFxceHKlStER0ejrq7O7Nmz6dGjB1ZWVv9m0YQSJL+RUKtWLa5cuUJSUhLwfu98wdFTEVz/uWvXrr3XGMrvBFu1ahXffPMNDg4O7NixgydPngCQmJjIzJkzUSgUdOjQ4T8v89fAw8OD+Pj4QhmRb926xcSJE2nZsiUpKSn88ssvLF26lJs3b3Lv3j2GDRvGt99+S0pKimjgCiXWx4Ls3NxcwsPDMTIyeq89Ibyv4MyX5cuXM2bMGJycnJgwYQJJSUmMGDECJSUlli5dSnh4OGfOnGHJkiVSUtnMzExiY2MJCgp6L8gGqFSpEkpKSoV2e8k/RsxiEm7dusWtW7dwdXXF19eXdevWYWRkxO7du4mKikJfX5/Vq1fTqlUrrl+/To8ePUSSL+GL868E2Ldu3QLejjqrqqpy48YN6ed312bUqFGDli1b8vDhQ2kqkr29vdhuQ3hPkyZNqFWrFlOnTuX169diFOMf2LJlC7169eLUqVOFArL876iamhohISFYW1sTFhZG9+7d6dChA46OjmRkZBAaGiq+o/+CBw8ecPv2baZOnUpCQgLKysq8efOGGzduoKamxsWLF5k8eTJOTk706NGDEydOsGXLFjQ1NRk1ahQLFiwQo0hCiVYwyM4fYR03bhx3795lyZIl0qwm4ePyg1x/f38iIyPx9PTEw8MDgIkTJ1K+fHlcXV2xtLRkyZIlLFu2DLlczvLly2nTpg3VqlWjWrVq/PLLL4WC7PyAOisrCxMTE0qXLl3o94p7svDixQumTZsmfVcBqlatypgxYzAwMJC25i1XrhyLFi1iy5Yt1K5du4hLLQif32evDS9dusS8efN4/fo16urqDBgwgEOHDnH8+HGAQo0/VVVVAF6+fElubu57lbOYFv71+LMGU/414+joSKNGjQgPDxfB3T8wZMgQevfuzZQpU/j5558LfZYymUz62cPDA09PTxYsWMDo0aOZOnUqmzZtkta4i+/o51W5cmWmT59OzZo1mTRpEjdv3qRUqVL07duX9evXM3jwYObMmcPgwYMByM7O5tmzZwDo6elJ9asYRRKKow/V8x/qDCoYZHfr1o0HDx6we/duqd4Rgdyfe/PmDWfPnmXatGm0bt0aJSUlHj9+DMDIkSNRUVFh6tSpxMTEsG7dOnx9fVFTU2P58uWkpKQwYcIEGjZsKAXZcrlc+vz9/f3R09OjatWqRfwuheJGU1MTJycnDA0NC+XMqVq1KmPHjsXY2JjNmzezZ88eADQ0NIqqqILwr/rsd6kqVapQsWJFqeFdv359atSoQWhoKGfPnn3v+JSUFDQ0NKhbt+7nLopQQhScehYVFcWiRYvYvn076enp0jEFA4Zvv/2WuLg4Xrx48V8X9YuQv6Z60aJFtG7dmpkzZ3L69OlCjV9lZWXpZzMzM2xsbOjfvz8tWrSQpgKKafifV/7nbW5uzujRo6lZsyaOjo7cvn2bjh07UrNmTWrVqiUlIHr9+jU3btx4r5ErgmuhOCpYz1+5coVbt26RkpLy0RFpd3d3bGxsANizZ49IXPkn3u2oSEtL4+7du5QrV46kpCS2bt3KsGHDWLBgAXK5nAkTJnD69Gl0dXVJTU1l1KhR9O/fn927d7Nq1SpMTEwYO3asFGQHBweTnZ3NpEmTuH//Pr6+vmI2gSBdd8nJybx48YLU1FRpb+dff/2V6dOnS8dWqVKFESNG0KBBAywtLQFxvxK+XP/KNl329vbo6uqydOlS4O2+uYGBgSgUCuzs7OjevTuZmZmkpqbi4eHB8+fP2bp1qxgN+8otX76cqKgoGjRoQNWqVXFyciq0Lie/gZaZmYm/vz+Ojo5iJOMfCA4O5vXr16xevRp9fX08PDxo2bKl+EyLwIf2/0xISGDlypXcvXsXf39/srKyWLNmDbGxsRgZGZGdnY1CoSAyMhJVVVUxci2UCMuWLWPHjh3o6OhgaGiIu7s7pqamH/wO5K/plclkIrj+AwU/u5cvX0rr1CMjI6lWrRp3794lJiaGyZMnY2pqysCBA7l37x7Vq1dn8+bNZGZmSrtG1KxZEwMDA+mc6enpBAYGcvnyZeLj4yldujR79+4VHR6CdM/Jb+NnZmaSm5tLt27dsLOz49KlSzg5OdG2bVspHgCkrbsE4Uv2WQPs/C/b6dOnCQ4OZsyYMTRu3BiAU6dOsWfPHqKjo6levTqpqalUrVoVhULBhg0bUFVVFVtxfUV27dpFo0aNpNG38+fPM3XqVLy9vWnYsCFPnjzh6dOn3Lt3D2NjYxo2bAi8v7fmhxplwvvyG0L539HQ0FA8PT1Zvnw5ubm5xMTEEBsby5IlS6RRauG/UfAaPnHiBC9fvkRVVZV27dqRlJTEihUruHXrFv7+/hgaGhIbG8uVK1eoUKECPXr0EFnzhWKtYMfPuXPnmD59OsuWLePhw4ecOHGCGzdu4OPj89Eg+91zCB+3evVqzpw5g4qKCvPmzZPur+PHj6dq1aq4uLjw+vVrHB0dGTVqFM2aNcPHx4eHDx/i6en53vkKBtne3t48fPgQHx8fEVwLkvPnzzNmzBhcXFxo1qwZp06dYsGCBWzbtk2a/eDs7IylpSWrV68u6uIKwn/mXxnBTk5OZsqUKVSpUoXZs2dTqlQpANLT00lMTCQ+Pp43b95gZmZG/fr1UVZWFpX1V+Ty5csMGjSIoUOHMmTIEIyMjLh48SKLFi1i7ty5PH/+nM2bNxMfH4+qqioVK1bExcWFRo0aFXXRSyRvb2/09PSwtbVFTU0NhULBrFmz0NbWZtasWdJxHh4e7N+/XwqyRWfXv+vdYGLZsmXs3bsXHR0d5HI5ubm5eHt7o6amxtq1a7l9+zZeXl7UrFmz0HlEx6RQHDk7OzNz5kzKlSsHvN1qLikpCVVVVWna6O+//05gYCA3b97E19cXU1NTcT3/BQU7Hvbt24e7uztDhgzh8OHDvHr1ipUrV2JhYcGSJUs4dOgQo0ePJiAggAoVKhAWFkZ6ejq//fYblSpVokaNGh/8Hfn1VFZWFmpqamI2wVds6dKlWFlZ0axZM+mx4OBgTp8+jb+/Pw8ePGDkyJG0adMGW1tb7t69i7W1NceOHcPd3Z1t27ahr69fhO9AEP47/8owVYUKFZg5cya7d+9mzZo10uNaWlqYm5vTs2dPbG1tsbCwkNZ6isr661G/fn28vb05ePAgoaGhPHr0iCpVqvDgwQMcHR0ZO3YspUuXxs3NDT8/P16/fk1KSkpRF7tEysnJISEhgcOHD7N7926ysrJQUlJCQ0ODBw8ekJmZKR3r5uaGmZkZHh4eHD9+XCSR+5cVDK5/+uknDhw4QGBgIFu3biUqKor69eszfvx4VFRUmD59OtWrV2fo0KEkJiYWOo8IRoTiJiMjA1VVVXR0dKTH0tLS2Lx5M3Fxcbx+/RqA2rVrY29vT82aNZk8eTLXr18X1/MnKrglVnp6OsnJyUyYMIFJkyaxZ88ezMzMmDRpEpcuXaJfv37Uq1ePbdu2kZGRQUpKCvPnz2fz5s00adKEGjVqfHTngfxtVdXV1aUkiqK99vUqW7ZsoZ+zsrLQ19cnOzubQYMG0bRpU9zc3Hj8+DFLlizh4cOHtG7dmn379ongWviq/GvzQGvVqsWaNWsIDg5m4cKFhQKknJycwoUQ01G/GvnbfFhbWzNmzBiio6MJCQmhbNmy7N69m4kTJ7Jt2za8vLzo2LEj5ubmqKmpFUp4Jnw6FRUVVqxYQZUqVaTtMXJycrC0tCQhIYGzZ88W2svU1NSUp0+fsm/fPtHQ/ZeMHTuWVatWFXosJSUFY2Njqlevjo6ODlpaWnh7e1O7dm1mzJiBoaEh9vb2DB48GENDwyIquSB8Gk1NTZYsWYKamhqhoaE8efIEJycnXF1dOXv2LHv37pWSLeYH2eXLl2fdunVFXPKSoeA+1ytXrmTSpEls3LhRyhIOEBAQQO3atZkyZQppaWn4+PiwadMmfvrpJzIyMtixYwdNmzZFXV2dnJycP5yCX/A5MVX/65OcnAyAi4sL5ubmnDhxgpMnTwLQoEEDwsLCaNy4MV26dGHevHnA22SqKioqaGtro6ysLLKFC1+dfzWytbKyIigoiKioKBYuXMj+/fsBpN5PsVfr1yc/scWyZcu4cOECCoWC4OBgFi1aBECvXr0oXbo0mzZtIjQ0lNGjR5OTk0PXrl2LstglTk5ODsnJySQnJ6OmpsbcuXOpXr06O3fuZO/evXTu3JkmTZowc+ZMDh8+zL1793jz5g0PHjxg4cKFLF++vKjfwhcpJCSECRMmMGHChEKPP3nyhISEBFRUVKTpmADDhw/n6dOnPHz4kNq1a+Pg4CD2HxeKtYLXplwuJywsjEGDBpGUlMSwYcNwdHTE3d2dPXv2SEF2rVq1mDt3LsuWLSuqYpcYBaeFHzx4kF27dlGvXj3MzMzYtm0bly9flo4NDAykZs2a2NracvPmTfT09EhPT6dChQrUrFkTV1dXXr16JeVxKOjdn4Wv1y+//MKhQ4eAtyPWv/32G2PGjOHUqVM0a9YMJycn1NXVqVevnrTkMy4uDm1t7SIuuSAUnX9lDfa7EhISCAoK4vHjx+Tl5TF16lS0tLSoVq3av/2rhWIoJiaGmTNnsnbtWipVqsTvv/+Ot7c37du3Z+DAgchkMpydnVFVVUVXV5fly5eLJHh/waJFi7h//z4XL15EW1ubli1b0rdvX+rWrcvChQu5cuUKdnZ2dO3aFQ8PD86dO8eTJ08wMjIiPT2dffv2oaKiIhLIfWa//PILM2fOxNPTE0tLSwIDA7l+/TorVqzg+fPnDBo0iG+//RYPDw/pNefPn2f+/Pn4+/tjZGRUhKUXhL9m+/bttG7dmjJlyjBu3DiSk5MJCQlBX18fPz8/Vq9ejbu7O926dfvgbhHCH/v555/ZuXMnTZs2xdbWlpSUFDw9Pdm3bx9btmyhXr16wNvP09PTE2dnZ7KystDU1CQ7O5uMjAzGjh1LcnIyUVFR6OjoSPdYJycnypYty9y5c4v4XQpFTS6X4+rqSnp6OtWqVePq1asEBgayfPlywsPD8ff3p3bt2mzatAk/Pz9q1aqFkpISiYmJBAcHU6tWraJ+C4JQJP6TABverhHKzMxk7dq1KCkpcfXqVTZs2ECpUqXElKMv3LsNpq1bt7Jnzx62b98uPXb8+HHmz59Pu3btcHZ2RkVFpdA2DiKpyqexs7NDLpfTv39/NDU1SUtLIygoCC0tLfr164etrS0LFiwgLi6OoUOH0q1bN27fvs2dO3dQVVWlZcuW0gip6Mz4vJ4+fcrYsWNp1aoVzs7OHDhwgKlTp9K/f3/mzJnDrl27CA0NpXLlykydOpVXr17h6+tLdnY2QUFBop4Uiq2pU6diY2ODtbU1MpmMpKQkOnXqxI4dO6hevTppaWmMHTuW58+fS0G2v78/3t7e+Pv789133xX1Wygx8vLySE5OZvXq1ezbt4/u3btLgXB+kB0dHU1oaCh16tSRXhcYGMjx48epVq0a1tbWWFlZkZSUxOTJk3n27BlRUVFoaWnx5MkTHjx4QIMGDcRWSgIAmZmZjBgxgkuXLjFkyBDc3NyAt3vVR0ZG4ufnR/Pmzblw4QJxcXFoaGjQtGlTqlSpUsQlF4Si859FLFpaWmhpaTFnzhzgbcAt1mR8+QquFQsJCaFatWro6+vz6tUr4uPjMTc3B94uJ7Czs8PT0xOFQsGoUaOkETuRVOXTrFy5kvT0dIKDgwslF2rWrBn+/v5s2bKF0qVLM2vWLObNm8e2bdvIycmhc+fOhWaTiOD688vLy6NixYqMHz+emTNn0r59ezp27EipUqWk/d5nzJiBnp4e3t7e9OrVi4oVK1K6dGlCQkKQyWRiZE8otuRyOTNnzkRNTQ0rKytp7+r86eI6OjoEBARgb2+PnZ0dISEhjBs3Dn19fVq1alXEpS/+Cn73ZTIZFStWxN7eHplMxtGjR7GwsKB79+7o6ekxdepUlJSU6N27N/v376datWoEBwfj7+9P//79OXfuHA8ePODFixf06NEDb29vJk+ejI2NDZUqVaJt27bSEhbRsS3k5OSgpKSEpqYmtWvX5uHDhxw8eBAbGxupPT9u3DjWrFlDq1atxG4vgvD//tPWWsHBck1Nzf/yVwtFJH/U7cyZM2zYsIHy5ctjZGSEjo4Ou3fv5v79+9KxFStW5JtvviEnJ6dQIicxcvdp7ty5Q8eOHaWpfvC2YWZsbMyECRMwMDBgy5YtZGdn4+bmRrVq1QgKCuLUqVOFziOC68+rYLZfS0tLmjVrJiWIadmyJV5eXmzfvp2FCxdiZWXFrl27CAwMZPXq1YSGhkp7zorgWiiufH19sba2xsnJiePHj1OmTBlq1qxJVlaWlERRR0eH9evXU65cOTp27EhKSgq9evX64Ppf4X8KBtfh4eEsWLCAHTt2oKmpyaRJk2jbti2bN29m7969AOjp6TF58mRpq9Tjx4/z8uVLvLy8mDFjBt7e3hgaGrJ7926ioqLQ19dn7dq1dO3aFWNjY+zt7aXfLYLrr1d+ez0nJwd1dXU2bNhAUFAQ8PY6PHjwIABz5syhX79+jB49mtjY2CIrryAUN//ZFHHh67V+/XqioqJo0aIFrq6uAOzduxcfHx9atGhBkyZNqFWrFgsXLqRu3bpMnjxZ2g5EBNefJiMjgwEDBjB06FD69+9faBQ6/3O8efMmvXr1wt3dnd69e5OVlcWmTZsYNWqUCKr/BVevXpWmaBa8loODgwkKCmLPnj3o6emRk5PDyZMncXZ2pmvXrri7uxc6jxi5FoqjkydPkpmZiVwul5JQurm5sX//fjw9PZkxYwYmJibo6+tjZWWFkZERTZs25dmzZ2zYsAFnZ2dR7/wFS5cuJTIyEhMTE+RyOebm5kydOpXs7GwCAgK4cuUKI0aMoHPnztJrHjx4wPDhw3nw4AGrV6/G2toagHv37hEYGMjjx4/p0aMHPXr0KPS7xMj11y3/fnX8+HG2b9/O69evGTFiBO3atePx48e4u7uTm5tL37596dChA2lpaURERNCmTRtMTU2LuviCUCyIAFv41504cYIpU6ZgbGzM5s2bpcyShw4dIjo6mlOnTmFsbIyysjJbt25FVVVVBBWf6NatW1SvXp2srCwGDhxIo0aNpPVRBYO67OxsVFVVGTt2LHXr1mXChAmFPl8xLfzzcnd359ChQ1haWkpTvwsmchoxYgQmJia4ubmhpKSEQqHgxIkTjBs3jmnTpjFq1KgiLL0g/DF7e3tSUlJISUkhKSkJFxcX7OzsAHB1deXHH38EwMbGBh0dHU6cOMHr169RU1PDzs5OGiUV9c6niY6OZvHixfj5+VG3bl2WLFlCeHg4HTt2xNHRkby8PNatW8eRI0dYuHAhLVq0AN7W+2fOnGH27NnUr18fHx8f6Zz3799n3bp1xMXF4ejoKNbBC4UcPnwYJycnOnbsiLKyMvv27WPFihXY2Njw+PFjFixYwKtXr8jNzSUvL49Nmzahrq5e1MUWhGJDBNjCZ/VuYJzfgDpz5gzjxo2jW7duhUboMjIyePnyJbm5uRgaGqKkpCR6zz/RpUuX8PT0xN/fH21tbcLCwlizZg0LFizAysoK4L1ZALa2tjRr1ozJkycXUam/Do8fP+ann35i165dPH36lM6dO9O5c2fq168PQEREBNHR0Xh6eqKnpwe8/e5cunSJ+vXri+tfKLbGjRvHs2fP8PX1RUlJifT0dIyNjaUt5uDtaOvGjRuZM2cOgwYN4tmzZ7x48YLjx48zbNgwcX3/Rf7+/ty9e5clS5Zw9epV5syZg7m5OYmJiRgbG+Ps7ExOTg779u3Dzs6OhIQEVFVVycvLo1q1apw6dYopU6ZgZWVVaCu027dvExMTw+jRo0WHtgC8bTM8fvyYsWPHMnz4cPr06UNKSgotW7ZERUWFBQsW0LNnT548ecKOHTtISEjghx9+kPLpCILwlrjLCZ9NwYRmmzdvJj4+nidPntCpUyesra1Zt24dY8aMQVVVldmzZwOgoaFRaD2+QqEQja9PVKVKFSpWrCiNANWvX58aNWoQGhqKhoYGTZo0KXR8SkoKGhoa1K1btyiK+9XIzc3FwMCAwYMHM3jwYAIDA7l06