pyFTSex/tutorial/darts/habr_CO2.ipynb
2024-08-15 12:15:32 +04:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "d90e18b1",
"metadata": {},
"source": [
"# Habr: Прогнозирование атмосферного CO2 с помощью Python\n",
"https://habr.com/en/articles/659405/\n",
"\n",
"Было выполнено много изменений данных и немного кода из-за сильных изменений pandas за 2 года (в основном пострадало считывание данных)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "e9a5d759-ffb3-4d77-8170-edd8ca33d9bf",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"from statsmodels.tsa.seasonal import seasonal_decompose\n",
"from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
"from darts import TimeSeries\n",
"from darts.models import *\n",
"from darts.metrics import *\n",
"from darts.dataprocessing.transformers import Scaler\n",
"import logging\n",
"\n",
"mpl.rcParams['figure.dpi'] = 300\n",
"logging.disable(logging.CRITICAL)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "6ee38c2a-b799-414f-b154-2d0ac1dcae7d",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"df = pd.read_csv('data/monthly_in_situ_co2_mlo.csv',\n",
" comment = '\"', header = [0], na_values = '-99.99')\n",
"\n",
"#cols = [' '.join(col).replace(' ', '') for col in df.columns.values]\n",
"#df.set_axis(cols, axis = 1) #, inplace = True\n",
"\n",
"# Converting Excel date format to datetime\n",
"# and setting as dataframe index\n",
"df['Datetime'] = pd.to_datetime(df['DateDays'], origin = '1899-12-30', unit = 'D')\n",
"\n",
"df.set_index('Datetime', inplace = True)\n",
"\n",
"df = df[['CO2']]\n",
"#df.rename(columns = {'CO2filled[ppm]': 'CO2'}, inplace = True)\n",
"df.dropna(inplace = True) \n",
"df = df.resample('ME').sum()"
]
},
{
"cell_type": "markdown",
"id": "a9f4d723-55d5-492f-89d4-808000b44f0f",
"metadata": {},
"source": [
"## Time Series Analysis"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "5e531223-7bf1-48aa-be31-afc5288b1cff",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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AAADARWH//v2GJJt/d955p2EYhjFhwgSbeps2bZxqe9CgQTbXP/zww4ZhGMarr75q6nPx4sUujX/t2rXGjTfeaISGhpraPP9fjRo1jLvvvtvYu3evS/10797dpr3u3bvbvL548WKjb9++hre3t90xNGvWzPj++++N3NzcIvtbvHhxoR+PI/9q165t2faUKVNM5+7fvz//9YSEBOOhhx4ygoOD7bYdEhJiPPzww0ZiYqLTn8uXXnrJ1J49L7zwgsfeK3mOHj1q+Pv727R57bXXutWmPa+99ppp/MHBwcaZM2eKpb/CjB492jSWBg0aGFlZWR7r45tvvjH14e3tbRw4cMBjfdhz9uxZU9+BgYHF3q9hGEafPn1Mfffq1euC9O2In376yejbt68REBBQ6D2jefPmxksvvWQkJye71E/B9l566aX813JycozJkycbLVq0sNu/j4+P0bt3b2PlypUe+bizs7ONb7/91ujXr59Rvnz5Iu+ZjRs3Nh566CFjw4YNLvUXHR1t3HPPPUbt2rUL7ScwMNDo16+f8ddffzndh9XP7ClTpuS/np6ebnzwwQdGnTp17Pbv7+9vXHfddcaOHTsc6vP22293++fR+e+F8xX2szU3N9f44YcfjM6dOxteXl6W7dr7eZCWlmb88ssvxpgxY4xGjRoVOT4vLy+jefPmxnvvvefU/bk4PzfO/KwsTFZWlvHll18a3bp1M3x8fAr9HHTo0MF4//33jfT0dKf7KYn3pqft3bvXNKaffvrJ6Xasfoc7/70aExNj3HHHHYXel2rVqmU899xzRkpKitP9F/Xe+ffff42rrrqq0PdDu3btjEmTJjn0O2tBRf3OPGPGDKNDhw52+w4ICDBuu+0249ChQ3b7SE9PNz766COjQYMGdtsJCQkxnnnmGePs2bNOfwwFvfjiizZtV6hQwaXvEwAAgMIQvgMAAFwkCgvfjx8/bgop169f71C7CQkJhq+vr821W7ZsMQzDM+H78ePHjREjRtj9g7y9f35+fsaDDz7o9B/M7P0hMT093bjrrrucGsNVV11V5B9TSyp8nzlzphESEuJwH5UrV3Y6KHMmUIiLizO9j0aMGOFUfwW98cYbpv5dCcEcUb9+fVNfDzzwQLH0VZjU1FQjKCjINJa33nrLo/2kpaVZPgjzyiuveLQfK8ePHzf1GxoaWuz9Hjx40PI+NGvWrGLvuygbNmwwOnbs6PS9o0qVKsYXX3zhdH8F28kLFePi4owuXbo4NYZnn33WrY995syZhYYyRf17//33He4rMTHRuPPOOwsNsuz96969e6EBU0GFBZzbt283mjRp4nDfPj4+xueff15knyURvh85csS48sori2zX6neHDz/80KhUqZLLYw0NDXX4+7e0h+9///230bhxY6fHVKtWLeOXX35xqq+SeG962kcffWQay7Fjx5xup7DwffLkyUa5cuWc+lr8/fffTvVv772TnZ1t3HfffU69F7p162bs27fPqf7tfV8nJycb11xzjcN9BwcHG4sWLTK1v2PHjkIf5Cr4r0GDBsbBgwed+hgKsvqaFtfvjgAA4NLFnu8AAACXgCpVqmjQoEE2tSlTpjh07bfffqvs7Oz84w4dOnhs6fd9+/bp8ssv14wZM2QYhlPXZmVl6eOPP1bfvn118uRJt8aRnp6uAQMG6KuvvnLqugULFujqq69WTk6OW/172hdffKFhw4bp1KlTDl+TlJSkPn36aNOmTcUypsjISF177bU2tV9++cVmOwNn5Obm6ssvv7SpNWjQoFj2c92xY4diYmJM9bFjx3q8r6L8888/Onv2rE3N19dXo0aN8mg/gYGBuvXWW031C7H3+t69e0216tWrF3u/f/zxh+k+VK1aNQ0ePLjY+y7M/PnzdcUVV2jt2rVOX5uYmKh77rlHDz30kHJzc90ax759+3TZZZdp5cqVTl33xhtv6Pnnn3e6v9zcXD3xxBO64YYbLN8Tjjp9+rRD5+3evVudO3fW119/7dI9fcmSJerYsaNLX6fzrV27Vl26dNGuXbscviYnJ0f33nuvJk2a5FbfnnbkyBFdfvnlWrp0qUvXb9y40eGvn5WTJ0/qhhtu0FtvveVyG6XBlClT1L9/f0VHRzt97cGDB3X99dfr3XffdXscZem9OW/ePJvjZs2aeXQp/s8//1yjR49WWlqaw9ccPHhQV199tebOnetW34Zh6JZbbtH//vc/p65bvny5unfv7vY2LmfOnFHPnj2d+jiSk5M1aNAgm98xN23apCuuuELbtm1zuJ29e/eqR48eSk5OdmbINrp06WLaLqTg+wUAAMBd7PkOAABwiRg9erRmzZqVfzxt2jS99957CggIKPS6giH96NGjPTKeY8eOqVu3bkpISDC9VrNmTQ0dOlRNmzZVWFiYjh07ps2bN+vXX39VUlKSzbnLli1Tnz599N9//xX5sdgzevRoLV68OP+4cePGGjBggJo0aaKwsDAlJydr48aNmjVrliksXrp0qSZMmKDHH3/csu0KFSqodevW+cebN2+2eb1q1apF7k/szF7T8+bN0/33358fIgYHB+uqq67S5ZdfroiICOXm5io2NlZz5szR6tWrba49e/as7rjjDq1du9Yje2sWdP/999vsGZ6VlaWvv/5azz77rNNtzZs3T7GxsTa1sWPHFsu+que/N/JUrVpVzZs393hfRfn3339NtbZt26pq1aoe76t///765JNPbGrr1q1TSkqKKlSo4PH+8ljtK9+xY8di6y+P1df5yiuvLJbvBUctXrxYgwYNsnkAKk+bNm00aNAg1alTR+XKlVNCQoKWLFmiv/76SxkZGTbnfvzxx8rJydGnn37q0jjOnDmjAQMGKD4+XpLk5eWlyy+/XH369FGtWrVUoUIFHT9+XCtWrNCvv/6q9PR0m+vfeustDRo0SJdddpnDfd52222aNm2a5WstWrRQ3759Vb9+fVWpUkVZWVk6ceKEduzYobVr12rjxo1OPdC1Y8cOdevWzfJBrk6dOqlr165q3LixQkNDlZmZqYSEBP3333+aN2+ezef6yJEjuvrqq7VhwwZFRUU53H+euLg4PfHEE/mBs6+vr3r06KGePXsqMjJSgYGBSkhI0OLFizV37lzTQwKPPvqo+vbtqzp16li2X6tWrfyfRydOnNChQ4dsXm/atKn8/f0LHWNRP6/y5Obmavjw4TZBX7169XTNNdeoSZMmqlKlipKSkrR//36b300K07hxY7Vu3VpNmzZV9erVVbFiRfn7++vMmTM6ePCgNm7cqAULFtgEooZh6Nlnn1XLli11zTXX2G37Qn5unPHdd99Z/t7l5eWlLl26aMCAAYqKipKvr6/i4+O1cOFCLV682Oa9YRiGnnzySXl5edn9XaUoxf3e9KTc3FwtW7bMptahQwePtb9q1SqbB4p8fX3Vq1cv9enTR5GRkcrIyNCBAwc0e/Zsm73FJSkzM1PXX3+9/v33X3Xu3Nml/t9//33NmDEj/7hixYoaMmSIOnbsqKpVq+rUqVPatWuXZs2aZXofHzp0SL169dKmTZsUEhLiUv8jR47Uhg0b8o/bt2+vAQMGqG7duqpQoYKOHDmif/75R3/88YfNQ1+pqam6/fbbtWHDBiUmJmrgwIH5v9P7+fmpZ8+e6tWrl2rUqCFfX1/Fxsbq999/N/2uum/fPj3zzDP67LPPXBp/QECAWrZsafOglNXvVgAAAG4pwVn3AAAA8KDClp03jHNLVEZGRtq8Pn369ELbXLFihc35gYGBxsmTJ/Nfd3XZ+dzcXGPAgAGma8uVK2d88MEHRk5OjuV1qampxpNPPmm5H3vePvRFKbiEZmBgYP5/V6tWzZg5c6bda8+cOWOMHDnS1HdISIiRmprqUP8Fr7W3TK0jrJadz/t4vLy8jMcee8zm61XQjBkzbD7+vH8//vijQ/27spRuy5Ytbc6vU6eO3a93YQYOHGjTTkBAgEv71jvCao/1gQMHFktfRenZs6dpLOPGjSuWvo4ePWq57OuyZcuKpT/DOPc9HhERYerT2WWTXVGvXj1Tv++9916x92tPYmKi6Z6t/7908bx58+xed+jQIbvLAf/2228O9W3vviLJuOyyywrdtmT//v1Gu3btTG3069fP4Y/93XfftRx/jx49jDVr1hR5fVxcnDFhwgSjXr16Rd5jU1JSjGbNmll+jxe1X3VCQoJx6623mq7t1KlTkfc1q5/Z53+eBwwYYOzevdvu9Zs3b7bcc3vs2LGF9punsG1LXFHwZ+v5S/dXrlzZ+Pbbb+3uOZ2bm2u5hcyoUaOMLl26GF9++aXDS/qfOXPGGD9+vGmrnfDwcId/Tnv6c+PqsvN79uwxKlSoYLq2RYsWxurVq+1et2PHDqNz586m6/z8/Iy1a9cW2W9JvzfdtW3bNo/dy62WKD//c9GlSxdj165ddq//888/Le/jTZo0cWjbJKv3zvn933HHHXZ/z8vJyTHee+89y9/zRo0a5dDHX/D7OiAgIP+/69atayxcuNDutevWrTOqVq1q6nvatGnGoEGD8o/79OlT6Ptp8uTJpq1AvL29ndrmo6CC20z5+vo6fH8AAABwBOE7AADARaKo8N0wDOOZZ56xef2qq64qtM2CoePNN99s87qr4fsPP/xg+cdER/fCnDhxoul6Ly8vh/6oXPAPiXn/6tWrZ8TGxhZ5fW5urtGvXz/T9d99951DYy94nafD97zPxbfffutQG1Zfi969ezt0rSuBwhdffGG6Zs6cOQ71lyc2Ntb0AMZtt93mVBvO6Nq1q2nM48ePL7b+ClOjRg3TWCZPnlxs/UVFRZn6++qrr4qtvxdffNHUX40aNRwKKdyRkZFhud/7v//+W6z9Fubuu+82jadu3boOBQ65ubmWobCjAaTVfUU6F0inpaUVeX1SUpIpdPH29jYOHDhQ5LVbt2613HP94YcfdvpBnezs7CL3B7733ntNfb399ttO9WN1L5wxY0ah11j9zM77N2bMGIc+1r1795r2nK5UqZJx9uzZIq8t7vA971/VqlWN7du3u9TmqVOnXB7PwoULDV9fX5uxTJw40aFrS0v43rdvX9N1HTp0cOjzkpaWZvTq1ct0fcuWLYu8tqTfm+765ptvTOOeP3++S21Zhe95/3r06OHQ/TAmJsbyZ/crr7xS5LVW7528f08//bRDH8Mff/xh+l6QZCxZsqTIa+19Xzdt2tRISEgo8voVK1aYfrae/4DdTTfdZGRlZRXZzmuvvWYaw+uvv+7Qx2/lo48+MrX333//udweAABAQez5DgAAcAm54447bI7//vtvxcXFWZ579uxZ/fTTTzY1Ty05/8EHH5hq77zzjnr37u3Q9WPGjNE999xjUzMMw7JdR/j5+emnn35S7dq1izzXy8vLsp+//vrLpb6LwyOPPKLbbrvNoXNvvvlmderUyaa2ZMkS07LRnnLrrbcqODjYpvb555871caXX35p2r/63nvvdXts9hRctlUqnuWFi5Kdna0jR46Y6pGRkcXWp1XbVp8PT1i3bp3efPNNU/2VV15xeUsJR8XHx1suU14SX2fp3F7t3333nU3Nx8dHv/zyi2rWrFnk9V5eXpoyZYpatmxpUz9+/LipXUfVqVNH33//vWmvXCthYWF66aWXbGq5ublauHBhkde+8cYbpiWrb775Zk2YMEHe3s79CcPHx6fQ5d/j4+P19ddf29TGjRunJ5980ql+xo8fr759+9rUXN1nvFOnTvrf//7n0Mdav359PfDAAza106dPa+XKlS71XRy++uorNWvWzKVrC/6scEafPn308MMPm8ZSVmzbts30/VKpUiX99ttvDn1eAgMD9csvv5juYVu3btWCBQtcGlNZeW/u3r3bVHPk9ztnVK5cWTNnznToflivXj398MMPpvpnn32mrKwsl/rv0aOH5c9LKwMHDrRZJj/Pxx9/7FLfAQEBmjFjhkM/Hy+//HINGDDApnbs2DFJ57aR+Oqrrxza2uWxxx4zLZPvzj7tVu8Hq/cNAACAqwjfAQAALiENGzbUFVdckX+cm5urb775xvLcn376SSkpKfnHderUUa9evdwew6pVq7R+/XqbWsuWLXXfffc51c6bb76p0NBQm9rMmTNNe7I74uabb1b79u0dPr9Zs2Zq166dTa3gx1RSKlWqZAq9inLrrbfaHGdnZ2vLli2eHFa+oKAgjRo1yqY2b948HThwwKHr8/aJP1+rVq3UpUsXTw3RxGofaFf3SnVHcnKy6aEDyb2AqihWbVt9PtyVlJSkYcOGmYKI7t27e+yhn8LY+5hK4ussnQsJCz4AM3bsWLVp08bhNnx9ffXJJ5+Y6q7u+/7SSy859V678cYb5ePjY1Mr6j4ZGxtreugrPDzc6Qd0HDVhwgRlZmbmH1eqVMnl0PzFF1+0Od64caPD97Xzvf322w6FUXkK3r+l0vPzqGfPnho4cGCJ9T9y5Eib440bNyo1NbWERuMcq+/T559/3qmHrYKDgy3fz67eA8rKezM2NtZU8/RDauPHj1flypUdPr9Hjx66/vrrbWpHjhzR77//7lL/zgbnTz31lOnBrd9//10JCQlO933bbbeZHuwqTMGPO8+LL76o8uXLO9RGYGCg6V6yefNmy4fmHGH1EJvV+wYAAMBVhO8AAACXmIJB1jfffGP5x6vJkyfbHI8aNUpeXl5u928183Hs2LFOz2gMCQnRTTfdZFPLysrSv//+6/SY7r77bqevKThbvLTMmBk+fLgqVark1DUFPxZJio6O9tSQTO677z6b91Jubq6+/PJLh6799ddfTQ9YFOesd0lKS0sz1Yoz8HZmHFLxBsRWbdsbh6syMzM1dOhQ0x++w8LC9O2333rkvlMUex9TSXydJev75Lhx45xup3v37mrevLlNbevWrU4/pBQUFKSbb77ZqWtCQ0PVsGFDm1pR95W5c+eaZr3fc889Tt/THDVz5kyb4+HDh6tixYoutXX55Zebvl+c/XnUsGFD9ejRw6lrmjdvrqCgIJtacd6/nXHnnXeWaP8F33/Z2dlat25dCY3GOQXvAQEBAS59Pm+88UaFhYXZ1BYvXmz6PitKWXpvFlzRqXz58i5/X1sJDAx0eHWh840ZM8ZUc2X2dufOnZ0KvyXrMWdnZ+vvv/92un9n34dt27Y11SpWrKhhw4a51c6ZM2cUHx/vVBt5qlevbqoV16o+AADg0kT4DgAAcIkZNmyYzR8hY2JitHTpUptzdu/ereXLl+cfe3t7m2Yru2rFihWmmr1ZMUUZPny4Q+0Xply5cpbhc1Hq169vc5yTk2OzUkBJ6d69u9PXFPxYpHOzrItLw4YNddVVV9nUvv76a4eWXy04A7ZixYqWs+s8yerhlAsRCJcGVh+nqzPNrOTm5mrkyJGme5CPj49++OEH1apVy2N9Fcbex1QSX+ecnBytXr3aptakSRNTiO4oq4DD2ftk586d5e/v73TfBe8tRd1XrMJqV0IuRxw4cMA0M71r164ut+ft7W1aynjjxo1OtXHllVe61G+dOnVsasV5/3ZGz549PdpeTk6Oli9frk8//VRjx47V4MGD1bNnT3Xo0EFt2rQx/evcubOpjYMHD3p0TMXhyJEj2rdvn02tZ8+ephDdEQEBARo8eLBNLSUlRZs3b3aqnbL03jx9+rTNccEHANzVo0cPlx7M6tOnj+lBolWrVjndzrXXXuv0NZI0dOhQU83Z/suXL68OHTo4dY3VEu+dO3eWn5+fU+0UfC9J0qlTp5xqI4/VjPszZ8641BYAAIAVx9eLAgAAwEUhKChIw4cPt1m6e/LkyTahbcFZ77169fLYfpkbNmywOa5Zs6bL+yq3b99e3t7eNktxF2y/KLVr13b6D4CS9YzY5ORkVahQwem2PKngTD9H2PtYitP999+vv/76K//46NGj+uWXXzRixAi71+zcudMUzt16663F/jkvV66c6cEKV//g6+44rBTn18rq43R0mVhHjBs3TjNmzLCpeXl5aeLEierfv7/H+imKvc/tqVOnVLVq1Qs2DunczNCzZ8/a1JwNO87XsWNHU23Dhg2WQYw9rtxXJPO9paj3asH9oMPDw13uuyhWDyC89tpr+vDDD11uc+/evTbHiYmJTl1/oT7PF0LVqlVVo0YNj7R15MgRvfXWW5o+fbpLW8ucryTu3c6y+j3G3XtAwS2GNmzYYNo+pzBl6b1ZcGsBe/d3VzmzTdH5vL291bp1ay1btiy/tnPnTqWmpjr1c9XV/lu2bClfX19lZ2fn15zdBqB27dpObT0gyXLVgQYNGjjVhr12XH0/Wb0nCv7cBQAAcAfhOwAAwCVo9OjRNuH7zJkz9emnn6pixYrKycnRt99+azrfEwzDUFJSkk2tadOmLrdXoUIFRUVF2cxedDbscGUmmSTLwN6RmdvFzZWPpyQ+lquvvlp169bV/v3782uff/55oeH7F198YaoV95Lz0rnPaWkI34ODg00PmxT3WKzaDg0N9Ujbjz76qCZOnGiqf/jhhxd8uWp73zclEb5b3cPcuU82a9bMoT4K46n7ZFH3lWPHjtkcO7u0sjMKLk0tnVsJxpMK/rwryoX6PF8IERERHmnnyy+/1BNPPGGazeyq0vBgQlEu5XuAJxRcUt/Hx8ej7Tdu3Njla5s0aWITvhuGocTERKdWeXG1/4CAANWtW1d79uzJrxW85xbFlZ//Vr9jeqodV99PVg8QnP9QAgAAgLtYdh4AAOASdPnll6tJkyb5x6mpqZo+fbqkc/tPJiQk5L8WGhqq6667ziP9nj592hQcurtfdcE/4J04ccKp612Z9V6alZWPx9vb2xScL1myRDt37rQ8PzU11fRQSNeuXYs1nMtTs2ZNU83d2Zeu8PX1tQyCDx8+XGx9nn8vyGP1+XDWM888owkTJpjqb731lh588EG323dWZGSk5RLzJfF1PnnypKnmzn3SKuQojffJM2fOmIIUTz3oYcXZYNwVaWlpTp1fVu7fjii4vLYr3nnnHY0dO9ZjwbtUOh5MKMqleg/wlIKzmtPT0z3avitLzhd2rbMP0Hmyf2f79tT7oKTfT1b3Zk+u6gMAAED4DgAAcIm64447bI6nTJkiybzk/E033aTAwECP9Gm1n6K7e3EWvJ49G8uOO++80/RHcqvZ7ZI0ffp00x+JL8Ssd8l6ltm6desuSN8FXcixJCYmmvbEtjcGZ4wfP15vvfWWqf7KK6/oqaeecqttV/n7+1vuJ1sSX2dP3yetri2N90mrgLU4t5SwCjjhOc4uTV3Q8uXLLe8HQUFBuvnmm/XZZ5/p33//1d69e3Xy5EmlpqYqNzdXhmHY/CuLLtV7gKcU/HidfQjG2fbdvdbZr4Un+7+Y3weFsXpPuPv/IwAAAOcjfAcAALhEjRw50mYpzpUrV2rp0qWaM2eOzXmeWnJest6v0d09Fgteb9UHSqewsDDddNNNNrVvv/3WtF+rdG5J+vNVqVJFN9xwQ7GOL4/V/qpr1669IH0XZLVHb3GNxapdLy8vtWnTxuU2X3vtNb388sum+gsvvKAXXnjB5XY9werrvGbNmgs+Dk/fJ62uLY33SauZ0gW3e/Akqz1/582bZwpv3fn377//Ftv4L3aPPPKIqTZq1CjFxcXphx9+0L333qvu3burfv36CgkJUbly5UyrV3g6dL1QLtV7gKcU3PLg9OnTHl1SvKS/Fp7s/2J+HxTGauUHT22VAQAAIBG+AwAAXLKqVaumAQMG2NRuuukmmyVZW7VqZRlIuapSpUry9rb9FdTd/aoLXu/qvqQoGffff7/N8alTp/Tjjz/a1NatW2eagXzHHXcoICCg2McnST169DDVjhw5oh07dlyQ/osay8aNG53et9URf/31l6nWoUMHl/9Y//bbb1sG7E8//bReeeUVl9r0JKvP7dKlS037Bxc3qyWi3blPWl1bGu+TFStWNC1FXJyz06tUqWKqObsUN4rH3r17Tff8QYMGacqUKU4tv15Wv56X6j3AU2rXrm1znJuba7mFiquSk5M9eq2zWwp4sn93t34qq+Li4ky1gu8bAAAAdxC+AwAAXMIKzmovuHd0waXp3eXl5WUKPOzt8e2Is2fP6uDBgzY1q0AFpVfbtm11+eWX29QKLj1f8NjLy0tjx44t9rHlad68uerVq2eqT5w48YKNIU/v3r1N+5JmZWVp6tSpHu0nIyND33//vak+cOBAl9p799139fTTT5vqTzzxhN58802X2vS0QYMGmWbOJiQkaPbs2Rd0HOHh4aaaO/dJq4dESut9slq1ajbHW7duLba+qlataqpZbbOAC2/hwoWm2osvvuh0O/v27fPEcC64S/ke4AlWP6+twlZX7d692+Vro6OjbY6tfi8urv4zMzMVGxtrU7tUZ3vHx8ebanXr1i2BkQAAgIsV4TsAAMAlbODAgXb/8Obv769bb73V430WXDY7Li5OR48edamt9evXKzc316bmyZn6uDDuu+8+m+PzZ7onJyebZsJfddVVql+//gUbn2S9/cLUqVPd3jbBWeXLl9ewYcNM9UmTJnl0hvbPP/+spKQkm5q3t7duv/12p9uaMGGCnnzySVP9kUce0TvvvOPyGD2tVq1a6t27t6n+2WefXdBxNGrUyLTXuTt7z1ttH1Ba75NdunSxOT5+/LhbQVdhLrvsMlNt6dKlxdIXnHPo0CGb48DAQHXo0MHpdlauXOmpIV1QVtuLXCr3AE9o1aqVqVYw9HbH+vXrXbouNzdXmzZtsqk1bdrU9EBdcfW/ZcsWm9WtpIv7fVCYXbt2mWqtW7cugZEAAICLFeE7AADAJczPz89uwD5o0KBimRlVcJazJM2cOdOltn7++WeH2i9NfHx8bI4v9JLWpdENN9xgmoWat8f71KlTTXvA33vvvRdsbHnuvvtuBQUF2dSSk5P11FNPXfCxPPDAA6banj179P7773uk/dOnT1t+XEOGDHF6WdaPP/5Yjz76qKn+4IMP6oMPPnB5jMXl4YcfNtX+/vtvzZo164KNwcfHR506dbKp7dq1S9u3b3epvbJ0n7Ra+v+7774rlr5atWplevhs6dKlpodOLla+vr6mWmn5eZSYmGhz7OoS6T/99JNL15X056Zq1aqm2duLFy92aRn9zMxM0+odFSpUsAyoLxYdOnQwrWLiyVU0Fi9e7NLS73///bdOnz5tU+vcubPT7fz2229OXyNJv/zyi6nmSv8Xg82bN9scR0REqFatWiU0GgAAcDEifAcAALjEWc3oLazurn79+plqX375pWkGe1GSk5M1bdo0m5qfn5969uzp1viKW8H9slNSUkpoJKWHv7+/xowZY1ObPn26Tp06ZVravWbNmi4vfe6OiIgIPfLII6b6Z599pgULFni0ry1btujvv/+2+3r79u01dOhQU338+PEemSX8+OOPm7ag8PHxcXpf9s8++0wPPfSQqX7ffffpo48+cmuMxeWaa65Rt27dTPWxY8d6dM9gSfrxxx9Nn+c8VvfJgtsvOGLZsmXatm2bTa1Vq1aWS66XBgMHDjQFnxMnTjQFVp7g5eWlwYMH29RSU1NL7XvT0wr+LJJKz8+jgg86nTx50unfEZYsWeLyDOHS8LkpeA/IyMjQlClTnG5nxowZpgdKevXqZXoQ8GISHBysJk2a2NQKhq3uSE9Pt9yWpSiTJk0y1QYMGOB0OytXrnT6YayMjAzTg0y+vr7q06eP0/1fDLZs2WJzbLUSCgAAgDsI3wEAAC5xzZs319GjR5WQkGDzz5U/CDqiU6dOpuVjt2zZ4nSw9Nxzz5lmgQ0fPrzU718ZGhpqc1xW96T1tHvuuccmdEtNTdVdd91l2qt2zJgxJRYaPPvss2rcuLFNzTAMDRs2TP/8849H+pg6daq6du1a5P60H374oSpVqmRTS0tLU9++fbV//36X+3/llVcsA4LHHntMLVq0cLidSZMm6f777zfV77nnHn366acuj+9CmDhxogIDA21qSUlJ6t27t2k5bFdkZmbq8ccf180336zMzEzLc0aPHm0awxdffGEKDAqTnZ1tuUqCVa20iIqK0s0332xTO378eLGtdvH000+bwv63335bq1evLpb+SpOCP4uk0vPzqHr16jbHaWlpWrZsmcPXp6ammh7ockZp+NyMGzfOVHv11VedegjI3iompfke4ClXXXWVzfGqVatMS667Y/z48Tp58qTD5y9dutS0ylO1atU0ZMgQl/q3erCtMO+8847p94ohQ4aYvtcuBfv37zd9LqweeAMAAHAH4TsAAAAUERGhatWq2fwruGSnJ1ktQ/344487vN/u5MmTTfswe3l5Wc5MLm1atmxpc7xkyZILvm94aVSjRg1dd911NrWCS337+vrqrrvuupDDslGuXDn9+OOPplmZp0+f1oABAzRx4kSnZ2fm2bt3rwYNGqRRo0Y5NMMyKirKtCqAJB08eFA9evTQmjVrnOo/IyNDTz31lF566SXTax07dtTLL7/scFtTp07V2LFjZRiGTX3MmDEXfP90VzRr1kwff/yxqb5z50516dJFS5YscbntRYsWqV27dkVuEVClShWNHDnSppadna3rr7/eofDNMAzdddddlkvr2ttqpLR45pln5OfnZ1ObNm2aHn30UdN7qig5OTmFPjBRv3593XHHHTa1zMxMDRkyRP/9959TfZ3f5/Tp0/Xcc8+5dP2FYvUwzZ9//lkCIzG74oorTLXnnnvOofA0LS1Nw4YNc2sVkNLwuWnRooUpQE5OTtZ1113n0M+IjIwM3XDDDab7RatWrS6J2c5XX321zfHZs2e1du1aj7WfmJioYcOGKSMjo8hzY2Njdcstt5jq9957r+le56hFixbp+eefd+jcefPm6dVXXzXVH3zwQZf6LusWL15sqhV8vwAAALiL8B0AAAAX3E033WT6Q1daWpquvvpqffrpp3YDzPT0dD3zzDO6++67TSHMww8/rPbt2xfbmD2l4F7LycnJGjFihHbu3FlCIyo9rGZKn680zNJq27atZsyYIX9/f5t6Zmam7rnnHrVq1UozZ85UWlpakW3l5ubq33//1S233KImTZpozpw5To3lxhtvtAzFDx48qC5dumjcuHGKjY0ttI3s7GzNmTNHrVu31jvvvGN6vU6dOvrtt99Ms7DtmT59ukaPHm36/rzzzjv1xRdfFOtDPZ50991369lnnzXV4+Pj1aNHD11zzTX677//HHrYIi0tTT/99JOuuOIK9enTx+Hlgt98801FRkba1Pbu3auuXbsWui1BfHy8hgwZoqlTp5pe+/LLLx3+WpaUJk2aWD6cMGHCBPXu3Vvr1q0rso2EhAR99NFHatSokb7++utCz/3ggw9MD0UdPXpUPXr00FNPPaUjR444NO7Nmzfr+eefV4MGDXTTTTd5dJnr4hAWFmZamnvKlCmaMGGCS/tZe1KnTp1Uu3Ztm9qKFSs0dOhQ037w51u7dq2uvPLK/KC84Oogjiotn5vPPvtMFSpUsKmtXr1aV1xxhTZs2GD3ul27dqlXr15auHChTd3Pz6/I74eLRffu3RUSEmJTK+y+6Yy8e+iiRYvUu3fvQh/0+Ouvv3TllVeaZlo3adJETz75pFv9v/7667r77rvtvidzc3P14YcfaujQoaYHV0aNGqUrr7zSpf7LuoLvg5YtW6pu3bolNBoAAHCx8i36FAAAAMDzpkyZojZt2tjMyjp79qweeOABvfvuuxo6dKiaNm2qkJAQJSYmatOmTfr1118t//Derl07vfnmmxdy+C4bOXKknn/+eWVnZ+fX5s6dq7lz5yo0NFRVq1ZVQECAzTU1atQoNTMSi9OVV16pli1bauvWrZavF9fS08665ppr9Mcff+iGG27QmTNnbF7bvn27hg0bpsDAQHXr1k2dOnVSeHi4qlSposDAQJ05c0YHDhzQtm3btHTpUh0/ftytsbz44ovy8vLSiy++aFPPzc3V559/rs8//1zt27dXr169FBkZqWrVqik1NVUJCQmKjo7WnDlzTNs35GnUqJEWLlyoGjVqODye2267zTKQXrt2rdq2bevcB1fAn3/+6dRY3PX6668rKChIzz//vOlhgj///FN//vmnwsLC1KdPHzVr1kxVqlRRlSpVJEmnTp3Svn37tH79eq1cuVKpqalO9x8WFqbvvvtOV111lc39Yv/+/erbt6/atWunQYMGqU6dOgoMDFRCQoKWLl2q+fPnKz093dTefffd5/ISxxfaAw88oDVr1pj2VV68eLE6duyoVq1aqW/fvqpXr56qVKmirKwsnTx5Ujt37tS6deu0bt06h1ehqFChgmbPnq3OnTvr6NGj+fWsrCy98847+vDDD9WlSxddccUVqlmzpsLCwpSZmalTp07pyJEj2rRpk9avX+/UcuClxejRo20CwJycHD366KN67LHHVLNmTQUHB5u2+bjnnnt0zz33FOu4fHx89NJLL2n06NE29Tlz5qhOnTq6/vrr1blzZ1WpUkUpKSk6ePCg5s2bpzVr1th8r3766aemFSQcVRo+N/Xr19dnn31m+hg2bdqkjh07qmvXrurfv7+ioqLk4+Oj+Ph4/f333/rnn39s7hl53njjDdO2PxergIAADRs2zGYblVmzZpl+VrripZde0vPPP6+cnBytWLFCzZs3V58+fdS7d29FRkYqMzNTsbGx+uOPP7R+/XrLsU2ZMsXlB6FeeeWV/PfmV199pZ9++knXXnutOnbsqIiICJ06dUq7du3SrFmzdPDgQdP1tWvX1oQJE1zqu6zLyMjQ3LlzbWqu3iMAAAAKQ/gOAACAEhEREaFly5apf//+2rt3r81rBw8e1IcffuhQO926ddPs2bNNgXVpVb16dT3//PMaP3686bWTJ09a7iF66tSp4h9YKXHfffdZhheNGjVSr169SmBE1q666ipt2LBBt956q+X+0Onp6fr7779dmmk3bNgw9e3b1+HzX3jhBTVv3lx33323ZZC+fv16ywCgMNddd52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"text/plain": [
