billionaries-wizualizacja/Prezeentacja_wykresy.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c3968b76-b939-4c1c-9b84-29e51f8ae69f",
   "metadata": {},
   "source": [
    "# Statystyki miliarderów\n",
    "**Zbiór danych zawiera statystyki dotyczące miliarderów na świecie, zawarte są również ich dane osobowe, branże którymi się zajmują oraz firmy.**\n",
    "\n",
    "[Źródło](https://www.kaggle.com/datasets/nelgiriyewithana/billionaires-statistics-dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "cb8f7a05-40a5-46cf-8900-88da58e8690f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "import pandas as pd \n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5a5c0cd6-6606-4983-b945-eeed8b5afe24",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "222be866",
   "metadata": {},
   "source": [
    "# Analiza rozkładu majątków miliarderów w różnych krajach, branżach i regionach\n",
    "\n",
    "## Kraje"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ce7d046",
   "metadata": {},
   "source": [
    "**Wykres pokazuje kraje z największą liczbą miliarderów. Jak możemy zauważyc na samym szczycie znajdują się USA, Chiny i Indie**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "4a7a3ea1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Kli2Lnp4ep0+fZvPmzdm2rUKFCtk+DJR53zLnaf9bdr+PMj/rs2bNemGsjx8/zlV9mTHktAxY5v7Mzxg8+9n9/PPP2b17N927d2f37t00adIEMzMzvLy8CA4OJiwsjMTERBISEujXr98LYxUvJgmlEEWAkZER69evp1+/fgQHB9O6dWt27dqV4y/wnJ4AjY2NZf78+dSpU4fDhw9neUhl7dq1BRJvbGwsHTt2JCkpiT/++INatWoVSL05+fvvv9m4caPmKdXMf4gBMjIymDlzZq7rykz6du3ahZ6eHhkZGZqksU2bNqxdu5YzZ86we/duVCoVb7311kvrzEwWRo4c+cIlherWrZtl36ZNm3j//fcZPHgwqampOS6H0qlTJzp16kRiYiJHjx5l27ZtLFq0CG9vb06dOoWbm5um7IEDB/D19aVy5cps3boVMzOzLPUtWLCAn376iY4dO/L5559To0YNypQpg76+Pr///judOnV6abvzKvM/EHnp+cvLZy0uLo709PQsSWVMTAygndTpov2F5ZtvvuHJkyfs3btX0zubafr06WzevDnb83L6vZJ53+7cuZPt8cz7m905CQkJlC1bNreh5xhHZn3ZXQvQPOX9/Pe4cePGmJubs2vXLu7du8eZM2f4/PPPAe3fA5nreMrbdvJHEkohiggDAwN+/fVXjI2NWblyJS1btmT37t0vHdZ83vXr18nIyOA///lPlmQyMjJSM5SXH0+ePKFz585ERESwYsWKLP9gvQ5Xr14FoEuXLlrJJMCxY8d48uRJrutq1KgRZcuWZffu3RgYGGBiYsKbb74J/K838vfff+fQoUO4u7vnas3Jpk2bsn79etq1a0fXrl1zHQs8G+Lfv38/Xl5eDBs2jJSUFEaOHJljeTMzM9q0aUObNm2wtLTk888/Z/v27ZqE8vLly3Tr1g0jIyNCQkJy7NHZtWsX8KzX2sbGRutY5tI9Bc3MzIw6deoQFhbGqVOnXjrsndfPWlpaGocPH6ZFixZa+zOXeHr+erpof2G5evUqVlZW2d6vfw9N50b9+vU1577//vtaxxISEjh9+nSWc5o2bcqJEyc4cOBAgSTnmd+70NDQLMt7paWlceDAAa1Y4X9D4b///jurVq1CURTNz3jVqlVxdHRk9+7dPHnyBD09vVz951HkTNahFKIIyVxPctiwYVy+fFkzLyi3MpfAOHjwoNaQ8ePHjxk6dChpaWn5ii8jI4P33nuPY8eO8cUXX2itz/g6Zbbr32s/xsbGvjD5yo6+vj4tW7bk6tWr/Pbbb3h6emqGzl1cXHB2dmbevHkkJSXlusfC19cXCwsLPv300xy/X5lJcXbs7OzYt28fdevWZdSoUXz33Xdax/fv35/t9y6zxyhz+Zy4uDg6duzIw4cPWbduHXXq1MnxmpnDxv9eR/D06dMvHabMj//+978ADBs2TGsIGp59vjJ7ml71szZp0iSt4dz79+/zzTffAM++T5l01f7C4OzszP379zl79qzW/p9++ok//vgjz/V17doVS0tLfv311yzJtp+fX5bvIzx7o5Rarebjjz/m8uXLWY6npKRoksDc6NatG1ZWVqxdu1azzFemuXPncuPGDdq2bZtlGaLMn+Hp06djZmZG06ZNtY7t27ePQ4cOada3Fa9OeiiFKGJUKhWLFy/GxMSEuXPnanoqq1Wr9tJzbW1t6dOnD4GBgXh4ePCf//yHhIQEdu7cibGxMR4eHtn2JuTWunXr2LBhg2Z+Z3aLoXfr1u2Fa2i+ikaNGtG8eXM2bNhAs2bN8PT05M6dO2zfvv2VJtJ7eXmxbds2YmNjs8yR9PLy4qefftJ8nRvly5dn3bp1dO/enWrVqvH2229TtWpVVCoV0dHRnDhxgn/++SfLgxHPs7GxYe/evbRv357x48eTnJzMlClTgGdJ2O3bt2nevDnOzs4YGhpy4sQJ9uzZg5OTE3369AHg888/59q1a9SvX59Dhw5x6NChLNcZM2YMFhYWDB48mNWrV9OxY0d69uxJxYoVuXz5smYdxU2bNuWq7Xk1ZMgQDhw4wKpVq6hWrRpdu3bFxsaGqKgo9uzZw/vvv4+fn98rfdbs7Ox4+vQpderUoUuXLqSmprJu3Tqio6MZMWIELVu21JTVVfsLw5gxY/jjjz/w9PTEx8eHcuXK8ffff3Pw4EF69erFunXr8lSfubk5S5cupXfv3rRo0UJrHcqwsDBatmypmQucqWbNmvz888+8//771K5dmw4dOlC9enVSU1O5efMmBw4cwMbG5qULoz8fw88//8w777xDq1ateOedd3B0dOTEiRP8+eef2NraauYWPy/zZzg2NpYOHTqgVqu1jmUujp/bn3XxAjp8wlyIUo//XzIoJ5MnT1YAxdbWVgkLC9Oc06pVqxzPSUxMVCZPnqxUqVJFMTIyUipVqqSMGDFCiYuLy9NyJNnJXB7lRX/+vXRMdrJbeifTjRs3FEAZOHCg1v579+4pw4cPV5ycnBQjIyPF1dVVmTRpkpKYmJjt8jQ5LWWjKIpy9uxZTbzHjh3TOvbrr78qgGJgYKC1pEluYx85cqRStWpVxcjISDE1NVUApXPnzsrGjRu1yv57HcpMCQkJSrNmzRRA+eyzzxRFUZSgoCClT58+StWqVRUzMzOlTJkySu3atZXJkycrsbGxWep80Z/nr7dz506lRYsWSrly5RRzc3OladOmSnBwcJ6XksrLskGZVq9erbRs2VIpW7asYmRkpDg7OyvvvvuucuLECa06c/tZy7xWfHy8MmLECMXe3l4xNDRUatasqcybN0/JyMjIEsPrbr+ivPjnK6fPekEsG7R161alSZMmirm5uVKuXDmlXbt2yr59+17pe5Xpzz//VJo3b66YmJgoFhYWSpcuXZSLFy/m+FlWlGc/awMHDlQcHR0VQ0NDxdLSUqldu7bywQcfKLt3785VW5537NgxpVu3boq1tbWiVquVypUrKx9++GGOy/1kZGQo1tbWCqDMnDlT69jt27c1n6Xff//9hdcVL6dSlBwebxNClAo7duzg7bffZtq0aUyaNEnX4RSYxYsXM3z4cH799Vf69u2rkxhmzJjBr7/+yqlTp7J9+rio6t+/P1ZWVsybN0/XoehEaW+/EK9ChryFKOUy5zfl5eGf4qAotGvevHmMHz++WCWTR48eZfXq1dm+a7k0KO3tF+JVSUIpRCm1f/9+Nm7cyPLlyzEzM9O827q427p1K7///jvLly/HwcFBaxJ+YUtJSeHIkSP8/fffJCQkFIt5WpkPxezevRsnJyfs7e2pUqWKjqMqPKW9/UK8KnnKW4hSas+ePfz000+4ubmxc+fOLEunFFfr168nKCiIli1bsmvXLq1J+IXtu+++48iRIzRr1owVK1boLI68aN++Pd26dWP48OF07NgxT6sMlASlvf1CvCqZQymEEEIIIfJFeiiFEEIIIUS+SEIphBBCCCHyRRJKIYQQQgiRL5JQCiGEEEKIfJFlg0ShevDgQb7fJ11c2djYcPfuXV2HoTPS/tLdfpB7IO0v3e2H4nkPDAwMsLS0fGk5ecpbFKo5w+5w+0qqrsMQQgghSoxxq1/fgLNarc7VsnIy5C2EEEIIIfJFEsoXGDlyJCEhIa+lbh8fH44dO/Za6hZCCCGEKEwlbg6ln58fzs7ODBo0SGt/aGgoy5cvZ/ny5bmua/r06RgZGWm2fXx8GD9+PI0bNy6gaHP28OFDgoKCOHnyJAkJCZiZmeHs7EzPnj2pWbNmvuIZOXIkHTt2pFOnTq8jdCGEEEIUsvv379O7d2/N9pMnT7h58yZnzpzhq6++4ty5c6hUKtRqNZMmTaJFixYA9OrVi8jISMqUKQPAO++8wwcffJDn65e4hLIglS1bVmfX/u6770hLS2PkyJFUrFiRhIQEzp07x+PHj3UWkxBCCCGKJisrK3bu3KnZXrx4MX/99ReWlpb4+flRrlw5AMLCwujduzfnzp1DT+/ZQLWfnx8dOnTI1/VLbUIZEBBAYmIiNWvWZNu2baSlpdGsWTMGDRqEgcGz2/J8T97IkSMBmD17NvDsSa2AgAAAjh8/zrp164iMjMTS0pJWrVrRo0cP9PX1AYiOjmbx4sVcvXqVChUq4Ovr+8LYEhMTuXjxIn5+fri5uWmuV7VqVU2ZnOKJiYlh5cqVXLlyheTkZCpVqkTfvn1xd3cHnn1o7t69y4oVKzTvFg4ODgbg0qVL/Prrr1y7do2yZcvSqFEj3n33XYyNjQH4448/CAkJ4d69e5iamlKzZk3GjRuXn2+DEEIIIV6DtWvXMmnSJABNMgnPRkBfh1KbUAKcP38eS0tLvvjiC2JiYpg7dy7Ozs60bds2S9np06czZMgQRowYgYeHhyarv3jxIgsXLsTX15datWpx584dlixZAjzrNs7IyGD27NlYWFjw7bffkpSUpEnkcmJsbIyxsTHHjh2jWrVqqNXqXMeTnJxMvXr16NOnD2q1mn379uHv78+8efOwtrZm/PjxfPLJJ3h5eWm1MyYmhm+//ZY+ffowfPhwHj58yM8//8zPP//MiBEjuHbtGr/88gujRo2iRo0aPH78mIsXL+bYhtTUVFJT//c0t0qlwsTE5IXtFkIIIUT+HT9+nISEBK1/56dNm8a2bdtISEhg6dKlmrwh89isWbOoVq0akyZNwsnJKc/XLNUP5ZibmzN48GAcHBxo0KAB9erVIywsLNuymcPfpqamWFhYaLbXrVtHt27daN26NRUrVsTd3Z3evXuza9cuAM6dO0dUVBQjR47E2dkZNzc3+vbt+8K49PX1GTFiBPv27WPQoEFMnTqVX3/9lX/++eel8Tg7O9OuXTscHR2xs7OjT58+2Nra8vfff2varKenh4mJCRYWFlhYWACwadMmWrRoQadOnbCzs6NGjRr4+vqyb98+UlJSiIuLw8jIiAYNGmBjY4OLiwsdO3bMsQ0bN25k0KBBmj9+fn4v+W4IIYQQoiAEBgbSq1cvzYgrwOTJkzl8+DCLFi3i22+/JSUlBYB58+axf/9+du3aRZMmTRg4cOArXbNU91BWqlRJK0O3tLTk5s2beaojIiKCS5cusWHDBs2+jIwMUlNTefr0Kbdv36Z8+fJYWVlpjlevXv2l9TZt2pT69etz6dIlLl++zOnTp9myZQsffvghrVu3zvG85ORkgoODOXXqFA8ePCA9PV2TEL7IP//8wz///MOBAwe09iuKQmxsLO7u7tjY2DBq1Cg8PDzw8PCgcePGWg8tPa979+54e3trtlUq1UvbLIQQQoj8SUxMZOvWrfz+++/ZHm/ZsiWfffYZly5dwt3dHQcHB+DZv9O+vr58/fXX3L9/XytvyY0Sl1CamJiQlJSUZX9iYiKmpqZa+zLnOGZSqVTkdZ335ORkfHx8aNKkSZZj2Q1V54WhoSHu7u64u7vTq1cvFi9eTHBw8AsTypUrV3Lu3Dn69++Pra0thoaGmgd8XtaOtm3bZtvraG1tjYGBAf7+/pw/f56zZ88SHBzMb7/9xvTp0zEzM8tyjlqtznf7hRBCCJE3W7Zswc3NTfPcRWpqKpGRkbi4uABw6tQp7t27h6OjI2lpaTx48ECzcHlISAjW1tZ5TiahBCaU9vb2nD17Nsv+GzduYGdnl6+69fX1ycjI0Nrn6upKVFQUtra22Z7j4ODAvXv3ePDggebVRZcvX36l61eqVInjx4+/MJ7w8HBatWqlWUooOTk5y2ueDAwMspzn4uLC7du3c2xH5vWeT3B9fX0JCwvLNpkWQgghROFbu3Yt/fr102ynpaUxZswYHj16hL6+PqampixZsgQLCwuSkpIYMGAAKSkpqFQqrKys+OWXX17puiUuofzPf/7Djh07+Pnnn/Hy8kKtVnPy5EkOHTrExIkT81V3hQoVCAsLo2bNmhgYGGBubk7Pnj3x9/fH2tqapk2bolKp+Oeff7h16xZ9+vShbt262NnZERAQwHvvvceTJ08IDAx84XUePXrEnDlzeOutt3BycsLExIRr166xefNmGjZs+MJ47OzsOHbsmKZcUFBQll5XGxsbLl68SPPmzTEwMKBs2bJ07dqVKVOm8NNPP+Hl5YWRkRGRkZGcPXuWwYMHc+LECe7cuYObmxtmZmacOnWKjIwM7O3t83VPhRBCCFFwtmzZorVtYmLC5s2bsy1ramrK9u3bC+S6JS6hrFixIl9++SWBgYF8/fXXpKWl4eDgwMcff4yHh0e+6u7fvz8rV65k9+7dWFlZERAQgIeHBxMnTmT9+vVs3rwZfX19HBwcaNOmDQB6enqMHz+exYsXM3nyZGxsbPD19WXatGk5XsfY2Jhq1aoREhLCnTt3SE9Pp3z58nh5edGjR48XxjNgwAAWLVrEZ599RpkyZejatStPnjzRqt/Hx4cff/yRjz76iNTUVIKDg3FycsLPz4/AwEA+//xzFEXB1taWN998EwAzMzOOHTvGb7/9RmpqKnZ2dowePZrKlSvn654KIYQQovhTKXmdNChEPswZdofbV1JfXlAIIYQQuTJu9etbtEetVmvmWL5IqV42SAghhBBC5J/0UIpCdffuXa0Fz0sLlUqFnZ0d0dHReV5JoCSQ9pfu9oPcA2l/6W4/FN97ID2UQgghhBCiUEhCKYQQQggh8qXEPeUtirbFAXDzZml9a070//8t7S+dSnv7obTcgy+/KT7DmUIUFOmhFEIIIYQQ+SIJpRBCCCGEyBdJKEsYHx8fjh07luPx8+fP4+PjQ2JiYiFGJYQQpVdQUBD29vZs2rQJgNOnT9O1a1fatm1Lu3btOHjwoKZsYGAgXl5eODo68uOPP+ooYiHyTuZQFjPx8fFs2LCBkydPcv/+fcqVK4eTkxOdOnWibt26Lz2/Ro0aLF26FFNT00KIVgghSrdbt26xZs0aGjRoAICiKAwePJjvv/+eli1bcu3aNfr06cP+/fsxMTGhbt26LF68mAULFug4ciHyRnooi5HY2FgmTpxIWFgY7733HrNnz2by5MnUqVOHn376KVd1GBgYYGFhgUpVsifFCyGErmVkZDB+/Hi++eYbDA0NAbh//z7379+nZcuWAFSpUoVy5cqxd+9eAGrXrk21atXQ05N/nkXxIj2UxchPP/2ESqVi2rRpGBsba/ZXrlyZt956S7P96NEjZs2axZkzZ7CysmLAgAE0bNgQeDbk/eWXX/LLL79gZmZGaGgoy5cvZ8yYMaxYsYK4uDhq1qzJiBEjsLS0BODq1ausXbuWiIgI0tLScHZ2ZuDAgbi6uhbuDRBCiGJk6dKlNGrUCHd3d82+8uXLU6FCBbZs2UKXLl04ffo0165d49atWzqMVIj8k/8CFROPHz/m9OnTtG/fXiuZzGRmZqb5et26dbz55pvMnj2bevXqMX/+fB4/fpxj3U+fPmXr1q2MGjWKL7/8kri4OFatWqU5npycTKtWrfjqq6/49ttvsbOzY/r06Tx58iTHOlNTU0lKStL8eVFZIYQoaS5dukRISAijR4/Ocuznn38mKCiI//znP/z00080atQIAwPp3xHFm3yCi4mYmBgURcHBweGlZVu1aoWnpycAffv2Zfv27Vy9ehUPD49sy6enpzN06FBsbW0B6NChA+vWrdMcr1Onjlb5Dz74AF9fXy5cuKCZF/RvGzdu1KrDxcUFf3//l8YuhBAlwdGjR4mMjNT8Lr579y4ffPABY8eOZcCAAaxZs0ZTtlWrVlSvXl1XoQpRICShLCby8t5PJycnzdfGxsaYmJiQkJCQY3kjIyNNMglgaWnJw4cPNdvx8fEEBgZy4cIFEhISyMjIICUlhbi4uBzr7N69O97e3pptmbMphChNBg4cyMCBAzXbvXr1YsKECTRp0oSYmBgqVqwIwJo1azA1NdUknkIUV5JQFhN2dnaoVCpu37790rL6+vpa2yqV6oUJ6b/Lg3YCGxAQwOPHjxk0aBA2Njao1WqmTJlCWlpajnWq1WrUavVLYxVCiNJmzZo1bNiwAUVRqFatGsuWLdP8pzsoKIiZM2eSkJDAH3/8weLFi1mxYkWWkSIhihpJKIsJc3Nz3njjDf744w/efvvtLPMoExMTteZRFqTw8HCGDBlC/fr1AYiLi+PRo0ev5VpCCFESrV+/Hjs7O6Kjoxk7dixjx47Ntlzv3r3p3bt3IUcnRP7JQznFyODBg8nIyGDy5MkcOXKE6OhoIiMj+f333/nss89e23Xt7OzYv38/kZGRXLlyhQULFmiWwBBCCCGEkB7KYqRixYr4+/uzYcMGVq1axYMHDyhbtiyurq4MGTLktV33ww8/ZOnSpUycOBFra2v69u2r9RS4EEIIIUo3lZKXpz2EyKev/e5y82bOcy+FEKK4+/KbrP+sqlQqzZB3afxnt7S3H4rvPVCr1djY2Ly0nPRQikL14UhITS0+P0gFpbj+Iiko0v7S3X6QeyBESSdzKIUQQgghRL5IQimEEEIIIfJFEkohhBBCCJEvModSFKoZgWlcjyqtD+Xc1HUAeRLwkfx6EEIIkTvSQymEEEIIIfJFEkqBj48Px44dAyA2NhYfHx8iIiJ0G5QQQgghig1JKIu5gIAAZs6cWWD1WVtbs3TpUipXrlxgdYria+rUqTRp0gQHBwfCwsI0+58+fcqUKVNo3rw5Xl5efPTRR5pje/fu5e2336Zt27Z4e3tz/vx5XYQuhBCiEMkkKaFFT08PCwsLXYchiohOnToxfPhwunfvrrV/2rRpqFQqDh48iEqlIjY2FoD4+HhGjRrFhg0bqFGjBkePHuWjjz5i7969ughfCCFEIZGEsgTx8/PD0dERQ0NDdu/ejYGBAe3atcPHx0dTJjo6msWLF3P16lUqVKiAr6+vVh2xsbGMGjWKmTNn4uzsTEZGBkuWLCEsLIz4+Hisra1p3749HTt2LOzmCR1o2rRpln1JSUkEBgby999/o1KpAKhQoQIA//zzD5aWltSoUQOAJk2acPv2bc6ePYudnV3hBS6EEKJQSUJZwuzbtw9vb2+mTZvG5cuX+eGHH6hZsybu7u5kZGQwe/ZsLCws+Pbbb0lKSmLFihUvrC8jI4Py5cszduxYypQpQ3h4OEuXLsXCwoJmzZrleF5qaiqpqamabZVKhYmJSYG1U+hOREQEFhYWLFiwgAMHDmBsbMzYsWNp0aIFLi4uPHjwgOPHj9OoUSP+/PNPHj9+TGRkpK7DFkII8RpJQlnCODk58c477wBgZ2fHjh07OHfuHO7u7pw7d46oqCimTJmClZUVAH379mXatGk51mdgYKDVw1mhQgUuX77MX3/99cKEcuPGjaxbt06z7eLigr+/f36bJ4qA9PR0IiMjqVatGpMnTyYsLIw+ffqwd+9ebGxsWLp0KTNmzCAxMZEGDRpQvXp19PX1dR22EEKI10gSyhLG0dFRa9vS0pKEhAQAbt++Tfny5TXJJED16tVfWueOHTvYu3cvcXFxpKSkkJaWhrOz8wvP6d69O97e3prtzKFRUfw5ODigp6dHjx49AKhTpw6Ojo5cvHgRGxsbmjdvTvPmzYFnD+/Uq1cvV58zIYQQxZcklCWMgUHWb6miKK9c36FDh1i1ahUDBgygevXqmJiYsGXLFq5cufLC89RqNWq1+pWvK4ouKysrPD09CQ0NxcvLi5s3b3Lz5k2qVasGwJ07d6hYsSIAc+fOpXnz5ri4uOgyZCGEEK+ZJJSliIODA/fu3ePBgwdYWloCcPny5ReeEx4eTo0aNWjfvr1m3507d15rnKLomDBhArt37+bu3bv069cPc3NzDh06xIwZMxg3bpzmaW9/f3/NQzezZ8/m6NGjpKenU79+fWbPnq3jVgghhHjdJKEsRerWrYudnR0BAQG89957PHnyhMDAwBeeY2try759+zh9+jQVKlRg//79mifERcmX0xqnTk5OWnNknzdr1qzXGZIQQogiSBY2L0X09PQYP348KSkpTJ48mcWLF9OnT58XntOuXTuaNGnC3LlzmTJlCo8fP9bqrRRCCCGEUCn5mWAnRB6NWxDN9ajUlxcUOhfwUcENYKhUKuzs7IiOjs7XnN7iqrS3H+QeSPtLd/uh+N4DtVqNjY3NS8tJD6UQQgghhMgXmUMpCtWnfQxITS0+/zMrKMX1f6ZCCCFEbkgPpRBCCCGEyBdJKIUQQgghRL7IkLcoVBP+SOJy7FNdh6Ejj/Jdw299zAsgDiGEEKJgSQ+lEEIIIYTIF0kohRBCCCFEvkhCKUQxM3XqVJo0aYKDgwNhYWEAJCcn8/777+Pp6Unbtm3p06cPN27c0JyjKArfffcdnp6eeHl50atXL12FL4QQogSSOZQFLD4+no0bN3Ly5Enu37+Pqakptra2tGjRglatWmFkZKTrEEUx16lTJ4YPH0737t219vfr1482bdqgUqn45Zdf+OSTTzSvR/zpp5+4ePEie/bswdDQkNjYWF2ELoQQooSShLIA3blzh6lTp2JmZkbfvn1xdHRErVZz8+ZNdu3ahZWVFQ0bNsxzvWlpaRgYyLdKPNO0adMs+4yNjfHy8tJs169fn8WLF2u2Fy1aRHBwMIaGhgDyLnYhhBAFSrKUArRs2TL09fWZPn06xsbGmv0VK1akUaNGmgWtExMTWbVqFcePHyctLQ1XV1cGDhyIs7MzAMHBwRw/fpwOHTqwYcMG4uLiCAoKwsfHh6FDh3LixAnCwsKwsbFh+PDhlC1blsWLF3Pt2jWcnJwYNWoUtra2AMTExLBy5UquXLlCcnIylSpVom/fvri7u2viGzlyJF5eXsTExHDkyBHMzMzo2bMnbdu2BeDLL7+kUqVKDB48WHPOw4cPGTZsGJMnT6Zu3bqv+9aKPFq2bJnmneuPHj0iLi6OP//8k5CQEACGDh1K165ddRmiEEKIEkTmUBaQR48ecfbsWdq3b6+VTD5PpVIBMGfOHBISEpg8eTIzZszAxcWFr7/+msePH2vKxsTEcPToUcaPH8/MmTM1+9evX0/Lli2ZOXMm9vb2zJs3j6VLl9KtWzemT5+Ooij8/PPPmvLJycnUq1ePqVOnMnPmTN544w38/f2Ji4vTim3btm1UqVKFmTNn0r59e3788UeioqIA8PLy4uDBg6Sm/u8d3Pv378fKyoo6depk29bU1FSSkpI0f548eZLHOype1fz584mIiGDSpEnAsx7utLQ0kpOT2bZtG4sWLeLLL7/k/PnzOo5UCCFESSEJZQGJiYlBURTs7e219g8ePJj+/fvTv39/Vq9ezaVLl7h69Spjx46lSpUq2NnZMWDAAExNTTly5IjmvLS0NEaNGoWLiwtOTk6a/a1bt6ZZs2bY29vTtWtX7t69i6enJx4eHlSqVImOHTtqJQrOzs60a9cOR0dH7Ozs6NOnD7a2tvz9999acdarV4/27dtja2tL165dKVu2rOaBj8aNGwNw/PhxTfl9+/bRunVrTZL8bxs3bmTQoEGaP35+fq92Y0WeLF68mO3bt7N69WpMTEwAsLS0xMzMjB49egBQuXJlGjZsyJkzZ3QZqhBCiBJEhrxfs2nTpqEoCvPnzyctLY2IiAjNE7nPS0lJISYmRrNtY2ND2bJls9T3fHJpYWEBgKOjo2ZfuXLlNL2DpqamJCcnExwczKlTp3jw4AHp6emkpKRk6aF8vl6VSoWFhQUPHz4EwNDQkJYtW7J3716aNWvG9evXuXnzJhMmTMix3d27d8fb21urTvF6LVmyhE2bNhEYGEi5cuW0jnXr1o29e/cyaNAgHjx4wOnTpxk+fLiOIhVCCFHSSEJZQGxtbVGpVJph4kwVK1YE0DwMkZycjKWlZbY9dqamppqvc3oaXF9fP8u+5x/YyUzcMudrrly5knPnztG/f39sbW0xNDTku+++Iy0t7aX1ZmRkaL728vLik08+4d69e4SGhlKnTh1sbGyyjRFArVajVqtzPC5e3YQJE9i9ezd3796lX79+mJub89tvv/HVV1/h5OTEO++8Azz7DG3btg2ATz/9lLFjx7Jy5UoARowYQb169XTWBiGEECWLJJQFpEyZMri7u7Njxw46dOiQ4zxKV1dX4uPj0dPTK5QnbcPDw2nVqpVm2Do5OZm7d+/muR5HR0eqVKnC7t27OXjwYJYeVlF4np9T+7zbt2/neI6VlRXLly9/TREJIYQo7WQOZQEaPHgw6enpTJo0icOHDxMZGUlUVBT79+/n9u3b6OnpUbduXapXr86sWbM4c+YMsbGxhIeHs3btWq5du1bgMdnZ2XHs2DEiIiKIiIhg3rx5mt7LvGrTpg2bNm1CURRNgiqEEEIIIT2UBcjW1paZM2eyceNGfv31V+7du4daraZSpUp07tyZ9u3bo1KpmDRpEmvXruWHH37g4cOHWFhYUKtWrSzz3grCgAEDWLRoEZ999hllypSha9eur/zEtaenJytWrKB58+aaIXwhhBBCCJXyqt1VotSJjY3lo48+Yvr06bi6ur5SHb6r/+Fy7NMCjqz0+K2Pua5DeCUqlQo7Ozuio6NfuYe8OCvt7Qe5B9L+0t1+KL73QK1Wv/CZiUzSQyleKi0tjcePHxMYGEj16tVfOZkEmNnelNTU0vewTnH9RSKEEELkhsyhFC8VHh7OBx98wLVr1xg6dKiuwxFCCCFEESM9lOKlateuTXBwsK7DEEIIIUQRJT2UQgghhBAiX6SHUhSqIUfiuXC/tL7X+9n6n/vaWes4DiGEEKJgSQ+lEEIIIYTIF0koRRZ+fn7yVpVCMHXqVJo0aYKDgwNhYWGa/devX6dLly54enrSsWNHwsPDs5wbFBSEg4MDO3bsKMyQhRBCiGzJkHcRFRAQwL59+4Bn79m2srLizTffxMfH57UvKj5+/Phs3+0tClanTp0YPnw43bt319o/ceJE+vXrR+/evdm2bRsff/wxv//+u+b4rVu3WLNmDfXr1y/skIUQQohsSQ9lEebh4cHSpUtZsGABAwcOZOfOnYXytLW5uTkmJiav/TqlXdOmTbG3t9faFxcXx9mzZ+nZsyfwLOmMiorixo0bAGRkZDB+/Hi++eYbjIyMCj1mIYQQIjvSQ1mEGRgYYGFhAYC1tTX79+/n3LlzAIwcOZKOHTvSqVMnTflPPvmERo0a4ePjg6Io/Pbbb+zdu5eEhATKlClDkyZNeP/99wH4448/CAkJ4d69e5iamlKzZk3GjRsHPBvydnZ2ZtCgQQDs37+f33//naioKIyMjKhTpw6DBg16La+KLO2ioqKoUKECBgbPfjRVKhUODg7cvn0bFxcXli5dSqNGjXB3d9dxpEIIIcT/SEJZTNy8eZPLly/n6vVHAEePHiUkJIQxY8ZQuXJl4uPjiYiIAODatWv88ssvjBo1iho1avD48WMuXryYY11paWn07t0be3t7EhISWLlyJT/88AOTJk3K8ZzU1FRSU1M12yqVSno98+nSpUuEhISwYcMGXYcihBBCaJGEsgg7efIk/fv3JyMjg9TUVFQqlaaH8WXi4uKwsLCgbt26GBgYYG1tTdWqVTXHjIyMaNCgASYmJtjY2ODi4pJjXW3atNF8XbFiRXx9fZk0aRLJyckYGxtne87GjRtZt26dZtvFxQV/f/9cxV6a2dvbExsbS1paGgYGBiiKwu3bt3FwcGD//v1ERkbi6ekJwN27d5kwYQJ37txh4MCBOo5cCCFEaSYJZRFWu3Zthg4dSnJyMiEhIejr69O0adNcndu0aVNCQkL46KOPeOONN6hfvz4NGjRAX18fd3d3bGxsGDVqFB4eHnh4eNC4ceMc5+Rdv36d4OBg/vnnHxITEzXvoo6Li6NSpUrZntO9e3e8vb012yqVKo+tL52sra2pW7cu69evp3fv3oSEhGBnZ4eLiwsuLi5aiWOvXr0YMmQIHTp00GHEQgghhDyUU6QZGRlha2uLs7Mzw4cP58qVK+zZswd4lqBlJnaZ0tPTNV9bW1szb948Bg8ejKGhIcuWLeOLL74gLS0NExMT/P39GT16NJaWlgQHB/PJJ5+QmJiYJYbk5GS+/fZbTE1N+e9//8v06dMZP3488GwoPCdqtRpTU1PNHxnuzmrChAk0aNCA6Oho+vXrR/PmzQGYMWMGq1evxtPTk4CAAObMmaPjSIUQQogXkx7KYkJPT4/u3buzcuVKPD09KVu2LPHx8ZrjSUlJxMbGap1jaGhIw4YNadiwIR06dGDMmDHcvHkTV1dXTU+lu7s7vXr1wtfXl7CwMJo0aaJVR1RUFI8ePeLdd9/F2vrZG16uXbv22ttbGsycOTPb/VWrVmXr1q0vPf/5KQVCCCGELklCWYy8+eabrF69mh07dlCnTh1CQ0Np0KABZmZmBAUFoaf3vw7n0NBQMjIyqFq1KkZGRuzfvx9DQ0NsbGw4ceIEd+7cwc3NDTMzM06dOkVGRkaWJWzgWU+ngYEBO3bsoF27dty6dYv169cXZrOFEEIIUcRJQlmM6Ovr06FDB7Zs2cL8+fOJjY1lxowZmJqa0rt3b60eSlNTUzZv3syKFSvIyMjA0dGRiRMnUqZMGczMzDh27Bi//fYbqamp2NnZMXr0aCpXrpzlmmXLlmXEiBGsXbuW7du34+LiQv/+/XPsXRNCCCFE6aNS/j0RT4jXqOvWK1y4/0TXYejUvnbWug6h0KlUKuzs7IiOjs4y97c0KO3tB7kH0v7S3X4ovvdArVbnaslCeShHCCGEEELkiwx5i0K1rKkFqalmug6j0BXX/5kKIYQQuSE9lEIIIYQQIl8koRRCCCGEEPkiQ96iUI0Kv8vFh0m6DuOldnhkXUJJCCGEENmTHkohhBBCCJEvklAKIYQQQoh8kYTyBQICArJdwPv8+fP4+Phk++7rwubn58fy5cu19v3++++8++67HDp0SDdBlSBPnz5lypQpNG/eHC8vLz766CMAdu/eTfv27WnXrh1t2rQhODhYx5EKIYQQuiNzKEuY4OBgtm7dyoQJE/Dw8NB1OMXetGnTUKlUHDx4EJVKRWxsLIqi8N///pfffvsNNzc3bt26RatWrejYsSPm5ua6DlkIIYQodJJQFpAjR44QHBxMTEwMlpaWdOjQgc6dO2uOjxw5Ei8vL2JiYjhy5AhmZmb07NmTtm3basqEh4ezbNkyoqKiqFy5Mj169GD27NnMnDkTZ2fnF15fURR++eUXDhw4wGeffUaNGjUAyMjIYMOGDezatYuHDx/i4OBAv379NMlmbGwso0aNYty4cezYsYMrV65gZ2fH0KFDqV69uqb+Xbt2sX79eh49esQbb7xBrVq1WLduXZbe0ZIkKSmJwMBA/v77b1QqFQAVKlTQrCP58OFDAB49eoSlpSWGhoY6i1UIIYTQJUkoC8D169f5/vvveeedd2jWrBmXL19m2bJllClThtatW2vKbdu2jd69e9OjRw+OHDnCjz/+iJubG/b29iQlJeHv70+9evUYPXo0d+/ezXWylp6ezoIFCwgLC8PPzw8nJyfNsd9//52tW7fywQcf4OLiwp49e/D392fOnDnY2dlpygUGBtK/f39sbW0JDAxk3rx5zJ8/H319fS5dusSPP/5Iv379aNiwIefOnSMoKKigbl+RFRERgYWFBQsWLODAgQMYGxszduxYWrRowaJFixgyZAimpqYkJCTw448/SkIphBCi1JKE8iVOnjxJ//79tfZlZGRobW/bto26devSq1cvAOzt7YmMjGTLli1aCWW9evVo3749AF27diUkJISwsDDs7e01Q6rDhg3D0NCQSpUqcf/+fZYsWfLSGHfv3g3ArFmzcHBw0Dq2detWunbtSvPmzQF47733OH/+PCEhIQwZMkRTrnPnztSvXx8AHx8fxo4dS0xMDA4ODuzYsYN69erRpUsXTfvCw8M5efJkjjGlpqaSmpqq2VapVJiYmLy0LUVJeno6kZGRVKtWjcmTJxMWFkafPn3Yu3cv8+fPZ9myZTRt2pTTp0/j6+vL7t27sbKy0nXYQgghRKGThPIlateuzdChQ7X2XblyhQULFmi2b9++TcOGDbXK1KhRg5CQEDIyMtDTe/bs0/M9hyqVCgsLC82waVRUFI6Ojlq9XFWrVs1VjDVr1iQiIoKgoCBGjx6Nvr4+8GzI9sGDB9SsWTNLbP/884/WPkdHR83XFhYWACQkJODg4EBUVBSNGzfWKl+1atUXJpQbN25k3bp1mm0XFxf8/f1z1Z6iwsHBAT09PXr06AFAnTp1cHR0ZP369cTExNC0aVMAPDw8sLOzIywsjJYtW+oyZCGEEEInJKF8CSMjI2xtbbX23bt375Xqykz0nvfv3s5X4ejoyIABA/j666/5/vvv+fjjj7O91osYGPzvo5A5XzA/75zu3r073t7eWeosTqysrPD09CQ0NBQvLy9u3rzJzZs38fb2Zs6cOVy5coVq1apx48YN/vnnH6pUqaLrkIUQQgidkGWDCoCDgwPh4eFa+8LDw7G3t9f0Tr6Mvb09N2/e1BomvnbtWq5jcHZ2ZurUqVy8eJHvv/+etLQ0TE1NsbS05NKlS1liq1SpUq7rtre35+rVq1r7XhabWq3G1NRU86e4DXdnmjFjBosWLcLLy4v3338ff39/KlWqxMyZM/nwww9p27YtQ4YM4Ztvvsky3UAIIYQoLSShLADe3t6cO3eOdevWERUVRWhoKDt27NB6yvtlPD09URSFJUuWEBkZyenTp9m6dWue4nB2duaLL77g0qVLmqSyS5cubN68mcOHDxMVFcWaNWuIiIigY8eOua63Q4cOnDp1im3bthEdHc3OnTs5ffp0sex1zCsnJyfWrVvH7t272bVrF506dQKgW7dumn27d++me/fuOo5UCCGE0B1JKAuAq6srH3/8MYcPH2bcuHEEBwfj4+Oj9UDOy5iamjJx4kT++ecfJkyYQGBgID179gTI09PDjo6OfP7551y+fJk5c+bQvn17vL29WblyJePGjeP06dNMnDhR6wnvl6lZsyZDhw5l27ZtfPLJJ5w+fZpOnTqhVqtzXYcQQgghSi6Vkp+JcuK1OnDgAD/88AMrVqwockvSLF68mKioKL766qs8ndf74AUuPkx6TVEVnB0e9gVan0qlws7Ojujo6HzNTS2upP2lu/0g90DaX7rbD8X3HqjVamxsbF5aTh7KKUL27dtHxYoVsbKyIiIigjVr1vDmm28WiWRyy5YtuLu7Y2xszKlTp9i3b5/WskNCCCGEKL0koSxC4uPjCQ4OJj4+HgsLC5o2bUrfvn11HRYAV69eZcuWLTx58oSKFSvi6+uLl5dXnutZWMNG68EjIYQQQhR/klAWIV27dqVr1666DiNbY8eO1XUIQgghhCii5KEcIYQQQgiRL5JQCiGEEEKIfJEhb1GoPouO5kpS0X3Ke/Vzr6AUQgghRO5ID6UQQgghhMgXSShFFgEBAcycOVPXYejU06dPmTJlCs2bN8fLy4uPPvpI63hQUBAODg7s2LFDRxEKIYQQRYcMeZcwAQEBJCYmMmHCBPz8/HB2dmbQoEG6DqvYmTZtGiqVioMHD6JSqYiNjdUcu3XrFmvWrKF+/fo6jFAIIYQoOqSHUoh/SUpKIjAwkIkTJ2reV16hQgUAMjIyGD9+PN988w1GRka6DFMIIYQoMqSHsoQKCAjgwoULXLhwgd9//x2AhQsXYm1tzZIlSwgLCyM+Ph5ra2vat29Px44ds61n3759rFixgiVLlmi9u3vmzJmYmJhkGQouCSIiIrCwsGDBggUcOHAAY2Njxo4dS4sWLVi6dCmNGjXC3d1d12EKIYQQRYYklCWUr68v0dHRVK5cmd69ewNQtmxZMjIyKF++PGPHjqVMmTKEh4ezdOlSLCwsaNasWZZ63nzzTX755Rf+/vtv3nzzTQASEhI4deoUU6ZMyfH6qampWm/EUalUmJiYFHArX4/09HQiIyOpVq0akydPJiwsjD59+vDjjz8SEhLChg0bdB2iEEIIUaRIQllCmZqaYmBggJGRERYWFpr9enp6+Pj4aLYrVKjA5cuX+euvv7JNKA0NDfH09CQ0NFSTUB44cABra2tq166d4/U3btzIunXrNNsuLi74+/sXQMtePwcHB/T09OjRowcAderUwdHRkYsXLxIZGYmnpycAd+/eZcKECdy5c4eBAwfqMmQhhBBCpyShLIV27NjB3r17iYuLIyUlhbS0NJydnXMs7+XlxaRJk7h//z5WVlaEhobSqlUrzfzC7HTv3h1vb2/N9ovKFjVWVlaaJNrLy4ubN29y8+ZN3n77bd5//31NuV69ejFkyBA6dOigw2iFEEII3ZOEspQ5dOgQq1atYsCAAVSvXh0TExO2bNnClStXcjzHxcUFJycn9u3bxxtvvMGtW7f49NNPX3gdtVqtNeeyuJkxYwbjxo3TPO3t7++PnZ2drsMSQgghiiRJKEswAwMDMjIytPaFh4dTo0YN2rdvr9l3586dl9bl5eVFSEgI9+/fx93dHWtr6wKPtyhxcnLSGrLPzsuOCyGEEKWFLBtUgtnY2HDlyhViY2N5+PAhGRkZ2Nracu3aNU6fPk1UVBSBgYFcvXr1pXV5enpy//59du/ezVtvvVUI0QshhBCiuJCEsgTr3Lkzenp6jB07liFDhhAXF0e7du1o0qQJc+fOZcqUKTx+/FirtzInpqamNGnSBGNjYxo1alQI0QshhBCiuJAh7xJm5MiRmq/t7e359ttvs5QZMWIEI0aM0Nr37rvvZlvH8+7fv4+np2exnhsphBBCiIInPZTipR4/fsyxY8c4f/68PNEshBBCiCykh1K81MSJE3n8+DH9+vXD3t4+X3V9Y2enteC5EEIIIYo/SSjFSwUEBOg6BCGEEEIUYTLkLYQQQggh8kV6KEWhmpN4m4iniboOI1vflXHRdQhCCCFEsSQ9lEIIIYQQIl8koRRZ+Pj4cOzYMV2HIYQQQohiQoa8dSQ+Pp4NGzZw8uRJ7t+/T7ly5XBycqJTp07UrVtX1+GVak+fPuWrr74iNDQUY2Nj3NzcWLBgAX379uXu3buoVCrMzc35+uuvqVOnjq7DFUIIIXROEkodiI2NZerUqZiZmfHee+/h6OhIeno6Z86c4aeffmLu3Lm6DrFUmzZtGiqVioMHD6JSqYiNjQVg8eLFlCtXDoDt27czZswYdu3apctQhRBCiCJBEkod+Omnn1CpVEybNg1jY2PN/sqVK2vek71t2zb27t1LbGws5ubmNGjQgPfee09TPjQ0lOXLlzNmzBhWrFhBXFwcNWvWZMSIEVhaWgJw9epV1q5dS0REBGlpaTg7OzNw4EBcXV0114yOjmbx4sVcvXqVChUq4OvrmyXe1atXc/z4ce7du4eFhQWenp706tULA4OS9/FJSkoiMDCQv//+G5VKBUCFChUANMkkwMOHDzXHhRBCiNKu5GUERdzjx485ffo0ffr00UomM5mZmQGgUqnw9fWlQoUKxMbGsmzZMlavXs2QIUM0ZZ8+fcrWrVsZNWoUKpWKBQsWsGrVKv773/8CkJycTKtWrXj//fdRFIVt27Yxffp05s+fj4mJCRkZGcyePRsLCwu+/fZbkpKSWLFiRZaYTExMNInqzZs3WbJkCSYmJnTt2vU13SXdiYiIwMLCggULFnDgwAGMjY0ZO3YsLVq0AOC///0vhw8fBmDVqlW6DFUIIYQoMuShnEIWExODoig4ODi8sFynTp2oU6cOFSpUoE6dOvTp04e//vpLq0x6ejpDhw6lSpUquLq60qFDB86dO6c5XqdOHVq2bImDgwOVKlXigw8+ICUlhQsXLgBw7tw5oqKiGDlyJM7Ozri5udG3b98ssfTs2ZMaNWpQoUIFGjZsSOfOnbPE8m+pqakkJSVp/jx58iS3t0in0tPTiYyMpFq1amzfvp2vv/6a4cOHc/fuXQDmz5/P33//zYQJE5g2bZqOoxVCCCGKBumhLGSKouSq3NmzZ9m0aRO3b9/myZMnpKenk5qaytOnTzEyMgLAyMgIW1tbzTmWlpY8fPhQsx0fH09gYCAXLlwgISGBjIwMUlJSiIuLA+D27duUL18eKysrzTnVq1fPEsvhw4fZvn07MTExJCcnk5GRgYmJyQvj37hxI+vWrdNsu7i44O/vn6u265KDgwN6enr06NEDeJaUOzo6cvHiRWxsbDTlfHx8mDRpEvfv39e6f0IIIURpJAllIbOzs0OlUnH79u0cy8TGxuLv70+7du3o06cP5ubmXLp0icWLF5OWlqZJKPX19bOc+3zCGhAQwOPHjxk0aBA2Njao1WqmTJlCWlparuO9fPky8+fPx8fHhzfeeANTU1MOHTrEtm3bXnhe9+7d8fb21mwXl/mGVlZWeHp6EhoaipeXFzdv3uTmzZtUq1aNmJgYTQK/Y8cOLCwsNPNVhRBCiNJMEspCZm5uzhtvvMEff/zB22+/nWUeZWJiItevXycjI4MBAwagp/dsVsLLhpizEx4ezpAhQ6hfvz4AcXFxPHr0SHPcwcGBe/fu8eDBA01idPny5Sx12NjYaHrsMut5GbVajVqtznPMRcGMGTMYN26c5mlvf39/0tPTGTZsGMnJyahUKsqXL8+KFSuKTaIshBBCvE6SUOrA4MGDmTp1KpMnT8bHxwcnJyfS09M5e/YsO3fuZPTo0aSnp7Njxw4aNGhAeHg4O3fuzPN17Ozs2L9/P66urjx58oTVq1djaGioOV63bl3s7OwICAjgvffe48mTJwQGBmapIy4ujkOHDlGlShVOnjxZ4hc9d3Jy0hquzxQSEqKDaIQQQoiiTx7K0YGKFSvi7+9P7dq1WbVqFePGjeObb74hLCyMIUOG4OzszIABA9i8eTPjxo3jwIEDvPvuu3m+zocffkhiYiITJ05k4cKFvP3221pL3+jp6TF+/HhSUlKYPHkyixcvpk+fPlp1NGzYkE6dOvHzzz8zYcIELl++TM+ePfN9D4QQQghRcqiU3D4lIkQBmBRxmoiniboOI1vflXF5bXWrVCrs7OyIjo7O9YNZJYm0v3S3H+QeSPtLd/uh+N4DtVqt9VBqTqSHUgghhBBC5IvMoRSFaqyZA6mGqboOQwghhBAFSHoohRBCCCFEvkhCKYQQQggh8kUSSiGEEEIIkS8yh1IUquXcJJLHOrv+RKrp7NpCCCFESSU9lEIIIYQQIl9KbEI5cuTI1/ZmEx8fn3y/LcbPz4/ly5cXTEAvcP78eXx8fEhMLJprP+pKkyZNaNGiBe3ataNdu3Zs3ryZ5ORk3n//fTw9PWnbti19+vThxo0bug5VCCGEKPKKVEKZU5IVGhrKoEGD8lTX9OnTadu2rWa7IJLA3AoICGDmzJla+44cOUK/fv3YunUrAOPHj6d3796FEo/I3qJFi9i5cyc7d+6ka9euAPTr148DBw6wa9cu2rdvzyeffKLjKIUQQoiir0gllAWpbNmyGBkZ6ToMAHbv3s38+fMZMmQInTt3BsDc3BwTExMdRyaeZ2xsjJeXFyqVCoD69etz69YtHUclhBBCFH3F8qGcgIAAEhMTqVmzJtu2bSMtLY1mzZoxaNAgDAyeNWnkyJF07NiRTp06MXLkSABmz54NgI2NDQEBAQAcP36cdevWERkZiaWlJa1ataJHjx7o6+sDEB0dzeLFi7l69SoVKlTA19c3T7Fu3ryZ4OBgxowZQ+PGjTX7/fz8cHZ21vS8jhw5Ei8vL2JiYjhy5AhmZmb07NlTq5c1PDycZcuWERUVReXKlenRowezZ89m5syZODs7A3Dy5ElWrFhBXFwc1atXp1WrVlliOnLkCMHBwcTExGBpaUmHDh00iW5mLG3atCE6OpqjR49SpkwZ3n//fapXr87ixYs5d+4cFStWZPjw4VSpUiVP96MoGTNmDIqi4OHhweTJkylfvrzW8WXLltG+fXsdRSeEEEIUH8UyoYRncwMtLS354osviImJYe7cuTg7O2slYJmmT5/OkCFDGDFiBB4eHujpPeuYvXjxIgsXLsTX15datWpx584dlixZAsA777xDRkYGs2fPxsLCgm+//ZakpCRWrFiR6xhXr17Nn3/+yaeffkrdunVfWn7btm307t2bHj16cOTIEX788Ufc3Nywt7cnKSkJf39/6tWrx+jRo7l7926W6QFxcXF89913tG/fnrZt23Lt2jVWrlypVeb69et8//33vPPOOzRr1ozLly+zbNkyypQpQ+vWrTXlQkJC6Nu3Lz179iQkJIQFCxZQo0YN3nrrLd577z3WrFnDwoULmTNnjqZH73mpqamkpv7vjTgqlapI9chu2LABBwcHUlNTmTlzJmPGjGHVqlWa4/PnzyciIiLL1AUhhBBCZFVsh7zNzc0ZPHgwDg4ONGjQgHr16hEWFpZt2bJlywJgamqKhYWFZnvdunV069aN1q1bU7FiRdzd3enduze7du0C4Ny5c0RFRTFy5EicnZ1xc3Ojb9++uYrv9OnTbNmyhQkTJuQqmQSoV68e7du3x9bWlq5du1K2bFlNmw4ePIhKpWLYsGFUqlSJevXq0aVLF63z//zzTypWrMiAAQOwt7enRYsWWkkiPEta69atS69evbC3t6d169Z06NCBLVu2ZImlXbt22NnZ0atXL548eUKVKlV48803sbe3p2vXrty+fZuEhIRs27Jx40YGDRqk+ePn55ere1BYHBwcgGcvvR8yZAhHjx7VHFu8eDHbt29n9erVRSoJFkIIIYqqYttDWalSJU1PI4ClpSU3b97MUx0RERFcunSJDRs2aPZlZGSQmprK06dPuX37NuXLl8fKykpzvHr16rmq28nJiYcPHxIcHEzVqlUxNjbO1TmZVCoVFhYWPHz4EICoqCgcHR0xNDTUlKlatarW+bdv386y79/x3r59m4YNG2rtq1GjBiEhIWRkZGju6fOxlCtXDgBHR0fNPgsLCwASEhI0Xz+ve/fueHt7a7WnqEhKSiI1NVXTrk2bNlGnTh0AlixZwqZNmwgMDNQcF0IIIcSLFamE0sTEhKSkpCz7ExMTMTU11dqXOccxk0qlQlGUPF0vOTkZHx8fmjRpkuWYWq3OU13/ZmlpydixY/nyyy/59ttvmTx58kt7u/7dJniW4OrC87FkJoPZxZfTPVer1fm+h6/L3bt3GTp0KBkZGSiKgqOjI/PmzSMqKoqvvvoKJycn3nnnHQCMjIzYtm2bjiMWQgghirYilVDa29tz9uzZLPtv3LiBnZ1dvurW19fPkpy5uroSFRWFra1ttuc4ODhw7949Hjx4gKWlJQCXL1/O9TVtbGzw8/Pjyy+/ZNq0ablKKnNib2/PgQMHSE1N1SRq165dyxLviRMntPZduXIlS5nw8HCtfeHh4djb22v1+JZkTk5O/Pnnn9keu337diFHI4QQQhR/RSqD+M9//kNUVBQ///wz//zzD1FRUWzbto1Dhw5pPYX8KipUqEBYWBjx8fE8fvzs1X89e/Zk//79/Pbbb9y6dYvIyEgOHTpEYGAgAHXr1sXOzo6AgAAiIiK4ePGi5lhuWVtb4+fnR0JCgubBnlfh6emJoigsWbKEyMhITp8+rVnTMtN//vMfoqOjWbVqFVFRURw8eJDQ0FCtMt7e3pw7d45169YRFRVFaGgoO3bsyPf9FUIIIUTpVaQSyooVK/Lll18SFRXF119/zeTJk/nrr7/4+OOP8fDwyFfd/fv35+zZswwfPpyJEycC4OHhwcSJEzl79iyTJk1iypQphISEYG1tDYCenh7jx48nJSWFyZMns3jxYvr06ZPna5cvXx4/Pz8ePXr0ykmlqakpEydO5J9//mHChAkEBgbSs2dPAM28Smtra8aNG8fx48f55JNP2LlzZ5aHiFxdXfn44485fPgw48aNIzg4GB8fnywP7wghhBBC5JZKyevEQ1FkHDhwgB9++IEVK1ZoPaxTlM26e4LI1Mc6u/5EqunkuiqVCjs7O6Kjo/M817ckkPaX7vaD3ANpf+luPxTfe6BWq7GxsXlpuSI1h1K82L59+6hYsSJWVlZERESwZs0a3nzzzWKTTAohhBCiZJKEshiJj48nODiY+Ph4LCwsaNq0aa7XxSwqBuFIKqkvLyiEEEKIYkMSymKka9eudO3aVddhCCGEEEJoKVIP5QghhBBCiOIn3z2USUlJ/Pnnn5w/f56EhAQ++OADqlatyuPHjwkNDaVhw4Y5rvMoSp8thteJ0X+ks+v7Jrvp7NpCCCFESZWvhPLevXv4+fkRFxeHnZ0dt2/fJjk5GXj2ru2dO3dy9+5dfH19CyRYIYQQQghR9ORryHvVqlU8efKEWbNm4efnl+V4o0aNOHfuXH4uIXJh5MiRhISE6DoMIYQQQpRS+eqhPHv2LJ06daJSpUo8epR1GLNixYrcu3cvP5coFXx8fF54vFevXi8sM336dIyMjAo6rBKtSZMmGBoaYmxsDMCoUaNo3749I0aM4PLlyxgbG2Ntbc306dNxcXHRcbRCCCFE0ZavhDIlJYWyZcvmePzJkyf5qb7UWLp0qebrw4cPExQUxLx58zT7MpOenLzoeyBytmjRIurUqaPZTk5Opl+/frRp0waVSsUvv/zCJ598wrp163QYpRBCCFH05SuhrFSpEhcvXqRdu3bZHj9+/DjOzs75uUSpYGFhofna1NQUlUql2RcTE8PSpUu5cuUKycnJVKpUib59++Lu7q45Z+TIkXTs2JFOnTqxcuVKoqKi+PTTTwEICQlhxYoVTJ48WfP6yo8++ohu3brh5eXF1atXWbt2LREREaSlpeHs7MzAgQNxdXXV1O/j48OwYcM4efIkZ86cwcrKigEDBtCwYcPXfm8Kk7GxMV5eXprt+vXrs3jxYh1GJIQQQhQP+ZpD2bFjRw4dOsSmTZs076fOyMggJiaGBQsWcPnyZTp16lQggZZWycnJ1KtXj6lTpzJz5kzeeOMN/P39iYuLy7a8m5sbly5dIiMjA4ALFy5QpkwZzp8/D8D9+/e5c+cOtWvX1tTfqlUrvvrqK7799lvs7OyYPn16lt7ldevW8eabbzJ79mzq1avH/PnzefxYd69QLAhjxozBy8uLcePGZTs1Y9myZbRv314HkQkhhBDFS756KFu2bElcXBxBQUEEBgYCMG3aNBRFQU9Pj759+9K4ceMCCbS0cnZ21url7dOnD8ePH+fvv/+mQ4cOWcrXqlWLJ0+ecOPGDVxdXbl48SJdunTh+PHjAJw/fx4rKyvNUk7PD/kCfPDBB/j6+nLhwgUaNGig2d+qVSs8PT0B6Nu3L9u3b+fq1auaXs9/S01NJTX1f2/EUalUmJiYvNI9eB02bNiAg4MDqampzJw5kzFjxrBq1SrN8fnz5xMREcHMmTN1GKUQQghRPOR7HcoePXrQsmVLjhw5QkxMDIqiULFiRZo0aULFihULIsZSLTk5meDgYE6dOsWDBw9IT08nJSUlxx5KMzMznJ2dOX/+PAYGBhgYGNC2bVuCg4NJTk7mwoULuLn9by3G+Ph4AgMDuXDhAgkJCWRkZGRbv5OTk+ZrY2NjTExMSEhIyDHujRs3as09dHFxwd/f/1VvQ4FzcHAAnr30fsiQIbRo0UJzbPHixWzfvp3AwMAilQQLIYQQRVWBvHrR2toab2/vgqhK/MvKlSs5d+4c/fv3x9bWFkNDQ7777jvS0tJyPMfNzY0LFy6gVqtxc3PD3NwcBwcHLl26xIULF+jcubOmbEBAAI8fP2bQoEHY2NigVquZMmVKlvr19fW1tlUqFYqi5BhD9+7dtT4TKpUqr01/bZKSkkhNTaVcuXIAbNq0SdNTu2TJEjZt2kRgYKDmuBBCCCFeTN7lXcSFh4fTqlUrzdSB5ORk7t69+8Jz3Nzc2Lt3L3p6epoh6dq1a3Pw4EGio6O1eijDw8MZMmQI9evXByAuLi7bJaDySq1Wo1ar813P63D37l2GDh1KRkYGiqLg6OjIvHnziIqK4quvvsLJyYl33nkHACMjI7Zt26bjiIUQQoiiLU8JZe/evVGpVKxevRoDAwN69+6dq/P09PQoW7YsdevWZcCAAbLMTR7Y2dlx7NgxzRPVQUFBL+wZhP/Nozx58iT9+vUDniWZc+bMwdLSEnt7e6369+/fj6urK0+ePGH16tUYGhq+vgYVAU5OTvz555/ZHrt9+3YhRyOEEEIUf3lKKHv27IlKpUJPT09r+2UyMjJ48OABR44c4cmTJ3zyySevFm0pNGDAABYtWsRnn31GmTJl6Nq160vX9zQ3N8fR0ZGEhATNXEE3NzcURaFWrVpaZT/88EOWLl3KxIkTsba2pm/fvloPpwghhBBCvIxKeVl3VwHaunUr69evZ/ny5YV1SVHE/JRwlJj0/A+pvyrfZLeXF3oNVCoVdnZ2REdHv7SHuSSS9pfu9oPcA2l/6W4/FN97oFarsbGxeWm5Qp1D2aRJE8qUKVOYlxRCCCGEEK9ZgSSU9+7d48aNGyQlJWWbdbdq1QqAChUqUKFChYK4pCimuqS4aq1PKYQQQojiL9/v8g4ICODo0aMv7L7NTCiFEEIIIUTJk6+Ecu3atRw7dow+ffpQvXp1vvzyS0aOHImFhQW///47Dx48YOTIkQUVqxBCCCGEKILy9S7vI0eO0Lp1a7p160blypUBsLKywt3dnU8//RRTU1P++OOPAglUCCGEEEIUTfnqoXz48CFVq1YF0KxdmJycrDnepEkT1q9fz9ChQ/NzGVGCHDS+yD3Dhzq5dsfE+jq5rhBCCFHS5auHsly5cpq3qhgZGWFmZkZUVJTm+JMnT0hJSclfhEIIIYQQokjLV0JZtWpVLl26pNlu0KABW7du5cCBA+zfv5+QkBCqV6+e7yCFboWGhjJo0CDNdnBwcLFenL5Jkya0aNGCdu3a0a5dOzZv3gzA1KlTadKkCQ4ODoSFhek4SiGEEKL4yNeQd8eOHfnrr79ITU1FrVbTu3dvLl++zMKFCwGoWLEivr6+BRKogICAAPbt26fZNjc3p0qVKrz33ns4OTm9tus2a9aMevXqvbb6dWHRokXUqVNHa1+nTp0YPnw43bt311FUQgghRPGUr4SyZs2a1KxZU7NtbW3N999/z82bN9HT08PBwQF9ff18Byn+x8PDgxEjRgAQHx9PYGAgM2bMYNGiRdmWT0tLw8Agf8uNGhoalvj3ewM0bdpU1yEIIYQQxdIrZxpPnz5lwYIFmuHDTHp6ejg7OxdEbCIbBgYGWFhYAGBhYUG3bt34/PPPefjwIcnJyYwaNYoxY8bwxx9/cPXqVYYOHUqDBg346aefuHjxIomJiVSsWJHu3bvj6ekJQGxsLKNGjcpyLTc3N/z8/AgNDWX58uUl6pWZY8aMQVEUPDw8mDx5MuXLl9d1SEIIIUSx9coJpZGREefOncPDw6MAwxF5kZyczP79+7G1tcXc3FzzhP2aNWsYMGAALi4uqNVqUlNTcXV1pVu3bpiYmHDy5EkWLlyIra0tVatWxdramqVLl2rqjY+P5+uvv6ZWrVqvHFtqaqrWG3FUKhUmJiav3tgCtGHDBhwcHEhNTWXmzJmMGTOGVatW6TosIYQQotjK95D35cuXadu2bUHFI17i5MmT9O/fH3jWS2xpacnEiRPR0/vf81WdOnWiSZMmWud16dJF8/Xbb7/NmTNnOHz4MFWrVkVPT0/T65mSksKsWbOoVq0a77zzzivHuXHjRtatW6fZdnFxwd/f/5XrK0gODg7AsxfeDxkyRKuHXQghhBB5l6+E8v333+fbb78lMDCQdu3aybBhIahdu7ZmXc/Hjx/z559/Mn36dKZNm6Yp4+rqqnVORkYGGzZs4K+//uL+/fukpaWRlpaW7bzIRYsW8eTJEz777DOtJDWvunfvjre3t2ZbpVK9cl0FKSkpidTUVMqVKwfApk2bsjycI4QQQoi8yVdC+cknn5Cens7GjRvZuHEj+vr6qNXqLOVWrFiRn8uI5xgZGWFra6vZdnV1ZeDAgezevZs2bdoAYGxsrHXOli1b2L59OwMHDsTR0RFjY2OWL19OWlqaVrn169dz5swZpk2blu/habVane1nQdfu3r3L0KFDycjIQFEUHB0dmTdvHgATJkxg9+7d3L17l379+mFubs6hQ4d0HLEQQghR9OUroWzSpMlLe54yMjLycwmRC3p6ei9cQP7SpUs0bNiQli1bAs++J9HR0ZqhX3j2Gs1169YxefJkrYS1pHFycuLPP//M9tjMmTMLORohhBCiZMhzQnnmzBneeOMNAEaOHPnCsqmpqXz//fevFpnIVlpaGvHx8cCzIe8dO3aQnJxMgwYNcjzHzs6OI0eOEB4ejpmZGdu2bSM+Pl6TUN68eZOAgAC6du1K5cqVNfUbGBhgbm7+upskhBBCiGIuzwnlrFmz+OSTTzRJZU6Sk5Px9/fnwoULrxycyOr06dN88MEHAJiYmGBvb8/HH39M7dq1iY2Nzfacnj17cufOHb799luMjIzw8vKiUaNGJCUlAXD9+nWePn3Khg0b2LBhg+a8zGWDhBBCCCFeRKUoipKXEyZNmsStW7cYP358jksGPXr0iGnTpnH9+nX69++v9XCGKN02PtrPvYyHOrl2x8T6OrkuPHsoyc7OjujoaPL4I1ciSPtLd/tB7oG0v3S3H4rvPVCr1djY2Ly0XJ4f4506dSqOjo7MmjWLU6dOZTl+//59Pv/8cyIiIhg+fLgkk0IIIYQQJVyeh7xNTU2ZOnUq33zzDbNnz2bcuHHUr/+s5yc6OppvvvmG+Ph4Pv74Yxo3blzgAYvizTO5ltaC50IIIYQo/l5poUETExOmTp2Kq6sr3333HSdOnCAiIoLPP/+cx48fM2nSJEkmhRBCCCFKiVdeNsjY2JgpU6Ywbdo05syZg1qtRl9fn88//5wqVaoUZIxCCCGEEKIIy3NCef36da3tPn36EBAQwMOHD3n//fdRqVRZyvz7zS2i9DpneJoE/fhCvWaT5OaFej0hhBCitMlzQjlp0qQcjwUEBGS7PygoKK+XEUIIIYQQxUSeE8rhw4e/jjiEjgQHB3P8+HFmzZoFPPtPQWJiIhMmTNBxZEIIIYQoLvKcULZu3fo1hFHyXL58malTp+Lh4fHCXt28Cg0NZfny5SxfvrzA6nyer69vsVofK6+CgoIYO3YsP/30Ex06dMDb25unT58CkJ6eTnh4ODt37sTNzU3HkQohhBDFR77e5S1ytmfPHt5++2327NnD/fv3sbKyKtTrp6WlYWCQ92+vqanpa4imaLh16xZr1qzRLHMFsG3bNq2vv//+e0kmhRBCiDyShPI1SE5O5vDhw8yYMYP4+HhCQ0Pp0aMHkH0P47Fjx5g9ezbBwcEAREREsGLFCq5du4ZKpcLW1pYPPviA5ORkfvjhBwB8fHwA6NWrFz4+PowcOZK33nqLmJgYjh8/TuPGjRk5ciSrV6/m+PHj3Lt3DwsLCzw9PenVq1eOyea/h7xPnz7N+vXruXXrFnp6elSvXp1BgwZha2v7um7fa5GRkcH48eP55ptv+Oqrr7ItExgYSJ8+fQo5MiGEEKL4k4TyNTh8+DAODg7Y29vTokULli9fTvfu3VGpVLk6f8GCBTg7OzNkyBD09PSIiIhAX1+fGjVqMGjQIIKCgpg3bx7wbPmmTFu3bqVXr1706tVLs8/ExIQRI0ZgaWnJzZs3WbJkCSYmJnTt2jVXsSQnJ+Pt7Y2TkxPJyckEBQUxe/ZsZs6ciZ7eKy1jqhNLly6lUaNGuLu7Z3v89u3b/PXXX8yfP7+QIxNCCCGKP0koX4O9e/fSokULADw8PEhKSuLChQvUrl07V+fHxcXRuXNnHBwcALCzs9McMzU1RaVSYWFhkeW8OnXq0LlzZ619PXv21HxdoUIFoqKiOHz4cK4TyqZNm2ptDx8+nCFDhhAZGYmjo2OO56Wmpmq9EUelUmFiYpKraxa0S5cuERISwoYNG3IsExwcTNu2bQt9aoIQQghREkhCWcCioqK4evUq48ePB0BfX59mzZqxZ8+eXCeUnTp1YsmSJRw4cIC6devStGnTXA0xZ7eg/OHDh9m+fTsxMTEkJyeTkZGRp8QuOjqaoKAgrl69yqNHj8jIyACeJb0vSig3btzIunXrNNsuLi74+/vn+roF6ejRo0RGRuLp6QnA3bt3mTBhAnfu3GHgwIEoikJwcDDTp0/XSXxCCCFEcScJZQHbs2cP6enpDBs2TLNPURTUajWDBw9GpVJleYo6PT1da9vHxwdPT09OnjzJ6dOnCQ4OZsyYMS99naWRkZHW9uXLl5k/fz4+Pj688cYbmJqacujQIa0HUV7G398fGxsbhg0bhqWlJYqiMG7cONLS0l54Xvfu3fH29tZs53a4/3UYOHAgAwcO1Gz36tWLIUOG0KFDBwAOHjxIWloaLVu21FWIQgghRLEmCWUBSk9PZ9++fQwYMCDLXL1Zs2Zx8OBBbGxsSE5OJjk5WTP/MSIiIktd9vb22Nvb4+3tzdy5c9m7dy+NGzfGwMBA00v4MuHh4djY2GgeCIJnPYu59ejRI6Kiohg2bBi1atUCng0f54ZarUatVuf6WroUGBhI7969i9WcUCGEEKIokYSyAJ04cYLExETatGmTZfmdJk2asHfvXqZMmYKhoSFr167l7bff5urVq4SGhmrKpaSksGrVKpo2bUqFChW4d+8e165do0mTJgCahPTcuXM4OTlhZGSUpWcyk52dHXFxcRw6dIgqVapw8uRJjh07luv2mJmZUaZMGXbt2oWlpSVxcXGsWbMm7zemiHl+KB5yfsOTEEIIIXJHumQK0J49e6hbt262azk2bdqUa9euce/ePT766CNOnTrF+PHjOXjwIO+8846mnJ6eHo8ePWLhwoWMHj2a77//nnr16mmWCapRowbt2rVj7ty5DBkyhM2bN+cYT8OGDenUqRM///wzEyZM4PLly1oP6byMnp4eo0eP5vr164wbN44VK1bQv3//PNwRIYQQQpQGKqUkvxZFFDl7EnaSkB5fqNdskty8UK+XHZVKhZ2dHdHR0SX6TUQ5kfaX7vaD3ANpf+luPxTfe6BWq7GxsXlpOemhFEIIIYQQ+SJzKEWhqpviobU+pRBCCCGKP+mhFEIIIYQQ+SIJpRBCCCGEyBdJKIUQQgghRL7IHEpRqG6kHeRx2r3Xfp2aBh1f+zWEEEII8Yz0UAohhBBCiHyRhFKUCkFBQTg4OLBjxw4APv74Y9q2bUu7du3o2LEjBw4c0HGEQgghRPElQ95FTEBAAPv27cuyf/78+dja2uogouLv1q1brFmzhvr162v2+fn5Ua5cOQDCwsLo3bs3586dk/d5CyGEEK9AEsoiyMPDgxEjRmjtK1u2rNZ2WloaBgby7XuZjIwMxo8fzzfffMNXX32l2Z+ZTAI8fPhQF6EJIYQQJYZkJEWQgYEBFhYWWvv8/PyoXLky+vr6HDhwAEdHR7744gu2bdvG3r17iY2NxdzcnAYNGvDee+9hbGwMQGhoKMuXL2fMmDGsWLGCuLg4atasyYgRI7C0tNTUv2fPHrZt20ZMTAzm5uY0adKEwYMHA5CYmMiqVas4fvw4aWlpuLq6MnDgQJydnQvrlryypUuX0qhRI9zd3bMcmzZtGtu2bSMhIYGlS5dK76QQQgjxiiShLEb27dvHf/7zH77++mvNPpVKha+vLxUqVCA2NpZly5axevVqhgwZoinz9OlTtm7dyqhRo1CpVCxYsIBVq1bx3//+F4A///yTFStW0K9fPzw8PEhKSiI8PFxz/pw5czA0NGTy5MmYmpqyc+dOvv76a+bNm4e5uXm2saampmq9EUelUmFiYlLQt+SFLl26REhICBs2bMj2+OTJk5k8eTL79+/n22+/ZdOmTRgaGhZqjEIIIURJIAllEXTy5En69++v2a5Xrx4AdnZ2vPfee1plO3XqpPm6QoUK9OnThx9//FEroUxPT2fo0KGaOZgdOnRg3bp1muPr16+nc+fOdOz4v6V2qlatCjxLyq5evcqyZctQq9UADBgwgOPHj3PkyBHatm2bbRs2btyodQ0XFxf8/f3zdiPy6ejRo0RGRuLp6QnA3bt3mTBhAnfu3GHgwIGaci1btuSzzz7j0qVL2fZkCiGEEOLFJKEsgmrXrs3QoUM120ZGRsybNw8XF5csZc+ePcumTZu4ffs2T548IT09ndTUVJ4+fYqRkZHm/Ocf6LG0tNTMG0xISODBgwfUqVMn21giIiJITk7m/fff19qfkpJCTExMjm3o3r073t7emm2VSpWLlhesgQMHaiWOvXr1YsiQIXh5eXHjxg3N/Tx16hT37t3D0dGx0GMUQgghSgJJKIugfyeAmTLnRWaKjY3F39+fdu3a0adPH8zNzbl06RKLFy8mLS1Nk1Dq6+tnqUtRFICXDvEmJydjaWmJn59flmOmpqY5nqdWqzU9mkVNWloaY8aM4dGjR+jr62NqasqSJUuyzFsVQgghRO5IQlmMXb9+nYyMDAYMGKB5oOSvv/7KUx0mJibY2NgQFhaWbS+lq6sr8fHx6OnpUaFChQKJW1eeH4LfvHmzDiMRQgghShZ5rLUYs7W1JT09nR07dnDnzh3279/Pzp0781zPO++8w9atW/n999+Jjo7m+vXrbN++HYC6detSvXp1Zs2axZkzZ4iNjSU8PJy1a9dy7dq1gm6SEEIIIYoh6aEsxpydnRkwYACbN2/m119/pVatWrz77rssXLgwT/W0bt2a1NRUQkJCWLVqFWXLlqVJkybAs7mPkyZNYu3atfzwww88fPgQCwsLatWqpbWWoxBCCCFKL5WSOZlOiEJwLHojj1Pvvfbr1DTo+PJChUilUmFnZ0d0dDSl8UdO2l+62w9yD6T9pbv9UHzvgVqtxsbG5qXlZMhbCCGEEELkiwx5i0LlYuBJqpL68oJCCCGEKDakh1IIIYQQQuSLJJRCCCGEECJfZMhbFKq78dtJehL7Wq9hb/3ua61fCCGEENqkh1IIIYQQQuSLJJSvQUBAADNnzizR1w4NDWXQoEGv/TpCCCGEKPpkyPv/PXz4kKCgIE6ePElCQgJmZmY4OzvTs2dPatasmae6fH19tdaY8vPzw9nZWRIwHQkKCmLs2LH89NNPdOjQgfnz5/Pbb79x48YNli1bRocOHXQdohBCCFGsSUL5/7777jvS0tIYOXIkFStWJCEhgXPnzvH48eM812VqavoaInyxjIyMQr9mcXDr1i3WrFlD/fr1NftatGhB165dGTdunA4jE0IIIUoOSSiBxMRELl68iJ+fH25ubgDY2NhQtWpVAFauXElUVBSffvopACEhIaxYsYLJkyfj4eEBwEcffUS3bt3w8vIiICCAxMREJkyYQEBAABcuXODChQv8/vvvACxcuJDffvuNffv2ZYnliy++oHbt2qSmprJ27VoOHTpEUlISlStXpl+/ftSuXRt4NuS8fPlyRo0axZo1a4iOjmb+/PlZ6jt9+jTr16/n1q1b6OnpUb16dQYNGoStrS0AsbGxjBo1inHjxrFjxw6uXLmCnZ0dQ4cOpXr16pp6QkNDCQoK4tGjR7zxxht57rXVhYyMDMaPH88333zDV199pdlfr149HUYlhBBClDySUALGxsYYGxtz7NgxqlWrhlqt1jru5ubGnj17yMjIQE9PjwsXLlCmTBnOnz+Ph4cH9+/f586dO5pk73m+vr5ER0dTuXJlevfuDUDZsmXx9fWlX79+mnKbNm3i0KFDODg4APDTTz9x+/ZtxowZg6WlJceOHWPatGnMnj0bOzs7AJ4+fcrmzZv58MMPKVOmTLbv1k5OTsbb2xsnJyeSk5MJCgpi9uzZzJw5Ez29/02hDQwMpH///tja2hIYGMi8efOYP38++vr6XLlyhUWLFvHuu+/SqFEjTp8+zW+//Zb/G/+aLV26lEaNGuHu7q7rUIQQQogSTRJKQF9fnxEjRrBkyRJ27tyJq6srtWrVonnz5jg5OVGrVi2ePHnCjRs3cHV15eLFi3Tp0oXjx48DcP78eaysrDS9fs8zNTXFwMAAIyMjLCwstPZnDo0fPXqUnTt3MnXqVCwsLIiLiyM0NJQffvgBKysrALp06cKZM2fYu3cv7777bFmc9PR0Bg8ejLOzc45ta9q0qdb28OHDGTJkCJGRkTg6Omr2d+7cWTMs7OPjw9ixY4mJicHBwYHff/8dDw8PunbtCoC9vT2XL1/m9OnTOV43NTWV1NT/vRFHpVJhYmKSY/mCdunSJUJCQtiwYUOhXVMIIYQorSSh/H9Nmzalfv36XLp0SZMsbdmyhQ8//JDWrVvj7OzM+fPnMTAwwMDAgLZt2xIcHExycjIXLlzQDJXn1Y0bN1i4cCGDBw/WDCPfvHmTjIwMRo8erVU2LS0Nc3NzzbaBgQFOTk4vrD86OpqgoCCuXr3Ko0ePNHMt4+LitBLK57/OTHwTEhJwcHDg9u3bNG7cWKve6tWrvzCh3LhxI+vWrdNsu7i44O/v/8JYC9LRo0eJjIzE09MTgLt37zJhwgTu3LnDwIEDCy0OIYQQojSQhPI5hoaGuLu74+7uTq9evVi8eDHBwcG0bt0aNzc3Lly4gFqtxs3NDXNzcxwcHLh06RIXLlygc+fOeb5efHw8M2fOpE2bNrRp00azPzk5GT09Pfz9/bWGpeHZ8Pzz8apUqhdew9/fHxsbG4YNG4alpSWKojBu3DjS0tK0yhkY/O+jkFnn80+q51X37t3x9vbOUmdhGThwoFbi2KtXL4YMGSJPdAshhBCvgaxD+QKVKlXi6dOnwLN5lJcuXeLcuXOa3sjatWtz8OBBoqOjX9hDaWBgkOUp7JSUFGbOnIm9vX2WHjNnZ2cyMjJISEjA1tZW68/zw+Yv8+jRI6KioujRowd169alUqVKJCYm5vr8TA4ODly5ckVr3+XLl194jlqt1gzrm5qaFupw98vMnTuXBg0acOLECcaPH0+DBg24d++ersMSQgghii3poeRZ4jVnzhzeeustnJycMDEx4dq1a2zevJmGDRsCaOZRnjx5UvMwjZubG3PmzMHS0hJ7e/sc67exseHKlSvExsZibGyMubk5S5cu5d69e0ydOpWHDx9qypqbm2Nvb4+npycLFy5kwIABuLi48PDhQ86dO4eTk5PWEjgvYmZmRpkyZdi1axeWlpbExcWxZs2aPN+ft99+m6lTp7JlyxYaNWrEmTNnOHPmTJ7r0aXnh9/HjBnDmDFjdBeMEEIIUcJIQsmzYeRq1aoREhLCnTt3SE9Pp3z58nh5edGjRw/gWaLn6OiomVcIzxJKRVGoVavWC+vv3LkzAQEBjB07lpSUFBYuXMjFixd58OABY8eO1SqbuWzQiBEj2LBhAytXruT+/fuULVuWatWq0aBBg1y3S09Pj9GjR/PLL78wbtw47O3t8fX1xc/PL0/3p3r16gwbNozffvuN4OBg6tatS48ePVi/fn2e6hFCCCFEyaRS8jNRTog8unBlJUlPYl/rNeyt332t9b8KlUqFnZ0d0dHR+ZqbWlxJ+0t3+0HugbS/dLcfiu89UKvV2NjYvLSczKEUQgghhBD5IkPeolDZWLxNqlnqywsKIYQQotiQHkohhBBCCJEvklAKIYQQQoh8kYRSCCGEEELki8yhFIXq6a0NpDyOfm31G1f94LXVLYQQQojsSQ+lEEIIIYTIF0koRYkWFBSEg4MDO3bsACAuLo5+/frRvHlz2rRpw5EjR3QcoRBCCFH8SUJZjAQEBDBz5kxdh1Fs3Lp1izVr1mi9qnLatGnUr1+fQ4cOMWfOHEaOHElqqixjJIQQQuSHJJSiRMrIyGD8+PF88803GBkZafZv3bqV/v37A+Dh4YGtrS1//fWXrsIUQgghSgR5KKeYOn36NOvXr+fWrVvo6elRvXp1Bg0ahK2tLQCxsbGMGjWK0aNHs337dm7cuIGtrS2DBw/Gzc0NeJZ0LVmyhLCwMOLj47G2tqZ9+/Z07NhRc52AgAASExOpWbMm27ZtIy0tjWbNmjFo0CAMDIrux2fp0qU0atQId3d3zb779++TlpZGhQoVNPsqVapEVFSULkIUQgghSoyimxGIF0pOTsbb2xsnJyeSk5MJCgpi9uzZzJw5Ez29/3U8r169moEDB1KpUiW2bduGv78/CxcupEyZMmRkZFC+fHnGjh1LmTJlCA8PZ+nSpVhYWNCsWTNNHefPn8fS0pIvvviCmJgY5s6di7OzM23bts0xvtTUVK2hZJVKhYmJyeu5Gf9y6dIlQkJC2LBhQ6FcTwghhCjtJKEsppo2baq1PXz4cIYMGUJkZCSOjo6a/e3bt9eUHTp0KGfOnGHPnj107doVAwMDfHx8NGUrVKjA5cuX+euvv7QSSnNzcwYPHoyenh4ODg7Uq1ePsLCwFyaUGzduZN26dZptFxcX/P39893u3Dh69CiRkZF4enoCcPfuXSZMmMC4cePQ19cnNjZW00sZGRmJvb19ocQlhBBClFSSUBZT0dHRBAUFcfXqVR49ekRGRgbw7Cnm5xPK6tWra77W19fH1dWV27dva/bt2LGDvXv3EhcXR0pKCmlpaTg7O2tdq1KlSlq9npaWlty8efOF8XXv3h1vb2/NtkqleqV2voqBAwcycOBAzXavXr0YMmQIHTp04NSpU6xatYpx48Zx+vRpYmJiePPNNwstNiGEEKIkkoSymPL398fGxoZhw4ZhaWmJoiiMGzeOtLS0XNdx6NAhVq1axYABA6hevTomJiZs2bKFK1euaJXT19fX2lapVCiK8sK61Wo1arU69w0qJFOmTOG///0vzZs3x9DQkPnz5xfJOIUQQojiRBLKYujRo0dERUUxbNgwatWqBTybN5idK1euaB7CSU9P5/r163To0AGA8PBwatSoQfv27TXl79y585qjL3zPD73b2Niwdu1aHUYjhBBClDySUBZDZmZmlClThl27dmFpaUlcXBxr1qzJtuwff/yBnZ0dDg4OhISEkJiYyFtvvQWAra0t+/bt4/Tp01SoUIH9+/dz9epVraeghRBCCCFeRhLKYkRRFPT19dHT02P06NH88ssvjBs3Dnt7e3x9ffHz88tyzrvvvsumTZuIiIjA1taWCRMmULZsWQDatWtHREQEc+fORaVS0bx5c9q3b8+pU6cKuWVCCCGEKM4koSxGEhISNOtMuru78/3332sdDw4OznJOpUqVmDZtWrb1qdVqRowYwYgRI7T2v/vuu5qvR44cmeW8QYMG5TV0IYQQQpRgklAWA48fPyY8PJwLFy7Qrl07XYeTL0aVe6AnrzoUQgghShRJKIuBRYsWce3aNby9vWnUqJGuwxFCCCGE0CIJZTHwySef5PmcChUqZDsELoQQQghR0PReXkQIIYQQQoicSQ+lKFQGZ1eiio98bfWnvJn33lwhhBBC5I/0UAohhBBCiHyRhLKUiY2NxcfHh4iICF2HIoQQQogSQoa8C9nDhw8JCgri5MmTJCQkYGZmhrOzMz179qRmzZq6Dq/E6Nu3L3fv3kWlUmFubs7XX39NnTp12Lt3LzNnziQ1NRVjY2P8/f2pXbu2rsMVQgghijVJKAvZd999R1paGiNHjqRixYokJCRw7tw5Hj9+rOvQSpTFixdTrlw5ALZv386YMWNYt24do0aNYsOGDdSoUYOjR4/y0UcfsWfPHh1HK4QQQhRvklAWosTERC5evIifnx9ubm4A2NjYULVqVQBWrlxJVFQUn376KQAhISGsWLGCyZMn4+HhAcBHH31Et27d8PLyAmD37t1s27aN2NhYbGxsePvtt2nfvr3mmlevXmXp0qXcvn2bypUr06NHjyxx3bx5k9WrV3Px4kWMjY1xd3dn4MCBmlc0+vn54ejoiKGhIbt378bAwIB27drh4+Pz2u5VfmUmk/CsV1ilUvHPP/9gaWlJjRo1AGjSpAm3b9/m3Llz1K1bV1ehCiGEEMWezKEsRMbGxhgbG3Ps2DFSs3lbjJubG5cuXSIjIwOACxcuUKZMGc6fPw/A/fv3uXPnjmaI9sCBAwQHB9OnTx++//57+vbtS1BQEKGhoQAkJyczY8YMKlWqxIwZM3jnnXdYtWqV1jUTExP56quvcHZ2ZsaMGUyePJmEhIQsr3Xct28fRkZGTJs2jffee4/169dz9uzZgr5FBeq///0vDRs2ZNasWcyfPx8XFxcePHjA8ePHAfjzzz95/Pgxt27d0nGkQgghRPEmPZSFSF9fnxEjRrBkyRJ27tyJq6srtWrVonnz5jg5OVGrVi2ePHnCjRs3cHV15eLFi3Tp0kWTAJ0/fx4rKyvN+7yDg4Pp378/TZo0AZ4tZh4ZGcmuXbto3bo1Bw8eRFEUPvzwQwwNDalcuTL37t1j2bJlmph27NiBi4uL1vu7hw8fzvDhw4mKisLe3h4AJycn3nnnHQDs7OzYsWMH586dw93dPdu2pqamaiXNKpUKExOTArybLzd//nzg2X2aNm0aq1atYunSpcyYMYPExEQaNGhA9erVMTCQHwMhhBAiP+Rf0kLWtGlT6tevz6VLl7h8+TKnT59my5YtfPjhh7Ru3RpnZ2fOnz+PgYEBBgYGtG3bluDgYJKTk7lw4YJmqDw5OZk7d+6wePFilixZoqk/IyMDU1NTACIjIzVD1ZmqV6+uFc8///xDWFgY/fv3zxLrnTt3NAmlo6Oj1jFLS0sSEhJybOfGjRtZt26dZtvFxQV/f//c3qYC5ePjw6RJk7h//z7NmzenefPmADx9+pR69epRrVo1ncQlhBBClBSSUOqAoaEh7u7uuLu706tXLxYvXkxwcDCtW7fGzc2NCxcuoFarcXNzw9zcHAcHBy5dusSFCxfo3Lkz8CyhBBg2bFiWhEhPL/czGZKTk2nQoAHvvfdelmMWFhaar7PrxVMUJcd6u3fvjre3t2ZbpVLlOqb8SkhI4MmTJ5qe3B07dmBhYYGlpSV37tyhYsWKAMydO5fmzZvj4uJSaLEJIYQQJZEklEVApUqVNMPabm5u7N27Fz09Pc2DOLVr1+bgwYNER0dreiifT5BatGiRY70HDhwgJSVF00t55coVrTIuLi4cPXoUGxsb9PX1C6xNarUatVpdYPXlxaNHjxg2bBjJycmoVCrKly/PihUrUKlUzJ49m6NHj5Kenk79+vWZPXu2TmIUQgghShJJKAvRo0ePmDNnDm+99RZOTk6YmJhw7do1Nm/eTMOGDQE08yhPnjxJv379gGdJ5pw5c7C0tNQMQcOzodxffvkFU1NTPDw8SEtL49q1ayQmJuLt7Y2npydr165lyZIldO/endjYWLZu3aoVU/v27dm9ezfz5s2jS5cumJubExMTw+HDh/nwww/z1NtZVFSqVImQkJBsj82aNauQoxFCCCFKPkkoC5GxsTHVqlUjJCSEO3fukJ6eTvny5fHy8tIs52Nubo6joyMJCQk4ODgAzxJKRVGoVauWVn1eXl4YGRmxZcsWVq9ejZGREY6OjnTq1ElzvYkTJ/Ljjz8yYcIEKlWqRL9+/fjuu+80dVhZWfH111+zZs0avv32W1JTU7GxseGNN94o1GFqIYQQQhRfKuVFE+GEKGAPdn9Henzka6s/5c1PXlvd+aFSqbCzsyM6OvqFc09LKml/6W4/yD2Q9pfu9kPxvQdqtRobG5uXlit+45lCCCGEEKJIkSFvUajS3Adku6i7EEIIIYov6aEUQgghxP+1d+dxUdX748dfwyLDIoICsowIiAqauGTLLXMJWkyzvBpu5ZaVF7ymZvqzNDFT08rUwKxE0VKQ64obNzW1m0tapqICihvKIpLsMMkw8/vDB+frBObCFsz7+XjweDDnfM457/eHYXjz+ZxFiCqRglIIIYQQQlSJFJRCCCGEEKJK5BxKUavMfojAPDu12vdb1v+jat+nEEIIIe6NjFAKIYQQQogqkRHKGhAcHMzkyZN59NFH6zoUkzNkyBCuX7+OSqXCzs6O2bNn4+7uzqBBg5Q2JSUlpKamcuLECRwdHeswWiGEEKJhkILyAeTn57Nu3TqOHTtGXl4etra2eHl5MWDAAPz8/Pj666+xtbWt6zBN0rJly2jSpAkAO3fuZMKECezevZtdu3YZtTl06JAUk0IIIUQ1kYLyAXz22WfodDpCQ0Np3rw5eXl5JCQkUFhYCICDg0PdBliNdDodFhb1521SXkzCrcK/ssdHRkdHM23atNoMSwghhGjQ6k+l8DdRVFREYmIiYWFhtGvXDgBnZ2d8fX2VNrdPeWdlZTFu3Djeeecd4uPjOXfuHG5ubrzxxhu0adNG2Wb37t1s2LCBgoICOnbsiL+/P+vXrycqKgqAzMxMVq9ezblz59BqtWg0GoYMGUJAQICyj9DQUHr16sXVq1f59ddfsbGxoX///jz//PNKm+zsbFasWEFCQgJmZmZ07NiR0aNHK0VwbGwsR48e5fnnn2fjxo1kZ2ezbt06ioqK+Pbbbzl69Cg6nQ4fHx9GjBiBl5dXzXX2Axo/fjwHDx4E4NtvvzVad/ToUfLy8ggKCqqL0IQQQogGSS7KuU9qtRq1Ws2RI0fu64kvMTExvPjiiyxYsAA3NzcWL15MWVkZAElJSXzzzTf07t2bBQsWEBAQwMaNG42212q1dO7cmRkzZrBgwQI6duzI/Pnzyc7ONmq3detWvLy8mD9/Pi+//DJRUVGcPHkSAL1ez4IFCygsLGTWrFlMnz6drKwsFi1aZLSPzMxMfv75ZyZPnsyCBQsAWLhwIXl5ebz33nt8/PHHeHt7M3v2bGVU9s9KS0spLi5WvkpKSu65r6pqyZIl/PLLL0yZMoW5c+carYuJiWHgwIH1atRVCCGE+LuTv6r3ydzcnJCQEL766it27dqFj48P/v7+PPnkk7Rs2fKO27344ot06dIFuDWCOWnSJDIzM/Hw8CA+Pp7OnTvTr18/ANzd3UlOTubYsWPK9l5eXkajgYMHD+bo0aP88ssvRiOQbdu25eWXXzbaz/bt2wkICODUqVOkpqYSHh6Ok5MTAOPGjWPSpEmkpKQoo6w6nY5x48Zhb28P3Cp4U1JSWL58OZaWlgAMHz6co0ePcvjw4UpH+zZt2sT69euV197e3syfP/+e+7k6BAcHM23aNG7cuEHTpk0pKipi69at7Nixo1bjEEIIIRo6KSgfwOOPP06XLl1ISkri7NmzHD9+nLi4OMaOHUvPnj0r3cbT01P5vnx6OS8vDw8PD9LT0ytcEe7r62tUUGq1WmJjY/ntt9/IycmhrKyMmzdvVhihvH0avfz19u3bAbh69SrNmjVTikkAjUaDra0taWlpSkHp7OysFJMAly5dQqvVMnr0aKN937x5k8zMzErz7d+/P3379lVeV3YuY3XLy8ujpKQEV1dXAOLj43FwcFAuvomLi6Ndu3ZGpycIIYQQouqkoHxAjRo1IiAggICAAAYOHMiyZcuIjY29Y0F5+xRreXFlMBju+XirV68mISGB1157DVdXVxo1aqRcHFTdrKysjF5rtVocHR0JCwur0NbGxqbSfVhaWiqjmbWloKCAt956C61Wi0qlolmzZqxatUrp7+joaIYNG1arMQkhhBCmQArKaqLRaDh69OgDbevu7k5KSorRsvPnzxu9Tk5OpkePHspIplar5fr16xX2de7cOaPXZ8+eRaPRKDH+/vvvZGdnK6OUV69epaioSGlTGR8fH3JzczEzM8PFxeX+E6wlGo1GGY2tTFxcXC1GI4QQQpgOuSjnPhUUFDBr1ix+/PFHLl++TFZWFocOHWLLli107dr1gfb5/PPP89tvv7Ft2zYyMjLYtWsXx48fN5omdnNz48iRI1y6dIlLly6xePHiSkc4k5KS2LJlC+np6cTHx3P48GF69+4NQIcOHfD09OSLL77gwoULpKSkEB4eTrt27WjVqtUd4+vQoQNt2rThk08+4cSJE2RlZZGcnEx0dHSFwlcIIYQQpkdGKO+TWq2mdevWbN++nWvXrlFWVkazZs0IDAzkn//85wPt08/PjzfeeIP169cTExNDx44d6dOnD/Hx8Uqb4cOH8+WXXzJ9+nQaN27MSy+9VOmV0y+++CLnz59n/fr1WFtbM3z4cDp16gTcmmqfMmUKK1asYObMmUa3DforKpWKadOmER0dzdKlS8nPz8fBwQF/f3+j+z4KIYQQwjSpDPdzIp+oNcuWLSM9PZ0PP/zwnrcJDQ3lhRdeoE+fPjUYWdX8vi4MXXZqte+3rP9H1b7P6qRSqXBzcyMjI+O+zp1tKCR/084fpA8kf9POH+pvH1haWuLs7HzXdjJC+TcRFxdHQEAAarWa3377jf379zNmzJi6Dqva6Z8Opew+7t8phBBCiL8/KSj/JlJSUoiLi6OkpITmzZszatQoAgMD6zosIYQQQoi7koLyb2LSpElV3kdEREQ1RCKEEEIIcX/kKm8hhBBCCFElMkIpate6+ajSL1R5N4Zx4dUQjBBCCCGqg4xQCiGEEEKIKpGCUty3sLAwoqKi6joMIYQQQvxNyJR3PRMREUFRURFTpkyp61D+FoYMGcL169dRqVTY2dkxe/ZsHnroIS5cuMCECRO4ceMG9vb2fP7557Rt27auwxVCCCEaJCkoTYROp8PCouH9uJctW6Y8rWfnzp1MmDCB3bt3M3XqVIYNG8agQYPYtm0bEydOZMeOHXUcrRBCCNEwNbwKw4QcPnyY//znP2RmZmJlZYW3tzfvvvsuarVaGcn09fXlv//9LxYWFkRERPDjjz+yY8cO0tPTsbKy4qGHHmLkyJFGj1BMTU3lu+++IzExEbVaTUBAACNGjMDe3r4Os63c7XHn5+ejUqnIzs7m5MmTREdHA9CnTx+mT5/OxYsX8fb2rqtQhRBCiAZLCsp6Kicnh8WLFzNs2DAeffRRtFotiYmJRm1OnTqFjY0N06dPV5bpdDoGDRqEu7s7eXl5rF69mqVLlzJt2jQAioqK+PDDD3n66acZMWIEN2/eZM2aNXz++efMnDmzVnO8V+PHj+fgwYMAfPvtt6Snp+Pi4qKMyKpUKjw8PEhLS5OCUgghhKgBUlDWUzk5OZSVlfHYY48pz9j09PQ0amNlZcXYsWONprqffvpp5fvyJ/JMmzYNrVaLWq0mPj4eb29vhg4dqrT717/+xb/+9S/S09Nxd3e/p/hKS0spve0RiyqVCmtr6wfK9W6WLFkCQGxsLHPnzuXdd9+tkeMIIYQQonJSUNZTXl5edOjQgcmTJ9OxY0cCAgJ4/PHHsbOzU9p4enpWOG/ywoULxMbGcvnyZYqKipQH1GdnZ6PRaLh8+TKnTp3itddeq3DMa9eu3XNBuWnTJtavX6+89vb2Zv78+Q+S6j0LDg5m2rRpuLm5kZWVpZw3ajAYSEtLw8PDo0aPL4QQQpgqKSjrKTMzM6ZPn05ycjInT54kPj6emJgY5s6di4uLC3BrhPJ2Wq2WOXPm0LFjR8aPH4+9vT3Z2dnMmTMHnU6ntHn44Yd59dVXKxzTwcHhnuPr378/ffv2VV6rVKoHyPKv5eXlUVJSgqurKwDx8fE4ODjg5OREhw4d2LBhA4MGDWL79u24ubnJdLcQQghRQ6SgrMdUKhV+fn74+fkxcOBAQkJCOHLkiFEhd7v09HQKCgoYOnQoTk5OAJw/f96ojbe3Nz///DPOzs6Ym5s/cGyWlpZYWlo+8Pb3oqCggLfeegutVotKpaJZs2asWrUKlUrFxx9/zMSJE/niiy9o3LgxCxcurNFYhBBCCFMmBWU9de7cORISEujYsSNNmjTh3Llz5Ofn/+W0rpOTExYWFsTHx/PMM89w5coVNmzYYNTmueeeY8+ePSxevJh+/fphZ2dHZmYmBw8eZOzYsZiZ/X3uha/RaNi+fXul63x9fdm6dWstRySEEEKYJiko6ylra2sSExPZsWMHJSUlODk5MXz4cDp37nzHbezt7QkJCSE6OpqdO3fi7e3Na6+9xoIFC5Q2TZs2Zfbs2axZs4Y5c+ZQWlqKs7MzHTt2rJFpayGEEELUfypD+VUZQtSC6+GT0aVfqPJ+DOPCqyGa2qNSqXBzcyMjIwNT/JWT/E07f5A+kPxNO3+ov31gaWmp3E3mr/x95i+FEEIIIUS9JFPeonYNmorhtvtTCiGEEKL+kxFKIYQQQghRJVJQCiGEEEKIKpGCUgghhBBCVImcQylqlWHxdAyXz1V5P6r531VDNEIIIYSoDjJCKYQQQgghqkQKyjpw+vRpgoODKSoqqutQ6r0hQ4YQFBTEM888Q//+/Tl16hQAFy5coF+/fnTr1o0XXniB5OTkOo5UCCGEaLhMdso7Pz+fdevWcezYMfLy8rC1tcXLy4sBAwbg5+dXbccJCwvDy8uLkSNHVnlfwcHBTJ48mUcffRQAnU5HeHg4iYmJvP/++3h6elb5GPXNsmXLaNKkCQA7d+5kwoQJ7N69m6lTpzJs2DAGDRrEtm3bmDhxIjt27KjjaIUQQoiGyWQLys8++wydTkdoaCjNmzcnLy+PhIQECgsL6zq0e/LHH3/w2WefkZGRwezZs3Fxcbnvfej1eoC/1fO571d5MQm3/klQqVRkZ2dz8uRJoqOjAejTpw/Tp0/n4sWLeHt711WoQgghRINlkgVlUVERiYmJhIWF0a5dOwCcnZ3x9fU1apednc2KFStISEjAzMyMjh07Mnr0aBwcHACIiIigqKiIKVOmKNtERUVx6dIlwsLCiIiI4MyZM5w5c0YZHQsP/79HBl64cIE1a9Zw9epVvLy8CAkJwd3d/Z7i//jjj9FqtcyePVuJp7CwkKioKH799VdKS0tp164do0aNws3NDYB9+/YRFRXFuHHjWLNmDRkZGSxZsgRHR0eio6M5cOAAxcXFtGjRgmHDhtG+fXsACgoKiIyMJDExkaKiIpo3b07//v3p1q3bg/0Aqtn48eM5ePAgAN9++y3p6em4uLhgYXHr7a1SqfDw8CAtLU0KSiGEEKIGmGRBqVarUavVHDlyhNatW2NpaVmhjV6vZ8GCBajVambNmkVZWRmRkZEsWrSIsLCwezrOqFGjyMjIoEWLFgwaNAgAe3t7rl+/DkBMTAzDhw/H3t6eb775hi+//JLZs2f/5T5zc3MJCwtDrVYTFhaGra2tsm7p0qVkZGQwZcoUrK2tWbNmDfPmzWPhwoVKcfXHH3+wZcsWxo4dS+PGjWnSpAmRkZGkpaUxYcIEHB0dOXLkCHPnzuXTTz/Fzc2N0tJSfHx8ePnll7G2tubYsWOEh4fj6upaoQgvV1paSultT8RRqVRYW1vfU7/dryVLlgAQGxvL3Llzeffdd2vkOEIIIYSoXP2d66wCc3NzQkJC2L9/PyNHjmTGjBmsXbuWy5cvK21OnTpFamoq48ePx8fHh9atWzNu3DjOnDlDSkrKPR3HxsYGCwsLrKyscHBwwMHBwWh6efDgwbRr1w6NRsNLL71EcnIyN2/e/Mt9RkVFodPpmD59ulExmZGRwS+//MLYsWPx9/fHy8uL8ePHc+PGDY4ePaq0Kysr4/XXX6dt27a4u7tTUFDAvn37mDhxIv7+/ri6utKvXz/8/PzYu3cvAE2bNqVfv354eXnRvHlzevfuTadOnZRRwcps2rSJkSNHKl/3WoRXRXBwMAcPHsTNzY2srCx0Oh0ABoOBtLQ0PDw8ajwGIYQQwhSZ5AglwOOPP06XLl1ISkri7NmzHD9+nLi4OMaOHUvPnj25evUqzZo1w8nJSdlGo9Fga2tLWlraHUfm7kfLli2V7x0dHYFb5wHefsw/69KlC0ePHmXXrl307dtXWZ6Wloa5uTmtW7dWljVu3Bh3d3fS0tKUZRYWFkbHTU1NRa/X8/bbbxsdR6fTYWdnB9ward24cSOHDh3ixo0b6HQ6dDodjRo1umOc/fv3N4pPpVLdse2DysvLo6SkBFdXVwDi4+NxcHDAycmJDh06sGHDBgYNGsT27dtxc3OT6W4hhBCihphsQQnQqFEjAgICCAgIYODAgSxbtozY2Fh69ux5T9tXViSVj4rdC3Nz8wr7Kr9Q5k66d+9O165d+fLLLwGMirZ70ahRI6O4tVotZmZmzJ8/v8LFOWq1GoC4uDh27tzJiBEj8PT0RK1WKyOld2JpaVnpqQTVqaCggLfeegutVotKpaJZs2asWrUKlUrFxx9/zMSJE/niiy9o3LgxCxcurNFYhBBCCFNm0gXln2k0GmV6WKPR8Pvvv5Odna2MGF69epWioiI0Gg1w63zIK1euGO3j8uXLRoWihYXFXYvE+9WzZ0/MzMxYunQper2efv364eHhQVlZGefOnaNt27bArYIrPT1dibcyXl5e6PV68vLy8Pf3r7RNUlISXbt2pXv37sCtojcjI6POp5A1Gg3bt2+vdJ2vry9bt26t5YiEEEII02SSBWVBQQELFy6kV69etGzZEmtra86fP8+WLVvo2rUrAB06dMDT05MvvviCESNGoNfrWb58Oe3ataNVq1YAPPTQQ2zdupX9+/fTpk0b/ve//5Gammo0ters7My5c+fIyspCrVYr08hV1b17d1QqFREREQD069ePrl278tVXX/Hmm2+iVqtZu3YtTZs2VXKqjLu7O926dSM8PJzhw4fj7e1Nfn4+CQkJtGzZki5duuDm5sbhw4dJTk7G1taWbdu2kZubW+cFpRBCCCH+HkyyoFSr1bRu3Zrt27dz7do1ysrKaNasGYGBgfzzn/8Ebk1BT5kyhRUrVjBz5kyj2waV69SpEwMGDOC7776jtLSUXr160aNHD1JTU5U2L774IhEREUyaNImbN28a3Taoqp566ilUKhXh4eHo9XpCQkKIiori448/RqfT4e/vz7Rp05QrvO8kJCSEjRs3snr1am7cuIG9vT2tW7fm4YcfBmDAgAFcu3aNOXPmYGVlRWBgII888gjFxcXVlosQQggh6i+VwWAw1HUQwnRkTX+L0svnqrwf1fzvqiGa2qNSqXBzcyMjIwNT/JWT/E07f5A+kPxNO3+ov31gaWmJs7PzXduZ5AilqDuqtz9Cddv9KYUQQghR/5nkfSiFEEIIIUT1kYJSCCGEEEJUiRSUQgghhBCiSuQcSlGrdNPGozuXVKV9WERXfu9JIYQQQtQNGaEUQgghhBBVIgVlHQsODubIkSN1HYbi9OnTBAcHU1RUVNehCCGEEKKekIKyCiIiIliwYEFdh1Gt2rZty9dff42NjU1dh/KXtFoto0ePplu3bgQFBTF48GAuXrwIwPHjx3nppZcICgrimWee4aeffqrjaIUQQoiGTQpKYcTCwgIHBwdUKlVdh3JXw4YN43//+x+7d+/mueee491338VgMPD666/zzjvvsHv3bpYtW8bEiRMpKSmp63CFEEKIBksuyqkmYWFheHp60qhRI/bs2YOFhQXPPPMMwcHBSpuMjAyWLVtGSkoKLi4ujBo1qsJ+UlNTWblyJWfPnsXKyorHHnuMESNGoFargVujokVFRfj5+bFt2zZ0Oh1PPPEEI0eOVB6xWFpaSnR0NAcOHKC4uJgWLVowbNgw2rdvD8D169eJjIwkOTkZnU6Hs7Mzr776Kl26dOH06dPMmjWLlStXYmtrS0FBAZGRkSQmJlJUVETz5s3p378/3bp1q4VevTO1Wk1gYKDyukuXLixbtoycnBxu3LhB9+7dAWjVqhVNmjRh7969vPDCC3UVrhBCCNGgSUFZjfbv30/fvn2ZO3cuZ8+eZenSpfj5+REQEIBer+fTTz/FwcGBOXPmUFxczKpVq4y212q1zJkzh9atWzNv3jzy8/NZtmwZkZGRhIaGKu1Onz6No6MjM2fOJDMzk0WLFuHl5UVQUBAAkZGRpKWlMWHCBBwdHTly5Ahz587l008/xc3NjcjISHQ6HbNmzcLKyoqrV68qBeuflZaW4uPjw8svv4y1tTXHjh0jPDwcV1dXfH1979gXpaWllN72RByVSoW1tXVVuvcvLV++nOeee46mTZvi4uJCXFwc/fr14/jx45w/f54rV67U2LGFEEIIUycFZTVq2bIlr7zyCgBubm7Ex8eTkJBAQEAACQkJpKen8/7779O0aVMAhgwZwty5c5Xtf/rpJ27evMm4ceOUAm/06NHMnz+fYcOG4eDgAICdnR2vv/46ZmZmeHh40LlzZ06dOkVQUBDZ2dns27ePpUuXKsfp168fJ06cYO/evQwdOpTs7Gwee+wxPD09AWjevPkdc2ratCn9+vVTXvfu3ZsTJ05w8ODBvywoN23axPr165XX3t7ezJ8//366854tWbKES5cuKeezrlixgrlz5xIeHk7btm155JFHlNFbIYQQQlQ/+StbjcoLtHKOjo7k5eUBkJaWRrNmzZQiD6BNmzZG7dPS0vDy8jIaLfTz88NgMJCenq4UlBqNBjOz/zv91dHRkdTUVODWlLler+ftt9822rdOp8POzg64VRQuX76ckydP0qFDBx577DFatmxZaU56vZ6NGzdy6NAhbty4gU6nQ6fT0ahRo7/si/79+9O3b1/ldU2dk7ls2TJ27txJTEyMMgLavn171qxZo7Tp0aNHhb4WQgghRPWRgrIaVTYKZjAYqv045ubmRq9VKpVyHK1Wi5mZGfPnzzcqOgGlUA0MDKRjx44cO3aMkydPsmnTJoYPH07v3r0rHCsuLo6dO3cyYsQIPD09UavVREVFodPp/jJGS0tLLC0tq5LmXX311Vds3ryZmJgYmjRpoiy/du2aMuq6Zs0abGxs6vycTyGEEKIhk4Kylnh4ePD777+Tk5ODo6MjAGfPnq3QZt++fWi1WqX4S0pKQqVS4e7ufk/H8fLyQq/Xk5eXh7+//x3bOTk58eyzz/Lss8+ydu1a9uzZU2lBmZSURNeuXZWLXPR6PRkZGXh4eNxTPDUlPT2dDz/80Og0AysrK7Zt28aaNWvYuHEjBoOB1q1bs3z58npx1boQQghRX0lBWUs6dOiAm5sbERERvPrqq5SUlBATE2PU5qmnnuI///kPERERvPLKK+Tn57Ny5Uq6d++uTHffjbu7O926dSM8PJzhw4fj7e1Nfn4+CQkJtGzZki5duhAVFUWnTp1wd3ensLCQ06dP37FAdHNz4/DhwyQnJ2Nra8u2bdvIzc2t84LS3d2dtLS0StdNmjSJSZMm1XJEQgghhOmSgrKWmJmZMXnyZJYtW8Z7772Hs7Mzo0aNMroox8rKivfff5+VK1cybdo0o9sG3Y+QkBA2btzI6tWruXHjBvb29rRu3ZqHH34YuDXKGBkZyY0bN7C2tqZTp053PMaAAQO4du0ac+bMwcrKisDAQB555BGKi4sfvDOEEEII0aCoDDVxkp8Qd5AxZgil55KqtA+L6O3VFE3tUalUuLm5kZGRUSPn1f7dSf6mnT9IH0j+pp0/1N8+sLS0xNnZ+a7t5Ek5QgghhBCiSmTKW9Qqi3lLMNx2w3MhhBBC1H9SUIpaZeo3GJf8JX9TZ+p9IPmbdv5Q//rgXuOVcyhFrSgtLa3x+1IKIYQQom7IOZSiVpSWlrJ48WJKSkrqOpQ6UVJSwtSpUyV/yb+uQ6kzpt4Hkr9p5w8Nvw+koBS15sCBA/XqyrbqZDAYuHjxouQv+dd1KHXG1PtA8jft/KHh94EUlEIIIYQQokqkoBRCCCGEEFUiBaWoFZaWlgwcONBkL8yR/CV/U84fpA8kf9POHxp+H8hV3kIIIYQQokpkhFIIIYQQQlSJFJRCCCGEEKJKpKAUQgghhBBVIgWlEEIIIYSokvr1QElRL8XHx7N161Zyc3Np2bIlo0ePxtfXt67DqrIzZ84QFxfHxYsXycnJYfLkyTz66KPKeoPBQGxsLHv27KGoqAg/Pz/GjBmDm5ub0qawsJAVK1bw66+/olKpeOyxxxg1ahRqtbouUrovmzZt4siRI6SlpdGoUSPatGnDq6++iru7u9Lm5s2brF69moMHD1JaWkrHjh0ZM2YMDg4OSpvs7Gy++eYbTp8+jVqtpkePHgwdOhRzc/M6yOreff/993z//fdcv34dAI1Gw8CBA+ncuTPQsHOvzObNm1m7di0vvPACI0eOBBp+H8TGxrJ+/XqjZe7u7ixatAho+PkD3Lhxg++++47jx4/zxx9/4OrqSkhICK1atQIa/udgaGio8hlwu2effZYxY8aYxHugnFzlLWrUwYMHCQ8P54033qB169Zs376dw4cPs2jRIpo0aVLX4VXJb7/9RnJyMj4+Pnz66acVCsrNmzezefNmQkNDcXFxYd26daSmprJw4UIaNWoEwNy5c8nJyeHNN9+krKyMpUuX0qpVK95+++26SuuezZkzhyeffJJWrVpRVlZGdHQ0V65cYeHChcofgm+++YZjx44RGhqKjY0NkZGRmJmZMXv2bAD0ej3vvvsuDg4OvPbaa+Tk5BAeHk5gYCBDhw6ty/Tu6pdffsHMzAw3NzcMBgP79+8nLi6OBQsW0KJFiwad+5+lpKTw+eefY2NjQ/v27ZWCsqH3QWxsLD///DMzZsxQlpmZmWFvbw80/PwLCwuZOnUq7du359lnn8Xe3p6MjAyaN2+Oq6sr0PA/B/Pz89Hr9crr1NRUPvroI2bOnEn79u0b/HvAiEGIGjRt2jTD8uXLlddlZWWGN99807Bp06a6C6oGvPLKK4aff/5Zea3X6w1vvPGGYcuWLcqyoqIiw9ChQw0//fSTwWAwGK5cuWJ45ZVXDCkpKUqb3377zRAcHGz4/fffay/4apKXl2d45ZVXDKdPnzYYDLfyHTx4sOHQoUNKm6tXrxpeeeUVQ3JyssFgMBiOHTtmCA4ONuTk5Cht/vvf/xqGDx9uKC0trdX4q8PIkSMNe/bsMancS0pKDOPHjzecOHHCMHPmTMPKlSsNBoNp/PzXrVtnmDx5cqXrTCH/7777zjBjxow7rjfFz8GVK1caxo0bZ9Dr9SbxHridnEMpaoxOp+PChQt06NBBWWZmZkaHDh04e/ZsHUZW87KyssjNzSUgIEBZZmNjg6+vr5L72bNnsbW1VaaGADp06IBKpSIlJaXWY66q4uJiAOzs7AC4cOECZWVlRj9/Dw8PnJycjPrA09PTaPqnU6dOlJSUcOXKldoLvor0ej0HDhzgjz/+oE2bNiaV+/Lly+ncubPRex1M5+efmZnJW2+9xbhx41iyZAnZ2dmAaeT/yy+/4OPjw8KFCxkzZgxTpkxh9+7dynpT+xzU6XT873//o1evXqhUKpN4D9xOzqEUNaZ8KuD2XxQABwcH0tPT6yaoWpKbmwtQYVq/SZMmyrrc3Fxlaqycubk5dnZ2Spv6Qq/XExUVRdu2bfH09ARu5WdhYYGtra1R2z/3wZ/fH+V9Vh/6IDU1lffff5/S0lLUajWTJ09Go9Fw6dKlBp87wIEDB7h48SLz5s2rsM4Ufv6tW7cmJCQEd3d3cnJyWL9+PR988AGfffaZSeSflZXFrl276NOnD/379+f8+fOsXLkSCwsLevbsaXKfg0eOHKGoqIiePXsCpvE7cDspKIUQVRYZGcmVK1f48MMP6zqUWuXu7s4nn3xCcXExhw8fJiIiglmzZtV1WLUiOzubqKgopk+frpwLZ2rKL8ACaNmypVJgHjp0yCT6RK/X06pVK+VcP29vb1JTU9m1a5dSVJmSvXv30qlTJ5o2bVrXodQJmfIWNcbe3h4zM7MK/2VV9h9ZQ1OeX15entHyvLw8ZZ2DgwP5+flG68vKyigsLKxX/RMZGcmxY8eYOXMmzZo1U5Y7ODig0+koKioyav/nPvjz+6O8z+pDH1hYWODq6oqPjw9Dhw7Fy8uLHTt2mETuFy5cIC8vj6lTpzJ48GAGDx7MmTNn2LlzJ4MHD6ZJkyYNvg/+zNbWFnd3dzIzM03iPeDo6IhGozFaptFolGl/U/ocvH79OidPniQwMFBZZgrvgdtJQSlqjIWFBT4+Ppw6dUpZptfrOXXqFG3atKnDyGqei4sLDg4OJCQkKMuKi4tJSUlRcm/Tpg1FRUVcuHBBaXPq1CkMBkO9uK2SwWAgMjKSI0eO8MEHH+Di4mK03sfHB3Nzc6M+SE9PJzs726gPUlNTjf7gnDx5Emtr6wp/qOoDvV5PaWmpSeTeoUMHPv30UxYsWKB8tWrVim7duinfN/Q++DOtVqsUk6bwHmjbtm2F05fS09NxdnYGTONzsNzevXtp0qQJXbp0UZaZwnvgdjLlLWpU3759iYiIwMfHB19fX3bs2MEff/zRIKZDyv94lMvKyuLSpUvY2dnh5OTECy+8wMaNG3Fzc8PFxYWYmBgcHR155JFHgFv/yXfq1ImvvvqKN954A51Ox4oVK3jiiSfqxZRJZGQkP/30E1OmTMHa2lr5L9vGxoZGjRphY2PD008/zerVq7Gzs8PGxoYVK1bQpk0b5cO0Y8eOaDQawsPDGTZsGLm5ucTExPDcc89haWlZh9nd3dq1a+nUqRNOTk5otVp++uknzpw5w/vvv9/gcwewtrZWzpctZ2VlRePGjZXlDb0PVq9eTdeuXXFyciInJ4fY2FjMzMzo1q2bSbwH+vTpw4wZM9i4cSNPPPEEKSkp7NmzhzfffBMAlUrV4D8H4dY/kvv27aNHjx5G9440hffA7eQ+lKLGxcfHExcXR25uLl5eXowaNYrWrVvXdVhVdvr06UrPl+vRowehoaHKDX13795NcXExfn5+vP7660Y3/i4sLCQyMtLohr6jR4+uFzf0DQ4OrnR5SEiI8g9D+U19Dxw4gE6nq/SmvtevX2f58uWcPn0aKysrevTowbBhw/72N/X98ssvOXXqFDk5OdjY2NCyZUteeukl5YrWhpz7nYSFheHl5VXhxuYNtQ8WLVpEYmIiBQUF2Nvb4+fnx+DBg5V7MDb0/AF+/fVX1q5dS2ZmJi4uLvTp04egoCBlfUP/HAQ4ceIEc+bMYdGiRUZ5gWm8B8pJQSmEEEIIIapEzqEUQgghhBBVIgWlEEIIIYSoEikohRBCCCFElUhBKYQQQgghqkQKSiGEEEIIUSVSUAohhBBCiCqRglIIIYS4C4PBwLZt2zh48GBdhyLE35IUlEIIUQVZWVkEBwezb9++at93WFgY77zzTrXvt7rFxsZWuNF9aGgoERERtXL8iIgIQkNDa/QYW7duJS4urkE8lEGImiAFpRBC3MG+ffsIDg7m/PnzdR2KqENJSUls2rSJadOmKc+pFkIYk2d5CyFEFTg7O/Pdd99hYWG6H6cDBgzg5ZdfruswakxaWhrvvvsu3t7edR2KEH9bpvsJKIQQ1UClUtGoUaO6DqNOmZub1+hzh2/evImFhQVmZjU/qWYwGCgtLTX6mQYGBtb4cYWo76SgFEKIKsjKymLcuHGEhITQs2dPZXlaWhrr1q3j9OnTaLVanJycePzxxxkyZIiyzZ3ExsYavb5w4QIrVqzg4sWLODg48NJLL/Hss88q63U6HRs2bODYsWNkZmai1+vx9vYmODiYhx566K45hIaG0qJFC1588UW+/fZbrly5gqurK6NHj6Z9+/b8/PPPxMbGkpmZiUajYezYsUajdbGxsaxfv75C3LcrLCxk48aNnDhxgqysLMzMzGjbti1Dhw7Fy8tLaXf69GlmzZrF22+/zZUrV9i7dy+5ubmsWLECW1tbjhw5wrp168jMzMTV1ZVBgwZVejy9Xs/OnTvZs2cP165dw8bGhkceeYShQ4diZ2dXIffnn3+emJgYrly5wtChQ+nTpw/Xrl1jzZo1JCQkUFpaSsuWLRkwYABdunQBbhWfY8aMoXv37owYMUI57ujRoykpKVFiBti8eTMxMTFERUWhVqvv+jMRor6RglIIIarZ5cuX+eCDD7CwsCAwMBAXFxcyMzP59ddfGTJkCPb29hUKyrKyMlatWlVh6rywsJB58+bxj3/8gyeffJJDhw6xfPlyLCwsePrppwEoLi7mhx9+4MknnyQwMBCtVssPP/zAnDlzmDdvnlHBdieZmZksWbKEoKAgnnrqKbZu3cr8+fN54403iI6OVgrYzZs38/nnn7No0aL7GjG8du0aR48e5R//+AcuLi7k5uaye/duwsLCWLhwIU2bNjVqv2HDBiwsLHjxxRfR6XRYWFhw4sQJPvvsMzQaDUOGDKGwsJClS5fSrFmzCsf7+uuv2b9/Pz179qR3795kZWURHx/PxYsXmT17tlE/p6ens3jxYp555hkCAwNxd3cnNzeX6dOnc/PmTXr37o2dnR379+9n/vz5vPPOOzz66KOoVCratm1LYmKisq/U1FSKi4tRqVQkJycrxWdSUhLe3t5STIoGSwpKIYSoZitWrABg/vz5ODk5KcuHDRsGgFqtpnv37kbbLF++HK1Wy/Tp042W5+TkMHz4cPr27QvAM888w3vvvUd0dDTdu3fHwsICOzs7IiIijIqkwMBAJkyYwM6dO/nXv/5115jT09P56KOPaNOmDQAajYY5c+bw1VdfsWjRIiUPOzs7vv76axITE2nfvv0994mnpyeLFy82KkK7d+/OxIkT+eGHHxg4cKBR+9LSUj7++GOjqec1a9bg4ODA7NmzsbGxAaBdu3Z89NFHRhfLJCUl8cMPPzB+/Hi6deumLG/fvj1z587l8OHDRsszMzN577336NSpk7IsKiqKvLw8PvzwQ/z8/AAICgpi8uTJrFq1iq5du2JmZoafnx9r166lpKQEa2trEhMTcXZ2pkmTJiQmJtKlSxf0ej3JyclGI9hCNDRylbcQQlSj/Px8EhMT6dWrl1ExCbfOt6zM/v37+f7773n11VcrTFGbm5sTFBSkvLawsCAoKIi8vDwuXLgAgJmZmVJM6vV6CgsLKSsro1WrVly8ePGe4tZoNEoxCSi3x3nooYeM8vD19QVujTjeD0tLS6WY1Ov1FBQUoFarcXd3rzTGHj16GBWTOTk5XLp0iR49eijFJEBAQAAajcZo20OHDmFjY0NAQAD5+fnKl4+PD2q1mlOnThm1d3FxMSomAX777Td8fX2VYhJu/SMQFBTE9evXuXr1KgD+/v5KwQiQmJiIn58ffn5+JCUlAXDlyhWKiorw9/e/rz4Toj6REUohhKhG5YVWixYt7qn9pUuX+Oabb3jyySeVUcjbOTo6VpgmdXd3B+D69etKEbhv3z62bdtGWloaZWVlSlsXF5d7iuPPxW950fbn6eTy5UVFRfe033J6vZ4dO3bw/fffk5WVhV6vV9bdfk7jneK+fv06AK6urhXa/rkozczMpLi4mDFjxlQaS35+/l8eCyA7O7vSe056eHgo6z09PfH29sbKyoqkpCQ6depEUlISwcHBODg4EB8fz82bN5Up8duLUyEaGikohRCijhQWFvLZZ5/h5ubG2LFjH3g/P/74I0uXLuWRRx6hX79+2NvbY2ZmxubNm+95JPFO50PeabnBYLivGDdt2sS6devo1asXgwYNws7ODpVKxapVqyrdV1WunNfr9TRp0oR///vfla63t7evtmNZWFjg6+tLYmIimZmZ5Obm4ufnh4ODA2VlZaSkpJCUlISHh0eF4wrRkEhBKYQQ1ah58+bArWnOv6LX6/niiy8oKipixowZWFlZVdouJycHrVZrNEqZnp4OoJw3ePjwYZo3b87kyZONptX/85//VCmX6nT48GHat29f4XzOoqIiGjdufNfty3PNzMyssK68P8o1b96chIQE/Pz8HrhYdHJyqrBfuHX1fvn6cv7+/mzZsoWTJ0/SuHFjPDw8UKlUaDQaEhMTSUxM5OGHH36gOISoL+QcSiGEqEb29vb4+/uzd+9esrOzjdbdPhK3fv16jh8/zttvv/2X09JlZWXs3r1bea3T6di9ezf29vb4+PgA/zeKePv+z507x9mzZ6slp+pQ2UjnoUOHuHHjxj1t7+joiJeXF/v376e4uFhZfvLkSeV8xnJPPPEEer2e9evXV9hPWVnZPU3Xd+7cmZSUFKM+1Gq17NmzB2dnZ6PzNv38/CgtLWXHjh34+fkpRb2/vz8//vgjOTk5Mt0tGjwZoRRCiLvYu3cvx48fr7D8hRdeqLT9qFGj+OCDD5g6dapy26Dr169z7NgxPvnkE1JTU9mwYQP+/v7k5eXx448/Gm1/+xXgjo6ObNmyhaysLNzd3Tl48CCXLl3izTffVC7Eefjhhzly5AiffvopXbp0ISsri127dqHRaNBqtdXXEVXw8MMPs379epYuXUqbNm1ITU3lp59+UkZ078XQoUOZN28eM2bMoFevXhQWFhIfH0+LFi2M8mzXrh1BQUFs3ryZy5cvExAQgLm5OZmZmRw6dIhRo0bx+OOP/+WxXn75ZQ4cOMDcuXONbhuUlZXFO++8Y1Qgt2nTBnNzc9LT040uoPL39+f7779XvheiIZOCUggh7qK8KPizO90GxsvLizlz5rBu3Tp27drFzZs3cXZ25h//+AcABQUFGAwGzpw5w5kzZypsf3tBaWdnR2hoKCtWrGDPnj04ODgwevRoo8KlZ8+eyn0dT5w4gUaj4d///jeHDh2qdP91oX///mi1Wg4cOMDBgwfx9vbm//2//8fatWvveR+dOnVi0qRJxMTEEB0dTfPmzQkJCeHo0aMV8nzzzTfx8fFh9+7dREdHY25ujrOzM0899RRt27a967EcHBz46KOPWLNmjXJxTcuWLZk6dapyb8lyarUaLy8vzp8/bzQSWV5ENmvWTJ4BLho8leF+z6wWQgghhBDiNnIOpRBCCCGEqBIpKIUQQgghRJVIQSmEEEIIIapECkohhBBCCFElUlAKIYQQQogqkYJSCCGEEEJUiRSUQgghhBCiSqSgFEIIIYQQVSIFpRBCCCGEqBIpKIUQQgghRJVIQSmEEEIIIapECkohhBBCCFElUlAKIYQQQogq+f/WA120kx5caAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ppl_in_countries = df.groupby('countryOfCitizenship')['rank'].count().reset_index().sort_values(by ='rank',ascending=False).head(20)\n",
    "ax = sns.barplot(ppl_in_countries,x='rank',y='countryOfCitizenship',orient='h',hue = 'countryOfCitizenship', legend = False, palette='rainbow')\n",
    "ax.set_title('Kraj z największą liczbą miliarderów')\n",
    "ax.set_ylabel('Kraje')\n",
    "ax.set_xlabel('Liczba milarderów')\n",
    "for container in ax.containers:\n",
    "    ax.bar_label(container, fontsize=8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af5b7d38",
   "metadata": {},
   "source": [
    "**Wykres obrazujący liczbę miliarderów biorąc pod uwage liczbe mieszkańców danego kraju**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "06a5d02c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ppl_in_countries = df.groupby(['countryOfCitizenship', 'population_country'])['rank'].count().reset_index().sort_values(by ='rank',ascending=False).head(20)\n",
    "ppl_in_countries['population_country'] = ppl_in_countries['population_country'] / 1000000\n",
    "ppl_in_countries['population_country'] = ppl_in_countries['population_country'].astype(int)\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.scatter(ppl_in_countries['rank'], ppl_in_countries['population_country'], s=100, c='red', alpha=0.5)\n",
    "\n",
    "for i, txt in enumerate(ppl_in_countries['countryOfCitizenship']):\n",
    "    plt.annotate(txt, (ppl_in_countries['rank'].iloc[i], ppl_in_countries['population_country'].iloc[i]), fontsize=8)\n",
    "\n",
    "plt.title('Liczba miliarderów w zależności od liczby ludności kraju')\n",
    "plt.xlabel('Liczba miliarderów')\n",
    "plt.ylabel('Liczba ludności w mln')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4d7574e",
   "metadata": {},
   "source": [
    "**Ten sam wykres bez Chin, Indii oraz USA, dla lepszego zobrazowania innych krajów**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "4827cd7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ppl_in_countries = ppl_in_countries[3:]\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.scatter(ppl_in_countries['rank'], ppl_in_countries['population_country'], s=100, c='red', alpha=0.5)\n",
    "\n",
    "for i, txt in enumerate(ppl_in_countries['countryOfCitizenship']):\n",
    "    plt.annotate(txt, (ppl_in_countries['rank'].iloc[i], ppl_in_countries['population_country'].iloc[i]), fontsize=8)\n",
    "\n",
    "plt.title('Liczba miliarderów w zależności od liczby ludności kraju')\n",
    "plt.xlabel('Liczba miliarderów')\n",
    "plt.ylabel('Liczba ludności w mln')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e10a109a",
   "metadata": {},
   "source": [
    "## Branże\n",
    "\n",
    "**Wykres kołowy pokazujący ile procentowo milliarderów uzyskało swoje bogactwo z jakiej branży. Widać na niej że topowe dziedziny to: finanse, manufaktura i technologia**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "9fcfd47a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "df['category'].value_counts().plot(kind='pie', autopct='%1.1f%%')\n",
    "plt.title('Miliarderzy w branżach')\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9040b7ce",
   "metadata": {},
   "source": [
    "**Wykres słupkowy pokazujący dokładną liczbę milliarderów na daną branże**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "75aa4c8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PntG8eXNu3brF4sWL070mADVq1ADI1dgARo4cyY8//siZM2fw8fFJk+CmvqZbt26dpm5G/1apK66k943E21zjihUrotFoOHr0aJpjhw8fTrMvJ++H7LC0tKRMmTKEhYURFxeXo7Zeld51vXHjBnfv3sXd3f2No+NZfU29jZy8Dt/0Xsit3y8iLUnIhRAfle+++w5ra2smTZqU7tSA1CXeXl9Hd9euXSxZsiTb57t69Srz58/X2bdlyxYOHDhAsWLFlCUJTUxM6NSpE48fP2bMmDE65a9fv05wcDDGxsZ07tz5rc8B/ze/dvHixTrlL1y4wOzZs7PcL3d3d+Li4jh//rzO/qVLl7Jr164st5PbHBwc6NSpE3/99RcTJ05MN6G8fv06N2/ezLSdv//+O92pPqnJbuqycxqNhi+++IKTJ08yduxYunTpkmGbLVu2pGjRosybN48//vgj3TLHjh17q6e+Dh48mJ9++omwsDDq1auns5Z0Rq/pGzduMGLEiHTbSx1lv3PnTppjb3ONU6/Lt99+y/Pnz5X98fHx6S4jmpP3Q3Z9/fXXPH/+nB49eqSb/D98+DDbo+ezZ8/m9u3byrZGo2HYsGFoNBq6d++ead3svKbexoABAzA2Nuarr77i33//TXP8+fPnOsl6Vt8L8H+/X3755RedUfK7d+8yYcKEXOtDXiRTVoQQHxVbW1tGjRrF8OHD0z0eGBjIL7/8wueff07btm1xdnbm4sWL7Ny5k4CAANauXZut83366acMGTKEHTt2UKFCBWWNcDMzM37++WedmzF/+OEHDh06xNy5czl16hT169dX1l1+/Pgxc+fO1Vmz+23O0bJlS4oXL86aNWsIDw+nevXq3Llzhy1bttCyZUvWrVuXpX4NHjyYXbt24e3tTUBAAPnz5+evv/7i8OHDylx9fZk7dy5Xr17lu+++Y+XKlXh7e1OwYEEiIyO5dOkSp06dYs2aNeley1QrV65k4cKFeHt7U7RoUWxsbLh+/Tpbt27F1NSUwYMHA7B+/Xo2btyoJLDp3eT42Wef4eXlhbGxMRs3bsTf35+mTZtSq1YtvLy8sLCw4O7du5w6dYobN25w7969NOtMZ8WXX36JmZkZPXv2pG7duvz5558ULlyY5s2bU6xYMWbOnMmFCxeoWLEid+7cYdu2bTRt2jTdpLt+/foYGBgwcuRILl68qIx8fvvtt291jbt06UJISAg7d+6kbNmytGjRguTkZDZs2EDVqlW5cuVKmhuT3/b9kF09evTg77//Zv78+RQtWhR/f38KFy5MXFwcN2/e5ODBg3Tv3p0FCxZkuc3atWvj5eVFu3btyJ8/P7t27eLcuXNUrlw5w989qbLzmnobJUuW5Oeff6ZHjx6UKVOGTz/9lBIlSpCcnMydO3c4dOgQ9vb2XL58Gcj6ewGgevXq1K1bl4MHD1KtWjV8fX2Jjo5m69at+Pv7pztyLrJI38u8CCHE2+C1ZQ9fpVarte7u7sqaxa8ve3jkyBFt/fr1tdbW1lpLS0tt7dq1tZs2bcrWsoCvlj169Ki2QYMG2k8++URraWmpbdiwofbkyZPpxvbw4UPt8OHDtcWKFdOamJho8+fPr/Xz89Pu2rUrTdm3PcedO3e0AQEBWhsbG62ZmZm2SpUq2g0bNmR72cOtW7dqq1evrrW0tNTmz59f27BhQ+2BAweUdZ1/+eUXnfJvWt4ts+PpLaeW2TJqSUlJ2jlz5mhr1qyprFldqFAhra+vr/bHH3/UxsbGKmXT6/fx48e1X375pbZ8+fLKdSpatKi2W7duOkvIpfY1s/9evw7R0dHaESNGaMuUKaM1NzfX5suXT1usWDFtmzZttCtXrszSMpyZ9f3XX3/VGhkZad3c3LTXr1/XarUv/807duyodXZ21pqZmWlLly6tDQoK0iYnJ6e7BrhWq9WuXLlSW6FCBa2ZmZnSl7e9xlrtyzXKx4wZo3V3d9eamJho3dzctKNGjdKGh4drAW3Lli3TxPC274eMZPYa27p1q7Zp06Zae3t7rbGxsbZgwYLaqlWrakePHq29dOlShm2+KnXZw+vXr2unT5+u9fT01JqammqdnZ21gwYN0sbHx78xpuy+prL7vkl1/vx5bdeuXbWFCxfWmpiYaG1sbLRlypTR9unTR7tv3z6lXFbfC6kePnyo7dWrl9be3l5rYmKiLVOmjHbhwoWy7GEOqbTaDJ65KoQQAng5J/PMmTM6K1WEhoZSv359xo4dm6VH0b+N/+IcecHOnTtp3LgxkydPZuTIkfoOJ8/Zs2cPjRo14ptvvmHKlCn6DkeI95LMIRdCiEy8ePGCGzdu4Orqqu9QxFtKnUcr/4bv1qvz2lM9ePCAb775BiDDlY+EEDKHXAghMjRu3DgOHz7M/fv333ijlnj/HDx4kE2bNrFs2TLy5cvHp59+qu+QPmpff/01586do1atWtjb2xMeHs6OHTuIi4ujb9++2XqgjxB5jSTkQgiRgQkTJlC4cGGGDh2aqw8VEf+NP//8k6VLl1KuXDmmT5+Ovb29vkP6qLVu3Vq5we/Ro0eYmZlRpkwZevbsqbOmuxAiLZlDLoQQQgghhB7JHHIhhBBCCCH0SBJyIYQQQggh9EgSciGEEEIIIfRIEnIhhBBCCCH0SFZZEeID8fDhQ1JSUvQdhl7Y29tz//59fYehF3m575C3+5+X+w55u/95ue/w8fTfyMgIGxubLJWVVVaE+EDM+DKaiGvJ+g5DCCGE+KgMXfFuJowYGxtneblVmbIihBBCCCGEHklCLoQQQgghhB5JQp4N48aNY9myZfoOQwghhBBCfETkps7XzJs3jwMHDqTZHxwczNChQzE0NNRDVLlPo9Hw66+/cujQIZ48eYKTkxPt2rWjatWqb6wbEBDA0KFDqVat2n8Q6ZutW7eOU6dOMW3aNH2HAkBYWBjjx4/nl19+IV++fPoORwghhBBZ0KFDB+7fv49KpcLS0pKJEyfi7OxMu3btlDLPnj3jzp07nDt3DhsbG7766itOnTqFmZkZ+fLlY/z48Xh5eWX73JKQp8PLy4vAwECdfVZWVhgYfDxfKBw6dIjt27czYMAAihcvTlRUlL5DEkIIIYTQmwULFpA/f34AduzYweDBg9m7dy979uzRKXPs2DFl9ZTGjRszbdo0jIyM2LNnD3379uXEiRPZPrck5OkwMjLC2to6zf5x48bh7u5Ot27dAOjfvz8NGjQgKiqK48ePky9fPtq0aYOfn59SZ9WqVZw6dYoHDx5gbW2Nt7c3bdu2xcjo5aVPHd1t3rw5a9eu5cmTJ1SsWJG+fftibm4OvBzN3rp1K3v37uXBgwfkz5+fhg0b0rp1awBiY2NZsWIF58+fR6VSUapUKbp164aDg0OGfVSpVFhZWVG7dm2ATMtmJiYmhgEDBjBkyBB27tzJ1atXcXJyonfv3pQoUYLExER69+7N0KFDqVixolLv5MmTzJ07l8WLF2NqavrGPoSFhbFq1SrCw8MxNDSkUKFCDBw4kLCwMNavXw+8HLkHCAwMxMfHh4CAAHr37s3ff//NxYsXsbe3p1+/flhZWbFgwQKuX7+Om5sbAwYMwNHRUYnt1KlTrF+/nvDwcGxsbKhXrx6tW7dWvh0JCAigb9++nD59mnPnzmFra0uXLl2oUqUKMTExjB8/HoDu3bsDUK9ePfr378/x48f57bffiIqKwtTUFA8PD4YNG4aZmdlbXXshhBBC5J7UZBwgISEBlUqVpsyaNWsYOXKkst2oUSPl58qVKxMVFUVKSoqS52WVJOQ5tG3bNtq1a0fr1q05fvw4ixcvpnTp0jg7OwNgbm5OYGAgNjY23Llzh4ULF2Jubk7Lli2VNqKjozl58iQjRozg6dOn/Pjjj2zevJkOHToA8Ouvv7Jv3z66du1KyZIlefToEREREQCkpKQwadIkSpQowYQJEzAwMGDjxo1MnjyZ6dOnZ/iCKFeuHImJiYSEhNC+ffscX4eQkBA6d+6Mo6MjISEhzJ49m+DgYCwsLKhcuTKHDx/WScgPHTpE1apVMTU1fWMfVCoV06ZNo0GDBgwaNIiUlBSuXbuGSqWiVq1ayldHY8aMAcDCwkI5z4YNG+jSpQtdunRh9erVzJ49m4IFC/LZZ59hZ2fHTz/9xM8//8yoUaMAuHTpEnPnzqV79+6UKlWK6OhoFi5cCMDnn3+utLt+/Xo6depE586d2bFjB8HBwcyfPx87OzuGDBnCjBkzmDVrFhYWFpiYmPDw4UNmz55Np06dqFatGmq1mkuXLqV7LZOTk0lO/r/lDVUqlfLhTAghhBDvzsCBAzl69CgAK1eu1Dl26tQp4uPjdQZeX7VkyRJ8fX2znYyD3NSZrtOnT9O5c2flv5kzZ2ZYtmLFivj7++Po6EjLli2xsrLi4sWLyvE2bdrg6emJg4MDVapUoXnz5hw7dkynDa1WS//+/SlcuDClSpWibt26ShvPnj1jx44dfPHFF/j4+ODo6EjJkiVp0KABAEePHkWr1fLll19SuHBhXF1dCQwMJDY2lrCwsHRjTkpK4vvvv8fb25sLFy6wYsUKXl2OvmvXrhw/fjxb16x58+ZUqlQJZ2dnAgICuH//vjINxtvbm1OnTpGUlARAYmIip0+fpk6dOlnqw7Nnz0hMTKRy5co4Ojri6uqKj48PdnZ2mJiYYGZmhoGBAdbW1lhbW2NiYqLE5ePjQ61atXB2dqZly5bcv38fb29vvLy8cHV1pUmTJjrXaf369Xz22Wf4+PhQsGBBypcvT7t27di7d69Of+vVq4e3tzeOjo506NABtVrNtWvXMDAwwNLSEnj5Sdva2hoLCwsePnzIixcvqF69Og4ODhQuXBh/f/90R8c3bdpEt27dlP/GjRuXrX8LIYQQQryd4OBg/vrrL4YPH87kyZN1joWEhOjMcnjVhg0b2Lp1K1OnTn2r88oIeTrKlClD7969lW1TU9MMy7q5uSk/q1QqrK2tSUhIUPYdPXqUHTt2EBUVhVqtRqPRpBnttLe319lnbW1NfHw8ABERESQnJ1OuXLl0z3/79m2ioqLo0qWLzv7k5GSio6PTrRMaGsrTp0/p2bMnarWa8ePHM3/+fL788ksePHiAWq3G09Mzwz6np3DhwjrxA8THx+Pi4kKlSpUwNDTkr7/+onbt2pw4cQILCwulT2/qQ4UKFfDx8WHSpEmUK1eO8uXLU7NmzSw9/erVf5/UuF6NNX/+/CQnJ5OYmIiFhQW3bt3i8uXLbNy4USmj0WhITk4mKSlJeS282q6ZmRnm5ubKv1l63N3dKVeuHEOHDqVChQqUL1+eGjVqKMn7q1q1akWzZs2U7fS+MhNCCCHEuxMQEMDIkSOJi4vD1taWp0+fsnXrVv744480Zbds2cLMmTNZt25dlh8E9DpJyNNhamqqM6c4M+mtuqLRaAD4999/CQ4OJiAggAoVKmBhYcGRI0fYtm1bpm2oVCplxPrV0d70qNVqihQpwsCBA9Mcs7KySrfO7du3KVSoEEZGRlhaWvLtt9/y3XffMW3aNJycnPDy8sryo15TvfppMTWBTO2DkZERNWrU4PDhw9SuXZvDhw9Ts2ZNpd9Z6UNgYCCNGzfm7NmzHD16lJCQEL799ltKlCiRaVzp/ftkFqtarSYgIIDq1aunqWdsbJxhu6/+m6XHwMCAb7/9litXrnD+/Hl27txJSEgIkydPTjN/39jYWOdcQgghhHi34uPjefbsmZL/7dy5E2trayUf+v333yldujTFihXTqff7778zdepU1q5di4uLy1ufXxLyd+jKlSvY29srN1/Cyxsws8PR0RETExMuXLigTFN5lYeHB0ePHsXKykpn7nRmbG1tOXXqFM+ePcPc3Jz8+fMzZswYxo4dy+nTp/nhhx+yFWNW1KlTh4kTJ3L37l0uXryoM289q33w8PDAw8ODVq1aMXr0aA4fPkyJEiUwMjJSPgTlVJEiRYiMjMzyB7L0pCb8r8ekUqkoWbIkJUuWpG3btgQGBnLy5Emd0XAhhBBC/PceP35M3759UavVqFQqChQowPLly5WBuzVr1tCpU6c09f73v/9hb2+vLOQAsHbtWmxtbbN1fknI3yEnJydiY2M5cuQIRYsW5fTp05w8eTJbbZiYmNCyZUtWrVqFkZERnp6eJCQkEB4ejq+vL3Xq1GHr1q1MmzaNgIAAChQowP379zlx4gQtW7akQIECadr09fVlx44dTJ06lfbt2/PJJ59w6dIl1Go1pqam/PnnnxQpUiS3LgMApUqVwtramuDgYBwcHChevLhy7E19ePHiBXv37qVKlSrY2NgQGRlJVFQU9erVA16uEBMTE8OtW7ewtbXF3Nz8rUeY27RpQ1BQEHZ2dtSoUQOVSsXt27e5e/dulm9+tbe3R6VS8ffff1OpUiVMTEy4e/cuFy5coEKFCuTPn5+rV6+SkJCQo0/TQgghhMgdrq6ubN++PcPjv//+e7r7b9++nSvnl4T8HapSpQpNmzbl559/Jjk5mUqVKtGmTRt+++23bLXTpk0bDA0NWbduHXFxcdjY2NCwYUPg5fSa8ePHs2rVKqZPn45arcbW1payZctmuDKHra0tkydPZvXq1UyfPp1nz55RtGhR+vfvj6mpKd9//z2Ojo65OnKrUqmoXbs2v//+O23bttU59qY+PH/+nIiICA4cOMDjx4+xsbHB399fucu5evXqnDhxgvHjx/P06VNl2cO34eXlxYgRI9iwYQNbtmzB0NAQFxcXfH19s9yGra0tn3/+Ob/++is//fQTdevWpWXLlly6dIk//viDZ8+eYWdnR5cuXXRWnhFCCCFE3qTSZjbxVQjx3pjxZTQR15LfXFAIIYQQWTZ0xbtZdNDY2DjLN3nKsodCCCGEEELokSTkQgghhBBC6JFMWRHiA3H//n2dJ3jmFSqVCicnJ+7du5fp0pIfo7zcd8jb/c/LfYe83f+83Hf4uPovU1aEEEIIIYT4QEhCLoQQQgghhB5JQi6EEEIIIYQeyTrkQnwg5i+EO3dU+g5DT+79///nxf7n5b5D3u5/Xu475O3+66/vE8d92PO2P1QyQi6EEEIIIYQeSUIuhBBCCCGEHklCLt4b69ato3fv3gQEBHDy5El9h5NGaGgo3bp103cYQgghxDvXoUMH/Pz8aNiwIa1ateLixYuo1Wp69OiBt7c3fn5+tG/fnps3b6ape/jwYQoVKsTixYv1EPmHSRLyPGjevHkEBASwaNGiNMeWLFlCQEAA8+bN+09jCg8PZ/369fTu3ZtFixZRsWLFHLeZ2wl0rVq1mD17dq61J4QQQryvFixYwN69e9mzZw99+vRh8ODBAHTq1IlDhw6xd+9e/P39GTZsmE69hIQEpkyZgq+vrx6i/nBJQp5HFShQgKNHj/L8+XNl3/Pnzzly5Ah2dnb/eTzR0dEAVK1aFWtra4yNjf/zGDKTkpKCiYkJ+fPn13coQgghxDv36t+7hIQEVCoVZmZmNGjQAJXq5c2mlSpV4u7duzr1Ro8ezaBBg7CxsflP4/3QySoreZSHhwfR0dGcOHGCOnXqAHDy5Ens7Ox0nip19uxZNmzYwN27dzEwMKBEiRJ069YNR0dHAGJiYhgwYABDhgxh586dXL16FScnJ3r37k2JEiWAl1NRTp06xbRp05R2t2/fzh9//MG8efNYt24d69evB6Bdu3ZKnWvXrrFmzRpu3bpFSkoK7u7udO3alSJFiijtPH36lNWrV3Pq1CkSExNxdHSkY8eOmJmZMX/+fAACAgIAaNu2LQEBAQQEBDB06FCqVaumtNOtWze6deuGj4+P0qfBgweza9curl27Ru/evQFYtmwZy5Yt0+lX8+bNWbt2LU+ePKFixYr07dsXc3NzAJ49e8bixYs5deoU5ubmtGjRgr/++gt3d3eZ/iKEEOK9NnDgQI4ePQrAypUr0xxfsmQJ/v7+yva2bdswMDCgUaNG/PHHH/9ZnB8DScjzsPr16xMaGqok5Pv378fHx4ewsDCljFqtplmzZri5uaFWq1m7di3Tp09n6tSpGBj83xcsISEhdO7cGUdHR0JCQpg9ezbBwcEYGhq+MY4WLVrg4ODA/PnzdabRqNVq6tWrR48ePdBqtWzbto0pU6YQHByMubk5Go2GyZMno1ar+d///kfBggUJDw/HwMAAT09PunXrxtq1a5VpJmZmZtm6PqtXr6ZLly54eHhgbGzMuXPn0pSJjo7m5MmTjBgxgqdPn/Ljjz+yefNmOnToAMDy5cu5cuUKw4cPJ3/+/Kxbt46bN2/i7u6e4XmTk5NJTk5WtlUqlZLgCyGEEP+V4OBg4OUA1OTJk3WS8uDgYG7dusXUqVOBlwN0s2fPVgbYRPZIQp6H1a1blzVr1nD//n0ALl++zKBBg3QS8ho1aujU6devH7169SI8PJzChQsr+5s3b06lSpWAlyPSX3/9NVFRUbi4uLwxDjMzMywsLACwtrZW9pctW1anXJ8+fejevTv//PMPlStX5sKFC1y7do0ff/wRZ2dnAAoWLKiUt7CwQKVS6bSZHU2bNqV69eqZltFqtfTv319JmOvWrcvFixeBl6PjBw4cYNCgQZQrVw6AwMBA+vbtm2mbmzZt0vmF5uHhQVBQ0Fv1QQghhMipgIAARo4cSVxcHLa2tixYsIAdO3YQEhKi/P07f/48MTExNGrUCIC4uDj27NnDgwcP+Oabb/QZ/gdBEvI8zMrKiooVKxIaGopWq6VSpUpYWVnplLl37x5r167l2rVrPH78GI1GA0BsbKxOQv7qz6kJcHx8fJYS8ow8evSIkJAQ/vnnH+Lj49FoNDx//pzY2FgAbt26RYECBZRkPLe9OjUmI/b29jqj19bW1sTHxwMvR89fvHhBsWLFlOMWFhZvjLdVq1Y0a9ZM2U6dqyeEEEL8F+Lj43n27JkyPXXnzp1YW1tjY2PDwoUL2bx5MyEhITrzzP38/HS+SR48eDBlypRRpnyKzElCnsf5+vqydOlSAHr27JnmeFBQEPb29vTt2xcbGxu0Wi1DhgwhJSVFp5yR0f+9lFITSK325dO+Xp3akurFixdvjG3evHk8efKEbt26YW9vj7GxMaNHj1bObWJiksVe6kovwU0vnqxMcXl9So5KpVL6/baMjY3fu5tahRBC5B2PHz+mb9++qNVqVCoVBQoUYPny5dy7d48JEybg5ubG559/DoCpqSnbtm3Tc8QfPknI8zgvLy9SUlJQqVR4eXnpHHv8+DGRkZH07duXUqVKAS+ntWSXlZUVjx49QqvVKsnwrVu33ljvypUr9OrVS5kKExsby+PHj5Xjbm5uPHjwgMjIyHRHnY2MjJQR/dfjefjwobJ97949kpKSstutNypYsCCGhoZcu3ZNWbkmMTGRyMhI5XoKIYQQ7xtXV1e2b9+e7rGIiIgstTFr1qxcjOjjJwl5HmdgYMCPP/6o/PyqfPny8cknn7B3715sbGyIjY1l9erV2T5H6dKlSUhIYMuWLdSoUYOzZ89y5swZZd54RpycnDh48CBFihTh2bNnrFq1SmdUvHTp0pQuXZoZM2bQtWtXHB0diYiIUD5c2Nvbo1aruXDhAm5ubpiammJqakqZMmXYuXMnJUqUQKPRsHr16izdfJpd5ubm1KtXj1WrVmFpaanc1JneNwZCCCGEyLskMxBYWFikmxwbGBgwaNAgbty4wZAhQ1i+fDmdO3fOdvuurq707NmTXbt2MWzYMK5du0bz5s3fWO/LL7/k6dOnjBgxgrlz59K4ceM064APGTKEokWLMnv2bL766itWrVqljIp7enrSsGFDZs2aRa9evdiyZQsAXbp0wc7Oju+++47g4GCaN2+OqalptvuVFV27dqVEiRIEBQUxceJEPD09cXFxeevpNkIIIYT4+Ki0OZ3wKoTIMrVazZdffkmXLl2y/RSz8d/f586dlDcXFEIIId7SxHH6TQtVKhVOTk7cu3cvx/dk6ZuxsbHOs10yI1NWhHiHbt68SUREBMWKFSMxMVFZzrBKlSp6jkwIIYQQ7wtJyIV4x7Zu3UpkZCRGRkYUKVKECRMmpFleMisC+0Jy8oc9WvA2PqbRkuzKy32HvN3/vNx3yNv9z8t9z8skIRfiHZKH+gghhBDiTeSmTiGEEEIIIfRIEnIhhBBCCCH0SKasCPGBGL/xOdfvPdd3GHpyU98B6FFe7jvk7f7n5b5D3u5/7vR9aZ93s6SvyH0yQi6EEEIIIYQeSUIuhBBCCCGEHklCLj4I69atY9iwYR/NeYQQQgghUskccpFrAgICMj3etm3bN5YRQgghRO7q0KED9+/fR6VSYWlpycSJEylbtixjxoxh9+7dhIeHs2vXLsqWLZum7tq1a/n6669ZunQpn376qR6izxskIRe5ZtGiRcrPR48eZe3atcyePVvZZ2Zmpo+whBBCiDxtwYIF5M+fH4AdO3YwePBg9u7dS9OmTenXrx+tWrVKt97du3dZvXo1lSpV+i/DzZMkIRe5xtraWvnZwsIClUqls2/fvn1s27aNmJgY7O3tady4Mf7+/srxBw8esHLlSs6dO0dKSgouLi707NmT4sWLK2UOHjzI2rVrefLkCRUrVqRv376Ym5sDMG7cOAoXLoyJiQn79u3DyMiIhg0b6ozKx8bG8vPPP3PhwgUMDAyoUKECPXr00InzVRqNho0bN7J3714SEhJwcXGhU6dOeHl5KWWuXLnCkiVLiIyMpFChQrRu3Zrp06czdepU3NzcGDhwIA0bNqRFixZKnVu3bjF8+HCCg4NxdHR8yysuhBBCvFlqMg6QkJCASqUCoEaNGhnW0Wg0DB06lO+//54JEya88xjzOknIxX/i0KFDrFu3jh49euDh4cHNmzdZuHAhpqam+Pj4oFarGTduHLa2towYMQJra2tu3Lih89jg6OhoTp48yYgRI3j69Ck//vgjmzdvpkOHDkqZAwcO0KxZMyZPnsy///7L/PnzKVmyJOXLl0ej0TB16lTMzMwYP348L168YOnSpcyaNYtx48alG/cff/zB1q1b6dOnDx4eHvz5558EBQUxc+ZMnJycSExMJCgoiIoVKzJo0CDu37/PsmXLlPoqlYr69esTGhqqk5Dv37+fUqVKpZuMJycnk5ycrNNG6ocOIYQQ4m0MHDiQo0ePArBy5co3ll+0aBFVq1alfPny7zo0gSTk4j+ybt06OnfuTPXq1QFwcHAgPDycvXv34uPjw+HDh0lISGDKlClYWloCpElWtVot/fv3V5LTunXrcvHiRZ0ybm5ufP755wA4OTmxc+dOLly4QPny5bl48SJ37txh7ty52NnZATBgwAC+/vprrl27RrFixdLEvXXrVlq2bEnt2rUB+OKLLwgLC2P79u306tWLw4cPo1Kp6Nu3LyYmJri6uhIXF8fChQuVNnx8fFi3bp1yjpSUFA4fPkznzp3TvVabNm1i/fr1yraHhwdBQUFZv9hCCCHEa4KDg4GXf48nT56caVJ++fJltm/fzsaNG/+r8PI8ScjFO6dWq4mOjmbBggU6iapGo8HCwgJ4OYXD3d1dScbTY29vrzNSbG1tTXx8vE6ZwoUL62zb2NgoZcLDwylQoICSjAO4urqSL18+IiIi0iTkiYmJPHz4kJIlS+rs9/T05Pbt2wBERkYq02RSvd6Ora0tlSpV4s8//6RYsWL8/fffpKSkULNmzXT72apVK5o1a6Zsp361KIQQQuRUQEAAI0eOJC4uDltb23TLnDhxgvDwcLy9vQG4f/8+w4cPJzo6mq5du/6X4eYZkpCLd06tVgPQt29fnfngAAYGL1fefDWhzYihoaHOtkql0pnSAmBklPYl/XoZffD19WXu3Ll069aN/fv3U7NmTUxN03+CmrGxMcbGxv9xhEIIIT5G8fHxPHv2TPnWeefOnVhbW2NjY5Nhna5du+ok3m3btqVXr16yyso7JAm5eOdS3/jR0dHUqVMn3TKFCxdm3759PHnyJNNR8pxwdXXlwYMHxMbGKqPk4eHhPH36FFdX1zTlLSwssLGx4fLly5QuXVrZf+XKFWUU3NnZmUOHDpGcnKwk0devX0/TVqVKlTA1NWX37t2cO3eO8ePHv4suCiGEEDoeP35M3759UavVqFQqChQowPLly1GpVAwfPpx9+/Zx//59OnXqhKWlJUeOHNF3yHmSJOTiPxEQEMAvv/yChYUFXl5epKSkcP36dZ4+fUqzZs3w9vZm06ZNTJs2jQ4dOmBjY8PNmzextbWlRIkSuRJDuXLlKFy4MHPmzKFr165oNBqWLFlC6dKlKVq0aLp1WrRowbp163B0dMTd3Z39+/dz69YtBg4cCIC3tzchISEsXLiQzz77jNjYWLZu3ZqmHQMDA3x8fPj1119xdHTMtT4JIYQQmXF1dWX79u3pHps6dWqW2nj1vibxbkhCLv4TDRo0wNTUlN9//51Vq1ZhampK4cKFadq0KfByqsm3337LihUrmDJlChqNBldXV3r27JlrMaSOBvz888+MHTtWZ9nDjDRu3JjExERWrFhBfHw8rq6ujBgxAicnJ+DlKPqIESNYsmQJw4cPp3DhwrRp04bg4OA003B8fX3ZtGkT9evXz7U+CSGEEOLDp9K+DxNshfiIHDp0iPnz57N8+XKdpPzSpUtMmDCBn376KcN1zzMzYGEE1+89z8VIhRBCfMyW9kn/XqX3mUqlwsnJiXv37r0X94DlhLGxMfb29lkqKyPkQuTQgQMHKFiwILa2tty6dYvVq1dTs2ZNJRlPTk4mISGB3377jZo1a75VMi6EEEKIj5ck5ELk0KNHj1i3bh2PHj3C2tqaGjVq6Dys6MiRI/z000+4u7szYMAAPUYqhBBCiPeRTFkR4gNx//59nSd45hUf09eX2ZWX+w55u/95ue+Qt/ufl/sOH1f/szNlxeAdxyKEEEIIIYTIhCTkQgghhBBC6JEk5EIIIYQQQuiR3NQpxAdi0P4nXI5V6zsMPXmk7wD06JG+A9CzR/oOQI8e6TsAPXuUq61t+yx/rrYnRG6SEXIhhBBCCCH0SBJyIYQQQggh9EgScpGpsLAwAgICePr0aYZl1q1bx7Bhw/7DqD4sr1/D0NBQunXrpt+ghBAiD1Kr1fTo0QNvb2/8/Pxo3749N2/eBECr1TJjxgy8vb1p0KABbdu2VepldkyI3CBzyD8S8+bN48CBA2n2BwcH4+jo+E7P3aJFCxo3bvxOz5Hq4MGDbNy4kfv372NtbU39+vWz9Itx3Lhx/PPPP8DLdUHt7Ozw8fHhs88+Q6VSZencoaGhLFu2jGXLlmUrZk9PTxYtWoSFhUW26gkhhMh9nTp1wtfXF5VKxS+//MKwYcNYv349S5cu5dKlS/z555+YmJgQExOj1MnsmBC5QRLyj4iXlxeBgYE6+6ysrN75ec3MzDAzM3vn54mJiWHevHm0aNGChg0bkpCQQGRkZJbrN2jQgHbt2pGcnMzFixdZtGgR+fLlo1GjRu8wajAyMsLa2vqdnkMIIcSbmZmZ0aBBA2W7UqVKLFiwAICffvqJdevWYWJiAoCDg4NSLrNjQuQGScg/Ihklftu2bWP//v3ExMRgaWlJ5cqV+eKLL5Qk+v79+yxdupQrV66QkpKCvb09X3zxBZUqVVLauHHjBqtXryY8PBx3d3cCAwNxdnYGXk5ZOXXqFNOmTQNAo9GwceNG9u7dS0JCAi4uLnTq1AkvLy/gZWI9YMAAhgwZws6dO7l69SpOTk707t2bEiVKZNi/1JHs+vXr4+DggIODA8WKFcvy9TE1NVWuT/369dm5cyfnz59XEvLk5GTWrFnDkSNHSExMpFChQnTq1IkyZcoQFhbG/PnzAQgICACgbdu2BAQEcPDgQf744w8iIyMxNTWlbNmydOvWjfz5X97RHxYWxvjx4/nll1/Ily9fluMVQgjxbi1ZsgR/f38eP35MbGwsu3fvZvv27QD07t2bli1bZnpMiNwiCXkeoFKp6N69Ow4ODsTExLBkyRJWrVpFr169gJdfxaWkpDB+/HhMTU0JDw9PM+IdEhJCly5dsLKyYvHixfz0009MnDgx3fP98ccfbN26lT59+uDh4cGff/5JUFAQM2fOxMnJSafNzp074+joSEhICLNnzyY4OBhDQ8N027W1taVo0aL8/PPPDB8+XBmpyC6tVsvly5eJjIzUiWfp0qVEREQwePBgbGxsOHnyJJMnT2b69Ol4enrSrVs31q5dy+zZswGUa5SSkkK7du1wdnYmPj6eFStWMH/+fEaOHPlW8SUnJ5OcnKxsq1QqzM3N36otIYQQ6QsODubWrVtMnToVtVpNSkoKarWabdu2cffuXVq2bEmxYsVwdnbO8FiZMmX03Q3xkZCE/CNy+vRpOnfurGxXrFiRr7/+mqZNmyr7HBwcaN++PYsXL1YS8tjYWKpXr07hwoUBKFiwYJq227dvT+nSpQFo2bIlP/zwA8+fP083Kd66dSstW7akdu3aAHzxxReEhYWxfft25ZwAzZs3V0bhAwIC+Prrr4mKisLFxSXd/i1cuBCtVouDgwNTpkxh2LBhyrzsH374AXt7e3r27Jnh9dm1axf79u0jJSWFFy9eYGxsrMx9j42NJTQ0lPnz52Nrawu8nBt/7tw59u/fT8eOHbGwsEClUqX5FsLX11f5uWDBgnTv3p2RI0eiVqvfairPpk2bWL9+vbLt4eFBUFBQttsRQgiRvgULFrBjxw5CQkIwNzfH3NycfPny0bp1awAKFSpElSpVOHfuHGXKlMn0mBC5QRLyj0iZMmXo3bu3sm1qagrA+fPn2bx5MxERETx79owXL16QnJxMUlISpqamNG7cmCVLlnD+/HnKlStH9erVcXNz02n71W0bGxsAEhISsLOz0ymXmJjIw4cPKVmypM5+T09Pbt++rbMv9QMAoCS58fHx6Sbk4eHhhIaGMnPmTFxcXJg3bx7jx49n1KhR5M+fn7t371K3bt1Mr0+dOnVo3bo1T5484bfffqNEiRJ4enoCcOfOHTQaDYMGDdKpk5KSgqWlZabt3rhxg3Xr1nH79m2ePn2KVqsFXib5rq6umdZNT6tWrWjWrJmyndWbToUQQrzZwoUL2bx5MyEhIcrUQoDPPvuM/fv3061bNx4+fMjZs2fp16/fG48JkRskIf+ImJqapllRJSYmhqCgIBo2bEj79u2xtLTk8uXLLFiwgJSUFExNTWnQoAEVKlTg9OnTnD9/nk2bNtGlSxedlVNenUaSmiBqNJocxWtk9H8vv9Q2U5PZ192+fRtjY2MlwQ0MDOTHH39kzJgxtGjRArVaTZUqVTI9n4WFhXJ9vvrqK/73v/9RvHhxypcvj1qtxsDAgKCgIAwMdFcDzWyUW61WM2nSJCpUqMDAgQOxsrIiNjaWSZMmkZKS8uaLkA5jY2OMjY3fqq4QQoiMRUZGMmHCBNzc3Pj888+Bl387t23bxjfffMPXX3/NihUrgJd/ZypWrAiQ6TEhcoMk5B+5GzduoNFo6NKli5JoHjt2LE05Ozs7GjVqRKNGjfj111/Zt2/fWy1laGFhgY2NDZcvX1amuABcuXIlWzdgvs7W1pbk5GSuXr1K8eLFMTAwYNCgQQQFBbFo0SK6dOmSrTnlZmZmNGnShJUrVzJ16lTc3d3RaDTEx8dTqlSpdOsYGRml+RASGRnJ48eP6dixo/JtwfXr19+6n0IIId4dZ2dnIiIi0j1ma2ub4bK2mR0TIjfIg4E+co6Ojrx48YKdO3cSHR3NwYMH2bNnj06ZZcuWcfbsWWJiYrhx4wZhYWEZzuPOihYtWrBlyxaOHj1KZGQkq1ev5tatWzRp0uSt2yxZsiSenp7MmjWLkydPEhUVxdmzZ3n48CGmpqYcOXKEpKSkbLXZsGFD7t27x4kTJ3B2dsbb25u5c+dy4sQJYmJiuHbtGps2beL06dMA2Nvbo1aruXDhAgkJCSQlJWFnZ4eRkZFyff/66y82bNjw1v0UQgghRN4jI+QfOXd3d7p06cKWLVv49ddfKVWqFB07dmTu3LlKGY1Gw9KlS4mLi8Pc3BwvLy+6du361uds3LgxiYmJrFixgvj4eFxdXRkxYoTOiibZpVKpGDVqFL/99hsrVqwgLi4OR0dH/Pz8qFGjBqNHjyY4OJghQ4akmXKSEUtLS+rWrctvv/1GtWrVCAwMZOPGjUr7VlZWFC9enMqVKwMv58E3bNiQWbNm8fjxY2XZw8DAQNasWcOOHTvw8PCgc+fOTJ069a37KoQQQoi8RaXNaNKuEOK90nHdTS7HqvUdhhBCfJC2fZb/zYXeAyqVCicnJ+7du5fhfVUfs4+p/8bGxtjb22eprExZEUIIIYQQQo9kyooQH4jZ9S1JTjbVdxj/uY9ptCS78nLfIW/3Py/3HaT/Iu+REXIhhBBCCCH0SBJyIYQQQggh9EgSciGEEEIIIfRI5pAL8YHodS6WsEfP9B2GntzTdwB6lJf7Dnm7/znr+8Fajm8uJIR4L8gIuRBCCCGEEHokCbkQQgghhBB6JAm5yFBYWBgBAQE8ffpU36EIIYQQQny0ZA75B2LevHkcOHAgzf7g4GAcHfU7T/DgwYNs3LiR+/fvY21tTf369Wnbtu0b640bN45//vlH2c6fPz+lSpWic+fOWX6ylRBCiPSp1WoCAwP5999/MTMzw87OjilTpuDh4UFwcDC//fYbN2/eZMmSJXz66adKva+++opTp05hZmZGvnz5GD9+PF5eXvrriBB5gCTkHxAvLy8CAwN19llZWekpmpdiYmKYN28eLVq0oGHDhiQkJBAZGZnl+g0aNKBdu3ZotVru37/P8uXLmTNnDhMmTHiHUb9ZSkoKRkby9hBCfNg6deqEr68vKpWKX375hWHDhrF+/Xrq1KlDy5YtGTJkSJo6jRs3Ztq0aRgZGbFnzx769u3LiRMn9BC9EHmHZBwfECMjI6ytrdM99s8//7By5Upu376NpaUl9erVo3379hgaGgKQnJzMypUrOXr0KM+ePaNIkSJ07dqVYsWKKW2cPn2a5cuXExsbS4kSJahXr94bY1KpVADUr18fBwcHHBwcdNp8E1NTU6VPNjY2+Pv7s3jxYp0yd+7cYdWqVVy6dAkzMzPKly9P165dsbKyYu/evfz222/89NNPGBj83wysqVOnYmlpqXyAOXXqFOvXryc8PBwbGxvq1atH69atlesTEBBAr169OHPmDBcvXqR58+a0bduWhQsXcvHiRR49eoSdnR3+/v40adJEOc+LFy9Yvnw5Bw8exMDAAF9fXx49ekRiYiLDhw8HQKPRsGXLFvbu3cujR49wdnamTZs21KhRI8vXSQghssvMzIwGDRoo25UqVWLBggUAVKxYMcN6jRo1Un6uXLkyUVFRMkghxDsmc8g/AnFxcUyZMoWiRYsybdo0evXqxZ9//smGDRuUMqtWreLEiRP079+foKAgHB0dmTRpEk+ePAEgNjaWGTNmULlyZaZNm4avry+rV69+47ltbW0pWrQoP//8M8+fP89RP548ecKxY8d0EvqnT58yYcIE3N3d+eGHHxg1ahTx8fH8+OOPANSoUYPHjx8TFham087Zs2epU6cOAJcuXWLu3Lk0btyYmTNn0qdPH0JDQ9m4caPO+X/77TeqVavG9OnT8fX1RaPRUKBAAb7++mt+/PFH2rZty5o1azh69KhSZ8uWLRw+fJjAwEAmTpzIs2fPOHXqlE67mzdv5uDBg/Tu3ZuZM2fStGlT5syZozNdRwgh3rUlS5bg7++f7Tq+vr6SjAvxjsk77ANy+vRpOnfurGxXrFiRr7/+ml27dlGgQAF69uyJSqXCxcWFhw8fsnr1atq2bcvz58/ZvXs3/fv3V0ZF+vbty/nz5/nzzz9p0aIFu3fvpmDBgnTp0gUAZ2dn7ty5w5YtWzKNaeHChWi1WhwcHJgyZQrDhg3DwsICgB9++AF7e3t69uyZYf1du3axb98+AJKSknBycmL06NHK8Z07d+Lh4UHHjh2Vff369aNfv35ERkbi7OyMl5cXhw8fply5cgAcP36cTz75hDJlygCwfv16PvvsM3x8fAAoWLAg7dq1Y/Xq1Xz++edKu7Vr16Z+/fo68QUEBCg/Ozg48O+//3Ls2DFq1aoFwI4dO/jss8+oVq0aAD179uTMmTNKneTkZDZt2sSYMWMoUaKEcv7Lly+zZ88eSpcuneaaJCcnk5ycrGyrVCrMzc0zvIZCCPEmwcHB3Lp1i6lTp2a5zoYNG9i6dWuawQshRO6ThPwDUqZMGXr37q1sm5qaAhAREUGJEiWU6SMAnp6eqNVq4uLiePr0KS9evMDT01M5bmRkRLFixQgPD1faeH2qSWoCmZHw8HBCQ0OZOXMmLi4uzJs3j/HjxzNq1Cjy58/P3bt3qVu3bqZt1KlTh9atWwPw6NEjNm3axKRJk/jhhx8wNzfn9u3bXLx4UeeDSKro6GicnZ2pU6cOCxcupFevXhgbG3Po0CFq166tTGG5desWly9f1vmjotFoSE5OJikpSbmORYsWTXOOnTt3sn//fmJjY3n+/DkpKSm4u7sDkJiYSHx8vM51MzAwoEiRImg0GgCioqJISkpi4sSJOu2mpKTg4eGR7jXZtGkT69evV7Y9PDwICgrK9DoKIURGFixYwI4dOwgJCcnyh/stW7Ywc+ZM1q1bJzfZC/EfkIT8A2Jqaqr3FVVedfv2bYyNjXF1dQUgMDCQH3/8kTFjxtCiRQvUajVVqlTJtA0LCwulT46OjvTr148+ffpw9OhRGjRogFqtpnLlynzxxRdp6qbOPa9cuTJarZbTp09TtGhRLl++TNeuXZVyarWagIAAqlevnqYNY2Nj5efUxDzVkSNHWLlyJV26dKFEiRKYm5vz+++/c/Xq1axdoP9/boCRI0dia2urcyyjr4BbtWpFs2bNlO1XP2gJIUR2LFy4kM2bNxMSEkL+/PmzVOf3339n6tSprF27FhcXl3ccoRACJCH/KLi4uHDixAm0Wq2SvF25cgVzc3NsbW2xtLTEyMiIK1euKCMdKSkpXL9+XblB0cXFhb///lun3Tclnra2tiQnJ3P16lWKFy+OgYEBgwYNIigoiEWLFtGlSxdMTEyy1ZfUUe3U+egeHh6cOHECe3t75QbM15mYmFC9enUOHTpEVFQUzs7OFClSRDlepEgRIiMjs/1h5sqVK3h6eurMuYyOjlZ+trCwIH/+/Fy/fl2ZeqLRaLh58yZubm4AuLq6YmxsTGxsbLrTU9JjbGys80FBCCHeRmRkJBMmTMDNzU2Znmdqasq2bduYNWsWK1euJC4ujsuXLzN69Gh2795NgQIF+N///oe9vT3du3dX2lq7dm2aQQUhRO6RhPwj4O/vzx9//MHPP//Mp59+SmRkJOvWraNp06YYGBhgZmZGo0aNWLlyJZaWltjZ2bFlyxaSkpLw9fUFXt5Vv23bNlauXEmDBg24ceMGoaGhmZ63ZMmSeHp6MmvWLLp27UrhwoUJDw/n4cOHmJqacuTIERo2bJhm5PlVSUlJPHr0CHg5ZWXDhg0YGxtToUIFpW/79u1j9uzZtGjRAktLS6Kiojh69ChffvmlksB7e3sTFBREeHi4cjNnqjZt2hAUFISdnR01atRApVJx+/Zt7t69S/v27TOMzdHRkQMHDnD27FkcHBw4ePAg165dw8HBQSnTuHFjNm/ejKOjIy4uLuzYsYMnT54oH4zMzc1p3rw5y5cvR6PRULJkSRITE5UPTKnz2oUQIrc5OzsTERGR7rHBgwczePDgdI/dvn37HUYlhEiPJOQfAVtbW0aOHMnKlSsZNmwYlpaW+Pr60qZNG6VMx44d0Wg0zJkzB7VaTZEiRRg9ejSWlpYA2NnZMWTIEJYvX87OnTspVqwYHTp04KeffsrwvCqVilGjRvHbb7+xYsUK4uLicHR0xM/Pjxo1ajB69GiCg4MZMmSIzpKEr9q3b59yU2e+fPlwc3Nj5MiRODs7K32bOHEiq1evZtKkSSQnJ2Nvb0+FChV0pnKULVsWS0tLIiMj8fb21jmHl5cXI0aMYMOGDWzZsgVDQ0NcXFyUDyMZadiwIbdu3WLWrFmoVCpq166Nv7+/zk2bLVu25NGjR8ydOxcDAwP8/PyoUKGCTn/btWuHlZUVmzdvJjo6mnz58uHh4UGrVq0yPb8QQggh8gaVVqvV6jsIIT4WGo2Gr776ipo1a2Y6+v42Wu69RNijZ7naphDi43Ww1vtzz1F2qVQqnJycuHfvHnktTcnLfYePq//GxsZZvilaRsiFyIH79+9z7tw5SpcuTUpKCjt37iQmJibNKL0QQgghREYkIRciB1QqFQcOHGDlypUAFCpUiDFjxigrzwghhBBCvIkk5ELkgJ2dXZo1xt+VJRXsdB4YlFd8TF9fZlde7jvk7f7n5b4LkRelf6edEEIIIYQQ4j8hCbkQQgghhBB6JAm5EEIIIYQQeiRzyIX4QAy7E82/TxL1HYZ+/HtX3xHoT17uO+Tt/v//vq8vLjeJC/GxkxFyIYQQQggh9EgSciGEEEIIIfRIEnLxQQsLCyMgIICnT59mWq5///5s3779P4pKCCFyl1qtpkePHnh7e+Pn50f79u25efMmALGxsXTq1InatWvj6+vL8ePHlXrBwcHUqVMHV1dXdu7cqa/whRBvIAm5eCfmzZvH1KlT0+zPagL9tkJDQ+nWrds7aVsIIfSpU6dOHDp0iL179+Lv78+wYcMAmDx5MpUqVeLIkSPMnDmT/v37K88sqFOnDqtWraJGjRr6DF0I8QaSkAvxjqSkpOg7BCHER8LMzIwGDRqgUqkAqFSpEnfvvrzpc+vWrXTu3BkALy8vHB0dOXbsGAAVK1bEzc1NP0ELIbJMVlkRenX58mV+/fVXrl+/jpWVFVWrVqVjx46YmZkBcPDgQf744w8iIyMxNTWlbNmydOvWjfz586dpKywsjPnz5wMQEBAAQNu2bZWfk5KSmD9/PsePHydfvny0adMGPz8/pf6DBw9YuXIl586dIyUlBRcXF3r27Enx4sWJiopixYoVXL16FbVajaurKx06dKB8+fJK/f79+1O/fn2ioqI4deoU1apVo3///m/soxBCZNeSJUvw9/cnLi6OlJQUHBwclGOurq5ERkbqMTohRHZJQi70JioqikmTJtG+fXv69etHQkICP//8Mz///DOBgYHAy1Hmdu3a4ezsTHx8PCtWrGD+/PmMHDkyTXuenp5069aNtWvXMnv2bACdpHfbtm20a9eO1q1bc/z4cRYvXkzp0qVxdnZGrVYzbtw4bG1tGTFiBNbW1ty4cUN5ZLVaraZixYq0b98eY2NjDhw4QFBQELNnz8bOzk45x9atW2nbti1t27bNch9fl5ycrHzdDC8foW1ubp7Dqy2E+FgEBwdz69Ytpk6dyrNnz/QdjhAiF0hCLt6Z06dPK1+jptJoNMrPmzdvpk6dOjRt2hQAJycnunfvztixY+nVqxcmJib4+voq5QsWLEj37t0ZOXIkarU6zQizkZERFhYWqFQqrK2t08RTsWJF/P39AWjZsiXbt2/n4sWLODs7c/jwYRISEpgyZQqWlpYAODo6KnXd3d1xd3dXttu3b8+pU6f466+/+PTTT5X9ZcuWpXnz5sr2ggUL3tjH123atIn169cr2x4eHgQFBaUpJ4TIexYsWMCOHTsICQnB3Nwcc3NzDA0NiYmJUUbJw8PDcXZ21nOkQojskIRcvDNlypShd+/eOvuuXr3KnDlzALh9+za3b9/m0KFDOmW0Wi0xMTG4urpy48YN1q1bx+3bt3n69KkyYh0bG4ura/YelvHqPMrUpD0hIQGAW7du4e7uriTjr1Or1axbt44zZ87w8OFDXrx4wfPnz4mNjdUpV7RoUZ3trPTxda1ataJZs2Y6sQohxMKFC9m8eTMhISE60/aaNWvGypUrGTJkCGfPniUqKoqaNWvqMVIhRHZJQi7eGVNTU51RZng5TzuVWq3Gz8+PJk2apKlrZ2eHWq1m0qRJVKhQgYEDB2JlZUVsbCyTJk16qxsmDQ0N0+xLHbFPb6T6VStWrODChQt07twZR0dHTExMmDFjRpo4TE1Ndbbf1Mf0GBsbY2xsnGk8Qoi8JTIykgkTJuDm5sbnn38OvPx9s23bNkaPHs3AgQOpXbs2JiYmBAcHK79DZs2axcqVK4mLi+Py5cuMHj2a3bt3U6BAAX12RwjxGknIhd54eHgQERGRJmlPdefOHR4/fkzHjh2V5PX69euZtmlkZKQzLSarChcuzL59+3jy5Em6o+RXrlyhXr16VKtWDXiZaN+/f/+N7b6pj0IIkRXOzs5ERESke8ze3p41a9ake2zw4MEMHjz4HUYmhMgNsuyh0JuWLVty5coVli5dyq1bt7h37x6nTp1i6dKlwMsRZCMjI3bu3El0dDR//fUXGzZsyLRNe3t71Go1Fy5cICEhgaSkpCzF4u3tjbW1NdOmTePy5ctER0dz/Phx/v33X+Dl3O+TJ09y69Ytbt26xezZs5XpMznpoxBCCCGEjJALvXFzc2PcuHGEhITw3XffodVqcXR0VOY+WllZERgYyJo1a9ixYwceHh507tw53QcOpfL09KRhw4bMmjWLx48f6yx7mBkjIyO+/fZbVqxYwZQpU9BoNLi6utKzZ08AunTpwk8//cS3337LJ598QsuWLbO0usGb+iiEEEIIodJmZZhPCKF33f6+yL9PEvUdhhDiP7a+ePZuYP8YqFQqnJycuHfvXpa+jfyY5OW+w8fVf2NjY+zt7bNUVqasCCGEEEIIoUcyZUWID8S0wgV1HhiUV3xMoyXZlZf7Dnm7/3m570LkRTJCLoQQQgghhB5JQi6EEEIIIYQeSUIuhBBCCCGEHskcciE+EEEJkdxUP9V3GPoRd1PfEehPXu47fLT9n2Pjru8QhBDvERkhF0IIIYQQQo8kIRdCCCGEEEKPJCEXH5x58+Zl+rROIYQQQogPicwhF7lm3rx5HDhwAABDQ0NsbW2pWbMmAQEBmJiY/GdxhIWFMX78+HSPLVq0CGtr60zrr1u3jlOnTjFt2rRsnTc0NJRly5axbNmybNUTQuRdY8aMYffu3YSHh7Nr1y7Kli0LwP79+5k5cyaJiYmYmZkRFBREmTJlAPjqq6+4cOECKpUKY2NjRo4cSZ06dfTZDSFEDklCLnKVl5cXgYGBpKSkcOPGDebNmwfAF1988Z/HMmvWLCwsLHT2WVlZ/edxCCFERpo2bUq/fv1o1aqVsu/Ro0cMGDCAQ4cOYWtry/Hjx/nf//7Hn3/+CcC4cePInz8/ABcvXqRdu3ZcuHABAwP50luID5Uk5CJXGRkZKSPQdnZ2HDx4kAsXLijHNRoNW7ZsYe/evTx69AhnZ2fatGlDjRo1lOMLFy7k4sWLPHr0CDs7O/z9/WnSpEm2Y8mfPz/58uVL91hYWBirVq0iPDwcQ0NDChUqxMCBAwkLC2P9+vUABAQEABAYGIiPjw/btm1j//79xMTEYGlpSeXKlfniiy8wMzMjLCyM+fPn69Rr27YtAQEBJCcns2bNGo4cOUJiYiKFChWiU6dOymiXECLvSv3d96rbt29jY2NDmTJluHfvHtWrVyciIoILFy5Qrlw5JRkHSEhI+C/DFUK8I5KQi3fmzp07/Pvvv9jb2yv7Nm/ezKFDh+jduzdOTk5cunSJOXPmYGVlRenSpdFoNBQoUICvv/6aTz75hCtXrijTTGrVqpUrcb148YJp06bRoEEDBg0aREpKCteuXUOlUlGrVi3u3LnDuXPnGDNmDIAyyq5SqejevTsODg7ExMSwZMkSVq1aRa9evfD09KRbt26sXbuW2bNnA2BmZgbA0qVLiYiIYPDgwdjY2HDy5EkmT57M9OnTcXJyypU+CSE+Hh4eHjx8+JCjR4/i4eHB7t27efLkCXfv3qVcuXIATJ48mW3bthEfH8+iRYtkdFyID5wk5CJXnT59ms6dO6PRaEhOTkalUtGjRw8AkpOT2bRpE2PGjKFEiRIAFCxYkMuXL7Nnzx5Kly6NkZGRMsIM4ODgwL///suxY8eynZB/+eWXOtv29vbMnDmTZ8+ekZiYSOXKlXF0dATA1dVVKWdmZoaBgUGaueZNmzbViat9+/YsXryYXr16YWRkhIWFBSqVSqdebGwsoaGhzJ8/H1tbWwBatGjBuXPn2L9/Px07dkwTd3JyMsnJycq2SqXC3Nw8W30XQny4rKysWLRoESNHjuThw4dUrlyZEiVKYGT0f3+yR40axahRozh48CCTJk1i8+bN/+m9OkKI3CUJuchVZcqUoXfv3qjVarZv346hoaHylWxUVBRJSUlMnDhRp05KSgoeHh7K9s6dO9m/fz+xsbE8f/6clJQU3N3dsx3LhAkTdBJZQ0NDACwtLfHx8WHSpEmUK1eO8uXLU7NmTWxsbDJt7/z582zevJmIiAiePXvGixcvSE5OJikpCVNT03Tr3LlzB41Gw6BBg9L02dLSMt06mzZtUqbNwMvRsqCgoCz1WQjxcahduzZt27bl3r17qNVqKlasSPHixdOUq1u3Lt9++y2XL1+mfPnyeohUCJEbJCEXucrU1FQZde7Xrx/Dhg3jzz//xNfXF7VaDcDIkSOV0eJUqSM/R44cYeXKlXTp0oUSJUpgbm7O77//ztWrV7Mdi4ODQ4ZzyAMDA2ncuDFnz57l6NGjhISE8O233yoj96+LiYkhKCiIhg0b0r59eywtLbl8+TILFiwgJSUlw4RcrVZjYGBAUFBQmq+UU6e0vK5Vq1Y0a9ZM2VapVFnprhDiIxIdHa1MaZs1axa1a9fGw8OD5ORkwsPDlUGMM2fO8ODBAwoXLqzPcIUQOSQJuXhnDAwMaNWqFStWrMDb2xtXV1eMjY2JjY2ldOnS6da5cuUKnp6e+Pv7K/uio6PfSXweHh54eHjQqlUrRo8ezeHDh5WvhTUajU7ZGzduoNFo6NKli5JYHzt2TKdMevXc3d3RaDTEx8dTqlSpLMVlbGyMsbFxDnomhPhQDB8+nH379nH//n06deqEpaUlR44cYdq0afz9998kJSVRqVIlpk+fDrz8dm3w4ME8fvwYQ0NDLCwsWLhw4RuXcxVCvN8kIRfvVM2aNVm1ahU7d+6kRYsWNG/enOXLl6PRaChZsiSJiYlcuXIFc3NzfHx8cHR05MCBA5w9exYHBwcOHjzItWvXcHBwyPa54+PjdeZiw8vpKnFxcezdu5cqVapgY2NDZGQkUVFR1KtXD0C5afPWrVvY2tpibm6Oo6MjL168YOfOnVSuXJkrV66wZ88enbbt7e1Rq9VcuHABNzc3TE1NcXZ2xtvbm7lz59KlSxc8PDxISEhQylSqVOntL64Q4oOX0UPOUm/6vnfvHlqtVtlvbm7Oli1b/qvwhBD/EUnIxTtlaGjIp59+yu+//06jRo1o164dVlZWbN68mejoaPLly6eMUgM0bNiQW7duMWvWLFQqFbVr18bf358zZ85k+9yDBw9Os+/777/HwcGBiIgIDhw4wOPHj7GxscHf3x8/Pz8AqlevzokTJxg/fjxPnz5Vlj3s0qULW7Zs4ddff6VUqVJ07NiRuXPnKm17enrSsGFDZs2axePHj5VlDwMDA9m4cSMrVqwgLi4OKysrihcvTuXKld/uogohhBDio6LSvvrRWwjx3hp6/Rw31U/1HYYQIhfMsXHP9LhKpUp3hDyvyMv9z8t9h4+r/8bGxjpLP2dGFi4VQgghhBBCjyQhF0IIIYQQQo9kDrkQH4gRVs4kmye/ueBH5mP6+jK78nLfQfovhMg7ZIRcCCGEEEIIPZKEXAghhBBCCD2ShFwIIYQQQgg9kjnkQnwglmruEq55ou8w9CP8qr4j0J+83Hf4oPs/yqCYvkMQQnwgZIRcCCGEEEIIPZKEXAghhBBCCD3KlYQ8JSWFO3fucPnyZf755580/wnxJgEBAZw8eVKvMaxbt45hw4al2de7d28lvnnz5jF16tQcnScsLIyAgACePpWnbgrxsRszZgzVq1fHxcWFixcvKvv37duHv78/DRs2xNfXl3Xr1inHmjVrhp+fH15eXtSvXx8XFxf5WyrERy5Hc8g1Gg2//voru3fvJikpKcNya9euzclpxAds3rx5HDhwAABDQ0MsLS0pXLgwtWvXxsfHBwODl58JFy1aRL58+fQZKi1atKBx48bKdnh4OOvXr2fo0KGUKFGCfPnyUbZsWVkPWQiRZU2bNqVfv360atVK2afVahk4cCC//fYbpUuX5u7du9SrV48mTZpgaWnJtm3blDXYFy9ezMyZMyldurQeeyGEeNdylJBv2rSJrVu34ufnR8mSJZk7dy6dOnXCwsKC3bt3o1Kp6NSpU27FKj5QXl5eBAYGotFoePToEWfPnmXZsmWcOHGC4cOHY2hoiLW19TuNQaPRACgfANJjZmaGmZmZsh0dHQ1A1apVUalUABgbG7/DKIUQH5saNWpkeCwhIQGAx48fY2Njg4mJSZoya9asoX379u8sPiHE+yFHCXloaCg1a9akd+/ePH78GIAiRYpQtmxZfHx8GD16NBcvXqR8+fK5Eqz4MBkZGSkJt62tLUWKFKFEiRJMmDCB0NBQGjRoQEBAAEOHDqVatWp8++23lCxZki+++EJpIyEhgb59+zJmzBhKly5NcnIya9as4ciRIyQmJlKoUCE6depEmTJlgJevzWXLljFgwABWr17NvXv3CA4O5v79+6xatYrw8HAMDQ0pVKgQAwcOxN7ennXr1nHq1CmmTZvGunXrWL9+PQDt2rUDXk5fmTdvHk+fPmX48OHAy0R/y5Yt7N27l0ePHuHs7EybNm10/gifPn2a5cuXExsbS4kSJahXr95/cdmFEO8plUrFTz/9RK9evbCwsCA+Pp7FixenScjv3r3LsWPHCA4O1lOkQoj/So4S8ri4OFq2bAn838jh8+fPXzZsZESdOnXYvn07HTt2zGGY4mNTtmxZ3NzcOHnyJA0aNNA55u3tze+//06nTp2UkemjR49iY2NDqVKlAFi6dCkREREMHjwYGxsbTp48yeTJk5k+fTpOTk4AJCUlsWXLFr788ks++eQTLC0tGT58OA0aNGDQoEGkpKRw7do15RyvatGiBQ4ODsyfP59FixZl2I/Nmzdz6NAhevfujZOTE5cuXWLOnDlYWVlRunRpYmNjmTFjBv7+/vj5+XH9+nVWrFiR6bVJTk4mOTlZ2VapVJibm2ftwgoh3nspKSkEBwezZMkSatSowdmzZ+nevTv79u3D1tZWKbds2TIaNmyos08I8XHKUUJuaWmJWq0GXn7db25uTkxMjE6ZJ0/y6LrJ4o1cXFy4fft2mv21atVi+fLlXL58WUnADx8+TO3atVGpVMTGxhIaGsr8+fOVP1QtWrTg3Llz7N+/X/kA+OLFC3r27Im7uzvw8rWYmJhI5cqVcXR0BMDV1TXd2MzMzLCwsADIcDpNcnIymzZtYsyYMZQoUQKAggULcvnyZfbs2UPp0qXZvXs3BQsWpEuXLgA4Oztz584dtmzZkuF12bRpkzI6D+Dh4UFQUFCG5YUQH5awsDCioqKUb9K8vLxwcnLi4sWL1K1bF3g5z/yXX35h0qRJ+gxVCPEfyVFC7uHhwbVr15TtMmXKsH37dtzd3dFqtezYsUNJhoR4nVarTXd02srKivLly3Po0CFKlSpFTEwM//77L3369AHgzp07aDQaBg0apFMvJSUFS0tLZdvIyAg3Nzdl29LSEh8fHyZNmkS5cuUoX748NWvWxMbG5q3ij4qKIikpiYkTJ6aJw8PDA4CIiAiKFdN9OEhq8p6RVq1a0axZM2U7vWskhPhwOTs7ExMTw9WrVylevDg3b97k9u3bFC1aVClz+PBhUlJSlARdCPFxy1FC7ufnR2hoKMnJyRgbG9OhQwfGjh3L2LFjAciXLx+dO3fOlUDFxyciIgIHB4d0j9WpU4dffvmFHj16cPjwYQoXLkzhwoUBUKvVGBgYEBQUlOYmzVdvyjQxMUmTzAYGBtK4cWPOnj3L0aNHCQkJ4dtvv31jkpye1G+HRo4cmeYrZSOjt39rGRsby82jQnwkhg8fzr59+7h//z6dOnXC0tKSI0eOMHXqVL788ktUKhVarZbvv/8eFxcXpd6aNWvo3r07BgYGsrKTEHlAjhLyKlWqUKVKFWXb1dWVOXPmEBYWhoGBAZ6enjojlkKkunjxInfu3KFp06bpHq9SpQoLFy7k7NmzHD58WGeUyN3dHY1GQ3x8vDKlJTs8PDzw8PCgVatWjB49msOHD79VQu7q6oqxsTGxsbEZLknm4uLC33//rbPv6tUP91HgQojsyei5BZ999hmfffZZhvXmz5+Pk5MT9+7de0eRCSHeJzlKyNNjYWFB1apVc7tZ8QFLSUnh0aNHOssebt68mUqVKmW44oiZmRlVq1Zl7dq1RERE4O3trRxzdnbG29ubuXPn0qVLFzw8PEhISODChQu4ublRqVKldNuMiYlh7969VKlSBRsbGyIjI4mKinrrVU/Mzc1p3rw5y5cvR6PRULJkSRITE7ly5Qrm5ub4+PjQqFEjtm3bxsqVK2nQoAE3btwgNDT0rc4nhBBCiI9TthLy2NhYAOzs7HS23yS1vMibzp49S58+fTA0NCRfvny4ubnRvXt36tWrl+m64HXq1GHKlCmUKlUqzWsoMDCQjRs3smLFCuLi4rCysqJ48eJUrlw5w/ZMTEyIiIjgwIEDyrq/qaufvK127dphZWXF5s2biY6OJl++fMroO7x87Q8ZMoTly5ezc+dOihUrRocOHfjpp5/e+pxCCCGE+LiotNmYnJa6HvPq1asxMjJStt9EntQpRM79EH2a8GRZtUiID8Uog2JvLpSB1Cd13rt3L0/OIc/L/c/LfYePq//GxsbY29tnqWy2Rsj79esHvHwE+qvbQgghhBBCiLeTrYTcx8cn020hxLvT06AQyQbJby74kfmYRkuyKy/3HaT/Qoi8I+MJvG+QlJREjx49+P3333MzHiGEEEIIIfKUt07ITU1NMTQ0xNTUNDfjEUIIIYQQIk9564QcoHr16hw/fly+ShRCCCGEEOIt5Wgd8lq1arF06VLGjx9PgwYNsLe3x8TEJE25IkWK5OQ0Qgjgd5MbRBk+1ncY+hEXBnn0y7jROOk7BCGEEO9YjhLy8ePHKz9funQpw3Ky7KEQQgghhBDpy1FCLsseCiGEEEIIkTM5Sshl2UMhhBBCCCFyJkcJ+avUajWxsbHAy8eFm5mZ5VbTQmRq3rx5HDhwIM3+ChUqMHr0aD1EJETuGzNmDLt37yY8PJxdu3ZRtmxZAG7cuMHgwYOJi4vDysqKH3/8EU9PzzceE0II8f7IcUJ+7do1Vq9ezeXLl9FoNAAYGBhQsmRJvvjiC4oWLZrjIIV4Ey8vLwIDA3X2GRnl2ufNNFJSUt5p+0K8rmnTpvTr149WrVrp7B8xYgSdOnWiXbt2bNu2ja+++oo//vjjjceEEEK8P3KUUVy9epVx48ZhZGSEr68vLi4uAERERHDkyBHGjh3LuHHjKFasWK4EK0RGjIyMsLa2TvdYQEAAffv25fTp05w7dw5bW1u6dOlClSpVlDJ37txh1apVXLp0CTMzM8qXL0/Xrl2xsrICYNy4cRQqVAhDQ0MOHTpE4cKFGTt2LH/99RcrVqzgwYMHlChRgnr16jF//nx++eUXDA0N6du3L/369aNGjRrKuU6ePMmcOXNYtGgR5ubm7/S6iI/Hq6+hVLGxsZw/f541a9YAL5P2b7/9lps3b/LJJ59keMzDw+M/jV0IIUTmcrQOeUhICLa2tsyePZvevXvTpEkTmjRpQu/evZk1axY2NjbKHwMh9Gn9+vXUrFmT6dOnU7FiRYKDg3ny5AkAT58+ZcKECbi7u/PDDz8watQo4uPj+fHHH3XaOHDgAEZGRkycOJHevXsTExPDjBkzqFq1KtOmTcPPz4+QkBClvJmZGbVq1WL//v067YSGhlK9enVJxkWORUZG4uDgoHxbo1KpcHFxISIiItNjQggh3i85SsivXr1Kw4YN0x2ZtLa2xs/Pj6tXr+bkFEJkyenTp+ncubPOfxs3blSO16tXD29vbxwdHenQoQNqtZpr164BsHPnTjw8POjYsSMuLi54eHjQr18/wsLCiIyMVNpwcnLiiy++wNnZGWdnZ/bs2YOzszOdO3fG2dmZ2rVrp7nRuUGDBpw7d46HDx8CEB8fz5kzZ/D19c2wL8nJySQmJir/PXv2LBevlBBCCCHeNzmasqJSqXjx4kWGxzUaDSqVKienECJLypQpQ+/evXX2WVpaKj+7ubkpP5uZmWFubk58fDwAt2/f5uLFi3Tu3DlNu9HR0Tg7OwOk+Zo/MjIyzT0Sr0/PKlasGIUKFeLAgQN89tlnHDp0CDs7O0qVKpVhXzZt2sT69euVbQ8PD4KCgjIsL/IuZ2dnYmJilHsatFotERERuLi48Mknn2R4TAghxPslRwm5p6cnu3btwtvbG3t7e51jsbGx7N69m5IlS+YoQCGywtTUFEdHxwyPGxoa6myrVCq0Wi3wcoWgypUr88UXX6Sp9+q3P2+7cpCvry+7du3is88+Y//+/dSvXz/TD6qtWrWiWbNmOrEKkR47OzvKlSvHhg0baNeuHdu3b8fJyUn58JjZMSGEEO+PHCXkHTp0YOzYsQwePJhq1arh5PTyEc+RkZH89ddfGBoa0qFDh1wJVIh3xcPDgxMnTmBvb58mcc+Ms7MzZ86c0dmXOg3mVXXq1GHVqlX88ccfhIeHU69evUzbNTY2xtjYOMtxiLxh+PDh7Nu3j/v379OpUycsLS05cuQIP/zwA1999RVz5szhk08+YebMmUqdzI4JIYR4f+QoIffw8GDy5MmsWbOGv/76i+fPnwNgYmKCl5cX7du3x9XVNVcCFSIzKSkpPHr0SGefgYGBskpKZvz9/dm3bx+zZ8+mRYsWWFpaEhUVxdGjR/nyyy8xMEj/VouGDRuybds2Vq1aha+vL7du3VLWQ391VNvS0pLq1auzatUqKlSoQIECBd6+oyLPmjp1arr7ixUrxtatW7N9TAghxPsjxwspu7q6MmzYMDQaDQkJCQBYWVllmMQI8S6cPXuWPn366OxzdnZm1qxZb6xra2vLxIkTWb16NZMmTSI5ORl7e3sqVKiQ6XQRBwcHhgwZwooVK9ixYwclSpSgVatWLFmyJM0a5b6+vhw+fJj69eu/Vf+EEEII8fFSaVMn0gohcmzjxo3s2bOHn376SWf/wYMHWb58OQsXLnzrBwotjT9B1IvHuRGm+ICMtvXj3r175MVf1SqVCicnpzzZ/7zcd8jb/c/LfYePq//GxsZp7rHMSI5GyF9dCSIjJiYm2NraUrp0aWxtbXNyOiHeO7t27aJo0aJ88sknXLlyhd9//51PP/1UOZ6UlMTDhw/ZvHkzfn5+8nRPIYQQQqSRo+zgt99+y3JZAwMDGjRoQI8ePWQ6i/ho3Lt3j40bN/LkyRPs7Oxo1qyZzqPNt2zZwqZNmyhVqlSaR54LIYQQQkAOp6zExcXxww8/4O7uTuPGjZVl5+7du8fOnTu5ffs2X331FWq1mu3bt3Pw4EECAgJo06ZNrnVAiLzi/v37JCcn6zuM/9zH9PVlduXlvkPe7n9e7jvk7f7n5b7Dx9X/7ExZydFQ9ZIlS3B2diYwMBAPDw/Mzc0xNzenSJEiBAYG4uTkxOrVq3F3d6d///54eXlx8ODBnJxSCCGEEEKIj0qOEvKwsDBKly6d4fHSpUtz/vx5ZbtixYrExsbm5JRCCCGEEEJ8VHKUkBsZGaX7IJRU//77r85NbC9evHjrpx0KIYQQQgjxMcrRTZ21a9dm165dWFpa0qhRIxwcHACIiYlh9+7dHDp0CH9/f6V8WFiYPChIiLd02OwSD0wS9B2GfsQDFvoOIvc0eVpJ3yEIIYR4j+QoIf/iiy+Ij49n+/btbN++XVk9RaPRAFC9enW++OILAJ4/f06RIkUoUaJEDkMWQgghhBDi45GjhNzExISvvvqKmzdvcubMGWV+eOpTDosUKaJTtm3btjmLVgghhBBCiI9MriwI7uHhQevWrenTpw99+vShVatWOsl4XhcWFkZAQABPnz4FIDQ0lG7duuk3qI9IQEAAJ0+e1HcYQmTb/v37ady4MX5+fjRr1oywsDAAgoODqVOnDi4uLmzevFm/QQohhHjncuWxgf/++y9hYWHEx8fj7++Pk5MTSUlJRERE4Ozs/F7fyDlv3jwOHDiAn58fffr00Tm2ZMkSdu/eTb169ejfv3+unbNWrVpUrFgxx+0kJCSwePFiLl68iEajwcPDgz59+uDs7JxpvbCwMMaPH5/usUWLFmFtbZ2l8/fv358mTZrQtGnT7IaeRkxMDAMGDGDq1Km4u7tnq+6iRYvIly9fjmP4L8ybN4+nT58yfPhwfYci9OzRo0cMGDCAjRs34unpyYkTJ/jf//7Hn3/+SZ06dWjZsiVDhgzRd5hCCCH+AzlKyFNSUpg1axanTp1S9lWpUgUnJydUKhWTJk2iadOmtG7dOseBvksFChTg6NGjdOvWDRMTE+DlnPcjR45gZ2eX6+czMTFRzpMTq1at4saNG4wYMQJra2tu3ryZrfqzZs3CwkL3TjkrK6scx5VdKSkpOaqf1Q8QQrxPbt++jY2NDZ6ensDLe24iIiK4cOFCrnxgF0II8eHIUUIeEhLC33//Te/evSlTpgyDBw9WjpmYmFCjRg1OnTr13ifkHh4eREdHc+LECerUqQPAyZMnsbOzS/OEJY1Gw5YtW9i7dy+PHj3C2dmZNm3aUKNGDaXM6dOnWb58ObGxsZQoUYJ69erptBEaGsqyZctYtmwZAFFRUaxYsYKrV6+iVqtxdXWlQ4cOlC9fPtO4DQwMKFGiBCVLlgRQnpSaVfnz589wZDl1JLdkyZJs27aNlJQUatWqRbdu3TAyMmLcuHHcv3+f5cuXs3z5cgDWrVsHwOXLl/n111+5fv06VlZWVK1alY4dOyrflPTv35/69esTFRXFqVOnqFatGgcOHABQRo5Lly7NuHHjuHbtGmvWrOHWrVukpKTg7u5O165ddaZEBQQEMHToUKpVq6aMtA8ZMoSdO3dy9epVnJyc6N27t3JDcer1/9///seKFSt48OABFStWZMCAARw7dozffvuNxMRE6tSpQ7du3ZSblZOTk1mzZg1HjhwhMTGRQoUK0alTJ8qUKaPT7uDBg5V//5IlSxIYGIiNjQ3r1q1T+hkQEADA2LFjlfoib/Hw8ODhw4ecOnWKqlWrsnv3bp48ecLdu3cpV66cvsMTQgjxH8pRQn7kyBEaNWqEn58fjx8/TnPcxcWF48eP5+QU/5n69esTGhqqJOT79+/Hx8dHmdOZavPmzRw6dIjevXvj5OTEpUuXmDNnDlZWVpQuXZrY2FhmzJiBv78/fn5+XL9+nRUrVmR6brVaTcWKFWnfvj3GxsYcOHCAoKAgZs+enekIfZUqVZgxYwb16tXDy8srx9fgdWFhYdjY2DB27FiioqKYNWsW7u7u+Pn5MXToUIYNG0aDBg3w8/NT6kRFRTFp0iTat29Pv379SEhI4Oeff+bnn38mMDBQKbd161batm2r3Ojr7+/PqFGjGDNmDIUKFVLWr1er1dSrV48ePXqg1WrZtm0bU6ZMITg4GHNz8wxjDwkJoXPnzjg6OhISEsLs2bMJDg7G0NAQgKSkJHbs2MHgwYN59uwZM2bMYPr06VhYWDBy5Eiio6OZMWMGJUuWpFatWgAsXbqUiIgIBg8ejI2NDSdPnmTy5MlMnz4dJycnpd2tW7cyYMAAVCoVc+bMYeXKlQwcOJAWLVoQERHBs2fPlGthaWmZJvbk5GSSk5OVbZVKlWlfxYfJysqKRYsW8cMPP/D06VMqV65MiRIldJ7dIIQQIm/I0W/+hIQEChcunOFxAwMDkpKScnKK/0zdunVZs2YN9+/fB16O8g4aNEgnIU9OTmbTpk2MGTNGGW0tWLAgly9fZs+ePZQuXZrdu3dTsGBBunTpAoCzszN37txhy5YtGZ7b3d1dZ950+/btOXXqFH/99ReffvppunXCw8MJDg6mXbt2LFiwgK5du1KzZk0Abty4wTfffMOSJUsynYLy5Zdf6mzb29szc+ZMZdvS0pKePXtiYGCAi4sLFStW5OLFi/j5+WFpaYmBgQHm5uY6U0Y2b95MnTp1lHnlTk5OdO/enbFjx9KrVy9lqk7ZsmVp3ry5Ui8mJgaATz75RKe9smXL6sTYp08funfvzj///EPlypUz7Fvz5s2pVOnlWs8BAQF8/fXXREVF4eLiArx8SFWvXr2UbxWqV6/OoUOHWLx4MWZmZri6ulKmTBkuXrxIrVq1iI2NJTQ0lPnz52NrawtAixYtOHfuHPv376djx45Ku71791ba/fTTT1m/fj0AZmZmmJiYkJycnOk0m02bNil14OVIalBQUIblxYerdu3a1K5dG3j5Ya5ixYoUL15cz1EJIYT4r+UoIS9QoAAREREZHr9y5Uq2p1Hoi5WVFRUrViQ0NBStVkulSpXSJLNRUVEkJSUxceJEnf0pKSl4eHgAEBERQbFixXSOv2ntdbVazbp16zhz5gwPHz7kxYsXPH/+XFlGMj3r1q3Dy8uLzz77jPLly/P999/z+PFjGjVqxJ07d3BxcXnjfPAJEybojLymjh6ncnV1VaZrANjY2HDnzp1M27x9+za3b9/m0KFDOvu1Wi0xMTHKg6GKFi2aaTupHj16REhICP/88w/x8fFoNJo3XhtA54NiavIbHx+vJOSmpqY6r01ra2vs7e11bkDOnz8/CQkvH8Rz584dNBoNgwYN0jlPSkqKzij36+3a2NgobWRVq1ataNasmbKtUqmyVV98OKKjoylYsCDw8p6O2rVrK79LhBBC5B05Ssi9vb3Ztm0bNWrUUL6yT7V3716OHTumjBx+CHx9fVm6dCkAPXv2THNcrVYDMHLkSGWUNFVOvmZesWIFFy5cUKZYmJiYMGPGjExvdrxz544yN71IkSIMHz6cSZMm8fjxY86ePYuPj88bz+vg4JDp6iSvJ+gqlQqtVptpm2q1Gj8/P5o0aZLm2KvTb0xNTd8YH7ycy/7kyRO6deuGvb09xsbGjB49+o03gr7675Ga0L4a++t9S2+fSqVSHnKlVqsxMDAgKChI50MKoJPEp9fum67Z64yNjTE2Ns5WHfFhmj59OidOnODFixdUqlSJ6dOnAy+T85UrVxIXF6d8s7Rr1y4KFCig54iFEEK8CzlKyFu3bs3Vq1cZO3asMvK4fPlynjx5QlxcHBUrVtQZ6XvfeXl5kZKSgkqlSndOtqurK8bGxsTGxlK6dOl023BxceHvv//W2Xf16tVMz3vlyhXq1atHtWrVgJfJX+rUmYzY2tpy+fJlZbtkyZIMGzaMH374AUtLywynuuQmIyMjJWFN5eHhQURERLa/GUlNoF9v78qVK/Tq1UuZfhIbG5vu/Qrvmru7OxqNhvj4eEqVKvXW7aR3zUTeNW3atHT3Dx48mMGDB6NSqXBycuLevXvZ/mAnhBDiw5GjhNzIyIhRo0Zx6NAhjh8/jkajISUlBTc3N9q3b0/dunU/qK/bDQwM+PHHH5WfX2dubk7z5s1Zvnw5Go2GkiVLkpiYyJUrVzA3N8fHx4dGjRqxbds2Vq5cSYMGDbhx4wahoaGZntfJyYmTJ09SpUoVANauXfvGP74tWrRgypQpLFmyhEaNGvHixQv++ecfjIyMSEhI4O+//1ZuRsxIfHy8zs2D8HLeeFZH++3t7bl06RK1a9fGyMgIKysrWrZsyejRo1m6dCkNGjTA1NSU8PBwzp8/n+63Dqny58+PiYkJZ8+exdbWFhMTEywsLHBycuLgwYMUKVKEZ8+esWrVqlxZMjK7nJ2d8fb2Zu7cuXTp0gUPDw8SEhK4cOECbm5uygeGN7G3t+fcuXNERkZiaWmJhYWF3MQnhBBC5HE5zgRUKhV169albt26uRGP3r2+Lvfr2rVrh5WVFZs3byY6Opp8+fLh4eFBq1atgJfTMoYMGcLy5cvZuXMnxYoVo0OHDvz0008ZttmlSxd++uknvv32Wz755BNatmzJs2fPMo3Dy8uLMWPG8NtvvzFmzBgMDAwoV64ckydP5uTJk8ybN48CBQooaxyn59VlKlN9//33b5zzniogIIDFixfzv//9j+TkZNatW4ebmxvjxo0jJCSE7777Dq1Wi6Ojo3LDaUYMDQ3p3r0769evZ+3atZQqVYpx48bx5ZdfsmjRIkaMGIGdnR0dOnRg5cqVWYovtwUGBrJx40ZWrFhBXFwcVlZWFC9ePNObS1/n5+fHP//8wzfffINarZZlD4UQQgiBSpuD70EHDBhAt27dlJHd1/3999/88ssvzJ07960DFEK8tOnxQR5osneDqHg/NXmatW9U8vqUlbzc/7zcd8jb/c/LfYePq//GxsZpnmeTkbTzMrLh/v37yo2O6cnKXGghhBBCCCHysnc6efX69euZruIhhMg6b3WpNHP+84KPabRECCGESE+2E/I//viDP/74Q9levnw5ISEhacolJiby9OlTvL29cxahEEIIIYQQH7FsJ+RWVlbKw13u37+Pra0tNjY2OmVUKhWmpqYUKVIEf3//3IlUCCGEEEKIj1C2E3Jvb29l1Hv8+PG0bt2acuXK5XpgQgghhBBC5AU5mkM+duzY3IpDCCGEEEKIPClXbupMSUkhMjKSxMTEdJ9CmNFTLYUQWfeP8RniDR7qOwz9eAD898+DokpSnf/+pEIIIfKcHCXkGo2GX3/9ld27d5OUlJRhubVr1+bkNEIIIYQQQny0crQO+aZNm9i6dSt16tRhwIABAHTq1InevXvj5uaGu7s7o0ePzpVAxYchJiaGgIAAbt26pe9Q3mjevHlMnTo1W3UCAgI4efLkO4pICCGEEHlRjhLy0NBQatasSe/evfHy8gKgSJEi+Pn5MXnyZAAuXryY4yDFm82bN4+AgAAWLVqU5tiSJUsICAhg3rx5WW4vLCyMgIAAnj59mpthZsm1a9cYM2YMnTt3plevXsyYMYMXL168sd66desICAhg0qRJaY79/vvvBAQEMG7cOGVf9+7d6d+/f7ZiW7RoERUrVsxWHfFhi4uLo2HDhsp/3t7eFC5cmIcP/2/60OHDhylUqBCLFy/WY6RCCCE+VDmashIXF0fLli2Bl48HBXj+/PnLho2MqFOnDtu3b6djx445DFNkRYECBTh69CjdunXDxOTlhNvnz59z5MgR7Ozs9Bxd1s2aNQsnJyemTJmCVqslLCwsy3VtbGwICwvjwYMHFChQQNm/f//+NNfAwsIi27FZW1tnu474sNna2rJnzx5le8GCBRw7dkxZ7jUhIYEpU6bg6+urrxCFEEJ84HKUkFtaWqJWqwEwMzPD3NycmJgYnTJPnjzJySlENnh4eBAdHc2JEyeoU+flzWgnT57Ezs4Oe3t7nbIajYYtW7awd+9eHj16hLOzM23atKFGjRrExMQwfvx44OUoMkC9evXo378/Z8+eZcOGDdy9excDAwNKlChBt27dcHR0TDemJ0+e8PPPP3Pu3DnUajUFChSgVatW1K9fP8N+qFQqqlevrqx3X6hQoSxfAysrKzw8PDhw4ACtW7cG4MqVKyQkJFCzZk3Cw8OVsvPmzePp06cMHz4cgHHjxlG4cGFMTEzYt28fRkZGNGzYkICAAKVOQEAAQ4cOpVq1asTExDBgwACGDBnCzp07uXr1Kk5OTvTu3ZsSJUoodfbu3cuGDRt4/PgxFSpUoFSpUqxfv55ly5ZluV/i/bFmzRpGjhypbI8ePZpBgwbpPDBNCCGEyI4cTVnx8PDg2rVrynaZMmXYvn07ly9f5tKlS+zYsQN3d/ecxiiyoX79+oSGhirb+/fvx8fHJ025zZs3c/DgQXr37s3MmTNp2rQpc+bM4Z9//sHOzo4hQ4YAL0erFy1apCTmarWaZs2a8cMPP/Ddd9+hUqmYPn16uqvrwMsbesPDwxk1ahQ//vgjvXr14pNPPsm0D1WrVmXDhg1pPtxlla+vb5prUKdOHYyM3vz588CBA5iamjJ58mS++OILNmzYwPnz5zOtExISQvPmzZk6dSpOTk7Mnj1bmWJz+fJlFi9eTOPGjZk6dSrly5dn48aNb9UvoX+nTp0iPj4ePz8/ALZt24aBgQGNGjXSc2RCCCE+ZDlKyP38/EhJSSE5ORmADh06kJiYyNixYxk3bhzPnj2jU6dOuRKoyJq6dety+fJl7t+/z/3797l8+bIyWp4qOTmZTZs20a9fP7y8vChYsCA+Pj7UqVOHPXv2YGBggKWlJQD58+fH2tpamd5Ro0YNqlevjqOjI+7u7vTr1487d+7ojDy/KjY2Fnd3d4oWLYqDgwPly5enSpUqGcYfGhpKaGgo/v7+jBs3TqfdrVu3Kh8UMlOpUiWePXvGP//8g1qt5tixY5mOyL/Kzc2Nzz//HCcnJ+rVq0eRIkW4cOFCpnWaN29OpUqVcHZ2JiAggPv37xMVFQXAzp07qVixIi1atMDZ2Rl/f3/lfouMJCcnk5iYqPz37NmzLMUu3r2QkBDatm2LkZERMTExzJ49mwkTJug7LCGEEB+4bE9ZOXfuHBUqVACgSpUqOsmVq6src+bMISwsDAMDAzw8PFiyZAklS5bMvYhFpqysrKhYsSKhoaFotVoqVaqElZWVTpmoqCiSkpKYOHGizv6UlBQ8PDwybf/evXusXbuWa9eu8fjxY2VkPDY2lsKFC6cp36hRI2bMmMHNmzepUKECVatWxdPTM922U5fRbNeuHf7+/lhZWTF27FhGjBhBiRIluHPnTpZeS6n3L4SGhhITE4OTkxNubm5vrAek6YONjQ3x8fFZrpM6xzw+Ph4XFxciIyOpVq2aTvlixYpx+vTpDNvbtGkT69evV7Y9PDwICgrKUvzi3Xn69Clbt25VpqacP3+emJgYZXQ8Li6OPXv28ODBA7755ht9hiqEEOIDk+2EfNq0aQwbNkxJyl9nYWFB1apVUavVBAUF8c8//+Q4SJE9vr6+LF26FICePXumOZ4673/kyJHY2trqHHvTtI6goCDs7e3p27cvNjY2aLVahgwZQkpKSrrlK1asyPz58zl9+jTnz59nwoQJ+Pv706VLlzRlExISePTokfKhwNfXl2fPnjFx4kS+/PJLTpw4wXfffffmC8DLqTujRo3i7t27WR4dh/T7r9Vqs1xHpVJlqU5mWrVqRbNmzdK0KfTr999/p3Tp0hQrVgx4+Q3huXPnlOODBw+mTJky9O7dW18hCiGE+EBle8pKoUKFmDZtGmfPns2wzOPHjxk/fjz//PMPnTt3zkl84i14eXmRkpLCixcv0p0e4erqirGxMbGxsTg6Our8l7oSSWqS+erc8MePHxMZGUnr1q0pV64crq6uWVoW0crKCh8fHwYOHEi3bt3Yt29fuuXy5cuHiYmJzoe4pk2b0rJlS2bPnk3ZsmWVZOhNChUqRKFChbhz5w7e3t5ZqvMuODs769xnAXD9+vVM6xgbG2NhYaH8Z25u/i5DFFm0Zs0aOnTooO8whBBCfISyPUI+ZswYvv/+e6ZNm8bQoUPTrMkcFxfHxIkTiYqKol+/funeUCjeLQMDA3788Ufl59eZm5vTvHlzli9fjkajoWTJkiQmJnLlyhXMzc3x8fHB3t4elUrF33//TaVKlTAxMSFfvnx88skn7N27FxsbG2JjY1m9enWmsaxdu5YiRYpQqFAhkpOT+fvvv3FxcUm3rLGxMU2aNGH9/2vvvuNruv8Hjr9u9pJBEklERKzQZphJbaItNVotqVWp1WF8qdWvoqiKBm1RWitG1Yo9Yo8oVeNblNhBRJYIGbLkJrm/Pzycn9skRIWb8X4+Hh4P55zP+Zz3+5xbfd/P/ZxzNmzA2NgYb29vkpOTiYyMxNjYmEuXLhEbG4uTk1ORzsPXX39Nbm4u5ubmRWr/MrRv355JkyaxY8cOGjZsSHh4OGfPnpVR71Jo27ZtT90+e/bsVxOIEEKIMue5R8jNzMyYOHEirq6uzJo1S2subFxcHBMnTiQhIYEvvvhCinEdejy6WpgPP/yQDz74gC1btvDFF18QGBjI6dOnsbe3Bx49e7l79+6sXr2aQYMGERwcjJ6eHsOHD+fGjRuMGjWKFStWPPMXEAMDA1avXs3o0aOZNGkSenp6jBgxotD2PXr0ICAggP379zN69Gjmzp2Lra0t8+fPp2bNmkyfPp3U1NQinQMTExOdFuMA7u7uDBo0iB07djBmzBjOnj1Lx44dlef2CyGEEEKoNP9ysmtWVhbTpk3jxo0bjBw5kkqVKjFt2jSys7MZM2YMr7/+enHHKkSZsGDBAmJjY5/76RyHk/eSkpv07Iai2DR62OLZjV4ilUqFo6MjcXFxL3RfQmlVnvMvz7lD+c6/POcOZSt/Q0PDfO+BKcy/fjGQiYkJ48ePJzAwkB9++AFDQ0P09fX5+uuvqVGjxr/tVogyZ9u2bXh6emJiYsKZM2c4fPgwAwcO1HVYQgghhCghnrsgv3HjhtZyjx49mD9/PqmpqfTv3x+VSpWvjZub24tFKUQpFhERwbZt28jMzKRy5cr069cPPz8/XYclhBBCiBLiuQvyJ18Z/U/z588vcP26deue9zBClBkjR44sln7qqesrL+EqT8rSz5dCCCFEQZ67IP/8889fRhxCCCGEEEKUS89dkMuTU4QQQgghhCg+z/3YQyGEEEIIIUTx+ddPWRFCvFq3sw+Tlp2o6zB04trNV3/MmsZdXv1BhRBClEsyQi6EEEIIIYQOSUEuhBBCCCGEDsmUFSGeg7+/P6NHj6ZJkya6DkW8Avfv3+fDDz9UljMzM4mKiuLvv//mm2++4fz586hUKgwNDRk3bhwtWuj2zZ5CCCFKJynIRbG5evUqEydOxNvb+6nPqy9ISEgIp06dYubMmS8puudTWDyLFi3C3NxcR1GJV61ixYrs27dPWV6wYAF//vknNjY2TJ48GSsrKwDCw8P58MMPOX/+PHp68sOjEEKI5yP/5xDF5uDBg3To0IFLly5x//59XYfzUlhbW2NoaKjrMISOrFmzhp49ewIoxThAamqqrkISQghRBsgIuSgWWVlZHDt2jO+++47k5GTCwsJ4//33AQgLC2P58uUsX75caX/y5ElmzZpFSEgIYWFhbNiwAXg0JQRg8ODBtG7dmsTERJYuXaqMPHp5edG/f3+sra2B/x/J7tChA+vXryctLY1WrVrRv39/tm/fzo4dO9BoNLzzzjtKPMBT+31aPE9OWZkwYQLu7u706dNH6Tc1NZVPP/2UiRMnUq9ePdRqNWvWrOGPP/4gIyODqlWr0rt3b1577bWXdi3Ey3Hq1ClSUlJo166dsi4wMJAdO3aQkpLCokWLZHRcCCHEvyL/9xDF4tixY1SpUgUnJydatGjBoUOHivya86ZNm9KpUyeqVq3KokWLWLRoEU2bNiUvL48ZM2aQlpbGlClTmDBhAgkJCcyePVtr/zt37nD27FnGjx/P8OHDOXjwINOnT+fevXtMmTKF3r17s3btWq5duwbwzH4Li+efmjdvzrFjx7TyPHbsGDY2NtStWxeA4OBgrl27xogRI5g5cya+vr4EBgYSFxdX6PlQq9VkZGQofzIzM4t0HsXLtXbtWrp164aBwf+PY3z11VccO3aMX375hWnTppGdna3DCIUQQpRWUpCLYnHo0CHlhjZvb28yMjK4ePFikfY1MjLCxMQEPT09rK2tsba2xsjIiPDwcKKiovjPf/6Dm5sbtWrVYujQoVy8eJGIiAhlf41Gw+eff46zszONGjXitddeIzY2lo8//hgnJyfatGmDk5MTFy5cAHhmv4XF809NmzYlKSmJy5cvK+uOHj1Ks2bNUKlUJCYmEhYWxhdffEHdunVxcHCgS5cuuLu7c+jQoULPx+bNm/n444+VP5MnTy7SeRQvT3p6Otu3b6dHjx4Fbm/ZsiVpaWlanwUhhBCiqGTKinhhsbGxREREMHr0aAD09fVp2rQpBw8efKGpGdHR0VSqVAlbW1tlnbOzM+bm5sTExFCzZk0A7OzsMDU1VdpYWVmhp6enNX3AysqKlJSU5+r3WSwtLfH09OTIkSPUrVuXhIQErl69yieffAJAVFQUeXl5DB8+XGu/nJwcLCwsCu23a9eudOrUSVlWqVRFike8PNu2baNevXrKZ0OtVhMdHU316tUBOHPmDPfu3cPFxUWXYQohhCilpCAXL+zgwYPk5uby6aefKus0Gg2GhoYMGDAAlUqVb/pKbm5usR1fX19fa1mlUhW4rqhTaJ5HixYtWLZsGf379+fo0aO4uLgoRVlWVhZ6enoEBQXlm1tsYmJSaJ+GhoZy42gJs2bNGnr37q0s5+TkMGLECB48eIC+vj5mZmYsXLhQubdBCCGEeB5SkIsXkpuby+HDh+nbty+enp5a22bOnMnRo0exs7MjKyuLrKwspRCNjIzUamtgYEBeXp7WOmdnZ+7du0diYqIymh0dHU16ejrOzs7/Ouai9FtQPAVp1KgRCxcu5OzZsxw9epSWLVsq21xdXcnLyyMlJUWZUy5Kp23btmktm5qasnXrVh1FI4QQoqyROeTihfz111+kp6fTtm1bZXT48R8fHx8OHTpErVq1MDIyYs2aNcTHx3P06FHCwsK0+rG3tychIYHIyEhSU1NRq9V4eHjg4uLCTz/9xI0bN4iIiGDevHnUq1ePGjVq/OuYi9JvQfEUxMTEhMaNG7Nu3TpiYmJo3ry5ss3JyYnmzZszb948Tpw4QUJCAhEREWzevJnTp0//6/iFEEIIUbZIQS5eyMGDB/Hw8MDMzCzfNl9fX65fv869e/cYNmwYZ86cYfTo0Rw9epTu3btrtfXx8cHb25spU6YwcOBA/vjjD1QqFWPHjsXc3JxJkyYxdepU7O3tGTFixAvFXJR+C4qnMC1atODWrVu4u7trzUuHR49LbNWqFb/++ivDhw9n5syZXL9+PV87IYQQQpRfKs3LmFgrhCh2p2M2kJadqOswyo2axl10HQIqlQpHR0fi4uJeyj0QJV15zr885w7lO//ynDuUrfwNDQ2xs7MrUlsZIRdCCCGEEEKH5KZOIUqJqkatUKsKnstelpWl0RIhhBCiIDJCLoQQQgghhA5JQS6EEEIIIYQOSUEuhBBCCCGEDklBLoQQQgghhA7JTZ1ClBLJCdvIyrij6zB0IjFae7lSlY91EocQQgjxMsgIuRBCCCGEEDokBbkQzykkJIQxY8boOgwhhBBClBEyZUWUWqmpqaxbt47Tp0+TkpKCubk5rq6ufPDBB7i7u7+043bp0oUOHTq8tP5F0fn4+GBkZISJiQkAQ4cO5d1336Vnz57cvXsXlUqFhYUFU6dO5fXXX9dxtEIIIUTBpCAXpdb3339PTk4OQ4YMoXLlyqSkpHD+/HnS0tL+VX85OTkYGDz7PwkTExOlABS698svv+QrthcsWICVlRUAu3btYsSIEezfv18X4QkhhBDPJAW5KJXS09O5dOkSkydPpl69egDY2dlRs2ZNrTYrV67k1KlT5OTk4ObmRkBAAK6ursCjqSenTp2iffv2bNq0icTERAYNGsT69ev55Zdf0NP7/xldM2bMwMLCgsGDByv7zZw5U9l+8OBBduzYQXx8PBYWFvj4+DBgwIAixSGK3+NiHB79kqJSqXQYjRBCCPF0UpCLUunxKPXJkyepVasWhoaG+dr88MMPGBkZ8dVXX2FmZsa+ffuYOnUqc+bMwcLCAoD4+HhOnDjB6NGj0dPTo1KlSixdupQLFy7g4eEBQFpaGmfPnmXcuHEFxrJ3715WrFhB79698fb2JiMjgytXrjxXHOLfGzFiBBqNBm9vb7766isqVaoEwH/+8x+OHTsGwMqVK3UZohBCCPFUUpCLUklfX5/BgwezcOFC9u3bh5ubG3Xr1qVZs2ZUq1aNy5cvExERwZIlS5RivW/fvpw6dYrjx4/Trl074NE0laFDh2Jpaan07e3tzdGjR5WC/Pjx41SoUIHXXnutwFg2btxI586deeedd5R1j0fqixrHk9RqNWq1WllWqVSYmpq+yOkqszZt2kSVKlVQq9XMmDGDESNGKMX33LlzgUe/hAQGBkpRLoQQosSSglyUWr6+vjRo0IDLly9z9epVzp49y7Zt2/jss8/IysoiKyuL/v37a+2TnZ1NfHy8smxnZ6dVjAO0aNGChQsXMnDgQAwNDTly5AjNmjXTmsLyWEpKCklJSYXeMBgZGVmkOJ60efNmNmzYoCxXr16doKCgp5+McqpKlSoAGBoaMnDgQFq0aJGvjb+/P+PGjeP+/ftUrFjxVYcohBBCPJMU5KJUMzIywtPTE09PT7p168aCBQsICQnhrbfewsbGhsmTJ+fbx8zMTPm7sbFxvu0NGzZEo9Fw+vRpatSoweXLlwkICCj0+E+TlZVVpDie1LVrVzp16qQsy/zngmVkZKBWq5X54lu2bOH1118nJSWFzMxMHBwcANi9ezfW1tbY2NjoMlwhhBCiUFKQizLF2dmZU6dO4ebmRnJyMnp6etjb2z9XH0ZGRvj4+HDkyBHi4+NxcnLCzc2twLampqbY2dkRHh5e4Cj5v4nD0NCwwDnxQtvdu3cZNGgQeXl5aDQaXFxcmDNnDg8ePODTTz8lKysLlUpFpUqVWLFihXyxEUIIUWJJQS5KpQcPHvDDDz/Qpk0bqlWrhqmpKdevX2fr1q00atQIDw8PateuzcyZM+nTpw+Ojo4kJSVx+vRpmjRpQo0aNZ7af/PmzQkKCiI6OrrAaRBP6t69O4sXL8bS0pL69euTmZnJlStX6NChwwvHIQpXrVo19u7dW+C20NDQVxyNEEII8e9JQS5KJRMTE2rVqkVoaCh37twhNzeXSpUq4efnx/vvv49KpWLcuHGsWbOGn3/+mdTUVKytralbt67WI/EK8/rrr2NhYUFsbCzNmzd/atvWrVujVqsJDQ1l5cqVWFpa4uPjA/DCcQghhBCi7FNpNBqNroMQQjzbtQvBZGXc0XUYJUKlKh/rOoRXQqVS4ejoSFxcHOXxn+rynH95zh3Kd/7lOXcoW/kbGhpiZ2dXpLb5HxshhBBCCCGEeGWkIBdCCCGEEEKHZA65EKWEtX0XrRcGlRdl6edLIYQQoiAyQi6EEEIIIYQOSUEuhBBCCCGEDklBLoQQQgghhA7JHHIhSotr61A9iNV1FC+VxmOorkMQQgghXjkZIRdCCCGEEEKHpCAXQgghhBBCh6QgL6FCQkIYM2aMrsMoEUrSuUhISMDf35/IyEhdhyKEEEKIMqLEzSFPTk5m06ZNnD59mvv372NlZUW1atXo2LEjHh4erySG+fPnk56eztixY1/J8fz9/Rk9ejRNmjRR1nXp0oUOHTq8kuP//vvvbNq0ibt372JtbU2bNm3o1q3bM/ebPHkyFy9ezLe+Xbt2fPLJJ8UW36s8F89ia2vLokWLqFChgq5DKfPWrVvHyJEjCQ4Opn///nzwwQdER0cr57579+7F+jkTQgghdKVEFeQJCQlMnDgRc3Nz+vTpg4uLC7m5ufz9998EBwcze/ZsXYeoJScnBwODl3MKTUxMMDExeSl9PykhIYH58+fTpUsX3nzzTVJTU4mNLfqNg35+fnz44Yda64yMjIo1xld1Lp7l8fW2trbWdShl3u3bt1m1ahUNGjTQWj958mTat2+vo6iEEEKIl6NEFeTBwcGoVCoCAwO1CrCqVavSpk0bZTkxMZGlS5dy/vx59PT08PLyon///kqhFBISwqlTp+jcuTPr1q0jLS2N+vXr8+mnn2JqagrA8ePHWb9+PfHx8RgbG1O9enXGjBnDtm3bOHz4MPBo5Bpg0qRJ2NnZMXToUEaMGMGePXuIiIhg0KBBJCQkcOrUKWbOnKnEFxoays6dO5k/f76y7uDBg+zYsYP4+HgsLCzw8fFhwIABDBkyBIBZs2YBYGdnx/z585UcHvebl5fHpk2b2L9/P6mpqVSpUoXevXvj7e0NPCqshw4dyqhRo9i9ezfXrl3D0dGRQYMGUbt27ULPuUqlAqBNmzbY29tjb29PzZo1i3zNjI2NCy1QixrT/v372bhxIw8ePMDLy4u6deuyYcMGli9fDpDvXDz+BcPd3Z0dO3aQk5ND06ZN+fjjj5UvSGq1mjVr1vDHH3+QkZFB1apV6d27N6+99ppy3MuXL7N69WquX7+OpaUljRs3plevXspnb8iQIbRp04b4+HhOnTpFkyZN6N69O0OHDmXGjBm4urpy4cIFpkyZwsSJE1m1ahXR0dG4uroyePBgnJyclGNt3LiRXbt2kZ2dTdOmTalQoQJnz57V+tyIR/Ly8hg9ejTffvst33zzja7DEUIIIV66EjOHPC0tjbNnz/L2228XOBpqbm4OPPqf9YwZM0hLS2PKlClMmDCBhISEfKPnd+7c4eTJk3z55Zf897//5eLFi2zZsgWApKQk5syZQ5s2bfjxxx+ZPHmyMl2kS5cuvPHGG3h7e7No0SIWLVpEnTp1lH5XrVrFO++8w48//oiXl1eRctu7dy/BwcG0a9eOWbNmMXbsWBwcHACYPn06AIMHD2bRokXK8j/t3LmT7du389FHHzFr1iy8vLwICgoiLi5Oq93atWvp3LkzM2bMwNHRkTlz5pCbm1tobBUrVqRGjRosXbqU7OzsIuXzvJ4W0+XLl1m8eDEdOnRgxowZeHp6smnTpmf2eeHCBe7cucOkSZMYMmQIhw8fJiwsTNkeHBzMtWvXGDFiBDNnzsTX15fAwEDlfMXHxzNt2jR8fHyYNWsWI0aM4MqVKyxdulTrONu3b6datWoEBQXxwQcfPDXHvn378t1336Gvr88vv/yibDty5AibNm2id+/efPfdd9ja2rJ3795C+1Kr1WRkZCh/MjMzn3k+ypJFixbRuHFjPD09820LDAzEz8+Pzz77jFu3bukgOiGEEKL4lZgR8vj4eDQaDVWqVHlqu/DwcKKiopg3bx62trYADB06lJEjRxIREaGM7mo0GoYMGaKMiLds2ZLw8HDgUUGem5uLj48PdnZ2ALi4uCjHMDIyQq1WFzjy27FjR3x8fJ4rt40bN9K5c2feeecdZd3jOC0tLQEwMzN76lSI7du38+6779KsWTMA+vTpw4ULFwgNDWXgwIFKu86dOys/8/v7+zNy5Eji4+MLPa8LFy5Eo9Fgb2/P9OnTGTNmDGZmZgB899132NnZMWDAgELj2rNnDwcOHNBa98knn9CiRYsixbR7927q169Ply5dAHBycuLKlSucPn260GMCWFhYMGDAAPT09KhSpQr169cnPDycdu3akZiYSFhYGD///DMVK1YEHn3R+vvvvzl06BC9evViy5YttGjRgo4dOwLg6OhIv379mDRpEgMHDlSm3bz++ut07txZOW5CQkKB8fTo0YN69eoB8O677/Ldd9+RnZ2NkZERu3fvpm3btsqvPN26dePvv/8mKyurwL42b97Mhg0blOXq1asTFBT01PNRVly+fJnQ0NACv5TNnTsXJycnNBoNy5cvJyAgQOtLmBBCCFFalZiCXKPRFKlddHQ0lSpVUopxAGdnZ8zNzYmJiVEKXTs7O6UYB7C2tiYlJQUAV1dXPDw8GD16NF5eXnh6euLr64uFhcUzj+/m5vY8aZGSkkJSUhKvv/76c+33pIyMDJKSknB3d9daX6dOnXyjhE9+sXhc4KekpBRYkEdHRxMWFsYPP/xAlSpVmD9/PlOmTOGrr77CysqK27dv07Jly6fG1qJFC95//32tdVZWVkWOKTY2VutmVnj0ZeVZBbmzszN6ev//A4+NjQ1RUVEAREVFkZeXx/Dhw7X2ycnJUa7xrVu3uHXrFkeOHNFqo9FoSEhIwNnZGYAaNWo8NY7HqlWrphULQGpqKra2tsTGxvLWW2/ly/HxF8R/6tq1K506dVKWH08rKg9OnDhBdHQ0zZs3B+Du3buMHTuWhw8f8t5776HRaFCpVPTr14+pU6dy//595UuXEEIIUVqVmILc0dERlUpFTExMsfSnr6+vtaxSqZSiX09PjwkTJnDlyhXOnTvH7t27Wbt2LYGBgdjb2z+1339Op3myKHzsySkixX2D47M8eZPp40KusC87t27dwtDQUCk+Bw8ezI8//sjEiRPp0qULWVlZNGrU6KnHMzMzU6bfFEdMRfW065uVlYWenh5BQUH5rs/j65eVlUW7du20frV47Mkve8bGxs8dz+Mc8/LyirTvPxkaGmJoaPiv9i3tAgICCAgIUJa7devGwIED6du3LxcvXlSuTWhoKLa2tlKMCyGEKBNKzBxyCwsLvLy82LNnT4E/5aenpwOPRkbv3btHYmKisi06Opr09HSlsCwKlUqFu7s7/v7+zJgxAwMDA06ePAk8KiCLWkxZWlqSnJysVWA++YxqU1NT7OzsCh0NhUfF3NOOZ2Zmho2NDZcvX9Zaf+XKlefK+Z8qVqyIWq3m2rVrwKMvF8OHD6dy5cosWrSIrl27vvQvFE5OTkRERGitu379+gv16erqSl5eHikpKTg4OGj9eTxCX716dWJiYvJtd3BwKPYn5zg5OeXL6UVzLG8ePnzIRx99hJ+fH+3atWPFihUsW7ZM12EJIYQQxaLEFOQAAwYMIC8vj6+++orjx48TFxdHdHQ0O3fuZMKECQB4eHjg4uLCTz/9xI0bN4iIiGDevHnUq1evyNMLrl27xqZNm7h+/TqJiYmcOHFCeXIJPJruEhUVRWxsLKmpqeTk5BTaV7169UhNTWXr1q3Ex8eze/duzpw5o9Wme/fubN++nZ07dxIXF8eNGzfYtWuXst3e3p7w8HCSk5NJS0sr8DhdunRh69atHDt2jNjYWFatWkVkZGSBI7xF5e7uTp06dZg9ezYnT54kPj6es2fPkpSUhLGxMX/88QcPHz58ah8PHz4kOTlZ609hORSkffv2nDlzhh07dhAXF8e+ffs4e/bsC03TcHJyonnz5sybN48TJ06QkJBAREQEmzdvVqbCvPvuu1y5coXg4GAiIyOJi4vj1KlTBAcH/+vjFqZ9+/YcPHiQsLAw4uLi2LhxI7du3SpXU1H+rQ0bNtChQwfMzc3ZvXs3Bw4cYP/+/YSEhGg9MUcIIYQozUrMlBWAypUrExQUxKZNm1i5ciVJSUlYWlri5uam3LioUqkYO3YsS5cuZdKkSVqPPSwqU1NTLl26xM6dO8nMzMTW1pa+fftSv3594NGLbS5evMh///tfsrKylMceFsTZ2ZkBAwawefNmNm7ciI+PD507d9a60bF169ao1WpCQ0NZuXIllpaWWjeGfvTRR/z6668cOHCAihUraj0u8bEOHTqQkZHBr7/+SkpKCs7Oznz55Zc4OjoWOe9/UqlUfPXVV6xfv55ff/2V+/fv4+DgQLt27fD19WX8+PHMnTuXUaNGFTg1B+DAgQP5bur08vJi/PjxRYrB3d2dQYMGsWHDBtauXYuXlxcdO3Zk9+7d/zoveDT9ZtOmTUpelpaW1KpVi4YNGwKP5nxPnjyZtWvX8vXXX6PRaHBwcOCNN954oeMWpEWLFty5c4eVK1eiVqt54403aN26db5fBoQQQghRPqk0LzqZV4hitmDBAmJjY8v0M6inTp2KtbU1w4YNK/I+d4/NI+dB0V/aVBppPIbmW6dSqXB0dCQuLu6F7z0obcpz7lC+8y/PuUP5zr885w5lK39DQ8NCB3T/qURNWRHl07Zt24iMjCQ+Pp5du3Zx+PBhWrVqpeuwis3Dhw/ZsWMHt2/fJiYmhpCQEM6fP1+mchRCCCHEv1eipqyI8ikiIoJt27aRmZlJ5cqV6devH35+froOq9ioVCrOnDnDpk2bUKvVODk5MWrUqAJffCOEEEKI8kcKcqFzI0eO1HUIL5WRkRETJ0588Y5qfYhGrX7xfoQQQghRosiUFSGEEEIIIXRICnIhhBBCCCF0SApyIYQQQgghdEjmkAtRSuj/uQjNvdu6DuOF5bz9ta5DEEIIIUoUGSEXQgghhBBCh6QgF0IIIYQQQoekIBfl0pAhQwgNDf3X+4eFhfHxxx8XX0Dl2Lp166hSpQq7d+8GIDExkd69e9OsWTPatm3L8ePHdRyhEEII8XLJHHJRIs2fP5/09HTGjh37UvqfPn06xsbGRWo7ZMgQ3nnnHTp27Kisa9q0KfXr138psZUnt2/fZtWqVTRo0EBZFxgYSIMGDVi1ahVnz55l4MCBdOrUSYdRCiGEEC+XjJCLcsnS0rLIBXlBjIyMsLKyKsaIyp+8vDxGjx7Nt99+q3Uttm/fzkcffQSAt7c3lStX5vDhw7oKUwghhHjpZIRclDoXL15k5cqV3Lp1CwsLC1q1akWPHj3Q19cHIDMzk8WLF3Pq1ClMTU3p0qUL//vf/3B1dVWmmTw56q3RaFi/fj2HDh0iJSWFChUq4OPjQ//+/Zk8eTJ3795lxYoVrFixAoCQkBDCwsJYvnw5y5cvV+L63//+x8aNG4mKisLExAR3d3fGjBkDwJ49ewgNDeXevXuYmZnh7u7OqFGjXul5K2kWLVpE48aN8fT0VNbdv3+fnJwc7O3tlXVVq1YlKiqK1157TRdhCiGEEC+dFOSiVLl//z7Tp0+nVatWDB06lJiYGBYuXIihoSH+/v4ArFixgitXrjB27FisrKwICQnh5s2buLq6FtjniRMnCA0NZcSIEVStWpXk5GQiIyMBGD16NGPGjMHPz4927doVGtfp06eZNWsW77//PkOGDCEnJ4czZ84AcP36dZYtW8bQoUOpU6cOaWlpXLp0qdC+1Go1arVaWVapVJiamj7nmSrZLl++TGhoKJs2bdJ1KEIIIYTOSUEuSpU9e/ZQqVIlBgwYgEqlokqVKiQlJbFq1Sq6devGw4cPOXz4MMOHD8fDwwOAwYMH8+mnnxbaZ2JiItbW1nh4eGBgYICtrS01a9YEwMLCAj09PUxNTbG2ti60j02bNtG0aVPlSwGgfAFITEzE2NiYhg0bYmpqip2dHdWrVy+0r82bN7NhwwZluXr16gQFBRXl9JQaJ06cIDo6mubNmwNw9+5dxo4dy6hRo9DX1ychIUEZJb99+zYuLi66DFcIIYR4qaQgF6VKTEwMtWvXRqVSKevq1KlDVlYW9+/fJy0tjdzcXKWgBjAzM8PJyanQPn19fQkNDWXYsGF4eXnRoEEDGjZsqEyBKYrIyEj8/PwK3Obp6YmdnR1Dhw7F29sbb29vmjRpUugc9q5du2rdxPhkrmVFQEAAAQEBynK3bt0YOHAg7du358yZM6xcuZJRo0Zx9uxZ4uPjadWqFYmJiTqMWAghhHh55KZOUe7Z2toyZ84cBgwYgJGREUuWLGHSpEnk5OQUuQ8jI6NCt5mamhIUFMTw4cOxsbEhJCSEMWPGkJ6eXmB7Q0NDzMzMlD9lbbrKs4wfP57//e9/NGvWjC+++IKffvoJQ0NDXYclhBBCvDQyQi5KlSpVqnDixAk0Go0ycnzlyhVMTU2pWLEi5ubm6OvrExERga2tLQAZGRnExsZSt27dQvs1MjKiUaNGNGrUiPbt2zNixAiioqJwc3PDwMCAvLy8p8ZVrVo1zp8/T5s2bQrcrq+vj6enJ56ennTr1o1+/foRHh6Oj4/PvzwTZcuTU3Ts7OxYs2aNslwWfyEQQgghniQFuSixMjMzlZsrH2vXrh07d+5k6dKltG/fntjYWEJCQujYsaMy17tVq1b89ttvWFhYKDd16ukV/mNQWFgYeXl51KxZE2NjY37//XeMjIyws7MDHhWIly5dolmzZhgYGGBpaZmvj27duvHNN9/g4OBA06ZNycvL4/Tp07z33nv89ddf3Llzh3r16mFubs6ZM2fIy8t76jQaIYQQQpQfUpCLEuvChQv5XgzUtm1bxo0bx8qVKxkzZgwWFha0bduWDz74QGkTEBDA4sWLCQoKUh57eO/evUKnlZiZmbF161ZWrFhBXl4eLi4ufPnll1SoUAEAf39/Fi9ezLBhw1Cr1YSEhOTr47XXXmPkyJFs3LiRLVu2YGpqqozIm5ubc/LkSdavX49arcbR0ZHhw4dTtWrV4jpVQgghhCjFVBqNRqPrIIR4mbKysvjss8/o27cvbdu21XU4/9r9bdPIuXdb12G8sJy3v36u9iqVCkdHR+Li4ihv/1yV59yhfOdfnnOH8p1/ec4dylb+hoaGyq/tzyIj5KLMuXnzJjExMdSsWZOMjAxlfnKjRo10HJkQQgghRH5SkIsyafv27cTGxmJgYICbmxvffPNNgXO/S5PcNz4h54kXBgkhhBCibJCCXJQ5ZfFFOkIIIYQou+Q55EIIIYQQQuiQFORCCCGEEELokExZEaKUUG35Hr34m7oO44XkDfhR1yEIIYQQJY6MkAshhBBCCKFDUpALIYQQQgihQ1KQCyGEEEIIoUMyh1yUSampqaxbt47Tp0+TkpKCubk5rq6ufPDBB7i7u7/UYw8ZMoR33nmHjh07vtTjlGY9e/bk7t27qFQqLCwsmDp1Kq+//jqHDh1ixowZqNVqTExMCAoK4vXXX9d1uEIIIcRLJQW5KJO+//57cnJyGDJkCJUrVyYlJYXz58+Tlpb20o6Zk5ODgYH8J1UUCxYswMrKCoBdu3YxYsQINmzYwNChQ9m0aRN16tThxIkTDBs2jEOHDuk4WiGEEOLlkupBlDnp6elcunSJyZMnU69ePQDs7OyoWbOm0sbf35+BAwfyv//9jwsXLmBjY0OfPn3w9fVV2kRFRbFs2TKuXr2KsbExPj4+BAQEYGJiAsD8+fNJT0+nZs2a7NmzBwMDA+zs7Lh79y4rVqxgxYoVAISEhHD37l2Cg4O5cuUKOTk52NnZ0adPHxo0aPAKz0zJ8bgYh0e/ZqhUKm7duoWNjQ116tQBwMfHh5iYGM6dO4ejo6OuQhVCCCFeOinIRZljYmKCiYkJJ0+epFatWhgaGhbYbt26dfTq1YuPP/6Y33//ndmzZzNr1iycnZ3Jyspi2rRp1KpVi+nTp5OamsqCBQsIDg5myJAhSh/h4eGYmZkxYcIEAGxsbBgzZgx+fn60a9dOaRccHExOTg5TpkzB2NiY6OhopbD/J7VajVqtVpZVKhWmpqbFcWpKlP/85z8cO3YMgJUrV1KlShWSkpI4deoUjRs3Zu/evaSlpREdHa3jSIUQQoiXSwpyUebo6+szePBgFi5cyL59+3Bzc6Nu3bo0a9aMatWqKe18fX3x8/MDoEePHpw/f57du3czcOBAjh49SnZ2NkOHDlUK5/79+xMUFETv3r2xtrYGwNjYmM8++0xrqoqenh6mpqZKG4DExER8fHxwcXEBoHLlyoXGv3nzZjZs2KAsV69enaCgoBc+LyXN3LlzgUe/IAQGBrJy5UoWLVrEd999R3p6Og0bNqR27dro6+vrOFIhhBDi5ZKCXJRJvr6+NGjQgMuXL3P16lXOnj3Ltm3b+Oyzz2jdujUAtWvX1tqnVq1a3Lp1C4CYmBhcXV21RrHd3d3RaDTExsYqxbaLi0uR5o136NCBJUuWcO7cOTw8PPDx8dH6cvCkrl270qlTJ2VZpVI9T+qljr+/P+PGjeP+/fs0a9aMZs2aAfDw4UPq16+f7zoJIYQQZY089lCUWUZGRnh6etKtWze+/fZbWrduTUhISLEew9jYuEjt/Pz8+Omnn2jRogVRUVH897//ZdeuXQW2NTQ0xMzMTPlT1qarpKSkEB8fryzv3r0ba2trbGxsuHPnjrJ+9uzZNGvWjOrVq+siTCGEEOKVkRFyUW44Oztz6tQpZfnatWu0atVKa/lx8VelShXCwsLIyspSRskvX76MSqXCycnpqccxMDAgLy8v33pbW1veeust3nrrLVavXs2BAwfo0KFDcaRWqjx48IBPP/2UrKwsVCoVlSpVYsWKFahUKmbNmsWJEyfIzc2lQYMGzJo1S9fhCiGEEC+dFOSizHnw4AE//PADbdq0oVq1apiamnL9+nW2bt1Ko0aNlHZ//vknbm5uuLu7c/ToUSIiIvj8888BaNGiBevXr2f+/Pl0796d1NRUli1bRsuWLbXmhhfEzs6OS5cu0axZMwwMDLC0tGT58uV4e3vj5OREWloaFy5coEqVKi/zNJRYzs7OhIaGFrht5syZrzgaIYQQQvekIBdljomJCbVq1SI0NJQ7d+6Qm5tLpUqV8PPz4/3331fa+fv7c+zYMYKDg7G2tmb48OE4OzsDj6aijB8/nmXLljFu3Ditxx4+i7+/P4sXL2bYsGGo1WpCQkLIy8sjODiY+/fvY2pqire3d5H6EkIIIUTZp9JoNBpdByHEq+bv78/o0aNp0qSJrkMpssTF/yUn/qauw3gheQN+fO59VCoVjo6OxMXFUd7+uSrPuUP5zr885w7lO//ynDuUrfwNDQ2xs7MrUlu5qVMIIYQQQggdkoJcCCGEEEIIHZI55KJcKu7HH74KmvdGkffEGzyFEEIIUTbICLkQQgghhBA6JAW5EEIIIYQQOiQFuRBCCCGEEDokc8iFKCU08yeiiYrQdRgFUn37q65DEEIIIUotGSEXQgghhBBCh6QgF0IIIYQQQoekIBdlVkJCAv7+/kRGRuo6lHKjZ8+etGvXjjfffJOuXbsSHh4OwMSJE/Hx8aFKlSrKOiGEEEI8InPIRYnm7+//1O3dunV7Zhvx6ixYsAArKysAdu3axYgRI9i/fz8dO3bk888/p2vXrjqOUAghhCh5pCAXJdqiRYuUvx87dox169YxZ84cZZ2JiYkuwhKFeFyMA6SmpqJSqQDw9fXVVUhCCCFEiScFuSjRrK2tlb+bmZmhUqm01h04cIAdO3aQkJCAnZ0dHTp04O233y60v6ioKH777TcuXbqEiYkJnp6eBAQEYGlpCUBeXh7bt29n//793Lt3DysrK958803ef/99Zf9ly5Zx9epVjI2N8fHxISAgQPliMH/+fNLT06lZsya7du1CrVbTqVMnunbtyurVqzl48CDGxsZ8+OGHtGnTpvhPWAnwn//8h2PHjgGwcuVKHUcjhBBClHxSkItS68iRI4SEhNC/f3+qV6/OzZs3WbhwIcbGxrRu3Tpf+/T0dL755hvatm1LQEAA2dnZrFq1ih9//JFJkyYBsHr1ag4cOEBAQADu7u4kJycTExMDQFZWFtOmTaNWrVpMnz6d1NRUFixYQHBwMEOGDFGOc+HCBSpVqsSUKVO4fPkyCxYs4MqVK9StW5fAwECOHTvGokWL8PT0pFKlSvniVKvVqNVqZVmlUmFqalrMZ+/lmTt3LgAhISEEBgZKUS6EEEI8gxTkotQKCQnho48+wsfHBwB7e3uio6PZv39/gQX57t27qV69Or169VLWff7553z++efExsZiY2PDrl276N+/v7K/g4MD7u7uABw9epTs7GyGDh2qjIj379+foKAgevfurYzcW1hY0K9fP/T09HBycmLbtm1kZ2cro+xdu3Zly5YtXL58mWbNmuWLc/PmzWzYsEFZrl69OkFBQS98vl41f39/xo0bx/3796lYsaKuwxFCCCFKLCnIRamUlZXFnTt3WLBgAQsXLlTW5+XlYWZmVuA+t27dIjw8nI8++ijftjt37pCRkYFarcbDw6PA/WNiYnB1ddWat+7u7o5GoyE2NlYpyJ2dndHT+/8HGFlZWVG1alVlWU9PjwoVKpCSklLgcbp27UqnTp2U5cfzsEu6lJQUMjMzcXBwAB59AbK2tsbGxkbHkQkhhBAlmxTkolTKysoC4NNPP6VWrVpa254shv+5T8OGDenTp0++bdbW1iQkJBRLbPr6+lrLKpUKAwODfOs0Gk2B+xsaGmJoaFgssbxKDx484NNPPyUrKwuVSkWlSpVYsWIFKpWKsWPHcuDAAe7evUvv3r2xsLDgjz/+0HXIQgghRIkgBbkolR6PvN65c4cWLVoUaZ/q1atz4sQJ7Ozs8hXN8Gh6ipGREefPn8fPzy/f9ipVqhAWFkZWVpYySn758mVUKhVOTk4vllAZ4OzsTGhoaIHbZsyY8YqjEUIIIUoPeTGQKLX8/f3ZsmULO3fuJDY2lqioKA4dOsSOHTsKbP/222+TlpbGnDlziIiIID4+nrNnz/Lzzz+Tl5eHkZER7777Lr/99huHDx8mPj6eq1evcvDgQQBatGiBkZER8+fPJyoqivDwcJYtW0bLli21nvwihBBCCPE8ZIRclFp+fn4YGxuzbds2fvvtN4yNjXFxcaFjx44Ftq9YsSJTp05l1apVTJs2DbVajZ2dHV5eXso87Q8++AB9fX1CQkK4f/8+NjY2vPnmmwAYGxszfvx4li1bxrhx47QeeyiEEEII8W+pNIVNZBVClCgJkz9DHRWh6zAKpPr215fXt0qFo6MjcXFxhc67L6vKc+5QvvMvz7lD+c6/POcOZSt/Q0ND7OzsitRWpqwIIYQQQgihQzJlRYhSQjVkKqonXhgkhBBCiLJBRsiFEEIIIYTQISnIhRBCCCGE0CEpyIUQQgghhNAhmUMuRCmRO2EEudcu6+TY+r9t18lxhRBCiPJARsiFEEIIIYTQISnIhRBCCCGE0CEpyMuoIUOGEBoa+tQ2/v7+nDx5EoCEhAT8/f2JjIx8BdGVbPPnz2fGjBm6DkMIIYQQ5YTMIX9JkpOT2bx5M6dPn+b+/fuYmZnh4OBAixYtaNWqFcbGxroOUYutrS2LFi2iQoUKL/1YeXl5rF69miNHjpCWloajoyMffvghjRs3LtL+4eHhbN++nWvXrpGdnY2dnR3169enU6dOVKxY8YXj69evX6l/O9jLkJWVxeDBg7l69SomJibY2toyffp0qlevTrdu3YiOjlY+P927d+eTTz7RccRCCCFE6SAF+Utw584dJk6ciLm5OT179sTFxQVDQ0OioqLYv38/FStWpFGjRroOU4uenh7W1tav5FhHjhwhNDSUoUOHUqtWLeLj44u87759+1iyZAmtWrVi1KhR2NnZkZiYyO+//8727dsJCAh44fjMzMxeuI+yqnfv3rRt2xaVSsWyZcsYM2YMGzZsAGDy5Mm0b99exxEKIYQQpY8U5C/BkiVL0NfXZ/r06ZiYmCjrK1euTOPGjbVGX3fs2MGhQ4dISEjAwsKChg0b0qdPH2W/sLAwli9fzrBhw/j111+5d+8e9evXZ+jQofz555+sX7+ejIwMWrRowccff4ye3v/PQsrMzGT27Nn89ddfmJmZ0bVr10ILpoSEBIYOHcqMGTNwdXXlwoULTJkyhYkTJ7Jq1Sqio6NxdXVl8ODBODk5Kftt3LiRXbt2kZ2dTdOmTalQoQJnz55l5syZhZ4flUqFpaUlzZo1A8De3r5I5/XevXssW7aMDh068PHHHyvr7e3tqVevHunp6QA8ePCA4OBgLl26RHp6OpUrV6Zr1640b95c2ef48eOsX7+e+Ph4jI2NqV69OmPGjMHExIT58+eTnp7O2LFjgUeFpouLC0ZGRhw4cAADAwPefPNN/P39lf4SExNZunQp58+fR09PDy8vL/r37698yYmMjGTFihVcv34dlUqFg4MDn3zyCTVq1ChS7iWBiYkJfn5+ynKDBg1YsGCBDiMSQgghygYpyIvZgwcPOHfuHD179tQqxp+kUqm0/t6vXz/s7e1JSEhgyZIl/PbbbwwcOFBp8/DhQ3bt2sWIESPIzMzk+++/Z9asWZiZmTFu3Dju3LnD999/j7u7O02bNlX22759O127dsXf35+///6b5cuX4+TkhKenZ5HzWbt2LX379sXS0pLFixfzyy+/MHXqVODRSPemTZsYOHAgderU4dixY2zfvv2ZBbaHhwcZGRmsXbuWHj16FDmWP//8k5ycHN59990Ct5ubmwOgVqtxc3Pjvffew9TUlNOnTzNv3jwcHByoWbMmSUlJzJkzh969e9OkSROysrK4dOnSU499+PBhOnXqRGBgIFevXuXnn3/G3d0dT09P8vLymDFjBiYmJkyZMoXc3FyCg4OZPXs2kydPBuCnn37C1dWVgQMHoqenR2RkJPr6+gUeS61Wo1arlWWVSoWpqWmRz9OrsmTJEt5++21lOTAwkJkzZ1KrVi3GjRtHtWrVdBidEEIIUXpIQV7M4uPj0Wg0WqPIAAMGDCA7OxuAt99+mz59+gDQsWNHpY29vT09evRg8eLFWgV5bm4uAwcOxMHBAQAfHx+OHDnC4sWLMTExwdnZmddee43w8HCtgrxOnTq89957ADg5OXHlyhVCQ0OfqyDv0aMH9erVA+Ddd9/lu+++Izs7GyMjI3bv3k3btm1p06YNAN26dePvv/8mKyur0P4ePnzIt99+S/PmzTl//jzZ2dl89NFHypeUgIAAPv/8c3x9ffPtGx8fj6mpKTY2Nk+NuWLFinTp0kVZ7tChA3///TfHjh1TCvLc3Fx8fHyws7MDwMXF5al9VqtWje7duwPg6OjI7t27OX/+PJ6enoSHhxMVFcW8efOwtbUFYOjQoYwcOZKIiAhq1qxJYmIinTt3pkqVKkofhdm8ebMyDQSgevXqBAUFPTW+V23u3LlERkYqN7/OmTOHKlWqoNFoWL58OQEBAYSFhek2SCGEEKKUkIL8FQkMDESj0TB37lxycnKU9efOnWPLli3ExMSQmZlJbm4uarWahw8fKjd+GhsbK8U4gLW1NXZ2dloj8FZWVqSmpmods3bt2vmWn/XklX96cpTzcSGcmpqKra0tsbGxvPXWW1rta9asSXh4eKH9hYWFkZ6ezoABA8jKymLKlCn8/PPPfPbZZ9y7d4+srCzq1KlT4L4ajUbr14XC5OXlsWnTJv7880/u379PTk4OOTk5GBkZAeDq6oqHhwejR4/Gy8sLT09PfH19sbCwKLTPfxbsNjY2pKSkABAdHU2lSpWUYhzA2dkZc3NzYmJiqFmzJh07dmThwoUcOXIEDw8PfH19ta7pk7p27UqnTp2U5aLk/CotWLCAXbt2sXbtWmXk/vEXjce/+EydOpX79+8Xy022QgghRFknBXkxc3BwQKVSERsbq7W+cuXKAEpRCI/mbQcFBfHmm2/So0cPLCwsuHz5MgsWLCAnJ0cpyAua2vDPdSqViry8vOJOR+s4jwvDFznOrVu3qFq1KgYGBlhYWDBhwgS+/vprZs6ciaOjI97e3oWOgDs6OpKRkUFSUtJTR8m3bdvGrl27CAgIwMXFBRMTE5YvX658EdLT02PChAlcuXKFc+fOsXv3btauXUtgYGCh020MDPL/p/I8T2Lx9/enefPmnD59mrNnzxISEsKIESNo0qRJvraGhoYYGhoWue9XaeHChWzZsoW1a9diZWUFQE5ODklJScqvDaGhodja2koxLoQQQhSRPIe8mFWoUAFPT09279791KkbADdu3CAvL4++fftSu3ZtnJycSEpKKrZYrl27prV89epVnJ2di61/Jycnrl+/rrXun8v/VLFiRSIjI8nMzAQejexPnDiR27dvExoayocffljovr6+vhgYGLB169YCtz++qfPy5cs0atSIli1b4urqir29PXFxcVptVSoV7u7u+Pv7M2PGDAwMDJRnsj8vZ2dn7t27R2JiorIuOjqa9PR0rfPt5OREp06dmDBhAk2aNOHQoUP/6ni6EhsbyzfffENqairdu3fnzTffpFOnTmRnZ9O3b1/8/Pxo164dK1asYNmyZboOVwghhCg1ZIT8JRgwYAATJ05k3LhxdO/eHRcXF/T09IiIiCAmJgY3Nzfg0Wh6bm4uu3fvpmHDhly5coV9+/YVWxyXL19m69atNG7cmHPnznH8+HH++9//Flv/7du3Z+HChbi5uSk3dd66dUv5NaAgbdu2ZdeuXcyYMYMePXpQoUIFLl26RFZWFsbGxhw8eFA5P/9ka2tLQEAAS5cuJTMzk1atWmFnZ8e9e/f4/fffMTExoW/fvjg6OnL8+HGuXLmCubk5O3bsIDk5WZlWce3aNc6fP4+XlxdWVlZcu3aN1NRUZfvz8vDwwMXFhZ9++omAgADy8vJYsmQJ9erVo0aNGmRnZ7Ny5Up8fX2xt7fn3r17XL9+HR8fn391PF1xcnIiJiamwG27du16xdEIIYQQZYcU5C+Bg4MDM2bMYPPmzaxevZp79+5haGiIs7MznTt3Vp5M4erqSt++fdm6dSurV6+mbt269OrVi3nz5hVLHJ07d+b69ets2LABU1NT+vbti7e3d7H0DdCiRQvu3LnDypUrUavVvPHGG7Ru3ZqIiIhC96lYsSKBgYGsWrWKWbNmkZmZSY0aNRgyZAjGxsZ8++23ODg4aM2hftLbb7+No6Mj27dvZ+bMmWRnZ2Nvb0+DBg2UfT744APu3LnDtGnTMDY2xs/Pj8aNG5ORkQGAqakply5dYufOnWRmZmJra0vfvn2pX7/+vzoPKpWKsWPHsnTpUiZNmqT12EN4NEXmwYMHzJs3j5SUFCpUqICPj4/WYxOFEEIIUX6pNPJKQlGMpk6dirW1NcOGDdN1KGVO/Ke9UV+7rJNj6/+2XSfHhUdfeBwdHYmLiyt3b1Atz7lD+c6/POcO5Tv/8pw7lK38DQ0NlfurnkXmkIt/7eHDh+zYsYPbt28TExNDSEgI58+fp1WrVroOTQghhBCi1JApK+JfU6lUnDlzhk2bNqFWq3FycmLUqFHP9ZxzIYQQQojyTgpy8a8ZGRkxceJEXYdRbuh/O5u8J97gKYQQQoiyQQpyIUqJgp6FXp6U5/zLc+5QvvMvz7lD+c6/POcOZSP/58lBbuoUooRTq9Ul9kVBQgghhHhxclOnECWcWq1mzpw5ysuUypvMzEy+/PLLcpl/ec4dynf+5Tl3KN/5l+fcofzmLwW5EKXAH3/8Ueof//RvaTQabt68WS7zL8+5Q/nOvzznDuU7//KcO5Tf/KUgF0IIIYQQQoekIBdCCCGEEEKHpCAXooQzNDSkW7du5fbGzvKcf3nOHcp3/uU5dyjf+Zfn3KH85i9PWRFCCCGEEEKHZIRcCCGEEEIIHZKCXAghhBBCCB2SglwIIYQQQggdkoJcCCGEEEIIHTLQdQBCiKfbvXs327dvJzk5mWrVqtG/f39q1qyp67CKVUhICBs2bNBa5+TkxOzZswHIzs7m119/5dixY6jVary8vBg4cCDW1tavPthicPHiRbZt28bNmzdJSkpi9OjRNGnSRNmu0WgICQnhwIEDpKen4+7uzsCBA3F0dFTapKWlsXTpUv766y9UKhU+Pj7069cPExMTXaRUZM/Kff78+Rw+fFhrHy8vL8aPH68sl9bcN2/ezMmTJ4mJicHIyIjatWvTp08fnJyclDZF+awnJiayePFiLly4gImJCa1ataJXr17o6+vrIKuiK0r+kydP5uLFi1r7tWvXjk8++URZLo357927l71793L37l0AnJ2d6datG/Xr1wfK9nWHZ+dfVq/785CCXIgS7NixY/z6668MGjSIWrVqERoayrRp05g9ezZWVla6Dq9YVa1alYkTJyrLenr//wPeihUrOH36NCNHjsTMzIzg4GC+//57pk6dqotQX9jDhw9xdXWlbdu2zJo1K9/2rVu3smvXLoYMGYK9vT3r1q1j2rRp/PDDDxgZGQEwd+5ckpKSmDBhArm5ufz8888sXLiQ4cOHv+p0nsuzcgfw9vZm8ODByrKBgfb/qkpr7hcvXuTtt9+mRo0a5ObmsmbNGr799lt++OEH5cvEsz7reXl5TJ8+HWtra7799luSkpKYN28e+vr69OrVS5fpPVNR8gfw8/Pjww8/VJYff+ah9OZfsWJFevXqhaOjIxqNhsOHDzNjxgxmzJhB1apVy/R1h2fnD2Xzuj8XjRCixBo3bpxmyZIlynJubq7mk08+0WzevFl3Qb0E69at04wePbrAbenp6ZoePXpo/vzzT2VddHS0pnv37porV668qhBfmu7du2tOnDihLOfl5WkGDRqk2bp1q7IuPT1d06tXL83Ro0c1Go1Gc/v2bU337t01ERERSpszZ85o/P39Nffu3Xt1wb+gf+au0Wg08+bN0wQFBRW6T1nJXaPRaFJSUjTdu3fXXLhwQaPRFO2zfvr0aY2/v78mKSlJabNnzx5N3759NWq1+pXG/6L+mb9Go9FMmjRJs2zZskL3KUv5f/zxx5oDBw6Uu+v+2OP8NZrydd0LI3PIhSihcnJyuHHjBh4eHso6PT09PDw8uHr1qg4jezni4+P59NNPGTp0KHPnziUxMRGAGzdukJubq3UeqlSpgq2tbZk8DwkJCSQnJ+Pp6amsMzMzo2bNmkq+V69exdzcnBo1aihtPDw8UKlUREREvPKYi9vFixcZOHAgw4cPZ/HixTx48EDZVpZyz8jIAMDCwgIo2mf96tWruLi4aE1l8Pb2JjMzk9u3b7+64IvBP/N/7MiRIwwYMIBRo0axevVqHj58qGwrC/nn5eXxxx9/8PDhQ2rXrl3urvs/83+srF/3Z5EpK0KUUKmpqeTl5eWbJ21tbU1sbKxugnpJatWqxeDBg3FyciIpKYkNGzbw9ddf8/3335OcnIyBgQHm5uZa+1hZWZGcnKybgF+ixzn9c0rSk/kmJydjaWmptV1fXx8LC4tSf068vb3x8fHB3t6e+Ph41qxZQ2BgINOmTUNPT6/M5J6Xl8fy5cupU6cOLi4uAEX6rCcnJ+f7N+HxZ6W05w/QvHlzbG1tqVixIrdu3WLVqlXExsYyevRooHTnHxUVxfjx41Gr1ZiYmDB69GicnZ2JjIwsF9e9sPyhbF/3opKCXAihc49v7AGoVq2aUqD/+eefWvMIRdnXrFkz5e8uLi5Uq1aNYcOGceHCBa0RxNIuODiY27dv88033+g6FJ0oLP927dopf3dxccHGxoZvvvmG+Ph4HBwcXnWYxcrJyYmZM2eSkZHB8ePHmT9/PlOmTNF1WK9MYfk7OzuX6eteVDJlRYgSytLSUhkRfFJBIwVljbm5OU5OTsTHx2NtbU1OTg7p6elabVJSUsrkeXicU0pKitb6J/O1trYmNTVVa3tubi5paWll7pxUrlyZChUqEB8fD5SN3IODgzl9+jSTJk2iUqVKyvqifNatra3z/Zvw+LNS2vMvyOMnSj15/Utr/gYGBjg4OODm5kavXr1wdXVl586d5ea6F5Z/QcrSdS8qKciFKKEMDAxwc3MjPDxcWZeXl0d4eLjWvLuyKCsrSynG3dzc0NfX5/z588r22NhYEhMTy+R5sLe3x9raWivfjIwMIiIilHxr165Neno6N27cUNqEh4ej0WjK3CMx7927R1paGjY2NkDpzl2j0RAcHMzJkyf5+uuvsbe319pelM967dq1iYqK0vrCdu7cOUxNTZWf/0uqZ+VfkMjISACt619a8/+nvLw81Gp1mb/uhXmcf0HK8nUvjExZEaIE69SpE/Pnz8fNzY2aNWuyc+dOHj58SOvWrXUdWrH69ddfadSoEba2tiQlJRESEoKenh7NmzfHzMyMtm3b8uuvv2JhYYGZmRlLly6ldu3apbYgf/yF47GEhAQiIyOxsLDA1taWd955h02bNuHo6Ii9vT1r167FxsaGxo0bA4+e4evt7c3ChQsZNGgQOTk5LF26lKZNm1KxYkVdpVUkT8vdwsKC9evX4+Pjg7W1NXfu3OG3337DwcEBLy8voHTnHhwczNGjRxk7diympqbKiJ+ZmRlGRkZF+qx7eXnh7OzMvHnz6N27N8nJyaxdu5a3334bQ0NDHWb3bM/KPz4+nqNHj9KgQQMsLCyIiopixYoV1K1bl2rVqgGlN//Vq1fj7e2Nra0tWVlZHD16lIsXLzJ+/Pgyf93h6fmX5ev+PFQajUaj6yCEEIXbvXs327ZtIzk5GVdXV/r160etWrV0HVaxmj17NpcuXeLBgwdYWlri7u5Ojx49lLmDj1+a8ccff5CTk1PqXwx04cKFAueOtmrViiFDhigvBtq/fz8ZGRm4u7szYMAArReopKWlERwcrPVynP79+5f4l+M8LfdBgwYxc+ZMbt68SXp6OhUrVsTT05MPP/xQ61qX1tz9/f0LXD948GDlS3ZRPut3795lyZIlXLhwAWNjY1q1akXv3r1L/AtSnpV/YmIiP/30E7dv3+bhw4dUqlSJJk2a8P7772NmZqa0L435//LLL4SHh5OUlISZmRnVqlXj3XffVZ6mVJavOzw9/7J83Z+HFORCCCGEEELokMwhF0IIIYQQQoekIBdCCCGEEEKHpCAXQgghhBBCh6QgF0IIIYQQQoekIBdCCCGEEEKHpCAXQgghhBBCh6QgF0IIIQTh4eFs3LiRrKwsXYciRLkjBbkQQohyISEhAX9/f8LCwoq978mTJzNq1Khi7/dViY+PZ+bMmVhZWeV7wdKQIUP47rvvdBSZEOWDFORCCCFKvbCwMPz9/bl+/bquQyl11Go1P/74I+3bt6ddu3a6DkeIcslA1wEIIYQQr4KdnR2//fYbBgbyv74nRUVF0bp1azp06KDrUIQot+RfJSGEEOWCSqXCyMhI12GUODVq1KBGjRq6DkOIck0KciGEEOVCQkICQ4cOZfDgwbRu3VpZHxMTw7p167hw4QJZWVnY2tri6+tLz549lX0KExISorV848YNli5dys2bN7G2tubdd9/lrbfeUrbn5OSwceNGTp8+TXx8PHl5eVSvXh1/f39ef/31IuWxZ88e9uzZQ3x8PBUqVKBx48b07NkTc3NzpU1cXByrVq3iypUrZGRkUKFCBdzd3fnkk08wMzMDIDc3l82bN3P48GHu3buHjY0NzZo1o3v37hgaGuY77t9//81vv/1GbGws9vb29OjRAx8fnyLFLIR4OinIhRBClFu3bt3i66+/xsDAAD8/P+zt7YmPj+evv/6iZ8+eWFpa5ivIc3NzWbFiRb6pL2lpaUyfPp033niDZs2a8eeff7JkyRIMDAxo27YtABkZGRw8eJBmzZrh5+dHVlYWBw8eZNq0aUyfPh1XV9enxhsSEsKGDRvw8PDgrbfeIjY2lr1793L9+nWmTp2KgYEBOTk5TJs2DbVaTYcOHbC2tub+/fv89ddfpKenKwX5ggULOHz4ML6+vnTq1Ilr166xZcsWYmJiGDNmjNZx4+LimD17Nm+++SatWrUiLCyMH374gfHjx+Pp6fmCV0EIIQW5EEKIcmvp0qUABAUFYWtrq6zv3bs3ACYmJrRs2VJrnyVLlpCVlcWECRO01iclJdG3b186deoEwJtvvslXX33FmjVraNmyJQYGBlhYWDB//nytYt7Pz48RI0awa9cuPv/880JjTU1NZcuWLXh5eTFu3Dj09B49l8HJyYmlS5dy5MgR2rRpQ3R0NAkJCYwcORJfX19l/27duil/j4yM5PDhw7Rt25bPPvsMgLfffhsrKyu2b99OeHi41oh9XFwco0aNUkbE27ZtyxdffMGqVaukIBeiGMhTVoQQQpRLqampXLp0iTZt2mgV4/BovnlBDh8+zN69e+nTp0++KSb6+vpaTykxMDCgXbt2pKSkcOPGDQD09PSUYjwvL4+0tDRyc3OpUaMGN2/efGq8586dIycnh3feeUcpxgHatWuHqakpp0+fBlBGwM+ePcvDhw8L7OvMmTMAypeHxzp37gyg9PWYjY0NTZo0UZbNzMxo2bIlN2/eJDk5+alxCyGeTUbIhRBClEt37twBoGrVqkVqHxkZyeLFi2nWrFm+QhYeFa3/fIa3k5MTAHfv3qV27drAo0c07tixg5iYGHJzc5W29vb2Tz1+YmKiVp+PGRgYULlyZWW7vb09nTp1YseOHRw9epS6devSsGFDWrZsqRTrd+/eRaVS4eDgoNWXtbU15ubmSl+POTg45PuS4ujoCDyam29tbf3U2IUQTycFuRBCCPEMaWlpfP/99zg6OipTPP6N33//nZ9//pnGjRvTpUsXLC0t0dPTY8uWLcoXhOLQt29fWrduzalTpzh37hzLli1jy5YtTJs2jUqVKintCvslQAjxasmUFSGEEOVS5cqVAbh9+/ZT2+Xl5fHTTz+Rnp7OmDFjMDY2LrBdUlJSvtfOx8bGAo+egQ5w/PhxKleuzOjRo2nZsiXe3t54enqiVqufGe/jaTWP+3wsJyeHhISEfNNuXFxc+OCDD5gyZQrffPMN9+/fZ9++fUo8Go2GuLg4rX2Sk5NJT0/P11d8fDwajUZr3eN9nzWyL4R4NinIhRBClEuWlpbUrVuXQ4cO5Zui8WTxuWHDBs6ePcvw4cOfWnzm5uayf/9+ZTknJ4f9+/djaWmJm5sbgDL3+8n+r127xtWrV58Zr6enJwYGBuzatUtr/4MHD5KRkUGDBg2AR09yeXIqDDwqzlUqlVL4169fH4CdO3dqtduxYweA0tdjSUlJnDx5UlnOyMjg999/x9XVVaarCFEMZMqKEEKIMuPQoUOcPXs23/p33nmnwPb9+vXj66+/5ssvv1Qee3j37l1Onz7NzJkziYqKYuPGjdStW5eUlBR+//13rf2ffAKLjY0NW7duJSEhAScnJ44dO0ZkZCSffPKJciNnw4YNOXnyJLNmzaJBgwYkJCSwb98+nJ2d842u/5OlpSXvvfceGzZsIDAwkIYNGyqPPaxRowYtWrQAIDw8nKVLl+Lr64uTkxO5ubn8/vvv6OnpKU9JcXV1pVWrVuzfv5/09HTq1atHREQEhw8fpnHjxvluWHV0dGTBggVcv34dKysrDh06RHJy8lOfCiOEKDopyIUQQpQZe/fuLXD9ky8CepKrqyvTpk1j3bp17Nu3j+zsbOzs7HjjjTcAePDgARqNhosXL3Lx4sV8+z9ZkFtYWDBkyBCWLl3KgQMHsLa2pn///lpPXmndujXJycns37+fv//+G2dnZ4YNG8aff/5ZYP//5O/vj6WlJXv27GHFihVYWFjQrl07evbsqRT9rq6ueHl58ddff7Fv3z6MjY2pVq0aX331lXJjKcBnn31G5cqVCQsL4+TJk1hbW/Pee+/RvXv3fMd1dHSkf//+Wi8G+uKLL/D29n5mzEKIZ1Np/jkpTAghhBBCCPHKyBxyIYQQQgghdEgKciGEEEIIIXRICnIhhBBCCCF0SApyIYQQQgghdEgKciGEEEIIIXRICnIhhBBCCCF0SApyIYQQQgghdEgKciGEEEIIIXRICnIhhBBCCCF0SApyIYQQQgghdEgKciGEEEIIIXRICnIhhBBCCCF0SApyIYQQQgghdOj/ANnWVS9+LFnbAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "categories = df.groupby('category')['rank'].count().sort_values(ascending=False).reset_index().head(20)\n",