RJ2dnaMHj0aa2trevfuzaZNm9i4cSPOzs4AKCkpSQliRCeTUBydP3+eZ8+e4ePjUyhPBsCFCxfIyMigWbNmuLi4kJ2djaenJ5UrV6ZFixaUL1+e6tWrA2Lk+mPCwsJISkoiJyeH+vXr06ZNG9TU1FBVVSU1NZXk5GTCw8OxsrLCwcGBZcuWsWHDBs6fP4+fnx8jRoxg5cqVHDlyBIVCQUZGBj169GDUqFF4eXnh5OTEjBkzWLJkCQDVqlWTZhOIWWNfp5MnT5KYmEi5cuWoXbs2xsbGKCkpkZeXR40aNXj9+jULFy5k+PDhlCtXjlmzZqGpqUmHDh1wcHCQZscJglCYGMEWPjtvb2/CwsLo0qULcrmcQ4cO8f333zN8+HBSUlKwt7enX79+zJw5s6iLWuLZ29ujq6vL0qVLgbd7jAcGBqJQKLCzs6N79+5kZmaSmpqKh4cHz58/Z+vWraJx+x8oOHsgLS2NEydOEBISgpKSEhYWFjRo0ICNGzeyePFiTExMiri0gvDnYmNjpaBOV1eXtLQ0Tp06xZYtWzh//jwANWrUYN68eTRu3Bg3NzciIiLYtm0bFhYWRVz64m3EiBEkJydTvnx5njx5Qk5ODnp6eqxZs4YKFSpw584dlJSUmDlzJg4ODjRt2pTw8HB+/PFH2rRpw4gRI4iIiMDb2xs/Pz9q167NypUr2bhxI4cOHaJKlSrSSLaFhQX+/v5F/ZaFIrZ06VIOHTqEpqYmqampmJmZMWPGDLS0tPD09GT8+PH89ttvnD9/Hjs7O/T19Wnfvj2ZmZlMnDiRsWPHiuBaED5CDJEIn9Xdu3c5ceIEvr6+fPvttwB06tQJT09PNm3axPz581m9ejWjRo3C0NCQ4cOHF22BS6j84G3kyJEEBwfz66+/0rhxY6ytrdHQ0GDPnj3MmjWLjRs3kpqaStWqVVEoFGzZskXsc/0fKZioT0dHhy5dutC4cWNu377NsmXLOHHiBLdu3eLGjRsiwBZKBE1NTe7evcvu3bsxMDAgPDyc06dPY2RkxMSJE/n2228JCgpi2bJlhIWF4eHhQdWqValXr15RF71YGzhwIFlZWQQHB1O+fHngbWfpmjVr6N+/P8HBwZiYmBAdHc2dO3cwMTHBzs6OnJwcGjRowKhRo5DJZNy9e5dOnTrRsGFDDh48yM6dO/Hw8ODRo0fExcXRuXNnFi9ezNatW8WI9Vdu0aJF7Nq1i/Xr11OrVi1iYmJYt24dR48exd7eHicnJ4yMjPDx8aFy5crUqlWLly9f0qpVK+rWrYuNjY0IrgXhD4gRbOEfeXeN7927dxk2bBheXl40btxYev6XX37B3t6edevW0bx5c+Li4jA3NxfTYP+h5ORkaTuW2bNnU6pUKeDtPvOJiYnEx8fz5s0bzMzMqF+/PsrKymL68b/g3cbqpzReo6OjiYuLY8qUKeLvIZQYISEheHl5oVAoKFeuHK1bt2bq1KloaWmhrKxMcnIyvXv3xt/fX8qiD2LZw8cMGjQIhUJBUFAQ2traUudnXl4et2/fxs3NjeTkZKKiokhPT8fFxYXk5GRevXpF6dKl2b17NyoqKuTl5TF//nzKly9PmzZtGDZsGNOmTWPQoEGEh4cTHBxMaGgoOjo6UueqCLK/TsuWLSM8PJzQ0FBq1qwpPT5hwgTevHnD+vXrAXj58iWDBw9mxIgRdO3alYCAAA4fPszWrVvR0dEpquILQokg7nbC3/ahoEJTU5M3b97w+PFj4G0WUzU1NVq0aEHVqlW5e/cuzZs3l9YBi0bXP1OhQgVmzpxJv3790NPTk9bzamlpYW5u/l7iEbHG/d+R/z3Yt28f7du3lzo6PiS/AZ2f+AzE90AoOezs7GjSpAnp6elUqFCBKlWqAG+va3ibOMvExAQDA4NCrxPX9/v27dvHhQsXpOBaoVBIwbVMJsPU1JRZs2bh6urKsmXLcHd3p0uXLqSlpfHq1SsmTpzI+vXrqV69Ou3bt8fKyooffviB1atX4+XlJdUvubm5aGlpoa2tXWjmkgiuvz7h4eFs2LABLy8vKbjOvyflr/fPX1ddpkwZunXrxqxZs9iyZQuPHj1i48aNIrgWhE8g7njC3/JuQrPff/8duVyOk5MTo0aNYubMmVSqVAlLS0sAXr9+jbKyMrq6uoXOIxpd/1ytWrVYs2YNEydO5M2bN/zwww9SZup3AzfRoPr3HD9+nM2bN9O4cWMqVar00eM+NDVffA+E4ujdGUr5CnbcpaWlSaOiWVlZUrD4bl0vvK9z586cPXsWJycn1qxZIyWmLPiZ16xZk3bt2nH8+HEUCgVpaWlUqVIFa2trUlNTSUlJYdKkSaxbt462bdvi6OjIxo0bUVFRITMzkzdv3nDs2DEMDAzEsiCBRo0aUbVqVU6cOIGxsTH16tVDWVmZgIAAjh49SmRkZKGtUseOHUvt2rXJysrCzMwMY2Pjon4LglAiiCniwj/i4+NDeHg4Xbt2RUlJibp16/Ldd9+xZMkSduzYwejRoylVqhQXL17k+fPn7Ny5U9zk/yVnzpxh4sSJtGnTBmtrazp16iQ997GGsvD3REVFceXKFfr27YuOjg6VK1fmzZs3ZGRkSJ0bglCSfcr04djYWNavX8/333/Ps2fPuHDhAk+fPn2vkS78sTlz5rB3714CAwOlTmn439/gxo0b9OjRg9DQUPz9/VFWVkZJSYnc3Fz8/f3x8PAgPDwcf39/6tatS0hICH5+fhgZGSGTydDQ0GDHjh3S1l3iXvB1u3XrFg4ODpibmzNjxgyioqJYv349K1asoFWrVoWWKYhrRRD+HhFgC3/b48ePmThxIg4ODtK+ywWfu3HjBiEhIeTl5VGxYkUWLFiAqqqqSLD1L0pISCAoKIjHjx+Tl5cnrY2sVq1aURftiyGXy7ly5QpHjx7l6dOn/P777/Tv359u3bpJo3aiYSKUZAWv36VLl5KXl8eMGTPeO+727dsEBwdz5MgRTE1NqV69OjNnzkRFRUUse/iLPhZkAxw9epSAgAD8/f1RVVWlX79+3L59mxkzZkiJQt3d3YmMjMTPz4/mzZsTHx/PgwcPUFFRoXXr1iL/hlDIzZs3cXBwQFlZmaSkJHx8fGjRooW4dwnCZyICbOFvS0lJoW/fvjg7O9OlSxfg7VqeR48e0aNHD8LDw/nmm28KBdPiBv/vS09PJzMzk7Vr16KkpMTVq1fZsGEDpUqVEjfOz+zZs2ecPHkSLy8vWrRoQYcOHWjfvj3w/l6/YjRPKGliY2NZsGABs2fPpmnTph+9fvMTbuUTnah/z4eC7NzcXCZOnIimpiZLliwhJSWFuXPnkp6ejpaWFj179qRjx44ALFiwgJ07d7Jq1Spat25d6NzibyK8KyEhgSlTpqCjo8P8+fMxNTUFRAexIHwOIsAWPsmHgoPk5GTGjBmDlZUVTk5OUqX8+vVrBg8ezKRJk7C2tpaOF5V20chviAmfz7uN1fj4eNauXUtWVhbdu3eXOpzy8vIICQnB1tYWdXX1oiquIPxlBw4cYN26dQBs27YNNTW1j9bhBe8Pop7/Z/KD7PXr12NhYcHo0aN59OgRu3fvlupyVVVVUlJSmDVrFtnZ2fTr1w8bGxsAPDw82LJlCzt27KB+/fpF/G6E4i4hIYFJkyZhZmbG2LFj30uMKgjC3yOGU4Q/VbDxdOnSJY4dO8a1a9eoUKECLi4uBAQESFPBAdTV1VFSUiInJ6fQeUSj679TsN9MU1OzCEvy5VAoFNL/3x0JMjc3Z8qUKZQpU4bo6GjOnTsHwI8//sgvv/wiZm0Ixd67fe35yZAePHjAzp07gf/t7f6ugp2vop7/sIL1R74PfZbu7u507doVe3t7unbtysOHD9m9ezeBgYHY29vTvXt3Dh48iJ6eHnPmzEFVVZXIyEgOHz5MXl4eY8aMYenSpdSuXfu/eFtCCWdqaoqPjw/Xr18nKCiIuLi4oi6SIHwRxAi28Mk8PT3Zv38/Ojo6yGQyypQpw8yZM/n9999xdXWla9eu6OjocO/ePZ49e0ZkZKSYkiZ8EQp2Mh08eJCHDx+irq5OjRo1pMy/8HY0YP78+VSvXp05c+bw5s0bVFVVUVZWFlPEhWKr4LX54sUL3rx5Q6VKlcjIyGDOnDk8efKEQYMGSds+iVHqv6bg53vlyhU0NDTQ09NDT0/vg/VCXl4es2fP5rfffiMyMhJfX1+2b9/O8OHDefXqFaGhoXh5edGhQwceP36Mu7s7qampPHr0iPr167N69WpALMkSPt2tW7cYPnw4bdq0Yd68eaipqRV1kQShRBMBtvBJDh06hLu7O97e3lhaWuLj40NwcDDr1q3D0tKSixcvsnfvXlJTU9HV1WXGjBkioZnwRSgYTCxfvpzdu3fTtGlTMjMziY+PZ+jQoYwYMUI6/uLFiwwdOlRqAL97DkEoTgpem76+vpw+fZobN27QsmVLrK2tsbGxwdXVlefPn9O/f38RZP8Dy5YtY8eOHejo6GBoaIi7uzumpqYfDLLzR7zj4uKYNm0aK1eupHbt2pw9exY7OztUVFTw8PCgZ8+eJCUlcfDgQR4/fsyUKVNQVVUtircnlHAJCQmoqqpKe9sLgvD3ia5N4YPeveE/ffqURo0aYWlpSUxMDJs2bcLNzQ1NTU1p6lr9+vVFQjPhi5GQkICpqakURFy+fJn9+/dLnUyRkZGcOnUKExMTHj9+jIGBAQAWFhZMmTKFI0eOYGVlhZqamghEhGIr/9oMCgpi27ZtzJ07lzdv3vD777/j5+dHamoqixcvxtXVlcjISLKysujVq5e4pj9BwU6Ic+fOsX//fvz8/Hj48CEnTpzA0dERHx8fKcjesWMHDx48wNjYmCZNmmBiYgKAiooKOjo63Lx5k8DAQBYtWsSLFy9wc3OjVKlStG3bFjs7O+n3inuv8HfkJzkTBOGfE/MVhffk5eVJwXVERATXrl2jYsWKZGVlERERwfTp05k2bRp9+vTh7t27BAQEkJiYWCi4zsvLEzd4ocQKCQlhwoQJ0lpqeJspWVtbW+pk8vDwYNasWdSsWRM/Pz8SEhKkY+vXr8+9e/fIyMgQgYhQ7GVnZ3P16lWcnJzo2LEjPXv2ZNy4cQwcOJBt27Zx8eJFZs+ejVwuJz4+vqiLW+w5Ozvz/PnzQp0Xhw4dolOnTnz77bf07NmT0aNHU716dRwcHEhISGD48OGEh4dz+vRp1q1bh4eHB/fu3UNTUxNLS0uUlZU5cuQIJiYmNG/enNatW5OTk8PkyZOJiIgo9PvFvVcQBKFoiQBbeE9+o+Cnn37Cx8cHhUJBhQoVeP78OfPnz+eHH35g4MCBABgbG1O1atX3pqSJoEIoyWrWrEmDBg3w8fHhzJkzAFSrVg1VVVVWrlyJi4sLLi4u9O/fn4yMDH788UcePHggvd7S0pIqVapw/PjxonoLgvDJcnJy+P333wtdw3p6enTp0oWKFSty9OhRypYti6+vLy4uLkVY0uIvIyMDVVVVdHR0pMfS0tLYvHkzcXFxvH79GoDatWtjb29PzZo16d27N8+fP2f9+vVSJ/aTJ084ffo01atXZ9KkSZQvX57Dhw9jYmKCgYEBKioqdOvWjaVLl2Jra1tUb1cQBEH4ABFgCx8UEBDAli1bGDx4MHXq1MHCwoI+ffqgr69PVlYWZ8+e5f79+3h7e6OtrY2+vn5RF1kQPptmzZoxbNgwqlWrho+PD5cuXcLQ0BBTU1NCQkLo27cvAwYMAKB8+fKYmJigoaEBIGXPb9eu3Xt70QpCcaSurk7r1q25d+9eoZkYenp6VK5cmadPn6JQKChbtixKSkofzIgtvJW/X7WamhqhoaE8efIEJycnXF1dOXv2LHv37kUulwNvg+z82V81a9akbNmyAHTo0AE9PT1+++034G0dk5yczPPnz9HR0SExMZGlS5fy4sULevTogbKyMrm5uUX1lgVBEIR3iHlEwgdpaWnxyy+/oKqqilwuR01NjYEDB5KVlcWpU6fw9/enRo0aqKmpsWXLFmQymciSLJR4BddMxsXF8fLlSy5cuMDixYuZP38+Tk5OPHv2jDt37hAYGEiNGjXYvHkzAI0bNwb+Nz3TxsZGzOQQipV36+j8n5WUlGjbti3z588nPDycnj17Ym5uTnp6Ovfv38fS0rLQ60Q9/2EFk3rK5XLCwsJYv34927ZtY9iwYWRkZODu7o6Kigrdu3fHy8uLuLg4Vq5ciY2NTaG/z8uXL7GwsJDObWRkRN++fZk2bZrUoRcWFga8rbdEMlFBEITiQ2QRFz4qMjKSWbNm4eLiwvDhw6XHX716xaNHj1BWVsbU1FTa81qs+xK+FGvXrmXr1q1MnjyZBw8ecO3aNdLS0pgzZw7a2tqEhYURFRWFkZERZcuWZdWqVSJrvlCsFew8OnDgAE2bNkVXV7fQMTExMfj5+aGsrIyKigoKhYL09HR27dol6ve/YPv27bRu3ZoyZcowbtw4kpOTCQkJQV9fHz8/P1avXo27uzu1a9dm2rRp1KpVi6FDh1K3bl2UlJSYOHEiCQkJREdHI5PJCtUrly9fRqFQUK9ePZSVlcW9VxAEoRgSAbbwh7Zt24a7uztubm4MHjz4g8eIkWvhS6JQKJg4cSINGzbE3t4egKtXr7Jr1y6uXr3K3LlzpdG9nJwcSpcujUwmEw1dodgqGFyHhoYSEBDAmjVrqFev3nvPx8fHc+fOHWlZxODBg1FRURHX90dMnToVGxsbrK2tkclkJCUl0alTJ3bs2EH16tVJS0tj7NixPH/+XAqy/f398fb2xt/fn8qVK+Pg4EDt2rVxcHDA09OTu3fv4ufnh5GRkRRcf2hbNNGhJwiCUDyJu+VXrOANO///797E85OZLViwAJlMxqBBg947jwiuhS9Fbm4u2dnZPHr0iBo1akiP16lTB4ALFy4wb948Jk2aRMuWLaXnRdZ8oTjLr9NDQkK4ceMG06dPl4Lr/Ofz635zc3PMzc3p1KmT9Hxubq64vj9CLpczc+ZM1NTUsLKyQiaTSaPOADo6OgQEBGBvb4+dnR0hISGMGzcOfX19WrVqhYqKCj4+Pjg6OjJo0CC0tLTYuHEjhoaGhaZ+f2i5iQiuBUEQiicRGX2lFApFoRt2ftKVggF3voEDBzJnzhzc3d05dOjQf1tQQfgXvZusSVlZmVKlStGjRw8iIyO5cOGC9FydOnUwNDTk+fPnxMTEFHqdWGstlAQnT54kIiKCixcvSnV+vj+6hkUg93G+vr5YW1vj5OTE8ePHKVOmDDVr1iQrK4vs7GzgbZC9fv16ypUrR8eOHUlJSaFXr17SzIAaNWqwevVq9PT0MDExISMjA/hfx4cgCIJQsogp4l+hgqPU69ev57fffuPevXu0b98ea2trateu/cHXxcTE8N1334mRDOGLUHBpQ3h4OPfv3ycpKYk+ffqgoaFBeHg4N2/eZPr06TRq1IjMzEwmT55MixYtsLOzE0G1UKx9bOmOq6srhw8fxsfHhxYtWojr+G84efIkmZmZyOVyunbtCoCbmxv79+/H09OTGTNmYGJigr6+PlZWVhgZGdG0aVOePXvGhg0bcHZ2/mCnxa1bt3BwcMDMzIyxY8dibm7+X781QRAE4TMQAfZXzNfXl7CwMOzt7TE2NsbR0ZG2bdsyb9489PT0Pvo6sRZP+JKsWLGCiIgIWrZsSWpqKvHx8QwaNAgDAwMuX75MZGQktWvXJj09HSUlJXbu3CklgBLLI4TiqOC1GRMTQ0ZGBikpKQwcOBB1dXWcnZ2JjY3F19cXS0vLIi5tyWJvb09KSgopKSkkJSXh4uKCnZ0d8Lbz4scffwTe7iKgo6PDiRMneP36NWpqatjZ2Ul5HT62fvrmzZtMnjwZc3Nzhg8fXmgqvyAIglAyiCjpK1Jw5DolJYVffvmFRYsWYWVlxeXLl8nLy6NHjx48ffoUmUz2XobZfCK4Fkqq/O9AfgBy7do1jh07RkBAAPXr1wcgLCyMsLAwbGxscHR0xMrKisTERDQ0NKRpnSK5kFCc5QfXy5YtY+/evdSpU4fExETCwsKYMWMGK1aswMHBAUdHR3x8fESQ/YnGjRtHSkoKvr6+KCkpkZ6ejrGxsVSfLF68mLJly7Jx40YaN27