"<Figure size 2400x1500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(figsize=(8,5))\n",
"plt.title('Monthly CO2 Concentration (ppm)')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "1d7cc8da-ed7c-4af1-81c0-e9732af7f0bc",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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uuku+9a1vyS9+8Yu8/76lpUU+9rGPkaXRIslkUrZs2SIdHR1FP4ZN32PxeFzWrFnjSHBHOByWffv2WdWPTCQSsmfPHtm/f78cPHhwXL85GAxKQ0ODNDc3SzQaJTuupWwZ28diMVm3bp3r1+ns7JS2tjbXrwOgfNjSjgKAVxXbjiql5Pjx4zI8PCwVFRVSXV3tSHZ9jNfa2ipdXV1ar3fnnXdO+XuxWEy2b99e0GajQueABgcHpaamJu/Hd8rg4KBUV1dn/JlSSkKhkNZMVcFgUJLJZFl/vtxeQ86k0PuVPqk9CIQCPM5vDWoymZT6+npXdp+Gw2GJx+NWLMT4lZuDnkQiIatXr/bt4hUKE4lEtKQCjkQi0t3dXfDf+X2xFQAmGh4elsOHD8snP/lJue2224p+HJsCZ/CiWCwmO3bskJ6enrz/JhKJyNatW60JbEunTfdjUL2OSWfoYcvY3vZ+NgBkY0s7CgBeVUg7ykYMvWwMutG5CdjG5y9iJjjtjjvuKNvAQ12bdrLJ936lT2oPAqEAj3O6QbUhep/sP96ic9Djt8wEKJ6uTm8sFit4kdDPi61+ZsP3H+BlBw4ckLa2Njly5EjJj0UAqJ0OHz482uc7cODApD5fY2OjNDc3y8aNG62a6PbrRgsyT/qPDZOlXsm8mg/6dkD5saEdBQAvy6cdZSOGGbZlRDKxCdjGjFjt7e2ybds2TTUSOeecc+TYsWNlG3ioa9NOLvncr/RJ7UEgFOBxTjSoNkbvk/3HfiYHPX7ITIDS2XiUpl8XW/3Kxu8/wIsIAC0/Sik5ceKEDA0NSWVlpVRVVVkbYGBjf6FUZJ70JxsmS3VP5Le3t8uNN97o2OPRtwPKmw3tKAB4Wa52lI0YZg0MDEhtba326/b398u8efPG/ZupOSAbxyq6N5Lkw6+Bhza91lPdr/RJ7UEgFOBBY3c2irwYlZ1eeCikQbU9ep/sP3ayadDj1cwEcIaNQUd+XGz1I9u//wAvsbEtBtJ0ZZDs7OyUtrY2168jQuChn9kwWWrjLut80LcDIGJHOwoAXpatHWUjhnm2ZIQyOQdka/ZaG7IUZeK3tVHdgXBTyXW/0ie1B4FQgEfk2tlYU1MjF154oVx00UXynve8Ry655JKcj2VTIEs+yP5jD5sHPV7KTADnuHGUZk1Njdx1113S0NBQ0N/5cbHVb7z2/Qd4AQGgsJmuCclIJCLd3d2uX4fAQ38zPVmqlJJQKORov3oqwWBQkslk0eM2+nYAxjLdjgKA12VqRx966CE2YlhAKSVz5syRwcFBbdfM1Fc3PQdk4xhf15pAMfwUeKh7004+st2v9EntQSAUYDmndzbaHMgyFbL/mMXuc9jKyaM058+fL9/85jdl1apVBXdObRyI4a+8/P0H2IoAUNjM1t2ipTA96Qx3mZ4stWWXeb7o2wGYyHQ7CgBeN7EdnTlzpixevJiNGIYVs0bohInZW22YA9JVh1gsVlCSBbfH6qXwwxqciU07+cp0v9Intcc00xUAkFkymZRoNCrr1q0ruIPT29srbW1tsmnTJkkmk6P/ng5kcarj2tfXJ8uXL5dEIuHI401l0aJFcuONN8qdd94pyWRSBgcHpb+/XwYHByWZTMqdd94pN954I0FQLkgmk7JmzRrHOxqpVEpWr1497j4FClVXVyfxeFyi0WhJj7N+/XrZu3evnH/++QX/bSKR0DYY7enpkcOHD2u5ll94/fsPsNX27du1XGfHjh1argN/0T0J6fb1YrGY69fo6OiQWCzm6jVgr+HhYSPXHRoaKvhv6NthIqWUDA4OysDAgAwODgr7fgEAKN0HP/hBV4KgRF7sf23ZssWVxzbBjb5IKWuETmhubh733zbMAbW1tcnGjRtdvX40Gi34pJldu3ZJOBx2qUal8cMa3PHjx60MghJhztJ2BEIBForH41JfX1/yRHdHR4fU19dLIpHwXSBLIBCQ6upqmTdvnlRXV3MEmss2b97MoAdWSiQS0t7eLm9729vk9ttvL+oxIpGI/Pd//7d84QtfkGAwWNRj+G2x1U/89v0H2IIAUNhu//79vrqeDZPO8DdTO1QrKysL+n36dkhLjwVbW1slFApJTU2N1NbWSk1NjYRCIWltbZX29nb6EAAAFOGuu+6SH/zgB65ew+sbMdzsizi1RliKsQFHNs0BuRl0FA6HZefOnQX/XSgUkn379hW9tuA2r6/Bmdq0kw/mLO1GIBRgGbd2Nr7jHe8gkAVFYfc5bBSLxSQSiUh9fb1s27ZNurq68l4MCQaDowPRRCIh3d3dsmbNmpLq47fFVj8hkBNwBwGgpSFzhbuUUnLw4EGt1zxw4IBr76NNk87wr+rqau0T98FgUKqqqgr6G/p2yGcsmEqlpKurS7Zt2yZ1dXUSiURk7969hmoMAID3fOUrX9FyHS9uxHC7L+L0GmExIpHIuJNXbJoDcivoKBgMyr59+4o+rrGurk66u7utzQw1dg3Oa3NSth8r57c5Sz8hEAqwiJs7G4vNlJIvAln8i93nsIkTKYFXr14t3//+9x07StNvi626uTnwIpATcA8BoIUjc4U+JtKmp1IpOXHihCuPbdOkM/wrEAhIQ0OD1ms2NjYWlN2Zvl15K2Us2NvbK21tbbJp0yayfgEAMIWHHnpIfv3rX2u5lpc2Yujoi7i1RliorVu3jvtv2+aAnA46CofD0t3dLXV1dSU9Tl1dncTjcYlGo47Uy2nve9/7PDknZWLTTiH8MGfpVwRCARZxc2ejDgSy+A+7z2ETp1IC79mzZ/TYUCf4bbFVB13BAARyohRe2x2lEwGghSFzhX6m0qYPDQ258ri2TTrDv5qbm62+Hn278uXUWLCjo8PRsSAAAPnw2vzCbbfdpvV6XtiIoasvYsMaYTQalbVr147+t61zQE4FHUWjUYnH4yUHQaWFQiHZvXu3dHZ2SiQSceQxnfLEE094ck7KxKadQmS7X5VScvz4cc+0/X4UULzqgBVisZisW7fOdDVKlkgkHMmwAvOSyaREIhF54IEHtF2zvb1dbrzxRm3XMy3dERoeHpaKigqprq4uaEd0OUmnBHYy4CgYDI7u9BgeHpYnn3xy9GcLFy7MO+XqwMCA1NbWOlavfPX398u8efO0X7cUsVhMtm/fXlCAZUtLi3zsYx8bNwDPRyKRkPr6+kKrWDS+//whkUjInj17ZP/+/XLw4MFxbU4wGJSGhgZpbm6WaDRa1u/34OCg1NTUGLludXW19usWK5lMyubNm0uaKI1Go7Jz586iU7OXKz/do0opCYVCWoOug8GgJJNJ+qWaldIfdYrN/Seb6wZ3uT0WhF5uzoPY0I4CcIcX51C9OL+QbkevvvpqrZsjWltb5c4779R2vULp6ovYsEYYDoclHo+Pm4Pwwvg6FovJjh07pKenJ+/Hj0QisnXr1oLnnAt1+PBhueGGG+SOO+6Qo0ePunotpxUzJ+VWe93e3i7btm0r+XHckr5fE4mEfO9735Nf/OIXcv/998uxY8dGf8fWtt/XFAArtLS0KBHxfGlvbzf9UsIBhw4dUuFwWPv909raavqpuy4ej6vrr79erVq1SgWDwXHPPxgMqlWrVqnrr79eJRIJ01W1xsDAgGv3YzgcVgMDA2poaEg99thjo2VoaCjv+h07dsxIezs4OOjiq+6sgYEBtXHjxpKebzQaVQMDA3lf8/rrr+f7D3nr7OwsuC/W0tKiYrGY6aob0d/fb6Td6+/vN/3U8+ZkXyocDqt4PG76KXnKyMjIpH6W2yUYDKqRkRHHnwv9jPJRSn/USbrmJiKRSEH1om9XnnSMBeE+XfMgtrSjAJzh1TlUL88vDA0Nqc7OThUIBLT2u3KNpUZGRtSxY8dUf3+/OnbsmCtjrlx09kVMrxEGg8GMcw9emgNKJBKqvb1dtba2Zmw3WltbVXt7u7Z2w4k5cdMlnzkpHe11PB43/lrkKrt37/ZE22+6TdXN8xmh/uEf/sHo9QOBgHz5y182Wgd4n+6djW6yPXofU3Njh0O+/Lz7XGcmHL+JRqOupkiORqPyzW9+s+ido4pMDTnF43FZs2aNI2mdw+Gw7Nu3L6+d262trdLV1VXyNfNV6Pef8uBuRj8iY09xvLAb0CQyV9jB9u+BfJF5snzYkslE1070WCxW0DjHL59pFEbHWHD37t2uPX650z0PYks7CqA0Xp1D9cP8woEDB2TlypUyODio/dpjx/s2ZdPS1RcxvUaYa87Vq3NASik5ceKEDA0NSUVFhSil5OTJk9rmYZ2cEzct25yU7vY6EokUdC2vcLvtt6lN1c3zgVBNTU3GFo2UUhIIBLSmiIQ/2Z7SrxBuLM6zWKxPMpmU+vp6o50zryxy5ssPg2CTdC3E/PjHP5aLLrpo9L8LnTC1fWHGVDtqKhjA1uC0ch502MhUkJ5X5Go3bP2M2cDNvlSmFPXITvcYy60jnr066YzC2bKAH4/HZenSpfLcc8+5do1Cg0/43ilPusaCnZ2d0tbW5vp1yompeRBb2lEAxfHyHKof5hdMrwv09/fLr371K6uC4HT2RX75y18aWyOc6nPj1b64yXlYk8kG3DJ2TspUe23D8ZFucaPt92pgsZOmma6AU5RSWgvgJD8F06VSKTlx4kTJj5NIJKS9vV1aW1slFApJTU2N1NbWSk1NjYRCIWltbZX29nY5fPiwA7VG2ubNm41HqA8NDRm9vpPi8bjU19eXvGuko6ND6uvrJZFIOFQz79i+fbuW63z+858v6e+bm5sdqolz1zPdjiaTSVmzZo3jA75UKiWrV6+WZDKZ9XeOHz+ufaCZ6/svFotJJBKR+vp62bZtm3R1dU2qXyqVkq6uLtm2bZvU1dVJJBKRvXv36qh6WUpPSDj1ndfX1yfLly/3fDudb7tx//33S0NDg9a6NTY2emIx2s2+VF9fn2zZssWVx/ajjRs3+uJ61dXVEgwGXXnsbILBoFRVVWm9JuyQ/n50MwgqHA7Lzp07C/ob2/p20EPXWHDHjh1arlMumAcBUAwb2g6llAwODsrAwIAMDg7mvQ7ol/kF0+sC73vf+2TdunUFZ3vp7e2VtrY22bRpU865wmLo7IuYWCOMRCISi8Vk9+7dOYNRAoGAp+aATM/DujUnblp6Tspke93W1qZ9rkcXJ9v+ZDIp0WjUujbVBDJClYCMUHCCiWhqt5VyjAIRqubYEk3tl93nHItTOt0pgW+//XZ59atfLSKF7xzVXddEIpF1p4ot7ajJYyxsOUbIy7sZ/cwLGXt0Z3Erpt04++yz5YknnnCtThO5lW3HSWSusI+utOmRSES6u7tde3zbM0/CGaYzmejIAlDseMaWvh30sWl8hfyZngcx3Y4CKI7JtqPUjDFemF/Ih+l1gUAg4EgCCiczqujui8yePVvrkYSzZ8+Wo0eP5j3X5IWMy7bMw7o9J25aVVWVoxtGCh0jms5e57ZS234/ZCh0EhmhyAgFw0zsbHRbZWVlwX9DhKp5unY45OKX3ecmM+H4ie4Bw2233Vb039bV1WnbGROJRLJOvtjSjsZiMdffv46ODonFYhl/9vOf/9zVa2cz9vvPht2MyMzWjD0msriV0m7oDIIS0Z/dpxhkrrDP1q1bfXEdGzNPwn/czgIwa9asojd1mApkKGZuA87QPRb082KVLsyDACiGqbbDqYwxts4vFMr0uoBTa65OZlTR3TfQGQSVvl4hwSy2Z1y2ZR5Wx5y4aU5nzS20rxcKhWTnzp0yc+ZMR+thi1Lafr9kKHSSbwKhAoFAQaWQv8/0u4BThoeHTVfBUcUEstjSSSlniURCy275qXjl2Jup+GUQbJrujIuHDh0q+m/j8bg88sgjDtYmu0yLrba1o6aCAdJBHRs2bNBy/bHGfv8x6LCX6SC9TEyl7Haq3dAhWwCoTXT2pXp6ejgeOk860qZHo1HXM9PaPukM79Px/fjcc8/JH//4x6L+liMiy4/useBdd92l9Xp+xDwIgGLobjuc3ERo4/xCMWxZF3CKUwG05XAS0NDQUN6/W1dXJy0tLS7W5q+mT59eUHCcTfOwpoMKvSrfvl56DvWtb32rPP/88xpqZkYxbT+bEjLzRSBUKRmdxgY7Zfu9iQFRZIWCk/yWornQQBabOinlzJZFUD/sPvfLINg0pZQcPHhQ6zUPHz5c1Pd7upPp9G6ITDItttrWjpoKBjAd1JH+/mPQYTebMvaYzOLmdLvhNl1ZfUpB5gp77dq1S8LhsCuPHQ6HZefOna489lg6J529EHgI59n0/ZhJIBDQln01zS+bdLzIxFjwV7/6lQwMDGi9pp8wDwKgGLrbDqc3Ef6///f/nKjilNzOCOzHsWWpAbQm+iImFJr9VNfczAsvvJD3HKhN87B+CyrULVdfr5Q5VK8qtO1nU0Jmng+EWrduXcFlzpw5IiLjAqAqKyvlwgsvlMsvv1zWrFkjl19+uVx44YVSWVk5LiBK5MWzU9OP1dbWZuR5wz9M7Gx0UyGBLDZ1UrJRSsng4KAMDAzI4OCgb4MgbdnhkM/uc9vfE9sXEbzCxLGhx44dk2effbbgv3P7GJG0TIutNrajJoIBbAjqSH//Meiwl00Ze0xmcXOr3XCL09l23OpH6O5L2dJ384JQKCT79u1zfMwVDAZl3759EgqFHH3cbPxyzF8+bO/v+41N34+5cERk+TAxFlRKybXXXqv1mn7CPAjgXSb7XTrbDjc2EeoKlHE7I7Bfx5alBNCa6IvoVkz2Ux0Zl9PynQO1aR7Wj0GFumXq65ne/GxKT09P3vO9bErIQZWZ7du3q8WLF6umpia1ePFitX79enX77ber559/PuPvP//88+r2229X69evV4sXLx7923/913/VXHP4WSQSUSLii5JIJPJ+3hs3bnS1LtFotKj3Ix6Pq+uvv16tWrVKBYPBcY8ZDAbVqlWr1PXXX1/Qc7XZyMjIpOdpokQikax19Mp7Eo/Hrf28eU1/f7+R+/A3v/mNeuyxx9TQ0FBe9ezs7NRSr6qqKhWPxydd38Z2dNWqVVrfs0gkosLhsJH7ZWxJJBLa7ofOzs6C3xcodf3112u9J9rb2zPW49ChQ45/7waDwYxtRCZutxtOlnA4rAYGBkp+793uR5joSwWDQTUyMlLya1NO4vG4Y98X4XA478+ck2z83neKV/r7bhoaGlKPPfbYaMm3P1oqW74fp8JY60UjIyPq2LFjqr+/Xx07dsyX3wWmxoIi9LOLYdNn01Q7CniNDf0u3W3HmWeeaey7xYlSbP9pKrasC7hVcq035GKyL6KrtLa2FvXaDAwMaJ2HzdU3s20eVvecuF/L2O8eN+ZQvVRmzpyZ13dyS0uLlvoU26aaVFaBULt27VJNTU2jQVAbNmxQR48ezetvU6mU2rBhw+jfNjU1qR07drhcY5SLCy64wHiDqrsRtK2Tkq5ToV8YLS0tKhaLFfO2W+PYsWPG7x0Ryfg6eu098coiglL2T6Cbui/j8XhBE6a6OpmNjY2Trm1jO2piAmXGjBlG7pWxJf39x6DDbronJDJNKrk5YZRP0JCudsOJUkhwV67nq6MfYeo7a3BwsKTXpxwNDAyoaDRa0usejUYdCdArtv4m2xA3eK2/7yZTC/g2fD/mq1z7WjYsWOtkco7CtvfeC2yaByEQyk62zz/Zyo3XzaZ+l+62w+ullP5TLrasC7hZiukflcPrUsq6QjweV9OnT9dSz0xz4mk2jQ38HlSos6TvTd1Bd14omb6TbdqUYKOyCYT69a9/PS4TVFNTk/r1r39d8mP84he/cKnGKBdeWpCaqhQyKLKpkzIwMFDy7mqTCyKlsmGHw8Td5159T2xfRDh06JD60Ic+pCKRiJozZ864x7JtAt3E4KGmpkY9+uijeU+Ymu5k2tSOppXDREGmEovFjN8PyM2WjD2ms7noajdKLaVm29HdjzDVl+rv7y/6NSqGnxaxOjs7C87KG4lErAi+icfjRrPKOcWr/X03mVjAt+X7MV+65k9s+KwrZdeCtU6mF5LoZxfGpnkQAqHsUW4BnE5x63Wzsd9F5pTCilsZgW1YF3C7FBPwY6IvMnv2bK3XK6X91T0H2tvba7wOU71e5Ton7kZJ9/W8lNFedxn7nWzTpgQblU0g1LXXXjsuiKnYHT6RSGRcVqn3vOc9DtcU5cYrC1L5NLz5sqmTcujQIc8fkVEq0520ibvPvfqe2LqIcOjQIfXmN7+54MGUDRPouidFXvva1xY0YWqyk2lTOzpWOUygTCzp7z8GHXazIWOP6SxuutuNUj5TpUywm+hH2HB/uUX3IpbuYKtEIqHa29tVa2trxufX2tqq2tvbrVuk8/oxf17t77vNxAK+F9sv00HFOti4YK2byQVy+tn5s20ehEAo8/wWwKmrb+rm62Zjv8t0wKtXixvjP9PrAjpKsdm0TAT62rjpNRPdc6AXXnih8Trk6h/G43H1gQ98QGt9/FyCwaC67bbbjNfD9pL+TrZpU4KNyiIQ6qmnnlLNzc3jApjWrVtX1GO1tbWNe5zm5mb15z//2eEao1x4ZUEqnwa3kAk2Wzopbpwva2I3dalMDj4nvl5uvCdz5sxR3d3dri+m2bSIEI/H1VVXXeXIThKTE+i624prr722oAlTk51MW9rRicphAmVsGfv9x6DDbjZk7DE9oaW73Tj77LMLrnepCyCm+na2LQI6Qecili0ZA0ZGRtTg4KDq7+9Xg4OD1me88uoxf4zBsjOxgG/D92Oh/HhE5Fg2LlibYPLIJPrZ+bNpHkQpAqFycTugx08BnDr7pm6/brb2u8pt7sip4kZG4P7+fhUIBIw/NzdLsWNnE3OvXsl+aiJgfeKmPxvmYYuZN6HkV5YtW2a8DmNLJBJRHR0dxusxscyZM0d7Njm35yOdVhaBUHfddddoNqh0ANOyZcvUyZMnC3qckydPqmXLlo17nKamJtXV1eVSzeF3ujtT5557rhWDHxs6KX6fPC2Uic7rxElZHWf+urmYZsMiQmdnp1q6dKnr75UuuoNFb7/99rwnTE0vetvQjtryupgqY7//TN8PmJrpRRobsrjpbjdWrlypNduO6b6dre1yMa+jrkUsv2UMMMVLx/yZ/pzajoxQ+fPLEZET2bpgXYxSgy5Mbhykn50/G+ZBxiIQajxdAT1+CeDU3Td1+3Wzud9VjtnEnShuZIQql6OninntTM3j2J791NTc79hNf6bnYZ2YN6F4pyxdulQpRRDv2KIjQ71TyiIQas+ePZMCoZqamtQdd9xR0OPs27cv4+Ps2bPHpZrD73QvmEQiEePHKJjupKTZ3qHUzUQ604kDZhOdRycX00wuIujofJuaQNe1q6KlpaWgCVOT77ct7Wg2Jo+x0FUmfv95dRGxnJj+3JjO4mb6+afr4Ga2HdN9O9PvsRN0LWL5KWOATbxwzJ/pz6ntTCzg2/D9UCzTcxtOs3nBOl9OB12Y3GFPPzs/to2DCIR6kc6AHj8EcJrom+p43Wzud7GYXNz7e+rUKUczu+nKPmRDKTablonM3rb3CU1+ftN9SJP9DyfnTSjeKOnxazltAJ+quJGh0C1lEQj1ne98Z1wAUzqI6fWvf7167LHH8nqMRx99VL3+9a+f9BhNTU3qu9/9rsvPAH5kcsLR5DEKNkyS6OrkT0zXaTPTmSpMD7ycWEwz9Zm+7777tHW+Tey013Vv/Pd//3dBE6Ymd77a0I7mYvIYCx0lU3th205oZGYyY4/pbEG2txulsqFvZ7ovVSpdi1h+yRhgO5PH/GXLAmPD57SU+utgagHf9HdUKbx6RGQmNi9YT8WtoAuT8wT0s/NjWzBluQdC6Q7osX2xPh8m+qY6Xjdd7edNN91U1OvOYnLhZe7cuY5ndiunI72KnZswdVSdzdlPTWZ0S28IM1WH//3f/6Xt0lCmT59uvA4TS7oNKYcN4IW8Hl5QFoFQt99++2jQ0sSMTpdddpnauXOnevjhhycNokZGRtTDDz+svvjFL6rLLrts0mOk//f222839MzgZTYsSJk4RsGGxWITkfxeYPJ1sWHg5cRimu6O0JIlS7R3vk3stNexKFDohKnJNtyGdjQXk8dYuF1uueUW6+4H5M9Uxh4bFohsbzdKZUvfzpZ6FErXIpYfMgYgs3yywJx99tnWfj50HR00FVML+H7IaOelIyIz8Uqg4EQ6gi7e+ta3ar0/08XpfrbJIEu32RRMWc6BUCYCerwcwJl+zUz0TXW8bjrnWYvNJsZistn3ws9zdxNLqdlITbV1tmY/NZkRKt0HMFWHs846y9hzL6diYyBUen7T7xvA8yleO0a8LAKhHn/88XHBS+kyMTBq2bJlav369eqqq65S69evV8uWLZuU/SnT3z7++OOmnyI8yPSC1NjJ3tmzZ+f1t7Nnzy55Etj0YrHXd+u7yeQOBxP3RKZS6mKa7o5QVVWVkddJd7YzHQu0hU6YmgxsMN2O5sOG4EY3SragDhsCXTA1U30AGz6zNtTBb+9rJqb6UqXSMbHrh4wBmKyYLDCmP6el1t/Jo7UnMrWAb1M7WiovHBGZiRcDaXUFXfT396tAIKD1HnXy+EYbgizdZlMwZbkGQpkI6PFqAGeaqb6p6Yz4bpZCMyyymGz2vSin17/UbKQmx7I2Zj81mdHN5BFlM2bMMH4vU8wVU+vLNhYnMzzrUBaBUEq9OLk7NqhpYmaoqUqmgKimpia1ceNG008NHmVqQermm292bJKtmElg04vFNk3Q2MjEDgfbBl6lLKaVS0fIRLYzt1MCFzNhamrnq+l2NB9+ndzLFdRh005oZGdiodF08LtS3mg3imVb385rO+N1tdfLly/31OuC3JzIAmPyc6r76KB8ZeqP6soi48VAnKmYPCKyEF4MRNMddLFkyRKtr1Gp/WzbgizdZtM9XI6BUKYW6L3+vWGqz25jALnT90y+G0zLZQ7V1veinDJyObE+Y/qoOtuyn5q8fziijKK7TJzf9Pt3+VTFa2ve06RMvOc97xGl1Lh/S/93IBAYV7L928S/FxF573vf63LN4VfV1dUSDAa1XnPGjBmyYcMG6e3tdeTxent7pa2tTTZt2iTJZDKvvwkEAtLQ0ODI9fPV2Ng4+jnev3+/1mvrvl6pdu3aJeFw2JXHDofDsnPnzkn/bttr1NfXJ1u2bCnqb+vq6qSlpcXhGtmnp6dHDh8+rPWadXV10t3d7dj9GQ6Hpbu7W+rq6op+jObmZkfqUuj1TLej+Whra5ONGze6WCORiooKVx9/omAwKFVVVVl/bup+cJJSSgYHB2VgYEAGBwcz9n29buvWrdqvo/teTausrBz9/ybajUsuuaSgdqNYtvXtTPSlSrF9+3ZHHy+b7u5uVx+/o6NDYrGYq9fAi+LxuNTX18uePXtMVyWrXJ9Tp+rf0dEh9fX1kkgkSnqcTB566CH57Gc/K6tXr5ZQKCQ1NTVSW1srNTU1EgqFpLW1Vdrb2x3tj5v4fnRbIBCQ6upqmTdvnlRXV2v5TiqG7s/S1Vdfnff8TSbJZFLWrFkjqVTKwVqJpFIpWb16dca6rVy50tFrTaXYfnYymZRoNCrr1q0reN6tmPk1W+icB4lEIrJo0SIt13KaW2OtzZs3S19fnyOPNVG2+bFEIuHY3PJU3Jh/isVirre9mfqmOl83U/r6+mT58uV59Y/KZQ7VlFzvhVJKDh48aKBWZjgxP2l6XrqtrU26u7slkUhIe3u7tLa2TlpbDAaDo+OERCIh3d3dsnbtWkfqO5HuOdCxhoaGjNcB7lm2bJnpKkwycV1E55jWRl1dXY7PR7jKXAyWfh//+MdzZoJK//vYkisz1D//8z+bfkrQxK1dmH6KWi5kx4epnft+zobgJJ07HEymUp2qFJt+26+ZcCaWiZHfunaru5USuJidoyZ3vtqWASXbe+XWztRZs2apSy+9VOtrMNXOcJt2QheiXI7sGEv37l9b+h+6242tW7e6/l7a8tpOZHq3aL78tgvbRMbKcuNGFhidn1MTRwcV4sc//rFqamoq6PpOZpHxWkY7mxUyNjIxL1TI/M1EJu4TL/SzdR0VaCtbjge2LSOU22MtU8fTeWE+IhdT2axsy4jvZsk32365zKHa9l6YOqnERHF6jGjTUXUms5+anEvgiDIzpaqqSst1Ojs7rZtzyNQPsTlDts7ihay2ZRUIdfLkSfWRj3xkUtBTIUfjpX//ox/9qHrhhRdMPyW4SMfCoN8GQPlOApuaxDLVyc91lJKt4vG4lkk8mwdepQyUyqEj1NramrOdrKmpUcuXL1cf+9jHXAmgcDolcLETpqYm0LywGJCup1uDF10DsHTJZ/LVS8cDlNuRHWOZOD7ChqMTdbcbBw8edP29tLlvp6svVQq/jUVEnAsSxWRutp06Pqemjg7K97W14ag+N1+jiooKdd111/n6M1rMHJLJjUHFBPGZCrpQyu5+tu1BlrrYEEw5dlz/6KOPqv7+ftc3a2Wia6xl6nNhw9imWCbnUvy0ITqfkm8AdDnMoZouE9+L/v5+43XSVdyaw7LtqDoTLrvsMu3vJ0eUmSnpOSldfT3bvi8zjWG9Nj/idnEqwNMNZRUIpZRSp06dUt/85jfVsmXLsmaBylYWL16sli1bpr75zW+qU6dOmX4qcInOhUE/Ri3nOwmsq5Myffr00ckjU538/v7+gu8NG+jY4WD7wKvYiXo3O0K6gz+ylenTpxf0+2effbb60pe+VOztmFUikVDt7e2qtbVVzZ49O+v1Z8+enTOAtdhAKJM7X3W1o4sWLSrpPXIyGMBkyac9sGUndC62LLaapjtjjy27pnW1G83NzVp24Nvet7Npt2gmtk0uuXnvo3ReW6Sa+Dm1YYE+E9uyyLgZxJ4ubgRW68pOm0kpc0imNwYVGsRnMhjJ1n626SBLk/f+RKZfC6WUOnDggHrf+96nli1bpmpqasY9ho5stzrHWqYCemzNyJqvcjqlwIaST7Z9N9uO2tpa46+BLWXse2G6/5Eu8+fPd/XxdWQjHTsvnSkQvrW1VbW3t/tyM4CJjG4TA2PLKatcbW1tzrUPNz9H6X6Jrr6eTZv2cm2SiMfjBa+R+bnYmtW27AKh0v74xz+qz3zmMyoSieSVESoSiajPfOYz6o9//KPpqsMlphYG/Ri1fOWVV075vHV2UtJfojZnDbCZmzscbBl4ZSulLKa5tci+ZMkS469LKaW2tlbt2bOn6Nc1EycCWEtJoW9qYU1nO1rqQvwjjzyiZs2aZfz+K7YUsjPc1oVWpexbbDVNZ8YeW7K46Wo3vv71r2sJhPJK387G3aJ+XYxxMmMA/sqLE8xjP6cms9jkYmsWGV1B7KX2L00f7+vEHNIVV1xh/LOSb9/Shr6Mjf1sU0cF2nq0tanjgW3Idqt7rGUqoMcr/e9sTGWzsn3+062S71yKm22HH9deSn0vbBkLXnfddcYDaJ1k8qg6Uy644AKt94yJI8oqKiqMf1bS4yadm42zzUnp6OvZlEAkV1/RpnraUmzMalu2gVBpzz33nPr1r3+tvvGNb6hPfepT6iMf+Yh63/vepz7ykY+oT33qU+ob3/iG+vWvf62ee+4501WFi0wuDHpxUjmfctNNN0353HXuKo5Go57ftWSaGzscbBl4ZSulLqY5vcjuxmKJqbJ27VpHju9wKoC1lEAokztfdbajpQS+eC2LxMRSyAS5DTuhM7F1sdU0nRl7bDnSxe3P4/r16wtuR4vltb6dTbtF/boY46e+t028toBk6siEQgKnbe0vjK1fqd+P+da1mOPZ/BTwYEPJJ4jPhuyWtn1udAdZ2nDv50PnZgNbst2aGGuZCuixPSNrLibHDrZnxHez5Du2cavt8OvaS6nvhQ3ZgROJhLEAWjijp6fH2D2c5mb/cMGCBUY/I5mCkZwYpy1YsEDNmTNn0ucm3zkpHX09G+YgptokYVPmqnSZPXu28fVDE4GouZR9IBRgw8Kg1xeIM5WxR9Jlo/sc1c7OTk+fY28TJ3c42DDwylacWExzcpHdb4uWZ555ZtEDU6cDWA8cOFB0IJRSLw4AnD62MJ/vEt3taDGTCV6fdCpmZ7htEzm2LRrZSEfGHluOdHHzfpg/f/5oe6ojEEopc4tApTK9W9TPizFez8ZqGy/uchz7ObUhi00mNma2yaSY78dCS759HD8HPJgu+QTx2fJ9a1M/W9cCzaWXXmrFvV8IHZsNbMh2G4/H1Qc+8AFVWVnpynufbaw1MjKi/XicYDCobrvtNnXppZdqvW66ONG/M5nNym/zeYWUQrLtu9V2XH311cZfBxvK2PfC9AL+2L6HzgBaOK+hoUH7PTORW/3D7u5uI5+P6667bspxZanzmKXOSbnd1zO9npDPfLeN65qtra0qHo8bP5lDx9Gk+SIQCmXNloVB3QvZusqZZ5455Wug8xzVSCRixS5GjGd64DVVcWoxzYlFdj8uWs6ZM6fgAapbAax79+4tOiOU04tZ+Q7cBwYG1Jo1a7S+Z4UGvtiwg0PXcx3Lpokcryy22sDtjD22vBduTRIV246Wgr5dcfy8GONExgD8le199ak+pza2EbYe1ZdLIpFQ1113nfbF/jQbAh6U8u/cjUjuID7bMjDa0M/2YpCorsXhkZERdezYMdXf369uvvlmVzYbmN7UWkx2rmJLpv79448/bvx+0lmcyvhpMpuV7Rnx3SzFbCRxeqPSwMCAFcdbjS3BYFDNnTvX2Hth+nvMjSw3uoN+8SJbNv250T/0wnGwpjOPu7mx1FQCkXz6hLZ+r7e3txsPIksXJ+cjSkEgFMqaLYtRSrmzIGVDmeo10