    "ax = sns.barplot(categories,x='rank',y='category',orient='h',hue = 'category', legend = False, palette='rainbow')\n",
    "ax.set_title('Najpopularniejsze kategorie biznesu')\n",
    "ax.set_ylabel('Kategoria')\n",
    "ax.set_xlabel('Liczba osób')\n",
    "for container in ax.containers:\n",
    "    ax.bar_label(container, fontsize=8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3cbffad",
   "metadata": {},
   "source": [
    "**Wykres pokazuje wiek oraz branże miliarderów, jest bez dwóch wartośći odstających by lepiej go zobrazować: Bernard Arnault - 211mld, Elon Musk- 180mld.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "220f880e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_20 = df.sort_values('finalWorth', ascending=False).iloc[2:50]\n",
    "color_palette = ['#e6194b', '#3cb44b', '#ffe119', '#4363d8', '#f58231', '#911eb4', '#46f0f0', '#f032e6', '#bcf60c', '#fabebe', '#008080', '#8b00ff']\n",
    "ax = sns.scatterplot(top_20,x='age', y='finalWorth', size='finalWorth', hue='category', palette=color_palette, sizes=(40, 400), legend='full')\n",
    "ax.set_title('Wiek miliarderów oraz ich branża')\n",
    "ax.set_ylabel('Majątek')\n",
    "ax.set_xlabel('Wiek')\n",
    "hand, labl  = ax.get_legend_handles_labels()\n",
    "unique_values_set = set(df['category'])\n",
    "handout=[]\n",
    "lablout=[]\n",
    "for h,l in zip(hand,labl):\n",
    "    if l in unique_values_set:\n",
    "        lablout.append(l)\n",
    "        handout.append(h)\n",
    "ax.legend(handout, lablout,bbox_to_anchor=(1.49, 1), loc='upper right', borderaxespad=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e963e59e",
   "metadata": {},
   "source": [
    "## Regiony\n",
    "\n",
    "**Przedstawienie z której częsci USA wywodzą się miliarderzy. Milarder zamieszkujący U.S. Territories to Stephen Deckoff, zamieszkuje on Wyspsy Dziewicze**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "e5265785",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region_counts = df['residenceStateRegion'].value_counts()\n",
    "top_regions = region_counts.head(10)\n",
    "\n",
    "colors = sns.color_palette(\"pastel\")\n",
    "\n",
    "plt.figure(figsize=(14, 6))\n",
    "sns.barplot(x=top_regions.index, y=top_regions, palette=colors)\n",
    "plt.title('Top Regions Producing Billionaires', fontsize=16)\n",
    "plt.xlabel('Region', fontsize=12)\n",
    "plt.ylabel('Number of Billionaires', fontsize=12)\n",
    "plt.xticks(rotation=45, fontsize=10)\n",
    "plt.yticks(fontsize=10)\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "for i, v in enumerate(top_regions):\n",
    "    plt.text(i, v + 5, str(v), color='black', ha='center', va='bottom', fontsize=10)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69364ac4",
   "metadata": {},
   "source": [
    "# Analiza demograficzna: Przedstawienie wieku, płeci i miejsca urodzenia miliarderów.\n",
    "\n",
    "## Wiek\n",
    "\n",
    "**Wykres pokazujący ile miliarderów jest w danym wieku**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "ab4e1d19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 6))\n",
    "sns.histplot(data=df[df['age'].notnull()], x='age', bins=30, color='skyblue', kde=True)\n",
    "plt.title('Wiek miliarderów', fontsize=16)\n",
    "plt.xlabel('Wiek', fontsize=12)\n",
    "plt.ylabel('Liczba miliarderów', fontsize=12)\n",
    "\n",
    "sns.set_style(\"whitegrid\")\n",
    "sns.despine(left=True)\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a2f18c9",
   "metadata": {},
   "source": [
    "**Pokazanie średniego wieku miliarderów w danym kraju i zestawienie ich ze średnią długościa życia w danym kraju.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "6bbe5663",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d= df[['country','age', 'life_expectancy_country']]\n",
    "avg_age = d.groupby('country')[['age','life_expectancy_country']].mean().reset_index()\n",
    "avg_age.columns = ['Country', 'Średni wiek miliarderów', 'Średnia długość życia w kraju']\n",
    "countries = ['United States', 'India','China', 'France','United Kingdom'\n",
    "            'Russia', 'Italy','Switzerland','Singapore','Germany']\n",
    "top_countries_age = avg_age.loc[avg_age['Country'].isin(countries)]\n",
    "top_countries_age.fillna(85.39)\n",
    "\n",
    "df_long = pd.melt(top_countries_age, id_vars='Country', var_name='Variable', value_name='Value')\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "c_plot = sns.barplot(x='Country', y='Value', hue='Variable', data=df_long, palette='Set2')\n",
    "\n",
    "plt.title('Porównianie wieku ze średnią życia')\n",
    "plt.xlabel('Kraj')\n",
    "plt.ylabel('Wiek')\n",
    "plt.legend(title='Legenda', loc='lower left')\n",
    "    \n",
    "for p in c_plot.patches:\n",
    "    c_plot.annotate(f'{p.get_height():.0f}', (p.get_x() + p.get_width() / 2., p.get_height()),\n",
    "                    ha='center', va='center', xytext=(0, 10), textcoords='offset points')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8eed713",
   "metadata": {},
   "source": [
    "# Miejsce urodzenia\n",
    "\n",
    "**Wykres pokazujący w jakim mieście urodziło się najwięcej miliarderów**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "383d14de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_birth_cities = df['city'].value_counts().head(20)\n",
    "\n",
    "plt.figure(figsize=(20, 6))\n",
    "sns.barplot(x=top_birth_cities.index, y=top_birth_cities, palette=colors)\n",
    "plt.title('Rozkład miast urodznia miliarderów', fontsize=16)\n",
    "plt.xlabel('Miasto urodzenia', fontsize=12)\n",
    "plt.ylabel('Liczba miliarderów', fontsize=12)\n",
    "plt.xticks(rotation=45, fontsize=10)\n",
    "plt.yticks(fontsize=10)\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "for i, v in enumerate(top_birth_cities):\n",
    "    plt.text(i, v + 5, str(v), color='black', ha='center', va='bottom', fontsize=10)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "624cbc10",
   "metadata": {},
   "source": [
    "**Pokazanie miesięcy i dni w których urodzili się miliarderzy.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "90187716",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 6))\n",
    "# Plot the birth month distribution\n",
    "ax1.set_title('Miesiące urodzenia miliarderów', fontsize=16)\n",
    "sns.histplot(data=df['birthMonth'], bins=12, color='skyblue', kde=True, ax=ax1)\n",
    "ax1.set_xlabel('Miesiąc urodzenia', fontsize=12)\n",
    "ax1.set_ylabel('Liczba miliarderów', fontsize=12)\n",
    "\n",
    "# Plot the birth day distribution\n",
    "ax2.set_title('Dni urodzenia miliarderów', fontsize=16)\n",
    "sns.histplot(data=df['birthDay'], bins=31, color='skyblue', kde=True, ax=ax2)\n",
    "ax2.set_xlabel('Dzień urodzenia', fontsize=12)\n",
    "ax2.set_ylabel('Liczba miliarderów', fontsize=12)\n",
    "\n",
    "# Set the style and remove the left despine\n",
    "sns.set_style(\"whitegrid\")\n",
    "sns.despine(left=True)\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "# Adjust the spacing between subplots\n",
    "plt.subplots_adjust(wspace=0.4)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6f6d8ee",
   "metadata": {},
   "source": [
    "## Płeć\n",
    "\n",
    "**Wykres kołowy przedstawiający procentowy rozkład płci wsród miliarderów.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "1672bf77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d = df['gender']\n",
    "d =d.map({'M': 'Mężczyźni', 'F': 'Kobiety'})\n",
    "val = d.value_counts().values \n",
    "keys = d.value_counts().index\n",
    "colors = sns.color_palette('rainbow')\n",
    "ax = plt.pie(val, labels=keys, autopct='%.0f%%', explode = [0, 0.1], colors = colors,\n",
    "            wedgeprops = {\"edgecolor\" : \"black\", \n",
    "                      'linewidth': 1, }) \n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "446caae7",
   "metadata": {},
   "source": [
    "# Najbardziej majętne osoby"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "6ac7ddbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.barplot(df.head(20), x='finalWorth',y='personName', hue = 'personName', legend = False,orient='h', palette='rainbow')\n",
    "ax.set_title('Najbardziej majętne osoby')\n",
    "ax.set_xlabel('Osoba')\n",
    "ax.set_ylabel('Majątek')\n",
    "for container in ax.containers:\n",
    "    ax.bar_label(container, fontsize=8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9cc149f8",
   "metadata": {},
   "source": [
    "# Najpopularniejsze imiona wśród miliarderów"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "485226f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PH6+NGzf6jg+h/FlGoGIyq1ev1vPPP6+FCxcqISFBknTSSSepR48euvjiiyuEKqicxWLRH3/8oRdeeEFt2rTRzTffrMGDB8vlcunxxx8nVKkC79oUFhb6ThNu2LChbr75ZnXu3JlQ5Si8H10yevRo2e123XDDDTr//POVmpqqL7/8klDlf8qejr5u3Tr16tVL6enpmjBhgvLz8494H1Tk8Xh04MABJSQkqLS0VJ988omee+45TZs2TaNGjdLatWtD3WK1qWwfSUxMVGFhocaPH69nn31W27dvV48ePXTnnXfqu+++06ZNm0LQqbkd/tnbdrtd55xzjgYPHqyFCxcSqhxF2X2wpKREV155pW6++WYNGDBAN910kzIyMjRmzBhJhCqSFBERocsuu0zFxcW+4yOvLfyzfv16/fzzz3rkkUd04403KiUlRYWFhWrXrl2524XTmtapU0eDBg3S5s2bywVLHo/HF6iE62e8lz2radOmTfrjjz+Uk5PjCzTj4uL06KOPqk6dOnrhhRcIVY6zk08+WSkpKdq2bZsyMzND3Y6peH/fsX37dm3fvl2PP/64hg8frhdffFGZmZmaN2+eVq9eHeIuzWfz5s06/fTT1b17dxUXF2v16tWaOHGi3nzzTX377beSwut3SQcPHtTmzZslSYsXL9b8+fP17LPP6sEHH9SOHTv0zDPPSJJsNpsvVCFcMeY9juzYsUPSofcKVqtVXbp00Zo1a5SamhrK9kwlJydHBw8e1G233aYRI0bowQcf1D/+8Q+98cYbWrRoUajbMx3va7O8vDz98MMPGjhwoEaPHq3//Oc/ysnJ0XvvvacNGzaEPFQhUDGZhIQEdenSRbm5uVq3bp2vXrt2bfXo0UOXXHKJPvroI/34448h7NJ8Kvtl2MaNG9W+fXtddtllatWqlbp166b7779fkjRmzBhClaMoez2GZ555RiNHjtSYMWM0d+5cRUdHq3fv3urSpQuhSiXcbrfcbrcWLlyobt266eqrr1b37t01cOBAXXzxxVq+fLm+/PJLHTx4MNSthpz39M3nnntOl156qXr37q3HHntMaWlpeuONN1RYWOi7bVpamu8+qCg+Pl5nnnmm3n77bQ0cOFA7duzQeeedp3feeUennnqqlixZEuoWq4X383olaf/+/dqzZ49yc3PVuXNn9erVS3Fxcbr++ut100036ZprrtEpp5yi0047zfdLJBxS9rT06dOna8yYMZo/f762bdumc889lzNVjsK7dhs2bNCPP/6ohQsXKicnR9Kh4KB9+/a65ZZbdPDgwXJnqoSTw18vJCcn66qrrtLFF1+sjz/+2PfXery2qLqsrCxFRkYqJSVFqampev3113Xrrbfq4osvVlFRkVatWiUpfI6hbrdbkZGROvvss3XzzTdr06ZNvjNVrFar72Nd7Ha7b02cTmfI+q1u3p857733nsaOHavJkydr2bJl2rp1q+8v2KOiovToo4+qbt26+te//qV9+/aFsuUTWmRkpB566CF17NhRH374IX/kcZivv/5ab7/9tgoKCnxn8Jx88sm65557lJOTo/nz53OmymHy8vK0fft2LV26VBMnTtS8efNUUFCg0tJSffvtt2H1fC4pKdELL7ygTz/9VHPmzNFrr72mhg0bql69emrdurVuvfVW7dmzR88++6ykQ6HKN998ox9++IHXIFWwfPlyPfvss3r++ef1559/Ki8vT6eeeqp69uzJ9Xv+Z+fOnbrvvvv0xRdf+D7+PTk5WVdeeaWuvfZavfnmm5ypokN/HFRQUCDp0OvVNWvW6JVXXlFJSYlSUlJktVqVkJCgp556SgUFBZoxY0a5M1VCIbzewZmIx+Op9C8SmzZtqn/84x+64IIL9Pnnn5dLK2vXrq3u3btr0KBBOv/886uzXVPzfnxGXl5euXpubq52797t+9rj8ahp06a64oortHXrVo0YMcIXqqA87xkWr7zyijp37qxRo0bppJNO0n//+1+lpaUpOTlZ1157rbp27apx48Zp7dq1Yb+O3hdcmZmZslqtioiI8L0p9T7Xe/XqpXbt2unHH3/Uxx9/HPZnqmRkZGjt2rW68sor1aVLF7ndbjVv3lwjRozQunXrNGnSJG3btk0fffSRXn31VV6Q/Y93X8vPzy+3Jn369NE999yj2267TUOHDtVll10m6dBZjsnJySf8m4KyF9b98MMP9corr2jUqFH697//rdmzZ+vCCy/UfffdpwsvvFC1a9dWQUGBPvjgA0VGRqp+/foh7t5cLBaLUlNT9cILL8jhcKhJkyZKTU3VK6+8oszMTJ199tkaMmSIfvzxR7322muhbtdULBaLfv75Z40ePVqffvqp1qxZo7S0NN/HHtjtdrVv31633nqrtm7dqueffz7EHVcv75uedevWad68eZoyZYrWr1+viIgI9e7dW1dddZXefvttQpWjqGw9YmNjVbduXd9zsl+/frr00kslSX/++ad++eUXpaenV3erIeN9Tbp161bFxcWpT58+2rhxo55//nkVFhZqzpw5mjBhgp555hm98MILeuGFF/TWW2+d8GeLlZ3P+7Np6NChGjp0qDp06KAPPvhA69at8/1ldlRUlB5++GH16NFDderUCVXbJxTv83fTpk1asGCB5s2bp99++012u13Dhw/XqaeeqhdeeMH31/SQGjRooL1792rbtm3atm2br964cWPdfffdysvL00cffRS2QZR3n/J4PL73nr169VK9evX00UcfKS4uTldffbVGjhypnj17yul0+q71GQ4iIiL0wAMP6K+//tLMmTN13XXX6ZJLLpF06OO/zjjjDN1yyy3avXu3HnnkEU2ZMkVTp05VSkpK2P9+ozKHvwZp2rSpBg4cqLy8PE2bNk3jx4/X77//ruTkZOXk5Cg3N1dSxY8HCyd2u13nnXee0tPTfX9k5fF4FBsbq6uuukrXXXed3njjDS1evDjEnYbOsmXLNHXq1HJnhtWpU0cbN27Ub7/9pgMHDkg6tG7x8fF66qmnVFxcrMmTJ4f0Zz9XXQoB72nW3h/Q3377re+v1W+88UY1atRIPXv2lM1m02effSZJuuiiiyQd+sWY9/oCXMz0kDPOOEMTJ05UbGysDh48qNq1a0uSzjnnHP3222/66quvdPnll/vWu169er4Lqufl5Sk2NjaU7ZuO2+1WaWmpFi1apCuvvFLXXHON8vPztWbNGl144YU644wzJB26psq1116riIgIJSUlhbZpE7BYLFq6dKk+/PBDjRw5UomJiVq2bJmys7OVkJDge742btxYa9eu1YEDB8L2wnfej6caOXKknE6n7xf/3o++ad68uR5//HGNHTtWEydOVEFBgR577DElJiaGtnETKHv22Jw5c3Tw4EE1aNBAF198sTp37uy7+K50KNz7+uuvtWrVKj399NMn/JsC73yffvqpvvnmGz344INKTk7WJ598olmzZqlTp05q2rSpiouLtWzZMi1evFh5eXkaN26cb9/jmHrIwYMHNXv2bPXr10+XX3658vLydN9996l79+6+n/fnnHOOnE6nZsyYoaysrLB/fnqfm0VFRVq2bJnuvvtudezYUdu2bdOUKVM0btw4PfHEE3I4HLLb7WrXrp3uu+++sLtIrPdCua+//rq6du2qAwcOaNq0aWrcuLEGDRqkK6+8UhaLRdOnT5fT6dSll156wv/s8kfZv8L74Ycf1LJlS9WvX1/JycnasGGDfv75Z/Xv398XppSUlOjzzz9XbGxsWFy82bs+3r9sHDt2rEaOHKkzzzxTFotFs2fP1o4dO3TTTTfJ5XIpLy9PNptNbrdbPXr0OGGPAbt371bDhg198/3444/avHmz2rRp43td/69//Utjx47Va6+9piFDhqhNmzay2WyKjo7WHXfcIYn3nsFgsVi0fPly/ec//1GrVq1UXFys+fPn66yzztKtt96qYcOGacKECZowYYKGDh2qlJSUULdcrQ7fxzwej9q3b68HHnhAr776qhYsWKDo6Gideuqpkg6FKnfeeae+/vprNWvWLFRth4z3Z95vv/2mJUuWaNeuXWrTpo26d++uxx9/vMLrs19++UURERG+CzqHg9LSUsXGxspqtSo+Pl67d+/Wn3/+qRYtWkg6FKp07NhRCQkJ+uKLL5Sdna0XXnhBjRo1CnHn5lP2+blv3z5FRUWpfv36ql+/vjp06KA1a9Zo5cqVmjx5slq0aKGtW7fq448/1tChQ8P62FG/fn1dddVVcrvdmjp1qu+TJaRDfxBzxRVXyG63+36uhaNzzjlHKSkpiouLU0ZGhiIiIlS/fn1NmDBBjz32mObMmaM6deqoQYMGkg59NOmoUaP0wgsv+C6VEQoWD3/2Va2mTp2qP/74QxMmTJDNZtP777+v7777Tk2bNtWuXbsUGxurUaNGqXbt2tq5c6cWLFigP/74Q5dddpn+8Y9/hLp90yn7mXl79uzRgw8+qAEDBujSSy9VXl6epk+frgMHDqhTp07q2bOnSktLNWvWLB08eFADBw4MqxcT/nrmmWd05ZVXqlGjRhoxYoQ6deqkgQMHSpJWrlypxMRENW/eXKWlpWEbDEh/74MlJSWaNGmSWrRo4TtgDh8+XBERERo2bJji4+N9z/mTTjpJ5513nuLj40PdfrUr+8ugBQsWaObMmWrWrJkGDBjgO0B6X6wVFBRo27Ztql+/PqFdGatWrdLLL7+s//u//1Pnzp314YcfKj09XRdddJEuu+wyRURE6Pfff9f333+vjRs3atiwYWratGmo264WeXl5euWVV/6/vfuOq+rYFjj+A44IKEVAREQFNIii2GsUG2Lv3dhjjUajiWKn2FvsscRosEWNPZbYsBcsxAKKDRURFAEBkc7h/cE7O2D05iY38Shnff957x7Az5ydvWfPzJpZi2bNmlGrVi2uXbvGokWLlNQ3mZmZ6OvrKxsZunbtquRL1qXderkdPHgQKysrateurXz24sULZsyYga+vL+np6Xh7e1OlShWGDh0KwI0bN3B0dMTU1JSUlBSMjY211fwPSmhoKD/88APm5ub07t0bBwcHsrOzefjwIUuWLMHMzAxvb2+dfmdGRkYye/ZsOnToQNOmTUlMTGTYsGG0a9eOHj16ADnFsX/++WeuXr3KwoULMTY2lqAKeRcyHj16xMqVKzEyMmLkyJEULVqU27dvM2PGDOrVq0flypUxMjLi0KFDJCQkMHfuXAwMDLSaFuF9iouLIygoiFevXtGxY0cAUlNTuXr1Ktu3b6d8+fIMGzZMy618P1auXEmRIkXo0aOHcg/NmDGDmzdv4ubmhpeXV54+aebMmURERDB48GCqVKmi04tg/5Tcz25ERAQzZsygU6dOeHp68vDhQ7y9vWnSpAn9+/cHchaAfXx8eP36NXPnztWZ+Wru63T58mXi4uJIS0ujQYMGFClShFu3bvHdd9/h7OxM27Zt37r4qItBv8uXL7N06VKaNWtGyZIl2bNnD8bGxowcOVIJCly5coVbt24REBCAj4+PzswLcktKSiIuLo4FCxZQunRp2rZt+9aAZXp6us48c3/XTz/9xJUrV0hISKBJkybUrFlTCVBBznj46dOnHD58mOTkZGUuqgtjEM13jI6OJj09nczMTOV5i4qK4pdffuH8+fOMGjVKCaqAbvZdGrnXE58+fcqMGTNo06YNDRo0wMzMjGfPnjFp0iTKlCnDwIEDKV68uHKdtX3ddPO/mBa5u7uTnZ2Nn58fSUlJxMbG4u3trdSoMDY2xtfXl5iYGOzt7fH09MTBwUEpuCPeTq1WY2dnR+vWrfH39ycgIIDChQvTvXt3ihYtypEjR5RCRr/++itt27aVF+U7aNLRaeqAeHt7U716dT7//HMgZzBy5swZwsLCyM7O1umFIcjZaRYSEsL06dNJS0tTdvrp6+vz1VdfkZ6ezqRJk5g3bx5z5szh4MGDuLm56Vww5c0C1wCenp589tlnPHnyhOPHjxMdHQ3kXLusrCxMTEwoX768BFNyiYmJYefOnXTr1o0uXbpQrFgxHj9+TGZmJsePH+fo0aNkZmZib29PlSpVmDZtmk5NmvT19YmOjsbS0pKgoCC+/fZbPvvsMyWYcvToUZ48eYKHhwc9evRQdibrajAlNjaWsLAwSpUqlefzjIwMTE1Nefr0Kb6+vlSpUoXBgwcDOYtB58+fJyoqCkCCKbloTpvcvHlTSUOqp6eHk5MTo0ePJikpifHjxyspOXTBm2PXxMREjIyMaNq0KVFRUUyYMIGGDRsqwZRHjx5hZmZGly5dmDNnDiYmJvl+8v3fyJ3ScPfu3ezevZvMzEzu3r3LihUrePbsGeXLl2f8+PGEh4ezZcsW9uzZQ6FChZgzZ47S1+nCtYyJiWH48OFs3Lgxz/c1MjKiRo0adO/eXTm9opGf51ju7u506tQJQEkTOmXKFBo2bEhERARnzpwhLS1N+f3JkydjZmbGsWPHdHZx559y6dIlMjIylHEt5GxYsLKywtPTk+joaObPn0+DBg2UYMrDhw9RqVT4+PgwefJknZqvau63TZs2sWHDBi5evMjNmzcZPnw4ISEhVKhQgS+++IJ79+6xf/9+7t27985/I7/SzKOys7PJzs4mMTGRPXv20LNnT/r27Yu7uzuvX7+mfPnySjAlPT2d69evc+/ePfz8/HRiXqDp0589e8bt27eJiIggOzubUqVKMXLkSB4/fsz+/fu5e/cuAFu2bOHnn38Gck6siLxyz9/Pnz/PyZMn6datG56enoSEhLBv3z5CQ0OV33FxcaFp06b4+vpiYGCg1PLMz2OQrKwsZZH/0qVLzJ07l9mzZ7N06VK+//57ICd9Ydu2balXrx4rVqzg0qVLyt/n977rTbnvKc16YmxsLCVKlMDNzY2jR49y4cIFEhMTsbW1ZdasWTx48AB/f3+ePn2q3Evavqd067/aB8DZ2ZnRo0cTFxfHtGnTSEhIwMzMDJVKRbFixRg7diyFCxdmxowZxMbGYm9vT48ePfjyyy8lj/Rb6OnpcffuXSZOnEhGRgZ9+/albdu2rFmzhuPHj2NlZUWfPn0YO3Ysnp6efPrpp8yZM4fSpUtru+kfjDfvKT09PfT19encuTMhISEYGhoyZMgQZcFx//79hIWFUblyZa13YB8KAwMDXr58yY0bN/IMdEuUKMH8+fPx8PDAxsaGIkWKMHfuXEqUKKHlFr9fmsHFzZs3Wb16Nd9++y2rVq0iMzMTDw8PunTpwpkzZzh69KiS411XF7j/jJGREe7u7tSrV4/4+Hi8vLyoXr26kvbw8OHD7Nu3j8KFC+Pu7p6v0wm9Kxevra0tv/76K8uWLaN3795KSrmYmBiuX79OVFRUnkGrrg1gc7OysmLIkCEUL16cu3fvcv78eQDs7OwwMjLCz88PV1dXhg4dqlynkydP8ujRI8mn/xaWlpZMnDiRUqVKsXHjxjx1spycnBgxYgSGhoZKmlddoBknaL5zZmYmRkZGxMfHM2PGDNzc3JRgXWhoKCdPniQ2NhYLCwutHuH/0Giu4/79+9m9ezdNmzbl66+/pk+fPmRlZbFy5UqeP39O5cqVmTp1KrNmzcLLy4sxY8agUqnIysrSmb7O2tqaQYMGkZGRQWRkJOnp6crPChYsSI0aNejWrRsvX75U7sv8Op69e/culpaWGBoacuzYMdauXassIH7xxRd88skn7N+/n8DAwDzXae7cuXzzzTfaana+8OjRIzZu3MjSpUvJzMxUxrUqlYrChQsTHh6unP7UbFq7f/8+p06d4sWLF6hUKp1I0/em06dPc+rUKcaMGYO3tzfNmjUjOztbqcNQoUIFhg0bRmBgINeuXdNuY9+zgIAAzp49S2ZmppLaUKVSoVarqVevHtHR0XzxxRfUrFmTfv36ARASEkJ2djZ9+vRh/Pjxf9hAkx9p5p0XL15k+vTpLFmyhLlz5zJjxgyePn2Ks7MzI0eOJCIigg0bNjBz5kwOHTpE5cqVgfz7PvhfaMYPt27d4s6dO/To0YPatWvTrVs3OnbsSFJSEvv37+fOnTvK32RkZGBsbIynpydhYWF5Avf5yYULF4CctQtN+r3ly5fTvHlzvL29ad26NceOHeO7774DcoIq7dq1o3Llyvj7+5OamqqTa7z6+vo8e/aMVatWATkbEObMmUN8fDzDhw/H1dWV/fv3/yGo8ttvv7Ft2zZlc5q2n1fdGFl/YJycnPjqq68wNjbOU3BOrVZjZWXF2LFjMTU15euvvyYhIQEbGxslv7u2b5gPkZ6eHllZWVy/fh2A7t2706lTJ77//nsCAgIoVKgQpUqVokuXLrRo0QI7Ozstt/jDoRlwBAcHs23bNpYsWUJwcDDx8fG4uLjQuXNnIiMjmTdvHqtXr2bp0qUcPnyYsWPHUqxYMW03/4NRtmxZvvzySywtLVm/fr1yXTUdfefOnfn8888ZPHgwJUuW1HJr3z/NTo158+ZRqFAhXFxcuHnzJl5eXrx69QpPT086d+7M+fPn2bdvX55FSJGXiYkJtWvXxtLSkv3791O6dGl69eqFvr4+ZcuWJSUlhTt37uTbQatG7uO9MTExJCcno1arletz5swZKlWqRNOmTQFITk5m/fr1pKWl5akzI3J24iUnJ7N//3727t3LuXPnABg1ahTOzs7cvXuXS5cucfbsWdavX8/Ro0cZPny4zp8c00x+EhISSEhIICUlBfg9qJKens7ChQvz9Gdly5Zl+vTp+TrQqfHs2TO2b98OwMWLF1m2bBnx8fE4OzsTFxfH0KFDqVmzJsOGDVOe5UuXLvH48WOd2pH9Z3IHjrOzs7l16xbNmjXDzc0NOzs7WrVqRatWrUhKSmLVqlXExMRQuHBhLCwsMDU1VTZj6domhWbNmtG/f39OnTrFoUOH8vzM0NCQunXrMmPGDKXuYn4UHR2Nv78/GzZsUGpMRkdHc/ToUWVn/9ixY7Gzs2Pv3r0EBgbmGTto5p7i77Gzs6N9+/bExMQoQRWAQoUKERYWxsSJE6latSpDhgxR+sAzZ84QFRWFiYmJNpuuVS9evKBBgwY4OTlx8eJFli9fzuDBg6lTpw7JyckkJyfj6uqKn58fnTt31nZz35vs7GxOnjzJ3r17uXLlinI/paamkpiYyG+//cbMmTOpVq2asknh2bNnHDp0iDt37mBoaIipqak2v8J7o6enx507d1ixYgXt27fH29ubAQMGUKRIEaZMmUJERATOzs6MGjWKihUrUrx4cWbPnq1z9Yr+qrCwMFauXMnJkydJTU1VPq9RowatW7fm9evXHDhwgJCQEOD3kz737t0jIyMjX65jbtmyhSVLlihj/VevXnHs2DG6du2Kp6cnBQoUYNeuXVSpUoVLly6xdOlSIGfzX/fu3Zk5cyZGRkb58tr8mezsbB49esTFixfx9fVl4cKFtGvXTqn5NHjwYNzc3P4QVFm2bBk9evT4YLLkSEDlPXjbYNTBwYGBAwdibm7OokWLlLzu2dnZWFlZMWrUKOrWrZvnxacrO8v+qpIlS2JhYcHp06eVz7p160anTp1Yt24dR44c0WLrPmyahe758+fz/PlzUlJS+OGHH9i/fz9xcXG0aNGCqVOnAjmpviwsLJgxY4ZOF8zSLKIlJSWRmppKamoqKpWKsmXLMnLkSKKiopg1axaAsitUQxdflpCT4mXXrl10796dfv36UadOHdRqNeXKlVP6OE9PT5o3b05ISIgctf5/mnstKiqKyMhInj9/jr6+vjLQePnyJfr6+hQsWFD5/T59+jB8+PB8P2nSvA+3bt2Kj48Pfn5+rF69mszMTJo0aULPnj0JDAxk/vz5zJ49m7lz5xIXF8fkyZNlkegNenp6mJiY0KZNG+zs7Dhy5Ajnz5/HzMyMMWPGUKxYMX766Sd27tzJs2fP8PPz0/lTnpqg+ZUrV5g5cya+vr6MGTOGS5cukZKSgqWlJVOnTiU1NZXFixcr6QxBN1JJqNVqQkJC2LlzJwsWLGDRokU0atQICwsLDA0NGTp0KNbW1sTGxhIdHc2dO3fYtGkTAQEBDBgwQOdSYr5L7jRfN27cICUlBSMjIyIjI/PsZqxbty6urq7cunWLlStXKic9Nb+Tn8cemu8YHh5OcHBwnvQZnp6eDBgwgC1btrBv374818zQ0DDfpyu0sbGhcePGpKamsmHDBpydnenfvz/h4eH8+uuvSlDl66+/pkSJEvz444/cvn07z78hc8+/R61WY2hoiIeHB82aNSM+Pl45me3k5ESvXr3IzMzE2tqa8PBwoqKi2LhxI6dPn+azzz6jUKFC2v4KWpOQkMCrV68ICgpi5cqV9O7dGw8PDyAn4LRr1y4yMjJwcnLSmfGcZszh7e2NjY0NO3fu5NKlS6Snp2NpaUmDBg1YvXo1xYoV+8OJ4ufPn+tcZgTIWfyvUKECnp6eFC9enGrVqjFo0CCcnZ1ZvXo1ycnJODg40L17d/r37y8F6N/izVMTTk5OdO7cGQsLC4KCgnjy5InyM01Q5enTp8om5+zsbJKTk3n58iX9+vXLd5tlNCkzp0yZgrW1NdHR0ZiamuLm5kb16tVJSEhg5syZVK5cmXHjxtGmTRvOnTvHwoULAShWrJgyp9c1mj6tdu3aNGnShFu3bvHJJ5/QoEEDAOXErCaocujQIU6fPs2rV6+wsbH5oDbIS1H6f1nuXbT37t3j9evXWFpaYmNjg5GREWFhYXz77bcUKVJEKVT6ZrEmbRfa+ZC8q/jQw4cP8fPzY+jQodSpU0f5fNOmTZw4cYJly5bp9G6fd7l//z7ffvstXbp0oUmTJqSlpTFw4EAsLCyoXr067dq1w9raWrneun4vau6/oKAg9uzZQ3p6Omq1mi+++ELJRxsaGsqiRYtwdHRkwoQJ2m3wByImJobp06czd+5cUlJSmDhxItWqVWPIkCEABAYGKgWxk5KSKFy4sDab+0EJDAxkzZo1mJiYkJWVRf/+/alVqxZZWVn4+/srE4bXr19z9uxZFixYoDOpmAIDA/H391fq8Fy/fh0DAwN8fHxQqVQEBgby4MEDkpOTKVGiBJ6enjpfgF5D05e9fv0aQ0NDDAwM0NfX5+7duxw4cICXL1/SsmVL6tatC+TsdDYxMUGlUmFkZKTl1mtP7ndgUFAQS5YsoVOnTtSsWZMDBw5w8eJFunXrRoMGDTAxMSEuLo4JEyZgb2/P5MmTdeq+U6vVrFmzhhMnTlC1atU878PU1FSCg4Px9/cnPT0dY2NjTExMGDJkiE7kdv9v5L7Xtm3bxsWLFxk3bhyXL1/mzJkz9OvXj/Llyys79I4fP05QUBBZWVkULVqUvn375vvgXe5c5evXr6dQoULExsZStmxZ+vTpg729Pfr6+vz6669s3LiRjh070qVLF203+73IPZc8efIkAQEBWFpaMmjQIB4+fMimTZuwt7enRYsWSiHhrVu30q1bN50e5/9TNNc/NDSUc+fOcfv2bZ48ecKnn37K8OHDKVCgAPv27WPv3r3KRhm1Ws3IkSN1ZtPau+aUly5dYteuXTx58oTevXvTsmVLIOek8dKlS7G3t6d3797vu7lapynarFarWbp0KU+fPqVjx47Url2b2NhYfvrpJ4KDg+nWrRt6enqEh4dz6tQpfH19dfK9umPHDo4ePcqKFSvyrK+dP3+en376ialTp+rEaeG/K/fz+eazevz4cQ4fPkzZsmVp1apVnmBUaGgozs7OykZxTcaOD+U0wT8pPj6euXPnUqdOHaysrNi3bx8TJkzA3NwcAwMDjh49yvnz5xk9ejQWFhYcP36cgIAAkpKSmDZtGlZWVtr+ClqjuTcePXpEcHAwz54947fffuOTTz7hq6++AnKCKpog3HfffcfDhw/x8fH54DYcSEDlX5R7MLtp0ybOnDmDSqXi5cuX1KpVCw8PDypWrEhYWBiLFi1SdjTmxw7nn3T9+nUCAgKoXbs29erVAyAtLY1Vq1ZRuHBhBgwYAPy+qyoxMVF2O77DlStXCA4Opn///kRHR+Pr60vVqlWxsrJi586deHh44OnpqUSB3wz26aIrV66wdOlSOnToQJkyZThy5Ah3795l+PDhVKtWDYA7d+7g5+dHtWrV+Prrr7XcYu1LT0/Hz88Pd3d39u7dS+XKlRk4cCAqlYqYmBh++OEHmjdvTpUqVeQe+3/Z2dnKzpaWLVtiaWnJjRs3OHDgAEOHDqVJkyYkJSXx/fffEx8fT2ZmJoMHD87Xk6Y3B/QXL14kPj6eFi1akJWVRUhICBs3bsTQ0BBvb28MDQ3/MIjX9aBwbleuXGHHjh0ULFiQokWLMmzYMFQqlRJUiY+Pp3nz5sp7VpfdunWLChUqKP/75cuXLF++nMqVK9OuXTtiY2Px9fWlQIECPH36lH79+uHu7k6hQoV4+fIlaWlp2NraavEbvH9qtZpt27bx4sULrl+/TsOGDenbt2+e38nIyODx48eYmJhgamqa70/W/R3R0dFs2LABT09P3NzcUKvVeHt7k56eTpcuXShXrhyGhoYsXbqU8uXLk5KSwunTp5k1a1a+G/u+rf++ceMGixYtok+fPjRp0oSHDx8yYcIEXF1d6d27N46Ojujp6bFv3z727NnD0qVLdWbTxn8TVClVqhRNmjShfPnyyt/Je/Kfce3aNWbPns1nn32GpaUlwcHB3LlzRymKXaBAAZ48ecLr168pWLAgVlZW+e6ZfZfc92ZQUJBysrN8+fKkpqayZs0a7t69S4cOHahRowbx8fH89NNPxMfHM2vWLAwMDHRyvnDq1CkiIiLo2bMn8+bNIzY2ls6dO1OnTh0iIyM5efIkp06dwtLSEktLS7p3765TNVOePXuGWq3Gzs6O0NBQZX7ZoEED5TT/o0ePmD9/Pl5eXjpxbf6O3O+AX3/9VSk2b2trS48ePQA4duwYR48epUyZMrRu3foPp6B04T2SmprKvn37CAwMJCIiQpmfa777+vXruX37NvPmzQNy1oONjY1p27Ztvjut89/K3W/fvHmTGTNmMHXqVBwdHbl27RqbNm2iXLlySlAFclIX2trakpCQ8EHWVpSAyr9Ic8McO3aMrVu3MnbsWEqXLs2dO3c4dOiQUvjb2dmZsLAwfHx8cHd3Z9CgQdpu+gft/v37bNiwgfT0dPT09OjevTvlypXj3r17zJkzhzlz5lCqVCmdHGj9VfHx8aSkpFC0aFEWLFiAubk5w4cPB2D06NGkpKTQsGFDunfvLoE+cvL6Ll26lDp16tC6dWtiY2Px8fFRFr9Hjx5NjRo1gJwTaYULF6Z48eJabvX79bbnLj09nTVr1hAYGEilSpUYP3688rPNmzdz48YNvLy88nUu8/9W7lN4SUlJ7Nq1i969e6NSqZSB286dOxkyZAhNmzYlIyOD7Oxs1Gp1vj45kPu+OnLkCK9evSI4OBhXV1dlx7EmqLJ582YMDQ2ZNm1avt+h/VdpruPDhw+ZMmUK7du3JyUlhVu3bpGZmcmcOXMoUKAAd+/e5dChQzx58oRu3brpdN2Z8+fPc/ToUcaMGaMsdsXFxXHp0iXq1auHWq3G19eXcuXKMWzYMJYvX87169dp164dHh4e+T6tUG5v6/+zsrI4evQo27Zto3HjxnmCKs+fP5d6bP/Br7/+yu7du7G0tGT06NFKUE7zrMbHx5OYmIipqSmZmZksWbJESfvl6+ubr96pmgWK6OhowsPDqVGjBpmZmWzatAkTExO6detGdHQ006dPp3z58ty+fRszMzM+//xzHBwc0NfX18kTsP8pqPLo0SNWrFhB06ZNdebkzvuQnZ1NVlYWq1atwtDQUDmNnZmZyfHjxzl48CBly5Zl+PDhOje3WrhwIY6OjnTq1AnImQMcPnwYKysrIiMj6dSpE927dyc5OZmVK1cSGRlJVFQUDg4OFCxYkMmTJyunNPL7Yu2bnj9/zsyZM/H09KRNmzZkZWUxf/58JahSs2ZNDAwMlHdCRkaGTizaavq4wMBAtmzZQvPmzalfvz4mJiasWLGCmJgYGjRogLu7O/r6+vz8889cvXoVHx8fnQlg/l2bN28mICCABg0akJSUxPXr17G1tWXSpEkYGxtz5MgRTpw4gY2NDb1799aZDAnw+313+vRpVqxYga2tLc2bN6d58+bKafSQkBDmzJlD+fLlMTIy4vr168ycOVPSy5EzjwoKCiIxMVF5H6Snp3P58mU2bdqEs7MzI0aMYPfu3Vy7do0pU6Z8cCdTNHTrLf6e3L17l8KFCyu7+u/du0eVKlWU3Y3VqlXDyMiIDRs2EBgYiLOzMw4ODsyZM0fndjD+HWXLlmXChAlER0eza9cuNm7ciJGREZ06dcLZ2Zndu3czfPhwnRhE/LfUajV6enro6emRnp6Ovr4+KpUKCwsLLCwsiIuL48WLFzRp0gTIyV/r6OiIra0tTZs21bkB/7tkZWVRpUoVmjZtSlxcHH5+fri6ujJgwADmz5/PDz/8QFZWFrVr11ZSKOgCzSKFJpXSzZs3uXnzJomJiUpu9x49ehAeHk5KSgq//PILNjY23Lhxg3PnzuHj45OvFn7+Ls3g7OrVq5w5c4aUlBRevnyp1C8yMjKiXbt2APzwww9kZmbSvHlzLbf635d74rx161YOHTpEqVKlePnyJWfPnqVFixYULlwYAwMDKlasSO/evVm+fDnr169XFjJEDj09PcLCwkhMTKRr16506NABtVrNw4cPWbVqFePHj2fu3Lk4OzujVqsJCAjQmfQj71KmTBmcnZ0xMzMjOjoaGxsbLC0tqVmzJmZmZmzbtg0bGxslUGBpaUl2djZ79uyhcePGWm79+6PpvzT9f3h4OO7u7jg5OdGiRQsAfv75ZwD69u3L9u3buXfvHl999dUHO0nStvr163P48GHCwsKIiIhQgk8qlYpJkyYREhJCVFQUhoaGuLu7A3Du3DmKFCmS7wJ5+vr6xMXFMXHiRMzMzEhNTaV+/fpUq1YNS0tLXr9+zaJFi3B1dWXYsGEEBwczffp01qxZw7Bhw3BwcNC5YArk9PmaZ7NRo0ZkZ2dz4sQJ1q5dy5AhQ/Dy8pLFnX+Ynp4eKpWKtLQ0Xr16pXyuUqnw8PDgzp07nD17lpSUFMaOHatTc6zSpUvz888/Y2RkhJubG8HBwcocIDg4mGXLlpGSkkL//v0ZNWoUL1++5MmTJxQrVgw7Ozv09fV1Mm3ro0ePOHPmDBUqVKBVq1ZkZGRQoEABxo0bx/z589m5cyfZ2dlUr15dCRLoyoYiPT09bty4wbJly+jduzd169ZVrsHw4cNZtWoVR48eZfPmzTg4OBAREcGUKVMkmPInHj9+rKSrcnNzA3JqhixYsIB58+bh7e2Np6cnmZmZPHr0SGfTV+nr6zN48GCePHnCuXPnSE9Pp127dujr6+Po6MjIkSMJCAhApVIxffp0ed+Skwp+xIgRGBkZ0bFjR+VzQ0NDatasSYECBfjhhx8YM2YM6enpeHl5fdDzBN15g78n0dHR+Pv7Y25uTu/evZWgSmpqKvD7wlCFChX49NNP2b17Nx07dswTgNHFXRfvopkEhIWF8fDhQ/T09HB2dsbe3h4HBwfGjh1LcHAw165dY+nSpaSmplK6dOk8hcB1WXBwMBUrVlTup6tXr3Lw4EEMDAxwdnZWdqSlpKSQnZ1NZGQkkZGRnDt3jpiYGIYMGSK1Z3KxtbWlQYMGGBkZsXXrVkqUKEH//v0pWLAgNjY2hIaGsm7dOipXrpyvTwvkdv78eZYsWcLChQuxt7fn0qVLLFmyhAoVKpCWlsbChQupX78+Xbp0YezYsezcuZOjR49SsGBBLC0t8fPz0/kj15p+Tk9Pj5CQEJYuXYqbmxsFChTg8ePHnD59mrZt26Knp6cEVdLS0ti2bZtSqyE/0/Rf8fHxvHjxAh8fH0qUKEFERISyE9vX1xcTExPl/Tp+/HidDwS8TWJiIsuWLSMyMpL27dsDOdfXycmJ4cOHs3LlSiZOnMjs2bNxcXHByclJZzcnnDlzBhcXF2UROzw8nJUrV1K7dm06dOigTB6jo6MpVKiQ0udnZmbyzTffYG9vr1MLuJpaFsuXL6dRo0YUKVKEPXv2YGpqyldffUWDBg1QqVT8+OOP/Pbbb8THx3/QO87et7eN/QsXLszMmTPx8vLi559/pmjRopQuXRrIeW4rVapEpUqVgJzNXKdPn+bChQtMmzYt3wVUAKKiokhKSsLGxobz58+jp6fHp59+CqAUo+/QoQOQk06uevXqxMbG5str8VfkDqpogrwnTpxg3bp19OrVS2d3/P+b1Go1ZcuW5cqVK4SFhSmnpAwMDChfvjwRERGo1WoSEhJ0aiGyS5cuGBsb4+/vT/PmzXFwcFDS8tWvXx+VSsWiRYvQ19enW7du2NjY5KlzoVardS6YkpyczK5duwgJCcHR0RF9fX309fXzBFUWLlzIpk2bMDAwUE4U5+csHbn7q8zMTAICAmjatKmyeUPzuaGhIV988QVPnz7l1q1bFC5cGGdnZzkZ+194/fo1aWlplCxZEsiZq9rb2zNixAjmzZvHxYsXqVOnDq1atXpnjeP8SPNdU1JSMDIyok6dOqhUKhITE9m6dSuXL18GoF27dpiYmFC7dm1q166db+vI/B3W1tYMGjSI9evXExkZmadWiqGhITVq1KBs2bLcu3ePMmXKYG1treUW/2fyX/UfZmNjQ+PGjblw4QJbt26lf//+VK1alUWLFhEaGoqLi4vyu1ZWVhQvXvwPA4P83hH9t3If4Vy3bh1FihShYMGCbN68mfHjx1OuXDkAKlasSMWKFXF3d+fy5cvUrVtX5ydPkLP4M336dFq1akW/fv24ffs2ixYtolGjRmRmZrJ3716ioqIYOXIkJUqUoEqVKhw5coQjR46QmZnJhAkT8v1C7X+i2QH17Nkz0tPTKVy4MJaWltjY2JCZmUlUVBT29vbKIppKpcLLy4vSpUvrTDAFwNnZGTc3N6ZPn87UqVO5f/8+/fr1w9PTE4CzZ8+yb98+duzYwaBBgxgyZAhZWVlkZ2djYGCgs4u1uWkmPbGxsYSFhdGtWzdat25NZmamUkxXpVLRsmVLJajStWtX2rdvrzPPaEBAAP7+/hQvXpyCBQtiaGiIk5MTX375JcuWLcPHxwdfX1+MjY0xMDCgTJkygGxQeJOJiQk9evRg9+7dXL9+nV69egE596CjoyPDhw9nwYIF+Pj4MGvWLJ3Z4fimp0+f8ssvv3Ds2DFGjx6NpaUlhoaG2NnZERQUhKGhIa1atQKgaNGiHDx4kO3btxMdHc3Vq1fx8PDQqWAK5KTE3Lp1K3379sXDw4PU1FQGDx5M5cqVldooHh4eSorWihUrSkHY/5e7nwoJCSEuLo6iRYtiZmaGnZ0ds2fPxsvLizVr1jBkyBAlqJI7nVNcXBxPnjzBx8cn325ScHV1pVGjRjx8+BADAwOOHTtGVlYW7u7uxMfH8/LlS2VMERoaioODA9988428A/hjUCU7O5vjx49z7do1mjRpkq8XX/9tmusaHR1NdnY2BQoUwNLSkrp163Ls2DF+/vlnOnfuTNmyZYGcfPBubm506tRJZ8ZwubVu3Ro9PT38/f1xdHQkNTUVY2NjsrOzqVOnDmPGjGHp0qXKSRVN7QvQzTUSExMT2rVrh56eHtevX+f06dO4u7tToEABZZH266+/ZtmyZcq7IT+Ljo7mxo0bODo6UqZMGVQqFS9evFB2/mvep5pC9AkJCZQuXVonrs3f9bZ0rZqN3poxrebnRYsWxdDQUNksDr+/X/L786m5TkFBQRw/fpyXL19SpEgRmjVrRpUqVejVq5cSVNHX16dNmzbKNZFgSl7NmjUjOzubH374gRIlSiib/CCnn7e0tKR27dpabOF/T2qo/IPezFN74sQJihQpQt++fdm3bx8nT55k1KhRlCxZEhMTExYtWqQswspA9u1u3brFwoUL6dmzJx4eHjx48IBJkyZRoEABvvnmG6pUqYJarQZyHj5ZPPtdVlYWZ8+eZe3atbRs2RIXFxeePn1K27ZtUavV3Lp1i2+//ZZKlSoxZswYIOd6q9VqbG1tP/ho8L/h1KlTJCcn07JlSyDn9MXmzZtJSUmhdOnS1K5dW9n9snr1ai5fvkyPHj24f/8+ly9fZubMmTqZti8uLo7Vq1dz7949rK2t6d69O9WrV1d+fvbsWVavXs3EiRPzFHYWOdRqNXFxcYwYMQJjY2M6d+5M27ZtlZ/v37+fjRs3MmDAAJo3b66T74uEhASWLl3KrVu38Pb2zrM54cmTJyxfvpz4+HiWLl2aZ/It/ig9PZ2bN2/y448/YmNjw9SpU5WfZWdn8/jxY4yNjXV+B9/58+c5fvw42dnZfPHFF1hbW/P8+XP27t3L48ePqVu3Lm3atAFg3bp1PHjwgIIFC9K3b18cHBy02/j3IC4ujtDQUNRqNaVLl8bS0pJp06Yxffp0EhMT8fX1pUqVKgwdOhSAO3fuUKJECZ0LNP0VmzZt4syZMxgaGqJWqylcuDBdu3alRo0aJCUlKbXGBgwYgJOT0x/+PiUlJd9sKHpzPK/ZjR0UFMTFixf59NNPOXr0KK9evaJ169a4urry9ddfU6BAASwsLJTgki48i39F7rnqnDlz0NfXz1PXTvw9gYGBrF27FmNjY9LS0hg6dCjVqlUjMjKSuXPnKmlJTU1NuX79OnPnzv1DEef86l1z819//ZX169fTp08f5V2qcfr0aY4dO4avr6/OjXk1z+ibi9xhYWHs2bOH+Ph4WrRoQb169YDf+0ZdEB4ezsKFCylZsiRNmjShWrVqAPj4+GBkZMSECROA3++5mJgYzp8/T506dWQDxzvkfj7T09MxMDDAwMCA1NRU1q1bR1xcHJ6ensrJp9TUVLy9vWnVqhUNGzbUZtO14sqVKyxatIiuXbtibW1NUFAQ586dUzJ1JCcn89NPPxEcHEyzZs2UzVe6StOPhYeHk5iYSHJycp66nJr3wGeffaZk4/jYSEDlH5b75XfixAlOnjyJhYUFbdu25dKlSxw8eBBTU1OMjY1RqVTMmjVLiaB/jDfQP+Vdhaz37NlDdnY23bt3Jy4ujilTplCxYkXUajUXLlxg8uTJVKhQQQIp75CVlcW5c+dYvXo1BQsWpH379nkiwMHBwSxcuJAqVaowevRoLbZU+5KSkli1apUycKhatSp+fn60bNkSa2trAgMDefjwIdWrV6dr166kpaWxYsUKnjx5gomJCYMHD9bpiXtMTAw//fQTZ8+eZcSIEbi7u+c53jp+/HgqVapEnz59tNzSD1dAQACrV6+mfv369OvXL09+34MHD+Lv78+gQYNo1qyZFlv573tXf56YmMicOXNISUnBy8srT/Dy0aNH7N+/ny+++ELeBf/vbSkzy5UrR4kSJZSgysaNG7G2tmbKlCnabu4HYd++fcquMoALFy5w5MgRAEaMGIG1tTXPnj1j3759fwiqvH79mgIFCujEqbvHjx+zYMECVCoVUVFR2NraUqNGDe7fv8/AgQOZN28eFStWZMiQIejr6xMWFsaRI0do1apVvj098b86ffo0/v7+jBs3DicnJ+7fv8/p06e5fv06Q4YMoWrVqiQlJTFs2DAaNGigBKryo9yLYWFhYXkm34mJiXh7e9O8eXPq1avHmjVrSEhIoEOHDpQtW5Z9+/ZhYGCAu7u75Cp/B827Ye3atSQlJTFy5EjZPfs3aK5jXFwckydPplOnTlhaWnLt2jWOHDnC8OHDadSoEbGxsVy9elUJujdr1kxJo5Pf5R7PRUZGkpqaSqlSpZS0Vfv27WPz5s3069dPWXh8c01Al9ZINN/11q1bXL9+nZSUFJydnalbty4GBgbcu3eP/fv3Ex8fT8uWLalTp462m/zePH36lClTptCsWTNatGiRp/bm1atXWbduHTVr1qR///7K55s2beLGjRtSM+UtQkNDcXR0VDah7dq1i3v37vHq1Su6du1K5cqViYiIYNOmTSQkJFCuXDlKly7NmTNnePXqFXPnztW5+VZqaqpSq61du3bExcUxdepUKleuzJAhQ5Tn99WrV+zevZsWLVrodCBPcz0uXbrE+vXrKVSoELGxsZQtW5Y+ffpgb2+Pvr6+ko2jY8eOSjmCj4kEVP4FbwZVTp06hYWFBYMGDSI2NpaoqCgAatWqpbPF1XLTDLbS0tJIS0vjyZMnFC9eHHNzc2JjY4mLi6NUqVLMnDmT0qVLM2TIEEJDQ/H29gZg8uTJSrEskePNwefZs2dZv349VapU4csvv8zzu7du3cLX15fGjRszbNiw993UD8rTp0/Zt28fz58/x8nJibS0NAYOHIiBgQEvX77k4MGDXL9+ndq1a9O5c2cgZ5euiYmJTqX5epeYmBjWrVtHaGgo06ZNUwJMarWaKVOmUKtWLSW/ua571wTx2LFjfP/993Tp0oWWLVvm2c19+PBhXF1d8/UiUe7Jd3h4OFlZWZibmysTp8TERGbNmkVGRgbjxo1764kwCbC/O2VmREQE48aNw8XFRQmqbNmyBUNDQ2bPnq3tZmtVSkoK27Zt4+jRo3nSFr4tqKI5qRIREUGVKlXo1KmTNpv+Xj1+/JgpU6bQvHlzWrVqxaNHjzh48CDp6em8fPmS6OhomjZtypAhQ5S/2bx5M7du3WLcuHFYWFhor/EfsI0bN/LixQvGjh2rfBYREcGOHTtQq9UMGzYMExMTUlNTMTQ0zPd9XExMDF5eXiQlJVGlShUaNmyIg4MDdnZ2XLlyhV9++YWvv/5ayVv++vVrmjdvrlMLjP+LxMRE5s+fz+DBgyXI+T+4ceOGUji9d+/eQM5mtu3bt7N3716GDx+eZxe3ro5PNm3axIULF4iPj6dUqVK4urrSpUsXjIyM2LdvH1u2bKFfv35KhgBdFhgYyHfffUfNmjVJSEggNTWVkiVLMnDgQFQqFffu3ePgwYM8efKEbt265Qk451fp6eksX74cc3NzPv/8c+XzzMxMkpKSeP78OXfu3OHMmTOYmJhQunRpEhISuH79upxUfIvDhw+zbt06Ro8eTb169Thw4AA7d+7E09OTsLAwbt26Rc+ePWndujVRUVGcP3+eU6dOUaRIEczMzBg9erTO1N7K/R0TEhKYNGkSX331FcWKFWP8+PFUq1ZNGe+ePn2asmXLYmdnpxPX5k1v+843btxg0aJF9OnThyZNmvDw4UMmTJiAq6srvXv3Vmpo7du3jz179rB06dKP7iS7bEf5F7yr+N/atWvp1atXnsG+LhZXy03z4EVGRrJr1y4ePHhAdHQ0KpWK6tWr0759e1xcXLh79y6ZmZm0bt0agEKFClGnTh2KFi2aZ4eC+H0hLTQ0lMjISGrUqKEU7Vy5ciXm5ub07dtX+f0KFSrg6+ur0zs3NHFlTQ7H3bt3ExgYiLW1tfJ8FilSRNk9deXKFVJSUujdu7dO3n+aeywiIoLExESysrL45JNPsLa2ZtiwYSxfvhw/Pz969OhB4cKFefToEZGRkdSsWVPbTf8g5H5G7969S2pqKk5OTlSpUgUPDw+ysrJYt24dQJ6gSvPmzbXZ7H9d7oHYtm3bOHv2LJAzgB04cCA1atTAzMyMyZMnM2vWLBYuXMhXX331h7QZujaAfRvNDsc1a9b8IWXmjBkzGDt2LNWqVaNSpUp069aNPXv2EBMTo5OpHiHn3jM2NqZdu3YYGxuzefNmADw9Palbty4AR44cYcWKFYwYMYJixYrRvn17tm3bxq1bt/D09PzoJgB/R0xMDH5+flStWlVZPLS0tFROKI4YMYIDBw5w79497t69S0JCArdv3+b48eP4+flJMOU/MDQ0JDo6muTkZKWugr29PRUqVGD79u1kZmYCKJs38vtkPTs7GxsbG4oXL058fDw3btxg8+bNdOzYERMTE4yNjXnw4AFVq1alR48erF+/npMnT+Lm5qaTdSn+KjMzM6ZOnaoTJ+r+LZmZmZw+fZozZ87kSWdrYGBAt27dAFizZg1ZWVk0adIEyN+FwnPL3T+dPXuWCxcuMHDgQCwsLLhw4QK3b9/m+++/Z/DgwbRr1w59fX1+/PFHLCwslHeuLrp37x4bNmygb9++NG3alKioKCZNmkR0dDQpKSmMGDGCTz75hObNmxMQEICjo6O2m/xeGBgYkJCQkOc5u3btGteuXSMgIECp6zFgwAACAgKIjo7GwsKCGTNm5OtNaH9X8+bNefjwIatXr1Zq0IwZM4ZKlSoBOXOwn3/+mezsbJo3b07nzp3p0KEDGRkZyhgkv24Iz73RW6VSYWBgQGhoKE5OTpibm1OuXDlCQkJYtGgR1apVY9CgQUDOXPXGjRvo6+tja2urM329hua6RUdHEx4eTo0aNcjMzCQoKIiWLVvSpEkToqOj+fbbb2nYsCG3b9/mhx9+4PPPP8fBwYF27drRpEmTj3IuJQGVf8nbgionT55k27Zt9OrVCysrK0C3F340D97jx4+ZNWsWNWrUoH379nzyySecPHmSixcvsnjxYr744gsMDAx49OgRWVlZAJw7d47U1FS6du0q+fLfoKenx8WLF1m5ciVt2rQhPj4eMzMz6tatS3Z2NqtWrQLIE1TJXY9AV+np6ZGcnIydnR1dunRhx44d/Pbbbxw+fFhZyNYEVdLS0rh//z6JiYk6F4jS9GsXL17khx9+wMzMjIiICFxdXXF3d6dRo0aMHDmSVatW8cMPP+Di4kKlSpXw8fHRmXzRf0ZzcmD58uVUqlSJJ0+ecOnSJY4dO8Y333yj1ElZv349aWlpdOzYkUKFCmm72f86zftwx44dBAQEMGLECNzc3Fi2bBnr168nMTGRpk2bYmpqyqRJk/Dy8mLXrl1/OHWna96VMjM4OBhPT088PDyIi4tj4cKFNGzYELVazcKFC5k0aRKurq5Uq1aNypUr6+wpux07dnD79m2mTp2KpaWlUijxvwmq9OjRA0NDw49yAvB3qNVqbGxsyMzMJDQ0VBk72NraolKpsLS0pFevXvz0008sXLgQExMTLCws8PX1lYKw/+9dgRAHBwdOnTrF1atXqVmzpvI82tvbY2lpSXp6ep7fz+/zh6JFizJq1Cg2b95MdnY21apVo1q1ahw6dAgTExN+++03Xr16RaVKlbC3t+fzzz+nYMGCEkz5CySY8r9RqVT06tWLwoULc+TIEYKDg6lYsSLZ2dlKUCUtLY3NmzdTp04dTExMdGaRTdM/Xbp0iWfPnuHp6anUVixdujQnTpzg2LFjnDlzhmbNmtGmTRssLS114rTFf/Ls2TNcXFxo2rQp0dHRzJo1i5o1a2Jvb8/evXuVBUgXFxecnJx05hlOS0sjMTGRx48fExkZSWBgIKdOnaJkyZL06NFDOel048YNRo4cCeT/TQd/V3p6OoaGhkpWksWLF2Nubk6NGjWU3+nevTsAO3fuRF9fn3r16mFhYaEEUDR9XH6kSTc6f/58Ro0axePHj1myZAlTpkyhUqVKWFpa8tNPP1G1alUGDBig3GMHDhzgwYMH9OjRQyfvO319feLi4pg4cSJmZmakpqZSv359qlWrhqWlJa9fv1bSpQ0bNozg4GCmT5/OmjVrGDZsGA4ODh/tXEoCKv+iN4Mq2dnZHD9+nOvXr9OkSROdygn6ptzBlClTptCyZUu6d++udM6fffYZjo6O7N27l/Xr1zN06FDq1q3LuHHjKFOmDBEREfj5+Ukw5f/lvpcePHjA999/rxyt03TqBgYGSgG7NWvWkJqamiclh67SXLugoCBOnjxJmzZtcHZ2VlJ6nT17FgMDAzw8PICcoEqnTp3Q09PTuWAK5PRrDx48YPXq1fTu3Zvq1avz+vVrtm3bxsmTJ9HX18fd3Z2BAweiVqt5+vQpHTp0kPzcuURHR7Nx40Y+++wzWrRoQWZmJpcuXWL//v0sWLCAb775Bk9PTyVtRLt27bTd5H/V3bt3KVy4MHZ2doSHh3P79m2GDBmCm5sbly9fJigoCFdXV2WBu3HjxpiamrJgwQKdDQJo/KeUmY0aNSIuLo7k5GSlVpYmZeaZM2fw8/Nj0qRJVK5cWWcKmuamuXZubm7Ur19f+dzS0lLp798WVDl27Bjz589n/PjxOpcb2cbGhlGjRrF+/Xp27txJv379sLa2ZunSpTRs2FAplD5t2jSePn2KqakpKpVKFrn/X+4FnvPnzxMfH09iYiJNmjShdu3aBAcHs2nTJl6/fk358uUxNTVl9+7dmJqaKhuxdEnx4sXp1asX/v7+HD16lAEDBuDl5aWkg6xXr55Sh9LOzk7bzRX53Nvm7ZaWlnTo0IGkpCTmzp3LpEmTKF++vLLg2LdvXzp16qSTfWBycjKLFi1CrVbTtGlT5XOVSkWzZs24cuUKv/32m1IXUDNHza873/8bDRo0oFSpUmRlZfH999/j4uLCF198QWpqKseOHeP06dNkZmYyYsQInRq3mZiY8PnnnzNz5kxu3LhBUlISvXv3plKlStja2pKZmcmFCxd48eKF8je6usb2n6jVaiUI9/z5cyWV6IEDB3j06BHOzs7Kz7t3746enh7+/v5YWFgozyfkz2ube3ymOa0/Y8YM4uLiGDZsmHJ6p3fv3rx48YLQ0FC2bNmCqakpz58/JzAwEB8fH5096Q8QFRVFUlISNjY2nD9/Hj09PSVLzqVLlwCU1O8ZGRlUr16d2NhYjI2NtdXkf4SscP3LcgdVmjRpwqVLl7hy5QpNmjTJl53Rf0sT/dWkjujVqxeQM1jVpEGrV68eycnJbNy4kXv37jF48GBcXV1JT0+nWrVqFC9eXMvfQvtCQ0P55JNP8gw8Hzx4QIkSJXB3d1deDJqXhIGBAQ0aNCA9PZ2tW7fSvXt3zM3NtdX8D4KmWNayZcto06aN0qnb2trSsWNHdu/erQQKNEf2dSVtybt29zx48AAbGxvc3d1RqVRYWFjw2Wef4e/vz9mzZ6lfvz7W1tYMGTIEtVotwZQ3JCYmkpGRQcWKFYGcyWWNGjXIyspi37593LlzB1dXV1q2bIm7u3u+Pp0SHR2Nv78/5ubm9OvXj+LFi/Ppp59SuXJlbt++zdq1a+nevTstWrRg0aJF7N69m9TUVNq2bassUOjqLrR/ImWmLi7Saujr6/Py5UtWr16Nr68vjx8/ZtWqVcyYMQNra2tlkefNoEpGRgYXLlxArVZrs/laU7x4cQYMGMCPP/7I2rVrefz4MQ0bNqRPnz5AThoclUolJxLfQtNPbdq0iTNnzuDq6srTp0+5cOECHTt25PPPP1c2X23cuBE7OzsMDAyYMWMGenp6OtnX2dnZ0b9/f9atW8f69evp3LkzLi4uTJgwQfkdXZ5PifdDM5cPCQkhMDCQtLQ0nJycaN68ORYWFvTr1w+AWbNmMXnyZFxcXMjOzkZfX19nNl+9GXAyMTFhxYoVeHt7ExISQlhYGA4ODkofVr58eX777TfS0tLybJDUlWCKpj/XnD7ULGSXLl2aZ8+eERMTQ8eOHYGcYtiOjo60aNFCOcWja/1exYoVWbZsGYmJiVhbW+d5rvT19TE2NqZo0aJKGm9duz5/5tq1a5w7d44RI0awbt06njx5wuTJk+nbty+pqals27YNS0tLatasqQTrunXrhpWVFbVr19Zy6/9dudNVBQUFUadOHbp3787cuXMxMzPD0dExz/hrzJgxbNmyhYiICG7fvk3p0qWZPn06JUuW1PI30S5XV1caNWrEw4cPMTAw4NixY2RlZeHu7k58fDwvX75U+rnQ0FAcHBz45ptvPvpx7cfd+o+EJqgCORFPQ0NDJReyLnszdQTkXCsDAwPlenl4eFC6dGlu3LhBoUKFaNasGa1bt5ZgCjmFr7Zv305ycnKez1++fElGRobSYWkG9JCzE1yTNmfJkiU6H0wBiI2NZevWrfTs2ZPu3bsrL0O1Wo2dnR0dO3bE3t6eX375hVOnTmm5te+PZuAQExNDQEAAx44d4/bt20BOACA1NZW0tDT09PTIysqiWLFidO3alevXr3P//n0gZ+eeLu/UeJfChQtjaGhIeHi48pmhoSE1a9YkPj6ehw8fKp/n912NNjY2NG7cmNTUVLZs2aLs1lapVJw+fZrKlSsrpwXMzc2xsbHh5s2beU6mfOwDsb8j9ylPX19fChYsSPv27Zk3bx6enp7cu3ePxYsXc+/evf+YMlPXc0tnZWWRlpbGjz/+SGpqKvHx8fj5+ZGVlYWVlRXNmjWjZcuWbN68maNHjwLg7u7OqFGjKFq0qJZbrz3Fixenf//+6OvrY2JikidNi64shv1d58+f59y5c0ycOJFRo0bRvXt3nj17pvRpgwYN4uuvv8bLy4v+/fsza9YsVCoVWVlZOtnXQc79NnDgQPT09Ni5c6cyZxDifdFsvlqwYAEJCQkYGxuzbt06Nm/eTGpqKqampvTr14+6devi7e3N3bt3dWpBV61WK9/35cuXJCUlER8fj6WlJd7e3iQnJ+Pv709oaChpaWm8fv2aq1evYmFhoVPZJu7evUtSUhKQM3a9cuUKixcvZvr06Zw8eVL5maGhIWq1mqCgIF69esWvv/5KfHy8smFNV1lbW+Pk5JQnmJKZmcn27du5c+cODRs2RE9PT6eevf9GZmYmkZGRhIWF4eXlxZkzZxg8eLCy4XHIkCF8+umnrFy5ksuXL5ORkaH8bdOmTTEwMFDmEPmNZj4VHh7OzJkzCQ4O5vHjx5ibm/P1119ja2vLwoULuXv3Lmq1Wlmj7NWrF+PHj8fHx4ehQ4fqXDDlzU1lmnumdu3aODg44OHhQaFChTh+/DiXLl1STqp4e3szdepUDh8+TK1atfLFuPbj/wYfCT09PSX3Y6dOnWTHNr+njsjMzPyPEyQDAwO5XrloOrCaNWsycuRITE1NiYmJUV50pUqVIiwsjJCQEOD3HRqa47A3b94kOzs73y/Uvs3+/fuJi4vL81laWhoZGRlKobvs7Ow8QSg7OzvatWuHq6sr5cuXf+9t1obci7Xe3t4cO3aMn376ie+++46goCAqVKjAs2fPOH36NPD7ApqRkRH29vY6NTn6TzT30psKFy6MlZUVp06d4smTJ8rnhoaG2Nvb53k28/OkIHfgXLN7ZcOGDURGRgIQGRlJwYIFlf4/Li6O4cOH4+fnl2ejgq55M2Vmw4YNGThwII0aNaJEiRJ89tln9OzZE0NDQ9avX49KpVJSZk6aNImDBw/Ss2dPnXxO37xnNDVTnjx5wuvXrxk3bhyxsbH4+PjkCaq0bt2atWvXEhAQAPDRH0//JxQvXpwhQ4ZQokQJdu/enWdjjPjdm/dcXFwc5cqVw8HBgbNnz7JkyRI+//xz6tSpQ3JyMjExMdja2uLm5oarqyv6+vrKyW1dpjkZZWBgwMaNG7l79662myR0yMOHD/H396dnz56MGTOGDh06YGJiwr59+1i3bh1paWmYmprSu3dvZSFJV+SeM+3cuZPFixczdepUFi9ezOXLl7G2tmbOnDk8e/aM2bNnM2PGDFauXEl2drZSAy+/j+eys7N58OABU6dO5ciRI8pm0qVLl2JhYYGNjQ2rVq1i586dxMTEYGFhQYMGDbh48SLjxo0jICCAfv366cxpp//W6dOn2bhxI8ePH2fChAmy4fYdVCoVLVu2xNramkePHuHq6qqkydQshA8bNoxPP/2U1atXc/bs2T9s/s6vYxB9fX2ePn2Kt7c3tWvXZuDAgVSuXJkyZcpQq1Ytpk+fjoWFBcuWLeP+/ftKX3Xu3DnS09MxMjLKF0GBvyL3pltNKi/NqaayZcty7949oqKiGDJkCKampvzyyy+EhoYyd+5catWqRfny5ZkxYwYODg5a/Bb/HL3s/P4G+8BoCkGJ30VFRbF+/Xqys7OVo/yQ87C+fPmSNWvWULduXRo1aqTTdWfg9w7s2bNnREZGUq1aNSIiIli+fDn169enRYsWqFQqlixZQlBQEF9//TUuLi5kZGSwb98+AgICmDFjBsWKFdP2V3nvkpOT8fPzY9SoUXlybT9+/BgvLy+mTJmiFJOE32uFZGVl4ezsrKQxye/eVt+oc+fO3LlzhxUrVuDg4MDEiRPZv38/mzdvpmfPntSrVw8TExP27t3LuXPnmDFjhs6kRXubuLg4LC0tlTzQN27cICgoiOzsbBo0aEDZsmWJjIzEz8+PkiVLUrduXUqVKsXFixc5fvw4s2fPxtbWVttf473I3aefPHmSkydPYm5uzqBBgzh37hzr16+nXr16REZGkpGRwfz585VTjLr8LoiJicHLywtXV1fGjh0L5E2ZCTm1PjZu3EifPn2oW7cu58+f1+mUmZq+LSkpKU/hw+TkZKZNm4a1tTUTJkzg4cOHLFiwAEtLS3x8fDAwMODFixecOXOGOnXqSK2GN0RFReHv78+rV6/o168fzs7O2m7SB+PWrVs8ePBAySNdpEgRNmzYwOvXr2nevDk+Pj707t0bT09PAI4ePUpSUhKtW7eWucI7PH36lG3bttG3b1+d3qkt3g/NxpjLly/z8OFDevToQWxsLNOmTaNq1apUrlyZb7/9llatWtG1a1eMjIx0MjUfwLZt2zhy5AjDhw/H1NSU7du3c+vWLZYuXUrRokV5+fIl06ZNIy0tjWHDhlGlShX09fXz/fwq93j10KFD/Pjjj0qKTD09PSUd6/nz51mzZg3u7u5069YNQ0NDnj59yosXL3BycpL+7g2RkZF8//33FCpUiB49euj8ieu30dx7arWa9PR0fv31V5KTk7l+/ToODg4MHz4cIE/avcWLF5OQkIC3t7c2m/7epKens3z5cszNzfn888+Vz7OysoiNjaVgwYKYm5sze/Zsnj59SufOnXn69Cm//PILS5Ys0Zn5+ps089CkpCSqVKlCw4YNcXBwwM7OjitXrvDLL7/w9ddfk5iYyNatW5Vxb506dbTd9H+cBFTEB+FdQZXNmzdz7do1JkyYoNO53nOLi4tj3LhxmJub06VLF2rVqsXy5cuJjY2lfv36NGvWjPj4eLZv386JEyews7PD0NCQ+Ph4JkyYgKOjo7a/wnunGVBoFrjv3LmDlZUV1tbWpKSksHjxYlQqFV27ds0TLV+zZg0ZGRkMGTJEp4r/vW2xFmDixIkkJycze/ZsDA0NuXDhAqtWrcLS0hIDAwOSk5OZMGGCUphYF12+fJkFCxbg4+ND+fLlleP85cuX59WrVzx69Igvv/ySTz/9VOn3oqKiUKvVGBsbM2LECJ17Rt8MqgQEBGBpaUn//v25cuUKN2/epFChQgwcOBCVSqWzixW5RUdHs2jRIooUKUK7du2UdybkvZ7Tpk3DwsIiz3Osy549e8bkyZMpV64cQ4cOxcjIiIIFC3L//n28vb3p2bMnbdq0ISwsjEWLFmFpacm0adOUdAf5dYfe/0oWuf/o1KlT7Nq1i6pVq2Jvb6+kLnz48CEzZ87k1atXjBw5kgYNGgA5k/qFCxdSrFgxBg4cqM2mf/Dy+wKs0D7Ne/T169cUKlSIpKQkoqOjKVWqFPPnz8fc3Jxhw4aRnJzM5MmTefbsGc2aNWPQoEHabrpWxMfHs2jRIjp27EiVKlW4evUqy5cvp2fPnnh6eiobSuPi4hg/fjylSpViyJAh2NjY5OvxnGa8Gh8fT2xsLEWLFuX69essX74cS0tL2rZtS6tWrZTfP3/+PKtXr6Zx48a0adNG3qd/IiEhgQIFCuhk1o0/8665UlpaGsePH+fEiRM4OTkpQRW1Wk1ERASlSpXSqXlWVlYWfn5+1K1blxYtWgA59WauXbvGiRMnMDEx4ZNPPmHs2LF8++23PH/+nLS0NEaPHq1z8/XcXrx4wbfffouBgQEZGRk4Ojpy8+ZNOnbsiImJCadPn6Z58+ZUrVqViIgI1q9fT4ECBRg1alS+e14loCI+GLmDKr169eLGjRvs3LkTPz+/fHMk7J8QEhKCn58fTk5OmJub4+HhQZUqVVizZg1PnjyhcePGeHh4oK+vz7Vr14iJicHQ0JDy5cvrXM73tw0IMjIyGDt2LAUKFGDKlClYWlpy9uxZDh06hKmpKR4eHhgZGXH16lVOnjyJr68vpUqV0tI30I63Ldbu3r2brVu34uTkRJEiRShcuDA1atTAyMiI5ORkjI2NsbOz07l7TENzr8XFxbF9+3YuXLjA5MmTuXv3LkZGRnh4ePD69Wv27NnD/v37GT58OO7u7qSmppKamkpSUhIWFhZ5ds7rktxBgBMnTnDixAklqGJhYaFcX1nU/t27NiLkvpa+vr4UKVKEUaNGabOpH4yoqCgmTZpEcnIybm5uVK1alYoVK1KqVCn8/f25ffs2gwcPpkyZMoSFhTF9+nTKli3L5MmTtd30D54scv/u9OnTrFmzhpEjR1K9enVlQ8b+/fsxMzMjPj6eI0eO4OHhQZMmTYiOjubnn38mLi6OOXPmyCk8IT4A9+7dY+3atXh7eysLQImJicycOZOuXbtSo0YN0tLS8Pf3p0qVKtjb2+vMCcY3+6fIyEgmT57MggULePLkCd9++61y+i49PZ3Dhw9Ts2ZNbG1tiY2NZcqUKZibmzN69Oh8e2JWM26NiIhg9erVFCxYECMjI7755huOHTvG999/T+PGjendu3eesf/FixdZtGgR7du3p1u3bvJeFf+Tffv2Kamq2rRpQ7ly5UhOTubUqVOcPHkSe3t7+vbty7Jly5T7E94dkMlvNEFxFxcX2rZtS2BgIKdOnaJkyZKUL18eIyMjdu7cSePGjenSpQvPnz+nUKFCOjtfzy0qKorNmzeTnZ1Nw4YNgZxTeCYmJly5coWyZcvi6+uLSqVS0njnxw3yElARHxRN6ogHDx6QlJTEzJkzdXq3+7usXLmShw8fUqxYMRITE2nfvj1ubm5KUKVhw4Z4eHjo9CAsd37HGzduoFarsbe3x8XFhZiYGOWUxfjx4ylSpAiXLl3i3LlzXL58mWLFimFoaMjw4cN1NpinWaxVqVSYmZlx5coVBg0aRNmyZQkLCyM8PJxDhw5hbGyMk5OTTu+Azz1pCgwMpH79+mzbto1Lly5hb29P165dqV69OpCz6Lht2zZ++eUX5aSKyPFmUOXkyZMULVqUnj17YmVlJQuMbyEpM//cm8G4gwcP8uLFCwoWLMirV68ICwuje/fuFC5cmOXLl/Ppp5/StWtX1Go14eHhGBkZ6eyRfvHXRUREsHjxYpo3b06zZs2Uz7/99lsCAwOpUaMG5cuXR61Ws2/fPtRqNVZWVpibmzNhwgQ5hSfEB+LkyZP8/PPPrFixQvksPj6eL7/8krZt29K4cWOOHj3KpUuXmDFjhs4ssCUkJGBubg7A8ePHadCgAXp6eixZsoSiRYsSEBBAnz59lFN5T58+ZfPmzTRv3pyKFStiYGBATEwM06dPZ8qUKflyI5ZmvPXkyROmTZuGp6cnzZo1w8LCQpmbHz58mHXr1imneHLv2tbMH3QlQCf+ObnHDzt27ODXX3+lRo0aPH/+nFu3bjFq1Cg+/fRTkpOTOX/+PL/88gupqalYWVnh5+enk2tHwcHBzJw5E0tLS5KSkujduzeVKlXC1taWzMxM5s6di5mZmVLzSfwuMjISf39/1Go1AwYMwNLSkvDwcHbt2kW9evVwd3fP9/NPCaiID05kZCSbNm2iZ8+elCxZUtvN0ao3J9UZGRkUKFCAoKAgLl68yKeffsrRo0dJSEigY8eOuLm58f333xMZGUnNmjVp06aNTk7Kc9cBmTdvHubm5jx//hwTExN69epF3bp1iY2NZcaMGRQsWBAvLy+KFClCdnY2L168QKVSYWhoqDOTo3eJjIxk3bp13L59m+7du9OuXbs8P3/16hUhISGULl063+4w+zOae+3Ro0d4eXnRs2dPOnToQEJCAjt27ODIkSNKWpfcC7vbt29nz549jB07ltq1a2v7a3wwcg+6AgICOH78OE2bNqVJkyb5fkD2d0nKzLfT3C+pqakYGRkpn9+6dYs9e/bQsmVLXF1dCQgIYNu2bXTu3JkbN25w9+5d/Pz8dO5kovhnXL9+nTVr1jBp0iSKFy+Ovr4+a9eu5caNG/Tv358DBw5gYmJC/fr1qVixIuHh4ZiammJnZyen8ITQojfHGNHR0fj4+ODl5UXp0qWVZ/PEiROsWrUKGxsbUlNTmTRpks6kfrl58ybLly9n6tSpHDt2jOPHj7Nw4UJsbGxYv349v/76K56enkotAk1a5aysLCZNmpSnj8vvgeOkpCTmzZuHo6MjAwYMUD7P3ccfPHgQf39/evToQfPmzfNdKhyhPXFxcQQEBFCxYkVcXFxIT0/n559/Zv/+/YwYMYL69euTkZFBUlISERERuLq66vQYJCYmhsTERKytrTEzM1M+V6vVLF68GDs7O7p37w4gc9E3REVFsW7dOoA881BdIQEV8UGS1BF5T1iEhYVRq1Yt5WeJiYl4e3vTvHlz6tWrx5o1a0hMTKRDhw64ubmxdOlSXr9+zZgxY3QuKPCfiqp/9913ODg48NVXX2FkZERsbCx+fn6YmJjwzTff6OSi45959uwZP/zwA/r6+nTs2FF5ScozmvdkyoQJE2jXrh3dunVTfh4fH8+WLVu4cOECU6ZMoVy5csqEPTMzkz179lCnTh0ppPiG3Isac+bMQV9fn/Hjx2u5VR82SZn5dvHx8UycOBF3d3eaNWum5CPfuXMnBw8eZP78+VhaWhIaGsqJEydISEjgt99+o1q1aowbNw49PT2ZOIm/ZNeuXRw4cIAffvhB+ezly5fKSRRN+pesrCwmTJjwh4l7fl5gFOJDFxwcTGZmJoULF0ZfX5+ZM2cyZswYKlasmOf3IiIiSExMxNbWFktLSy219v3S9E9Tpkzh2bNnZGRk4OPjkyeYtGDBAh48eEC5cuUwMzPj8ePHvH79mjlz5vzh9F1+3yQTERHB3LlzGT58OC4uLnn6drVarYwvDh06hL+/Px06dKBdu3YSVBH/M009z6JFi/LVV19RtmxZ4PcsCfv372fkyJF/yJIgY5C8MjMz2bFjBydOnMDHx0dnN4/+N961uU8XyBMjPki6vlALKMEULy8vFi5cyOzZszl//jyRkZGYmZnx2WefceHCBQB69OiBmZkZv/zyC0FBQYwaNYqRI0fqXDAFfr9ufn5+VK1alV69elGwYEHc3NwoUqSIUgAcwMrKimnTppGVlYWPjw9xcXFabv2Hx9bWloEDB5Kdnc3OnTsJDQ0F5BnVDDrDw8Px9vamaNGiSjAlMzMTAAsLC3r37k2tWrWYMWMGd+7cQU9Pj+zsbFQqFV26dJFgyltorhGAtbU1hoaGyjUVb1e8eHEGDBiAgYEBs2bNYuvWrfj4+Oh0MAWgQIECNG3alMOHD/Pdd99x4MABIGcHVbVq1fjpp59ITk7GxcVFKUhftWpVevbsib6+fr5e7BH/DltbW9LT07lx44byWZEiRbCyslJSj9aoUQNTU1MKFiyY529lIUMI7Xn16hX79u1j9erVTJ8+nR9//JGkpCR+/PFHjhw5wpkzZ4iPjycyMhJ7e3sqVKigM8GU69evs2fPHmJjY6latSqvXr2iUKFC6OnpkZWVpfzeN998Q8uWLVGpVCQkJODq6srcuXNRqVRkZWXl6ePy+/v10aNHxMTEUL58efT19ZW5J6CML9LS0qhbty5Dhgzh8OHDea6lEP8tzb2l+b9lypShWbNmxMTE8PLlS+VnKpWKHj160K5dO5YuXcrNmzfz/DsyBvnd6dOn2bhxI8ePH2fChAkSTPkTueehGzdu5O7du9pu0nsjJ1SE+IC9ePGCb7/9FgMDAzIyMnB0dOTmzZt07NgRExMTTp8+TfPmzalatSoRERFKzYsxY8bkSXGia/5TUfUyZcpgbm6Oqakpjo6O1K9fn6SkJNauXcvQoUOxsbHRdvM/SJr6Rq9evaJfv344Oztru0lakzvN19SpUylbtiyRkZHUqVNHOdaf+8h0YmIi/v7+BAUFMW7cOCpUqKDN5n80EhMTmT9/PoMHD5b0S/8lSZn5dhEREWzfvp1Hjx5hZWXF4MGDefz4MUFBQTRo0AA3Nzfld/P7rlnx73r+/Dnjx4/Hzc2Nvn37/qE+QEpKCkuWLKF48eL069dPS60UQrxLUlIS6enpPH/+nC1bthAbG0vhwoV59eoVarUaQ0ND5s2bh7Gxsbab+l6cOHGCbdu2UaNGDVq0aKEszK5cuZL4+HhGjBihzAnePIWh+d+6uPP9zp07+Pn58eWXX1KnTp23/s7BgwcJCgpiypQpJCUl6eRGSPG/OXfuHNevX6dDhw5YWloq6z/x8fFs2rSJwMDAt2ZJCAgIoGnTpjqZ3uvPREZG8v3331OoUCF69Oghmx//gqdPn7Jt2zb69u2rZAXI7ySgIsQHLioqis2bN5OdnU3Dhg0BOHToECYmJly5coWyZcvi6+uLSqUiMjKSggULSuoq/ryoekREBIcOHcLAwIBPPvmE0aNH6/ypiz+jiy/Jd3nw4AFTpkyhU6dOdO7cmYCAAH766Sfq16//zqDKqlWrCAsLY+nSpRgaGmqz+R+N9PR0uVZ/kaTje7ukpCTu3r3Ltm3bSE5Opm7duty4cQMnJyeGDBmi7eaJfOTs2bOsXLmS2rVr065dO+Wk2IsXL1i9ejUJCQnMmTMHAwMDCeAJoSWaZy8yMpKEhATS09OpXLlynt9Zt24d6enpDBs2jKysLMLDwzE3N9eZkynnzp1j1apVDB8+nCpVqvwhHdW0adOIjY1l9OjRSlBlx44dtG/fngIFCmijyR+MuLg4vLy8+OSTTxgwYIASXM/d52/YsAF9fX169eolKUbFX5acnIyXlxcpKSlYWFhQtmxZXFxcaNSoEQBpaWmsXLmSq1evMnnyZFxcXP4w5tDVmil/JiEhgQIFCkgKvr9B1+ahElAR4iMQGRmJv78/arWaAQMGYGlpSXh4OLt27aJevXq4u7vLpPwt/pui6sHBwTg6OmJra6ulVn5cdO0l+S63bt0iMDBQCZ4kJydz/vz5/xhUefXqFRkZGTozERfiQ/Xjjz8SGRlJeHg4L1++ZMiQITRt2lTbzRL5hFqt5sSJE6xduxYLCwtKlixJVlYWqampAMomGF3ctS3Eh0AzZwoMDGTLli3o6+srhdLHjRunpHe5dOkS27ZtY/r06Tq3sJaYmMiiRYuoXbs2LVq0UD5PTU3l0aNHmJmZYWdnx+zZs3ny5AmtWrXi+vXrREZGsmzZMunbgMDAQJYuXUrdunXp0KGDstM9LS2NnTt3cu7cOSZPnoydnZ2WWyo+Rmq1mq1bt1K0aFHKlClDcHAwu3fvpkqVKpQuXZo2bdqQnJzM9u3bOX36NOPHj/9DPSghxP9GAipCfCSioqJYt24dgM4Ve/pfSFF18W/TTMzfFVSRe02ID0PujQchISFcu3aNI0eOMGvWLEqUKKHl1on85tGjRxw/fpyoqCisra1xdHSkWbNm6Ovry65QIbTs9u3bzJkzh759+9K4cWPu37/P1KlT+fzzz/H09AQgNDSUmTNnsnTpUooUKaLlFr9fiYmJ+Pj40KNHD2rVqgXAkSNHCA4OJjAwEFNTU5ydnRk/fjzLly8nNjaWAgUKMH78eAkY/z+1Ws3x48dZt24dtra2fPLJJxgaGhIXF8e9e/eYNGkSjo6O2m6m+Ij99ttvLF68GD8/P0qXLk16ejq7d+9m165dODo6UrduXRwdHTl27BivX79m6tSp2m6yEPmKBFSE+Iho0lhlZ2dLUOUvkOsm3pfcQRV3d3fJkS/EB+bN05zJyck6t/NYaJcsNArxfsXFxWFpaZmn///1118JDw9nyJAhREdH4+vrS9WqVRk0aFCev5s7dy7jx4/XuXTKiYmJeHl5UblyZerXr8/hw4eJiorCxcWFWrVqkZycjL+/P+3bt6dFixYkJiZiamqqFKqXgPHv7t+/z759+3j27BnGxsY4OzvTpEkTKXQt/hFr164FUPqusWPHUrx4cYoVK0ZERATXr1+nT58+tGrVSsYeQvzDJKAixEdGioP/PXLdxPuSnJzMhQsXWLNmDe3bt6dXr17abpIQQggtkHSsQmjXlStXmD9/Pr6+vri4uCgBzTVr1pCcnMzAgQPx8vKiatWqDB48GD09PU6fPk18fDzt2rUjMTERMzMzbX8Nrbh58yYLFy7E1NQUIyMj+vXrR+nSpTE1NSUpKQk/Pz+qVatGjx49lL+RPu/tJJAu/i0BAQGcOHECLy8vpk+fjqGhIRMnTsTExITY2Fju3LlD7dq1lbSGch8K8c+RgIoQHyEpDv73yHUT70tycjKXLl3C2dlZciMLIYQQQmhBQkICP/74I7/99hsTJ06kXLlyAAQFBXHgwAEePXpEzZo1GTZsGGq1Gj09PdavX09aWhqff/45hoaGWv4G2pWYmEhqaio2NjZ5Pk9KSmL+/Pk0aNAADw8PLbXu45E70CRBJ/FPmzhxImFhYZQvX55vvvmGwoUL/+F35OSYEP88CagI8ZGSugx/j1w38b7IhEkIIYQQ4v3LPQZLTEzE39+fS5cuMWXKFMqVK8fz589Zs2YNz549Y8CAAdSoUYOkpCR++eUXAgIC8PHxkdpa75CYmMh3333Hq1evmD59uux4F0JLNP3c6dOn2bt3LyNGjMDJyUnmoEK8JxJQEUIIIYQQQgghxEftzZQ2moXFhIQENmzYwKVLl5g0aRLly5cnPDycVatWkZ6erpzCiIqKYvz48VIs/C0SExMJCAggNDSUhIQEpk+fLgXohfgAxMXFMXHiRFq2bEmHDh203RwhdIYEVIQQQgghhBBCCPHRe/r0KadPn8bDwwMrKytlsT8hIQF/f38uX77MxIkTqVChAtHR0URGRnL37l1Kly6No6PjH9JbiRyPHj1i69at2Nra0qdPHwwMDCSNkBAfiEOHDrFjxw58fX2xt7fXdnOE0AkSUBFCCCGEEEIIIcRHLTMzk6lTpxIWFoatrS01atSgTJky1KtXD4DU1FRWrVrF1atXlaCK+O+9fv0aExMT9PT05GSKEB+QZ8+esWPHDr744gt5LoV4TySgIoQQQgghhBBCiI/evn370NfXp1SpUoSGhnLo0CGqVq2Ki4sLzZo1IyUlhQ0bNnDhwgXGjx+Pq6urtpv80ZEaDUJ8eDTPpQQ7hXg/JKAihBBCCCGEEEKIj15ISAjz5s1j2rRplClThpcvX3Ls2DH27NmDo6MjjRo1wt7enmPHjhEcHMzSpUsxNDTUdrOFEEII8RGRsKUQQgghhBBCCCE+eq6urnh4eHDgwAHS09MpUqQIT58+xcbGBltbW86dO4evry+WlpbMnDlTgilCCCGE+MtU2m6AEEIIIYQQQgghxD/hk08+Yf/+/ahUKlatWkVISAjTpk2jZMmSPH36lJs3b+Lq6oqVlZW2myqEEEKIj5Ck/BJCCCGEEEIIIUS+4e3tTWhoKBYWFkycOBEHBwdtN0kIIYQQ+YScUBFCCCGEEEIIIcRHT1OYuX379sTHx/PZZ5/h4OAghdSFEEII8Y+RGipCCCGEEEIIIYT46GmCJk5OTmRnZxMWFpbncyGEEEKI/5UEVIQQQgghhBBCCJFvWFhY0KVLFw4cOMD9+/e13RwhhBBC5CMSUBFCCCGEEEIIIUS+UrFiRcqWLUuRIkW03RQhhBBC5CNSlF4IIYQQQgghhBD5Tnp6OoaGhtpuhhBCCCHyEQmoCCGEEEIIIYQQQgghhBBC/AlJ+SWEEEIIIYQQQgghhBBCCPEnJKAihBBCCCGEEEIIIYQQQgjxJySgIoQQQgghhBBCCCGEEEII8SckoCKEEEIIIYQQQgghhBBCCPEnJKAihBBCCCGEEEIIIYQQQgjxJySgIoQQQgghhBD/LyQkhG7duhESEqLtpgghhBBCCCE+MBJQEUIIIYQQQny0Tp48Sbdu3Xjw4IG2myKEEEIIIYTI51TaboAQQgghhBBCfCjKly/Ppk2bUKlkqiSEEEIIIYTIS2YJQgghhBBCCPH/9PX1MTQ01HYzhBBCCCGEEB8gCagIIYQQQggh8o0VK1Zw8eJFFi1axNq1awkJCcHExISOHTvSokULwsPDWb9+Pffv38fU1JRevXpRv3595e9DQkLw9fXF29sbV1dX5fN79+6xfft27t69i1qtpkKFCvTr1w87OzttfE0hhBBCCCGEFkgNFSGEEEIIIUS+olarmTVrFlZWVvTu3RsbGxvWrVvHyZMnmTlzJmXKlOGzzz7D2NiY5cuXEx0d/R//veDgYLy9vYmMjKR9+/Z07tyZR48e4ePjQ0JCwnv6VkIIIYQQQghtkxMqQgghhBBCiHwlIyODBg0a0LFjRwDq16/P0KFDWblyJaNHj6ZevXoAuLm58dVXXymF7d8mOzub77//nkKFCjFnzhxMTU0BqF27NmPHjmX37t3079//vXwvIYQQQgghhHbJCRUhhBBCCCFEvtO0aVPl/y9UqBB2dnYULFiQunXrKp/b2dlRqFCh/3hC5dGjR0RFRdG8eXMlmAJQvHhxqlSpwuXLl/+dLyCEEEIIIYT44MgJFSGEEEIIIUS+UqBAAczMzPJ8ZmJigpWVFXp6en/4PCkp6Z3/VlRUFJATfElMTMzzMysrK65evUpmZiYqlUythBBCCCGEyO9k1C+EEEIIIYTIV/T1334Q/12f/yfZ2dkALF68+J2/k5qaSuHChf/yvy2EEEIIIYT4uEhARQghhBBCCCHeoVixYgD06tULJyent/6OkZHR+2ySEEIIIYQQQkskoCKEEEIIIYQQ7+Dk5ESxYsWIjIykQ4cO2m6OEEIIIYQQQoskoCKEEEIIIYQQ76Cvr8+wYcOYNWsWz549o0aNGhQuXJhXr17x+PFj9PX1GTlypLabKYQQQgghhHgPJKAihBBCCCGEEP+Bq6srM2fOZMeOHezdu5fU1FQyMjKoUqUK7dq103bzhBBCCCGEEO+JXramyqIQQgghhBBCiD+VmJjIxIkTWbRoEYaGhtpujhBCCCGEEOI90dd2A4QQQgghhBDiY3LlyhVKly4twRQhhBBCCCF0jARUhBBCCCGEEOIvSElJITY2lujoaCIjI7XdHCGEEEIIIcR7IgEVIYQQQgghhPgL6tatS3Z2NmPGjOH69evabo4QQgghhBDiPZEaKkIIIYQQQgghhBBCCCGEEH9CTqgIIYQQQgghhBBCCCGEEEL8CQmoCCGEEEIIIYQQQgghhBBC/AkJqAghhBBCCCGEEEIIIYQQQvwJCagIIYQQQgghhBBCCCGEEEL8CQmoCCGEEEIIIYQQQgghhBBC/AkJqAghhBBCCCGEEEIIIYQQQvwJCagIIYQQQgghhBBCCCGEEEL8CQmoCCGEEEIIIYQQQgghhBBC/AkJqAghhBBCCCGEEEIIIYQQQvyJ/wP6q9icKH/7GgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "names = df['firstName'].value_counts().head(20)\n",
    "\n",
    "# plot this\n",
    "\n",
    "plt.figure(figsize=(20, 6))\n",
    "sns.barplot(x=names.index, y=names, palette=colors)\n",
    "plt.title('Rozkład imion miliarderów', fontsize=16)\n",
    "plt.xlabel('Imię', fontsize=12)\n",
    "plt.ylabel('Liczba miliarderów', fontsize=12)\n",
    "plt.xticks(rotation=45, fontsize=10)\n",
    "plt.yticks(fontsize=10)\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51c15b35",
   "metadata": {},
   "source": [
    "# Wykres pokazuję czy miliarder dorobił się sam czy odziedziczył fortune"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "cf4ddf95",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "self_made_by_age = df[['age','selfMade']]\n",
    "bins = [15,  25,  35,  45,  55,  65,  75,  85,  95, 105]\n",
    "self_made_by_age['age'] = pd.cut(self_made_by_age['age'], bins = bins)\n",
    "ax = sns.countplot(self_made_by_age, x = self_made_by_age['age'], hue = self_made_by_age['selfMade'], palette= 'flare' )\n",
    "ax.tick_params(axis='x', rotation=45)\n",
    "ax.set_title('Osoby, które same się dorobiły lub dostały majątek w spadku')\n",
    "ax.set_ylabel('Liczba osób')\n",
    "ax.set_xlabel('Wiek')\n",
    "for i in ax.containers:\n",
    "    ax.bar_label(i)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1dc97d26",
   "metadata": {},
   "source": [