MoEGDePbsGS9evOD48eMMGzZMOtfH6o8aNWrg4+PD4MGDqVq1qgiwBUEQSiARKX0lCgbXz549Q1NTk9zcXMqVK8eRI0eYOnUqM2bMoH379gwdOhQbGxuGDBlSxKUWhM9HLpeTnp6Orq6uFIBkZ2eTnp6OpqamdNyAAQOQy+V4e3tjY2ND27ZtC51HBNdCSRAbG8uBAwcICAigVq1aHD16lB9++AFNTU3kcjm+vr44ODgwZMgQoqKixHTkP3H+/HmePXuGj48PhoaGhZ67cOECGRkZNGvWDBcXF7Kzs/H09KRy5cq0aNGC8uXLU716deDT6o/q1asTERHx3u8RBEEQSgYxv/ErUDC4XrlyJUuXLiUlJYXSpUvj5+eHq6sr06dPlwJqLS0t7t69W4QlFoTPa9GiRYwbN47evXvTo0cP6frOysoiPT2dzMxM4H/J/mxtbdHU1OT3339/71wiuBZKgrS0NMqWLUutWrU4cOAAU6dOZfbs2ejo6DB37lzg7TKhsWPHFsqYL3xYdnY2ubm5UmdcWloaBw4cYMiQIQwaNIjRo0fTq1cvfv31V9zc3OjcuTP29vZcuXKl0Hk+tf4wNjZGWVlZykYuCIIglBwiwP4K5AfXBw4c4MKFC/To0YPKlSszZswYjh8/TsOGDaXtuHJzc3n27BkVK1YsyiILwmczfPhwfvvtNzp06MDMmTNp06YNGhoaAHz77bc0bdqUSZMmkZycjJqaGvB2CUWZMmUoV65cURZdED7Ju9nwAcqVK0e5cuXYtWsXM2fOZNq0aQwePJgyZcqwd+9efv75ZwCcnJxEIPcJNDU1uXv3Lrt37+bgwYM4OTkxdepUkpOTmThxIps2baJSpUosW7YMAA8PD5ydnf/xFG/RoScIglDyiCRnX4n4+HhmzpzJ8+fP2bFjB/r6+gAcPnyYyZMnS9nBU1JSePHiBbt27RJrrYUSLygoiCNHjrBmzZr3EvflT9V8+vQpc+bM4eLFizg6OqKqqsrhw4el74po4ArFWcGEZtHR0aSmppKTk4OtrS29e/cmISGB2bNnM3jwYAASEhJwdHTE29tbmrYsfJqQkBC8vLxQKBSUK1eO1q1bM3XqVLS0tFBWViY5OZnevXvj7+9PnTp1pNeJxKCCIAhfF1Hjf6HezXCsr6+Pra0tixYtYu3atcyfPx+A77//nm3bthETE8OzZ8+oWrUqDg4OIpGT8EVISEigYcOGlC1bttBSCfjfyNDDhw/x8vLC19eXqKgo8vLyMDAwYPv27dLInvgeCMVRwXp+2bJl7Nmzhzp16iCXy2nSpAnr1q1jwIAB/PLLL5QvXx5dXV02bNiAtrY21apVK+LSlzx2dnY0adKE9PR0KlSoQJUqVQCk0f/bt29jYmKCgYFBodeJ4FoQBOHrImr9L1DBRteZM2dQU1OjQoUK9O/fH5lMxqpVq9DU1MTFxQWA+vXrSxmU84mgQijJcnNzyc3N5cqVK/Tr1w8lJSU+NFknJiYGPz8/li1bxowZM3jx4gVqampoaGggk8nEyJNQLF25coV69epJ9XxcXBxHjhwhICAAMzOzQtdscHAwCxYsYOXKlSgrK6Ovr8/mzZtRUlISW839gXc75PIVTAaXlpaGjo4OysrKZGVlERQUhLa29kd34BAEQRC+DqLl+IXJy8srNKKxc+dONDQ0MDY2ZtKkSfTr1w8Af39/ZDIZ06dPB96fwiaCa6EkU1ZWRllZmXr16nHixAl69OhB2bJl3zvO2tqaRYsWcfDgQcaPH0/p0qWl709eXp4IroVix9/fn2PHjmFvb0+7du2At4FeWloa2traha7ZgwcPEh0dTXBwMKmpqaSnp2NkZCQ6j/7Ep3Q8xMbGsn79er7//nuePXvGhQsXePr0KZGRkYW2AhQEQRC+PqL2/8Lk97gHBgYSGRnJ2rVr8fb2RlVVlcWLF3P27Fn69evHuHHjiImJYc6cOYCYwiZ8merWrcvNmzc5f/78BxNByeVydHR0UFdXByjUIP7Q6JUgFLUuXbpQtmxZduzYQUxMDAB6enqUK1eOu3fvFpqpUbduXWJjY4mPj0dXV5fKlStLwZ+o8z+sYCf10qVLWbJkyQeP09fXx9DQEF9fX86cOUPVqlXZtWsXqqqq5OTkiOBaEAThKybuAF+g7OxsfvvtN6ZOnUrjxo1RUlLixo0b6OnpsWLFCs6fP0+/fv0YMmQIL168+ODUWUH4EgwePJhatWrh7u7O+fPnpW248qWlpaGhoSH2mxWKvUmTJrFq1SqMjY2ZPXs2eXl5hIeHc/z4cczMzKhcuTI+Pj5cv35dek1WVhaGhoaUKlWq0LlE8Pdx+R1rsbGxHD9+HCsrqw92zlWrVg13d3f2799PSEgIc+bMkXKXiM4LQRCEr5u4y34B3r35Z2ZmcvXqVWQyGSkpKWzatInRo0fj7OxMZmYm7u7u7NmzBzs7O3x8fJDJZCLIFkq0a9euvXcN5yceWrVqFd988w0ODg7s2LGDJ0+eAJCYmMjMmTNRKBR06NDhPy+zIPwVFhYWrF27lo0bN2JkZCTNPtq8eTPnz59n9erVqKurM3v2bNatW0dMTAzLli1DQ0NDSsYlfJoDBw7g6emJhoaG1En9sXuktra29P+8vDyxvEoQBEEQAXZJV3CdV0JCAnfv3kVFRQUvLy+qV6/OuXPnePPmDd9++y21a9emYsWK5OXlsXPnTimJy8eSuQhCSbBlyxZ69erFqVOnCjWClZWVycvLQ01NjZCQEKytrQkLC6N79+506NABR0dHMjIyCA0NFfsAC8XeyJEjmTt3LkuXLmXDhg1SkK2srIyfnx+//fYboaGhWFhYcOLECdauXYtMJiMkJERKaCZ82LvBc6NGjahatSoPHjxg586dAB/tiBbLSgRBEIR3iX2wvxCenp4cO3aM1NRU+vbtS9++fTE2NsbBwQFVVVVWrFhBZmYmEydOpHfv3nTu3FkE18IXY+bMmcTExLBixQpatGhRaBSpYEb869evc/fuXV6+fEnlypVp1qwZSkpKIuGTUGwpFApkMplUT2/bto358+czffp0Ro4cycOHD3F3dycnJ4exY8fSpEkT8vLySElJQU9PTyQ0+xMFO6lfvHjBmzdvqFSpEhkZGcyZM4cnT54waNAgOnfuDHw8u7ggCIIg5BMB9hcgIiKClStX4u/vz+vXr9HT08PMzAyArVu3snnzZvr27csvv/zC69ev2bp1qzS6JxoKQkkml8tRU1MDwNnZmbNnz7JkyRKaN29eaGTpjzL6imy/QnF05MgR2rdvD3w8yJ45cyZ2dnbcv3+fhQsXIpPJ6N69uxQM5r9WXN8fVvAe6Ovry+nTp7lx4wYtW7bE2toaGxsbXF1def78Of379xdBtiAIgvBJxF33C3Dv3j2aNWtGvXr1aN68uRRcHzlyhKdPn9K2bVuio6NRV1dny5Yt0nRY0UAQSrr84Do4OBgTExOSk5OZOXMmp06dKjQl9o8CDBF8CMVNdHQ0CxcuZOPGjQDSGuD8/vCBAwcye/ZslixZQkxMDFWqVGHWrFmkpqZy9erVQucS1/fH5d8Dg4KC2LZtG3Z2dri5uaGvr4+fnx/bt29n8eLFlCtXjsjISHbt2lXodYIgCILwIWLOWAlTsOc8v7GVlJTEixcvpGNycnJQKBTExsaSk5PD7NmzyczMREtLS0wXFEq8/Os3/7sQGhqKj48Py5cvx8fHh5iYGFxdXVmyZAktWrQQAYZQ4jRo0IBevXqxf/9+AEaMGFFoHbVMJmPw4ME8e/YMDw8P6tevT5UqVVi1ahXly5cvyqKXONnZ2Vy9ehUnJyc6duwIQJs2bTA2Nmbr1q2YmZkxe/ZsHBwciI+PL+LSCoIgCCWBaHmWIAWD69evX5ORkYFMJqNPnz6cOXOGbdu2AW/3tFZTU6Ns2bI8fvwYJSUltLW1xf6nQonn7e3N1q1bkcvl0vUcFxdH3759pSmdy5cvp2PHjri4uHDq1CmRvEwocYyMjOjfvz+tWrUiOjr6oyPZNjY2qKmpkZaWBkDFihVFQrO/KCcnh99//50HDx5Ij+np6dGlSxcqVqzI0aNHKVu2LL6+vri4uBRhSQVBEISSQgTYJcDWrVu5ePGiFFz7+Pgwbtw4bG1tOX78OE2bNmXixIn4+voSEhLCmzdvSElJIS4uDn19/ULT2cRonlBS5eTkkJCQwOHDh9m9ezdZWVkoKSmhoaHBgwcPyMzMlI51c3PDzMwMDw8Pjh8/LoJsocTR19dnwIABtG7dmn379rFhwwbgbR2efz3L5XJ0dHTe6zQV9fynU1dXp3Xr1ty7d4+EhATpcT09PSpXrszTp09RKBSULVtWdF4IgiAIn0TchYu5K1eusHHjRnbt2kVCQgLh4eHs2LGDZs2aUb16dcaPH8+BAwcYNmwYEydOxMvLi169ejFkyBCSkpKYPXs28P42JIJQ0qioqLBixQqqVKnC7t272bNnDzk5OVhaWpKQkMDZs2fJzs6Wjjc1NeXp06fs27dP7E0rlEj6+vr0798fKysroqOj8fPzA95+F+RyOatWrUJXVxdjY+MiLmnx925gnP+zkpISbdu25dq1a4SHh0vTwNPT07l//z5Vq1Yt1GEhOi8EQRCEPyOyiJcAMTExBAUFYW5uTkpKCt26deP7778HwM/Pj9WrV7N8+XI6d+5MYmIit27dQllZmZYtW6KsrCzWXAslWk5ODqmpqQBUqFABuVzOokWLiI+Px9bWlp49e+Lm5sbRo0eZNWsWderUQV9fHycnJ7p160bHjh1Fo1go0ZKSkti3bx+hoaF88803mJiYkJCQQEpKChEREaiqqops4X+g4PKqAwcO0LRpU3R1dQsdExMTg5+fH8rKyqioqKBQKEhPT2fXrl3i/ikIgiD8JSLALqbu3bvH7t27cXBwAODo0aP4+flx+fJlaf/TfPlB9qJFi+jRo0eh8xTcA1gQSppFixZx//59Ll68iLa2Ni1btqRv377UrVuXhQsXcuXKFezs7OjatSseHh6cO3eOJ0+eYGRkRHp6Ovv27ZMayyL4EIqjj2359O7j6enpJCQksG7dOnR1dSlXrhwTJkxARUVFdKL+gYKfY2hoKAEBAaxZs4Z69eq993x8fDx37tzh0qVLGBoaMnjwYPH5CoIgCH+ZCLCLqZSUFEaNGoWhoSEGBgZ89913KCkpsXz5coyNjRkzZozUQAAIDAzEy8uL9evX07JlyyIsuSB8HnZ2dsjlcvr374+mpiZpaWkEBQWhpaVFv379sLW1ZcGCBcTFxTF06FC6devG7du3uXPnDqqqqtIMDtHJJBRXBTt+nj59yps3b6hQoQIaGhrAp3WQiuv704SEhHDjxg2aNWtG165dCz33R/tai89XEARB+KtEl2wxs2nTJszMzGjWrBlz585l7NixvHz5kt69e1O7dm0mTpxIYGAgO3bsQCaTUbduXQDs7e2pWLEiTZs2LeJ3IAj/3MqVK0lPTyc4OBgdHR3p8WbNmuHv78+WLVsoXbo0s2bNYt68eWzbto2cnBw6d+5MtWrVpONF41gozvKD65UrV3LmzBkSEhJo1aoVBgYGTJ8+/b1r90OBoLi+P83Jkyc5efIk6urqdOjQATU1Nem5P9rXWny+giAIwl8l5kwWIwkJCYSFhREREcHVq1fR0NBAS0sLExMTVq9eTU5ODu3bt2fMmDHcuHGDHTt2cPXqVen1PXv2lKazCUJJdufOHTp27IiOjo6UMVmhUGBsbMyECRMwMDBgy5YtZGdn4+bmRrVq1QgKCuLUqVOFziMax0JxFxwczPbt23F0dGTXrl0oKSmxffv2Qhmt8yea/VEgKPzPhzJ9r1u3jl69erF7927OnTsnEn8KgiAI/xoRYBcjpqameHh4kJSURHBwMM+ePWPPnj0sWLCAJ0+eMH78eBQKBdbW1owZM4abN28SGBjI7du3C51HrBUTSrKMjAzu3LlDmTJlCj2evwewoaEhLi4uXLlyhejoaNTV1Zk9ezY9evTAysqqiEotCJ/m3eDv9u3bjB8/nubNm3Pnzh1++ukn3N3dyczM5PDhw4AIrP+KgtPuY2Ji2LNnD8HBwWRlZbF48WKsrKyYNm0av/76axGXVBAEQfhSiQC7mMhvdDVq1AhHR0cePXpEZGQkd+7cwdLSkilTpvD8+XPGjx8PgLW1NQMHDqRMmTJ88803RVhyQfg8bt26BbwddVZVVeXGjRvSzwVH8LKzs6lRowYtW7bk4cOHKBQK1NXVsbe3l9ZcC0JxlJeXJwV/sbGxADx58oRnz54RGxuLo6MjU6dOpWvXrhw6dIgff/yx0NZzwp/L/3yXLVuGu7s7+/fvJyIigp49e3L8+HFWrFiBpaUljo6OnD9/vohLKwiCIHyJRIBdDLyb4Tg/oH7y5AkbN27k8uXLtGrViilTpvD06VNsbW0ZMWIEmpqauLu7o6Sk9MEpcYJQUly6dIl58+bx+vVr1NXVGTBgAIcOHeL48ePA28A6P8hWVVUF4OXLl+Tm5r6XHVxMCxeKI4VCIY1E+/v7M3v2bBITE+nZsyenT59m9OjRzJgxg8GDBwOgq6vLs2fPxFTmvyE2NpYDBw4QEBCAn58fzs7O3LlzB01NTeRyOb6+vjRu3JghQ4ZI+14LgiAIwuciAuwiVjC4jo6OZvXq1Zw/f57GjRszY8YMabr45cuXadmyJTNmzEBfX5+cnJxC02HFFkRCSValShUqVqwoBcf169enRo0ahIaGcvbs2feOT0lJQUNDQ0ryJwjFXX4dvWvXLh49esS8efMwNjamXr16GBoaUrduXfT09AB48eIFP//8M1WrVi2UjEv4NGlpaZQtW5ZatWpx4MABpk6dyuzZs9HR0WHu3LkA+Pr6MnbsWGrUqFHEpRUEQRC+NGKbrmJi6dKlREREULFiRR4/foyDgwPDhw/nypUrLFmyhEqVKjFs2DDq168P/C+brNifU/hS2Nvbo6ury9KlS4G36ycDAwNRKBTY2dnRvXt3MjMzSU1NxcPDg+fPn7N161YxYi0Ua/mdqHl5eSgUCtq2bcvTp0+ZOnUqI0aMQFlZmRs3bhAQEMD169d5/fo1enp65ObmEhERgaqq6h9uI/W1+9Ae97/++iv+/v507tyZBQsWMH36dGxtbXn8+DEdOnTAz8+PVq1aSceL3QYEQRCEz0kE2MVAREQEPj4++Pr6YmFhwfTp0zl58iTjxo1j2LBhXLlyhWXLlqGuro6zszO1atUC/njvTkEoKfKv49OnTxMcHMyYMWNo3LgxAKdOnWLPnj1ER0dTvXp1UlNTqVq1KgqFgg0bNqCqqioax0KJcObMGZo2bYpcLmfQoEFkZWWxYsUKatSogUwmIzk5mZcvXxIbG4u+vj7t27dHWVlZdKL+gXdngKWmppKTk4OtrS29e/cmISGB2bNnS9PuExIScHR0xNvbm+rVqxdl0QVBEIQvmAiwi4F58+ahoqKCm5sbly9fZubMmVStWpVff/2VcePGMXz4cOLi4oiIiGDOnDliOrjwRUpOTmbKlClUqVKF2bNnU6pUKQDS09NJTEwkPj6eN2/eYGZmRv369UXwIZQYt2/fpnPnzowaNYpp06aRlZVFz5490dbWZvny5R9NVCk6jz6uYHC9bNky9uzZQ506dZDL5UyfPp0yZcowYMAA6tevT/fu3dHV1WXDhg28ePGCrVu3ivuoIAiC8K8RAfZ/7EOjzsuXLycjIwN7e3vWrl2Lvr4+EydOZMaMGRw+fJj27dvj7OyMvr4+8OEpcYLwJbh27Rr9+vVjxIgRODs7/+Gx4nsgFFcfquf379/PjBkzGDZsGFOmTCErK4sePXpQpkwZli1bRtWqVYuotCXLlStXqFevnvRzXFwczs7OeHl5YWZmVqjDLSEhQdrmUllZGX19fQICAlBVVRX1hyAIgvCvEUM//6GCN/SsrCzU1NSQyWTY2dnx6tUrkpOTuXfvHj179gRAX18fAwMD9PX1qVChgnQe0SgQvlS1atVizZo1TJw4kTdv3vDDDz9IiZ/eHa0W3wOhuMoPrhMTEzE2NgagU6dOKCkpMWXKFACmTJnC7t276d27N6NGjSI0NFTqRBU+zN/fn2PHjmFvb0+7