N3p/uEPf6j1ejqONvE60wOvqYrTi2mldE79umhpS+BoMZlM3DgWI9+Bu8kjOQoJtjB9fxVbnEilbcNEjhcXW23hRsYeW4LwlXJ+kqjUzHrFsjXbi+1snbRxopARylk27nIs5HNqSxabsWw8qi8fpuZPTAc86HwNTJZcQXw2LgKZ7md7MUhUxL3jguLxuLr++uvVqlWrMs5zLFmyRC1btkwtXbq05EU6k/1pNzZB5VMmjrWuuOIK4/eSzuJURlbTbZkX+1ROFFuOFr/mmmuMvxbpMmfOHHXfffcZDzI2tXEx15xiMUEVc+bMURs2bPDNWN2LbFlndbp/aNtmgKkUO485Noj92LFjRV0/Ho+rD3/4w2r58uUlHbs3lolNKPluHLB1nS6RSFizKd3p+YhiEQiFsmXjwqCTC1I2lVyvgYkdul6dePYzW76cMxU3F9MK7Zz6edEy3wGN2wOr9evX572A78aiTFVVVV6dbRuO5Mjn+013G+/U8YRO75bWcexaNnzn2cemI12cnCQaGhoyEgilFPd5sfy4GONUxgC8yIt9z7GfUxsnrr0avGlq/sSmAGJbdta6VXIFGpjMopLP+2Kin+3l71Anj7YuJjPSZZddpm655ZaiNxuYDMo0NWc79rvN721RpuJURlbT/QKvBlA6UZyYWy11o5JtG/UWLFhg/L0w0Z7k+x2USCTUhg0bJgVUTFVaWlocmUtDYWzqsyvlbP/Qxo01TpgqiH3VqlXq+uuvzzmezPUYc+bMUS0tLepDH/pQSXPsOhOIFLJJwsaTWyKRiHXfdTYEqBIIhbJl64KJEwtStqV6zfUamOhI6Orkf+lLXyr1NvUEJyLGbZ3IsXExzcsTrlOVqQJrdN0nX/va16ZcwDe9C9WGoNl8vt9036+RSMR4BqZcdKcr9upiazmw4UiXsZyYJDIZCGVLKnav8eNijK5Jw3Jh6y7HfD+npjM/ZGLjUX35MDV/Ysvucp2vgamSa+xr42dpIp39bC8GiU4spR5t7URmpGLGXaaCMm3YiJS+d/3eFuV67k4wuaBt2+KkzmLL0dXl+PmZ6r3QmeUu3w1cpr5jnOTEeonX2LTpL82J/qFXx2/ZFBPEPjHA0InHKITbCUSK2SRh41xJLBazbp7P7fs5H54PhFq/fn3Gku/vOVHgPV5YGCxmQaq5uVl1dHQYb9zyfQ1M7sTR0ckvpqPmlU6yExHjE9l4zICNi2m2dWacLFMF1uiasGhubp5yAd/kooxNn5Vcn3GTbbzJDEz5cuPYtYn8Nlj3k87OTrV06VJH2gonJ/dKmSQyGQillF2L5V5x6623am0jaIe8x8ZdjoV8Tm3MYuPFHcWm5k9syuLd09Nj5F7SXbIFHpnOolIot/vZNi58FFOKPdraycxIhQb0mwjKtGUjUnt7e1kG0jidkdX0GFnnPWzT3JEtR1fbuhHX5Huhq43Lt703+R1TKjfWS7zGtk1/YxXbP/TCWnI+nAgwvPLKK0s+nrfYeUwnEoiM/TyWuknCto0R6bkQ25Io2LC+6vlAqMWLF6umpia1ePHi0dLU1JTX7zlRMl0L9jM96CnEVAtSK1euVNdee626/fbb1WOPPaaefPJJ441bvq+ByV2FOjv5U32xe6mT7Ga0ty2TS1Pdt6b5feIr232u+3kfPHgw63tgclHGtkmbXJ8RG3aO687A5AQnA2K9uNjqd05MPIiIuvTSS10P3Ct0ksh0IJRtqdhtZ2O/y4liU3vuB15a7M/0ObWhLzKW14JJ0kzNnzQ0NGi53lSL7IcOHXLs+GXbi9+C+PJVaP/ba0Gi2UoxASZuZEbKdxOhqYVIW4JJWltbfb0xLltxesxjekFbZyZbW/r7tmXbt+UzbdN74fbRU/kGPpj8jimF7uw4tnMiYMV0Rq+xz0Vnm+F08G+ayeN9M5VSgtyK2fzc0tJS0rHM2dgSdJSeC7EtOEvEjj6AbwKh0mWqQCgnC4FQ3uXVCZxMC1ITF51snZDJ9BqY3qGr63zZbBkEvNRJ1pWSVueZv/mUfBfTdGfy8nMq52yBNbon/LZu3Wr89c80+LHtvc/1/Wa6jZ9IRwamYrkREOvVxVY/8/LOxnyYDoRS6sXPktOL1TomTk3w4wKAW5OG5czGibRCPqemvgtPnTqVcWxgW2BWvkzMn+jOWJetj2XDcVi23Cte2lCYj1L6314KEp2qFDK+MB10buIetGkjUvq+NF0PncWtjKym5nR0LaiPfd1smGe1bcOULQFitr0Xbhw9VUjmddPfMcXwwxF+bvJCtv5cTAQPufHcbR3P2HDsYalsCFAf+zraOkYxnRWSQCgCocqO3xYGJy46Pf/889Z+sU18DWyYCL7pppu0XHNsZhenOsnpiXW3g290L9y6feZvvmWqxTSTmbxsmoxzumQblOue8Fu5cmXW911nPcbePzZmA8v1/WZDG287NwNief3t4tWdjYUwHQjlxsKCjQFnTtDdj1i+fLmW69gyYeo3ti+6TvU5XbJkidb6zJ07N+vY4AMf+ICR1yhXlp+pmJg/qamp0Z6BKVPQTbktlE41b2U6i4pTnOh/eyVINJ/y7ne/O+/XzvQxxCaCMm3biDRnzhzjddBV3MzIqjMrU5quBfVMr1tPT4+aNm2asffS1mz7fmnHnXwvBgYG1NVXX13SNRYsWKA++MEPFvw9bvo7plB+3+jmJBsCVgplInjIjeBf28czTn3Xm9r8bHqtZmLbYWuSlFLmI5zgm0Coif+b6/ecOhKPQChv8tvCYKZFJ1snqye+BjYEpeneBeRkJzkQCEx6bk4H35hauHXyzN9iS7bFNFsyefkxk0P6/pjYWbWhrUgzuRPahl0GmYrfjn/RQceuMdsycpUzL+5sLIbJQCi3FhaWLl3qy+AanYt66XvUaxPb+Ctb+x/p9z1bG1hMn92vpZS5CFt3lTpdli5dOum5+3W8la3kk7HDZGbcUjnd/7Z13q2Ykm2+Ymzm65tvvllLXTIdD5+ui+6x5ezZs42/N+VadGz40Nk31bWgXllZqW699Vbtz3Wq8sMf/tDV97JYtmzE1VnyWS8YGhpSX/va11Rzc3NBj71s2bKsbfhUdAUnFlu/icpho5tbbM7Wn2YieMituT3T7X8+xetzOabmHDLNhdg6dje9ado3gVBkhEK+/LYwmGnRydbJ6kyvgcljCnVH7N56661aJ25KDb6xYeG2mBSqTpRMHbCBgQG1Zs2akh537dq1jnVqbY/oL6VM7BzZFMBqss2ydbI91/ebV4+idZOuXWM2fW5s5/bxpuUSAGIqEErHwoKf0tXr7v+mFz5s6FeiOKZ3OWYquY5M0HXsjFfK7NmzS/pes3VXqdMlEAiM69PakIH3la98pdbr5ZOxw0QWFSe40f+2dd6tlBKNRlVPT0/WzNc6SrYgOFsXdijOl0xjXDfGa7r6pibm7ubMmaM2bNigEomEFd9nNvfVbdiIq6vkG2Q8dlx/++23q61bt7qeycdLgdaMa/1P91jSrSA4G9r/fItTQYpOKLTPoft1zjUXYmPWWhs2rfsiECpTtqZ8fs+pzFDwFr8tDGZadLJxsjrba1BO2VV0p/dPl2IX72xauM2VQtXpkmnQsWvXLlVRUeHI41dUVKgvfelLBb8fmfg1lfPEwBpbAlhNZjiysSObLrm+30y28TbSuWuMjFy56Tre1Gs7G0uhOxBqZGREPf7442rBggVaXmO/pKs32S670W+ZM2eOOnTokMFXtDzoWpwIBAJq6dKlRS+06Dp2xkulsrKypAWVcgo+uOqqq7Tf87nK61//eq3X6+3tzeuecHueYP78+Z7Icn3rrbcav0f8WjK99+USlJmrlMOxeGPnL3WM19zom04cn5sOzq6urjb+vqbfW5uZ2oirs+QbZJxtXO9WJh8vHb07MjKi3vrWt5b1Z8XvdAe1uDnPZMN4Jt/iRjbYQpTa53D7u37BggV5B53atpHehk3rng+Euu222zKWfH/PiQJv8dvCYLbOqW1fdNleA5OdXdu+FNwsZ511lrr77ruti2QuZuE2PfDq7u52fCJo4oTFwMCAWr16tSvP3ansUG6lcj7ttNOM3a82ZoQaGRlRTzzxhJF63HLLLdYuQk31/ealCQ23mdg1ZiIjl9vZlUql+3hTL+1sLJWOQKhckxM6ih/S1ZvO1OdGv8WN46Exns4J4XA4PLrAUshCi65jZ7xYSllQsTkY343S2dlp1cayCy+80Lr7RGd2E9uzXC9dutT4PeLH8u53v3vSe2nreFhnMdX/1VFe+9rXjn7WdY/XnOybTlzQ9lI2Dh3Fhs07U0kkEuq6664z/lo5XQrpC+re4GRyo04+81dj5yB0bXL3wmfFr3SuqbqZedym8Uy+xcRcjlN9DjfHHGeddVZB94ltWWtt2LTu+UAooBimFwCclK1zattgK9drYGKRsNwmdCeWqRaMvLBw68RRdWPLxAmLQ4cOuZ5lYsGCBY4sqDqVyrmmpmY0fbapQMFMgTWmAlgPHTpkdMF9bLniiiuMXj9byef7zQvtiQ5uv4eZJrZ0D37OOeccV7MrlcKJo5IKnaQot0BANydMi5mccKt4OV29LRtC3D6CotSFc2SmM6NBoYE7fj4y2qlSyoJKOW0gikQiVk0e6wyEKuQ+0Z2Z2NYs18uXLzd+j/ixVFZWji5Kp//31KlTavbs2cbrZrK0t7f7tj3u7+83Ml5Lc6JvmunatoxfbCm2z9mkmQq8POuss1x53ELHr7oDoZYsWaL1dV66dGlemV++9KUvGfsMe+Wz4jd+msOzaTyTb9EZMONGn0NHlsl82BYEZ3quWikCoVCm/HRUT67Oqen0u/m+BrqCtsYuiLCbbHwZu2DkhU6f08deTMzOpHNHuZPZJYpJ5Tx79mz1lre8ZVIdTHWYswXW6J7wq6mpMfL8vVby+X4z0cbbZteuXVpeg4mLV7YNfkTMBCg4+Z1RSNpqP/U38+HGhKkTkxNuFK+mq7chw+JYbh9B4eYOy3KkO9iokMAdG9sJ20opCypenEgvpehekJuqOLn5x8n7xK3MxNlKoUeH6BqDEAzlTpkxY8a4/66pqVGBQMB4vUyWRCLh2/b47rvvNjJey9RuFNo3jUQiGce3No7FbSg2LIhOxeRmTBsW0XUFQnV2dqrLLrvM+D1pa/HCZ8Vv/DSH58XAaV1HqLk5R+xmlslC2BKIbUtQJ4FQKEteCPTIV67OqU07Y6d6DdyevJ64YNXf32/8NbGxRKNR7SmAC+30uT0wNPG5cTq7RCKRUO3t7aq1tXXSazVnzhwViUTUhz/84ZydKVOTNtnuB79O+Hm95Pv9pruNt8mhQ4fU9OnTtbwfmQYYtgx+Mr1nOgIUTE4m+ikDaT6cmDAdm5r+l7/8pTX92Eyl2ON9TR4daar/29/fn7NeufotpZZSJo8wWTweN/qdloltmZBtLsXOS5TbYu7MmTON12Fsefvb327tfeJ2hr+JpZAFXV194EsvvdTq/grFHyX9nejH9riqqkrNmTPH0ccsdcNhrr5pMBhUra2tqr29PWd7yRxW5mJ6885YucZmpsbyNiyiux0IZetmJ9uKTZ+VcuGXOTyvnoSTKZu403TMEbuVZbIQtsyR2LJpnUAolC2/HNUzVedUd8ryYl8DN4NPMgWZkBEqe6moqNB6vUI6fTruE1ODMbcCOUZGRtTg4KDq7+9Xg4ODBXUoTQRQZJtI8uOEn9dLId9vutv4UjkVrDAwMKBqa2u1vi8TP0O2DH6yvXduBiiYvO9sOYJMp2InTOPxuDXHkBZS8m0Dcz2/fI+OdKpNsi0jVCb33XefdYth+CsbNxTZGvBrYyllQYXX2Vw555xzrL9P3M7wN7bk0/fX3Vb98Ic/9FQfhpJfsekovrELSbTH+RWn5gmKnVPzYjYOHcX05p18x2bvfve7tb4uY797TS+iuxkI5fQJD34upj8r5cZPc3heXvcsZO6oULrniH/84x+r5ubmgh4nW5bJYpgOOLVp0zqBUHl49tln1cDAgDp16pTpqsBBfjmqJ5/Oqe6U5cW+BjrPUfVqZLQfSyGdPre/wE2ntS8mu4SbdAdQTLWozISfXaXQ7zdbzsrOVb9SgxUmMjHoyLR4ZXrwo+s91P28cw3qvBBw4rRCJ0w7Ozs9367nag+KeX4Tjyp2uk2yfXLPa0GzmZjO+uU2244LIFC+sFLKgorNgdV+L7qysDlxn6SzqMyfP9/VOk41sW6irTI970ZxtkQiEWsCWSbe77THxb92ujDnnL2Y2rxj+9gz05jOyaMaC+FWIJQbmVj8XExvdLOZG2NuP83hefkknKmyiZdC9xxxui29/fbb1bXXXqtWrlxZdJbJQqQ/Hw8//LA666yzjLyPuubf8kUgVBZ/+MMf1P/7f/9Pve51r1NNTU2qqalJNTc3q7/5m79RP/7xj01XDw7xw1E9+XZOdacsL/Y10JkC1pZJDUp+nb5ymOxxKoOckwMCnQEUUw3Wy+Ee8Eop9vvt1ltvVVVVVY7UwalsQqUGK+R6XBPvTabFK5uOys32Xjo9QNL1+mcLYLXpCDJdgRmF9EltDs4rpGQK0nDi+RWaSS6fNinN5nTvXh2buRG0Zivb7h+OnSmslLqg4pe2m1L8fZJPn8J0H0wpc22VqXk3ivMlFotZ8R2TbZxEe5x/MbHh0MvZOHQUnZt3vDD2nGou2ImjGgvhRiCU7XNSthaTG92yMbXxx+0xt01zeKW+Tv/wD/9g/N617Z43MT7J1JaWcnJLLrk+H4FAQOt7aGNG9rIJhDpy5Ij69Kc/Pancfvvtk363t7dXLVu2TDU1NanFixdPKk1NTWrz5s1qeHjYwDOBk2zddVxIh6KY3fc2pSwfK91gRyKRko9nmz9/vrruuus4r90jJZ9On807d5wsxXbY3RoQ6Bqszpo1K69Oku0TGOVQivl+c3r3XalnZSvlzIRYrnpceOGFRt6fbItXNhyVO9Vr6STTRyCb3k1W6HeCE5NZ+fRJ/ZYKf2KQhunnl0/beM0112itU75HLNmwcF4otwJpbWVjRjE2thReSplcdnNccNZZZzl+LCbFmfuk0D6F6T6YDW3Vrl27Sp7Topgr6XGJ6ayDVVVVWedICCrIvzi14bAQXs7GoaO4mfFjLNNjs3xLIWMDtxbRx3IjEIq5XGc/K7qDkUxu/NE15jY9h2fidbKtuJkFTff4ZGRkRPX396vf/OY36tChQ+rRRx919JjRNNved6c2rTutbAKhfvKTn4wGMY0t3d3d435vYGBArVixYlzQ08SS/vdPfvKThp4NnGTLUT3FdiiK7ZyO3U3gxrn3hbwGbjfY2To/pic1KH8tU3X6yum9ynfBsJTPT6EDgng8rmpqalx/7vm0G0z4mS2Ffr85vfvOqbOynZwQm9jJHxgYUGvWrDH6PmVrU2+66SarF2WcClDQ/Z0xtm+W7s+tXLlS+66bQCCgdu3aVfB3wpw5cyZlaitmMmuqPqkfU+GPnaix5fnlmngYGBgoONtUqSXf+8f0wnkh3A6kzcb0sXu2TQ5z7ExxJZ/Fx1z3mpvzJwS22VP6+/uLGmc2NDRorWem7xjTbZUt/QFKcaWysnLc97PpxaVc/QXbN7rYVHRn5SQjVO4y1RywE31er7TFpo5vzMXpQCiy+zvzWTERjGRy44/uMbcNgfSmXidbSinHc+eie454yZIlk+6lmpoadfnllzv2GbXxfXdi07pbyiYQ6hOf+MRoAFM6yOnyyy9XJ0+eHPd7O3funBQAlSkoKv3fDzzwgKFnBCfpPI5tolI7FE50TkdGRtQ999yjFixYoPU10N1gZ2qMTU9qUPLr9JVT9q58O326BwTxeFzL4mk+2YaY8DNX1q5dm/c942SwUVVVlfrhD3+Y13XzqZdbC3i27DicuMhp4wApU3Fqt67u74z29nbrduE4XfKZzMrVJ/VzEOvg4KB1zy9b0KrudmDsbrhcixkmgxcL5WYgbSY2Hbtn23EBLDIWV7ItPhZyr7k1f2LLmG/mzJnG62C6vPWtbzVeh3xKpk1EJtsq2/oDlMLLGWecMa6fYsMCfq7+gpPtsZ/Lu9/97kK7PSUhWDt7yZXB2qk+r1fa4lJOE3GT04FQfp4n0fFZMRGMZGrjT5ruMXeabcfA63ydbCiFJgfIly1jzLGllM+obe+7U5vW3VQ2gVBvfetbJwUxffjDHx73OyMjI+oNb3hD1gCosf9NVij/GRgYUNFotKQPfTQaHZ3gn2rXglMdir6+Psc6p069Bvl0ckw12BM7PzZMapR7yafTV067g6dPnz5lVhRTA4KBgQG1du1a11+DfHZEMeFnruRzz7gZbFQKNyfEamtrrTnSZezxaNdcc42qrKw0Xqd8ixOL+bq/M+bPn2/8ddNVcvXzck2YeiEQr9jS399v5fObOLFuos+7YcOGvBYzTAQvFkPnd5uNx+6ZzrIyEcfOFHe/TZyfKPZe27Nnj+NzB7ZkAV66dKnxOowt06dP13o93RktSymZ5hJMtlU29gcohZdly5aN+z614X3NNRYeGBhQy5cvN15Hm8vETF9uGxgYKKsxYiFlYrvtRp/Xhs/sVKWiosLK44OUcjYQypa+nRdLJBIxEoxkas1h7PWdHnPPmTNHHTp0aMpre2Vewq3XyXRxa3OXzeuKhX5G3XjfJ479gsGgWrp0qVq2bJlaunRpxvm81tZW1d7erj3jZrHKIhDq+eefV83NzZMCofbs2TPu9x555JFJWaOyHYuX/v9upWuDOZ2dnSoSiRTUWDQ2NuY90a+U8x2KvXv3OnpuczGvQSGRn6a/qCdOIHhhgOTnMlWnr1x3UmXrCJkOMNG1kJrPEVlOBG9SiitVVVU5J2LdCjYqdcdcObT3wWBQ3XbbbZ7ddXfOOeeoj33sY+qee+4pKhV+uX5n6CzZJrOyTZj6Pej85ptvNl6HbGVsYLHNbYLuINJ8xvATs1j19/dr+W4zvfs2E5NHfubKHEtGqMLL2HvfqXuto6PD0bkDG9qq9vZ2K+qRLuecc47xOthaMrURpo42ue2224y/HhRnS/r7dGBgwIrjxXONhW1qs2wtuo4gsy1Tg23luuuuG+1bu9Hn9dLYM595TxOcDISyMROLV0pVVZUjj1NIMJLpNQc355MDgYCKRCI5M8vpDtz70Y9+lPdnSdfrZKo4dUKAUuPnco4ePWr9HHEhpyu59b4vWLBAPfzww2pwcDDj2GpwcFD19/dn/LkXlEUg1MMPPzwpgKmpqUndd999437v+9//fsYMUFdddZVat27dpGxQ6f/94x//aOiZwU2JREK1t7er1tbWrFGPGzZsUA0NDQU1Kg0NDY51ZNKlpqZmNBjKiUCoQl6DQiM/bfminrjgYEOdyrVMdf+U8yLHxI6QDQEmuibYCukAFxO8aUvmHi+XWbNmqUceeWTS++F2sFGxE5hemhArpfhx52khqfDL+TtD93sycaCebcLUzwszwWDQ+ufX2dnJTtwM71uhR3LMmDHD1TpFo1Hju28zfW+avr9zBa0R+Fp4SW9AceNec2ruwIb+Wk9Pj1VBru9+97uN18HmkilrnO6d35FIRC1btsz4a0FxvoTDYdXd3e16PyDfkmksTD8v/+J24Inpjb9eKk4F10/s85ruuxZSnFz4d5KTgVA2Z2Ipp5JPMJLbQRb5rDno3LyaLbOc7jakmKzOftzkW2pm61xzOV4o+XxGbV1v8YKyCIT63//934yBUMePHx/3ezfccMOkIKf//M//VEopderUKfWRj3wk4+P09PSYeFrQaGLUo41HYMyfP18dOHDA0UCoXK9BsZGfNr1uYxv3eDzuyS9Jr5d8Bn3lfuzF2I6Q6Q6P7gm2QtNr5rsA47fP+5VXXmns2rNmzTJy3GgxE5hemhCj5C65JgrK/TtDZ5kYQJtpwtTvCzO2HZ+UqaR3PZquh21l7MK5DQE/Is7t+k2XYo+UdSJTkFNlqsyxLK4UVhKJhJad3qXOHdhy/9kQ+BCJRFRPT4/xethc+vv7J91DfO9R/FwmjoW53/MvixYtKuj7qBBssjVX0v0QL449s817TsxOqzMDh1OBUGxasKtMtQHa7f732rVrc94vpjZDTMwsZ0s9bHud3H7uxbJlLseJkuszavN6ixeURSDULbfcMimAKdPi+7ve9a5xgVDNzc3jgqXGHp03NhDq1ltv1fl0YJjNKW7Xr1/vWiCUE2z8oh7buMfjcWvfW7+WfKK9ye7xYkeoo6NDy7VydXi8dFZ2tgWYkZER9cQTTxh/T50sg4ODRWXFcqqMPSbPxoxhSrFL1q8l00QB3xn634O0TBOmfl+Y8Ur2hyVLlhivg22lv7/fqoAft0qhR8raNtadKije722MkyUSiViRXTYfLCb/tdx00028FlOUY8eOTVos9nvfn+zG5V0mBvMQFFxYWbt2raNHCKf5vU9pewmHw+q6664zXo9Cy9h5z1wZTQrJkl0qpwKhmJuxr2QLONG1ZnfTTTdlvV9MBrNMzCxnqj3PJ6uzX4J+xj7nYr6T/TqXk+0zaut6i1eURSDUd77znUkBTJkiUFetWjXud6688spJv3PZZZdNCoT67ne/q+NpwAJeSHH74x//OK/nYmJngY1f1BMb94GBARWNRo3XqxxKvtHe7CB5sdTW1mq5Tq4Oj+4JtlzHoRTC6+lRc5WJx/uMzYo1ffp0bfUIh8Pad6sXMvnDQql/y8SJAr4z9Jd0AO3YCdNHH31U9ff3GwvQ1FW8EmA0c+ZM43Wwrdx9991lE1yQb5/btrFuPpNwfg92cLLEYjHj2WUL4bcMrsWUNWvWlP1rMFWZPn161sXis88+23j9KBS3SjqYh7FPccWJI4THsnHjbzmW+fPnG69DoaW1tbWojCbFHKeVL6cCocjWbWfJtAFa15pdRUVFxqAXG8Z0YzPcmtyUkSursw2vk67nmottm7ecLhM/o7af0OIFZREI9bWvfW1SINT69evH/c7x48cnHYv3wQ9+cNJjvfGNb5wUCPW1r31N11OBQV7ZldjS0pL1OZjcWWDzF/XE58sA1v1SSLT3wMCAJwezXi6Z2gATE2wTg3wK5af0qNlKtmAxE23uBRdcoPV6hWQMY5esv8vEwTPvt96SDlY4cOCAet/73qeWLVumampqjNfL7dLS0sLCk0dLdXV12b13U6U4t3Gsm8/izsDAgLbNAl4u0WjUk+n0yzlj84IFC9SCBQuM14NCodhbwuGwuvvuu43Xw6ul2AXYTPw+70Rxr5R6DG++x2kVgoxQ/i4TN5vonj/OlKDEls2rY9erTG7KyLRuNjAwoH3e3e3nWGwQlN/ncpYtWzZuPcxLJ7TYqiwCob773e9OeTTegw8+OCkQ6rOf/eykx1q3bt2kQKjvfOc7up4KDPJSqr1MgT2mdxbY0qHJp3FnAOtuKWSywe8R3raWTB0eUwPYTEcdTMWv6VEzlQsvvDDjpIfNba5TJd+MYeySLY8ydqKgHO5/20pDQ4PxOugut9xyi/E6UIorlZWVxuugu0yVXcm2flM+mYUYJ+RXamtr1cDAgGfT6ZdjxuZgMKjWrFljvB4UCsX+Ug6bD9wsThzravPGX0p5FKcznDkRCDUyMqKOHj3KUa6WlrFrhybmzyZunLBpM+PYcehNN92kKioqjNfDtnHvm970ppKfW7HH4dn0OrhZZs+ePZq0RHcmeqdOaLFJWQRC/ehHP5oUCNXU1KT+8Ic/jP7OzTffPCkQ6gc/+MGkx1q5cuWkx7nlllt0Ph0Y4LUMQekgBieCAZzaWWBThyZX484A1t1SyOCsHCK8bS2ZOjymUhpPHDRPlb3OtsGBjpLpc2Vzm+tUySdj2MjIiHriiSeM15Wip6QnCvgup7hdotEoqf4pnivZsv7aNtbNZ1HSr+MEtybadQerupFhurOz0/fHrYq8eP/fdNNNxutBoVAo5VLGLjaPjIwUvBGPTTgUG4qTGc6KDYTKdRIJxa4ydgO0ifnjsRsnbNy82tHRYcVGoc7OTivHvf39/UWNzSKRSEmJN2x4T8qhlHpCi43KIhDq7rvvzhgI9ZGPfESdPHlSHT16VF155ZWTfr5///5xj/PCCy+o5ubmSb931113GXpm0MVrGYJaW1sdDQYodWeBjR2abI07A1j3ysaNGws6Dq/cgllsKpk6PLamNB6bvc7GwYHO9yzdTtve5jpZBgcHJ7UfTL6Ud0nvLCvHDEUUPSUdpGHr9yKFkq1kS3Fu01g3n0Ucv44TwuGw6urq8sWR4G6m008kEqq9vV1FIhFjO7QnFqfqkd6EpvMzGQgEjL9+FAqFYrpcddVVGecPptqIp1R5bEKjeKM4keFMqcIDoYo5iYRitqQ3QJucP063qTbOq9gyxrj00kutHPeOnYtPj81aW1szfoe2traq9vb2kjfK2LZ5y+8l03qLl5VFINSTTz45KdtT+n8vu+wytWzZstHgpvTPmpub1fHjx8c9zh/+8IeMAVUPPvigoWcGHbyYVaC6utrxTkwpOwts7NBka9wZwLpX8plASDMZ4W1LZ9d0mdjhsT245sorr1QLFiwwXg+TpRwX5/v7+0fvUSZfKCKizj77bNXc3Gy8HhR/lnINOqX4o2TK+GnTWDffzTdXXHGF8bo6XdJty9DQkDpw4IBav3698TqVUnSl0x8ZGVE333yzuvTSS40/5ze/+c0qEomoM844o+C/Hbs72qbPJIVCoVDGl7Eb8dLfQ4wHKDaVfI6Xnkq+gVBOnERCMVPSG6BNzh+nN06QadtbJVe2oJGRETU4OKj6+/vV4ODgpN8rJutiGvP9esvY9RY/mCZlIBwOy4IFC0REJBAIiFJKRESUUvL888/L8PDwuH8LBAJy/vnnS1VV1bjHefzxxyc9diAQkJe+9KUuPwOYtGfPHtNVKNjx48cllUo5+pipVEpWr14tyWRSlFIyODgoAwMDMjg4OPr5yWZ4eNjRurhhaGhIlFJy8OBB01XxrVQqJV1dXbJt2zapq6uTSCQie/funfR7sVjM2OeuoqLCE/erDkNDQ+P+OxAISENDg6HaTO2HP/yhPPXUU6arYVRfX59s2bJFfvvb35quijaVlZWSTCYlGo3KunXrpLe313SVYNgTTzwh+/fvN10N+FA4HJbu7m6pq6sTEfu/F8eaOXOm6SrAAgcOHJg0brNlrBuNRiUej49+vrK56aab5Ec/+pGmWukxsW0JBoPyhS98Qb72ta9JS0uL4doVJ9O95oZAICBXXXWV3H333ZJIJKS9vV1aW1slGAy6fu2J/vu//1t6enrk2WefnfJ3q6qqpLW1Vdrb2yWRSEh3d7esXbtWROz5TAIAJuvt7ZW2tjbZtGmTJJNJV+bfgVJ0dHRILBZz/TrxeFzq6+vptxQg3f/bsGGD6apIKpWSEydOGF0DSc/bVVRUGKsDCtfY2CiBQCDjzwKBgFRXV8u8efOkurpaAoGAxONx+fCHPyzLly+XuXPnSk1NjdTW1kpNTY2EQqHRMdHhw4ezXjORSDDfr1llZaXpKjiqLAKhRERWrFgxaSImEAiMK2O94Q1vmPQYmQIkXvKSl8jpp5/ubGVhFRbT/qqvr08uvPBCCYVCBX1peaFDU1lZyQBWs4kTCGnbt283Up9p06YRBDVGpg5Pc3OzgZqgEB0dHdLW1ma6GloEg0F57LHHynbyJdvAE4A7XvrSl8oTTzwx7t/OOeccM5Up0MUXX2y6CrBAesJ7LNNj3UgkIrFYTHbv3i2hUCjj76Q34XR3d8t1112nt4IuyxUAtnLlSvnBD34gZ555poGalSbTvea2RYsWyY033ih33nmnJJPJ0XvGRidOnJAzzzxTPvShD8miRYvG/cz0ZxIAMLWOjg6pr6+X++67z3RVjFi2bJl84AMfMF0NZLFjxw5XHz8ej8uKFSukr6/P1ev4yVVXXSWDg4Ny5513yp///GfT1RGRFzdAm1yz6+npkYGBAamurjayiQHFyWdtKJFIyIYNGyQYDMpFF10kn//856Wnp0eOHj067vfyTZpQjnP+JgWDQTnjjDMKSoRiu7IJhHrHO94x2rCnF46yvXmzZ8+WN77xjZP+/d577x33t4FAQC644AKXagwbkCFosiNHjkwKFprqS8v2Dk0wGJSqqiqCYAxJTyAkEgljEd4zZsyQkZER7de1VfozMdHGjRsN1AaFymcnuh+cd955cvnll5fl5MucOXM8PwgBTJg+fXrRf3vvvfeOC+BOJpPy05/+1MHauWflypWezSwDZ43N+Gl6rPujH/1oXCacscZm90lvwlmxYoWcOnXKQE2dl08AmIjIBz/4QXn66ac11sw5E7PL6pTejbxv3z5jdZjK2DFwmonPJIH1AFCcvr4+edOb3mS6Gkbcfffdcu+995quBrLo6enJmV2lFMlkUtasWcNG8gKEw2H58pe/LIFAwKrMNkNDQ1JVVWVszW54eFjq6+vl8OHDnsm0jdxrQ7FYTC699FKpr6+XW265ZVLg01SyJU1go4hegUBA5s2bV1T2LluVTSDUmWeeKVu3bh1dNMqUBUopJdOmTZOPfexjUl1dPe5nv//978cdjZf+W7Jj+BsZgooz8UvL9qND0ikdvZC5yq/6+vpk+fLl8sUvflH7tefOnSsnT57Ufl2bZUtzWldXx0IqrHH//feX5Xd0OByWn/zkJ6arAXhOdXW1zJ07t+THSS9ev+Md75D+/n4Haua+jRs3ytatW01XAxb4+c9/Pvr/TY91f/Ob30z6t1gsJpFIROrr62Xbtm3S1dXlu+/6qqoqmTFjhvziF7/IOYl41113yQ9+8AONNXOWDen0bZ80T4+B08FQJj6TBNYDQPGOHj1atgGlhw4dMl0F5ODW/PrmzZvLcjNisYLBoOzbt29044NNmW1e8pKXyLx584zW4c9//rMsX77cM5m2y10kEpmUzVbkxQDJaDQq69atcyRIduyGEdObt8rRM888U3AiFNuVTSCUiMj69etl+/btUltbK0qpSeWss86SHTt2SGtr66S/TS84jf19EZFLL71U63OAXmQIKs3YLy2bgwbTdbM9c5XfpVIp+e53v6v1mgsWLJDzzjtP6zW9INfnlYVU2EL3kSs2WLt2rcTjcY65AgpUW1srgUDAscwqfX19cvvttzvyWG5LT1a1tbWR2RFy0003jf5/02PdsUEqYydPbdkl7ZYTJ06Mm0RctmyZxGKxSb/3la98xUDtnJEtu6xOXpk0T6VSsnr1akkmk8Y/kwCAwpVrQOnzzz9vugrI4Wtf+5rjC9WxWMyqQB7bhcNh6e7uHncEtm1B+qlUyvimk1Qq5ZlM2+Uu05pQPB6X+vp6x9uG9IaRe++91/g9ismyZe+yVUCVYW9tZGRE7rvvPnnsscfk+PHjUl1dLa985Sulrq5OTjvttIx/89RTT03q4J122mly9tln66gyDBkcHJSamhrT1fC8YDAoX/3qV+Wtb32r6apktGTJElm5cqVEo1G57rrrpKury3SVoMns2bNlcHDQdDWsk0gkMkb4p0WjUQa/gGaLFi0azRiglJJQKMRgEMhDIBCQ2tpazx4vVapYLDZ69FgymZT6+np28Za5dD/P9Fg3GAxKMpmURCIha9asKfv7cv78+bJhwwZZu3atKKUyHhnoFa2trXLnnXcarYPp+7tQ0WhUvvzlL3uqzgAAwH7RaFR27tyZ8zjmsYaHh+XJJ58c/e+FCxdKRUWFRCIR329YcMqsWbPk0KFD8qpXvWr035jHy622ttYzGbfLUTQald27d4/7t3g8LitWrHD1np4/f74cOXLEtcdH6cLhsOzbt29c0Kd1FICsRkZGVDAYVCJCKbGEw2G1dOlS4/WYqpx99tnG60ChmCyXXnrplG3jwMCAqqioMF5XCqWcSiwWG/c5XLVqlfE6USgUu0s0Gp30HR6PxxnflHlpb2+3Zqx79913G6+DjcXr/ez0PWZSf3+/8deh0HLbbbdp/zxUV1er6dOnG3/uFAqFQqFQ3CvhcFjF4/G8+lBDQ0PqscceGy1DQ0MqHo8bfw5eKxPH4seOHTNeJwqlmBIOh9XAwMC4+3lgYECFw2HjddNRgsGgJ9a1Tb9G+X7HmFBWR+MBhQoEAtLQ0