    "# Pokazanie ile miliarderów ma jaki majątek"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d3dcf5fa-8dba-494d-8681-81dd116dc6ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wcXEp9IaKZz2mgSfHyOrVq3Hw4EH4+fnh999/R48ePaR18+fPR3p6Og4dOgQhhN7EbTIMBiSqNI4dOwaNRoMaNWro3d3y4YcfYt++fVi5ciXmzp2LH374ARYWFhg4cKBeP6+88gp2796N7OxsnD59Gvv27cPixYsRGhoKZ2dndO7c+ZnqetqTdlu3bg1/f39s2bIFCxcuREREBO7fv4/x48cX+T+6e/fuFbo8MTERgO4vJO1ZEY1GI/1S0irsbhp7e3sAz34GoaAvv/wSZmZm+Oeff9CoUSOddR988AGOHDnyzH3eu3cPDRo00Fsu32ft39rlctq72LTtbG1tpf6L2q7czp07cerUKbz33nv48ccf9fqX/2I0xNe0oFatWsHGxgYHDhzA/fv3cfbsWUyZMgXA/84yHDhwAJmZmTrLtGbOnInHjx/j999/R2BgoM66OXPmYOfOnQapsyKU9tgr6ntUe5zcu3cPTZo00Vtf2HFmZ2eH/Px86T9rJVVcDYmJiYXWID+mAd3jICgoCKmpqVIICgoKwpw5c/D7779LZ5IKOztFz4+X2KhSyM/Px6xZswAAoaGheut79uwJDw8P/Pjjj9i/fz9iY2PRt29fODg4FNmnubk52rZtixkzZuD7778HAJ1fHqampgDw3E/wHjlyJLKysrBu3Tr88MMPUCgUGD58eJHtC/shn5eXh2PHjgEA/P39peXa/UtISNB7zz///KO3rE2bNgDwzLd7F3T16lU0btxY7xdUfn6+VOOzKmyf4+LikJCQAC8vLymEaPe9sKdQazQaHD16FADw0ksvAQCaN28O4Mllkfz8fL33FFbv1atXAQBvvfVWieps2LAh7O3tce7cuWJvDQeKP660lwovX76M9evX65wBqFevHjw8PHDw4EEcOnQIJiYm6Nixo179jo6OeuGoqPqNiaGPPe1x8rTjT65NmzZIS0tDTEzMM2+vME87ptVqNaKiomBhYaGzz66urmjcuDGOHj2Kffv2AYB0jLRr1w7m5ubSMaK9TEeGx4BEFS4pKQnvvPMODh8+DA8PD0ycOFGvjYmJCYYPH46kpCQMGTIEQOFzfI4fP47Hjx/rLdeeSbCyspKWaU+P37x587nqDw0NhZ2dHebPn48jR46gS5cuqFOnTpHtDx06hN27d+ssW7JkCa5du4aOHTvC09NTWq6d/7Ry5Uqd9gcPHsTGjRv1+u7Vqxe8vLzw66+/Frq+JHNGvLy8cOXKFZ0wIITAtGnTcOHChWLfX5hFixbpXMrIz8/H559/jvz8fJ1nSb355ptwdHTExo0bpflUWgsXLsT169fRuXNn6blAHh4eCAwMxNWrV3XmqAHAvn37cODAgUL3D9D/hRUXF4fx48frtTc1NcXIkSPx+PFjjBgxQu8Sj3ZOilZJjivt//jnzJkDa2trKdhq1x05cgR//vkn/Pz84OjoqFd/amoqzp07p7M8PDwckZGRRW7TGBj62Ovfvz9UKhUWL16s8yy1gsef3CeffAIAGDZsWKGB+NGjR3rH5tMMGDBAqkEbzrW+/PJLPHjwAAMGDIC5ubnOuqCgIGRmZmLRokWoX7++NF/K0tISr7zyCrZs2YJr164hMDCw0Pl39Px4iY3KlfbBafn5+dJHjRw7dgw5OTlo1aoVNmzYACcnp0LfO3ToUMyYMQO3b9+Gr68vXnnlFb028+fPx6FDh/B///d/8Pb2ho2NDWJiYhAREQEHBwedMzsdO3aEiYkJJkyYgOjoaOlszeTJk59pn6ysrDBo0CDpLJV8XpRcr169EBwcjODgYNSrVw9RUVGIiIiAo6Mjli1bptN28ODB+PrrrzFnzhycPXsWjRs3RmxsLCIiIhAcHIz//ve/Ou3NzMywdetWdO3aFaGhoVixYgXatGmDrKwsXLx4EQcPHoRGo3lqfZ988glGjBgBf39/9O7dGyqVCn/++ScuXLiAXr16YdeuXc/09QGe/K+3efPmCAkJgZ2dHSIjI3H27Fm0aNECX3zxhdTOxsYGq1evRp8+fRAQEIA+ffrAw8MDp0+fxv79++Hq6qoXhJYuXYp27dph5MiR2Lt3L5o1a4a4uDj897//xRtvvIGdO3fq/ALp1asX6tWrh2+//Rbnz5+Hv78/bt68id27d+O1114rNNhMnTpV+nBRHx8f9OzZE9WqVUNCQgL279+Pr7/+Gu+99x6Akh1X2rMBSUlJ6N69u87l2E6dOkkPOSxsbsnHH3+MyMhItG/fHn379oWdnR3++ecfHDt2DG+//Ta2bdv2jKNTeRj62PPy8sLcuXPx6aefwt/fX+f4U6vVaNasmV7Q7NSpE+bOnYsJEyagfv366NGjB7y9vZGRkYEbN27gyJEjaN++vXRmpyQ1LFy4EKNGjcJLL72Evn37wtnZGUeOHMGJEyfQsGFDzJs3T+99nTp1wpIlS5CUlKR3trNTp05SwOf8ozJUoffQUZWB/3+bv/aPmZmZqF69unjppZfE0KFDRURERKG3actpb8FdsmRJoesjIyPFe++9Jxo1aiRsbW2FlZWV8PHxEWPGjNG5fV5r/fr1ws/PT1hYWOg9ikB7i3rB56cUJSoqSgAQbm5ues9i0Sp4u/OuXbtEmzZthJWVlbCzsxNvvfWWzjOTCoqOjhavvvqqsLGxEdbW1iIgIEAcPny4yNunhRDixo0b4sMPPxReXl5CpVIJR0dH0apVKzFr1iyddkXdav3jjz8KPz8/YWVlJapXry7efPNNce7cuWJvYZfTfg2vXbsmvvnmG9GgQQNhbm4u3N3dxdixY/UeuKd16tQp8eabbwonJyehUqmkhzMWdbv7xYsXRXBwsLCzsxNWVlaiTZs2Yvfu3dKzqnbs2KHT/ubNmyI0NFS4u7sLCwsL0bhxYzFv3jyRm5srAIiAgAC9beTm5orFixeLli1bCmtra2FlZSXq1asnhg0bJq5cuaLT9mnHlRBC5OfnCycnJwFAzJ8/X2fd7du3pfdoH3Yot2vXLtG6dWthY2Mj7OzsRJcuXcSRI0eeekwU5mnj+bS+tM8gK/hgVSEMc5v/sx57RY1XQT///LPw9/cX5ubmwsnJSfTv31/cvn37qY/ROHr0qOjTp49wc3MTKpVKODk5CT8/P/HJJ5+Iv//+u0T7UlBkZKTo0qWLsLe3F2ZmZqJu3bri888/13vWklZaWpr0GIItW7borDt+/Lh0jBR8fhUZlkKI/39fNVEll5+fj3r16uHevXu4e/euNEG3MlizZg0GDx6MyZMn632cR2Xm6uoKOzs7XL58uaJLKRP9+/fHzz//jEuXLhU6SZyIqCi8cElGY9u2bbh+/ToGDhxYqcKRRqPBt99+C6VSWezltcokNTUVKSkpqFWrVkWX8lzy8/MLvRvp4MGD2Lx5Mxo3bsxwRETPjHOQqNKbO3cuUlNT8cMPP8Da2hoTJkyo6JIAPLlD6siRIzh8+DDOnz+P0aNHG0XYSE9PxzfffIPIyEjk5eXh7bffruiSnktOTg5q166Njh07omHDhlAqlYiJicFvv/0GMzMzLF26tKJLJCIjxEtsVOkpFAqoVCo0btwYX3/9Nbp06VLRJQF4MuF8+vTpcHR0RO/evbFo0SJYWlpWdFnFio+PR7169eDt7Y33338fX3zxhVHfBZOXl4ePP/4Yhw4dwq1bt5CZmQknJyd06NABYWFhvAWaiEqFAYmIiIhIxnj/20hERERURhiQiIiIiGQYkIiIiIhkGJCIiIiIZHib/3NIS0sr9mMbnoWzs7POZzpR5cWxMi4cL+PBsTIexjhWSqXyqR9yrtO2jGt5oWk0GuTm5hqkL4VCIfXJGwsrN46VceF4GQ+OlfGoCmPFS2xEREREMgxIRERERDIMSBVs8eLF6NGjB+rXrw8XFxcMHjwYV69eLbStEAIDBgxAzZo1sW/fPp11R48exeuvvw4fHx80b94cs2bN0psfdeHCBQQHB6NOnTp4+eWXsWzZsjLbLyIiImPGgFTBTp48iUGDBmH37t347bffoNFoEBoaiszMTL22K1eulK77FhQTE4OBAweiY8eOiIyMxH/+8x/s378fs2fPlto8fPgQoaGhqFWrFiIiIvDll19iwYIF+Omnn8p0/4iIiIwRJ2lXsA0bNgB4MuHNzc0NCxcuhK+vL86dO4c2bdpI7aKjo7FixQpERETofbbUr7/+ikaNGuGTTz4BAHh7e2PSpEn48MMPMW7cONjY2GD79u3Izc3FggULYGZmhgYNGiAmJgY//PADBgwYUH47TEREZAR4BqmSefDgAQDA3t5eWvb48WOMHj0as2fPhouLi957cnJyYG5urrPMwsICWVlZOHfuHADg9OnTaN26NczMzKQ2AQEBuHbtGtRqteF3hIiIyIgxIFUi+fn5mDp1Klq2bImGDRtKy6dOnYqXX34Z3bp1K/R9gYGB+Oeff/DLL78gLy8Pd+/excKFCwEASUlJAIDk5GQ4OTnpvM/Z2VlaR0RERP/DgFSJjBo1CpcuXdKZPL1//378+eefmD59epHvCwgIwOTJkxEWFgZvb2/83//9H4KCggCg0DlLRERE9HQMSJXExIkTsXv3bmzbtg3u7u7S8mPHjuHGjRto1KgRPDw84OHhAQAYNmwY3n77bandBx98gIsXL+LUqVM4f/68dLbJ09MTwJOzRSkpKTrb1J450p5JIiIioicq1STtHTt24NSpU7h9+zbMzMzg4+ODAQMG6ASGadOm4cKFCzrv69y5M4YPHy69TklJwcqVKxETEwMLCwsEBAQgNDQUpqamUpuYmBisW7cOCQkJqF69Onr37o3AwMAy30c5IQQmT56Mffv24Y8//oCNjY3OU0lHjx6N0NBQnfd06tQJ06ZNQ5cuXXSWKxQKuLq6AgB++eUXuLu7w9fXFwDQokULzJ8/H7m5uVCpVACAP/74A3Xr1tWZ70RERESVLCBduHAB3bp1Q926dZGXl4eNGzdi5syZ+Pbbb2FhYSG169SpE0JCQqTXBSce5+fnY86cObC3t8fMmTORlpaGJUuWwNTUVAoaSUlJmDt3Lrp06YIxY8YgOjoay5cvh729PZo3b15u+ws8OXP0yy+/4Mcff0S1atVw7949CCFQrVo1WFpawsXFpdCJ2TVr1pTOJgHAf/7zHwQGBsLExAR79+7F0qVLsXz5cikUBgcH47vvvsOnn34qXcoLDw/HtGnTymtXiYiIjEalCkiTJk3SeT1q1CgMHToUcXFxaNy4sbTc3Ny8yLMeZ8+exa1bt/Dll1/C3t4eXl5eCAkJwYYNG9C3b18olUrs378fLi4uGDhwIACgVq1auHTpEvbs2VPuAWndunUAgN69e+ss//bbb3VCYHEOHTqE77//Hjk5OWjUqBFWr14tzUMCAFtbW/z888+YNGkSXn31VTg4OOCTTz7hLf5ERESFqFQBSU77sEQbGxud5UePHsXRo0dhb2+PFi1aoHfv3tJt7rGxsfDw8NAJUM2bN8eqVauQkJAAb29vXLlyRbr0pOXn54c1a9YUWkdubq7Oh9IqFApYWlpK/34ed+7ckfpxdXVFYmJisR/8p31PQdu2bSt2W02aNMEvv/xSqjrpf7RjzgnwxoHjZTw4VsajKoxVpQ1I+fn5WLNmDRo0aKBzKal9+/ZwcnKCo6Mjbty4gQ0bNuDOnTv47LPPAABqtVrv7JKdnZ20Tvu3dlnBNo8fP0ZOTo7OJTvgydyoggHE29sb8+bNK5PJzdo5RFT5cayMC8fLeHCsjMeLPFaVNiCFh4cjISEBM2bM0FneuXNn6d8eHh5wcHDAjBkzkJiYWGYDFRwcjJ49e0qvtYk5OTlZ7/POSutZziBRxeJYGReOl/HgWBkPYx0rpVJZ4pMblTIghYeH48yZM5g+fTqqV6/+1Lb16tUDACkg2dvb633Ya3p6OoD/PZ3a3t5eWlawjaWlpd7ZIwBQqVTSnV9yhj4whBBQZmcBOVkG7RcAYGaBXDPz4ttRiQghjOoHQ1XH8TIeHCvj8SKPVaUKSEIIrF69GqdOncK0adMKvXtLLj4+HgDg4OAAAPDx8cH27duRnp4uXUY7d+4cLC0tUatWLQBA/fr18e+//+r0c+7cOfj4+Bhwb55DThayls83eLcWI74AGJCIiIiKVakeFBkeHo6jR49i7NixsLS0hFqthlqtRk5ODoAnZ4m2bduGuLg4JCUl4Z9//sHSpUvRqFEj6YGIfn5+qFWrFpYsWYL4+HhERUVh06ZN6Natm3QWqGvXrkhKSsJPP/2E27dvIzIyEidOnMBrr71WYftORERElUelOoO0f/9+ANB7Ns/IkSMRGBgIpVKJ8+fPY+/evcjOzkb16tXRunVrvPXWW1JbExMThIWFYdWqVZg8eTLMzc0REBCgc8u8i4sLwsLCsHbtWuzduxfVq1fHiBEjyv0WfyIiIqqcFOJFvXhYDpKTk3Vu/38eCoUCbm5uuHv3LpQP1WV2iS3Xxq74hvRUBceK3z6VH8fLeHCsjIexjpVKpSrxJO1KdYmNiIiIqDJgQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIiklFWdAEF7dixA6dOncLt27dhZmYGHx8fDBgwAO7u7lKbnJwcrFu3DsePH0dubi78/PwwdOhQ2NvbS21SUlKwcuVKxMTEwMLCAgEBAQgNDYWpqanUJiYmBuvWrUNCQgKqV6+O3r17IzAwsBz3loiIiCqrSnUG6cKFC+jWrRtmzZqFyZMnIy8vDzNnzkRWVpbUZu3atTh9+jTGjRuH6dOnIy0tDQsWLJDW5+fnY86cOdBoNJg5cyZGjRqFw4cPY/PmzVKbpKQkzJ07F02aNMH8+fPx2muvYfny5YiKiirP3SUiIqJKqlIFpEmTJiEwMBC1a9eGl5cXRo0ahZSUFMTFxQEAMjMzcejQIQwaNAhNmzZFnTp1MHLkSFy+fBmxsbEAgLNnz+LWrVsYM2YMvLy84O/vj5CQEERGRkKj0QAA9u/fDxcXFwwcOBC1atVC9+7d0aZNG+zZs6fC9p2IiIgqj0p1iU0uMzMTAGBjYwMAiIuLQ15eHnx9faU2NWvWhJOTE2JjY+Hj44PY2Fh4eHjoXHJr3rw5Vq1ahYSEBHh7e+PKlSs6fQCAn58f1qxZU2gdubm5yM3NlV4rFApYWlpK/zYEbT/S3wbptejtUOnJx4oqN46X8eBYGY+qMFaVNiDl5+djzZo1aNCgATw8PAAAarUaSqUS1tbWOm3t7OygVqulNgXDkXa9dp32b+2ygm0eP36MnJwcmJmZ6azbsWMHtm3bJr329vbGvHnz4Ozs/Ly7qcfV1RXqxxkQshoMQaVSwdnNzeD9VlWurq4VXQI9A46X8eBYGY8XeawqbUAKDw9HQkICZsyYUdGlIDg4GD179pReaxNzcnKydNnueSkUCri6uiIxMRGmubnIyckxSL8628jNxd27dw3eb1VTcKyEEBVdDhWD42U8OFbGw1jHSqlUlvjkRqUMSOHh4Thz5gymT5+O6tWrS8vt7e2h0Wjw6NEjnbNI6enp0lkje3t7XL16Vae/9PR0aZ32b+2ygm0sLS31zh4BT868qFSqQms19IGh7a+sDjdjOpArOyEEv55GhONlPDhWxuNFHqtKNUlbCIHw8HCcOnUKU6ZMgYuLi876OnXqwNTUFOfPn5eW3blzBykpKfDx8QEA+Pj44ObNmzoB6Ny5c7C0tEStWrUAAPXr19fpQ9tG2wcRERFVbZUqIIWHh+Po0aMYO3YsLC0toVaroVarpctNVlZWCAoKwrp16xAdHY24uDgsW7YMPj4+Urjx8/NDrVq1sGTJEsTHxyMqKgqbNm1Ct27dpLNAXbt2RVJSEn766Sfcvn0bkZGROHHiBF577bUK23ciIiKqPCrVJbb9+/cDAKZNm6azfOTIkdJDHAcNGgSFQoEFCxZAo9FID4rUMjExQVhYGFatWoXJkyfD3NwcAQEBCAkJkdq4uLggLCwMa9euxd69e1G9enWMGDECzZs3L+tdJCIiIiOgEC/qxcNykJycrHP7//NQKBRwc3PD3bt3oXyoRtby+QbptyCLEV8g18au+Ib0VAXHit8+lR/Hy3hwrIyHsY6VSqUq8STtSnWJjYiIiKgyYEAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIikmFAIiIiIpJhQCIiIiKSYUAiIiIiklE+bwfp6elITk4GADg7O8POzu65iyIiIiKqSKUOSOfPn8eGDRtw/fp1neXe3t4IDQ1Fs2bNnrs4IiIioopQqoB06tQpfPvtt7Czs8Mbb7wBNzc3AMCdO3fwxx9/YM6cOfjkk0/QqlUrgxZLREREVB5KFZA2bdqE2rVrY8aMGbC0tNRZFxwcjClTpmDTpk0MSERERGSUSjVJ+969e+jYsaNeOAIAKysrBAUFISkp6bmLIyIiIqoIpQpINWvWRHp6epHr1Wq1dNmNiIiIyNiUKiANGDAAv/32G/7++2+9dadOncKBAwfw7rvvPndxRERERBWhRHOQ5s2bp7fM1tYW33zzDRwdHeHq6goASExMRGpqKtzd3bFv3z7eyUZERERGqUQB6ebNm4Uud3JyAgBpvpGJiQmcnJyQk5NT5HuIiIiIKrsSBaSlS5eWdR1ERERElQY/aoSIiIhI5rk+auTChQs4c+aMzkeNvPTSS2jcuLFBiiMiIiKqCMUGpJycHJiZmeks02g0WLhwoXQXm5WVFQAgMzMTu3btQqtWrTB27Fgolc/9UW9ERERE5a7YBLN7927Y29sjKChIWrZ161b8/fff6NWrF3r27Al7e3sATz64dteuXdi1axe2bduGd955p8wKJyIiIiorxc5B8vHxwbp167B582Zp2bFjxxAQEIABAwZI4QgA7OzsMGDAAHTo0AFHjx4tk4KJiIiIylqxZ5CaNm2KuXPn4rvvvoOdnR26d+8OtVqNevXqFfme+vXr4/jx489czIULF/Drr7/i+vXrSEtLw2effabzeW5Lly7FkSNHdN7j5+eHSZMmSa8zMjKwevVqnD59GgqFAq1bt8bgwYNhYWEhtblx4wbCw8Nx7do12Nraonv37njjjTeeuV4iIiJ6MZVokpCrqytmzZolPdvI0dERFy5cQNeuXQttf+HCBTg6Oj5zMdnZ2fDy8kJQUBC++eabQts0b94cI0eOlF7L5zl9//33SEtLw+TJk5GXl4dly5ZhxYoVGDt2LIAn86RmzpwJX19fDBs2DDdv3sR//vMfWFtbo3Pnzs9cMxEREb14SjyLWqlUok6dOgCAgIAAbN26FVZWVujZs6fOk7T37NmDEydOoG/fvs9cjL+/P/z9/Yuto+BlvYJu3bqFqKgozJkzB3Xr1gUADBkyBHPmzMG7774LR0dHHDt2DBqNBiNHjoRSqUTt2rURHx+P3bt3MyARERERgFLe5v/WW2/h3r17OHjwIA4ePAgTkydTmfLz8wE8CVDBwcGGq7KACxcuYOjQobC2tkbTpk3xzjvvoFq1agCA2NhYWFtbS+EIAHx9faFQKHD16lW0atUKsbGxaNSokc6ZJz8/P+zcuRMZGRmwsbEpk7qJiIjIeJQqIJmYmGDUqFHo2bMn/v33X53nIPn7+8PT09OgRWo1b94crVu3houLCxITE7Fx40bMnj0bs2bNgomJCdRqNWxtbXXeY2pqChsbG6jVagCAWq2Gi4uLThvtGSm1Wl1oQMrNzUVubq70WqFQwNLSUvq3IWj7kf42SK9Fb4dKTz5WVLlxvIwHx8p4VIWxeq4HFXl6epZZGCpMu3btpH97eHjA09MTY8aMQUxMDHx9fctsuzt27MC2bduk197e3pg3bx6cnZ0Nvi1XV1eoH2dAyJ49ZQgqlQrObm4G77eq0l5aJuPA8TIeHCvj8SKPVakC0uPHj/Ho0SPpw2oBIDU1Fb/99htyc3PRpk2bp97lZig1atRAtWrVkJiYCF9fX9jb2+PBgwc6bfLy8pCRkSGdJbK3t5fOJmlpXxc1tyk4OBg9e/aUXmsTc3JyMjQajUH2RaFQwNXVFYmJiTDNzUVOTo5B+tXZRm4u7t69a/B+q5qCYyWEqOhyqBgcL+PBsTIexjpWSqWyxCc3ShWQVqxYgeTkZMyaNQvAkzvDJk2ahNTUVCgUCkRERGDixIlo0qRJabovsfv37yMjIwMODg4Anjyz6dGjR4iLi5MmlEdHR0MIIQU2Hx8fbNy4ERqNRpqHdO7cObi7uxc5/0ilUkGlUhW6ztAHhra/sjrcjOlAruyEEPx6GhGOl/HgWBmPF3msSvVhtZcvX8ZLL70kvT569CjS0tLw1Vdf4ccff4SHhwe2b9/+zP1mZWUhPj4e8fHxAICkpCTEx8cjJSUFWVlZWL9+PWJjY5GUlITz589j/vz5cHV1hZ+fHwCgVq1aaN68OVasWIGrV6/i0qVLWL16Ndq2bSs9dqB9+/ZQKpVYvnw5EhIScPz4cUREROicISIiIqKqrVRnkB48eKDznKN//vkHDRs2hI+PD4D/PQbgWV27dg3Tp0+XXq9bt07qT/vMoiNHjuDRo0dwdHREs2bNEBISonN256OPPkJ4eDhmzJghPShyyJAh0norKytMnjwZ4eHhCAsLQ7Vq1dC7d2/e4k9ERESSUgUka2trad5OTk4OLl26pHNbv4mJSanm0DRp0gRbtmwpcn3BJ2YXxcbGRnooZFE8PT0xY8aMZ66PiIiIqoZSBSQfHx/s378fNWvWRFRUFHJyctCyZUtp/d27d0v1JG0iIiKiyqBUc5AGDBgAU1NTLFiwAAcPHkTPnj1Ru3ZtAE8eFnny5Ek0atTIoIUSERERlZdSnUFydXXFwoULcevWLVhZWek8eDE7OxtDhgwp1+cjERERERlSqR8UqVQq4eXlpbfc0tJS53IbERERkbEpdUDKz8/HH3/8gTNnziAlJQUA4OTkhBYtWuD//u//pM9nIyIiIjI2pQpImZmZmDVrFq5evQpLS0vUqFEDAHD+/Hn89ddf2L9/PyZNmgQrKyuDFktERERUHkoVkDZu3Ii4uDgMGTIEnTp1kp5IrdFocOjQIfz444/YtGmTzvOHiIiIiIxFqa6DnTp1Cl27dkW3bt2kcAQ8mZfUtWtXdOnSBX/99ZfBiiQiIiIqT6UKSBkZGXB3dy9yfc2aNZGRkVHqooiIiIgqUqkCkqurK/75558i1//zzz/SvCQiIiIiY1OqgNS1a1ecO3cOc+bMwdmzZ5GUlISkpCRERUVhzpw5OHfuHLp3727oWomIiIjKRakmaXfr1g3p6enYuXMnoqKidDtUKvH222+ja9euhqiPiIiIqNyV+jlIffv2Rffu3XH+/HkkJycDAJydneHr6wtbW1uDFUhERERU3kodkADA1tYW7dq1M1QtRERERJUCH3dNREREJMOARERERCTDgEREREQkw4BEREREJMOARERERCTDgEREREQkU+rb/G/cuIGIiAhcv34dmZmZEELorFcoFFi8ePFzF0hERERU3kp1BikmJgYTJ07EmTNn4ODggKSkJNSoUQMODg5ITk6GhYUFGjVqZOhaiYiIiMpFqc4gbdmyBS4uLpg1axY0Gg2GDRuG4OBgNG3aFFeuXMHs2bPRv39/Q9dKREREVC5KdQYpLi4OQUFBsLKygonJky7y8/MBAPXr10eXLl2wefNmw1VJREREVI5KFZBMTU1haWkJALC2toapqSnS09Ol9S4uLrh165ZhKiQiIiIqZ6UKSK6urrh79y6AJ5Oxa9asiVOnTknrz5w5A3t7e4MUSERERFTeShWQ/P398eeffyIvLw8A8Nprr+HUqVP46KOP8NFHH+H06dPo3LmzQQslIiIiKi+lmqTdu3dv9OjRQ5p/FBgYCBMTE/z1118wMTHBW2+9hcDAQEPWSURERFRuShWQlEolqlWrprOsQ4cO6NChg0GKIiIiIqpIpX5QJPDkzrW4uDgkJSUBeDI5u06dOtKZJSIiIiJjVOqAdPjwYfz88886d68BgK2tLfr164egoKDnLo6IiIioIpQqIP32229YtWoVvLy80KdPH7i5uQEA7ty5gwMHDmDFihXQaDTo2rWrQYslIiIiKg+lCkg7d+5Ew4YN8eWXX0Kp/F8XTZs2RVBQEGbMmIFff/2VAYmIiIiMUqkmC6nVarzyyis64UhLqVSibdu2epfeiIiIiIxFqQKSt7e39KDIwty9exdeXl6lrYmIiIioQpUqIA0ePBgnTpzA3r17kZOTIy3PycnB7t27ceLECQwZMsRgRRIRERGVpxLNQfrss8/0lpmYmGDt2rX46aef4ODgAABIS0tDXl4eHBwcsGzZMnz99deGrZaIiIioHJQoINnY2EChUOgsq1atmnT3mpaLi4vhKiMiIiKqICUKSNOmTSvjMoiIiIgqDz7ymoiIiEimVAEpJCQEw4cPx4ULFwpdf/ToUYSEhDxXYUREREQVpdRnkHJzc/HVV19h7969hqyHiIiIqMKV+rPYBg0ahKtXr2Lt2rW4du0aPvjgA5iZmRmyNiIiIqIKUeqApFQqMXToUNSvXx+rVq3CrVu38Pnnn8PJycmQ9RERERGVu+eepB0QEICvvvoKmZmZGD9+PM6fP2+IuoiIiIgqjEHuYvPy8sLcuXNRr149zJ49G4cOHTJEt0REREQVwmC3+VtbWyMsLAzBwcFF3t1GREREZAxKNQdpyZIlsLW11VuuUCjQt29ftGnTBhkZGc9dHBEREVFFKFVAcnZ2fup6Dw+PUhVDREREVBmU6hLbpk2b8Pnnnxe5/osvvsDWrVtLXRQRERFRRSpVQDp58iT8/f2LXO/v74/jx4+XuigiIiKiilSqgJSSkoIaNWoUud7FxQUpKSmlLoqIiIioIpUqIFlYWCA5ObnI9UlJSVCpVKUuioiIiKgilSogNW7cGAcOHEBqaqreupSUFBw4cABNmjR57uKIiIiIKkKp7mJ75513MGHCBIwbNw5BQUGoVasWACAhIQG///47hBAICQkxaKFERERE5aVUAcnd3R0zZszA6tWrsWfPHp11jRo1wuDBg6XQRERERGRsSv1htZ6enpg+fToePHiApKQkAE8mZxf2AEkiIiIiY1LqgKRla2vLUEREREQvlBIFpCNHjgAAOnToAIVCIb0uTkBAQOkrIyIiIqogJQpIy5YtAwC0a9cOSqVSel0cBiQiIiIyRiUKSEuWLHnSWKnUeW1oFy5cwK+//orr168jLS0Nn332GVq1aiWtF0Jgy5YtOHjwIB49eoSGDRti6NChcHNzk9pkZGRg9erVOH36NBQKBVq3bo3BgwfDwsJCanPjxg2Eh4fj2rVrsLW1Rffu3fHGG2+UyT4RERGR8SnRc5CcnZ11PqBW+7qoP9WqVYOpqekzF5OdnQ0vLy+8//77ha7fuXMnIiIiMGzYMMyePRvm5uaYNWsWcnJypDbff/89EhISMHnyZISFheHixYtYsWKFtD4zMxMzZ86Ek5MT5s6diwEDBmDr1q04cODAM9dLREREL6ZSPSiyOHv37sWHH374zO/z9/fHO++8o3PWSEsIgb179+Ktt95Cy5Yt4enpidGjRyMtLQ1///03AODWrVuIiorCiBEjUL9+fTRs2BBDhgzB8ePHpYdaHjt2DBqNBiNHjkTt2rXRrl07vPrqq9i9e/fz7TQRERG9MJ77LrbykpSUBLVajWbNmknLrKysUK9ePcTGxqJdu3aIjY2FtbU16tatK7Xx9fWFQqHA1atX0apVK8TGxqJRo0bS5UIA8PPzw86dO5GRkQEbGxu9befm5iI3N1d6rVAoYGlpKf3bELT9SH8bpNeit0OlJx8rqtw4XsaDY2U8qsJYGU1AUqvVAAA7Ozud5XZ2dtI6tVqt98gBU1NT2NjY6LRxcXHRaWNvby+tKywg7dixA9u2bZNee3t7Y968eTqXHQ3F1dUV6scZEGZmBu9bpVLBucB8LXo+rq6uFV0CPQOOl/HgWBmPF3msjCYgVaTg4GD07NlTeq1NzMnJydBoNAbZhkKhgKurKxITE2Gam6szr8pQFLm5uHv3rsH7rWoKjpUQoqLLoWJwvIwHx8p4GOtYKZXKEp/cMJqApD3Lk56eDgcHB2l5eno6vLy8pDYPHjzQeV9eXh4yMjKk99vb20tnk7S0r7Vt5FQqFVQqVaHrDH1gaPsrq8PNmA7kyk4Iwa+nEeF4GQ+OlfF4kceqxAEpLi6uxJ1qJ0QbkouLC+zt7XH+/HkpEGVmZuLq1avo2rUrAMDHxwePHj1CXFwc6tSpAwCIjo6GEAL16tWT2mzcuBEajUaah3Tu3Dm4u7sXenmNiIiIqp4SB6QJEyaUZR0AgKysLCQmJkqvk5KSEB8fDxsbGzg5OaFHjx7Yvn073Nzc4OLigk2bNsHBwQEtW7YEANSqVQvNmzfHihUrMGzYMGg0GqxevRpt27aFo6MjAKB9+/bYunUrli9fjjfeeAMJCQmIiIjAoEGDynz/iIiIyDiUOCCV5rb9Z3Xt2jVMnz5der1u3ToAT57IPWrUKLzxxhvIzs7GihUrkJmZiYYNG2LixIkwKzCh+aOPPkJ4eDhmzJghPShyyJAh0norKytMnjwZ4eHhCAsLQ7Vq1dC7d2907ty5zPePiIiIjINCvKgXD8tBcnKyzu3/z0OhUMDNzQ13796F8qEaWcvnG6TfgixGfIFcG7viG9JTFRwrfvtUfhwv48GxMh7GOlYqlarEk7TL5EGRRERERMaMAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISEZZ0QU8iy1btmDbtm06y9zd3bFw4UIAQE5ODtatW4fjx48jNzcXfn5+GDp0KOzt7aX2KSkpWLlyJWJiYmBhYYGAgACEhobC1NS0HPeEiIiIKjOjCkgAULt2bXz55ZfSaxOT/50EW7t2Lc6cOYNx48bBysoK4eHhWLBgAb766isAQH5+PubMmQN7e3vMnDkTaWlpWLJkCUxNTREaGlru+0JERESVk9FdYjMxMYG9vb30x9bWFgCQmZmJQ4cOYdCgQWjatCnq1KmDkSNH4vLly4iNjQUAnD17Frdu3cKYMWPg5eUFf39/hISEIDIyEhqNpiJ3i4iIiCoRozuDlJiYiA8++AAqlQo+Pj4IDQ2Fk5MT4uLikJeXB19fX6ltzZo14eTkhNjYWPj4+CA2NhYeHh46l9yaN2+OVatWISEhAd7e3oVuMzc3F7m5udJrhUIBS0tL6d+GoO1H+tsgvRa9HSo9+VhR5cbxMh4cK+NRFcbKqAJS/fr1MXLkSLi7uyMtLQ3btm3DlClTsGDBAqjVaiiVSlhbW+u8x87ODmq1GgCgVqt1wpF2vXZdUXbs2KEz98nb2xvz5s2Ds7OzQfarIFdXV6gfZ0CYmRm8b5VKBWc3N4P3W1W5urpWdAn0DDhexoNjZTxe5LEyqoDk7+8v/dvT01MKTCdOnIBZGQQKreDgYPTs2VN6rU3MycnJBrs0p1Ao4OrqisTERJjm5iInJ8cg/epsIzcXd+/eNXi/VU3BsRJCVHQ5VAyOl/HgWBkPYx0rpVJZ4pMbRhWQ5KytreHu7o7ExEQ0a9YMGo0Gjx490jmLlJ6eLp01sre3x9WrV3X6SE9Pl9YVRaVSQaVSFbrO0AeGtr+yOtyM6UCu7IQQ/HoaEY6X8eBYGY8XeayMbpJ2QVlZWUhMTIS9vT3q1KkDU1NTnD9/Xlp/584dpKSkwMfHBwDg4+ODmzdvSqEIAM6dOwdLS0vUqlWr3OsnIiKiysmoziCtW7cOL7/8MpycnJCWloYtW7bAxMQE7du3h5WVFYKCgrBu3TrY2NjAysoKq1evho+PjxSQ/Pz8UKtWLSxZsgT9+/eHWq3Gpk2b0K1btyLPEBEREVHVY1QBKTU1FYsWLcLDhw9ha2uLhg0bYtasWdKt/oMGDYJCocCCBQug0WikB0VqmZiYICwsDKtWrcLkyZNhbm6OgIAAhISEVNQuERERUSVkVAHp448/fup6MzMzDB06VCcUyTk7O2PChAkGroyIiIheJEY9B4mIiIioLDAgEREREckwIBERERHJMCARERERyTAgEREREckwIBERERHJMCARERERyTAgEREREckwIBERERHJMCARERERyTAgEREREckwIBERERHJMCARERERyTAgEREREckwIBERERHJMCARERERyTAgEREREckwIBERERHJMCARERERyTAgEREREckwIBERERHJMCARERERyTAgEREREckwIBERERHJMCARERERyTAgEREREckwIBERERHJMCARERERyTAgEREREckwIBERERHJMCARERERyTAgEREREckwIBERERHJMCARERERyTAgEREREckwIBERERHJMCARERERyTAgEREREckwIBERERHJMCARERERyTAgVWGtW7dGzZo19f5MnDgRABAfH4/3338fvr6+aNCgAT744AMkJydXcNVERERljwGpCtu7dy/+/fdf6c/GjRsBAD179kRmZiZCQ0OhUCiwZcsW/PLLL8jNzcV7772H/Pz8Cq6ciIiobCkrugCqONWrV9d5vWTJEnh5eeGVV17BH3/8gYSEBERGRqJatWoAgIULF6Jx48Y4duwYOnToUBElExERlQueQSIAQE5ODrZv346QkBAoFApkZ2dDoVDAzMxMamNubg4TExP8/fffFVgpERFR2WNAIgDAvn378ODBA/Tt2xcA0KJFC1hZWWHWrFl4/PgxMjMz8dVXXyEvLw/37t2r4GqJiIjKFgMSAQA2bdqEjh07wtXVFcCTy28rVqzAgQMHUL9+fTRs2BDp6enw9fWFiQkPGyIierFxDhLh1q1bOHr0KFatWqWzPCAgAMePH0dqaipMTU1hZ2eH5s2bw9PTs9g+165di/Xr1yMhIQEA4OPjg08++QRBQUFIS0vDggULcOTIEdy5cweOjo7o3r07Pv/8c9ja2pbJPhIRET0LBiTC5s2b4eTkhE6dOhW63tHREQBw7NgxpKSkoEuXLsX26ebmhgkTJsDb2xtCCGzduhVDhgxBZGQkhBC4d+8evvzyS/j4+ODWrVsICwtDYmIiVq5cadB9IyIiKg0GpCouPz8fmzdvRp8+faBU6h4OmzdvRr169VC9enWcPn0aU6ZMwbBhw1CvXr1i++3atavO67CwMKxfvx5nzpxBv379dIKQl5cXxo8fj48++ggajUavDiIiovLGySRV3NGjR3H79m2EhITorbt27Rref/99BAYG4rvvvsNHH32EKVOmPPM28vLysHPnTmRmZqJFixaFtnn48CFsbGxKFI5OnjyJQYMG4aWXXkLNmjWxb98+nfULFixAhw4dUK9ePTRu3BghISE4c+bMM9dNRERVFwNSFRcQEIDbt2+jbt26eusmTpyIqKgoxMfH49ixY/jggw+gUChK3PfFixdRv359eHt7IywsDKtWrYKPj49eu9TUVCxcuBD9+/cvUb+ZmZlo3LgxZs2aVej6OnXqYObMmTh48CB27NiB2rVrIzQ0FPfv3y9x7YVZsmQJatasWaqQWJi7d+9izJgxaNKkCerWrYtOnTrh7NmzBum7rBhjzUREpcGARGWmbt262L9/P3bv3o2BAwfi448/RmxsrE6bhw8fYuDAgfDx8cGnn35aon6DgoIwfvx4vPrqq4WuDw4ORocOHeDp6YkGDRpg6tSpePjwIS5cuFDqfYmKisJPP/2ERo0albqPgtRqNd58800olUr89NNP+P333zFlyhTY2dk9V7+LFy9Gjx494OPjg2bNmmHIkCG4evVqla355MmTGDhwINzd3eHu7q53trG01q5di86dO6NBgwZo0KABevXqhUOHDhmkb6KnKe4MemVkjDUDDEhUhszMzODt7Y1mzZphwoQJaNy4sc6dchkZGejfvz+sra2xatUqqFQqg9eQk5ODDRs2wNbWFk2aNClVH48ePcLo0aMxf/582NvbG6SuZcuWwd3dHd999x38/f3h4eGBgIAAeHl5PVe/2h9Eu3btwsaNG5Gbm4vQ0FBkZmZWyZozMzPRpEkTLF269Ln7Kkh7E0JERAT27t2Ldu3aYciQIbh8+bJBt0MkV9wZ9MrIGGsGOEm7SlGYKqHKSC+bzs0skGtm/tQm+fn5yMnJAfDkzFFoaCjMzc2xZs0aWFhYGLSc3377DSNHjsTjx49Ro0YNbNy4Ubob71lNnDgRnTp1QocOHfD9998bpL79+/cjICAAw4cPx8mTJ+Hq6opBgwaV+DJjUTZs2KDzeuHChWjWrBnOnTuHNm3aPFffxlhzUFAQOnXqBDc3t+fqR+5pNyE0aNDAoNsiKigoKAhBQUEVXcYzMcaaAQakqiU3G1k/LCiTri1GfAEUCEhz5sxBx44dUbNmTWRkZOCXX37BiRMn8PPPP+Phw4fo168fsrKysHjxYjx8+BAPHz4E8OQBlaamps9dT7t27bB//36kpqbi559/xogRI7B79244OTk9Uz87d+5EdHQ09uzZ89w1FXTz5k2sX78ew4YNw0cffYSoqChMmTIFKpVKepq5ITx48AAADHLmyxhrLg95eXnYvXv3U29CICLjw4BEZSIlJQVjx45FUlISqlWrhkaNGuHnn39Ghw4dcPz4cfz7778AngSZgk6ePInatWs/9/atrKzg7e0Nb29vtGjRAu3atcPGjRsxZsyYEvdx+/ZtTJkyBRs3bjT4Ga78/Hzp0iMANG3aFJcvX8b69esNFjby8/MxdepUtGzZEg0bNjRIf8ZWc1m6ePEiXn/9dWRnZ0uXiQu7CYGIjBMDEpWJBQuKPlPVtm1b3L59uxyrAYQQ0uW9kjp//jxSUlLQvXt3aVleXh5OnjyJH3/8EfHx8aX+2BUXFxe9X6b16tXD3r17S9VfYSZOnIjLly9jx44dBunPGGsuS9qbEB4+fIg9e/bg448/xn//+1+GJKIXBAMSGZ1Hjx7h+vXr0uubN28iOjoaDg4OcHBwwKJFi9C1a1fUqFEDqampWLNmDRITE9GzZ89n2k779u1x8OBBnWXjxo1DvXr1MG3aNJiamkIIUap9aNmyJa5du6azLC4uDjVr1ixVf3KTJk3CgQMHsH37dri7uxukT2OsuSxpb0IAgGbNmiEqKgqrVq3C/PnzK7gyIjIEBiQyOmfPnkWfPn2k19OnTwcA9OnTB3PnzsW1a9cwfPhwpKamwsHBAX5+fti+ffszT561sbHRu8xjZWUFBwcHNG3aFHfv3i31PgwbNgxvvPEGvv/+e/Tq1QtRUVHYsGHDc/9yFUJg8uTJ2LdvH7Zu3QoPD4/n6q8gY6y5PBW8CYGIjF+VDkj79u3Drl27oFar4enpiSFDhpToYzRIX3neIVfcJTr5h+5WRs2bN8eqVaswd+5cLFy4ELVr18b06dPx1ltvPVe/EydOxC+//ILVq1fDxsYGSUlJAIBq1arB0tKyytX86NEjxMfH4969ewB0zzY+z5mvp92EQFSWnnYG3VBncw3NGGsGAIUo7TUCI3f8+HEsWbIEw4YNQ/369bFnzx6cPHkSCxcuLPGD75KTk5Gbm2uQehQKBdzc3HD37l0oH6qRtdzwp+kth3+Kx2V0F1tZ9m0x4gvk2jzfwwgNqeBYVbZvn6J+2Hz77beFfpxMZVCWNR8/flznbKNWnz59sHDhwlL3++mnn+LYsWM6NyGMGjUKHTp0eI5qqTJ/b1UWZXVMP6tnGavKUjMAqFQqODs7l6htlT2DtHv3bnTq1AkdO3YE8OTywZkzZ/D777/jzTffrNjiiEqpvCe/G0JZ1ty2bVvcuXPH4L90n3YTAlFZqoibXJ6XMdYMVNGApNFoEBcXpxOETExM4Ovrq/dRGFTxyuzyXQkebklERFVTlQxIDx48QH5+vt6D6Ozt7XHnzh299rm5uTqX0hQKBSwtLUv0yfMlpf0QWJVKBVNzC5jV9DRY31pl1W+Z922iQM4vmw3er1nfIVDmZpfqvQ9vJ8BCoym6gVIJPG19aZVVv2XZd1nWbGYGjdLsqU0Kfm+V9AySUpMDlNWE6xLUXFWVZqyoYhjrWD3L7+0qGZCe1Y4dO7Bt2zbpdbt27TB27Fg4ODgYfFtOTk6AkxPw6TSD9w2g7Po15r6pSnjWp6hTxeFYGY8Xeayq5IfV2trawsTEBGq1Wme5Wq0u9OMNgoODsWbNGunPsGHDDDY5W+vx48cYP348Hj9+bNB+yfA4VsaF42U8OFbGoyqMVZUMSEqlEnXq1EF0dLS0LD8/H9HR0YU+BVelUsHKykrnj6E/eV4IgevXrxvVqcqqimNlXDhexoNjZTyqwlhV2UtsPXv2xNKlS1GnTh3p4xKys7MRGBhY0aURERFRBauyAalt27Z48OABtmzZArVaDS8vL0ycONFoPkGciIiIyk6VDUgA0L17d50PIq1IKpUKb7/9tsEv3ZHhcayMC8fLeHCsjEdVGKsq+yRtIiIioqJUyUnaRERERE/DgEREREQkw4BEREREJMOARERERCRTpe9iqyz27duHXbt2Qa1Ww9PTE0OGDEG9evUquqwXxpYtW3Q+KgYA3N3dsXDhQgBATk4O1q1bh+PHjyM3Nxd+fn4YOnSoziMfUlJSsHLlSsTExMDCwgIBAQEIDQ2Fqamp1CYmJgbr1q1DQkICqlevjt69e+s9V4tjre/ChQv49ddfcf36daSlpeGzzz5Dq1atpPVCCGzZsgUHDx7Eo0eP0LBhQwwdOhRubm5Sm4yMDKxevRqnT5+GQqFA69atMXjwYFhYWEhtbty4gfDwcFy7dg22trbo3r073njjDZ1aTpw4gc2bNyM5ORmurq7o378/XnrppWeq5UVW3FgtXboUR44c0XmPn58fJk2aJL3mWJWPHTt24NSpU7h9+zbMzMzg4+ODAQMGwN3dXWpTmX72laSW8sYzSBXs+PHjWLduHd5++23MmzcPnp6emDVrFtLTy+DT66uw2rVr44cffpD+zJgxQ1q3du1anD59GuPGjcP06dORlpaGBQsWSOvz8/MxZ84caDQazJw5E6NGjcLhw4exefP/PkA3KSkJc+fORZMmTTB//ny89tprWL58OaKioqQ2HOvCZWdnw8vLC++//36h63fu3ImIiAgMGzYMs2fPhrm5OWbNmoWcAh8m+/333yMhIQGTJ09GWFgYLl68iBUrVkjrMzMzMXPmTDg5OWHu3LkYMGAAtm7digMHDkhtLl++jEWLFiEoKAjz5s1Dy5Yt8fXXX+PmzZvPVMuLrLixAoDmzZvrfK+NHTtWZz3HqnxcuHAB3bp1w6xZszB58mTk5eVh5syZyMrKktpUpp99xdVSIQRVqAkTJohVq1ZJr/Py8sTw4cPFjh07Kq6oF8zmzZvFZ599Vui6R48eiXfeeUecOHFCWnbr1i3Rp08fcfnyZSGEEGfOnBF9+/YVaWlpUpvIyEgxcOBAkZubK4QQYv369WLcuHE6fX/33Xdi5syZ0muOdfH69Okj/vrrL+l1fn6+GDZsmNi5c6e07NGjRyI0NFQcO3ZMCCFEQkKC6NOnj7h69arU5t9//xV9+/YV9+/fF0I8Ga/33ntPGi8hhPjpp5/E2LFjpdfffvutmDNnjk49EydOFCtWrChxLVWJfKyEEGLJkiVi3rx5Rb6HY1Vx0tPTRZ8+fURMTIwQonL97CtJLRWBZ5AqkEajQVxcHHx9faVlJiYm8PX1RWxsbAVW9uJJTEzEBx98gNGjR+P7779HSkoKACAuLg55eXk6Y1CzZk04OTlJYxAbGwsPDw+dU73NmzfH48ePkZCQAAC4cuWKTh/Ak0sL2j441qWTlJQEtVqNZs2aScusrKxQr149nfGxtrZG3bp1pTa+vr5QKBS4evWq1KZRo0ZQKv83q8DPzw937txBRkaG1KawMbxy5UqJa6EnZy6GDh2KsWPHYuXKlXj48KG0jmNVcTIzMwEANjY2ACrXz76S1FIROAepAj148AD5+fl611jt7e1x586diinqBVS/fn2MHDkS7u7uSEtLw7Zt2zBlyhQsWLAAarUaSqUS1tbWOu+xs7ODWq0GAKjVar0xsrOzk9Zp/9YuK9jm8ePHyMnJQUZGBse6FLRf38K+tgW/9ra2tjrrTU1NYWNjo9PGxcVFp412LNRqtdS2uO0UV0tV17x5c7Ru3RouLi5ITEzExo0bMXv2bMyaNQsmJiYcqwqSn5+PNWvWoEGDBvDw8ACASvWzryS1VAQGJHrh+fv7S//29PSUAtOJEydgZmZWgZURvVjatWsn/dvDwwOenp4YM2YMYmJi9M4yUPkJDw9HQkKCztxLKh4vsVUgW1tb6X9VBRWW2slwrK2t4e7ujsTERNjb20Oj0eDRo0c6bdLT06UxsLe31xsj7eTCgm3kk63T09NhaWkJMzMzjnUpab82hX1tC37tHzx4oLM+Ly8PGRkZTx1D7evixrDg+uJqIV01atRAtWrVkJiYCIBjVRHCw8Nx5swZTJ06FdWrV5eWV6affSWppSIwIFUgpVKJOnXqIDo6WlqWn5+P6Oho+Pj4VGBlL7asrCwpHNWpUwempqY4f/68tP7OnTtISUmRxsDHxwc3b97U+SFw7tw5WFpaolatWgCeXMYr2Ie2jbYPjnXpuLi4wN7eXudrm5mZiatXr+qMz6NHjxAXFye1iY6OhhBCuo3Yx8cHFy9ehEajkdqcO3cO7u7u0pwMHx+fQsewfv36Ja6FdN2/fx8ZGRlwcHAAwLEqT0IIhIeH49SpU5gyZYreZcvK9LOvJLVUBAakCtazZ08cPHgQhw8fxq1bt7Bq1SpkZ2frPUOCSm/dunW4cOECkpKScPnyZXz99dcwMTFB+/btYWVlhaCgIKxbtw7R0dGIi4vDsmXL4OPjI31j+vn5oVatWliyZAni4+MRFRWFTZs2oVu3btInWXft2hVJSUn46aefcPv2bURGRuLEiRN47bXXpDo41oXLyspCfHw84uPjATyZYBsfH4+UlBQoFAr06NED27dvxz///IObN29iyZIlcHBwQMuWLQEAtWrVQvPmzbFixQpcvXoVly5dwurVq9G2bVs4OjoCANq3bw+lUonly5cjISEBx48fR0REBHr27CnV0aNHD5w9exa7du3C7du3sWXLFly7dg3du3cHgBLV8qJ72lhlZWVh/fr1iI2NRVJSEs6fP4/58+fD1dUVfn5+ADhW5Sk8PBxHjx7F2LFjYWlpCbVaDbVaLT3moDL97CtJLRVBIYQQFbZ1AvDkAVq//vor1Go1vLy8MHjwYOl/QvT8Fi5ciIsXL+Lhw4ewtbVFw4YN8c4778DV1RXA/x5Q9ueff0Kj0RT6gLLk5GSsWrUKMTExMDc3R0BAAPr376/3sLS1a9fi1q1bT31YGsdaV0xMDKZPn663PCAgAKNGjZIe+HfgwAFkZmaiYcOGeP/993UeeJeRkYHw8HCdhw8OGTKkyIcPVqtWDd27d8ebb76ps80TJ05g06ZNSE5OhpubW5EPH3xaLS+yp43VsGHD8PXXX+P69et49OgRHB0d0axZM4SEhOh8L3Gsykffvn0LXT5y5Ejp51Jl+tlXklrKGwMSERERkQwvsRERERHJMCARERERyTAgEREREckwIBERERHJMCARERERyTAgEREREckwIBERERHJMCARUZU0atQoLF26tEK2vWXLFvTt21fvc8mIqPJgQCKiSunw4cPo27cv+vbti0uXLumtF0Lgww8/RN++fTF37txyqys1NRVbtmyRPm6DiF5MyoougIjoaVQqFY4dO4aGDRvqLL9w4QLu378vfSbUs1q4cCEUCsUzvy8tLQ3btm2Di4sLvLy8SrVtIqr8eAaJiCo1f39/nDhxAnl5eTrLjx07hjp16pT6s5pUKhWUSv4fkYgKx58ORFSptW/fHn///TfOnTsHf39/AIBGo8HJkyfRu3dvRERE6LT/9ddfcerUKdy5cwfZ2dmoVasWgoOD0aZNG512o0aNQuPGjTFq1CgATz5Edfv27Th79iySkpJgYmKCBg0aIDQ0VDpTVPDDWpctW4Zly5YB0P0A0CtXrmDLli2IjY1FXl4e6tati379+umdAZNLTk7GjBkzYGZmhi+//LJCP6STiHgGiYgqOWdnZ/j4+ODPP/+Ulv3777/IzMxE27Zt9dpHRETAy8sLffv2Rb9+/WBqaopvv/0WZ86ceep27t27h7///hstWrTAoEGD0KtXL9y8eRPTpk1DamoqAKBmzZrSp6R37twZo0ePxujRo9GoUSMAQHR0NKZOnYrHjx+jT58+6NevHzIzMzFjxgxcvXq1yG0nJiZi6tSpsLS0xNSpUxmOiCoBnkEiokqvXbt22LhxI3JycmBmZoajR4+icePGcHR01Gu7aNEimJmZSa+7d++O8ePHY/fu3XjppZeK3IaHhwcWLVoEE5P//b+xQ4cO+OSTT3Do0CG8/fbbsLe3h7+/P7Zs2QIfHx906NBBaiuEwMqVK9GkSRNMnDhRmt/UpUsXjBs3Dps2bcLkyZP1tnv79m3MmDEDjo6OmDRpEmxsbEr1NSIiw+IZJCKq9Nq2bYucnBycPn0ajx8/xpkzZ9C+fftC2xYMRxkZGcjMzESjRo1w/fr1p25DpVJJ4Sg/Px8PHz6EhYUF3N3di30vAMTHx+Pu3bto3749Hj58iAcPHuDBgwfIyspC06ZNcfHiReTn5+u8JyEhAdOmTYOLiwu+/PJLhiOiSoRnkIio0rO1tYWvry+OHTuG7Oxs5Ofn680p0jp9+jS2b9+O+Ph45ObmSsuLu2MtPz8fe/fuxf79+5GUlKQTZkoSXO7evQsAT322UmZmpk5f8+bNg52dHSZNmgQLC4tit0FE5YcBiYiMQvv27bFixQqo1Wo0b94c1tbWem0uXryI+fPno1GjRnj//ffh4OAAU1NTHD58GMeOHXtq/zt27MDmzZvRsWNHhISEwMbGBgqFAmvXroUQotj6tG0GDBhQ5O3/8hDUunVrHDlyBEePHkWXLl2K3QYRlR8GJCIyCq1atcIPP/yAK1eu4OOPPy60zV9//QWVSoVJkybpPB/p8OHDxfZ/8uRJNGnSBB9++KHO8kePHqFatWrS66LORNWoUQMAYGVlhWbNmhW7PQB49913YWpqilWrVsHS0rLIy4ZEVP4YkIjIKFhYWGDo0KFITk7Gyy+/XGgbExMTKBQKnctjSUlJ+Pvvv4vtv+DkbK0TJ04gNTUVrq6u0jJzc3MAT4JTQXXq1EGNGjWwa9cutG/fXu9s0YMHD2Bra6u3jeHDh+Px48dYunQpLCwsitw3IipfDEhEZDS0zxoqyksvvYTdu3dj9uzZaNeuHR48eIDIyEi4urrixo0bT31vixYtsG3bNixbtgw+Pj64efMmjh07Jp0Z0qpRowasra3x22+/wdLSEubm5qhfvz5cXFwwYsQIzJ49G+PGjUNgYCAcHR2RmpqKmJgYWFpaIiwsTG+7JiYmGDNmDL7++mt89913mDBhApo2bfrMXxsiMizexUZEL4ymTZtixIgRUKvVWLt2Lf7880/0798fLVu2LPa9wcHB6NmzJ86ePYs1a9bg+vXrCAsLQ/Xq1XXaKZVKjBo1CiYmJli5ciUWLVqECxcuAACaNGmCWbNmoU6dOoiMjMSPP/6II0eOwN7eHj179ixy20qlEp9++inq16+P+fPn48qVK8/3hSCi56YQJZl9SET0gvnwww/h5+eHESNGFNkmKysLH3/8sXS3GRFVHTyDRERVjkajwcOHD3UmXxfmr7/+gqenJ8MRURXEOUhEVKVERUXh+PHjyMnJga+v71PbPnjwAA8fPkRSUhKEEHrzkYjoxcUzSERUpezcuRPnz5/HO++8U+zt+G3atEF2djY++eQTXLp0qZwqJKLKgHOQiIiIiGR4BomIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEiGAYmIiIhIhgGJiIiISIYBiYiIiEjm/wHHV9r87yjwnAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.histplot(df,x='finalWorth',bins = 20)\n",
    "ax.set_title('Dystrybucja bogactwa miliarderów')\n",
    "ax.set_xlabel('Majątek')\n",
    "ax.set_ylabel('Liczba osób')\n",
    "labels = [str(v) if v else '' for v in ax.containers[0].datavalues]\n",
    "ax.bar_label(ax.containers[0], labels=labels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65f27c98",
   "metadata": {},
   "source": [
    "# Zależnośc pomiędzy PKB a liczbą miliarderów"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "071523c3-a6d2-40ca-9e22-05cc66193bb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2 = df[['gdp_country','rank']].copy()\n",
    "df2['gdp_country'] = df2['gdp_country'].astype(str).str.replace('[\\$,]', '', regex=True)\n",
    "df2['gdp_country'] = pd.to_numeric(df2['gdp_country'], errors='coerce')\n",
    "df2['gdp_country'].fillna(df2['gdp_country'].mean(), inplace=True)\n",
    "\n",
    "billionaires_based_on_gdp = df2.groupby('gdp_country')['rank'].count().reset_index()\n",
    "\n",
    "ax = sns.scatterplot(billionaires_based_on_gdp, x='gdp_country', y='rank', size='rank',sizes = (10,200), legend=False)\n",
    "ax.set_title('Zależność pomiędzy PKB a liczbą miliarderów')\n",
    "ax.set_xlabel('PKB')\n",
    "ax.set_ylabel('Liczba miliarderów')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}