du2AtwnN0tLS0NbWLlQ/HDx4kOjoaIKDg0lNTSU9PR0jIyORu0QQBEH414kW6n+k4P6nGzduxMXFhWHDhrFkyRIUCgU1atTg999/5/Xr15iZmQFw48YNBgwYwJQpU8RWXMJXw8rKiqCgIKKioli4cCH79+8HkBrEYtKNUBL8+OOPzJ07l5MnT0qP2djY4Onpyfr161m1ahXq6urs3LmTBg0aUL58+SIsbcnQpUsXypYty44dO4iJiQFAT0+PcuXKcffu3UJ1Q926dYmNjSU+Ph5dXV0qV66MTCZDoVCI4FoQBEH4V4kA+z+Qm5srjWj4+voSEBBAy5Yt6datGydOnGDUqFFkZ2djZGREeno6rq6u9O7dm8TERAYOHCg1CsSInfC1aNq0Kdu3b0dNTY2wsDAp2d/t27dFYj+hWHq3A7RatWpkZ2cTERHBqVOnpMc7derEyJEjWbNmDUuXLqVUqVKsWLECZWVlcnNz/+tilwiTJk1i1apVGBsbM3v2bPLy8ggPD+f48eOYmZlRuXJlfHx8uH79uvSarKwsDA0NpVwO+cR9VBAEQfi3iTvNv2jv3r0AUjKm169fc+7cOebNm0e/fv0oX748T58+Zdy4cdy4cYOWLVsyZswYjIyMsLCwICoqChUVFXJzc0WjQPjqmJqa4ubmhqenJ6ampuzevZtZs2aRmZkpRrGFYqVgB2h8fDw3btygRo0auLu78/LlS8LCwvj555+l4ytVqoSVlRVxcXGFrmWR0OzDLCwsWLt2LRs3bsTIyIg5c+YAsHnzZs6fP8/q1atRV1dn9uzZrFu3jpiYGJYtW4aGhgZVqlQp4tILgiAIXxuR5OxfEhMTw5IlS+jWrRuOjo4AJCUlYWtrS0hICA8fPuSHH35g2rRp9OvXDzc3N+rUqYOdnV2h84i1YoLwP+np6WhpaRV1MQThgzw9PTl06BCvXr1i1qxZdOvWjfj4eJYtW4a2tjY2Nja0adOGadOm0bVrV7p27QqILRc/xfbt25k3bx7Tp09n5MiRPHz4EHd3d3JycpgwYQINGzZkyZIlXLt2jfT0dPT19fH19RUJzQRBEIT/nAiw/yUpKSlERkYSExNDs2bNmDx5MgDOzs48ePCA+Ph45s6dS+/evVEoFNjZ2WFubo6bm1vRFlwQipmCwYcIRITiatOmTQQEBBAUFIRCocDQ0BANDQ3U1NRITk7G3d2duLg4AMqUKUNkZCSqqqrimv4DCoUCmUwmfT7btm1j/vz5Hwyyx44dS5MmTcjLyyMlJQU9PT2R0EwQBEEoEqJL91+Ql5eHnp4effr0oV27dpw+fRovLy8AunfvTkZGBo0aNaJ3797S8TKZjIoVKxZlsQWhWCoYfIhARCiuEhMT6dq1K7Vr10ZNTY1NmzbRs2dP+vfvT1xcHCtXrmTlypXMmjWLqKgoVFVVycnJEdf0Bxw5cgR4u146Ly9PmkY/cOBA5s6dy7JlywgJCcHIyIhZs2ahoqLChg0biI6ORiaTUa5cOZHQTBAEQSgy4s7zL5DJZOTl5aGrq4udnR2lSpUiODgYXV1dRowYwdOnT9m5cyfdunXDwsKC69ev8/r1a0aOHFnURRcEQRD+xLtTjvMDwNjYWKZNm8axY8cwNzenRYsWqKqq4u/vj6WlJY0bN5Zek5ubK4K/D4iOjsbT05P79+8zYsSIQjtoyGQyBg4ciEKhYOHChRgaGmJtbc2sWbOYNm0aV69epXPnztK5xLRwQRAEoSiIu/tn4urqSufOnWndujXwv8ZTqVKl+OWXX8jKymLPnj3I5XLGjh1LvXr12LVrF2lpaTRp0gRHR0cpoZlIdCMIglA8FQyuz549S25uLhUrVmTMmDGkpKTw6NEjJk6cSKtWrTA1NeXQoUNcvXr1vWBa1PMf1qBBA3r16iVtz/ehIHvw4ME8e/YMDw8P6tevT5UqVVi1apXY6kwQBEEoFkSA/ZkkJSXh4uKCt7c3FhYWqKqqAm+3F3n8+DHr1q3j9OnTREdHS0lZXF1dC51DrBUTBEEo3vKD66VLlxIdHY2ysjJ2dnYMHz6cJUuWoKamRlpaGqmpqbx8+ZLIyEi0tbVFcr5PZGRkRP/+/cnLyyM6Ohr4cJBtY2PDvn37SEtLo2LFitISK5HQTBAEQShqIpr7h/Jv5hs2bGDKlCk4ODjg7+9Pw4YNcXBw4O7du6xduxZjY2MqVaqEQqEgJiaGlJQUZs+eXehcIrgWBEEo/iIiIvjxxx/ZtGkTOjo6KCsrk5qaSlJSEubm5vj7+3P06FEANDU12bZtm7QmWAR/f05fX58BAwYAsG/fPvLy8hg5ciRKSkpSR7RcLkdHR+e9+6b4fAVBEISiJiK6f0hJSUma1u3l5cXkyZOZMGECJiYmvHr1isDAQAwMDFAoFFLis/T0dJ49eyayxwqCIJRAKSkpNGjQAFNTU65evUpERAQ//fQTWVlZDB06FAcHB7799luUlJRo2bIlysrKYobSX6Svr0///v2RyWRER0eTlZXFDz/8IAXXq1atQldXF2Nj46IuqiAIgiAUIrbp+kwKrp12c3MjIiKCFStW0KVLF+mY/ID69evXaGlpScnQRJAtCIJQPH2ojt66dSsbNmzAwMCA3377jW+//ZZGjRqhr6+Pl5cXYWFhhQI/kVvj70tKSmLfvn2EhobyzTffYGJiQkJCAikpKURERIh9rgVBEIRiR3SnfybKyspSI8rDw4PMzEwWLlxIuXLlaNq0aaG9PLW1tQGxp68gCEJxVjBwu3//PtnZ2ZQvX55+/frx5s0b4uLicHd3p1mzZlSqVImrV69iYGDwXrAngusP+9g9sODj+dPFLS0tWbduHXK5nIYNGzJhwgRUVFTEzABBEASh2BEj2H/Du73lBX8uOFLh5OTEmTNn8Pb2pkmTJkVSVkEQBOGfWblyJb/88guPHz+mZs2amJubM336dABevnxJfHw8+vr6LFmyhLS0NDZv3ixGVP9Ewfvm06dPefPmDRUqVEBDQwP4tFF/MTNAEARBKI5EgP0P7Nu3j/bt21OqVKlCjxe86Ts7O7Nv3z4iIyOpXbt2URRTEARB+JtCQ0Px9fWVklUGBAQQGhrKjz/+SI0aNdi6dSvbtm2TRrc3btwopi3/BStXruTMmTMkJCTQqlUrDAwMpM6LgsSML0EQBKGkEPOq/qbjx4+zefNmGjduTKVKlQo9V3C6+IoVK6hatSpmZmZFVFJBEAThU70bGN+7d4+hQ4fSuHFjjh49SlRUFEuXLiU9PZ1Dhw4xYMAAGjVqRF5eHmZmZoUyXQt/LDg4mO3bt+Pt7Y2xsTErV65k+/bt9OnTB1NTU+B/gbUIrgVBEISSQnSvf4KoqCgWLFjAtWvXePDgAQBNmzZl7dq17wXX+fKzxgI4ODgU+lkQBEEofvLy8qTg+tixYwA8fvyYtLQ0Lly4gLOzM1OmTKFHjx78+uuvbN26lezsbMzNzalVq5a0V7MIrj8sfx/rfLdv32b8+PE0b96cO3fu8NNPP+Hu7k5mZiaHDx8GEIG1IAiCUOKIAPtPyOVyjI2N0dDQYOPGjYwbN46QkBAyMzPR09MD3jbKPuTdRpZodAmCIBRPCoVCCub8/f2ZMWMGDx8+ZMCAARw/fpxBgwYxc+ZMBg8eDECpUqVIT09/bxq4mBb+YQU7L2JjYwF48uQJz549IzY2FkdHR6ZOnUrXrl05dOgQP/74I9nZ2UVZZEEQBEH4W0TE9yfU1NRo3LgxjRs35tmzZ5w8eRIvLy+uXr1Khw4daN++PTKZ7L1kK2L9nSAIQvGXPwU5v77ev38/CQkJLF++HCMjI5SUlGjRogWamppSJ+nz5885fvw4VatWRU1NrSiLXyIUvB/6+/sTERHBxo0b6dmzJxs3bmTDhg3MnTuX/v37A6Crq8v58+c/2nktCIIgCMWZCLA/QX7wXL58eXr16kWtWrVYu3YtO3bs4M2bN3Tp0gVlZWXy8vIICQnB1tYWdXX1oi62IAiC8AcCAwNJSEigQoUKtGzZkubNmxMQEEB8fDyVKlWiZcuWGBgYMHDgQFRVVVm5ciU+Pj5oa2ujrKzMmjVrAJGA68/kB9e7du3i0aNHzJs3T9on3NDQECUlJWlG2IsXL/j5559F54UgCIJQYoks4h/xZyPQd+/eZe3ataSnpzN8+HC+/fZb9uzZw759+1i7dq3YOkQQBKEYGzJkCOnp6dSoUYPTp09jaGjIwoUL0dfXx8HBgfT0dBwcHGjWrBnKysq8fPmStLQ0Tp8+Tfny5WndurWUW0Ms//mw/PtoXl4eCoWCtm3b8vTpU6ZOncqIESNQVlbmxo0bBAQEcP36dV6/fo2enh65ublERESgqqoqOi8EQRCEEkcE2B9QMLg+ePAgDx8+RF1dnRo1ahTazzohIYH58+dTvXp15syZw5s3b1BVVUVZWVlMERcEQSimBg4ciFwuZ9OmTWhra/PgwQNGjBhBu3btcHV15cWLF/zwww+oq6szYcIEGjdu/MH6XOzD/GnOnDlD06ZNkcvlDBo0iKysLFasWEGNGjWQyWQkJyfz8uVLYmNj0dfXp3379qLzQhAEQSixRID9joK95cuXL2f37t00bdqUzMxM4uPjGTp0KCNGjJCOv3jxIkOHDsXLy4sOHTq8dw5BEASh+LCzsyMjI4MtW7ZQqlQp3rx5Q6lSpZg/fz6JiYn4+vqiqanJy5cvGTduHBoaGowfP57GjRuLev1vuH37Np07d2bUqFFMmzaNrKwsevbsiba2NsuXL+ebb7754OtE54UgCIJQUokh1v+XkJAA/G9LkMuXL7N//368vb1ZsWIF1tbWPH/+HBMTEx4/fiy9zsLCgilTpnDkyBGysrJEcC0IglBMbdmyhbNnzzJ16lRKlSpFbm4upUqVAt52lhoaGqKpqUlubi5lypTB39+frKwsPDw8uH79ehGXvmR4t8++WrVqrFy5ki1btuDl5YW6ujpRUVGkpaXh4uLCvXv3PngeEVwLgiAIJZUIsIGQkBAmTJjAuXPnpMdevXqFtrY2lpaWxMTE4OHhwaxZs6hZsyZ+fn5SQA5Qv3597t27R0ZGhgiuBUEQiqkhQ4bw3XffMXPmTM6dOycFcZMmTeLNmze4ubkBb5Ny5QfZq1evpkGDBtSsWbMoi15i5N8DExMTpcc6derEsmXLWL9+vRRk7969m9evXzNq1CiSkpKKqriCIAiC8NmJABuoWbMmDRo0wMfHhzNnzgBve93zs8a6uLjg4uJC//79ycjI4Mcff+TBgwfS6y0tLalSpQrHjx8vqrcgCIIg/IGcnBzg7TZRNWvWZNq0aVy/fh0HBwfu3bvHhg0bUFNTk/bDzl8DrKury/z586WgW/hzP/74I3PnzuXkyZPSYzY2Nnh6erJ+/XpWrVqFuro6O3fupEGDBpQvX74ISysIgiAIn5cIsIFmzZoxbNgwqlWrho+PD5cuXcLQ0BBTU1NCQkLo27cvAwYMAKB8+fKYmJigoaEB/K/R1q5dO1q3bl1k70EQBEH4OBUVFSlAzg+ye/TowbVr11i7di2GhoYAhZKZvZtgS0xb/jCFQlHo52rVqpGdnU1ERASnTp2SHu/UqRMjR45kzZo1LF26lFKlSrFixQqUlZVF54UgCILwxfiqA+yCa8Xi4uJ4+fIlFy5cYPHixcTHx+Pk5ISFhQV37twhMDCQo0ePMmXKFAAaN24M/K8BZmNjQ7ly5f77NyEIgiB8kvxRaXi7B3bXrl1JS0sjNTW1iEtWchXcMSM+Pp4bN25Qo0YN3N3defnyJWFhYfz888/S8ZUqVcLKyoq4uLhC92DReSEIgiB8KUQWcWDt2rVs3bqVyZMn8+DBA65du0ZaWhpz5sxBW1ubsLAwoqKiMDIyomzZsqxatQpVVVWR5VQQBKEEKrj909ixY7l27Ro+Pj5YWFgUcclKLk9PTw4dOsSrV6+YNWsW3bp1Iz4+nmXLlqGtrY2NjQ1t2rRh2rRpdO3ala5duwJi1w1BEAThy/PVB9gKhYKJEyfSsGFD7O3tAbh69Sq7du3i6tWrzJ07F3Nzc9LT08nJyaF06dLIZDKxP6cgCEIJVrAOHzduHNevX2fp0qU0adKkiEtW8mzatImAgACCgoJQKBQYGhqioaGBmpoaycnJuLu7ExcXB0CZMmWIjIxEVVVVBNeCIAjCF+mrniKem5uLXC7n0aNHpKenS4/XqVOHXr16kZWVxbx58zh16hRaWlqUKVMGmUxGXl6eCK4FQRBKMBUVlUKJzypWrEhwcHDRFqqESkxMpGvXrtSuXRs1NTU2bdpEz5496d+/P3FxcaxcuZKVK1cya9YsoqKiUFVVJScnRwTXgiAIwhfpq4oSC64Vg7drvpSVlenRowcbNmzAysqKRo0aAW+DbENDQ65fv05MTAwtW7aUXicaBYIgCCVH/kjplStX0NbWxsTEBPhf4jNlZWXCwsLeS9YlvO/d+2j+JLjY2FimTZvGsWPHMDc3p0WLFqiqquLv74+lpaWUtwTedm6LTmpBEAThS/XV3OEKNgrCw8O5f/8+SUlJ9OnTh8aNG3P79m2WLVvG9OnTadSoEZmZmWRnZzNkyBDs7OyKuPSCIAjC35EfXB86dAh3d3c8PT2lABvedrTm3x+UlJTeCyCF/yn42Zw9e5bc3FwqVqzImDFjSElJ4dGjR0ycOJFWrVphamrKoUOHuHr1qsjGLgiCIHxVvro12CtWrCAiIoKWLVuSmppKfHw8gwYNwsDAgMuXLxMZGUnt2rVJT09HSUmJnTt3oqKiIhpdgiAIxdgf1dH79+9n+vTpzJo1C1tb2/+4ZF+epUuXEh0djbKyMnZ2dgwfPhy5XI6ampqUlb1MmTK4uLiQl5eHv7+/mPklCIIgfDW+6BHs/JGL/IbXtWvXOHbsGAEBAdSvXx+AsLAwwsLCsLGxwdHRESsrKxITE9HQ0KBXr16FphAKgiAIxctvv/2GtrY2pqamHz0mMTERFxcXEVx/BhEREfz4449s2rQJHR0dlJWVSU1NJSkpCXNzc/z9/Tl69CgAmpqabNu2rdB9WBAEQRC+dF9sgC2Xy0lPT0dXV1e6qWdnZ5Oeno6mpqZ03IABA5DL5Xh7e2NjY0Pbtm0LnUcE14IgCMXXw4cPcXZ25sCBA8THx2Nubk7VqlULHZO/Q4Twz6WkpNCgQQNMTU25evUqERER/PTTT/xfe/cdV3X5/3/8cRiHqSJO0MCRittykVRmWZkjR+6tOXPkyFAcWamZ5spSMTRU3KZoNhyZ9vlQjjL3SBFnCgiIDOVwxu8Pf5wgtPH5WoA+77dbt+C8R9d5d7vxfj/f13W9royMDHr06MHw4cOpX78+Dg4OBAUF2dce15xrERF5WDyQd7xp06Zx9uxZYmJiKFy4MPPmzaNcuXJkZGSQlpbGrVu3AOxD2jp37szixYs5ceIE5cqVy3EuhWsRkfzr6aefpkePHrRo0QKz2cyRI0e0/NN9crfr6OnpyenTp+nRoweHDx+mfv36dOzYkVKlSjF79mxefvllnnnmGfv+KmgmIiIPmwfurte7d29u3bpF27ZtKVasGEeOHMHNzQ2A+vXr07BhQ4YNG8b69espUaIEcOeNfJEiRShWrFheNl1ERP4mT09PfH197b2kMTExVKlSRaOP/o+yD+m+ePEimZmZFC9enA4dOnD79m2OHTvGO++8Q2BgIKVLl+b48eP4+PjkGgau/wciIvKweaCKnIWFhfHNN9/w8ccf4+3tnWNb1sNWXFwckyZN4ueff+b111/H2dmZHTt2kJCQwLp16/QwICKSz/1+Pm9iYiIJCQmsXr2adevWsWLFCh577DGF7Ptgzpw5fP/991y9epXKlSsTEBDAm2++CUBycjKnTp2iVKlSTJ8+nZSUFFasWKG51iIi8lB7oHqwo6OjqVOnDl5eXrmGtmU9ZF25coXZs2fz4YcfEhkZic1mw8fHhzVr1uDo6KgHMhGRfMxms9kD3LZt20hJSaFy5crUrFmTsWPHYjKZ6NGjBxEREdSpU8e+TrOGjP99K1euZM2aNSxYsIBHHnmE0NBQli5dStu2balUqRJffPEFq1evtvduh4eHa6kzERF56D0QAdtisWCxWDh69CgdOnTAwcGBu3XM79y5k4ULFzJjxgzGjh3LjRs3MBqNuLm5YTAYVIhFRCQfyx7cpk2bxqZNm3BwcKBMmTK8+OKLvPrqq0yePBmA7t27M3v2bH755ReaNm1KQEBAHra8YPh9ML5w4QI9evSgbt26fPvtt0RGRvL++++TlpbG9u3b6dSpE48//jg2m40qVarg4OCg+6iIiDz0HohXzI6OjhiNRmrWrMl3333HjRs37tpb0bRpU5KSkti2bRsAhQsXxt3dHYPBgM1m00OBiEg+lhX+YmJiOHfuHCtWrGDLli089dRT/Pe//yUsLAyAt99+m44dOxISEsJXX31FpUqV8rLZBUL2kQG7d+8G4OrVq6SkpHDw4EFGjx7NqFGjaN26NT/99BOrVq0iMzOTgIAAqlatau+51n1UREQedg9EwM5So0YNzpw5w48//ojVas213WQyUahQIVxcXAByvKnX8EERkfzvq6++onfv3mRkZODj40OpUqUYMGAAjz/+OFFRUYSFhWGz2Zg0aRJr167l888/x9HR8a73BLnDarXa74GLFi1i7NixXLlyhU6dOrFnzx66du1KSEgI3bp1A8DV1ZW0tLRcw8A1LFxEROQBC9jdunWjatWqvPPOO/z444+YTKYc21NSUnBzc8PX1zePWigiIn9H1nQfm82G1WqlXLlyVKxYkdOnT9tDoYeHBwMHDuTxxx9n7969zJkzB7PZTMWKFXFwcMBisSj83UXWtc26Nl999RXR0dHMnDmTMmXKULFiRRo1akS1atXsPdMJCQns2bMHf39/jEZjnrVdREQkvyqQVcRPnjxJQEBAjl7nrOJkJpOJfv368csvvzB06FCaNm1K6dKluXTpElOmTCEpKYnVq1erkJmISD6XfU5w9p8vXLjA8OHDsVqtbNmyxX4vSE9PZ9asWRgMBsaPH6+RSX9g8eLFREdHU6JECYKCgnjiiSdo06YNp06don///owcORIHBwfOnDnDhg0b+Prrr3FwcMDT0xNHR0fWr1+Ps7Oz1hwXERH5nQIXsCMiIpgyZQphYWEEBQXluLFnv9FPmDCBw4cPExsbi5eXF56ennh4eLB06VKcnZ1VLVxEJB/L/vc8IiKCn376iYyMDCpWrMiIESM4f/48o0ePBiAyMtJ+XEZGBkaj0V5bQ+Evt+7du5OWlkalSpXYu3cvvr6+TJ06lVKlSjF8+HDS0tIYPnw4gYGBODo6kpycTEpKCnv37qV48eI89dRTODo6qqCZiIjIXRS4gA0QEhLCzp07mTVrFo0aNcoRlLMH59OnT3P+/HmSk5MpW7YsgYGBqnIqIlKAzJ07lw0bNtC9e3f8/PwYNWoULVu2ZPLkycTFxTFy5EgcHR357LPP7vnCVX7TpUsXTCYTy5Ytw9PTk8uXL9OnTx+effZZxo0bx40bNxg8eDAuLi4MGTKEunXr3nV4vV5Si4iI3F2BmpSWNad62rRpPPXUU4SEhLB3794cxWuyF7OpUqUKL774Ih07dqRRo0aqcioiko9t3brV/rPNZiM2NpY9e/bw7rvvMmjQILy8vHBzc+O5557jypUrVKhQgfnz5xMXF8e4ceNynEvhOreePXuSmZnJypUr8fT05Pbt25QtW5Ynn3yS6Oho0tPT8fLyYtGiRWRkZLBw4UIOHjx412UvFa5FRETurkAF7KyCKuHh4ZQvX574+HhCQkKIiorKEbL/qJiNCt2IiOQ/u3fvJiwszP633GAwYDQacXJyomHDhuzatYshQ4bw5ptv8tJLLzFjxgwiIiLw8/NjzZo1TJ06NY+/Qf4WERHB/v37eeONN3B1dcViseDq6grAzz//jK+vL+7u7lgsFooUKWIP2VOmTOH06dN53HoREZGCI9+nTbPZDPxW7XTlypXMmzePgIAA5s2bR4MGDRg3bhzff/+9lmERESmATCYTzzzzDOvXr8fBwYGff/4ZuFMdPD09naFDhxIcHMy4cePo0qULGRkZmEwmEhISAChbtiyOjo5YLJa8/Br5Wvfu3XnmmWcICQnhwIED9h7oYcOGcfv2bSZMmABgr7pepEgRPvroI2rXrk3lypXzsukiIiIFSr4O2HPnzmXVqlWYTCYMBgNWq5Vjx47Rvn17mjZtyosvvsjMmTNp1qwZwcHBREVF6QFLRKQAiY2NZfv27WRkZODs7ExMTAxdunQhNDQUo9HI+PHjOXv2LLVq1aJjx44AuLi4cPv2bQoVKpTjXBq2fHdZL6oXLVpE5cqVGTNmDKdPn2b48OFcuHCBpUuXYjQa7ethZxUwK1q0KG+//bY9dIuIiMify7eTkc1mM9HR0fz000+4ubnx8ssv4+LigpubG5cvX+bWrVu4ubkBdyqGnzt3jilTphAcHEzjxo31oCUiUgCcO3eOiIgIrFYrly5domHDhkydOpW33noLo9FIjx49GDZsGNOnT2fQoEH4+Phw9uxZbt++Tc+ePfO6+QWCk5OTvSjZokWLGDBgAK1bt+aRRx7h008/xdfXF8g5her3tUp0TxUREflr8m0PtpOTE7NmzcLPz4/NmzezZcsWzGYz9erVIzo6mv3795OZmWnfv2LFisTFxfHFF1/oQUBEpIB44oknqFmzJjNmzCAsLAx3d3deeeUV3nrrLWbMmMHq1avp0KED4eHhuLm5kZ6eTpUqVdi0aZM9OMqfy+qVhjtrYLds2ZKUlBSSkpLyuGUiIiIPlny3TJfZbLbf8EuUKIHJZGLatGmcOnWKzp0706ZNGyZMmMC3337L+PHjqV69OqVKlWLkyJG0atWKZs2aqZCZiEgBkNWrunnzZt577z1KlSpFjx49aNasGZ6enqxfv55JkyYxZswY+vbtm+t4Lbn492W/ZgMHDuTkyZPMmzePxx57LI9bJiIi8mDIVwF72rRpXLx4kZ9//hlPT0+CgoJo3749NWrUYOrUqRw9epSePXvSsmVLpkyZwoEDB7h27RplypQhLS2NL774AicnJ6xWq0K2iEg+9fu/0bGxsZjNZj799FOOHTtGq1ataNOmDR4eHqxfv563336bfv36MWLEiLxr9AMke8geNGgQp0+f5v3336dBgwZ53DIREZGCL98E7J49e2IymejYsSPu7u6kpKQQFhaGh4cHHTp0oHPnzrz77rscO3aMHj160KpVK86dO0dMTAzOzs4EBQXZq8hqiLiISP6UPVxv3ryZy5cv4+/vT8uWLbFYLEyZMoWTJ0/SunVr2rVrh4uLC5GRkaxfv56IiAitb32fZA/ZnTp1olixYixYsCCPWyUiIlLw5YuAPWfOHP773/8SHh6eoyrspUuXWLRoEYcOHeK1116jWbNmTJ48mejoaDp06EDz5s1xcXGx769wLSJSMLz//vusWbOGKlWqcOjQIQYMGMCoUaOw2Wy8++67nDhxgieeeILo6Gi6detGw4YNgTtLNipk/3VZ1+vo0aN4enpSvnx5+7bs90yN/BIREbk/8sXdNCYmhmbNmlGoUCF7wRqr1cojjzzCkCFD8PHxISIigszMTCZMmECFChUICwsjKioqx3kUrkVE8r9Nmzbx5Zdfsnr1atasWcOgQYNYvHgxs2fPxmAwMHHiRGrXrs3+/fu5evUqdevWtR+rcP3XZYXr7du3M3jwYGJjY3Nsd3R0xGq1AncqiGf9LCIiIv+7PA/Y6enpxMTEUKRIkRyfOzg4YLPZ8PX1JTg4mKNHj/Lll1/i4uLCxIkTad26NY0bN86jVouIyF9x6tQpTp06xbVr1+yfnT17lgYNGhAQEMCRI0fYvXs3vXr1Ijw8nDlz5mAwGBg3bhzz589n3bp1qhb+J+4VjA0GA1999RWjR49m6NChBAYG5tone6+1erBFRET+7/Ks/OrZs2d59NFHcXR0xNnZmV9++QW480Y96627wWAgMzOTSpUqERQUxJUrV7Barbi4uDBgwABAw8JFRPKroUOH8uuvv/LLL79Qv359OnbsyEsvvYTFYqFkyZLExcWxceNGnnnmGUaMGIGzszOhoaFcvnyZYcOGUa5cOeBOgNTf+dwOHz6Mp6cnFStWvOc+ly5dIjg4mM6dO/+LLRMREXl45cnr6kOHDjF58mRSU1NxcXGhU6dObN++nT179gB33rpnTQ13dnYGIDk5GYvFkusNux66RETyny5dunD16lXee+89pk+fjouLCxs3biQ1NdW+GkRsbCzHjx+396y6u7tTt25dbDYbfn5+9nOpZ/Xurly5QsuWLblw4QLbtm3jwoULufYZMGAA3bt3z4PWiYiIPJzypAfbz8+PkiVL2sNxrVq1qFSpEitXrsTNzS3XUiGJiYm4ublRo0aNvGiuiIj8DV27diUzM5Ply5fj4eFBlSpVMBqNjB49mnPnzlGrVi18fX1Zs2YNBoOBwMBAbDYbhw8f5uWXX6ZTp06ACm/9maeffpoePXrQokULzGYzR44cURE4ERGRPJYnTy7e3t6kpqYyefJkAKpWrUqXLl24ceMGM2bMYMuWLRgMBm7dusWvv/7KhAkTSE9Pp0mTJnnRXBER+Yv69+/PtWvX+PTTT/Hw8ODWrVsA1K1bl+LFi5OSkmLft3r16hw5coS+ffvStm1brl69yiuvvALcKdClcP3HPD098fX1tS+5FRMTg8Fg0Hx1ERGRPPSvL9OV9XZ97969hIeH079/f3uF2KioKLZs2cKXX37Jo48+SlJSEv7+/litVpYuXYqzs7PmXIuI5FNms5mePXtitVp54403qF69Om5ubsCd4J2QkMDGjRuB33qn9+7dy44dO/D09GTYsGH2gmb6O393v+/VT0xMJCEhgdWrV7Nu3TpWrFjBY489pmsoIiKSR/JsHez4+HhGjRqFn58fEydOxNXVFYC0tDQuXbrEqVOnuH37NlWqVKFWrVo4Ojra39KLiEj+khX8TCYTgwcPJi0tjTfeeIN69eoxYsQIzpw5w7JlyyhevLg9/GUdk31Ys/7O31v267Rt2zZSUlKoXLkyNWvWJDMzk3feeYfIyEgiIiKoU6eOvZaJhoyLiIj8e/IsYAOcPHmSDh060KdPH0aPHv2H+2ounohI/pYVnE0mEwMHDsRsNmOz2bhx4wZLliyhVKlSed3EAiv7PXDatGls2rQJBwcHypQpw4svvsirr74KwOTJk4mMjGT27Nn88ssvNG3alICAgLxsuoiIyEMlTxNr1apV+fjjjwkPD2fq1KkkJibat5nN5hz7KlyLiORvjo6OWCwWjEYjoaGheHp6cujQIQYMGGAP13n4TrdAy7oHxsTEcO7cOVasWMGWLVt46qmn+O9//0tYWBgAb7/9Nh07diQkJISvvvqKSpUq5WWzRUREHjp52oOdZd++fQwdOpSnn36apk2b8tJLL9m3qSKqiEjBkr0ne/Dgwdy+fZshQ4bQoEEDnJyc9Hf9f/TVV18xffp0/Pz8+OijjyhSpAhpaWksXryYgwcPEhQURL9+/XByciI6Opry5cvj4OCgEWAiIiL/onxxx23YsCFr1qzBaDSydu1aevXqxdGjRzl37pwewkRE8imr1Zrj96zq1dl7shcuXIiLiwsfffQRBw4cwGw26+/6X5T1/ttms2G1WilXrhwVK1bk9OnT9mvo4eHBwIEDefzxx9m7dy9z5szBbDZTsWJFHBwcsFgsCtciIiL/onzRg50lLS2NW7dusWDBAhwcHDh+/DhLly7F1dVVD2QiIvnE73ugt2/fzgsvvJBrv+w92a+99hqXL19m5syZ1KxZ899sboGUvdc5+88XLlxg+PDhWK1W+5KWAOnp6cyaNQuDwcD48eN1zxQREckj+Spg/15aWhoeHh553QwREbmHqKgopkyZQnh4+F2LmGWF7IyMDGbNmkVwcLCWj/oT2V9gRERE8NNPP5GRkUHFihUZMWIE58+ftxcGjYyMtB+XkZGB0WjEYDBoGL6IiEgeyXcBO/tDgR4QRETyj4iICOLj43n++efx9/enUKFCJCUlYbPZ8Pb2vudxv196S2s0/zVz585lw4YNdO/eHT8/P0aNGkXLli2ZPHkycXFxjBw5EkdHRz777LMc90rdO0VERPJOvpuYlf2hQA8IIiL5Q3p6OjVq1CApKYmIiAjatWvH119/TUZGhj1c3+t97e/XtVa4zm3r1q32n202G7GxsezZs4d3332XQYMG4eXlhZubG8899xxXrlyhQoUKzJ8/n7i4OMaNG5fjXLp3ioiI5J1814MtIiL52+3btwkLC2Pnzp0EBATQsmVLnnzySSB377QqWP+53bt3M3fuXDZu3Gi/VklJSQwYMIBly5axd+9eRo8ezZtvvkmXLl149dVXadKkCd27d+fy5cv4+PjopYWIiEg+oYAtIiL3tHr1aq5du0b16tWpVq0aZcuWtW/773//y5YtW7h69Sq9e/fmueeeA+70wK5evZquXbvmVbMLDJPJhNFoJDMzE2dnZ37++Wcee+wxTCYTbdu2pVSpUhw9epQxY8bQsWNHMjIy6NevH/Xq1eP111+3n0fD7kVERPIHdSuIiMhd9erViw0bNnD48GFmzpzJtm3bAMjMzATgySefpHfv3pQrV45Vq1bx008/AXfWa966dWuuZbwkp9jYWLZv305GRgbOzs7ExMTQpUsXQkNDMRqNjB8/nrNnz1KrVi06duwIgIuLC7dv36ZQoUI5zqVwLSIikj+oB1tERHKJjIxkyZIlrFixAi8vL+bNm8fu3btZt24dNpsNo9Fo3/fIkSOEhoZSrlw5xowZQ2JiIl5eXjg4OGiI+B/44YcfmDdvHl27duXSpUs0bNiQCxcu8NZbbzF69Gh69OjBpk2bmD59OvXr18fHx4ezZ89y48YNNm3alGtuu4iIiOQ93Z1FRCSXhIQEvL298fLyAsDf3x+TyUT//v0pUqQIL7zwAi1atACgVq1atGjRgnfffZdmzZrZ17m22WwK13/giSeeYNeuXcyYMYO0tDSaNGnCK6+8gtVqZdKkSTg5OdGjRw8CAgJYunQp6enpVKlShbFjx+Lk5KRh4SIiIvmQAraIiOTy6KOPsmPHDm7cuIGDgwPjx4+nadOm+Pv7c/PmTUJCQrh9+zavvPIKAM2bN7f3ZM+ePdu+HrPcXVY4rlGjBp9//jl+fn6cOHECPz8/OnToAMCkSZPIzMykb9++zJkzJ8fxv1/6TERERPIH3Z1FRASAEydOYDAYKFGiBI0bN8bHx8feg71q1SoCAgJwcXEhLS2N0qVLs2HDBpo0aUKRIkVwdHTkpZdeYsmSJWRmZuYYQi6/yRoyn9XzHBgYyGeffcann37Khg0byMjIoE2bNvaQ/fbbb3Pz5k1GjBiR4zwK1yIiIvmT7tAiIsLgwYO5ePEiJpOJzMxMPvzwQ2rVqoXFYgHuDAPP6pH28PCgdu3aLF++nLS0NPs62LVr1yYtLY0dO3bQpk2bvPoq+Vb2+eibN2/m8uXL+Pv707JlS8aNG8eUKVP4/PPPcXBwoF27dnTo0AFnZ2fWr1+PzWbTiAAREZECQAFbROQhN2nSJG7evMlHH32E2Wxm1apV9OvXj8jISHx9fe37paWl4eHhAUDZsmUpXbo0ZrMZ+G3Icq9evahSpUqefI/8Litcv//++6xZs4YqVaowf/58fvnlF0aNGsWkSZN499132bx5M3FxcURHR9OtWzdWrlwJoJAtIiJSAChgi4g8xEwmE5cuXaJ169aUL18egAEDBrB3717+85//0KlTJ2w2G9evX2fhwoVUqFABHx8f1q1bh9FoxN/fH/htyPKTTz6pwmZ/YNOmTXz55ZesXr2agIAA5s6dy6JFiwAYNWoUEydOZPr06ezfvx+TyUTdunXtxypci4iI5H8K2CIiDymbzYbJZCI1NZVbt27ZP/fx8cHV1ZVjx47RqVMnDAYDBoMBV1dXPvzwQypXroynpycrVqzItRSXwvVvTp06BYCXlxelS5cG4OzZszRo0ICAgACOHDnC7t276dWrF+Hh4RgMBkaOHMm4ceNITEykaNGiGAwGVQsXEREpQBSwRUQeUgaDAU9PT+rVq8eRI0cwmUw4Ojri6OhIuXLlyMjIAO7MHS5evDhvvvkmAwYMwM3NzV4lXNWs727o0KH8+uuv/PLLL9SvX5+OHTvy0ksvYbFYKFmyJHFxcWzcuJFnnnmGESNG4OzsTGhoKJcvX2bYsGGUK1cOuHPtFa5FREQKDj0ViYg8pLLm9AYHB3Pt2jWMRiNWqxW40xOdVeAsq1f61KlTBAQE5Dhe4Tq3Ll26YDKZeO+99zhz5gxbt25l48aNPPXUU/Ts2ZPk5GRiY2M5fvw4o0ePBsDd3Z26detis9nw8/Ozn0sjAkRERAoWPRmJiDykss/pzRrCnBXokpOT7Utt2Ww2unXrhsViYe3atXc9Xu7o2rUrmZmZLF++HA8PD6pUqYLRaGT06NGcO3eOWrVq4evry5o1azAYDAQGBmKz2Th8+DAvv/wynTp1AnJWHBcREZGCQwFbROQhYjKZMBqNf1qR2snJCTc3NwD69etHcnIymzZt+reaWSD179+fa9eusXnzZjw8PLh16xZubm7UrVuX4sWLk5KSYt+3evXqTJ48mb59+5KYmIjVauWVV14B7rzQULgWEREpmHQHFxF5CEycOJFhw4bRoUMHDhw4gMFgsA8Hz85mswHg6+tLSkoKr776KhcvXiQyMhKj0WhflktyMpvNpKWlUbJkSU6fPm0P1wBjx46laNGiBAUFAXd6p2vWrEl4eDjly5encePGbNy4EScnJywWi0YGiIiIFGAGW9bTlIiIPJBeffVVkpOTadu2LceOHWP79u1s376dYsWK3fOY8PBwpk+fTkBAAOvXr8fZ2VkFze4hazi3yWRi8ODBpKWl8cYbb1CvXj1GjBjBmTNnWLZsGcWLF7dXBM86JvtIAl1fERGRgk93chGRB9ipU6dISkpi0aJF9urVp0+fJj4+ntu3b1OiRAn7XOvs835btmxJbGwso0ePxsnJSeHvD2QVhDMajSxcuJCBAwcyb948bDYbN27cYOnSpRQvXhzAXhE86zpn763W9RURESn4NERcROQBd+XKFc6fPw/AxYsXOXHiBCEhITRr1oy33nqLffv2Ab+FvuXLl1O8eHGCg4MVrv8iR0dHe8gODQ3F09OTQ4cOMWDAAEqVKgX8NvxeREREHlwK2CIiD7CiRYvSuXNnvL29MZlM7Nq1iy5dujB16lRmzpxJQkICGzZsIDY2FoBt27axbdu2HPOzFa7/muwhe968eTRs2JC1a9fy/fffYzabMRgMCtkiIiIPOM3BFhF5wPz3v/8lKSmJBg0a2Of9Zg0Dv3LlCsWLF8fFxQWAffv28cYbbzB37lzq1q1Lamoq7u7uODg4aKmoP/D7a5M1tzr7zyaTiUGDBnH79m2GDRtG/fr19bJCRETkAaeALSLyAOnduzdxcXGkpKRQrFgxatSoQc+ePalcufI9h3q/8sortG7dmp49e9o/+7NlvB5Wv78u27dv54UXXsi1X/aQ/dprr3H58mVmzpxJzZo1/83mioiIyL9MXRMiIg+I9evXExcXx7Jly/j222/p378/6enpBAcHc/ToUZycnLBarcTHx5OYmAhAamoqNpstV0Vxheu7y35doqKimDNnjn14fXbZh4t//PHHPP3001SrVu3fbKqIiIjkAfVgi4g8IFavXs3OnTtZsmSJ/bOjR4+ycuVKjh49ysyZM6lWrRozZ87k6NGj+Pr6Eh8fT3x8vH0dZrm7iIgI4uPjef755/H396dQoUIkJSVhs9nw9va+53G/HzWQfSi5iIiIPHjUgy0i8oDw9vbm4MGDXL582f5ZzZo16dOnDzVq1GDGjBkkJiby5JNP8vjjj2OxWKhdu7Y9XFssljxsff6Vnp5OjRo1SEpKIiIignbt2vH111+TkZFhD9f3elf9+5cWCtciIiIPNvVgi4g8IDIyMggODsZsNjNhwgRKly5t37Zv3z4++eQTnnnmGbp3757rWC3F9dfcvn2bsLAwdu7cSUBAAC1btuTJJ58EcvdOq0iciIjIw0d3fhGRB4SLiwstW7bEZDIRGhpKXFycfVvDhg2pVKkSGzduvGtvq8J1bqtXr2bOnDls377dPirA1dWVoUOH8sYbb2C1WgkNDeWbb74B7vRO22w2Vq1aBaBwLSIi8hDS3V9EpIDKHpSzfm7atCnPPvssFy5cYN68eVy6dMm+T926dSlUqBAZGRn/elsLml69erFhwwYOHz7MzJkz2bZtGwCZmZkAPPnkk/Tu3Zty5cqxatUqfvrpJwC++uortm7dmmMdcREREXl4KGCLiBQw58+fB3JWtDYYDPZQ17lzZ1q0aEFiYiIjRozgu+++Y//+/axatQo3NzdcXV3zotkFRmRkJImJiSxZsoTw8HBatmzJ1q1byczMzPFSo1q1anTo0AFXV1d27doFQGBgIBEREfZ1xEVEROThojGBIiIFyIoVK4iKimL48OH2ZZ+y1mbOCnUODg688sorVKpUiS1btvDmm2/i6+uLu7s7oaGhOY6R3BISEvD29sbLywsAf39/TCYT/fv3p0iRIrzwwgu0aNECgFq1atGiRQveffddmjVrZl/n2mazaYi4iIjIQ0gBW0SkAPH19WX37t14eXnRrVs3atasicFguGvIrlWrFrVq1aJv3754eHhQqFAhHBwcVNDsTzz66KPs2LGDGzdu4ODgwPjx42natCn+/v7cvHmTkJAQbt++zSuvvAJA8+bNOXLkCKGhocyePRuj0aiXFyIiIg8pPWGJiBQgrq6uuLq6sn//flJTUxk8eDDVq1fPFbLht3nZvr6+9uOtVqvC9V2cOHECg8FAiRIlaNy4MT4+PvYe7FWrVhEQEICLiwtpaWmULl2aDRs20KRJE4oUKYKjoyMvvfQSS5YsITMzE6PRmLdfRkRERPKMxq+JiBQAWWH52LFjBAUFsXbtWi5cuEBoaCjHjx8HyNVrOnXqVP7zn//k+EzDlnMbPHgwY8aMYfjw4bRv354jR45QuXJlLBYLFouFWrVq4eLiAoCHhwe1a9fmwoULpKWl2Zflql27NmlpaezYsSMvv4qIiIjkMT1piYgUAFnhuXr16pQrV44SJUowd+5cYmJicoTsLMnJycTFxdGoUaO8aG6BMWnSJG7evMlHH33EggULaNKkCf369ePXX3/F0dERR0dHDAYDaWlp9mPKli1L6dKlMZvNAPZ/9+rViyeeeCJPvoeIiIjkDwbb3RZEFRGRPPfhhx+Snp5Oeno6ISEhuLq6cuPGDdzd3e3DkM+fP8+wYcMoX748AwcOpHr16rnOY7FY7D2t8huTycTAgQN56aWX6NixIwBXr16lb9++9O7dm06dOmGz2bh+/ToLFy6kQoUK+Pj4sG7dOpKTk1m1alWOEQFZc99FRETk4aUnARGRfKhnz57s3r2btLQ0jh49Sp8+fTCbzXh5eWE0GrHZbJjNZsqVK8f8+fOJiYlh8eLFHD58ONe5FK5zs9lsmEwmUlNTuXXrlv1zHx8fXF1dOXbsGHBn5IDBYMDV1ZUPP/yQTz/9FIPBwIoVK3ItxaVwLSIiIqp0IyKSz+zcuZObN2+yZs0aXFxc2LNnD6Ghody+fRtXV1ecnJwwGAw4OTnZQ/ZHH31Ely5dKFeuHLVr187rr5DvGQwGPD09qVevHkeOHMFkMtmHhJcrV46MjAzgTq908eLFefPNNxkwYABubm72KuGqxi4iIiK/pycDEZF8xmq1kp6ezvXr1ylbtiyZmZn8/PPP9O/fn/j4ePr06UPTpk0pVaoUTk5OWCwW/P392bhxIyVKlMjr5hcIWRXXg4ODuXbtGkaj0d4b7eDggMVisf8McOrUKQICAnIcr3AtIiIiv6enAxGRfMbLy4t69ephNBpJTU1l3bp1tG7dmsaNG3P06FHWrFmDyWSiZ8+eGAwGHB0dsVqtlC5dGtCc678ie8X1rOuWFaaTk5Ptc9xtNhvdunXDYrGwdu3aux4vIiIikkUBW0Qkn2nQoAHFihWjZMmSAAwZMoRq1aphNBpp3rw5RYsW5dNPP6Vdu3YUKVIEyDn/V+H67kwmk33++h8FZCcnJ9zc3ADo168fycnJbNq06d9qpoiIiBRgqsgiIpKPZC3sULFiRftnderUyTGEuXfv3jg5OeVamkvubuLEiQwbNowOHTpw4MABDAZDjuJkWbKuva+vLykpKbz66qtcvHiRyMhIjEajfTkuERERkXtRwBYRyUORkZGcO3fO/vu9elbT0tLsATAxMREPDw88PT3/lTYWZK+++ionT54kMDCQatWqMWjQIBISEu5a8Tvr2vv5+fHdd9+RkJDAl19+ibOzswqaiYiIyF+ipwURkTzy/fff8+GHH/LSSy/RuXNnHnnkkbvuFxsbS1hYGA4ODpQtW5aoqCiMRuNd17yW35w6dYqkpCQWLVpEyZIliYuL4/Tp08THx3P79m1KlChhn2udfQ3rli1bEhsby+jRo+2V2hWuRURE5K9QD7aISB5p1KgRgwcPZt++faxZs4YLFy7cdb9SpUrh7u7OuXPn2L59O0WLFmXNmjU4Ojraq13L3V25coXz588DcPHiRU6cOEFISAjNmjXjrbfeYt++fcBvc9iXL19O8eLFCQ4OVrgWERGRv01PDSIieSCr4FaHDh2Ij49n9+7dWK1WevToga+vr32/rIJcI0eOxGw2Y7Va7b2uCn9/rGjRonTu3Blvb29MJhO7du2iS5cudOzYkQsXLrBx40Y2bNhAuXLlKFWqFNu2bWPbtm10797dHrh1fUVEROTvMNiyJvWJiMi/bv78+Zw5c4ZDhw5x48YNunXrRufOnfH397fvc7eq139WCfth9d///pekpCQaNGhA8eLFsVgs9hcSV65coXjx4ri4uACwb98+3njjDebOnUvdunVJTU3F3d0dBweHHEPGRURERP4qBWwRkTyybds2xo0bx8KFC/Hz82PXrl18/fXX1K5dm44dO+Ln55fXTSxQevfuTVxcHCkpKRQrVowaNWrQs2dPKleufM/e/ldeeYXWrVvTs2dP+2d6eSEiIiL/K72eFxHJI1evXuWxxx6jYcOG+Pj40K1bNzp27MjevXtZvXo1v/76a143scBYv349cXFxLFu2jG+//Zb+/fuTnp5OcHAwR48excnJCavVSnx8PImJiQCkpqZis9koVqxYjnMpXIuIiMj/SpPLRET+BVm9otl7R728vDh9+jTnz5+nXLlyALRq1YozZ86wYsUK0tPTGThwYI452XJ3ZrMZHx8fSpQoAUCLFi3w8/Nj5cqVjB07lpkzZ1KtWjXCw8M5evQovr6+xMfHYzabefHFF/O49SIiIvKgUA+2iMg/zGq12kN1amoqJpOJjIwMGjduTIUKFVi9ejUXL1607x8QEEDp0qUpVqwYPj4+edXsAsXb25uDBw9y+fJl+2c1a9akT58+1KhRgxkzZpCYmMiTTz7J448/jsVioXbt2mzcuBEnJydVYxcREZH7QnOwRUT+Qdl7rBcvXsy+fftIT0/H29ubiRMnsn//flatWkX58uVp3rw5ZcqUYfr06VSsWJExY8bg4OCgOcF/QUZGBsHBwZjNZiZMmEDp0qXt2/bt28cnn3zCM888Q/fu3XMdq2rsIiIicr+oB1tE5B+UFYwXLFjA0qVLadeuHcOGDSMmJoYePXrQqlUrevbsya1btxg0aBBjxowhISGBUaNG2atZK1z/ORcXF1q2bInJZCI0NJS4uDj7toYNG1KpUiU2btzI3d4pK1yLiIjI/aKnChGR++zKlSuUKVMGgMzMTCwWCz/99BNvvPEGLVq0YNeuXcTHxxMSEsKRI0cICgqiefPmREdH4+rqio+PDw4ODupZ/QPZe/Wzfm7atCnXr19n+/btzJs3j0GDBvHII48AULduXU6cOEFGRgaurq552XQRERF5gKkHW0TkPjKbzWzfvp2oqCgA0tPTcXV1JTExkZo1a/Ljjz8yevRoRo0aRdu2bVm/fj3z58/HbDZTsWJFypQpY++5VrjO7fz580DOSt8GgwGr1QpA586dadGiBYmJiYwYMYLvvvvOPgzfzc1N4VpERET+UXp6ExG5j1JSUti9ezeHDx9m/fr1ODg4MHv2bAICAhg8eDAJCQm8/fbbtGnTBoCbN29isVhyhWkHB73//L0VK1YQFRXF8OHDqVatGvBb73XWSwkHBwdeeeUVKlWqxJYtW3jzzTfx9fXF3d2d0NDQHMeIiIiI3G8K2CIi91HRokWZMWMG3bt359KlS0ycOBGA3r17c/nyZQoXLkyrVq2AO0EvOTkZf3//vGxygeHr68vu3bvx8vKiW7du1KxZM8fSZ9lDdq1atahVqxZ9+/bFw8ODQoUKadi9iIiI/OP0lCEich9khTyLxYLJZKJs2bIUK1aM/fv3U65cOYKCgujbty9Llizh2WefpXbt2ly+fJmMjAxef/31vG5+geDq6oqrqyv79+8nNTWVwYMHU7169VwhG7AXM8u+hriG3YuIiMg/Tct0iYj8H2X1msKdda49PT0BuHjxIpMnT8bFxYVevXoRGBjI9evXWb9+PTdv3qRw4cL079/fvg6zo6NjXn6NfCsrPIeGhnLkyBEmT55M3759KV++PAMHDqR69eq5jpkyZQpPP/00Tz/9dB60WERERB5WmuQnIvJ/kD1cL1q0iMGDB9OuXTv279+Pn58fISEhmEwmIiIi+P777ylevDh9+vQhODiYwYMHK1z/BVnzpatXr065cuUoUaIEc+fOJSYmhtDQUI4fP55j/+TkZOLi4mjUqFFeNFdEREQeYurBFhG5D2bOnMm6devo2rUr165dY8eOHXz88cc88cQTnD17lmnTppGZmcnly5epW7cuH3zwgYpt/YEPP/yQ9PR00tPTCQkJwdXVlRs3buDu7o7RaATuVBQfNmzYH/Zk6+WFiIiI/JsUsEVE/o8OHjzI2LFj+fDDDwkICOCHH36gT58+uLm5MXfuXBo3bsy5c+fYvn07cXFxjBs3Dmdn57xudr7Vs2dPUlNTqV69OseOHcPV1ZUVK1bY50/bbDZ75fWskF2hQgX69u1L7dq187j1IiIi8jBTtRcRkb/p9z3PZrMZFxcXvL29OX36NJ988gnTpk0jJiaGkSNH8tFHH9GwYUMGDRqU4xgV3Mpt586d3Lx5kzVr1uDi4sKePXsIDQ3l9u3buLq64uTkhMFgwMnJCbPZTLly5fjoo4/o0qUL5cqVU8AWERGRPKU52CIif1NWuF68eDH79u3D29ubOnXqYLVa2bFjB5UrVyYoKIgXX3yR9PR0+vbtS2RkZI5zKFzfndVqJT09nevXr2MwGMjMzOTnn3+mf//+NGvWjJUrVxIbGwtgn7/u7+/Pxo0bGT58eB63XkRERB52esITEfkfmM1mTp8+zYkTJ5g7dy6vv/467u7ufPPNN3Tt2pVSpUqRlJREq1atqF+/Pm3atMnrJhcIXl5e1KtXD6PRSGpqKuvWraN169Y0btyYo0ePsmbNGkwmEz179sRgMODo6IjVaqV06dKA5lyLiIhI3lLAFhH5C7KCW9bwcCcnJ5599lmWLFnCuXPnqFChAmfOnCEhIYFSpUpx7do15s6di6OjIx07dsxxDrm3Bg0aUKxYMUqWLAnAkCFDqFatGkajkebNm1O0aFE+/fRT2rVrR5EiRQDsVdwBXV8RERHJUxoiLiLyB3bv3k1aWpo9uN24ccO+rUWLFnh4eDBjxgwAKlWqxHPPPceAAQPo06ePPWTDnXnbCn9/LKvmZsWKFe2f1alTB6PRiNVqBaB37944OTnlWppLREREJD9QwBYRuYcVK1awZs0a3NzcgDsFuJ544gk+/fRTDh48CMDYsWNJT09nz549ALz11luEh4czefJkPvvsM5ydnTGbzVqO6y4iIyM5d+6c/fd7XaO0tDR7+E5MTMTDwwNPT89/pY0iIiIif4eW6RIR+QMmkwmj0cipU6dwcXHhhx9+YOvWrWRkZPDUU0/x8ssv8/7771OzZk2GDh2a63gNC7+777//ngkTJvDSSy/RuXNnHnnkkbvuFxsbS1hYGA4ODpQtW5aoqCji4+NZt26drquIiIjkO+rBFhH5ndOnT7N161YAjEYjBw8epFu3bvz444907dqVWbNm0b9/f7Zs2UJYWBhms5nFixdz6NChXOdSCLy7Ro0aMXjwYPbt28eaNWu4cOHCXfcrVaoU7u7u9nXEixYtypo1a3B0dMRisfzLrRYRERH5YypyJiLyO+np6SxduhSz2UxiYiLdu3enffv2hIWFYTAYaN68Oc2aNePJJ58kMjISR0dHTCYTP/30E3Xq1Mnr5ud7WaMCOnToQHx8PLt378ZqtdKjRw98fX3t+2UVlBs5ciRmsxmr1YrRaAS0jriIiIjkT3o6ERH5ndKlS9O0aVM++OADrl+/Tps2bRg3bhxWq5XQ0FAMBgPPPfccXl5edO3aFQcHBwIDA2nWrFleN71AyArJ8+fP58yZM1y7do2VK1cC0LlzZ/z9/YE7c7KzV23PYrPZFK5FREQkX9IQcRGR/y+rJIWPjw/Fixfnxo0bVKhQga+//hqA8ePH88wzzxAaGso333xDSkqKfYmoFi1a4OjoiNlszrP2FyTbtm3j008/pVu3bqxdu5bg4GCOHTvG+vXruXjxon2/uxU+U8E4ERERya/UBSAiAlit1hzrKVetWpWvv/6azZs389lnn5GRkUGfPn0YP348BoOBTz75hFu3btGuXTvc3d3tx6ln9a+5evUqjz32GA0bNgSgW7duFC5cmGXLlmGxWHINFxcREREpCPQkKCIPPZvNZg/XoaGhHD58mNjYWMaMGUP79u0xmUx88cUXGAwGevfuTUhICGazmf3799OtW7c8bn3+lzXMO+vfAF5eXpw+fZrz589Trlw5AFq1asWZM2dYsWIF6enpDBw4UCFbREREChQFbBF56GWFvoULF7JixQoGDBgAQHx8PIGBgXTq1AmDwcCWLVtISkqyh7+SJUvmCo6SU/aRAampqbi4uGCz2WjcuDEbN25k9erVdOvWDT8/PwACAgIoXbo0xYoVw8fHJy+bLiIiIvK3KWCLiAA3b97kwIEDBAcH07p16xzbUlNT6d69O46Ojnz99ddkZGQQHByscP0nso8MWLx4Mfv27SM9PR1vb28mTpxI+/btWbVqFTdv3qR58+aUKVOGyMhInnnmGYYOHarrKyIiIgWOAraICODi4kJsbCxXrlyxf5aZmWmfZ/3RRx8xbNgwunXrhpeXFw4ODlgsFq1z/QeygvGCBQtYvnw5EydOpGjRokyZMoUePXqwfft2nJyc2L59O4MGDSIgIACAjz/+GAcHh1zz4kVERETyOwVsEXno3C24OTg4ULVqVaKjo4mLi6NkyZI4Ozvj7OxMw4YNOX/+PADe3t72cyhc53blyhXKlCkD3HlBYbFY+Omnn3jjjTdo0aIFu3btIj4+npCQEI4cOUJQUBDNmzcnOjoaV1dXfHx8cHBw0DrXIiIiUiCpa0BEHirZw/XatWsZN24cq1atIjU1lYEDB7Jnzx4WLFjA5cuX7fvfvHkzV9hTz2puZrOZ7du3ExUVBUB6ejqurq4kJiZSs2ZNfvzxR0aPHs2oUaNo27Yt69evZ/78+ZjNZipWrEiZMmXsPdcK1yIiIlIQ6QlGRB4qWcH4/fffZ8OGDdSuXZuwsDBOnDjB2LFjWbZsGUOGDOHSpUsYDAZMJhO3b9+mc+fOedzy/C8lJYXdu3dz+PBh1q9fj4ODA7NnzyYgIIDBgweTkJDA22+/TZs2bYA7894tFoteXoiIiMgDQ08xIvLQ2b59O19++SVhYWGEhYXx8ssv8/nnnzNjxgx8fX2JiIjg+eefx9/fn8DAQDZt2oSTkxMWiyWvm56vFS1alBkzZnD8+HG+/vpr6tatC0Dv3r0pU6YM5cuXp1WrVsCdAmjJyckUL148L5ssIiIicl+pB1tEHjoxMTFUr16d2rVrc/ToUaKiomjTpg2HDh1ixowZvPbaa7l6rFXQ7N6yKn1bLBZMJhNly5alWLFi7N+/n3LlyhEUFETfvn1ZsmQJzz77LLVr1+by5ctkZGTw+uuv53XzRURERO4bBWwReaBlhb/syz2VKFECo9HI1atXiYyMJDAwkNGjR7N48WJmz55NdHQ0w4YN46mnnrKfR+H67rLPab916xaPPPIIn376KRcvXmTy5MlERETg6OhIkyZNqFmzJuvXr+fmzZtUrVqV/v3720cG6PqKiIjIg0ABW0QeWNnDX1JSEi4uLgC0a9eOxx57DJPJxNGjRxk1ahRwZ4hzrVq1aN68OY0aNcqzdhcU2a/vokWLiIqKIi0tjbFjx9KgQQNCQkJ47733iIiIwGq10qhRI/r06YOrq6v9HArXIiIi8iDRHGwReSDZbDZ7+FuwYAEjRoyge/fuDB48mB9//JHy5ctz+fJlrl+/TokSJQDYtWsXDRs2pFevXjg6OmrO9Z/Iur4zZ85kyZIlPP7441SqVIlBgwbxww8/8OijjzJu3DjS09NZuHAhTZo0YcKECcCd/z+gkQEiIiLyYDHYsp5yREQeENnXUF68eDFLlixh2rRpFC9enBkzZnDq1Cl27txJcnIy48aNIyMjg4yMDAwGA5GRkTg5OeUYUi73dvDgQcaOHcuHH35IQEAAP/zwA3369MHNzY25c+fSuHFjzp07x/bt24mLi2PcuHE4OzvndbNFRERE/hHqwRaRB8b06dMBcHJyIjMzE6vVypEjRxg2bBjPPfcc169f58yZM0ycOJGzZ89SqFAhxo4dS7t27WjZsqU9XFssFoXre/j9O1mz2YyLiwve3t6cPn2aTz75hGnTptG9e3dGjhzJ999/j7+/P4MGDWLSpEk4OztjNpvzqPUiIiIi/ywFbBF5IMTGxrJ161batWsHgLOzM+np6cTFxVGxYkUOHTrEG2+8wYgRI2jTpg3btm3jgw8+oHbt2vah4yq49eeyXjwsXryYffv24e3tTZ06dbBarezYsYPKlSsTFBTEiy++SHp6On379iUyMjLHOX6/7rWIiIjIg0IBW0QeCCVKlGDZsmVYrVZat24NgKenJ3Xr1mXUqFF0796dyZMn07VrV+BOxeu0tLRc51G4/nNms5nTp0+zevVqHn30UV5//XUKFy7MN998Q8WKFSlVqhROTk60atWKd955hzZt2uR1k0VERET+FQrYIlLgWSwWHBwcqFixIiEhISQmJtKjRw8A+vXrR82aNfH397cvu2U2m7l69SqlS5fOy2YXGFnF3rKGhzs5OfHss89y8eJFzp07R/Hixbly5QoJCQmUKlWKa9euMXfuXNLT0+nYsaMKxomIiMhDQ0XOROSBMWPGDA4ePEhqaipnz56lRo0abNiwgWPHjjFv3jwOHz5MzZo1SUhIwGw2q6DZn9i9ezf169fHw8MDuLPUWdGiRe3be/TogYeHB4sWLQLg7bffZvXq1ZQvXx4XFxfWr1+Ps7Ozrq+IiIg8NBSwReSB8O233zJ+/Hg++eQTihUrRlxcHJMnT8ZgMPDZZ59hsVhYt24dCQkJFCpUiG7duuHk5JSj4rj8ZsWKFURFRbFgwQIcHBzYuXMnQ4cOJTg4mNq1a/P4449z/Phx3n//fV599VUaN24MwN69ezEYDNSrVw9HR0ddXxEREXmoKGCLyANh27ZtfPTRR0RERFCkSBEAEhIS6NevHy4uLqxZsybXMSpo9sdMJhNGo5FTp07h4uLCDz/8wNatW8nIyOCpp57i5Zdf5v3336dmzZoMHTo01/G6viIiIvKw0RxsEXkgWCwWbty4QWZmJnBnnnWxYsXo3bs3hw4d4vnnn891jMJfbqdPn2br1q0AGI1GDh48SLdu3fjxxx/p2rUrs2bNon///mzZsoWwsDDMZjOLFy/m0KFDuc6l6ysiIiIPGwVsEXkgNG/enNKlSzNkyBCsVqt9WLKPjw9Nmzalfv36KrT1F6Snp7N06VIiIyNZunQpNWrUoH379oSFhbFhwwaKFClCs2bN2LJlC9WqVcPX1xeTycRPP/2U100XERERyXMaIi4iBZ7VasXBwYGYmBiGDBmCs7Mzw4cPx83NjaVLl+Ll5cUHH3wAaNjyn7l69SqbNm1i1apVXL9+ne+//x5vb2+mTp3K7t27GTRoEM899xxeXl726/7FF1/QrFkzXVcRERF56Clgi8gDJSEhgYkTJ3L+/HkcHR0pVqwYn3zyiapZ/4ns12bdunW88847+Pn50b17d/va4VOnTmXPnj0MHDiQF154gUKFCuU4hwqaiYiIyMNOAVtEHkhxcXE4Ojri7e2NwWBQ+PsDWT3RWY4ePUrRokXZvHkzu3btomXLlvTp0weAadOm8d1339G9e3fatWuHu7t7XjVbREREJN/R06aIPFCywmLJkiVzfKZwfXc2m80erkNDQzl8+DCxsbGMGTOG9u3bYzKZ+OKLLzAYDPTu3ZuQkBDMZjP79++nW7duedx6ERERkfxFT5wikm/9vmf1r2z7q5/JHVnDwhcuXMiKFSsYMGAAAPHx8QQGBtKpUycMBgNbtmwhKSmJ9PR0Bg4cSMmSJTEYDBp2LyIiIpKNAraI5EvZA/S2bdu4cuUKLi4uVKpUiQYNGig030c3b97kwIEDBAcH07p16xzbUlNT6d69O46Ojnz99ddkZGQQHByscC0iIiJyF3pCFZF8J/uw5ZkzZ/Luu+9y/PhxoqKiGDt2LJ9++mmu/RMSEvKiqQ8EFxcXYmNjuXLliv2zzMxMbt68Sbt27Th27BjDhg1jxYoVbN++HScnJywWi8K1iIiIyO8oYItIvhEdHQ38Nmz5yJEjfPXVV8ydO5dZs2bRtGlTEhISKF++PFevXrUfN3fuXDp16kRsbCxwJ3DL3Vmt1lyfOTg4ULVqVaKjo4mLiwPA2dmZwoUL07BhQ86fPw+At7c3Dg4OWK1WLcklIiIichcK2CKSLyxfvpwhQ4Zw4MAB+2c3b97E09OTevXqsXPnTqZMmcL48eOpXLkyCxcutAfyLl260LdvX+bOnQugntV7yD7sfu3atYwbN45Vq1aRmprKwIED2bNnDwsWLODy5cv2/W/evJmrQJyG54uIiIjcneZgi0i+ULlyZWrXrs28efMYNmwYDRs2pEKFCjg7OzNnzhwiIiIIDg6mY8eOnD17ls8//5xnn32WihUrUrp0aTp06ICbm1tef418LSsYv//++2zYsIHatWsTFhbGiRMnGDt2LMuWLWPIkCFcunQJg8GAyWTi9u3bdO7cOY9bLiIiIlIwqBtCRPKFwMBAevXqRYUKFZg3bx6HDh3C19eXihUrsnz5ctq3b0+nTp0AKF68OOXLl7evwWyz2XB2dqZt27b23+Xutm/fzpdffklYWBhhYWG8/PLLfP7558yYMQNfX18iIiJ4/vnn8ff3JzAwkE2bNtnnXIuIiIjIH1MPtojkqeyVqI8dO0ZycjIHDx7kvffe4+2332bkyJFcv36dmJgYFi9eTKVKlVixYgUAdevWBXIPCdcQ8XuLiYmhevXq1K5dm6NHjxIVFUWbNm04dOgQM2bM4LXXXsvVY22xWDTnWkREROQvUA+2iOSprDC8YMECPvzwQ5566ikGDRqEl5cX77zzDsnJybzzzjtUqVKFFStWEBoaitFoZO3atTg6Oqpn9Q9k9eRn79EvUaIERqORq1evEhkZSWBgIG+//TYtWrRg06ZNjB49mv/85z85zqNwLSIiIvLXGGwaSykiecxqtTJ06FDq1KnDgAEDADh+/DibNm3i+PHjvPXWWwQEBJCWlobZbKZw4cIYDAbMZnOuAlxyR/aCZomJibi4uADg4eFBTEwMDg4OjBkzhlGjRhEYGMj69etZv349zZs3p0ePHgrVIiIiIv8DPZmKSJ6yWCxkZmby66+/UqlSJfvn1atXB+DgwYNMnjyZYcOGERQUZN9us9kUru8h+zriCxYsYO/evaSkpFCoUCGGDx9OvXr1iIqK4vr165QoUQKAXbt20bBhQ3r16oXBYNCwcBEREZH/gYaIi8i/6vfrMDs6OuLq6krr1q3ZuHEjBw8etG+rXr06vr6+JCQksHPnzhzHaZ713ZnNZvu1Wbx4McuWLaNXr15MnjwZi8XCwIEDSUpKokyZMpQqVYoxY8bQokULLl26xOuvv47BYMBmsylci4iIiPwPFLBF5F+Tfdjy+vXrmTVrFm+++Sb79u2jbt26PPPMM8yYMcMesm/dukVmZibdu3dn0qRJedn0fG/69OkAODk5kZmZidVq5ciRIwwbNoznnnuO69evc+bMGSZOnMjZs2cpVKgQY8eOpV27drRs2ZLIyEh7tXC9vBARERH532gOtoj862bNmsWGDRsICgoiKSmJU6dO0bVrV3x8fDhy5AgbN26kWrVqpKWl4eDgwGeffYaTk1OOgC6/iY2N5ZVXXqFkyZJs3LgRgNTUVPr27cvIkSNxc3OjT58+jBkzhq5duzJlyhTS0tJ47733cpxHw8JFRERE/m80gVFE/lFZy3BlheOTJ0+ye/duQkNDqVWrFgBr165l7dq1vPjii7z++us0btyYS5cu4ebmRtu2be09qwp/d1eiRAmWLVvG6NGjad26NZs3b8bT05O6desyatQoUlJSmDp1Kq1btwbujAxIS0vLdR5dXxEREZH/G3UFicg/xmQycePGDQB7z3NmZiZpaWm4u7vb9+vUqRNt27Zl8eLFJCcn06RJE3r27EmHDh0Urv+ExWLBwcGBihUrEhISQmJiIj169ACgX79+1KxZE39/f5566ingzhztq1evUrp06bxstoiIiMgDST3YIvKPmDZtGmfPniUmJobChQszb948ypUrR0ZGBmlpady6dQu4E8KNRiOdO3dm8eLFnDhxgnLlyuU4l8L1vWVdm6y560WKFOHAgQO0b9+eDRs2MHz4cObNm0ezZs2oWbMmCQkJmM1mFi9eDPw2wkBERERE/u8UsEXkvuvduze3bt2ibdu2FCtWjCNHjuDm5gZA/fr1adiwIcOGDWP9+vX2ZaISExMpUqQIxYoVy8umF0jffvstkZGRfPLJJxQrVoy4uDgmT57MK6+8wmeffcaiRYtYt24dCQkJFCpUiG7duuHk5KR1xEVERETuMxU5E5H7KiwsjG+++YaPP/4Yb2/vHNuyhnrHxcUxadIkfv75Z15//XWcnZ3ZsWMHCQkJrFu3Tj3Wf9O2bdv46KOPiIiIoEiRIgAkJCTQr18/XFxcWLNmTa5jNOxeRERE5P7THGwRua+io6OpU6cOXl5e/P79XVagu3LlCrNnz6Zt27ZERkaybt06XF1dWbNmDY6OjlgslrxoeoFlsVi4ceMGmZmZwJ151sWKFaN3794cOnSI559/PtcxCtciIiIi95/GBorIfWGxWLBYLBw9epQOHTrg4OCQK2AD7Ny5k4ULFzJjxgzGjh3LjRs3MBqNuLm5YTAYNGz5f9C8eXM+/fRThgwZwurVq+3Xz8fHh6ZNm1K4cGH1WIuIiIj8C9SDLSL3haOjI0ajkZo1a/Ldd99x48aNuxbPatq0KUlJSWzbtg2AwoUL4+7ujsFgwGazKVz/TVarFbhT5CwlJYW2bdvyzTff8P3337N48WJcXV2ZNm2aRgaIiIiI/AsUsEXkvqpRowZnzpzhxx9/tIe/7EwmE4UKFcLFxQX4bfkuQNWs/wdZ1698+fKsWLGCMmXKMGvWLN577z3MZjPvvfcecKdauHqwRURERP5Z6ioSkfuqW7dufPfdd7zzzjsULlyYOnXqYDQa7dtTUlJwc3PD19c3D1v5YCpWrBgLFiwgLi4OR0dHvL29NexeRERE5F+kHmwR+Z+cPHky1xzrrCHI8+fPp1y5cgwfPpx169Zx7do1AC5dukRISAhWq5UXXnjhX2/zgy5rxEDJkiUpVqwYBoMBq9WqcC0iIiLyL9EyXSLyt0VERDBlyhTCwsIICgrKMbTbZrPZf58wYQKHDx8mNjYWLy8vPD098fDwYOnSpTg7O6vw1h+wWq05hs//1W0iIiIikncUsEXkfxISEsLOnTuZNWsWjRo1yhGUswfn06dPc/78eZKTkylbtiyBgYE4ODho2PIfyB6gt23bxpUrV3BxcaFSpUo0aNAgj1snIiIiIveigC0if4vJZLLPqR49ejT79+9n+vTpPPHEEzl6VdUD+7/JPgJg5syZbN68mYYNG3Lr1i1OnTpFjx496NOnT479ExMTKVasWF41WURERET+Pz3hisjfkhWuw8PDKV++PPHx8YSEhBAVFZWjavgfBWiF69yio6OB3yqpHzlyhK+++oq5c+cya9YsmjZtSkJCAuXLl+fq1av24+bOnUunTp2IjY0FuOva4yIiIiLy79BTroj8KbPZDPwW3lauXMm