GC6Gr7Q19cnlZWVpqsxpSeeeMJ0FQCjPvShD035O3PnzpWZM2dqqA0AkRd33kzMDGHzkbMAzAuHw7Jz585J/15XVyc33HCDVFRUGKgVbJA+ksGGse4VV1zBrugMvH5Emg3HcHqxjfvsZz+r/TM5PDwsL7zwgtZrAmlVVVWyYMEC09UAAN9LHzOVzjJeKE4FKFxHR8e446+93r/XId+sZdAnGAzKvn37Jr03mzdv9m1G5zlz5sixY8ekv79fBgcHJZlMyj333CMtLS2mq2atsce924hAKGAKLDQ6p7u7W5YvX266GgCyqKiokCuvvHLK3zt+/DhHCsKIqqoq01XIqKamRs4880xXHjtbMIMNi4wA7JRtsiqZTEo0GpX3v//9TMSWsQMHDohSSkTMj3Wfeuopo9eH8yKRSM4jtnWprq6WYDBouhoF6enpkZe//OVarzk0NKT1eoDIi8ec3HPPPTI4OCh//vOfpbOzUyKRiOlqAYCvlbJQnd5IgcLs2LFj9P97MUhfN1uDKMpVOByW7u7uSUeexWIxXwdHLl68WGbPni3z5s2T6upqCQQCIiKydetWwzWzW19fn2zZssV0NTIiEOr/709/+pMcPHhQurq6pLOzUzo7O01XCZZgodFZw8PDEg6HTVcDQAZLly4d7dzlwuIpTJk2zb6uazgclt7eXvnZz37m+IJbtmAGkRezurAbBcBEFRUV8ulPf3rSZFU8Hpf6+npHJqwqKirk3HPPLflxYEYqlZITJ06ICGNdOM+WCWIbMp4BpbrgggtMV8Fx0WhU7r///nFzD21tbdLd3S2JRELa29ultbVVpk+fbrimAHIhS7w3FbNQrZSSgwcPulQjf+vp6ZHDhw+LiDeD9E3wwoky5SAajUo8Hp80ryQisn37dgM10ifbZrG2tjbmT6YwMROeNUyfzWfS448/rj796U+rtWvXqqampkkl7U9/+pM6cODApPLMM88YrD10amlpMX7Opp/KD3/4QxUMBo3Xg0KhjC/t7e15tYmca06hvFii0ajq7+9Xx44dU/39/eruu+927Iz0cDisDh06NPrYx44dUyMjI+M+i52dncZfAwqFYmeJRqNqYGBAKaXUoUOHHO97V1VVGX+OlOJLf38/Y12K4+Wqq65ybhLGAddff73x16TQ0traymeSoiKRiIrFYioejxuvi9PPKV+33Xab8TpTKIWWQCBgvA66ytKlS43XgVJ86ezszNr+Dg0Nqccee2y09Pf3G6+vl8vYufZVq1YZr4/tZe7cucbrUM5lqv6an/qm2Uoikcj6/AcGBhyb9/driUQieff3dSnL7RXPP/+8fPazn5XOzk5RSo2mhR9rbEaMI0eOyN///d9PypJx5ZVXWrPbTZdDhw5JZ2en3HffffL000+LiMiZZ54pF198saxbt04uuugiwzV0XjKZzCtDCvJ34MAB6e7ultWrV/v2LFnAi/KJak8kEtLR0SHTp0+XF154QUOtAPs0NjbKueeeK0eOHJHzzjtPUqnU6M9qampk/vz5cuTIkaIf/4ILLpB58+bJihUrxj12MBiUhoYGaW5ulmg0Orobxc8piQEUp6OjQ/73f/9Xvv/978vVV189ri1xwokTJ2TWrFny3HPPOfq40OPEiRNSUVEh1dXVsnXrVunt7TVdJXhcIBCQ//iP/zBdjXE2btwo27ZtM12Nghw4cEC+853v8JksUxs2bJB/+Zd/GXe8ZEtLi1X3Q01NjZw6dWo0s6CIjGZvGjs/EAwGpbGxUZqbm2Xjxo0FH5m5bt06xjnwHKWUzJkzR44ePerYYwaDQVm6dKncfvvtjj2mE1auXCkzZsywqn1C/v7t3/5NlixZMjoeyLX2xakApRl7rGBzc7N0dXUZrI39/vKXv5iuQtk544wz5L3vfa+8613vmrK/5vd+2VTHvIdCIdm3b58sX77c8Tk2v0hnwiu07++mgMoUBeRjTz/9tHzoQx+SRx55ZDQAauIXvVJKAoHAuC+pd73rXZJIJMb9Xk1Njezbt68s0vU+99xz8tnPflZ++tOf5vy99evXyz/90z/JrFmzNNXMXfF4XNasWUOwjsNaW1vlzjvvlGQyKVu2bJGOjg7TVUKZmj17tgwODpquhhUikYh0d3dn/XksFpPt27czyYGylJ7Inzt3rvz+9793LS14oW1SS0uLXHvttfLhD3+YvgqAjGbMmCEnT5507fEJhvK2dIDtn//8Z3nggQdMVwcetnTpUrnnnntMV2OSSCTiufHL4OCg/P3f/73vFxowWaYxeSwWk3Xr1hmq0WThcFhuv/12efnLXy5DQ0NSWVkpVVVVIvJikO3Yfyt1U2kymZT6+nrGOfCU7u5u2bhxoyP3bTgcln379kk4HLbus5BIJOT//u//rGqfUJyJG+7OO+88efLJJ0d/Xl1dLbW1tQZr6G3BYHA00UIikZD6+nrTVQLGSSQSeQettLa2+jqYLxaLydq1a6f8vUQiQZKPHNrb2+XGG280XY1R00xXQKfnn39ePvCBD8jDDz88GuyUHpRlywyVtmnTJhGRcX8zODgo9957r/sVN+zUqVPyT//0T+OCoCorK+WCCy6Quro6OeOMM0b//ac//al89KMflVOnTpmoqqPi8bisWLGCxswFBw4cEKWUhEIh+d73vic333yzXHrppaarhTJz6aWX+iZo0wnZMhwmk0mJRqOybt06zy0iAE548skn5ZFHHpHa2lq5+eabiw6CWrBggcyZM2fcvwWDQYlEInLBBReIiBQcmNnb2ysbN26Uiy++eNJjA4CIuBoEJfLihpn0Aii8J5VKSVdXF0FQKNnKlStNVyEjL2ZxHxoakl27dkk4HDZdFWiW3kE9VjoDrC36+vpkxYoV8oc//EFCoZAopSSZTMrx48elqqpK5s2bN2V2kXyld90Hg0EHag7occkll0g8HpdoNFrS40SjUYnH41JXV2fdZ6GxsVEWLVpkXfuE4qTHA9u2bZO6ujpZtWqV/PznPx/9eXV1tTX3nhelUqnRLIp1dXXS0tJiuEb2W7p0qekqGBUOh7W9BlNlQBqrs7Mz5yZ6r4tGo3kFQYm8+Fl24rtehxkzZmi/5tgkQ1YwcyKfGZ/85CfV4sWLVVNT02hZvHjxuJL+t6ampnF/Ozw8rFasWDHu75qamtRnP/tZQ89Gn5tuukk1NjaOlk9/+tPq6NGjoz//y1/+ov7jP/5j3O/cdNNNBmtcOp1nfVZVVanGxkbjZ3fqLh/+8IfVqlWrVDAYHPfvM2fOVHPnzlUzZ84c9+/BYFC1traq9vZ2lUgkVCKRUO3t7ZxJTim6hEIh43XIp0QiEbVx40ZXrxGNRjO2hYcOHeLcY0pZl2AwqO677z7HPgdnnXWWuueee1R/f78aHBx09LFra2vVmWeeafw1o1Ao5VcaGxvpL1AoZV4SiYTmWZv8uT2WcroMDg4qpZSKx+OT5kso/i/t7e2T7uGBgQFVVVVlvG5jS0VFhZozZ864fwsGg2rVqlXq+uuvd7RNiMfj9DMonijBYFCNjIyM3rudnZ0qEokU9BiRSETFYjHrPwstLS0qFotpXUOh6C3r169XBw4cUENDQ2rVqlXG6+Pl0t/fP65dMF0f28vNN99svA6mSjAYVPF4XNt9ku37ZqyBgQHPjacKLeFwWA0MDBTVTy3mu15X+fa3v23kuhP7Q6aVTSDU73//+4wBUJn+O1MglFLjA6nSv3/VVVcZeDb6HDlyRC1btmw0wOlf/uVfsv7u2GCoZcuWqaefflpjTZ2lq2EPh8MqHo8rpdRoYE9rayuTXWPK0qVL1S233JK14bz++uuN15HivVJRUWG8DvmWDRs2qN7eXtcmFrJ19A4dOkRbRCn7smTJEsc/B+lBrRufsZqaGrV27VrjrxuFQim/0tvbq6LRqPF6UCgU/SUSibg6P1OKzs5OT22emjhpbNOiN0VPaW1tzXgvL1myxHjdCi3pQAknDAwM0M+gWF+yfX5zzflP3Pjrtc9CNBpVPT09zB/6tMyfP18dOHCA9ZcSSzrIPc3vQSWllHRfWOdrZMs60di1Yh33SbaN8WOVwyb59Dx9qcZ+18+ePdv485o9e7ZqaWkxdv2J7Z5JZRMI9S//8i+TgpgKyQillFK33XbbpOCppqYm9dxzzxl4Rnp88YtfHA1ueu1rXzsuE9REw8PDau3ataO//8UvflFjTZ2jK9p2+fLlWaNMb7vtNuMNpW0lGo1mfL3YkUAptEybNs14HYopDQ0Nju8CzdbRY0cXhfJicWvn9YIFC9SCBQtceexwOKw+85nPWDOQp1Ao5VHSGSxs3g1HMV/mz59vvA4U54tTgQ4TjYyMqGPHjqn+/n517NixgnaVenXncqZFdNsWvSnulkw7qEdGRjwdZJBtPq8YxWbY+dKXvpQzEGVidiu3ilfnoyj5lUwZ3SYaGRlRg4ODo1mii82YYFOfOxwOq1tvvZV5RJ+WYDCobr31VuP18GrJ9L0+MDCgamtrjdfNxpLuC+tam4hGo6qjo8P4887UV3LzNcgnA1I5bJI/66yz1N13313UeDOXkZERT23GcaOMzYRnWlkEQo2MjKiVK1dOygjV1NSkbrjhBvXggw9mDHCa6PHHH8/4ew8++KCBZ6XHm9/85tHApk9+8pNT/v5//ud/jv7+W97yFg01dJ6uKMlcuyZNRmraXCZGRXt9Moiiv0yfPt14HUots2bNcuRxJn6exvLiogGFQvlrIQiKQqHoLhMX73PtfA8EAsbrS9FfgsGguvvuu43Xg+JsyWcncSHi8bi6/vrr1apVqzIGK+Rz7JaXdy7nWkS3adGb4m6ZuIP62LFjxutUask1/1CMXP2Mmpoa9drXvlZde+216uDBg5P+dmIgyqFDh4y/PhR/FBPHxNpywkQwGFQ9PT3qggsuMP4+UJwv4XC47Bf1iy3ZMsXF43FfrFM4Xcb2hd08JnriMaSm1kJyHYfq1muQTwakctgkP3/+fFePef7xj39s/DmaLGSE0uyhhx7KGMD0kY98ZPR38gmEGhkZUc3NzZN+73/+5390Ph1tHn/88dGgpsbGxryeZzweH/c3f/jDHzTU1DnxeFxrY5CpMdVdB6+VsV/UfpgMougrNqSkdKqUGgyVa0cmZ5W7U2pra13dZepW5iIKhUKhUPIpmXa6po2MjKivf/3rKhQKGa8nxUxJL4CzkcVfJZ+dxPnq7OwseENYpmO3vL5zOZ8J94aGBuP1pLhbJu6g7u/vN14nJ4pTR49MNDawaWBgQD366KPqscceU4899pgaGhqa8u858oniRLHhmNixn4V77rlH+yJ2OBwmYNfHZfny5cbr4MWSK8j9pptuMl4/28rEvrCTx0RXVFSod7/73Rn727oCfwo9DtXp1yDfwHQ2yb9YSjnmeWhoSL3xjW80/hxMlFzzgyZMkzLwf//3fxn//ZprrinocQKBgFRXV0/698HBwaLqZbvf/e534/67vr5+yr85//zzZcaMGVkfw3Z79uwxfj3ddfCaVColq1evlmQyKcPDw6arA4+48sor5bnnnjNdDcc899xzUlVVJY2NjQX9XSQSkVgsJrt375ZQKJTxd7Zv3+5EFTFGMBiUrq4u6enpkXA47Pjjh8Nhufvuu2Xjxo2OPzYAAPlIpVJy4sSJSf+eTCZl7dq1cs0110gymTRQM5gWjUYlHo9LXV2dBAIBaWhoMF0lOCAYDMq+ffuyjinylUwmJRqNyrp166S3t7egv+3t7ZW2tjbZtGmTJJNJSSaTsmbNGkmlUiXVyZRIJCKLFi3K+DOllAwODkpPT48cPHhQc82gW2Vl5bj/rqioMFQTZ42dzytE+v4fGBiQwcFBUS9u7B79t+PHj0tVVZXMmzdPqqurJRAIFPS4v/zlL4t5OsA4W7duNV2F0bWrefPmydKlSyUej0s0GtV2/b6+Prn33nu1XQ96dXd3y/Lly01Xw3NyzdX+4z/+o1xxxRUaa2O3TH3huro6R9qyjRs3Sl9fn3z1q1/N2N8OhUKyb98+CQaDJV1nojlz5sg999wj/f39Mjg4KMlkUu6880658cYbs/b7J3LqNRg7Ls8lFot5eo16zpw54/67pqZG5s+fX9RjTRxvFuqTn/xk0df2ssbGxrz74zpMN10BHY4ePTrp32bMmCHnn39+wY91xhlnTAp8evbZZ4utmtUef/zx0f8/Y8aMvD6w6d/705/+NOkxTPj1r39d0O//7Gc/c6km2a/35je/2WgdvKivr082bdpkxSATdrvkkkvkne98p3R0dMjJkydNV8dRJ06ckD/+8Y/yla98Re655x554IEH5KGHHhr3HTV79mw5//zz5YILLpA3vOENcu6554rI5LZRKSXPPvus/O53vyt4AcJGoVBI6uvr5ec//7npqkhtba188YtflOeff15ERL71rW/J5z73Ofmf//kfRx7/DW94g1xxxRXy+c9/Xh566CEJBAKilHLksQEAKMS99947btLpd7/7nbz//e/3bFACSpPuh7/2ta+Vxx57TB577DERETn77LMN1wylGtu/LXTOZazf/e53ct1110l/f39J9eno6JAf//jH8upXv1r6+vpKeiyT3vKWt4x7PX//+9/LHXfcIffff788/PDDvt2EifFmz54tDz744LjFA6WUzJ492xf3QHo+74Ybbsj5e7nu/9NOO01ERE6dOjX6b7Nnz5ZXv/rV8v9j787jo6rO/4E/AyFhyTaEsAwqixtiEjWBsNQMCKMCAW1V0AxVK1LXgkutMZEWtVIKdQXRuqLVJIrSVk0wlkJN4hcUWcwMCrgAogYwCSEhLAmQ8/uD34wzk1nuzNx7zrl3Pu/X63lJ4sy9N7Oce+85z3lORkYGzZgxg84991wiItq6davX4/C9Ai1cfvnllJ6eHtU5USt33303jRgxgl5//XXasmWL5vvDpGVjO3DgAKWnp0d97RYrLrroIjp69GjQtuG2226jmpoavKbU+VrYU6RtWaB70kCWLVtGd911lyrvh+ueqWvXrqqMk/N6DebNmxftoQr11ltvUXx8PB0/fpz27NlDRUVFtH///qi2WVpaSqtXr6ann36azjrrLEXP6dq1K5nNZlq+fDkVFBRQc3NzVMegJ6eddprf7/LIkSMFHA2RicXAaNkrr7xCzz33nPsmkjFG/fr1o/LycvdjRo4c6fX/TSYTbdiwodO2Jk6cSIcOHfJ63B133EG/+c1vtP9DOHv44Yfp/fffJyKigQMH0rvvvqvoebfddhtt3LiRiIimTZtG8+fPj+o4Dhw4EHHn+ZQpUxQPCDPGaOfOndTR0RHRviLRpUsXGjp0qNdnj/cx6NmAAQNo//79eL1iWJcuXbze/y5dulBCQgJ1796dkpKSKCEhgQ4ePGjom4mkpCTq378/EZF7ZqTr/OQKf9ra2ujQoUN07NgxamtrM8z3qEuXLnTaaadRQkICHT58mJqamoRVA+vatSsNGjTI3VHrKdpj69GjB/Xo0YOOHDniTrICdSCZDICfpKQk6tq1q9+JK6A/Z555JnXpcqrodFtbG33//fdoTw0qISGBjh8/HvI63NfJkydp7969hqrUGmuSkpIoPT3d7/VtONBGePO8pzt8+DAdOHAA1/gxqkePHnTaaad1+v0PP/xgqLbTYrFQr169Ov1erc//yJEj6bbbbqOysjL67rvv8L3SAb3ehwfr95HNnj17qK2tTfRhgM7179+ffvrpJ8P0I2sp0LnOV1tbG/3www8x/Zp6XguHEmxMQ8k9aSgnT56k+vp6dx5AJNS6ZwpEq9egra2N9uzZo8Uhc+Pql9Lie+U57hTKoEGD6IUXXiAiou3bt9OvfvWrmDkHn3HGGX5fo6+++krA0cRIRajExMROv4sk++7AgQPU0tLSaVA5OTk54mOTmWelK3+vYSCeJ/cjR45EfRxvv/02vfjiixE9d9asWTRjxgxFjz106BBdcMEFEe0nUh0dHfTPf/7T/fqKOAY9O/3002nIkCG0bt060YcCgmzZsoVMJhO1t7dTfHw89erVy6uN3rZtG11xxRXcj6tPnz60bNkyeu2112jVqlWa7uvQoUP05JNP0oQJExQ9fu3atfT8889LOVMtWv369aPly5d3qvi4Y8cOeu+99+jFF1+kEydOcDuexMREWr16ddBSoDt27KD333+famtrqba21u+yQq5tXXDBBXTBBRfQuHHj6I033nAnK4N6UlJSaMiQIfT555+LPhQAQ8vNzaVbb72VLrnkEiIiuuuuu9Cm6VxKSgr95z//IZPJRE1NTWFNSAH9aW9vpxEjRlBWVhZdeumlNHz48E7X4b62bdtGs2bNMtRAfizJzs6mO++8091uR2PXrl2Un5+PNuL/69evn/ue8aGHHsL5MMZdd911dPfdd1NiYqJXm/q3v/2NnnvuOYFHpq7TTjuN3nzzTffPTU1Nqn7+P/vsM/rss89o0qRJNHToUNUqMoM2+vXrR8uWLaNrrrlG9KGEJSUlhcrKyiJadYS37du305QpU0QfBhjAVVddRVOnTqWbbrop6iorRnbFFVfQU089pfjx27dvj9nX1HUtHMmydK5VLgKNDUVj7dq19MILL/gtmBKIb18XD2q+Bnq/3nT1Sx08eJCmTJmienJhR0cHtbW10b/+9a+wPq/Dhg2jdevW0cMPP0zvvfeeqsckm9zcXK9rfBnERCJUSkpKp9+1tbXR/v37w1qfsbq62u/vjZoI5TlLJpysUc/H6qmTU9SyWZ4lY0Uu3ZWSkkLdunWjhoYGYccQrg0bNtC1114r+jBAoOPHj1Pv3r39/r+mpia6/vrrvcqg83L8+HEaMWIEPfbYY1z298ILL4RMhFK7Y1E2V1xxBc2fP9/vRei5555Lt912G/cL+ebmZjp8+HDQZOJzzz3XXbbf88alW7duRHTqs9StWzdijNGJEydo165d9Lvf/S4mb4y11q9fP3rllVeiXnMdAIIbP348Pf744+72mjFG9913H33yySeaVHDU6+xyvcnIyHB3tj300EM4TxkcY8w9yPzyyy+7K28E6vDdtm0b2e32mCoHbzSvvvpqWBPkAtm2bRtdffXVqMry/6WkpNDy5ctp3759NGvWLLSdQMuXL6fly5dTSkoKnX/++XTBBRfQFVdcQdOmTdP1wJSvDRs20I4dO+jcc891J8pq8fmvrKxUfZugLldfTmpqKqWkpOjmWqFPnz702muv6SIJiogM2xcI/NXW1tJ9991Hq1atiolB/Uj069cv7FVyhg0bFpOvqetaWElSCWOMWltb3X3lrqRxNe5R/JkwYQJNmDDBaxLz1q1bvc5TKSkplJGRQRdccAFNmzbN3cfPk5qvQW1trSrbEcXVL6Vln9T+/fvp4YcfDivRkYjIbDbTU0895U6S3Lp1qybHJ9qtt94q+hA6iYlEqEAl9crLy+nmm29WtI2jR4/S8uXL/WZSnnHGGVEdn6w8q2aEU8LP87E8K29EyzXozFt8fLzwY1i/fj317dvXnSmLzjfQC8/vj6+HHnqIDhw4wPFoftbc3ExbtmzhVnXJsxPRHy07FkWLi4ujxx9/nKZNmxb0caISTQ8cOKB4Jobnjcv27dvdN1lffPGFbjoD9crV+RoXF4fXGkBjH330EV166aVks9nohx9+0LSNQ5U3flxVbdeuXYuBlhjkSoryl5je1NREs2bNwvlVx1JSUhQt6xHKtm3baPr06UiC+v9c1WwZY0gUhE6am5tp3bp1tG7dOnruuedo5MiRdPbZZ9PXX38t+tBU8/7771NHRwc+/wJ16dJF2FJM/qpmnH/++bqp+t/Q0EB2u90rYVHEALhSeh/cFklPCXo8bN26lRhjXoP64VbNMbJwEnt8xdprGmhlB0/B+sd9k8a1aoMDTWJWuwKVaIwx+uKLL0QfRlQuuOACLn1S7733Hl1xxRWKV2jx5Eqwq6yspD/84Q9eK3Pp3RVXXMG1GppSJhYD02OPHz9O48eP9xoEZYxRz5496bnnnqPhw4fTyJEj3Q0WY4xMJpP7RFNfX08PPvigewkmz2306tWL/ve//xmmsfN0zz33UE1NDRERDR8+nP7xj38oel5hYSGtWbOGiIisVis98cQTUR3HgQMHqKmpKaLnhrMkA2OMdu7cyfUGsEuXLjR06FCvz57oY9DbmsQ9evQgxhg6U2OQ72fX0+HDh6murk7AUf0sNTWVDh48yG1/ZrOZ+vTp0+n3evtOhyvQmsO+Tp48STt37uRwRJ2Fszb34cOH6cCBA2jTOOnRoweZzWb34J7IzwmADOLi4qijo8Mw5wxX5d6WlhbBR2J8rvPx999/j3NYjOvatSsNHDjQfb2zd+/egEv/gj507dqVBg0aFNYEOV8nT56k7777Tki1XhklJSVReno6ERFeF4hZ3bt3p+PHj+PzL0hSUhKlpKRQXV2d6tf+3bt3p/b2dq/tKukXaWhoiHgMQAbdu3en3r17d0oeZox1ei14jiWJGG8wku7du3O9v9FDReMzzzyTunTp4vW7trY2OnToEB07doza2tpi8vPmex8Urba2Ntq7d6/QVWS04roWDnR/EUn/eKA2GJQxQp/4GWecQT/99BOXNrtHjx502mmnBfz/gwYNohdeeMH98y233ELfffed12NOnjxJ9fX1dOjQIc2OkxeTyURDhgwJ2mfw1VdfcTyin8VERahu3bpRZmYmbdq0yX2RaTKZ6MiRI3TrrbfSpEmT/D7v3//+N23ZsoX+97//ub84riQp138vvPBCQyZBERH17NnT/e+2tjbFz/NsZDy3EanevXsHXPoqlDfeeCOsx995553cKrgQEY0YMYKeeeYZ6Y5hy5YtdPvtt+vigrVbt240f/58+v3vf6/5vv7whz/Qq6++qsmyLRA+f59dl1tuuUV4ItTQoUNp8+bN3PZ39tlnd3o9Dh48SDNnztTFdzkSf/jDH2j69OmKHssYo0svvVTIYHhHRwcdPXqUjh49Sk1NTXThhRfSjTfeSL/4xS/cjzl48CA99thj9J///If78RGdWtY2nHO9XiUnJ9OwYcNo+PDhdPnll9OZZ57p9f9bW1sjms0BYBTZ2dl07bXX0muvvUYOh0P04UQNCVB8XHTRRfT888/T119/TTNnzhR9OCDYyZMn6eDBg/T3v/+d9u3bR/fee6/oQ4IonTx5kg4dOkRPP/00nXXWWRFtY968ebrvWFfDRRddRDfccIP7PgCvC8SyEydOIAlKAN926JtvvqG77rpLlb7O9PR097mCMUZHjhxxL2HUs2fPgGMo33zzDf3nP/+hzz77TNeJUMeOHaO6ujq6/PLL6aqrrqL169fTF198QTt27PC6L0lOTqZzzz2Xzj//fL/9EmpDP0d0Hn74YSosLOS2v0mTJtEHH3zAbX+ReO655yg1NTXg/3d9/7/66iu67777DDHIH8rll19Ov//974O+LpFw9e3LOh41bNgw2r59u+LH+56DfEXTP+7ZBmvxXhjdwYMH6bLLLhN9GBG76KKL6A9/+APZ7XYu+zt69Cg98sgjAc/hvglBixYt8rrudVUXO3HiBG3cuJHefvtt2rJli6bHrKW//vWvUlaDIiIiFiMqKyvZiBEj2MiRI9mIESO8/u35O88YOXJk0MePHDmSVVdXi/7TNLN48WKWk5PDcnJy2IQJExQ/b+bMme7nLV68WMMjVF9RUREjIm5RXFws5TEUFBRwPYZoo6WlRfNjttvtjDHGGhoamN1uF/43I/x/dhljzOFwCD+21NRUZjabue7TbDazjo4OXX+Xw4mrr7467DZ+4sSJwo/bM+x2O2toaGC1tbXMYrEIP55YiKVLlwb9jHR0dHD/7iIQMkW3bt2EHwNCfzFjxgw2ceJE1r17d+HHgpAnLBYLGz16tPDjQKgXZrOZORyOsK/By8vLhR+7DDF79my8LggEQmhMmTKFNTQ0dGqn1ejrdPVvhHt+yMvLE/66iI68vDxWUVER9LXq6Ohgzc3NrL6+njU3N3fq/wumvr5e+N+o17BarYwxxu1zarVapejXDhUtLS2KP38Oh8PQfZ5WqzXk9zdaDodDyr7K008/nTmdTuZ0OllxcTGz2WydjtNsNjObzcaKi4uZ0+kM+neq2T9usVgium+JZc3NzcI/U9FEeXm5FGPrLm1tbWznzp3uaGtrYw6HgxUVFbGJEyd2+q6kpqayrl27Cn8dI4mcnByOn9TwxUwi1MmTJ9kVV1zhldzkm+gUKPw9Z+TIkRENwurJW2+95U5oysnJYUePHlX0PJvN5n7OihUrND5KdfG+0PR38hd9DHrsjKuvr2cNDQ2aXVRbLJZON/Pl5eXMarUK/9tjOQJdPPO+4PEX48ePF7JfzxtRPX6XlYa/76QSMnw2fCM9PZ0lJycLP45YilCdjLIlzCEQCAQCgUDIEpFch2OQ+1T43r/idUEgECIi2OBwJH2dkSQBNDQ0GHriXqRRUFDgdY4NNmBqNpvZxIkTWVFRUcjkAr0PbosM12ebVx+ra38yXyP4m4ir5DtvlInlycnJihN71CRzQplnP2tHRwdraWlh9fX1rKWlRfFnpba2VvVkr0gnccQqvU8ONpvN3I/fZrMFfD09E6FeeukldvHFFwt/jbQKrZNBoxUziVCMMfbZZ5+x3NxcxclQnklPvo8dNWoU27Jli+g/SVMbNmzwSoT6/PPPQz5n//79Xs/57LPPOBypempra1lcXByXxiFYliTPWQai9q1muJI/tMiOD3XBFCzjvUuXLsJfG6OGv8+uiwxJDHfffbeQ/dbX1+v6u6wkormJ0cOsKgS/CDRjVcaEOQQCgUAgEAhZwlUtGdffysP3/hWvCwKBEBnR9HWGU93DH1TEDh7x8fHs0ksvZRdeeGFYzws24Uvvg9uiwvd6R+vkvauuuspd7Uvmya3BBv5DkWliuasdnDFjBktNTQ3ruUqquGlB9oSySCoDuv4ungUOIDAZxtX0FL6JoZ7VG+vr69nGjRvZtGnThB+nlhFO34AoMZUIxRhjy5cvD6saVKDKUMuXLxf9p2ju8OHDbMyYMe6kpldffTXkcyorK92PHzt2LDty5AiHI1WHlidcf5GWlhbwJMx7loGLHjvjfE82tbW1bMCAAapsO9wSmh0dHWzFihVYAoJDyH5zv379eiH79UwKFP0aaBFqlLU1aoIYIrLw95ky6vcHgUAgEAgEQq0oLy9XdO2NBPNT4Xv/itcFgUCIDqWDw5FW9/BHi4ofCO8IlIiAwe3wwt/3g9fYkava1/Dhw4W/Dv4i2FJQSgVLtuQVVqs16uS2SBN/oiVTQplvRNJ3r3WSoR4SNWSBe5TwY/369QGrN5pMJuHHp2XoJdEw5hKhGGPszTff9KoM5Vv5yV9FKNf/y83NZWVlZaL/BG7mzp3rTmy67rrrQj7+7rvvdj/+rrvu0v4AVSSiJG9BQUHA9b1FXADo8URns9mClgqO5vUJpxFHWWd+EeziVYZyz1arVUhClmdSoB6/y0red8/vpGeGvW/7GYzMs6piIcxmM5s8ebLw4/A9Js+bdJ7VIREIBAKBQCD0GMEq9HrCwKv/+1e8LggEQobgOTjMewJyLIe/RAQj9hNqFcEqpmmxGoXeQu3l4FzJlnfddRfXvyMxMVGV7agxaTdSngllav09akQ4qznw6qcPNokj0jEGI8LkYITS0NPSkzGZCMUYY59//jm7+eabgyY++SZH3XTTTWzz5s2iD52r1atXey11V1VVFfCx27ZtY7m5ue7Hrl69muORRkeWgXHP9b1ramq4l4TUY2fc6aefrur2rFYrKy8vD+viB2Wd+UWoLOP6+nrhx+ia7cv7+5ScnCxs31qG1Wp1/13Bkh49289QN+VIWhQTrs4BGTtAXW2LjMeGQCAQiOCRkpKCthuBEBChrrllqdYrMvzdv+J1QSAQMoXSCn/RQj8M3/AdoMTgtrJQktTicDhi9t5DaSJ8JPT8GZUhIaCjo4Ndc801wl8LVyitFMNr5QZ/y1SrMcZgRFhNAxEqRCaARiJmE6FcNm7cyJ588klWUFDAxo4d65UYNXbsWHbttdeyxx9/nH322WeiD1WIjo4OVlBQ4E5uuvzyy9muXbs6Pa6+vp5dc8017scVFBToKnNW1sY9Oztb9WzuQBdmsdoZ51rbfvbs2Wz27NlhX/ygrDO/SE1NDXmCFV0RasqUKe5jETXbqqCgIOy1zUW8ToFKILu+k8XFxe7vW3l5edjtdLD12ktLS1l8fLzw1yGWwreil4yz6Ox2OzpnEQgEQofhqhAr23kl2ojVARaEfiLU0iii781ER6C+l1h/XRAIhFyhZWKDiywTkGMtfBMRZB3/kCXCWR2ioaFBumrnPCJQP6ta9PwZDWe5Ua2qD8k2uTNU1UHeyW9Op1P1MQYjeuaZZ4R/dhDyhqglQaMR84lQvo4cOcJ++uknduTIEdGHIo0vvviCjR071p3kZLVa2ZIlS1hNTQ1bv349e/HFF9lll13m/v9jx45lX3zxhejDVkwP2eY9evRQZTvBMjVjsTOuf//+bOnSpRFf/Mh2cWnkMJlMrLa2NuT3WWRCX3x8fKdED9Gvm4zhe2PoKoFcX1/PWlpavG4A1Vhy0vPiDEtY8o+cnJyAN4sOh4P169dP+DEiEI8//rjwY0AgZI3u3bsLP4ZQ4UrGcDgcLD09XfjxqBWzZ88WfgwIRLDo3bt30JnSMlTrFRXB+l5i+XVBIBByhtYVL/Sc3KD38ExEQEKa//CsRK9ULI4J8FhKU++f0enTp/tNbOJZfUi2CULBqg7ynkQ+fPjwqL8DIhNAtF7CL5IkMUTsRGpqqm4TApEIFaXDhw+LPgQu1q5d65UMFSjGjh3L1q5dK/pww6KXNbKjTYYKdaJGZ1z4MWjQIOHHECsRzgw1UcvCLVu2rNOx4OLRO8IpFazmkpMWi4W98847MddJIUOEqhSwa9cu4ceIiO0wm81oqxFs9uzZ7kqFycnJwo8HEV54dhg3NDQYJhnK6XSifULoJvzNlI7FyVZEofteYvV1QSAQ8kao+/ZoYJKg+PBMRMDkQP+V6MMVa6+j0mpHatD7a5uYmOhObFq2bFnY93NjxoyJeslSmZZvDDamI2oMJ5rgvSQYjyQ6TBxHKAktrxW1hkSoCB08eJA9++yzbMKECaIPhZudO3ey22+/nY0YMaJTAtSIESPY7bff7nfZPNnp6YSbmJjIcnJywnqO0lkN6IxDyBzhnGhFJDd6LonnSe8zWdSMcG4UtFhy0mQyCX8NYjFsNlvQ9zpWl2VFyBOjR48WfgwI8eHZVj3wwAPCjwehPPx1rBrh+sv1dxnhb0HEVtjtdlZdXc2KiorYhAkTYuoaXGnfC65/EbEeWKZevgh13x4NvUxANnJ4Xi/HYiWjAQMGsPXr1/utRB+JWLs+N5lMbNSoUapVLAolFj+j/qJfv37s7rvvjvg1b2hoYHa7XfjfQeS/6qCer4fDmegdKV5L+Kk5ER1h7ODR/msFiVBhqq+vZ0888QSzWq1s5MiRbOTIkaIPibu9e/eyDz/8kL3++uvs9ddfZx9++CHbu3ev6MOKiB5PuBaLhdXU1LhnrfvLBI5kVoMeXwtE7EQ4n2Xes8369OkTdFYMMurDKx2LG15jhdlsDtnJpKeEZITxYuzYscKPQUnExcUJPwYjh2dbhTZJX+Gvo6+jo4Ndc801wo9Nrb8L15IIhByRkpLi9XM0FSVwrkHEalgsFma1WoUfB8I7lNy3RwrtnRzhdDrdyypVVVWx1NRU4cfEI7RYyirWK7ZGkmwRLtmWdxMd0bzm5eXlws+7/ia4670og1ZV0tSozqS03autrWWJiYnCX0uE/BHOaj0yQiKUQj/88ANbsGABGzt2LBs5ciQbMWIEGzFiREwmQhmJXk+4nmsyHzt2jDkcDrZx40bmcDjYsWPHIn49cHOKkDEiOdHyuint2rVryBkAsZzYo3RWtCcM9hkvWlpagr7nmCGKEBmjRo0Sfgyhwmq1soaGBta3b1/hx2LkcM0ORoerfsLznihYyXi9heffFevXkgiETPHTTz+xlpYWVSpK4PoXEYvhqqCAz7+cEeq+PRK4tpYnBg8e3Om9MHLVxjFjxmiSrIOlHn8OLZLMfF9rte6BjJLsEc1r7nQ62YwZM4Qct7+qg/X19cJfTzXeDzWpWZ0p1MocX331FevRo4fw1xChj9A6+VVrhk+E+uqrr9jHH3/MPvjgA1ZdXc2+++67sJ7/7bffsnnz5rFRo0Z1SoBCIpT+6fmE61oruK2tje3cudMdbW1tEb8e6IxAyBiRnGh5lilWMisjVmayRDMrmvf7huAXP/30E2tubmb19fWsubm506AROpIQoiIvL08XbbPrHBMr5xJR4WqjRB8HQlm4ZmBGUjJe5gg0sxTffwRCfKiZJIDrX0SsRUJCgntADp9/OaO+vl61Ns4F19YI3tG9e3e2cuVK1T/LLhg78Y5QyRbRUmN5t4KCAuEVkWR5zUXdN/urOmiU84NrjDZatbW1qt/vB1rCr7a2FklQCMWhdsKfCIZMhDp06BB7/PHH2WWXXeZevs4zpk6dyl5//XV2/PjxgNvYvXs3KywsZLm5uZ0SoFyBRCj90/MJ11UlR81EKHRGIGSLaE60vCsLhZqV4XA4DDMDxTeqq6ujnhXNGMpLGzV8S66bzWY2ceJEVlRU5E6Yw3uPEBFvv/228GMIFb7nQTVnRSK8w1XlQ/RxIEJHSkoKq66uNlwVyUAdlZ7f//79+ws/Tr3GgAEDYmYZGIT64TuA41peKFCiP+59EAjvuPvuu/H5lzy0qAiFa2sEz9A6KYcxrKbhL0Ldw6ghmuXdUlNTWVxcnPDXSfRrLnrcz/ccY5SKgWosGaZlBWjfiVZYDg8RTmi1BCRvhkuE2rlzJ7v88su9kpf8xciRI9kNN9zAmpqavJ5/4sQJtmzZMjZmzJiQCVBIhNI/vZ9wnU6nqolQjKEzAiFPRHuiFbGMSKibbiPNQHGFWmsEi74hQ4iLvLw8dttttwk/DkRshd1ul75jPtB5UI1ZkfHx8cL/PpnCNcCt50kSsRSvv/664RIClQ7c1NfX4/sbQbgGCzB4hYg0bDZb0CU4/SX6h4JquIhYCt/vBT7/coW/ah1qwLU1gldovUwbY/ofR9IyeA2WO51OVlxczGw2W8y/F+G+5qKrmfmrOmiUezOn0xnVJAmtJ3i5JliKGCtD6Dfi4uI0T3LlpQsZSHNzM91xxx3U2NhIjDEymUwBgzFG27Zto9///vd08uRJIiI6evQo3X777fTqq6/S8ePHvbZBRMROJY6J/BNBZSaTibKzs0UfRsSefvpp1bdZWFio+jYBwmU2m6myspLS0tIi3kZaWhpVVlaS2WxW8ciCq6uro3HjxpHT6ez0/xhjfn+vd2q1GWVlZapsB/SnpqaG/v73v4s+DIghFouFlixZQvHx8aIPJaBg58G0tDQqKSmh8vJyslqtYW3XarVSRUUF5eXlqXWohpCTk0Mmk4mSkpK4XjdA+BITE2nu3LlUV1cn+lBUY7fbyeFwUGZmZsjH9unTB9/fMFksFqqqqqLMzEzKzc0VfTigUzt27KCsrCxauHAhrVmzhpqamrz+f1NTE61Zs4YWLlxImZmZZLVaadWqVQG319jYSCUlJVofNoAUrFYrZWRkeP0uPz+fCgoKBB0R+HJdC6sN19agtfj4eCorK6OSkpKo+pCVOHToUKfzP5xSV1dHc+fO1Xw/GRkZtGDBAnrzzTdp0qRJmu9PZuG+5hs2bNDwaEJLSEjo9Duj3JtNmzaN0tLSKCUlhdLT0yklJYXS0tLIZrNRcXExbd26NeBzKyoqNB8TKS0tpYqKCpozZ46h+lFAWydOnNDk2lAEQyVCvfTSS9TQ0OA3eckziMidDOV0Oumtt94iIqI//elPtGXLlpAJUEZ58+EUPZ9wX3/9dWpsbHT/zBijlpYWamhooJaWlogS99AZAaJ5DlZEKzMzk6qqqshisahwZMo0NTXRpEmT3N9D139bWloMd8Nst9tpypQpqmxL9A0ZAMQGzwQjWTvmlZ4H8/PzqaqqipxOJxUXF5PNZuv095jNZnfni9PppKqqKpoyZYqur3+14Ho9TCYTnXPOOYKPBoI5fvy4Ya6nXImJ4Q7c4PurnG+SGe5zIVLff/99WI+vqamh/Px8mjlzplefDRGRw+GgrKwsTASBmBFo8tTSpUu59tVAYFpdW+h9AjLIr729nd5//31u+4LAXMkWWsN11M+UvuaMMdq8eTOHI/LPbDZTYmJip98b5d5s9+7dEU+SWLRoEZdjLCwsxHcGwmaUz4yJGaTE0bFjx2jixIl0/PhxIqKQCSCeSU69e/emP/7xj3TPPfd4JTkFSn5y/f7ss8+mG264Ieazj/XO6XRSVlaW6MOI2OWXX05Dhw6l2tpa+uKLL6i5udn9/8xmM2VnZ1Nubi7Z7fZOM7ACaWxspKysLGQIQ9ji4+OjujG02+20ZMkS1WfxNDY20ty5c6m0tFTV7Qbj+1qkpKR4fT/1zmKxkMPhiOi9YozRoUOHqL29neLj4ykxMZH69OljmIFNAJBTjx496NNPP/VKMLLZbLRmzRqBR+Ut2vMgY4xaW1upra2NEhISKDExsdN9zKFDh+jzzz+ncePGqXXYuud0Oum7776jRYsWUU1NjejDgRgwevRoWr9+fUTP1fv9Kw9Wq5UKCwv9JuxbrVZ8z4Eri8VClZWVlJmZSQ6Hg8aPH4/7HogZdrs9aPUzp9NJ48aNw3dCsOrqarrgggsoKSkpqgngvn09SUlJ9OCDD9LChQtVPFqAzsrLyyk/P1/TfbS0tFBKSoqm+9A7q9VKVVVVmm0f11GdKXnNRX92bTYbrV69utPvnU4n5efnhz3hQM88+/xi9b7+9NNPj6n3XM8CfXf1xjCJUGvWrKEHHnjAXenJk78LeFfVJ9d/09LS3NWkQiVAZWdn04033khjx47V6K8B3mKlMzQvL48eeOABRRVc0BkB4XJ18O7Zs4cWL15M1dXVip8bbLBCTRUVFWEfG3RmNpvDrtrldDqprKyMNmzYQJs3b/ZqW1JTU+ngwYMaHCkAgDffDtLi4mIpOuajOQ/6G3DwvIcJ1v4C0ZgxY2jw4MGGmekE+lBcXEwLFizw+/0loqDfaaLYuX/1Jy0tjU6ePOl17Wg2myknJ4dyc3OpoKAg6ASgiooKmjp1KocjBfiZ2Wymd999l6677jpMOIOYoXTylNPppEmTJuG7IYFIJtQGu9cwm810zjnn0KeffqrlYQNonoBDdOq+Oy0tDffTITidTsWT8cOBifuBhXrNGxoaKD09neMReXPd+7pUVFTE9CQ01xhaWVmZFP2RvNlsNnryySfd1w6bNm1Cuyops9lMjY2Nul8lzTCJUI8//ji9+eabfhOZAiVG+fu9vyQoxhh16dKFrFYr3XjjjZqcyEGsWOsMVVptAJ0RoJS/z9TWrVsDXtCEM1ihhZycHKElYfXMc0azErF+cwMAcvHtIBU1Ayva82CoAYeLLrqIkpOTaefOneRwONQ+fENJS0vrtGwRgNZmz55Nu3bt6vT9jYuLIyKiEydOuH/nb1Ay1u5fPRUXF9Ojjz4atPpdKHa7HcmPwF2PHj3o6NGjog9DqJycHNqxYwe1traKPhTQmNLJU66E4H379tG8efPo7bff5nSEoESwCbXo6wHZaJWA40m2itIy8k16UQuu3wML9ZqLrgjl+m42NjbSnDlz8D5SbCcK+ybXuCrb//GPf6Snn35a8NGBr5aWFveEPd1iBnHnnXeyESNGsJEjR7r/6/p3QUEBW7RoEXv22WfZX//6VzZ9+vSAj/X9efTo0ezRRx9lu3fvFv0ngsYKCgoYEcVMWCwW5nA4Qr4uDQ0NzG63Cz9ehJxhtVpZRUVFyM9RR0cHa2lpYfX19aylpYV1dHSo8bWNiMPhEP66iYiUlJSov8t2u501NDQoep0bGhpirl3VQ7i+s3hvEEri9NNPZzabjSUmJgo/FjXD6XR6tVd5eXlc9jt27Nioz4Pl5eXcjjcWIj4+XvgxIBDhRl5eXkyfy202W0Ttp+91qsViEf63hBv9+/cXfgwIRKDo2rUri4uL8/qd2WxmNpuNFRcXu6+/HA6HLr9/RguTyeT1c3JyMktISFBl26H6Gx0OBysqKmITJ05kZrPZ67mJiYksNTVV+OuD8A7PviD09cRuDB8+XPgxBIvi4uKorxFDKSoqEv53yh5qXKv7Ki8vF/53yRyhXvOOjo5O51teYbVaGWOM1dbW4vrPJ3yvxWIpWlpaOn1OY3XMTvaor69XvU3nzTCJUFdeeaU7gckzwenNN9/0+/g33nijUzKUbxJUYWEhq6ur4/yXgCh67QyNJsxms6JkKMZOXXCOGTNG+DEjxEf//v3ZPffc02kgORodHR2submZ1dfXs+bmZk0TpWL1ptV1U1ReXs6sVmtE23ANvIWCmxt5wt/gA2Oxec5DhB+u77srmbW6uprdd999zGazCetEUSN8O0h5daopaT8DwYCD+tGlSxfhx4BARBNXX311TCbGmM1mVe4VHA6Hrs5lXbt2FX4MCIS/iI+PZ+vXr2cdHR2KJ0Bhwp34mDhxYqf3So33JdjkqUgS+lNTUztNyoiLi+uUdBfLg4m8wmKxsHfeeQf9CDEcxcXFLDs7W/hxBAotEnB8YaA+dAS7Vo+0/x+TwSJ/zV0mTpwo5NgqKipYbW2tru67ENpHoOQafNflC39Ja3pjmEQom83WKQnq5ptvDvqcm266ySv5yfXc3Nxc9vbbb3M6cpCJ3jpD1QiLxaK4wgtjjDmdTjZjxgzM0BIQMg12KK0oFur7FmgWoNlsZhMnTmRFRUWqJlwxJu7CX3S4Bv7VGEwP1rmJm5vwIzk5mfXt21eVbQ0YMICtX79eUdWZWDznBQu73Y5EE5/XIxjXQFdVVZXwYw03/HWQav3eh3o9g0FyqfrhO3jGO9LT03EtHUagclfgSE9PZ8nJyapus3v37tIn3ajVGYfKNMYIq9XKli1bhvdSYJSXl4f13UOFS/ERrHJKJJOnglULV6MPYvr06WzHjh3ue1zfpDtcL/MJJJzFdthsNqkr86iVLB8Kzl+hw/NaPdr+fySfhf+a+yNiYrhr/ADnZ4RvBPq8ynyOicXgdV7VmmESocaOHdspEerFF18M+pwXX3yxUxWokSNHsnnz5nE6apBRLHaGRjo496tf/Ur4scdCeHYoyZS4EE5FMU+RdHoqrUQUishSsKLD6XSq2jnoLxkONzeRv45az74NJBbPeYHeh4aGBnyG/38kJCSEtQym3pIU/N3Iafneh5t07gnJpcYL1/UT2l9lkZqaqnqiT6jQ2yCfmgnVrusS2ScOqFmevaqqSnfnsVgL38TRYBVPUWVITLiWPQkFFS7lCSUTzpxOJysuLvZbDTbQ99CX1n0Qvp+v6667TvhrixAberuO01O47qNlbsd5VK7AQH3oqK+vV63/P1ZXdojkNQ+Gd0JZ3759cd2H8BuhkmvwmZEneFRa5MEwiVD+Epr+/e9/B33Ou+++6/d5alcfAf2JxQ60cGfwNTQ0sPT0dOHHbeQYNmyY3/ZIpoGzcAZ3ta5EFIrD4WD33nuv8NdMRFitVk0G032T4XChGl74+zyrPftW6Xcz1s55nuH7OZYp4VRUJCcnK57xodfvfaD16LVuJ8P9bspyvkeoE74DeLHe/ip5vdatWydk33qr2NW/f3929dVXR7UNu93OqqurWVFRERs0aJDwvylYqDXIhXZWH9Hc3KxouTWXaJYCR0QeofpSUbFHnlCauOZJ6bKHvu8572vrtrY29tJLL7Hc3FzhrzOCf5jNZjZq1Cjhx2HkaGlpkfr6Sc1k+WD02g/CK6655pqonu/ZXyr7BA1ZwvP+KNAShLyqmcXFxTGHw4GkQYTfCJVcI/M5JtYiWAVZPTF0ItQHH3wQ9DmrVq3y+7zm5mZORw2yi6UOtHA7QnDBr22YTKagN28yDZwpqSjGcxagL5TdJ1ZWVqZ5pRPc3CgPJYlLasy+DVcsnfNcEag9kSnhVFQoGWTW8/c+0DlWzfe+X79+bN26dRGXEca1VueYPHkyS0xMFH4ckUSwZO5YbH+Vvl719fVC9l9VVaW784Ddbo84oXr+/Pm6uV5Wszw72ln5I5r3O9j1NEL9CNZRjgqXcoUa1bZDEVVtta2tje3cuZPt3LmTffDBB6ywsDDgPfXo0aNZ9+7dhb8fCPU+F64luHjud/Dgway4uJjV1NRI00+rZbjuox0OB/eqrUqCR0Uords4vYdaVdksFguuHxSG2WxmtbW1IZcgnD59OpfjWbZsGWMMy0gi/IeS5BpMUpYjjFI0CIlQfp4H4CtYB1pcXByLi4sT3ijxbNj0PPCplxg9erTi90KGgbNgFcVEzAJkDGX3XWG32zV/Ha6++mrc3Pz/6N27t+qJS5HMvo1GrAwaTZkyJWiFOZkSTkWEkpmUev7eB+sgVfu9d3U6FRUV4Voriujfvz/r37+/8OOIJObPn6/ofY+V9jdY+CYLNzc3CzkO12x3vZ0HXNfkShOqa2pqdHe9rFZ5drSz+gil98XB4L6QTwT6bmKwOLzo0qWLpttXMpFNDTz6IPzxTITauXMna2trY4wFvqdWcxKE1u8dInD079/ffW/Pe/kn3/s7WfpptYqWlhZpJ5yqmSyvBAbqtQ+9VenF6/Tz+Zl3W4zQTyjtF8UkZbERSQVZWSERColQECZ/N8++v9PrmvRKS93JeLNjtAi37KDogbNAJ0ZRswBRdv/n16i0tFT4ccRSmM1mdvLkSa6JS1rq6Ohgu3bt0m3yQbBQ2s7y6shUa9acWhFqJqWeOzWUdpBq9d7n5eWFnImPa63O79nkyZOFH0ekEc0SNFdddZXw49cyunfvHjRZuKOjg/u1rW8boacBLX+ftUCDv3q9XlarPDvaWf2EkvNmIHr9nOsxAl1fIQktvNewurpaSB+Kmnglmj7zzDOd9h0oESoYNRKfXZNs9HTNYKTwbX94neODXeM7nU42e/ZslpCQIPz1UStSUlKkbtPVSpYPBwbqEYifw/M6g3d1PoQ+Ity+MT1OTjNK8Kggy4uJMcbIAEaOHEkmk4mIiBhjZDKZaPDgwdS7d++Azzlw4ADt2rWr0/Oys7MV79dkMtFzzz0X3cGD4TQ2NpLFYqH29nbRhxIWm81Gq1evDvoYp9NJWVlZnI4odjmdTsrIyIjouYwxam1tpS1bttC4ceNUPrLA/B2z3W6nsrIyzfZpt9uppKTE63cOh4PGjx9PTU1Nmu1XD8xmM1VVVdGdd95JNTU1og8nprS0tFBSUpIm22aM0aFDh6i9vZ3i4+MpKSnJfR2jFa2/x6IoOed52rp1K5WVldGGDRto06ZNqrYxFouFlixZQnPnzqW6ujrVthsps9lMjY2NQT9bxcXFtHDhQo5HpR5Z3nu73U5LliyhtLQ0r9/jWsubxWKh4uJi+t3vfif6UKIS6bVdY2MjZWVlSdE2aMHhcFBmZmbQx9hsNlqzZg2nIwrcRgRrC8xmM+Xk5NDgwYPppZde4nas/ij5rOn5ejma+yTPbaCd1Z9A581A9Pw51yvf+6CKigqaOnWqwCPSD4vFQpWVlZSZmUlOp5PGjRun6mfX1T8Q6pyrBqvVyqUPIi4ujjZv3uz1N7W3t9OPP/7o/nngwIEUHx+vaHsVFRW0ePFiqq6uVnwMVquVCgsLacqUKV6/D3bNkJqaSq2trXTixAnF+4HQPNsfXm1PRUVFp/feV2NjI82dO5dKS0s1Px6tJSQkUFtbm+jDCKi4uJgWLFjASpV36wAAgwpJREFUfb9Geo8BIuV7ncH7Hh70Qcl5M9Dzwr1Gk53JZCJZ03P8jbnqmsAkLFW5qjmNGDHCHa5KT8HC8/HhPA8VpCCUm2++WXjWZrihpEICsrm1D7XKDvJ+r3xnZ8+fP5/Lfj2X5UPZ/VMxYMAA5nA4dF2xRc+hZEmxcDgcjpDrvIez5FY4jLxsTDRl013VNXbs2MGmT58e9bGMHj2aVVRUSDPTRclMyokTJwo/zkgjmmoiHR0dbN26dapVSbNYLJ2WesW11s9ht9tZQ0ODISq3RPO5czgcUpW7VyuUXvPy/k7Mnj075DEFqrIkw/c31GdNz9fLer1PQqgX/s6bRvuc6zl874OMcP7mEa7rHU9qVhlR+r1RA+8+iL59+3q9dpFUhPKldHlZpfff/q4Z9HwvJWv4tj9aVy5SssxkR0cHa25uZvX19WzFihWoFqZxaNEnFg5UhEPEavheZ4io6oyQPzzPm57nx+bmZsX986Gu0UaPHs26d+8u/G9V8lq4rgurqqqEH49n8Kogy5OhE6G0DCRCQSh6TUAItRQObta1D7XKDvJ+r1wD5w0NDVxLJXsOiMhcoplXxMfHuzuAMMgjJn744QdVlsMrLy8Pe/AgmqVD/DH64EWoc55S5eXlbMyYMVEfj2sQRHQHWqhBdL13akTTQVpbW6v63242m706jXCtderc7mrL9HpN7RvRLtUgW+eIGqH0fCXiMxDp+VSG72+oz5qer5f1ep+EUDd8z5tG+5zrOTyvrY1y/tYyPK93/FFjkoS/JCstieiD8BxYUyMRylOgxOdooa9G/fC9t9cyITbYIGGoiWyjRo1iY8eOZaNHj9b1PbVsoVayvBqCDdT36tWLmUwm4a8XAqFW+LvOaG5uFn5cCLnCYrGw6upqVSd6B7pG08OSpZ5/o0zXhErus/XI0IlQqAgFoulxADlYJRO9D3zqIZTMKFJCxHtlNpvZ559/LuRCw+l0GrpyTTjhOfiFQR5xEU2lJjWSCdXo8I6FwQu1qnfV1tZqMmPb1YE2evRorq9LqM+snjs1oukg5dGZHqvXWsFm18vUKRDt3xjN4Jmev3f+ItxrXlH3VeGcT2X5/gb7rOn5elnP90kI9SPYILSeP+d6Dt+2xyjnb7Vj9OjRYVUTcjgcbPr06WFXhgyVZKUVUX0QrkrhaidCaSUW7rV5RqBrH4fDofkkFsZOXVusWLEi7Pv2iy++mL399tusvr6effLJJ6yoqChkJbJRo0YJf71lDBHtnRKoCIcwagS7zqivrxd+fHoLIydIJiYmsuzs7LCeE+1Eb1lWXAgUnhOQZTkn8Kwgy5uhE6FQEQpE02MHXLDqGEYbgJEt1Cw7KOq9ErVsy+zZs3WZeKhFuC6kMMgjVyi9gNcqoSYSsTB4oUZFKB4VghjjlwSgJFFIz50a0dxI81heIZautR5//HFFs+tl6RRQI6Jpc0Sc17XqjIvkmlfkfZXS86lM399AnzW9Xi8b4T4JoX4ESo7T6+dc7+Fbjc5I52+1Ii8vT3FbFUl14NTUVDZjxgxhy0OJ7INw3cPoJRGKMbRVakawaphaLTPpqvxktVpZt27dotqub+J9sEpksdBPE8nrpyd4DxEyx4wZM6JeGhb3W+GHUasE9ujRI6rnRzvRW/SKC4HCdd0iy/gd7wqyvCERColQoDE9lWQPNVNdzwOfakZOTg5LTExU/bVXM+M21t6raDsdjBSumxHcdMgZwS4seSXUKGX0wYtoq7MwxrfcPq8kACWJQnptX66++uqI32ter39JSYnw14lnhEoSlaVTQK2Itgod73ZZi864aM5LIu+rlBy3TNff/j5req0+gfskRLBwVYHR++fcCOE5s9lo52+1Qsl1tizVgSMh+h7B6XTqKhFKj5NnZY1QS7urucxkJEmKSkJp4j3Oc51fN70N3uI9RMgcrsTiaJaGxXVg+FFcXKyLJd3CiWiToFyhRqWiYEuWigjXmIToa2dRFWR560IGYzKZuASAUkuXLiWLxSL6MBTJyckJ+vmOj4/neDTyMJvNZLPZqLi4mJxOJ23cuJHWrVun2vtqsVioqqqKMjMzVdkeUey9V8ePHxd9CFKwWq2UkZFBRETt7e2Cjwb8KS0tpaysLHI6nV6/b2xspMmTJ1NTU5Oq+2tqaqJJkyZRY2NjWM9jjNHmzZtVPRbZhDrnKTFnzhyqq6tT6Yi81dXV0dy5c90/5+fnU0FBgSb7crHb7TRlypSQj0tKSiKz2azpsWjhsccei/i5ixYtUvFIAlu2bBmX/ciipqaG8vPzaebMmX7bqUOHDqneLorU2toa1fNzc3NVOhJlJkyYQFVVVdJc84q8r1JyPpXp+jshIaHT78rKygQcSXRwnwShLF682OtnPX7OjcLzOtVo5281KLnOdjgclJWVFfXnONA9p9ZE90Ho7fufn59PkydPFn0YhhDqPjktLY1KSkqovLycrFZrWNu2Wq1UUVFBS5YsoTlz5tDUqVOppqYmmsP1q66ujsaNGxfye5uZmUl5eXmq71+PzGYzVVZWUlpamuhDCYvFYqH09HTRhwHgV3V1NW3dupVMJhMlJSVRnz59KCkpKaz+U5PJRNnZ2RoepfEUFBRQZmYmORwOstvtog8nKtnZ2ZSYmEhHjx5VZXtKz4/BZGRk0IIFC2j16tXU2NhILS0tVF9fT2PHjlXlGMPV1NREra2ttG/fPiH7v/vuu8npdFJVVZWicQC9M1QiFDtV4YpbACiRlpZGlZWVuhgwDDW4oteBz0ilpKRQc3MzNTY20urVq2nBggXuJBO1Lkyuuuoq+r//+z/3dtUSa+8VnDJnzhz3+QmDPPLydwHPM6FGiVgYvIg2oaCiokLzzvbS0lKqqKggIiKn00l9+/b1O7itBovFQkuWLFH0WD12aiQnJ9OgQYMieq7T6dSks9ufdevWUXJyMpd9ySTQgJ3oATW1Pfjgg1E9X+tkSH/7U+ua1263k8PhiCqhRfR9VajzqSzX32azmRITEzv9fsOGDVyPo1u3blE9X43PjD+yvE9655osdPrppws9DtdgjQvvzzmc4jkhh8h45+9oKbnOdjgcNH78eNXuCdUYNAqX6D4IPX7/zz33XNGHoHu+7U8w+fn5VFVVRU6nk4qLi8lms3W6JvCdDFtVVUWnnXaaKkmKoSidyFZYWKjpceiBFsnyPLgSXuvr67nsb9y4cVz2A8aiRlvHexKXnnmex6JJ3BXF87xZU1ND+/bti3oSoK9IJ3r740ry27t3L61bt06Fo4tMW1tb1H2EkXrkkUdUH4+WGo+yUzzU1dUJCwAl9FDaMNT6vowZf6kkz0hNTVVUGjCStWbj4uK8fjabzWzixImsqKhI0fugRCy9V4jOn6UHHniAJScnCz8eROBwlfDmVRLfd+mQYGJh2Zho21otyuH7i/PPP1/zfUWy7FBRUZHw9zCcGD16dMTvNe+/dfDgwcJfL1Hh+1kUXSZaiwinLfaHV9vjKonvKZJrXi1KbYu+rwr2Hspw/W2z2Todl4jlCcxmM3vmmWfY6aefLvwzI+P75Bu+94cyx48//sg6OjqkWdrFtSQSluEQF77fWSOevyMNJdfZPJfb1pLo76DZbGbHjh3TzdJ4jMl5PtJbRHvNEGr5p9raWu6fa7vdHvK4tV4yukuXLsLf22Cvj96Ww2OM/2fJ9TrJPh6FkC+sVitrbm4Oazk8X++8847wv0MvEew8JtuSbkTE8vLy2Ntvv+33vKn1uUnJ+VEp0f3aK1asELJf17J8scQwiVAAeqDGmuRahb/BDn9EnyBEhNIbrGAXJuF2bOfl5UV9Mx+L7xUCobew2+1CB7UDMfrgRTivhT+yDPypEZGuta7H1yDScyvvAYpYToQi8h6wEz2gpkVE2/7wSp6NtDPObDYzm83GiouLVUvu90fkfVWw91CG629XUognUef1lpYW92emqKiIXXLJJSwpKSng45OTk1WfHCLD+zR48OCQ3xU9DYbX19dL83kn+jn5z+jXr7KGvwEJvZ6/LRYLe+edd1QbNFZ6na2nQaNQRLdlDQ0NukmE0uv3RKbQ+rMtMokk1OQJLY+te/fuLCUlRfj76xs8kuW1wvuz5HlP7XA40NYgIopIJ+4jAU95hHMecyXuVlVVcT3G5ORkRX08Mk70DkbkNavZbOY2HuQb/ibOGR0SoQAEiGQ2tdYxY8YMRRc0Igc+c3JyhO073IHijo4OtmvXLnbVVVdFtd9oZrnocZAagUBoGzU1NYrbMBEdJb179+ayHySanopoZ1KKumnj+XeL+C6gmp93Z5DoATUtItoED5kGTEPNoteaqPuqQO+hDNff/o5NVKVHV8KM670K97yhxuQQGd4np9MZ8ruip2sLV4KbLO2za1ZrLFQ0lS2CVRvi/fno379/VM/3vD5UI9lW6fWm3gaNQhHdlv3444+6SYRC8mZ0waPamdbX3MFCyeQJLRJcEhMT2bp164S/v66Ij49ns2fP1jRBngeenyV/lQgdDkfU50kEQum9mci2U08R6XmM97VWUVGRouOScaJ3IKKT0UePHi1s3/4mzhkdEqEABFI6m3ry5MncGkIlFzTZ2dlcjiUuLq5TtrHIQddwlg6qra3lPovQH70OUiMQCG0iMTFRcXsiYvCioaFBqgF+WV4btUOtmZS8Bm60CKXnVlEDFGPHjhX+GokO14Cd6AE1LSLajgc9LKHT0dHBmpubWX19fdRl9ZWYPXu2NO+hyOvvQJ2CIitCqXFu12IJFNk6amVIolMSrqQj0Z3H/j5rSCrg/1kIdi3F+/xdXFys+hKuPJaEla0tipbotkxPFaGQvBl5RLK0e7hkuNdVOmFZ7f5nWT6bBQUFulwCzxfPz1Kwfo76+noWHx8v/H1VK84880zhxxCrEezeTIa2Uw8RzXmMd5+0kgpCIiYaRUP0faPIPl+9JxZHAolQABoKZwAg2AxREeUkA13Q1NbWssTERC7H4G/GmuiLKSWDQ1qs+R3pxZHo18uoYTKZhB8DIrJIT09nffv2FX4cIkNpeyJi8IIx+Qf4ZRv4Uxrx8fHsnnvuUf2GR88zvZR8F0R1ApeUlAh/fUSHa8BO9ICaFqFGKWotZoBHO6jkcDhYUVERmzhxot9JHloueSZTZ6DI6+9Ag+8izl1ms5l9/vnnUkwOEfk+hZMQcfHFFwv77CgNWZehq6+v1+01mlahZUVtJd9HkQMiai/hqtWSsHobNFJKVEKw2Wxmx44d000ilGztqF5C7euBQGSYWKp08oTaVexEfzb1vASeP7w+S+np6SH7u/Q+qc8zbDYbe+aZZwyV3KWnCNQWy9B2yh7RnMdE3deHmtgmagwhUqITfkeNGiVkv7wmRsgGiVAAKtNqAEDEes6+J2WeCVnBKnaIHnQNdmwyDuCLfr2MGKNHj0Ynuw7D1bGjRieR3kNJeyKyY17GAX4X0Z2C0YQa1bB8iUjWVjNCfRdEVlHB+ZukqAiqRSjpSFJCixngkRC95JmMnYEivr+h2njeAx+jRo2S9lzO630K97z7r3/9i/vnJtxwdTqL7jz2DdmW6xMdrk7uYAk8kUY4FdpkqHak9hKuam7vgQce4Pq54LUUhqiEYJvNxtra2nSTCIXkzfBDiwqR/sgyESPcyRNqVbET8dmMi4vTbMKESLIlvBqp2rLrfqyhoYFNmTJF+PHEYvjem8nSdsoc0Z7HRPZRBiPTxDSZX0eiU31hoq7/jJRkHA4kQgGohMcAgJqDHUrD84KGV4d+qEHJhoYG4dn+/qpV8XiNIhnE1vsgtYxRXFys6vcxPT2dzZ49W9UOasTP0bdvX79tbSSdREYKJe2JyMELWQb4fck28BduBDp/RUNEsraaEey7IDLBAufvnwfsjFjhMlRHklJqzwAPd98yLHkmY2cg7/sVJQnON998M9fXR6sqwmot3+h6n2SaxNLW1samTZsm5POsNFwDbDIlhnsmJhppgC+a8Hfv45nAs2LFCs2XfGOM3/l7/Pjxulk+yXPyZFxcHNfPhRoVKZUSkRBcXFysq0QoxpC8qTR4Vwjifc0UKCKdPKFGFTu9DWrLSrYqKUZLVPG8H4v1Pl5R4XnPg+vwwKHWeUxUn3R9fX3AY5JxYlooIpPR3377bSH7nT59esSvl94hEQogSrwHAERUMrFYLKy0tJTLvhITE6Urse4v/A3a8+rki2QQW++D1LKFq7NAi8HHjo4OtmLFCuF/Y7Qhy/JzSkpDO51OVlhYyH7xi1+wlJQU4cfMM0K1J6KXjRE5wB+ITAN/kYRWZXBFJGurGcG+CyI7gWU7f/NORPd8LSZPniz871czgnUkRUKtGeBK1dbWSpOsKmNnIO/7lZUrVwZ9jRoaGlh6errwz71aoWaFQ5mqULa1tbFNmzaxfv36CX+N/YXnNYRMlUx8z5uij0d0hPP90GrJN088J9TxWC4rUpFMnlQ71KpIqYSI847T6dRdIlQsDxoHmxCoVvsTCRkm33pGtJMnIq1iJ1sCj17JmFAm+lykZvi7H3Nd21itVqm+y0YO17Unknv9x7Jly1RrU2ScBCbjMSkh4vNqt9uF9V/t2LEjqtdLz5AIBRAFkQMAvLPceXVg5OTkhPzbZeko8L0Zl6HsezB6H6SWJQIlwak5+Kj3m1Kr1SrF8nPhDEK5Oky//fZbtm7dOuGvIc/3KhQZKt3xHuAPRqaBv0hDq85kGb73WnwXRHcCy3L+Tk1NZcnJyVz36TlgJ9ugRLShVkUoX+EOand0dLDm5mZWX1/PmpubFQ2O1NbWSpM4wpicHW+i2w1fRlxqU80Kh7JUoXRdj65atUrK5Hzf6ypZBjt8P/96v5eKJqKpmKb2EnIuPCtcqr18phrUmDypZmh1/eGPw+HgVvXKdS2vt0SoWE3e9DchUIv2JxLXXXed8NfHM9SePKGUbEu66ZGsVVKMVG051DnNNdl4zJgxwo/V6PH+++/rvq9Ui1BzAo/rMy1buyLjxDQlePfZJCYmsoaGBin7r4wOiVAAEZJlAGDz5s2GWwc51M2PjB2uerlB/Oqrr1iPHj2Ev3Z6jmCJFWrMqDVCR5jna1ReXs5SU1O5H0O4g1CeHaYbN24U/hryjFDtiUzLxvCYta6ELOehSEPr2ZaRJq6VlZUJTaQK9Lnh3S5nZ2d3OteITjKzWCzCkkQ9b9afeeYZYa+BmsGrIkOgQSXPZXn8taUTJ05kRUVFfr8TMp0TPP9O2ToDZZr9baTBDs9Qu8KhDFUoPa9HV61aJUUSrOff5kvWCUpG/cyHChmTgFx4VrhUc/nMaKk5eVKt4J1UwevazXXtrJdEKJFLJIoM3kvchUvG84fIgUvZJ/zKTtbBbofDwYYPHy78sx1thHtPHaw/ERF9jB07VvgxyBZaXZPK1NfAmLi27ocffoiqX413X+9bb73FGJOz/8rokAgFEAGZBgDa2trYyJEjhZxstIpgA7QyVeLwvAiQbdZ3IDLNRNRjhJPFr5fy0zxeI95/0/nnnx/2jYZnh2ltba3w15FnKGlPZFo2xkXkrFG9f0+VlEtXQ6SJa7yrXir5LoioLuFvQF3Ea+M6DllmeRlhiTxe30FfkSzLk5eX5zVgJUOVQH9k6gyUrWPLyNVxtEh8FlmF0ncAv66uTopKi/3792c7duzoVDVOhgkcgQZPY+2+V/Zl4RjjW+FS7dn3kdBi8qQaISKp4qqrruL2fsueCCXDEok8Q+QSd5GQ7b0RPXDJKzFM5uS4aMhy/+xitPYnmntqz/7E5uZmKc/XCH2HlhMUZBuHFDleG2oiXyg828TrrrvO3ccrU/9VLEAiFEAEZBoA2LRpk5CTjKiGWVSGsb/wvCHVw8lLxplNegpeM0tHjRol/G9V+zXSQ8U0zw7Tb7/9NqZugpW2J7IsGyMDGQb+ogkRHaqRJK7xbg9lrKgS6LvimWSWmJioyb59B/ZlmdHa0NDA+vfvL+RY1Aqtq7L5UmNZHrvdzkpLS7m8PpEseSZTZ6As3xXG+J+vevbsKc37EC0RVSgDDeCLShAmImYymTr97Z6dzaIH1AINnvJcjk10RFuJjKeGhgY2btw4Lq+LmstnRvJ3yvj5E5VUwXMyqayJULItkah1VFdXC1/iLlwy3uPLMHAp0xiI3shyT2DU9kfN+wC9V31HyBVa93nLOM4iy3fIdyJfKLz7el2fDZn6r2IBEqEAwsSrcVTaaXP//fcLP8GoHcE6Z0TNpggUrht7mWZ9ByK6k1rPkZiYyCVpo76+vtNgg14i1EwH2Utq+3aYXnLJJcJfU57vndL2RIZlY/zp6Ohgzc3N7tlcPDpc9d6myr42uIznVlGdh6HaV1eSWXV1NbvvvvuCDtrPnj2b/fa3v41oYF+m94TnEjtaBM8Z8WouyxMfH8/l9YnkXC5TZ6BMs795d7DxHvjnNUDIqwplqAF8JclZs2fPZn379uX2Hpx//vlCPu9EoQdP9X6uCBWyLzEViOz3hWqQdcBZZFIFrwrDMiZCybhEolG/e9GQseqzDAOXMq2KoTcy3D8buf1R855axu+/HoP3Uq+u6wCZljzkNUFBtutp2b5D4bwPvK/bzWYze+edd7juUw9VObWERCiAMMl0kmloaGD9+vUTfmLRIgIN0MpUEYqI3IPuMr1G/sg4s0lPkZOTo/i1jsY111wj/G+NJJTMdJC9pLZvh6kRk0yDRbhJMSKXjXFxzaCYOHGi38HAaErjKqH3KnuByqXLQsZzq8jZ/eF2EisZtI9kYF+mCphqV6nLzs7m8jfxHBx65513WPfu3YV8ZqMNmcuah3oPZWq/eH9nRXR+66naRCjhDOAHa8PVSFyXPZSeFx0OBxswYIDw41U7li1bpspnjjeZkla1IvM9guikCh4VhmVLhJJ1iUQtQ48JmozJU83CM2QZuOSVyGhEIu+fjdz+qH1PjXETdYL3vaBvf1FHRwfbtWuXkArivCcoyDbOIuN3SGllLhF9vRaLhY0ePZrbZzPWIREKIAwyddrU1tYaskPPFYEGaEWuOesvXJ3PMr1G/siWla3H0LoDQuYO01CRnJzMZsyYEfI1krmktm+HqRGXHQ0WkSbFiFg2pry8POzB7nBL4yol62xvJSF7RShZz60iq0vIsGyAbOWb1axSJ1tHUjTKy8u5daqIeu99dXR0sBUrVkjxHsow+1vUcYgI2c9n4VB7AF/kknpaf97DGTw12gQyGa4HIiXbdYQWZK4aK0NShdYVhmVKhBK9RKJWy2eHem/0SMZrJtkGLnkkMsos0irkos57otsfrUOLe2qZz98I/xHoOk+Lfjt/y4Vr0ecdDtnGWWT8Dim9bxTR18truXC9JqirCYlQAGGQpdPGyBn9rgjWoS3LLB2TyaSbilCyvGZ6Dq07UUVeLK5YsYKNGTNGlW2NHj064AWWzCW1/XWY8qwsITqhRo1BRK2XjWloaIj6dVK7RLFeO5f0UEFD5nOrmp3A4YbSpZO1ItOkAE9qVamTrSMpXGq0k7KEkuV7glUGFP0eylA9TbZKulqF7BUOw6HVAH6wxHW9Lcsd6eAp774crRIQ9L6MkAxto5ZknA3vCtmSKrSqMCxTIpTIazK73c6qq6u57rNv3766bZ9kvGaSceBS60RG2ahRhVzU/bNR7gkDfYa0oOcJyrEaU6ZMCdieqJ28WVtby2Wp9HDINs4i63dI6d/yzDPPsPj4eK7HpnUylF4T1NWGRCiAMMjQaaPXQddwItQArUzVjex2uzSzvgORcWaTHkPLTlSRHaZms5l9/vnnqrcrgTo3ZC2p7a/DlGd1EJFtux6SYmpra6WdfSiyQlCkwXtQKBKyn1tFLTskwyCWLMuP+RNtlTrZOpLCoWY7KUME+z5GUhmQ93sowwQaUZX1eAcqQoXHlbi+Y8cO3VWYjmbwlPf91sqVK6W85xFJ9ms7NcjUV+UbMiZVMKZ+hWFZEqFEDQb6Jovxul7q2rWrrtsn2a6ZZB+41CqRURZqVyHnff8sazKCGqH1PbWRE8iMGsH6eGMheVO2cRZZv0PBzqsiJxSOGTNGt32QeoJEKACFZOm0kfVkomaEGqCVbZZdeXm5FElygcg4s0mPoWUnqsgO01GjRmnWtgW6GZGxpHagDlOe1UFEJdTInhSjRRVEtQeSRFYIiiRELBMSCZnPrS7l5eUsJyeH63GKXtZEL0vIRVqlTraOJCWMWi3WN8FFZAdVuO+hDNXTYuEeQA/J3OHgOYCvp36F+Ph4tmzZsqj/Zt4DkTLe84gkc7VPtchaiVv2pAoXNSoMy5IIxau9iYuLC5osxuu6vWfPnoqq48hKpmsmPQ1cqp3IKJpWVch53z/LuDyVGsEjIdwIBQhGjx5tyL6BaD4bRk/elOmeQ+bvkL8K+zJMKMQEGu0hEQpAIRk6bYyc0e8ZSgZoZbqot1qtUsz6DkS2mU16Dq06UUV2mGq1bIMrAl14yTYrI1CHKe/qIA6HQ/P3xDdkTorRU3UWURWCIgm9dETKfG7V43GqSe9LyIUiU0dSKDJ3NEUbnkueieygivQ9FF09TcREnri4OK77kz2ZO1y8BvD12K+gRmeuiERe2e55RBLVL8Fr+UxZK3HrKalCDTIkQsmQDO1JROJrsOo4MpLl+6vngUs1EhlF0roKOa/7Z9kmj6sV/fv3D/rd6OjoYM3Nzay+vp41NzdH9fnTYmIUr3sk132h6/sYbvKPnkPJ9Y7Rkjc9yXTPIevKCb79JrJMKCwuLtZVH6QeIREKQCEZOm1kSv7RMpRcbMjWefv4449L9xq5iEriW7FihWYX3L169RLyN2nRiSpLh4uWEexmRJZZGcE6THlXB6murub6/sh8g6fHZItIP9Pnn38+l/dbhqXVlJJtECEQPVSuUpuekhSj+Rtl6UgKRk9VXcINVwK6yA6qaN5DGaqn8W6fBg8ezHV/MiSGqonXAL5e+xXUOD+IuraU5Z5HJBkmFxrx7wsWek6qiJQMiVCyTZIQmTSvp0RO0RXdMHApDo8q5Lzun2VeojWa2LVrV6f3zeFwsKKiIjZx4kS/SS3RVKlTOynhmWee4fI6+V43GvXzECjC6ePVe/JmILLcc8i6coKrPZBpQqGrj1cvfZB6hEQoAIVEd9oYNaPfN8IZoJVp4IdnBZdwB7FFL+uoJNt+9uzZ7Le//S2z2Wzcq+GEE1p0osrYYapFhLoZET0rI1SHKe/MfNFVJGTAawDZX2lcNYT7mZZhwFxGsn8XRJ9jRdLjEnKRkKUjKdCx8fzsifici+qgUus9FJ3Qy7vze/bs2Vz3J3MydyR4DODrvV8h2iR20Ym8nteHycnJAbeVnJys62Wm/DH6NZNslbhjNalChkQoGSdJiKzOoJfPosiEAQxcisPzuoDH/bPohD4twvdcXl5eHnY/USRV6tROShBxX6j36/5IQqs+Xr0RPc7CmJwrJ7iSx2UaV/bXxsnaB6lXSIQCUEh0p02sZHCH02DLlLkr62vkIktHTLBsezXWYtcytOpEla3DVMtQejMiYlaGkg5Tnpn5SIqRPwEmHEo/06IHzGUk+3dBdKK8aLFUvlmGjiRfeq3qoiRc15K8rg21eg9FJ12IqKxnpPM3bzwG8I3QrxDtAIfoRF5eA3gykqVfQgsyTXCK5aQK0YlQovuOgxFZnUHGyQ6+RCQMYOBSPN59MFrePxt1xQHPainRvl+RnB/VSkoQdV9o5D6DQK89eBNd/SqS75BWYbPZpJxQ6K+PV8Y+SL1CIhRAGER22siQ0Z+enq7p9iMZoJV1zVmZXiPG5CvN7UvNtdi1Cq06UWXqMNU6ZL4ZCafDlFdmfiwnxehlSTS1iR4wl5XM3wUZlk4WLRbLN4vuSGLM+LM7i4uLuXVQrVixQtP3UHTSBe/EJNkTWGXGYwBfhn4FtT5r0RCRyCtqAE8msvdLREOGAWgkVYhPhJJ9koTI6gx6uB/ldc2Unp4uTR9ELBNVhVyr+2ej9i8XFxerOm4Q6QQsNZISRNwXypj0oXWgfVVfR0cHa25uZvX19ay5uTmi/hPP71BcXJyQz4bZbJYyOTBUH68MfZB6hkQogDCI6rSRoUOFiFhZWZmUA7Syrjkr22vE81jDueDUYi12LUKrTlRZvt8yfjZ4iqTDVOvM/FhOijHyIEkoogfMZSTzd0H2wQ6e/vWvf7Hc3Nyw/g4M2EXOCFVdgoXRKguJrJ4mIjFJ5gRWmWk9gG+k+w417il4JvLKMIAnA5n7JdTAO9EwLi4Os8F9RNqOqjHAx5h+JkmIqs4g+/mbZ8KA3hNbjUD0vYbakyyNuuLAO++8I10fWTRJCSLuC2VegUOLkKmPV88cDgcrKipiEydO9DvuEeky3kaf1BdJyNjHayRIhAIIg6hOGxky+l03q1oM0JpMJjZq1KiITpwuMq45q3asXLkyqs+v6Bu8QO+bXpLYtOxY5N1hmpycLOx1lPVmJNqBJ60y82M1KcbIy2YoEUvLjSkl63dB5uUveHO1ox988AG744472IQJE1C+WUNGqOoSKKxWqyEHy0VWT+OdmCRzAqvMtE6EkqFfQa1Q855C62qvWkz80cP1fCAy9kuohXeSclFREfe/UXbhtKNaDPDpbZKE5+SuxMRELsca7fKmWuOZMGCUe3U9kuleQ61Jlka6znPFmDFjDHlPwfu+UE/jL2qEbH28eqP1Mt5Gn9QXbsjax2skSIQCCJOIThvRGf2+F4ZaV2AK58Tpq7y8nI0dO1b4CUyLiLazV8ZlKvQyI0HrTlTeF4Ddu3cX9lrKejMiuoR+MLGWFCNbYolas4PDFYvLjYUi63ch1hP3XPy1oyjfrA0jVXXxFxUVFYauDMhriV1PIhKTZE1glZnW16Oi+xXUDC3OhVpUe0VSYGcy9kuoRaaB9VilpB3VcoBPtnvZcBg5STEcvBMGjH5tIytZ7zWiuX824j3iuHHjNN2+6Cp1PO8Ltbg3kzWQWBIZXst4G3lSXyQhax+vkSARCiBMIjptRGb0B7oh41GBKdIB3I6ODqEVb7QKNU6KMi1Toac1qrXuRI2lkqCy3oyILqEfSiwlxcgwi1ar8r+REDFgLjMZvwuydqLyJnNCqdEYcbav5/eTsdhIMNR6iV1fIhKTZE1glRUqQoX32dPynkKtRF6Z7r9lYuTXBckkYgVrR406wKfGNQyS+LzxThjQIrFV1IQuvdDj91TGv0vL0DoJyhUyVKnjdV+odXEDmQJLjYWH1zLeohM2TSaT8M+mb8jax2skSIQCiADvThtRJwglnc1arysfaYe3kS78XaFGZ69MM1J5dRBGG7w6UXm9HmPGjBH+msp4MyK6hL5SsZAUI6paQX19veblf6PBe8BcdjJ9FzBwcAoSofgxUlUXz3BdS+q5mkKkeFVPE5GYJGMCq6y0bkdFdzyrHTLeU3jiNfFHhgG8cMnUL6E2I1e80oNA7SivAT7G9DlJQo/HrDXeCQNq9D3KNKFLZka+1+D9XdZqSU2LxcJGjx7N5W+QLbFY6/tCHsUNZIj6+npVXzcj47mMt5Em5qgVsX5O5gGJUAARENFpwzuxp3///mF1HrkGaEeNGqV6Zm0kZYKNutasGp29MixToZcKSDw7UXl1mL799tvCX1cZb0ZEl9APl5GTYkTdFF1zzTVRPZ/nIC2WG/uZLN8FzP5HIhRPRuw88ryWlKEyoJGJSkySKYFVVjzaUSNNGJLxnsITrg2Ck6FfQitGrnglO3/tKM8BPsb0OUnCqNVxosU7YSDSxFaZ+qr0wMj3Grzbn5UrV2rSvr7zzjtc/w499p1GS+viBqIjVu7to8V7nNuok/oiDb3ex+kNEqEAIsS700YPs3NkmtWnl0SbcEOtzl7Ry1ToIVFNRCcqjw5TGWaCy3gzIkMJ/UgZLSlGxGdUrQTeWFi2R2YivwuY/Y9EKJ5kOJcTEYuPj9ek7RRZGTCWiEpMkiWBVUY82lE93IcpDRnvKVz0mAghguh+Ca3I1DcWa3zb0bq6OiHvhZ4SIY1cHUct559/vpTvp+x9VbIy+r0G7/ZHi3O5HsbBjCLYvZleQ2/nGJF4J+8bcVJfNCFzH6+RIBEKIAo8O2300JEm26w3vSy9Fk6o2dkrcpkK2Wcii+pE5dVhKvL1l/VmRIYS+vAz2duIUJ9xvM+xSbbrIN6QCMWXDO1kWVmZJteSRp6lLSORiUlGS+aOFo921CgThmS9p3DBAJ5yRl0+08gVr2Tm245ee+21mn73Al2f62mSBK67gpO1Px59VZEz+mdeRPuj9rkcVerE6OjoYLt27RLy/cD7yZ+IZbzr6+tVX01IaeTl5UmV7Cd7H6+RIBEKIEo8O21knlEk4sQpyzHxCq06e3nPBpelikGgEN2JyqPDVORMcFlvRmQooQ8/03u1AszUjk2xPvsfiVB8iW4nPTtt1L6WRGUCcZCYJBavdtQIE4ZkvadwwQBe+Iy4fKZRK17JzLMdfemll7h8/wL1U+plkoTRq+NES8bEVvRVRScW7jVEtT9qnMtj4f2RmREq9uh5ggBPIsaatW6bgkVFRYUUEwqJ9NHHayRIhAJQCY9OG5lnFMmapCXy5Kp2aN25yWs2uKwX1DJ1omrdYSpyJrisNyOylNCHU4xQrQAzO2JTLM/+RyIUXyLbyUDnMTWvJZFEALGIVztqhAlDst5TMIYBvGgZbflMo1a8kpVnOzpy5Egu379A/ZR6mSRh9Oo40ZLtmlQvnyvZyfa+qk305ySacznaJLFkn8CuJPRyjSiSiGqHIu9BXX30oicUEumnj9dIkAgFoDKtO220Tuzp0aNH2A2xrGWCGdP2wj8xMZHr382zs1fL2eCiZpulpqZ6/Sx7J6rWHaaiZoLL+FozJk8JffiZEaoVhFPFEIwjVmf/IxGKPxHtpNJOm2ivJWWcfQ+gNZ7tqN4nDMl6T8EYBvDUZKQqdUaseCUjVzu6atUqKdokPUySQPJmYDK+NnqpNCa7WLjXkKX9Cfdcjip14slSNSeSiGSlm1gkog0U1c/ft29f9/iY6InXeurjNRIkQgFoSItOGy0Te1wR7kWt7DcPWl34v/POO1z/bpk7e8MhqmO4ublZl52oWnWYisjCl/lmRKYS+nrQ0dHBmpubWX19PWtubtZs2U4RbUWsfOZBW7E4+x+JUPzxbid5dtrIPNECQCs821Ee/Qqxen2FATwIxmgVr2Tjakdvv/12rt+/YP2UepgkYfTqOJGSLbGV17W/nvuqlIqVew09tD++ZPvexSIZquZEGkggV4b3eX/06NFCPg9xcXGd2i1RCVnXXXedrvp4jQSJUACcqDlorEVij2+EUw5XDzfMWl34y7okoMxknFGlB1p0mPKeCS7zzYhMJfRl5XA4WFFREZs4caLfz+DEiRNZUVGRqh08eq9WQITB9VgXS7P/kQglBq92UkRiHq6zIdbwbkd59CtoEbKfIzGAB0oZqeKVLFzt6NixY7l+/5QsZybzJAnZJ7iKIltiK66N1RUrr6fs7Y8vjBuIJ7pqTjSfUwhNxHese/fuQj4Ty5Yt6/T3855QmJuby15++WX0kQqERCgADWk5aOxwOFiPHj2EXzzo6eJUiwt/XidO2Tt7w6WH5DmZqdVhynMmuOw3I7KV0JdJeXl52B1EeXl5qrRbeq5W4Aq9dPKCtmJh9j8SocTQup0cM2aMsOtQXGdDrBHRjqo9YWjy5Mmafl9lv6dgTF99JABG09bWxr799luWkpIi5XdQ1kkSsVIdJ1wyJbbiPVJfrN1rRNL+5Obmsn//+9/cjxXjBuKJqpoTaYRT1CHWiTq38Y6rr7464Gug9YTC/v37s8LCQvbBBx+gj1QCSIQC0ACPQWNZyuHKdFMYzmunZscD1mcPH2abyUO2CnOiyFhCX7SGhoao2zc1Zo3ptVqBK9ChAr6MOvsfiVDiaNFOdu/ena1cuVL0n4brbIgpotpRNScMaZmcqYd7ChcM4AGI0dbWxmpra7l+/1wRTj+ljJMkYqU6TjhkSmxFP2p4lK7MEYv3GqHanwkTJrA77rjDPYAv4r4en3fxeFfNibbd5LFso1GIqnbIM0wmU9Blw7W8Zx0wYABraGhAH6lEkAgFoCKeg8ay3KDKViY4HGp1PKCzN3yYySQXNWeC+4ZebkZkLaEvSm1trSbLiUZKzc+oyWTi+h5jhj7ECtzki6XVMtCi4TobYonodlStCUNaJGfq5Z7CBQN4AGK0tbWxjRs3cv3+uSLSfkpZJknEWnUcpWRJbJXlOGQWycocsX6v4a/9EX09yhjGDWShdaKgWt8zPd0jyCBWKkKFSlDX+p5VhrYUTkEiFIBKeA4ay3QxqMeKUP5E2/GAzt7wyZLMB6eoMRM83LZMJrKX0OeptrZWyvZMjc/o9OnTub6/rlD7nAUgI9zki6fFMtAywHU2xApZ2lE1JgwZNTlTKZn6bABiiV4qQskqFqvjhCJDYqtMlalkFO3KHLjX8CbL9SjGDcTTMlGwf//+7Oqrr45qGzL2XURDaSU7Nfaj55UXlIaSBHUt71llaUsBiVAAqtBi0DgxMTHgBbMMN2EuuBn7Wax39oYLs83kVF5ezsaMGRP16663mxF0mJ6ih9lw0VQr0HMVQwDZ4SZfHmovAy0DXGdDLJCxHY1mwpBRkzOVwgAeAH+Y4BQdPfQH8CZDYqtRJiGrTc2VOXCv8TNZrkcxbiAHrRMFjdh3EQ4lleweeOABtn79elUTpHhXGRQRSs9hWt2zytKWAhKhAKKm5U1ijx492FdffdVpn7KVw5XteESK9c7ecGG2mbycTiebMWMGS01NDes11+vNiB5L6GtBT9/JSKoVoAMRQDu4yZePWstAywLX2WB0Rm1HY3WAAwN4AOoLVS0BS95HD9VxOhOd2IoJXZ1psTIH7jVOkel6VE99lEbGI1HQaH0XoURSyc7z9fC31Gc4eBfa6N69O9f9RZKgrvY9q0xtaaxDIhRAlLS+IOvRo4fXxYGMFZhkqlAli1jt7A0XZpvpg8PhYPfddx8bN25cp8Qoo9yMoCIUv8Ga8vJy1Y9dabUCGc+hAEaBm3y5RbsMtExwnQ1GZfR2NNYGOBjDAB6AGpRUS3ANBrra0dtvv53rPZ8e+inDgeo43kQntmJClzctVuZAhZqfyXQ9inEDefBMFDRS34UvNSrZ+YbnUp9K8a52OGrUKK77iyZBXa17Vpna0lhnYowxAoCIVFRU0NSpUzXfT2JiIq1bt44yMzOppaWFUlJSNN+nr5aWFkpKSvL7/5xOJ2VlZXE7FqfTSRkZGdz2F42tW7dSWVkZbdiwgTZt2kRNTU3u/2c2myknJ4dyc3OpoKBAN3+T2pxOJ40bN87rtYmW2WymqqoqyszMVG2bcApjjFpbW6mtrY0SEhIoMTGRTCaT6MOKWnt7O/3www+UnZ1Nzc3N3PZrNpupsbFRitfQarVSTU2N5vvJycmhjRs3ar6fQGw2G61Zs4br/lavXs1tfwCitLe3048//uj+eeDAgRQfHy/wiMDocJ0NRhNL7ahR7yl8NTY2UlZWFtXV1am+bYvFQg6Hg9LS0lTfNoAMKioqaNGiRWHdo1588cV000030YABA2jKlCkaHp03PfVTKtXY2Ehz586l0tLSiLdht9tpyZIlhmin7HY7lZWVabr9kpISv/+PMUZpaWmq9puGIlNflSee59VYvdeQ7XoU4wZyqaiooMWLF1N1dbXi51itViosLOR6XpaRw+GgyZMna9J+EYV/zuU1DmC1WukXv/gFLVy4UPN9uRQXF9OCBQui3k4096yytaWxDIlQAFHgdbIg+vlinDFG6enpXPbpqb6+nvr06RPw//M8cVZVVWm+Hy3ESmdvJJxOJ02aNEmVC0GLxUKVlZW4mYGwuC5Of/3rX9O6deu47VeWJBneCa3Z2dn05z//WchNcHFxsS5vvgBkh5t8EAnX2WAEaEeNCQN4AOFpbGykOXPmRJV0csUVV9D3339PW7ZsUfHI/NNzP6USGPQ+RXRiKyZ0nSIqIS2W7jVkvB7FuIF8YjVRMFIOh4PGjx+veUJrOJ9vXkU+Kioq6PTTT4+5QhoytqWxqovoAwDQK6fTyS0Jioiorq6O5s6dK6yxTEhICPr/CwsLuRwHr/1owWQyUVJSEvXp04eSkpIMe8MUiczMTHI4HGS326Pajt1uJ4fDgZsZiNgFF1zAdX+5ublc9xeIlh1J/mzevJny8/Np5syZ1NjYyHXfBQUFht4fAEAswnU2AMgqMzOTqqqqyGKxqLI9i8WCJCgwLIfDQVlZWVHfn7733nu0a9culY4qOD33UyqRn59PVVVV5HQ6qbi4mGw2G5nNZq/HmM1mstlsVFxcTE6nk6qqqgyVBEVElJaWRpWVlZ3+9miZzWaqrKwMWcGDd9+RLH1VnioqKjTvuyotLaWKiopOv8e9hlgYN5BPRkYGLViwgFavXk2NjY3U0tJC9fX11NLSQo2NjbR69WpasGCB8GQUGTQ2NtLkyZO5VPWrq6ujcePGkdPpDPnY/Px8zfus7XY7TZkyhTIzMykvL0/TfblYrVZ87sALEqEAIsR70Jjo1MV4dXW16jddoZjNZkpMTAz6GJ4nTjCmtLQ0KikpofLycrJarWE912q1UkVFBZWUlBii5DaIM23aNK77kyVJZsOGDUL2W1paSllZWYpu0NSCmy8AAAAA4AkDeAChuaolqFVx5+DBg9StWzdVthVILPVTYtBbbGIrJnQRLVq0iMt+Fi9ezGU/EB6MG8gLiYLBzZkzR7Pl8PxpamqiSZMmKZp4vHTpUtXOab4sFgstWbLE/TMKaYAoWBoPIEK8S9K6WK1W6tatm5TlcEWXCQZjQYlV4MmzXOm1115Ln332meb7lKWEPmOM0tLSuMxMCYT38h48y//GSsc4AMo+AwBEB+1obMAyUwCdadmf2KVLF+ro6FB9u+injF2NjY00d+5cKi0tjXgbdrudlixZEtbnx2q1clmdQpa+Kk9OpzPmllUSRS/Xoxg3AD3g1f/sT6ClPn3xXMZb1PKmIuilLY0FSIQCiIDoQePZs2fTSy+9xG1/xcXFtGDBAkWP5XnihNgRS2uxgxieF6dr166l2bNna75PWZJkWlpaKCUlRfRhcO9IjqWbLwAecJMPABAdtKOxBQN4AD/T+t4sPj6e2tvbVdse+imBiH9iayxP6CouLqaFCxdy3Z/SsRCj0eP1KMYNQFa8ElgDKS8vp/z8/JCPczqdNGnSJFUS0i0WC1VWVvq9RoqlQhp6bEuNCkvjAUTg0KFDQitn8BZOOVyRZYLBuFBiFXiaMGECXXvttZruQ6YS+mp2CEejrq6O5s6dy21/PMv/AgAAAAB4wjJTAKdUVFRomgRFdOqet3fv3qpsC/2U4JKfn09VVVXkdDqpuLiYbDYbmc1mr8eYzWay2WxUXFxMTqeTqqqqIu4Lys/P13zJOpn6qjxt2LDB0PuD6GDcAGTkdDqFJkERKV/qk9cy3mlpaVRZWdnpXBkts9lMlZWV0iRBgVxQEQogAg0NDZSeni5s/zabjdra2qQuhyuqTDAAQCR8s/S7d+9OI0aMiIkZCrJUhHJROltFDahiCKAezHYCAIgO2lEAiEW8qiWMGTOGhgwZgn5K0JTWlWliqZqGi4iVOcxmMzU2NsZkQg2uRwHUwbuSXSDhLvXJo9ohrwpUIqEtlQcqQgFEQHSDtWnTJrr//vu57KuwsDCi56WlpVFJSQmVl5eT1WoN67lWq5UqKiqopKREupsvAIgNsTRDISkpSfW/MxpKZ6uoAVUMAQAAAAAAxOBZLWH9+vVUVFSEfkrQlNaVaWKpr8pFxMocTU1N1NraynWfAGAsslSWC7fqJo9qh7wqUAEQoSIUQEREzETw1dLSQrfeequm5aPtdjuVlJSosq2tW7dSWVkZbdiwgTZt2uT12pnNZsrJyaHc3FwqKChA6XcA4C5Qln4szFAgOlVpcM2aNaIPwy3c2SrRQhVDgOhhthMAQHTQjgJArOFdLaG4uJgWLFhAROinBH2Llb4qInErc9TX11OfPn2471c0XI8CRE+G8WMXm81Gq1evjmobWlY75FGBSgS0pfJAIhRAhEQPGtfX15PJZNJlOVytywQDAIQr2MVpLCTJyFKu18Wzg5ono958AfCAm3wAgOigHQWAWMO7bzXQYCD6KUGPYqGviujUZPCUlBQh+01KSuK+X9FwPQoQPVHtlj96WerTaAnqaEvlgUQogAiJHjR2XYxv3ryZJkyYQM3Nzapt22w2Y2kfAIgpSi5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",
"text/plain": [
"<Figure size 2400x1800 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mpl.rcParams['figure.figsize'] = (8, 6)\n",
"\n",
"result = seasonal_decompose(df)\n",
"result.plot()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "42a8a192-e6b4-43e1-a817-5bd44c532333",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x1500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (8,5))\n",
"\n",
"plot_acf(df, ax = ax)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "3d8cb39f-9e4a-47c5-a86f-630313f3d364",
"metadata": {},
"outputs": [],
"source": [
"#Loading the pandas dataframe to a TimeSeries object as required by the Darts library\n",
"series = TimeSeries.from_dataframe(df)\n",
"\n",
"start = pd.Timestamp('123115')\n"
]
},
{
"cell_type": "markdown",
"id": "a115a376-fbd7-4b1a-82ea-7a9e4d215262",
"metadata": {},
"source": [
"### Creating Utility Functions"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "828d8a5b-bd87-4a18-a544-4210574f7ce6",
"metadata": {},
"outputs": [],
"source": [
"def plot_backtest(series, forecast, model_name):\n",
" idx = -144\n",
" series[idx:].plot(label='Actual Values')\n",
" forecast[idx:].plot(label= 'Forecast')\n",
" plt.title(model_name)\n",
" plt.show()\n",
" \n",
"def print_metrics(series, forecast, model_name):\n",
" mae_ = mae(series, forecast)\n",
" rmse_ = rmse(series, forecast)\n",
" mape_ = mape(series, forecast)\n",
" smape_ = smape(series, forecast)\n",
" r2_score_ = r2_score(series, forecast)\n",
" \n",
" dict_ = {'MAE': mae_, 'RMSE': rmse_,\n",
" 'MAPE': mape_, 'SMAPE': smape_, \n",
" 'R2': r2_score_}\n",
" \n",
" df = pd.DataFrame(dict_, index = [model_name])\n",
" \n",
" return(df.round(decimals = 2)) \n",
" "
]
},
{
"cell_type": "markdown",
"id": "f8f3df4b-ee77-4a33-94db-b4df84034090",
"metadata": {},
"source": [