8efMICAhg3rx5NGjQgHHjxvH999/fdWku+WPLly9nyJAhHDhwwP7ZzZs38fT0pF69euzcuZMpU6Ywfvx4KleuzMKFC+2BvEuXLvTt25e5c+cCWupMREREJC8pYIvIH5o7dy6rVq3CZDLZq1IfO3aM9u3b07RpU1588UVmzpxJs2bNCA4OJioqyl5NXP6aypUrU7t2bebNm8e+ffsAqFChAs7OzsyZM4fg4GCCg4Pp2LEj6enpfP7551y6dAmA0qVL06FDB83NFhEREckHFLBF5J7MZjPR0dHs2LGDzZs3k5GRgYODA25ubly+fJlbt27Z950wYQJVqlRhypQp7NmzRyH7bwgMDKRXr15UqFCBefPmcejQIXx9falYsSLLly+nffv2dOrUCYDixYtTvnx53N3dgTujCpydnWnbtq39dxERERHJGwrYInJPTk5OzJo1Cz8/PzZv3syWLVswm83Uq1eP6Oho9u/fT2Zmpn3/ihUrEhcXxxdffKHlt/6C7GH42LFjJCcnc/DgQd577z1OnTrFyJEjeeyxx4iJiWHx4sV8++23jBo1CoC6desCuYeEa4i4iIiISN5RFXERycVsNpOUlARAiRIlMJlMTJs2jVOnTtG5c2fatGnDhAkT+Pbbbxk/fjzVq1enVKlSjBw5klatWtGsWTMVMvsbFixYwKpVqxgxYgSXL1/m5MmTpKSkMGnSJDw9PVm7di2RkZGUKVMGLy8v5s+fr3XERURERPIhBWwRyWHatGlcvHiRn3/+GU9PT4KCgmjfvj01atRg6tSpHD16lJ49e9KyZUumTJnCgQMHuHbtGmXKlCEtLY0vvvgCJycnLcX1F1mtVoYOHUqdOnUYMGAAAMePH2fTpk0cP36ct956i4CAANLS0jCbzRQuXBiDwaB1xEVERETyIT2diYhdz549MZlMdOzYkTZt2pCSkkJYWBjHjh2jQ4cOTJgwgXfffZfly5djs9mYMGEC586dIyYmBmdnZ4KCgnB0dFTP6l9ksVjIzMzk119/pVKlSvbPq1evDsDBgweZPHkyw4YNIygoyL7dZrMpXIuIiIjkQ3pCExEA5syZQ1paGuHh4RQqVMj+eWBgIIsWLSIiIoLChQszfvx4Jk+ezOrVqzGbzTRv3pwKFSrY91e4vrff9+o7Ojri6OhI69atWbp0KY0bN+bxxx8H7oRsX19fTp8+zc6dO3MEbM2zFhEREcmfNH5TRACIiYmhWbNmFCpUyF4B3Gq18sgjjzBkyBB8fHyIiIggMzOTCRMmUKFCBcLCwoiKispxHoXru8sertevX8+sWbN488032bdvH3Xr1uWZZ55hxowZHDx4EIBbt26RmZlJ9+7dmTRpUl42XURERET+Is3BFhHS09Pp1KkTPXr0oGPHjjl6oW02GwaDgTNnztC2bVveeecd2rVrR0ZGBsuWLePVV19VqP4bZs2axYYNGwgKCiIpKYlTp07RtWtXfHx8OHLkCBs3bqRatWqkpaXh4ODAZ599pjntIiIiIgWEhoiLPMTOnj3Lo48+iqOjI87Ozvzyyy/AnV7orGBtMBjIzMykUqVKBAUFceXKFaxWKy4uLvaiXBoWfndZ1zArHJ88eZLdu3cTGhpKrVq1AFi7di1r167lxRdf5PXXX6dx48ZcunQJNzc32rZti5OTk66viIiISAGh7hCRh9ShQ4eYPHkyqampuLi40KlTJ7Zv386ePXuAO/N8swa4ODs7A5CcnIzFYsnVk6rwl5vJZOLGjRsA9uuVmZlJWloa7u7u9v06depE27ZtWbx4McnJyTRp0oSePXvSoUMHhWsRERGRAkYBW+Qh5efnR8mSJe3hrVatWlSqVImVK1eyf//+XPsnJibi5uZGjRo1/u2mFjjTpk1j0KBBtGvXjtatW3P+/HkAMjIySEtL49atW8CdEA7QuXNn3N3dOXHiRK5zKVyLiIiIFBwK2CIPKW9vb1JTU5k8eTIAVatWpUuXLty4cYMZM2awZcsWDAYDt27d4tdff2XChAmkp6fTpEmTvG14Pte7d28OHz7MCy+8QEhICE8//TRubm4A1K9fn4YNGzJs2DDi4+MxGo3AnZcXRYoUoVixYnnZdBERERH5P1KRM5GHUNbc4L179xIeHk7//v2pW7cuAFFRUWzZsoUvv/ySRx99lKSkJPz9/bFarSxduhRnZ2cNW76HsLAwvvnmGz7++GO8vb1zbMu6ZnFxcUyaNImff/6Z119/HWdnZ3bs2EFCQgLr1q3TdRUREREpwFTkTOQhlLWOcsWKFUlLS2Pjxo1Ur14dV1dXgoKCqFOnDn369OHUqVPcvn2bKlWqUKtWLRwdHTGbzTg56U/H3URHR1OnTh28vLzsLzGyZAXnK1euMHv2bD788EMiIyOx2Wz4+PiwZs0aHB0d9fJCREREpABTD7bIQ+7kyZN06NCBPn36MHr06D/cV0tF3Z3FYsFisdCuXTs6dOhAr169cgVsgJ07d7Jw4UJmzJhBxYoVuXHjBkajETc3NwwGg15eiIiIiBRwelIWechVrVqVjz/+mPDwcKZOnUpiYqJ9m9lszrGvwvXdOTo6YjQaqVmzJt999x03btzIFa4BmjZtSlJSEtu2bQOgcOHCuLu72yu2K1yLiIiIFGx6WhYRGjduTFhYGJGRkUydOpWvvvoKwB74NNDlr6lRowZnzpzhxx9/xGq15tpuMpkoVKgQLi4uQM4XFncL5CIiIiJSsChgiwgADRs2ZM2aNRiNRtauXUuvXr04evQo586dU/j7i7p160bVqlV55513+PHHH+3LcGVJSUnBzc0NX1/fPGqhiIiIiPyTNAdbRHLIWqd5wYIFODg4cPz4cZYuXYqrq6uC9v938uRJAgICclyPrOJkJpOJfv368csvvzB06FCaNm1K6dKluXTpElOmTCEpKYnVq1erkJmIiIjIA0gBW0T+UFpaGh4eHnndjHwjIiKCKVOmEBYWRlBQUI6Qnb2w2YQJEzh8+DCxsbF4eXnh6emJh4eHljoTEREReYApYItILtmD4t2qYT/sQkJC2LlzJ7NmzaJRo0Y5gnL24Hz69GnOnz9PcnIyZcuWJTAwEAcHB1ULFxEREXlAKWCLiPxFJpMJo9EIwOjRo9m/fz/Tp0/niSeeyFGw7I+WM9NSZyIiIiIPLj3liYj8RVnhOjw8nPLlyxMfH09ISAhRUVE5qob/UYBWuBYRERF5cOlJT0TkD2StBZ412GflypXMmzePgIAA5s2bR4MGDRg3bhzff//9XZfmEhEREZGHhwK2iMg9zJ07l1WrVmEymTAYDFitVo4dO0b79u1p2rQpL774IjNnzqRZs2YEBwcTFRWFxWLJ62aLiIiISB5RwBYRuQuz2Ux0dDQ7duxg8+bNZGRk4ODggJubG5cvX+bWrVv2fSdMmECVKlWYMmUKe/bsUcgWEREReUgpYIuI3IWTkxOzZs3Cz8+PzZs3s2XLFsxmM/Xq1SM6Opr9+/eTmZlp379ixYrExcXxxRdfaPktERERkYeUAraISDZms5n4+Hji4+MxGo289dZbPProo3z22Wds3bqV5s2b06BBA0JCQtixYwcXLlzg9u3bXL58malTpzJz5sy8/goiIiIikke0TJeIyP83bdo0Ll68yM8//4ynpydBQUG0b9+eGjVqMHXqVI4ePUrPnj1p2bIlU6ZM4cCBA1y7do0yZcqQlpbGF198gZOTk5biEhEREXlIKWCLiAA9e/bEZDLRsWNH3N3dSUlJISwsDA8PDzp06EDnzp159913OXbsGD169KBVq1acO3eOmJgYnJ2dCQoKwtHREYvFoiHiIiIiIg8pp7xugIhIXpszZw5paWmEh4dTqFAh++eBgYEsWrSIiIgIChcuzPjx45k8eTKrV6/GbDbTvHlzKlSoYN9f4VpERETk4aYxjCLy0IuJiaFZs2YUKlTIXgHcarXyyCOPMGTIEHx8fIiIiCAzM5MJEyZQoUIFwsLCiIqKynEehWsRERGRh5sCtog81NLT04mJiaFIkSI5PndwcMBms+Hr60twcDBHjx7lyy+/xMXFhYkTJ9K6dWsaN26cR60WERERkfxIAVtEHkpnz54F7vQ6Ozs788svv9h/zypNYTAYyMzMpFKlSgQFBXHlyhWsVisuLi4MGDDAPudaRERERAQUsEXkIXTo0CEmT55MamoqLi4udOrUie3bt7Nnzx7gTrDOCtnOzs4AJCcnY7FYclUH17BwEREREcmigC0iDx0/Pz9KlixpD8e1atWiUqVKrFy5kv379+faPzExETc3N2rUqPFvN1VEREREChAFbBF56Hh7e5OamsrkyZMBqFq1Kl26dOHGjRvMmDGDLVu2YDAYuHXrFr/++isTJkwgPT2dJk2a5G3DRURERCRf0zrYIvJQsdlsGAwG9u7dS3h4OP3796du3boAREVFsWXLFr788kseffRRkpKS8Pf3x2q1snTpUpydnbUUl4iIiIjckwK2iDyU4uPjGTVqFH5+fkycOBFXV1cA0tLSuHTpEqdOneL27dtUqVKFWrVq4ejoiNlsxsnJKY9bLiIiIiL5lQK2iDy0Tp48SYcOHejTpw+jR4/+w32tVmuuAmciIiIiItnpaVFEHlpVq1bl448/Jjw8nKlTp5KYmGjfZjabc+yrcC0iIiIif0Y92CLy0Nu3bx9Dhw7l6aefpmnTprz00kv2bVlztkVERERE/owCtogIEB0dTVhYGFevXsVms/HGG2/g4eFBhQoV8rppIiIiIlJAKGCLiPx/aWlp3Lp1iwULFuDg4MDx48dZunQprq6u6sUWERERkT+lgC0icg9paWl4eHjkdTNEREREpIBQwBYRySb7nGvNvxYRERGRv0MBW0REREREROQ+0LozIiIiIiIiIveBAraIiIiIiIjIfaCALSIiIiIiInIfKGCLiIiIiIiI3AcK2CIiIiIiIiL3gQK2iIjIPyw5OZnp06fz7LPPUrt2bV566SXCw8OxWq1/6fgffviB6Ojof7iVIiIi8n+lgC0iIvIPSkpKokOHDhw7doypU6eydetWhg0bRmhoKFOnTv1L5+jduzfXr1//h1sqIiIi/1dOed0AERGRB9msWbMwGo0sWbIEFxcXAB555BFcXV157bXX6N69O+XLl8/jVoqIiMj9oB5sERGRf4jJZOKLL76gW7du9nCdpUmTJoSHh1OmTBnOnj3Lq6++ymOPPUbNmjXp2rWrfUj4s88+C0DPnj2ZP38+AD/++CPt2rWjVq1atGrVim3btuU4d3h4OE899RSPP/44U6ZMoUePHmzcuBGAjIwMZs6cSePGjalTpw6DBg3i6tWrAFy+fJkqVarw8ccfU79+fUJCQnj88cfZvn27/dyZmZk0bNiQH3744Z+5aCIiIgWYAraIiMg/5OLFi6Snp1OzZs1c2wwGA4GBgTg5OTFo0CDKlCnD5s2bWbNmDRaLhZkzZwKwYcMGAObPn0/fvn2Jj49n4MCBtGvXjs8//5x+/foxduxYfvzxRwC2bNnChx9+SEhICGvXruXy5cscOHDA/t9966232LFjB++//z5r1qzBbDbz2muv5ZgPfvDgQT777DMGDBhA06ZNcwT477//HicnJxo0aPCPXDMREZGCTEPERURE/iE3b94EoFChQvfc5/bt23Tu3JmuXbvi7u4OQNu2bQkLCwPA29sbgCJFiuDh4cEnn3xCo0aN6N69OwD+/v6cPHmSZcuWUa9ePVatWkWvXr146aWXAHj//fdp3LgxcKfY2ubNm/nkk08IDAwE4IMPPuCZZ54hKirKPlS9V69e+Pn5AdCiRQtGjhxJRkYGLi4ufP311zRr1gxHR8f7eq1EREQeBArYIiIi/xAvLy/gTrC9F3d3d7p06UJkZCTHjh3j3LlznDhxguLFi991/3PnzvHtt9/y2GOP2T/LzMy0h+PTp08zYMAA+7YiRYrYt50/fx6r1Urt2rVztLF8+fJER0fb9ytTpox9e1BQEEajkf/85z80btyYnTt3smjRor95JURERB4OCtgiIiL/ED8/PwoVKsTx48epVatWru2DBw+mY8eOzJgxg6JFi/Lss8/SsmVLzp07x9KlS+96TrPZTKtWrRg0aFCOz52c7tzSHR0dsdlsObZl/f77eeBZLBZLjiHi2fdzcnLixRdfZNu2bTg7O+Pp6cnjjz/+F769iIjIw0dzsEVERP4hTk5ONG/enJUrV2IymXJs27VrF7t27eLSpUvExcWxfPly+vXrR6NGjfj1119zheQs5cuX58KFC/j7+9v/+eabb/j8888BePTRRzl+/Lh9/9TUVC5cuADcqV7u5OTEoUOH7NuTkpK4cOHCH1Yyb9WqFd999x27du2iWbNmGAyG//WSiIiIPNAUsEVERP5Bw4YNIzU1lVdffZX9+/dz8eJF1q9fz9ixY+nZsyc1a9YkPT2dnTt3cvnyZdavX58rkLu7u3PmzBlSUlLo2rUrx44dY86cOZw/f57PP/+c2bNn4+vrC0CPHj1Yvnw527dvJzo6mpCQENLT0zEYDHh4eNChQwfeffdd9u3bx6lTpxgzZgylS5cmKCjont+hbt26uLm5sWnTJlq0aPGPXzMREZGCSkPERURE/kElSpRg9erVzJ8/nzfeeIMbN27g5+fH8OHD6dKlC46OjgwZMoS3336bjIwMqlSpwqRJkxg/fjyxsbGUKlWKHj16MGPGDC5evEhISAiLFi3igw8+YMmSJZQqVYqxY8fy8ssvA3eKkl24cIG33nqLjIwMOnXqRJkyZXB2dgYgODiY999/n+HDh2MymWjUqBHh4eEYjcZ7fgeDwUCzZs3YtWsXNWrU+Feum4iISEFksN1rDJqIiIgUOPv37+eRRx7Bx8cHuDNnOzAwkI8//piGDRv+z+cdPXo0/v7+DB8+/H41VURE5IGjHmwREZEHyM6dO/n55595++238fDwYPny5Xh6elKnTp3/6XyHDh3i+PHjfPPNN2zduvX+NlZEROQBoznYIiIiD5Dhw4dTvnx5+vTpQ+vWrTl37hxhYWH3rCD+Z/7zn//wwQcfMHLkSMqWLXufWysiIvJg0RBxERERERERkftAPdgiIiIiIiIi94ECtoiIiIiIiMh9oIAtIiIiIiIich8oYIuIiIiIiIjcBwrYIiIiIiIiIveBAraIiIiIiIjIfaCALSIiIiIiInIfKGCLiIiIiIiI3AcK2CIiIiIiIiL3wf8DSF4q6Ffg/9EAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "category_harm_dist = datix_df.groupby(['Category', 'Actual Harm']).size().unstack()\n",
    "\n",
    "category_harm_dist.plot(kind='bar', stacked=True, figsize=(10, 6), colormap='Set3')\n",
    "plt.title('Distribution of Actual Harm by Category')\n",
    "plt.xlabel('Category')\n",
    "plt.ylabel('Number of Incidents')\n",
    "plt.xticks(rotation=45)\n",
    "plt.legend(title='Actual Harm')\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "location_incidents = datix_df['Location (Exact)'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "location_incidents.plot(kind='bar', color='lightcoral')\n",
    "plt.title('Incidents by Location')\n",
    "plt.xlabel('Location (Exact)')\n",
    "plt.ylabel('Number of Incidents')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
 ],
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