"### Creating a Naive Forecasting Model"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "23b13524-57dd-4ee8-90f6-132cfcf7b107",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "2ed4aa9eb30042b18a28e5a42603ba37",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/62 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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zvfrqq3baCdnb8ePHccUVV+DQoUNibXp6ulVrr8kEdNumzgMA3l4BNDUbW0CaGpydnX3e+d29TWNjo3IkOgDMnj0bPj4+drnfrj06rvqljsZmuTbdDc97BwCTSUNShLom+5wsPTo6WlzTkee+t7a2Ys2aNcqaSy65BL6+vg7bA7knhu9ERERERERERERERD2ILee9n+vbb791ynnIZJ26ujrMmzcPZWVlYq2maZg/f75V69t63nunk7XA4o3GaqVz348fP44jR450az/ubMOGDcqx+4D9znvfe0THlU/rqDkj1w4KBmYm2eW2DjFRGD2fuxtnH9oYNmwYgoKClPWODN937NiB06dPK2uuvPJKh92f3BfDdyIiIiIiIiIiIiKiHmLfvn1icB4aGiqu89prr9lrS2QHzc3NuP7665GVlWWo/plnnkF4eLjh9c1mHat2qmtCB8rrvPqlsQBfCt8BIDc319BaPZGzznv/vlrH5U/pqFKfUHDWv5/Q4O3lnmPnAWBilHpvJ2uBQ8c6fq1pmjh6vri42F5buwjPeydLGL4TEREREREREREREfUQRrre//Wvf4mjjt999100NDTYa1vUDe3t7bjjjjvEMeWd7rjjDvzhD3+w6h455cDxGnXNEzdpiB2rrtlaCBTskQP42NhYeHl5qffUS89913VdDN+TkpIQFhbWrfvUntEx5+c69hw2Vv/XhzTcfKn7Bu8AkBwp1+ScM3peCt+3bNnisOMNpJ/F48aNQ0SEMEefeiWG70REREREREREREREPYR03ru/vz+uueYa3Hrrrcq6mpoafPzxx/bcGtlA13U8/PDDWLJkiaH6efPm4e2334aHh3Xxzsodcs3cdODh6+Rw1kj3u7e3N+Li4pQ1vTV8Ly4uxv79+5U13e16b2zWce2vdeTtNlb/9K3AL2537+AdACaMAbzVz2wgZ/cPn7/ExERlbVVVFSoqKuyws/MdO3ZMnFIxZ84caJr7f83J/hi+ExERERERERERERH1AC0tLVi3bp2y5rLLLoOPjw8eeughcb1XX33VXlsjG/3mN7/BG2+8Yah26tSp+Oyzz8SO8q5I570PHwTEjwPuuhLw76de64PVQF2DHMBLo+d769j55cuXizXdOe+9rU3Hrb/X8V2+sfr75gF/e7hnhMBenhoShNMUcs/pfJ8xY4a45saNG7u5q4utWbNGrOHI+b6L4TsRERERERERERERUQ+wefNm1NfXK2s6A59JkyYhOTlZWZuVlWX4jHGyvxdeeAHPPvusodr4+HgsW7YMfn5+Vt/nVJ2O7cLR13MmdZyhHeSv4fbZ6tozjR0BvET6/B04cAAnTxo8rLwHkUbOh4SEYPLkyTatbTbr+P/+puOrLcbqr5sGvP601qM6sKXR8znndPsnJiYiODhYWf/tt992f1MXkEbOe3l54ZJLLrH7falnYPhORERERERERERERNQDGDnvvTN81zQNDz/8sFjP7nfXePfdd/HUU08Zqh07dixWrlyJAQMG2HSvNZmA2ayumZv+QzhrdPS8dJa21PkO9L7u95qaGmzevFlZM2fOHJhMJqvX1nUdP39Fx7vyjwEAwMwk4OP/p8HTs+cE7wAwMUq938PHgWOnOj57JpMJ06dPV9Zv3LjRrue+m81mrF6tfvpk2rRpCAgIsNs9qWdh+E5ERERERERERERE1ANI572PHz8eY8eOPfv722+/HUFBQcrXLFq0CDU1NfbYHhm0bNkyPPDAA4ZqQ0NDsXr1agwfPtzm+63cqQ4eTSZgdsoPv0+O0jB5gnrNXZXAtkJ1TUJCgthx3dvOfV+9ejXa29uVNbaOnP/rh8ALnxqrTY4Elv5Zg69PzwreAbnzHQByz+l+nzlzprL20KFD2Lt3bzd39YO8vDwcO3ZMWcOR830bw3ciIiIiIiIiIiIiIjd36NAhFBaq0865c+ee93t/f3/cfffdytc0Njbivffe6/b+yJjvvvsON998sxjQAkBQUBBWrlyJiIgIm++n6zpW7lDXTIkF+geeH9Ia6n5fqg71/f39ER0drazpbeG7NHLew8MDV155pdXrvrFMx69fN9a9HTkCWPmchuCAnhe8A0BCeMcDISo555z7LoXvgH1Hz1szgYT6JobvRERERERERERERERuztbA56GHHhJf99prr9l1LDN1raqqCtdffz2amprEWl9fXyxbtgxJSUndumfBHqBKOFZ9zqSLQ9qbLwUGBKpf9+kG4ERN90bP96ax82azWZxOMWXKFAwcONCqdbcX6XjoeWPfn8MHAauf1zBkQM8M3gGgn4+GmFHqmtzdP3w9kpOTERio/rBu3LjRHlsDIP8sHjZsGOLj4+12P+p5GL4TEREREREREREREbk5KfDp169flx2gsbGx4pnIJSUldg2nqGu/+tWvcOrUKbHOZDLh008/xYwZM7p9zxXb5Zq5ky/+s34+Gu6be/Gfn6ulFXhbnTUjOTlZeb28vBynT58WdtgzZGVl4fjx48oaa0fO67qOn7ygw2yWawcEAque0zBmWM8N3jslR6mvn9v57unpiWnTpinr7fXzrba2Flu3blXWzJkzRzxugXo3hu9ERERERERERERERG6stbUVa9asUdbMmjULvr6+XV57+OGHxXu8+uqrNu2NjDl48CA++ugjQ7ULFy7ENddcY5f7Sue9DxkAJFk4Y/tBA6Pn//OVDrPZ8j2kzncAyM/PF2t6AmnkPGB9+L4h5/zzzS3x8wW++auGuHG9I/SdGKn+e+w5DNSe+eFzJ42e379/P/bt29ftfa1bt048MsLakfP1jZw60tswfCciIiIiIiIiIiIicmPbt28Xu4MvPO/9XDfccAMGDx6sfP3nn3+Oo0eP2rQ/kv3zn/9EW1ubWPfCCy/g7rvvtss9T9fr2LJLXTNnEuDh0XXQGTVSw2Up6tfvOQysybJ83cjY/N4yel4K30eMGGH1OPJ/fCYHs54mYMkfNUyJ6x3BOyB3vgNAXsUPv541a5ZYb4/u91WrVimve3h4YPbs2Vated0zOtIfNmHhqkAcr2Vs2xvwXSQiIiIiIiIiIiIicmPSOdKAutvSx8cHDzzwgPL1bW1teOutt6zeG8lOnTqF119/Xaz79a9/jSeeeMJu912XDbSpm3QxZ7I6sH3YQPf7q19aDogHDBiAsWPHKl+fk5Mj3sPdVVVVITs7W1kzb948q8aRlx3Q8bV6wjk0DXjvN5r4PvY0SRFyzbmj5ydOnAh/f39lfXfDd13XxeM/Jk2ahIEDBxpe89AxHetzgNzdGv700UBk/GwE7nt+CD7doKGxmR3xPRXDdyIiIiIiIiIiIiIiNyYFPuHh4YiMtDA7/L9+/OMfi8Hf66+/Lo5UJuu99tprOHPmjLLmyiuvxP/93//Z9b4rdqjDO00DrkhTr3HtNGBYiLpm2daOENESafR8b+h8l75HAetHzr+4WA5fn7wZuG127wreASA4QENEmLomd/cPXx8vLy9MnTpVWf/tt992a0+lpaU4cOCAssbakfMfrgH0c97mdrOGjQX9cNf/mRB6nY77/2JWfm+Re2L4TkRERERERERERETkpo4ePSqGk0YCn7Fjx4p1Bw4cEMcqk3Wamprw0ksviXXPPPOMVV3REl3XsXKHumZSDBASrL6nl6eGHwnHz5vNwFuKievJycnK1xcVFaGpqUl9EzcnjZz38fHBZZddZni9k7U63hEGXniagCdu7n3Beydp9Py5ne+APHp+7969OHjwoM37MfKAhTXhu67reG+V5WC9rgH4YDXg52t4SXITDN+JiIiIiIiIiIiIiNyUkTBcdd77uR5++GGx5uuvvza0FhnzwQcf4OjRo8qayZMnY/r06Xa9b/E+4OAxdc1cg6PKf3S1BpNJXfPNNts739vb27Frl3A4vRurq6vD8uXLlTWzZs0Sx6Kf6/VlQGOzuuaWS4Gwwb03fJ8Yqf67lewHGpp++NzNnDlTXLM7o+el8H3gwIFITU01vF5uecf3qcrVU4CBQb33Pe6tGL4TEREREREREREREbkp6bx3b29vseOz07x58zBy5EhlTX5+vtGtkcBsNuO5554T637+85/btesdgNj1DgBzJhtba8QQDddkqGt2VQLt7V0H8FL4DvTs0fNLlixBY2OjssaakfMtrTpeXiKPGu/NXe8AMFHofDebOz53nVJTU9GvXz/la2wdPd/Q0CAG91dccQVM0lMq53h/tfwe33Vl736PeyuG70REREREREREREREbqitrQ2rV69W1sycOdNwR63JZMLtt9+urCksLISu84xhe1i2bBnKysqUNREREbj++uvtfm/pvPeQYCB1vPH17rxcHQI2tQB7jnR9LTQ0FMOGDVO+Picnx/hm3Mz7778v1lx99dWG1/t0A1B1Ul0zIxFIGd+7g1lp7Dxw/uh5b29v8dx3Wzvfv/vuOzQ3q0cRXHnllYbXa2vT8dFadc3AIGBeuuElyY0wfCciIiIiIiIiIiIickOZmZk4deqUssaaM4YBICkpSXn99OnT3ToXmX7w97//Xax56qmnrOqWNeJMg45NBeqaK9IAk8l4eJsUKdcUVlq+JnW/99Tw/eDBg9iwYYOyJiMjA2PHjjW0nq7reOETdr0DwOD+GkYMVtfklJ//tZJGz1dUVODw4cNW78XIee/WhO+rM4Fj6h/tuOVSwMe797/PvRHDdyIiIiIiIiIiIiIiNySNnAeMn/feKT4+Xqzpyedvu4stW7Zgy5YtyprBgwfjnnvusfu9N+QCLa3qGqPnvXcaOwzw81XX7FKE78nJycrXFhQUoLVV2LQb+vDDD8VJEXfffbfh9TbmAbm71TXhYRCPAegtkoWHPi78Wjnq3HcpfE9MTBSnO5zL0Mj5Kxi891QM34mIiIiIiIiIiIiI3JAU+IwaNQrR0dFWrRkVFQUvLy9lDcP37jPS9f7YY4+JZ1TbYqUwch7o6Hy3hoeHhtgx6ppdlZbvK3W+Nzc3o7S01LpNuZiu6+LIeW9vb9x8882G1/zHp/J79/gCzaqpBT2ZdO77rkqgte2Hr9mkSZPg66t+SsTa8H3v3r3i8RHWTCCpPaPjy03qmvAwHemxhpckN8PwnYiIiIiIiIiIiIjIzRw/fhxZWVnKmrlz50LTrAvhvLy8xMCe4Xv3lJaW4quvvlLW+Pn54eGHH7b7vXVdx4od6pqU8UDoQOvD2/hx6uuqzncpfAeA3NxcK3fkWrm5uSguLlbWXH311RgwYICh9XYf1LFsq7omOAC4z7phFz3axCj157SlFSje98PvfXx8MGXKFOVrrA3fV61aJdZYE74v2Qg0tahr7phttvpnO7kPhu9ERERERERERERERG5m9erV4jhra8977ySNni8sLLRpXerw/PPPi+/d//f//X8ICQmx+713HwL2Vqlr5kyybe24ceowsOIw0Njc9d971KhRYgjd0859f++998Qaa0bOv7hYh/CxwY+vAQL8+k4oK42dB4Cc8vN/P2vWLGV9WVkZqqqEb5JzSBNIAgICkJFh/BwAIyPnb7tMriH3xfCdiIiIiIiIiIiIiMjNSOe9e3l54bLLLrNp7bi4OOX1kpKSHnn+tjs4evSoGMqaTCY88cQTDrn/iu1yzdx028JbqfPdbAZK9nV9TdM0sfu9J4XvbW1tWLRokbImJCQEc+caa1OvPq3jbfW3PEwm4NEb+k7wDgAjhgCDgtU1OeXnB9VGzn3/7rvvDN2/paUF69evV9Zceuml8Pb2NrTe/qM6vhUGPKRGNWHccEPLkZti+E5ERERERERERERE5EbMZrM46njatGkIDAy0aX2p8721tRXl5eXKGuraSy+9hJYW9Uzpm2++GWPGjHHI/VfuVHfM9g8AJsfYtrYUvgPq0fPJycnK1+bl5cFsNlu5K9dYvXo1jh07pqy55ZZbDIeybywDGprUNTfNAkaG9q3wXdM0sfs9d/f5v588eTJ8fHyUrzE6en7btm2oq6tT1lgzgeTDNXLN/Ix6w+uRe2L4TkRERERERERERETkRrKzs3HixAllja0j5wE5fAc4et4WdXV1eOWVV8S6n//85w65f2Oz3FV7eRrg6WlbgBs6UMPg/uqawr2Ww3+p872urg579uyxYWfOZ8+R861tOl7+XB4z/sRNfSt47zQxSn09rwJob//h6+fr64v09HTla7799ltD9/7666/FmiuvvNLQWrqu4/1V6vfZ21PHvEkNhtYj98XwnYiIiIiIiIiIiIjIjUhnDAMwPM66K6NGjRK75nft2mXz+n3Vm2++idraWmXN7NmzxQ5wW23MA5rUTfeYO7l7AW7cWPV1Vee7FL4DQG6u8PSAG6itrcXSpUuVNZGRkZg0aZKh9T7bABw+rq6ZGg9MmtBXw3f137u+Eag4fP6fSaPnS0pKxMkFR48exWuvvaasiYqKwrhxBkZCAMgqBUoPqGsuS25AsH/PmP5AljF8JyIiIiIiIiIiIiJyI9J572FhYeK57SqapomvZ/hundbWVvzjH/8Q637xi184bA8rtsvd01cay4MtkkbPq8L3yMhI+Pv7K1/fE859X7JkCZqa1DPi77rrLmiaHJbruo4XPpXftydv7pvBOwBx7DwA5FxwSoY9zn3/n//5H5w5c0ZZY80EkvdXy+8zR873DgzfiYiIiIiIiIiIiIjcRHV1NXbs2KGsmTNnjqFgT0UaPc+x89b55JNPcPDgQWVNUlISZs+e7bA9rNypvp4YAQwf1M3PTbj69UdOANWnuw4ZPTw8kJSUpHx9TwjfjYycv/POOw2ttbkAyC5T14wdBlw3zdByvVJ4GBDop67JKT//M5eeng5vb2/la1Sj5/Py8rBw4UJxb1dffbVYA3QcLbBorbpmQEA7ZiQ0GlqP3BvDdyIiIiIiIiIiIiIiN/Htt9/CbFaPHe7Oee+dpM73yspKseuTOui6jr/97W9i3c9//vNuPzRhyYHvdZSrs3/M6WbXOyCPnQeAwm6Mns/NzYWuyx3CrrJ//35s3LhRWTN9+nSMHWvgCwUY6np/fIEGk6nvdr57eGhi93vu7vN/7+fnJ479t/Q+6rqOJ598UvwcxsXF4bLLLlNv7L9W7gBOqE+kwDXp9fD2NLQcuTmG70REREREREREREREbmLz5s3K6yaTyS7d01LnOwAUFRV1+z59werVq8Ux/aNHj8ZNN93ksD1sMXBKwNz07ge4sQYyZdXoeem8+xMnTuDQoUNW7sp5PvzwQ7HmrrvuMrTWnsM6lqq/3RHkD9x/laHlejUpfM8px0VhuTR6vrCwECdOnLjoz7/66its2LBB3NPzzz8PDw9jMStHzvctDN+JiIiIiIiIiIiIiNzEli1blNfT0tLQv3//bt/HyJnxHD1vjJGu9yeeeAJeXl4O28OWXepwr58PMCW2+/cJ9NMwdpi6pnCv5b1Ine+A+46e13VdHDnv4+Nj+CGLFxfrkJr8f3R1x9e8r5sYpf4anKoD9h89/89mzZolrnvhue8tLS14+umnxdfNmzcPV1xxhVgHADV1Or5S/1hH5AgdCeNaDK1H7o/hOxERERERERERERGRG2hsbBSDx2nT7HP486BBgzB06FBljdTNTUB2djbWr1+vrBkwYAAeeOABh+5jq/CcxOQJgLeXfUJcafS8qvN9woQJ4lncubm5NuzK8bKyslBWpj6g/dprrzX0cExNnY6Fy9U1Hh7AozcyeAfkznfg4tHzU6ZMgaeneo77haPn//3vf6OiokL5GpPJhOeee07e0H999i3QLOTqd15uhoNOpCAXYPhOREREREREREREROQGMjMz0dbWpqyZOnWq3e4njZ5n+C4zEsL95Cc/QUBAgMP2UNegI3+PumaqPOjAsPhw9fXCvRePAO/k5eUlfu7ctfP9/fffF2uMjpx/82ugvlFds2AmMHooE1kAiBkN+Kqf2UBO+fmfOX9/f6SlpSlfc274fvLkSfzhD38Q9/Lwww8jJiZGrOv0/ip55Pytl8k11HMwfCciIiIiIiIiIiIicgPSyHkAyMjIsNv9pBCUY+fVzpw5g88//1xZ4+Pjg0cffdSh+9hRDJjN6pqp8fYLcePHqdeqPQMcOmb5ujR63h0731tbW7Fo0SJlzaBBgzBnzhxD6xk5A/yJmxm8d/L01JAgPPRxYec7II+eLygoQHV1NQDg97//PWpqapT1/fv3x+9//3v1Rs6x94iOTQXqmplJwBj1EBLqYRi+ExERERERERERERG5ASl8j4iIwJAhQ+x2P+nc92PHjuHYMUWK2sdt2bIFLS3qedL33HMPQkNDHbsPAwMK0u1w3nsnaew8oB49n5ycrHztoUOH3O5zt3LlSpw4cUJZc9ttt8HLy0tc63iNjgJhUsGUWCA9luH7uaTR8znlF//ZzJkzla/RdR2bNm1CSUkJXn31VXEPv/vd7xASEiLWdfpgjVxz1xV8n3sbhu9ERERERERERERERC5mNpuxdetWZY09R84Dcuc7wNHzKt9++61Y89RTTzl8H1t2qbuoY8cCAwLtF/CNHwV4qY/SVobvUuc74H7d7/YcOf9dnlzzs5sYyF5oYpT6a1J1Ejh68vzvhYyMDJhMJuXrNm7ciKeffhrt7e3KusjISPz0pz81tll0BPvSyHlfb2DBLMNLUg/B8J2IiIiIiIiIiIiIyMVKS0tx6tQpZY29w/cJEyZA09SBFkfPW3buedFdSUxMRFRUlEP30N6uY3uxusae570DgJenhuhR6prCvZZDx/j4eHh4qOMpdwrfa2pq8NVXXylroqOjkZqaami9jfnqQNbTBFw1xfD2+gyp8x24ePR8YGCg+L4sXLgQy5cvF9f++9//Dm9v4eD5c+wsAXYfUtdcNw0IDuCDFr0Nw3ciIiIiIiIiIiIiIhczct67vcN3Pz8/REREKGvY+d61+vp6ZGZmKmukkdf2sKsSqGtQ19jzvPdOcePU11Wd735+foiJiVG+Picnx4ZdOcZnn32G5uZmZc1dd90lPsjSaWOe+npaNODfj4HsheLHAUITu02j52tra8V7X3LJJbj22mvFunO9t1L9kAUA3HUl3+feiOE7EREREREREREREZGLSSPnBwwYgOjoaLvfVzr3neF717Zt24a2tjZljTPC960GBhNMlU8XsFr8OHVoWLIfaG2zHD5Ko+fdqfPdyMj5O+64w9Ba1ad15YMJADAr2dBSfY6vj4bYMeqa3N0Xf+a6+32oaRpeeOEFww9XAEBLq46P16trBvcHrkjr1tbITTF8JyIiIiIiIiIiIiJyManzPSMjQxzVbQvp3PeioiKYzWa737enM3Le+4wZMxy+D+m899CBwLjh9r9vvND53tIKVChGbicnqxPmiooKQx3JjrZ3715s2rRJWTNr1iyMHj3a0Hrf5QO60BA9M4nd0JZIo+e76nyfNm1at352PvDAA0hKSrLqNSu2A9Wn1TW3z+44woF6H4bvREREREREREREREQudOzYMezevVtZY++R852k8L2+vh779u1zyL17Mum897i4OAwaNMjh+9gidL5PjYNVHbtGxY2Va1Qd3lLnOwDk5eUZ35CDfPDBB2LNXXfdZXi9jXnq5N1kAjLUwyj6tIlR6s/y3irgVN35X+OgoCBDn7euBAQE4I9//KPVr3tvFUfO92UM34mIiIiIiIiIiIiIXEgaOQ90dL47gjR2HuDo+Qs1NjZi586dyhpnjJw/fFzH/qPqmow4xwR8o4cCgX7qml2VlgNII53Erh49r+u6OHLe19cXCxYsMLymdN57ShQQ6MdQ1pKJUXJNXhfPMc2aNcum+z3zzDMYOnSoVa85Vafj623qmpjRxv4u1DMxfCciIiIiIiIiIiIiciFp5LynpyfS0hxzOHBERAR8fHyUNQzfz7d9+3a0tLQoa5wRvm8x8LY44rx3oKObXup+V3W+BwcHIzw8XPn6nJwcG3ZmPzt27BAnUlx//fUICgoytF5NnY68CnXNrCSDm+ujEiMAaZBDV6Pnbfl+HD16NJ544gmrX/fp+o5jF1TuvlJzyEQKcg8M34mIiIiIiIiIiIiIXEgK3ydOnAg/P6HN2Eaenp6YMGGCsqawUJht3scYOe/dOeG7erS1r7dju2vjhHPfC/eqr0ujwF0dvktd74B1I+c3FfC89+4K9NMQOUJdk1N+8Rd52rRpVofdf/3rX+Hr62vVawB55LymAXdcbvWy1IMwfCciIiIiIiIiIiIicpGmpiZkZ2craxx13nsnafQ8O9/PJ533HhMTgyFDhjh8H9J572nRgLeX48Lc+HHqtSuPAPWNloPI5ORk5etLSkrQ0NBg0966q6WlBR9//LGyZsiQIbjiiisMrymd9+7hAUxLMLxcn5Ucqb6e28Wwgv79+4uft3NlZGTg5ptvtnJnwJ7DOrYK35ezkoCRoXzIojdj+E5ERERERERERERE5CLZ2dniCHNHh+/x8erZ5GVlZWhubnboHnqKpqYmbN++XVnjjK73+kZ5hLmjRs53ihc633UdKFJ0v0ud72az2WUPfixfvhzV1dXKmttvvx2enp6G19yYr74+MQoI8mcoK5kYpf4alR7o+qEPa74v//GPf9g0Fv59oesdAO6ew/e4t2P4TkRERERERERERETkItLIecD14Xt7ezvKysocuoeeYufOneKDCM4I33eWAO3t6pqp8Y4N+aQz3wH16Hkjnci5ublW7Mh+PvjgA7HGmpHzp+v1Ls8iP9fMRMPL9WnSUQq6DhTsufjPjX5f3nHHHZg0aZLV+9J1HR+sUdf08wFudPyPB3Ixhu9ERERERERERERERC4ihe/jxo3D0KFDHboHaew8wNHzndznvHe5ZkqsY/cwqL+GoQPVNbsqLXcCDxkyBGFhYcrXu+Lc97a2NqxcuVJZM2HCBKvGmG8uAMxmdQ3PezdGGjsPoMsHHaZPny52s/fr1w/PPvusTfsqPwjsOayuuX56x7n11LsxfCciIiIiIiIiIiIicgFd17F161ZlTUZGhsP3ERYWhv79+ytrGL53kM57j4qKwrBhwxy+jy2F6vHW0aOAkGDHh3zS6Pldlerr0uh5V4TvJSUlqK+vV9bcfffdVo0ll8571zRgOs97NyQkWMOoUHVNTvnFX++BAwciLS1N+bqnn34aI0eOtGlfmaVyzd1XMnjvCxi+ExERERERERERERG5QHl5OU6cOKGscfTIeQDQNE0cPV9YWOjwfbi7lpYWbNu2TVnjjK53s1nHtiJ1jaPPe+8UJ4TvqrHzgDx6fteuXWhtbbVyV92TlZUl1ixYsMCqNaXz3pMigP6BDGaNkrrfc3d3/efPPPOMxdeMGTMGv/jFL2zeU1ap+gGLIH9gdorNy1MPwvCdiIiIiIiIiIiIiMgF3OG8907S6Hl2vgOZmZlobGxU1syaNcvh+yjaC9SeUdc4+rz3TvHj1Pf5vho4XmM5lJQ631taWlBcXGzT3mwlhe8hISEYN0546uAcZxp0ZJWpa2YmGV6OAEyMUn/uCvcCLa0Xf+6uvfZaPProoxf9eWhoKFavXo2AgACb9yS9x6njAU9PPmDRFzB8JyIiIiIiIiIiIiJyASl8Dw4ORmysgw/u/i+p8/3AgQOora11yl7clduc925gCIGzOt+lsfMAsGuP5WtS+A4Aubm5Vuyo+6TwPTU11aqR81sKgfZ2dQ3Pe7fOxCj19da2jodULqRpGl566SWsWbMGTz31FG6++Wb8+9//RmFhISIjDRwmb0F7u26x275T6nibl6cextPVGyAiIiIiIiIiIiIi6ouk896nTJkCDw/n9NBJ4TsAFBUVOeUMenclnfceHh6OsLAwh+9jq3De++D+QOQIh28DADBhTMd55bpiS4V7gUstjNseMWIEQkJCcPLkSYuvz8nJwb333tutfRrV2tqK/Hz1jPjU1FSr1pTOewd43ru1pLHzAJBTDiRbCOlnz56N2bNn220/pQeAhiZ1TWo0H7DoK9j5TkRERERERERERETkZCdPnkRpaamyxlkj5wEY6rDvy6PnW1tbxUkFzuh6B4AtwtuQEQerOrO7w89XQ/hwdc2uSsvhs6ZpYvd7Tk6OLVuzSVFREZqbm5U1KSnWHdy9MU99PSEcCAlmMGuN4YOAIQPUNTnl8kMP9pKl/lEOAEhh53ufwfCdiIiIiIiIiIiIiMjJpK53wLnh+4ABAzBihLpdui+H79nZ2WhoaFDWOOO896MndVQeUdc467z3TtLo+V2V6utS+J6Xlwez2WzlrmwjjZwHrOt8r2/UsbNEXcPz3q2naZo4el4aA29PWWXqoH9AIDB2mJM2Qy7H8J2IiIiIiIiIiIiIyMmkLmqTyYRJkyY5aTcdpNHzhYUGDhvvpTZt2iTWOOW8dwPPP2TEOXwb54kTwveivYDZbDmcTE5OVr6+vr4eu3c7J0mVwvchQ4aID6mca1sR0Cad957IrndbSKPn8yo6zmJ3hqwy9fXU8c6bRkGux/CdiIiIiIiIiIiIiMjJpPA9KSkJ/v7+TtpNByl837VrF3TV4d692Hfffae8PmbMGIwaNcrh+9ginPfu7QWkCB3B9hY/Th0qnmkE9h+1fF3qfAecN3peCt9TU1OtClGNnPc+I8nwcnSOiVHq96GxGSg76Ph9tLbpyBOeDUmNdvw+yH0wfCciIiIiIiIiIiIicqLm5mZkZmYqa5w5cr5TXJy6Zbq6uhpVVVVO2o37aGtrE48JcJfz3lPHA74+7jV2HlCPng8PD0dgYKDy9bm5uVbuynrNzc0oKChQ1lgzch6Qz3uPHQsM7s+OaFtIne8AkFvu+H0U7wOaWtQ1qeP5HvclDN+JiIiIiIiIiIiIiJwoNzcXzc3NyhpXhO9S5zvQN0fPFxUV4cyZM8oaZ5z33tisI0cIE6fKb6HdRYQBPt7qmsK9lq95eHggKSlJ+XpndL4XFhaitbVVWWNN+N7YrGOHdN57ouHl6ALjhgPBAeqanHLHT+rIFkbOA+x872sYvhMREREREREREREROZE0ch5wTfgeHR0Nk8mkrNm1y8Ch473Mjh07xBpndL5nlsjnh0+Nc36HraenhpjR6ppdleoQVBo9v3PnTrS1tVm7NatII+cBICUlxfB624uAFnWWj5lJ7Ii2laZpYvf71iLH7yOrTP3ZHhQMjBzi+H2Q+2D4TkRERERERERERETkRFL4Pnr0aISFhTlpNz/w9fVFZKQ6zWL4frGRI0dizJgxDt/HFgNDBzJc0PkOyKPnVWPnASA5OVl5va6uTjyqobuk8H3YsGEYPny44fWMnPc+M8nwctQFKXzPLAVqzzi2+z2rVH09NbrjQQHqOxi+ExERERERERERERE5ia7rYviekZHhpN1cTBo939fGzre3t4uh76xZs5wSrm3ZpQ4RI0e47vzwuLHq+5YdAFpaLe9/+vTp4j3Wrl1r9b6sIYXvVp/3nq++Hj0KCB3IULY7pieov37t7cDGPMfdv6VVR/4edU3qeMfdn9wTw3ciIiIiIiIiIiIiIifZs2cPjh07pqxxxcj5TlL4XlRUhPZ2YfZ5L1JcXCye9+6MkfNms46twnMPrjjvvZPU+d7W3hHAWzJu3DiMHTtWucaaNWts2JkxTU1N4oMl1oTvTc06tgkjz9n13n2zkgEPIelck+W4zvfCSvlogdTxfMCir2H4TkRERERERERERETkJO563nunuLg45fWmpibs2SO0evYi7nLee+kB4FSdumZqvOtCPil8B+TR87Nnz1Ze37Ztm/gghK0KCgrEM+WtCd93lgDNLeoanvfefQMCNbGzfK16oEG3ZJfLNanRjrs/uSeG70RERERERERERERETiKF74GBgWL3uSMZuXdfOvd9586dyuvDhw9HeHi4w/exxcCXfKr6uQmHChsMBAeoa3ZVqjuQpfC9ra0N3333nbVbM0QaOQ8AKSkphteTRs4D7Hy3l9nCMxGlB4BDxxzT/Z5Vql536EBg+CCH3JrcGMN3IiIiIiIiIiIiIiIn2bp1q/J6eno6TCaTk3ZzsXHjxqFfv37Kmr5y7rvZbHab8963FqpDvoFBwPhRDt+GRZqmid3vhXvV1y+99FLxPo46910K30eMGIHQ0FDD623MU79fkSOA4YPY+W4Ps1Pkr+O6bMfcO6tMfT1lPJzy84HcC8N3IiIiIiIiIiIiIiInOHXqFIqK1AdBu3LkPAB4eHggNjZWWdNXOt9LS0tRW1urrHHGyHlA7nzPiAM8PFwb8knhuzR2ftCgQUhOTlbWuCp8t2bkfEurjq3C8ynserefKbFAPx91zdps+3e+NzXr4mdaGolPvRPDdyIiIiIiIiIiIiIiJ9i2bZtY4+rwHZBHz/eV8N1dzns/dkrH7kPqmqlxru+ujRur3sP+o8Dp+u6Nnt+1axeOHj1q9d5UGhoaxIdirAnfM0uBxmZ1Dc97tx9fHw3TE9Q1a7MAXbdvAL+rEmhtU9ekRvN97osYvhMREREREREREREROYF03ruHhwcmT57spN1YJoXvFRUVaGxsdNJuXEcK30NDQxEVFeXwfUhd1EBH57urSZ3vAFAkjJ6XwncAWL9+vcEdGZOXlwez2ayssSZ835gn18xMNLwcGTA7VR1yH60GivfZ957SyHkASHH8jwdyQwzfiYiIiIiIiIiIiIicQArfExISEBgY6KTdWBYXp05yzWYzSkpKnLQb13Cn89637FJ37Hp5AmkxDt+GKM5A+C6N6Z42bRq8vb2VNfYePZ+dLR8InpKSYng96bz3ccOBkaHsiLan2QbenrXqkwWsll2mfp/DBgPDBvF97osYvhMREREREREREREROVhrayt27typrHGHkfOA3PkO9P7R88XFxTh16pSyxl3Oe58YBfTzcX3INyBQQ9hgdc2uSnVg6efnJ34frF271q4jxKXz3seMGYNBgwYZWqu1TccWnvfudIkRQEiwusbe575Lne88773vYvhORERERERERERERORgubm54qh2dwnfQ0NDxbCxsNDALPQe7LvvvhNrnBG+NzXryC5X10x1g5HznaTR84XC2HlAHj1/8OBB7N6924pdqUnhuzVd79llQL1wIsPMRNc/KNHbeHhouGyiuubb3I6HI+yhsVkXP8sp4/k+91UM34mIiIiIiIiIiIiIHGzr1q1ijbuE75qmiaPne3vn+6ZNm5TXBw8ejJgYx896zy4HWlrVNVPj3Sfkk8L3XZUQu9Yvv/xy8T72Gj1/5swZ8QgFu5/3nmR4ObKCdO77mUZgp51Oy8ivANrb1TXsfO+7GL4TERERERERERERETmYdN77iBEjMGrUKCftRiaNnu/N4buu62L4PnPmTCed9y7XTJVPCXCauLHqr8nJWuDoSfUaEydORP/+/ZU19grfc3NzxYcBrAvf1WuNHgqMGeY+D0v0Js489z2rVK5JYfjeZzF8JyIiIiIiIiIiIiJyIF3XxfDdXbreO0nh+5EjR1BdXe2k3ThXSUkJjh8/rqxx3nnv6jA3PAwIHeg+Ya7U+Q7Io+dNJhMuvfRSZc369evRLrUeGyCNnAeMj51va9OxqUBdMzPR0FJkg7HDNYwbrq6x17nvWWXqdUaFAkMGuM/3JTkXw3ciIiIiIiIiIiIiIgfat28fqqqqlDUZGRlO2o0xUvgO9N5z3zdu3CjWOCN813UdW4UvcYYbnfcOADGjAQ8hedpVKa8jnfteW1trKDiXZGdnK6+Hh4djwIABhtbK3d0x2lxlVjIDWUe6XBhSsL0IqGvofgCfXaa+zpHzfRvDdyIiIiIiIiIiIiIiB5K63gH363yPjY0Va3rr6HkpfA8JCTH09emu8oPAiVp1zdQ49wpzfX00RI5Q1+yqlMNPKXwH7DN6Xgrwed57zyKd+97Wbux9Uqlv1FG8X12TGu1e35fkXAzfiYiIiIiIiIiIiIgcaPXq1crr/v7+SEx0r3nUgYGBGDNmjLKmN3a+67ouhu8zZsyAh9TebQerM+UadzrvvZM0el4aOw8AERERGDVqlLKmu+H76dOnUVambmE2OnIeADbmqx8qGDEYGDvM8HJkg0uSAU3Ivddmda/zPa8CMJvVNSlR3boF9XAM34mIiIiIiIiIiIiIHKC9vR1PPvkk3n//fWXd5MmT4enp6aRdGSeNnu+Nne/l5eU4evSossYZI+ffXq7jyX+pQ8L+AcCEMQ7fitXix6nTz6K9QHu7+u+maZrY/b5161bU19dbvb9OOTk5Yo3Rzvf2dh3f5atrZiZ1/L3IcUKCNUwUgu+16pMGRFmlck0Kx873aQzfiYiIiIiIiIiIiIjsrKGhATfddBP+8Y9/iLXuNnK+U1yc+kDxwsJC6Hr3z092J0bOe581a5bD7q/rOn73lhn3/0VHW7u6dkos4OHhfmFu3Fj19cZmoPKIvI4Uvre0tGDz5s1W7Ox8Rs6MnzhxoqG18iuA08JzADzv3TlmC8MKivYCVSds/7mVVaZ+7dhhHQ8BUN/F8J2IiIiIiIiIiIiIyI6OHTuGSy+9FF988YWhencN36XO99raWhw6dMhJu3EOKXwfMGCA+HWxVUurjrv/T8cf3zVWPzXePQM+aew8YGz0/KWXXirWdGf0vBS+R0VFITg42NBaG4WudwCY6V4nS/Ra0rnvALBOHnpgkdT5nhpt+9rUOzB8JyIiIiIiIiIiIiKyk7KyMkyZMgU7duwwVD9o0CCHdlJ3h5GQuTeNnjdy3vv06dMdct77qTodVz6t44PVxl9z0yV234ZdjBsO9PNR1+yqlNcJDQ1FQkKCsqY74Xt2tnr+uNGR8wCwMU/dDT0sBIgYYXg56oap8YCPt7rG1nPf6xp0lB1U16SOd8+HYsh5GL4TEREREREREREREdnBpk2bMGXKFFRWGkgW/+uFF16Aj4+QVLpIVFSUeBZ9bwrf9+7di8OHDytrHHHe+74qHVN/ouPbXOOveXwBEDXSPUM+k0kTz6LfVWks/Lz88suV1/Py8nD8+HGDO/vBqVOnUFFRoawxGr7ruo5NBeoanvfuPP18NEwTnhtamw2bjszILQekl6XyvPc+j+E7EREREREREREREVE3LVq0CLNnz8apU6cM1Xt4eOCVV17BXXfd5eCd2c7b2xvR0eoZygUFQurYg2zbtk2ssfeUgswSHZMf0lGy3/hrHr4eeP6n7h3kSqPnC/YYW0c69x0A1q9fb2yxc+TkyHPHU1KEw8P/q/wgUH1aXTMryb3fr95mdor66334OFB2wPp1s8rkmolR1q9LvQvDdyIiIiIiIiIiIiIiG+m6jmeffRa33347WlpaDL3G398fy5Ytw8MPP+zg3XWfNHpeOje7J9m6davyekBAABIT7Xdw91ebdcx6XMcxY89rAAD+/rCGfz+hwWRy7zA3fpx6f+UHgdozcufx9OnT4eXlpayxZfS89LnVNA3JycmG1tpaKNdM53nvTjXbwNCCtTb86MoqU39mI8KA/oHu/b1JjsfwnYiIiIiIiIiIiIjIBq2trXjwwQfxzDPPGH7NsGHD8N1332HevHkO3Jn9SAFkeXk5ampqnLMZB5M63ydPngyTyWSXe728RMf1v9HR0GSs3scb+PR/NTx9m9YjxpcnR8o1RrqI/f39kZGRoaxZs2aN1SPEpfA9OjoagYGBhtbaVqS+d/8AIHqU4a2RHSRHAgOEt29ttvVj57NK1ddT1YNCqI9g+E5EREREREREREREZKW6ujpcc801eOONNwy/Ji4uDtu3b8fEiRMduDP7SktLE2t6Q/d7fX29OEJ/ypQp3b5Pe7uOJ/9lxmMv6uLZ0Z1CgoH1/9Bw0yXuH7p3ShkPSM8IZJYYW0saPb9//35UVlYa3FmH7Oxs5XWj570DwDah833yBMDDo+e8d72ByaThUuHH7IZcoK3NeABfe0bH7kPqmtTxfJ+J4TsRERERERERERERkVWam5tx+eWXY9WqVYZfM3v2bGzevBmjRvWsFtiUlBSx0zozM9NJu3GczMxMtLe3K2vsEb4/9LyOf3xqvD4iDNj+qoaM+J4V6gX5axg/Ul2TWWos+DRy7rs1o+dPnjyJvXv3KmuMhu+1Z3QU7VPXTIntWe9dbzE7Vf11P11vbPpCp5xyuYad7wQwfCciIiIiIiIiIiIissozzzyDHTt2GK6/9957sXz5cgQHBztwV44RGBiImJgYZc3OnTudtBvHkUbOA0B6enq37vHhah1vfm28fmo8sO1VDREjemZ4O0n9scFOg53vqampCAoKUtasWbPG4K7krvfOexqxswTiBIMpsYaWIjubnSLXrLFiaIcU1GuaseMWqPdj+E5EREREREREREREZNCRI0fw8ssvG67/wx/+gIULF8LLy8uBu3IsafR8b+h8l8L3qKgoDBw40Ob129p0/M+bxkdc33QJsPYFDYP698zgHQDSotV7P3QcOHpS/pp4enrikksuUdasX79enFzQSTomwcPDA0lJSYbW2lakvq5pHWPnyfnCw4AxQ9U1a7OMf09mCZMaokZ2THwgYvhORERERERERERERGTQv/71L7S2top1Xl5eeP/99/Hb3/5WHNvu7qTw/fDhw6iqqnLSbuxP13UxfO/uyPlPNwD7jhqr/cVtwMf/T4OvTw//3Aid7wCQWWpsLWn0/KlTp5Cbm2toLSl8nzBhAvz8/Aytta1IHcjGjgGCA3r2+9hTaZqG2cIAg21FwJkGYwG81PmeOt7gxqjXY/hORERERERERERERGRAfX09XnvtNbGuf//+WL16Ne68804n7MrxpPAd6Nnd7xUVFThx4oSyZvLkyTavr+s6/rZIDvg8PIBXn9Lw14c94OHR8wPbxHDA06SuccW571L4bnTkvNmsi53vU+IMLUUOMjtF/X3U2gZsKpDXqT6to/KIuiZ1fM//niX7YPhORERERERERERERGTA22+/jVOnTilrRo8ejS1btmDWrFnO2ZQTJCYmimPze/K5744+733VTiC/Ql3j3w9Y9qyGh67rPQGer4+GxAh1jdFz38ePH4+wsDBljZHw/dixYzh48KCyxmj4XnoAqD2jrpkS23vez57oUgPnvhsZPZ9TLq+TGm1gQ9QnMHwnIiIiIiIiIiIiIhK0t7fjH//4h1j35ptvYsKE3nXIs4+PDxITE5U1PbnzXQrfAwICEBNjYIa6BX/9SA73/vc+DfOm9L6gNk0IJDNLOyYDSDRNw+WXX66s2bx5MxobG5U12dnZ4r2Mhu/bCuWaKbGGliIHGdxfQ1Kkumat/JFAlnA8gocHkCQ8aEJ9B8N3IiIiIiIiIiIiIiLBl19+icrKSmVNYmIiLrvsMiftyLmk0fNZWVmGQlR3JIXvSUlJ8PCwLU7ZUazjW+Eo8v4BwI+vtWl5t5cWrX6goPo0sLfK2FrS6Pnm5mZs2bJFWSONnPf09ERCQoKh/UjnvQ8IBKJGGlqKHGi20P1esAf4vlr9XmaVqa/HjAYC/HrfwzNkG4bvRERERERERERERESC559/Xqx56qmnoGm9M4CRwvfq6mrx4QR3VFdXh127dilrkpOTbV7/rx/KDyT8dD4Q2EuDO6nzHQAyDY6eN/JgizR6XgrfY2Nj0a9fP0P7kc57T58AeHj0zve1J5mdKr8H63PU17PK1NdToqzYEPV6DN+JiIiIiIiIiIiIiBS2bdsmdkcPHz4ct9xyi5N25HyTJk0Sa3riue+ZmZkwm83KmokTJ9q0dtkBHV9uVtf4egOPLei9Ae2EMR3n2avsLDE2MWHo0KGIi4tT1nQ3fDc6cr6mTkfxPnXNlLje+772JNPiAW8vdY3q3PfjNTr2H1W/PlWY8EB9C8N3IiIiIiIiIiIiIiIFI13vjz32GLy9vZ2wG9eIjo6Gv7+/sqYnnvsuPVQBdIydt8XfF+mQJvHfNw8YMqD3Bncmk4aJwpnbmcJ52ueSRs/n5OTg5MmTXV6rqqrCkSNHlK83Gr7vMNCtn6F+ToCcxL+fJr4Xa7Jg8diMbKHrHQBSx9uwMeq1GL4TERERERERERERuZHDhw/j7rvvRkREBEaOHIm77roLBw4ccPW2+qzKykp88cUXyhp/f3/8+Mc/dtKOupZfoeOaX5kRdoMZ0Xea8bOXzDhdb78z2E0mE1JS1Icn98TwfevWrcrrERERCA4OtnrdIyd0vL9aXePhATx9a+8N3jtJo+dzdgPt7cY+q1L4rus6NmzY0OW17OxscX2j4fvWQvV+PTyASTGGliInmJ2i/j47eAyoONT1NSl8N5mAxAgbN0a9EsN3IiIiIiIiIiIiIjexe/duxMXF4f3338eePXtw6NAhfPDBB5g4cSK2b9/u6u31Sf/85z/FseQPPPAABgwY4KQdXWzFdh2pP9Lx9VbgyAmg7ADw4mIg7cc6Dn5vvwBeOvc9JycHbW1tdrufo+m6Ln5f2Tpy/p+f6WhpVdfcNAsYN7z3h++TYtR/x/pGoGS/sbVmzJgBT09PZY2l0fPSyHkvLy/Ex8cb2se2QvX1uLFAoF/vf297itkGnqlYa+HZjKwy9c/Q2DGAny/fa/qB+icUERERERERERERETnNww8/jJqamov+/OTJk7j22muxY8cOjB071vkb66NOnTqFhQsXKms8PDzws5/9zDkb6kJDk44Hn9PR1n7xtfKDwDW/1rH5X0CAHYJA6dz3hoYGFBcXIyEhodv3coby8nJUV1cra5KTk61et6ZOx2tL5bpf3t43Ars0Ax3gO0uAuHFyXWBgINLT07F582aLNe+99x4qKiowYcIExMTEYMKECZgwYYIYvickJMDHx0fcg9msi2Pnp8SKy5ATpUQBwQFA7RnLNb99S8fXW3VMGANMGKNhwhggZjSQJRyLwJHzdCGG70RERERERERERERuoKCgAOvWrbN4/fjx47j66quxdetWm8Zgk/X+85//oL6+Xllzww03uPSBiM+/6xiZbEl+BXDbH3R8+X8d5293h9T5DnSMnu8p4buR895t6Xx/dSlQ16CuuSINSI7qG+H72GFASDBwstZyTWapjvuvMvb1mD17tjJ8b2xsxLp165Q/T7siHavQqXgfcFr9YwFTYvvGe9tTeHpquCRZx5ebLNecrAWWb+/4P8D4xJCU8Xyv6XwcO09ERERERERERETkBt59912xpri4GDfddBNaW4V51tRtLS0tePnll8W6p556ygm7seydFXJI9PVW4Oevdn/8/JgxYxASEqKs6Unnvkvhe1BQEMLDw61as6lZx4uL5a91X+l6BwBN08Tu4Eyhu/hc0rnvtjJ63vu2IrlmSlw3N0N2J537bit2vtOFGL4TERERERERERERuVhbWxs+/PBDQ7Vr1qzBY489Bl2331nedLGPP/4YR44cUdZkZGQgPT3dSTu62MHvdazPMVb7j0+B15Z27zOjaZrY/d6bwvekpCR4eFgXo7y7EvhePckeqdHAJbYdJd9jTRJGzxfs6XhwwdBakyYhMDDQDrs6n/HwXb3PkGAgcoQ9dkT2dLk8uMNqniYgwbrnc6gPYPhORERERERERERE5GKrVq3C999/b7j+tddew4svvujAHfVtuq7j+eefF+tc3fX+/mrAmmcwHvmnjtU7uxfAS+F7QUEBmpqaunUPZzh9+jQKCwuVNdae997eruO5j411vWta3+l8B4C0aPXft7UNyN9jbC0vLy/MmjWr+5s6h4+PD2JjjR3Uvk39scGUWPS597cniBwBjBxi3zXjxwG+Pnyv6XwM34mIiIiIiIiIiIhczMjI+Qs9+eST+Prrrx2wG1q3bh0KCgqUNeHh4bjuuuuctKOL6bqOd1daF6S3twM3/T8dxftsD+AnTZqkvN7W1oa8vDyb13eWHTt2iNMjrD3v/fPvgIrD6prIEcD86VYt2yukRcs1mSXG1/vRj35k+2a6kJiYCG9vb7Gu+rSO0gPqGp737p40TcOPr7Hve5Nq4HNNfQ/DdyIiIiIiIiIiIiIXqq6uxtKlS61+na7ruPXWW5Gfn++AXfVtRrref/azn8FkMjlhN13bXgSUH7T+dafrgat/qeN4jW0BvNT5DvSM0fPSyHlN05CYmGh4PV3X8ZcP5a/pz2/TYDL1vXB2aIiGEYPVNZmlxj+TV199NW688cZu7uoHkydPNlS33ch578Ya6MkFHr0RSI6033qTY/re9zLJGL4TERERERERERERudAnn3yClpYWm15bX1+Pq6++GlVVVXbeVd9VVFSElStXKmsGDBiA++67z0k76pq1Xe/n2lsFXP+MbviM7XOFhoZi5MiRypreEL5PmDABQUFBhtdblw3klKtrhg4E7rrC8JK9jnTue2ap8bU0TcMnn3yCv//974iJERY24N577zVUJ5337uFhrMufXCM4QMO3L2n4+W1AmPAwiMTPF1gwyy7bol6G4TsRERERERERERGRC9kycv5chw4dwrXXXouGhgY77ahve+GFF8Sahx56CP7+/k7YTdeamnV8sr57a2wtBO7/qy6OXu+K1P2+c+dOW7flFGazGdu3b1fWGO2E7vTXj+Sv489u0vr0+dDSue+lB4DT9cY/jyaTCU8//TSKi4tRU1ODbdu24a233sJTTz2FefPmYcyYMYbWeeqppwwfMbBN6HxPCAcC/Prue9wTBPlr+NvDHji4WMP3SzVseFHDv5/Q8MgNwKUTOx6SkWga8MoTGoID+F7TxTxdvQEiIiIiIiIiIiKivqq0tBQ7duzo9jpZWVm466678Nlnn8HDgz1Xtjp69Cg++OADZY2XlxceeeQRJ+2oa19tAWrOdH+dRWuB8SOB/2dlE/+kSZPw+eefW7xeVlaG2tpaBAcHd3OHjlFWVoaamhplTXp6uuH1sst0rM1S1wT5Aw9dZ3jJXilNaFDXdSC7DLjEWA5+nuDgYKSnp1/0vtXX16O0tBQlJSUoLi4++3/Nzc0YPnw4fvKTn+DOO+80dI/2dh07itU1HDnfc2iahiEDgCEDgFnJAPBDkH6qTkfJPqB4P1C8T0fxvo5jPnQdiB4NPH2rhstSGLxT1xi+ExEREREREREREbmIka73uXPnYsWKFWLd559/jt/85jd49tln7bG1Pulf//qXeATA7bffjuHDhztpR117Z4XcHTx3MrDCwHMdv39bR9RI4LbZxoMkI+e+Z2dn49JLLzW8pjNJI+cB6zrf/2ag6/2ha9Hnu2RTouSazFLbwndL/P39kZKSgpSUlG6vVbQPONOorpkS27ff495iQKCGjHggIx44N5QnMoKPQBIRERERERERERG5QHt7O95//31lTUBAAD777DM88cQThtb8y1/+grffftse2+tz6uvr8eqrr4p1Tz75pBN2Y1nVCR2rhCPVkyKBr57VcIWckQMA7vuLjq27jI/7NhJkuvO571L4PmDAAERFGUiKAVQc0rF4o7rG26tj5Hxf1z9Qw/hR6prMUuuPQXCWbYVyTUac4/dBRO6N4TsRERERERERERGRC6xfvx6HDx9W1ixYsAD+/v74+9//jmuuucbQug8++CC+/fZbO+ywb3n33XdRXV2trLn88suRkJDgpB117cM1gNmsrrnnSg2enho+/V8NE8bIaza3ANf/RsfeI8aCz+DgYIwfP15Z487nvm/dulV5PT093fDxDc9/osvvxxxg2CCG7wCQFq2+vrPEOfuwxdZC9ffH4P7AONcOxSAiN8DwnYiIiIiIiIiIiMgFjIycv+eeewAAJpMJH330EZKSksTXtLa24sYbb8TRo0e7u8U+5Z133hFrnnrqKcdvREHXdby7Uh0AepqA2y/v+HVwgIav/6JhcH957eM1wPz/0dHaZiyAnzRpkvK6u3a+19TUoLhYfXD3lClTDK3V3KLjwzXqGk3rOB+aOqRFq78WB74Hjp1yz+73bUXq61NiO84RJ6K+jeE7ERERERERERERkZOdPn0an3/+ubJm9OjRmDFjxtnfBwQEYNmyZRg2bJi4fnV1NZ577rlu77OvqKurQ3Z2trImLi4OV1xxhZN21LXccqBwr7pm7mRgyIAfAsCxwzV8+X8afLzl9fMrgI/XGduLdO77wYMH8f333xtbzIl27Ngh1hgN33PKgboGdc0NM4CokQxkO0md70DHue/u5kSNjt2H1DU8752IAIbvRERERERERERERE732WefobGxUVlz9913XzT6esSIEVi2bBn69esn3mPlypXd2mNfkpWVBbMwO/zJJ590eVfrO0LXOwDcM+fiPWbEa3j7V8b2vnKHsa5jKXwH3LP7XTrv3cPDQ+zq77Rd3UAPAPjl7Qxkz5UU2TGdQSWzxP06342811N43jsRgeE7ERERERERERERkdNZM3L+QikpKfjwww/FILi0tBRNTU027a+v2b59u1hz/fXXO34jCi2tOj5aq64ZGARcndH1tdtma/j9fXIQnL/H2H6SkpLg6emprHHHc9+l8D0uLg5BQUGG1tpepA6JxwwF0mIYvp+rn4+G+HHqGnc8932b8F6bTEDqeCdthojcGsN3IiIiIiIiIiIiIieqrKzEpk2blDXTpk1DeHi4xevz58/Hn/70J+Ua7e3tKCoSDikmAHL4Hh0djQEDBjhpN11bvh04Wauuue0ywMfbctj7u3uBmy9Rr1F6AGhqljuPfX19kZCQoKxxt853s9ksjp03OnIekLuh02MNL9WnSKPnM0sBXXev7vdtherrieGAfz8+aEFEDN+JiIiIiIiIiIiInOq9994Tayx1vZ/rgQceEGvy8/MN7akv03VdDN/T09OdtBvL3rVx5Py5NE3D/Vepa9rbgaJ9xvYkjZ7PzMx0qxC1pKQEtbXqJxiMhu9HTug4IBxpnz6BYWxXJgnTAE7UAvuPOmkzBrS16dgpnEOfwZHzRPRfDN+JiIiIiIiIiIiInMRsNosj5319fXHTTTeJa4WGhiI0NFRZk5eXZ832+qR9+/bh2LFjyhpruqEd4XiNjq+3qmtiRgOpQkcx0NGhK8nbbWxfUvh+8uRJ7Nu3z9hiTrB1q/BFhPH3eoeBM8DZ+d61tBi5JlMIu51pVyVQ36iumRLLBy2IqAPDdyIiIiIiIiIiIiIn2bRpkxhGzp8/H8HBwYbWS0pKUl5n+C6TzgAHXN/5vmgt0NaurrlnjgZNkwPAoSEaQgeqa/IqjHWrS+E74F7nvkvvdUhICCIjI42tJZwB7u0FJEUY3lqfMmE00M9HXbOzxH0mJmwzcHrHFD5oQUT/xfCdiIiIiIiIiIiIyEmkrncAuPfeew2vJ4Xv+fn5bjX22x1JI+f9/f0RG+vaZE0aOe/hAdx5hfH1pFA4v8LYOhMmTICfn5+yxp3OfZfC9/T0dEMPMADAdiGQnRgF+HizG7ornp4aJkapa9yp81160CJ0IDBmmJM2Q0Ruj+E7ERERERERERERkRPU19fjs88+U9aEhYXhsssuM7xmYmKi8vrp06fdauy3O5LC90mTJsFkMjlpNxfbtUdHTrm65vJUIGyw8aBXGj2fvweGHtrw9PTExIkTlTXuEr5XV1ejtFSd6BodOd/apiOrTF2TPsHozvqmScLo+ewyoL3dPR4ckjrfp8TC8EMbRNT7MXwnIiIiIiIiIiIicoLPP/8cZ86cUdbceeedVgW9Uuc70NH9Tl1rbGxEbm6ussbVI+elrnegY+S8NZIi1fWn64F9VcbWkkbPZ2dno71dmJnvBDt27BBrjIbvu/YAjc3qmvQJDGNV0qLVX58zjUDZQSdtRuHYKR17DqtreN47EZ2L4TsRERERERERERGRExgZOX/PPfdYtWZkZCR8fX2VNTz33bLc3Fy0tbUpa1wZvre16fhgjbomyB+4frp16yYaOIs8z+DoeSl8r6+vR0lJibHFHEgaOe/h4YFJkyYZWmt7sVwzJc7QUn1WWrRcs9P1HxvxeAGA570T0fkYvhMRERERERERERE52MGDB7F+/XplTVpaGmJihFnMF/D09ER8fLyyhuG7ZdLIeQCYPHmyE3bStdWZwPfV6pqbLwH6+VjXeRs1AvD1VtfkVRgb+W0ksHaH0fNS+J6QkICAgABDa20vVn9thoUAI4cY3lqfFB4GDAhU12SWuH7svHTeu6cJSDXwIAER9R0M34mIiIiIiIiIiIgc7P333xfP0L733nttWlsaPc+x85ZJ4fvYsWMRGhrqpN1czMjI+XvnWj/y2tNTQ/w4dU2+wc73cePGYeDAgcoaV4fv7e3t4nttdOQ8IHdDp0/gGeASTdPE7vfMUufsRWVrofp6cqT1D78QUe/G8J2IiIiIiIiIiIjIgXRdF0fOe3t749Zbb7Vp/cTEROX1ffv2oaamxqa1ezspkHXlyPlTdTqWblHXRIQBGTaON5dGzxsdO69pGlJTU5U1rg7fi4qKcObMGWWN0fD9ZK2O3YfUNek8A9wQKXzP3wM0t7iu+721TRcfAODIeSK6EMN3IiIiIiIiIiIiIgfavn07ysvLlTXXXHON2D1sidT5DgAFBQU2rd2bHT58GAcPHlTWWNMNbW+frAeaW9Q1d8/RbO6wTopQv27/UaCmzljwKZ37np+fj+bmZsN7szdp5Dxg/L3eYeC89/QJhpbq89Ki1Z/BllagYI+TNtOFgj1Ao/CxnRLHBy2I6HwM34mIiIiIiIiIiIgcSOp6B4B77rnH5vUTEhLEGp77fjEj5727svPdyMj5u66wff2kSLkm32DwKZ373tra6tLjD6TwfdCgQQgPDze2lnAGuMkEpIw3vLU+LS1GrnHl6Pltwsh5gJ3vRHQxhu9EREREREREREREDtLU1IRPPvlEWTN48GDMmTPH5nsEBgaKwSHD94tJ4buPj4840t9Ryg7o4rnis5KBMcNs77pNMJA15+02tpbU+Q64dvS8FL5PmTLF8ASB7ULne8I4wL8fu6GNGD5IQ9hgdU1mqevGzksPWgwLAUaFOmkzRNRjeLp6A0YdOXIEt9xyCxobG8/+2Y9+9CM8+OCD4mvr6upQUlKC4uJiFBcXo6SkBFVVVVavY8mJEyfw9ddfY+PGjThy5Ajq6uoQEhKCMWPG4Morr8Ts2bPh6+tr8/pERERERERERETUM3311Vfieet33nknvLy8unWfpKQk7NljuU3ZlV3H7koK31NSUuDt7e2k3ZzvvVVy4HjvnO4FvIF+GsLDdOw5bLkmf48OQL7PsGHDEBYWhsOHLS/mqvD95MmT4rEPRkfOt7fr4tj5dHZCWyUtGjh83PJ1l3a+Cw/ATImFzcc+EFHv1WPC9z//+c/nBe9G3XDDDTh48CB03TFPR61atQrPPvsszpw5c96fV1VVoaqqCtu2bcM777yDP/3pT4iOjnbIHoiIiIiIiIiIiMg9vfPOO2JNd0bOd0pMTMSSJUssXi8sLERra2u3Q/7eorW1FVlZWcoaV42cb2/X8d5KdY1/P+DGmd2/V2I4lOG70c53oKP7XRW+79y504qd2Y+R4wUyMjIMrVV6AKhrUNekT2AYa420aA1fbrKc3xTvA+oadAT6OffrevSkjr1V6popsXyviehiPWLs/PLlyw39D2RXDhw44LDg/ZtvvsFvfvOb84L3UaNGYeLEiRg2bNjZP9u3bx8efPBBVFZWOmQfRERERERERERE5H6+//57rFq1SlmTmJhol9HmSUlJyustLS0oLXVhC6mbKSgoQFNTk7LGVeH7xjzgkKITGABunAEE2CGMTIpUr1G0D2htM/bv69K576WlpairqzO6NbvZunWr8rrJZEJqaqqhtaSjAAB2vltrknDuu64DOerBBQ4hdb0DQEac4/dBRD2P24fvNTU1eOGFFwAAY8eOxeDBwgEgFgQEBCAtLQ133303/vKXv2DQoEHd2ldFRQX+7//+7+zvR48ejffffx+ff/45Xn/9dSxbtgz/+te/EBISAgCor6/HE088gebm5m7dl4iIiIiIiIiIiHqGxYsXw2w2K2vs0fUOwFCAz9HzPzDS7OWq8P3j9XLYfU83R853SopQX29pBUr3G1tLOvdd13VkZ2cb3Jn9SOe9JyYmwt/f39Ba24vV783AICByhOGtEYDU8XJNZonj93Eh6bx3L09gYpSTNkNEPYrbh+/PP//82TORfv3rX8PT07pJ+X/605+wZMkSbNiwAa+++ioee+wxzJ49u9vjlf7973+jpaUFANC/f3+8/vrriIk5/xGt9PR0vPLKK2fPBTp8+DAWL17crfsSERERERERERFRz7Bo0SLldZPJhNtvv90u9xo5ciQGDBigrMnLy7PLvXoDKXwfPnw4Roxwfora0qpj8bfqmlGhwKxk+9wvUQjfASCvwthaRrrHnX3ue1tbmzju3uh574Dc+Z4+gWeAW6t/oCY+sJBZ6pjpxipS5/vEKMDXh+81EV3MrcP37du3Y8WKFQCAa665BhMnTrR6jTlz5mD06NF2/R+8yspKbNq06ezvH3744bMd7hcKDw/Hbbfddvb37733nvi0KxEREREREREREfVsBw4cwJYtW5Q1V1xxBUJDQ+1yP03TxNHz7Hz/gRS+T5kyxSUh6pos4JQwmf322YCHh332NnIIMCBQXZNfYSz47N+/PyIjI5U1zj73vaioCPX19coao+H76fqOMfwq6TwD3CZp0errO53c+d7apiNLOKVjCo8XICIL3DZ8b2pqwrPPPgug43+0H3/8cRfv6Afr168/+2s/Pz/MnTtXWT9//vyzvz558iQKCgoctjciIiIiIiIiIiJyvU8++USsObdpxx6k0fN5eXnQded3kLqbEydOoKJC3c7tqpHzi9bK789ts+0X8GqaJna/G+18B+Rz353d+Z6VlSXWGA3fs8o0SN8+6RMMLUUXmBSj/kzvOwocr3Hez67ifUBTi7pmCh+0ICIL3DZ8f/XVV3H48GEAwM9+9jP079/ftRs6x7lPrCYlJcHPz09ZP2LECIwePbrL1xMREREREREREVHv8/HHHyuv+/r64rrrrrPrPaXO9xMnTuDIkSN2vWdPtGPHDrHGFeF7Q5OOpZvVNTGjgfhx9r2vdO57XgUMP7Qhnfu+f/9+HD9+3OjWuk06Y37QoEEYO3asobWk7mtNAybFqGuoa1LnOwCxE92essvkGr7XRGSJW4bvJSUlZ//jNCUlBVdffbWLd/QDXdfPeyoyPj7e0OsSEhLO/rq8vNzu+yIiIiIiIiIiIiL3UF5ejpycHGXNVVddhaCgILveV+p8Bzh6HgC2bdumvO7p6WnTEajd9c024Eyjuua22Zrdx+EnRajXO1kLHDlhbC0pfAec2/0udb6npqYa/npuL1bXxYwGggPYDW2LpEjAZFLXZDoxfM8qUz9sMigYGD3USZshoh7H09UbuFBbWxv++Mc/or29HV5eXvj1r3/t6i2d5+jRo2hs/OG/gEaMGGHodWFhYWd/vW/fPrvspbq6GqdOnbLptf7+/hg4cKBd9tGbtLa2Kn9PRGQv/HlDRM7CnzdE5Cz8eUNEztITft588MEHYs2CBQvQ0iLMNbZSREQEvLy8lF+T7OxszJ4926737Wm2bt2qvJ6QkABPT0+7vz+SD9d4QOqXu2F6K+y9rQmjASkqyCxpw+Bguft9woQJMJlMaG9vt1izbds2p3wGW1paxIdNkpOTLb7P534f6Tqwo0QdrE+KNqOlpc36jRI8PYDYMSYU7LH8Nd5e1I6WFrNT9pNZYgJgeS8To8xobXXOXqhv6An/bdNTeXt7O/2ebhe+f/DBB2c7w++55x6MGTPGtRu6QFVV1Xm/HzrU2ONN59ZVVVVB1/VuP6H42Wef4Y033rDptTfddBNuvvnmbt2/Lzh27Jirt0BEfQR/3hCRs/DnDRE5C3/eEJGzuNvPG13X8dFHHylrAgICkJiYePbYTXuKiIhASYnl+dg7duxwyH17ivb2drHzOjY21ulfo9MNGlbsGKmsiRvTDD/tKOy9tSAvwMs0Cq3tlv+9enPeaSSOPG1ovfHjx6O4uNji9U2bNjnl61tYWCg+QDFmzBhDe9l/zBPVp9X/nh817BQOHz5j1R7pBxNGDETBnkCL13cU6zh06DDsPPjhIi1tQMGeUcqaqGGncfhwrWM3Qn2au/23TU9m9GgRe3KrsfOHDh06GyaPGjUK9913n4t3dLH6+vrzfh8QEGDodefWmc1mNDU12XVfRERERERERERE5HolJSXYs2ePsubyyy+Hr6+vQ+4fE6M+iFgVivYFFRUVOHNGHZAmJyc7aTc/WJPjh5ZWdap4bXq98rqtvD2BiDB1l2XJfuOdg+cewdqVnJwcZWe8vezatUusMXqsbF6Fj1iTFN5saC3qWsI49YMS1XUm7P3e8f2k5Ye80dKm/l6MH+vcqRhE1LO4Vfj+5z//Gc3NHf8D9ctf/hI+PvL/oDnbuSPnAePjCi78u1y4DhERERERERER9U4nTpzA4sWL8eGHH/K87T5g2bJlYs3VV18t1lRWeeLT7/zxwboA7LcicJLC93379qGhocHwer1NXl6eWJOUlOTwfVzo6+3+Ys28SY5732JGqsPE4gPGw3fp4YW6urqz028dqbCwUHl90KBBCA0NNbRW7h713z/A14xI4QEGUkuOkB9eyCp3fGZUuE/+rMeNYfhORJa5zdj5r776Cjt37gQAzJ07F5MnT3bxjrrW1nb+mS0mk8nQ6y6ss8d5DTfddJPNZ+PwzPeutba2njfOY8iQIfDy8nLhjoiot+LPGyJyFv68ISJn4c8boq698sor+O1vf3tep+3s2bPxySefGJ6oSOdz5583uq5j5cqVypqBAwfilltusbhnsxl46hUP/OcrDe3mju5LDw8d98/T8fJjZngI7VTTp08X91hdXY3IyEj1Qr2UFPoOGjQIGRkZ3T4y1BrHa4DNRep/Z54WryMtwdgRqLZIj9fw+RbL1/cf80TwwDAE9JPXmjdvHn75y18qa/bs2ePwc99LS0uV19PS0jBixAiL18/9WZO7Rx36psUAo0aGWb9JOmvYMKB/gI6aM5a/90oPD0RYWH+H7mPPMfUP2dABOlLihjp8/D31Le783zZkPbcI36urq/Hiiy8CAIKCgvDEE0+4eEeWXTgOSjozxlJdv34G/itFMHDgQAboDubl5WV4ugERUXfw5w0ROQt/3hCRs/DnDRHw7bff4sknn4Su6+f9+dq1a/HTn/4UH330kVMDvt7KnX7ebNu2Dfv371fWLFiwAP7+lruc/7VExytfnv+ZMZs1vPm1hvDhJvzqTvVnJjU1VdxnUVGRGNL3Vp0NYJakp6c7fSLrsm062s26sua22R7w9jbWCGaLlPE6AMt70HUNZQe9MCVO/pkVGxuLwYMH4/jx4xZrtm/fjkcffdSWrRrS1NQkdr5PmjTJ0M+OxmYNpQfVdRlxHvD2dou4pUfLiDNj+XbL17cWOf7rnLvbrLyeGq3Bx8c9/jeHei93+m8bsp5bjJ3/+9//jtraWgDAI4884taBsp+f33m/7xyTL7nwjPcL1yEiIiIiIiIiot5D13U89thjFwXvnT7++GN89913Tt4VOdqiRYvEmttuu83itdP1On71uuUA9P+9rePoSXVIGxISgpEjRypr+urxB7W1teKZ9+np6U7azQ8WrVW/pyYTsGCWY/eQGCHX5O8xtpamaZg6daqyZvPmzcYWs9GuXbvE6bNGHlQBgML93mhrVz90kB7LB6nsYWq8+utYfhA4dkr9/dIdTc06dlWqa1LHO+z2RNRLuDx8LygowJo1awAACQkJmD9/vot3pNa/f//zfn/ixAlDrzu3zt/fH56efAqOiIiIiIiIiKi3ysrKwq5du5Q1zz//vJN2Q87Q3t6OTz/9VFkzbNgwZcf5pxuA+kbLr29pBf79hRw8JSYmKq8bOfe8N8rMzLT4QEwnZ4fvh47p2FSgrrlsIjBkgGPD3ZBgDSOHqGvydhsPPadNm6a8fuDAARw8eNDwetbKysoSa1JSUgytlVchT0KYPMHQUiSYFi/XbFUPNOiWXZVAa5u6JjWaD1oQkZrLE+Dq6uqzvy4oKEBaWprh177xxht44403zv7+q6++wvDhw+26vwuNGjXqvN8fPXrU0Ou+//77s78ePXq0XfdERERERERERETuZeHChWLNsmXLUFpaiujoaCfsiBzt22+/Pe/fALtyyy23wGSyPDp84TdyuPnKl8Cv7tDh389yAJSUlISvv/7a4vWCggK0t7cr99Ibbdu2TXld0zSr/n3aHj7dAAjPA+C22c4J+xIjgIPHLF/PqzC+lhS+A8CWLVtw6623Gl/UClL4HhYWhmHDhhlaK2ePevRzeBgwuD8DWXtIiwG8PNUB+OYCHddPd8zXO6tMrkmJcsitiagXcXnne0/j5+eH0NDQs78vLy839Lqysh9+ao8dO9bu+yIiIiIiIiIiIvfQ0NCAjz76yFDtP/7xDwfvhpzFyMh5VdBYsk/HtiL5PtWngXdXqmukzveGhgbs2WNwhngvsn274jBpdJxVHhQU5KTddFi0Tp28e3sB18s5tl0kCaPnd1UC7e3Gut+Tk5Ph6+urrHHk6Pns7GzldaNd77oO5Aqd7+nserebfj4aUoSx7pvVQ2W6JbtM/fkePggYNogPWhCRmsvDdy8vLwQHBxv+Pw+PH7bs4+Nj8ZojTZw48eyvjYxoamtrQ1HRD//lnJyc7IhtERERERERERGRG/jiiy9w+vRpQ7Xvvvsujh1TtJpSj9DS0oIlS5Yoa8aNG4dJkyZZvP72CuMjvV/4VFeGoElJSeIafW30vK7rYvju7JHzFYd0ZJWqa+alA/0DnRP2JUWo79PQBFQcNraWt7c3Jk+erKzZsmWL0a1ZpbGxEYWF6tnkRs97r6o24ViNeoBw+gSGsfYkjZ7PKQcamhxz7rvU+c7z3onICJePnZ86dSrWrVtnuP6aa65BVVUVAODuu+/Ggw8+6KitWTRz5kysWLECALB3715xPNjGjRtRX18PAPDw8MCMGTOcsk8iIiIiIiIiInK+t956y3Btc3MzXnnlFfz+97933IbI4VatWoWamhplza233gpN6zqka23TxW72c+05DHy1BZhv4Z8Zx40bh4CAAJw5c8biGnl5ebj55puN37SHq6ioOO8I1K44O3z/2MA/i992mfOC3USh8x0A8nYD40fJdUDH6PmNGzdavF5QUIDTp0/bfdpAfn4+2tvblTVGw/e8PfJ57+mxhpYig6bFa3juY8vhemsbkFkKzEyy730bm3UU7lXX8Lx3IjLC5Z3vPdHUqVMxYMCAs79X/X+o2tvb8e677579fUZGBgYOHOjQ/RERERERERERkWtUVlZiw4YNVr3m3//+NxobGx20I3KGjz/+WKxRjZxfvg04dsq6e6rCKQ8PDyQkJChfn5+fb90Nezip6x1wQfi+Xt29698PuDrDSZsBMG44ENBPXZO/x3jH8dSpU5XXzWazoffFWtJ574DxsfO5Qvju623soQUyLkPofAeALQ4YPZ9fAQjPbLDznYgMYfhug379+uHee+89+/sNGzZ0eY6Xruv45z//ieLiYgCApml46KGHnLVNIiIiIiIiIiJysnfeecfq15w4cQLvvfee/TdDTtHQ0IClS5cqa2JjYxEfbzlRWrjc+hHKWwuBbYW2j57va2PnpZA3KCgIMTExTtoNsGuPjiKhy/a6qYCfr/M6bT08NCSEq2vydhtfb8qUKRanPXRyxLnvUvg+atQoDBkyxNBaeRXeyuup0YCXJ7uh7Wlwf02crrC5wP5j56UjIACI59ETEQFuMHbe0d58800sXLjwoj9vaWk5++uFCxee153eacmSJRg2bFiX6958881Yv3792SdEX3jhBWRmZmLOnDkICQlBVVUVli5det5/xN55553K8fRERERERERERNRztbe32xS+Ax3/tvSjH/0IHh7slelpvv7667NHTlqi6no/elLHNzY2/z7/iY7FcV0Hf4mJicrXHjlyBMePH8fgwYNtu3kPI4XvkydPdur3n9T1DgC3OnHkfKekiI4HOyzJ32N8rf79+yMuLg67dlluU3ZF+G505HxLK7Brv7rzPX2C4W2RFabGAWUHLF/fWgSYzTo8POz3PZJVpv6eHBUKDBnABy2ISNbr/2u+vb0dLS0tF/2fkRpdt/zD1svLC8899xwiIn6YKbNp0yb85je/wUMPPYT//d//PS94nzNnDh599FG7//2IiIiIiIiIiMg9rFu3DgcPHrTpteXl5fj666/tvCNyhkWLFok1qvD9/dXyqGNLvtgE7Dnc9b9hSp3vQN8ZPd/Q0CD+XZ05cl7XdfG89/4BwJWTnLOfcyVFqsPFIyeAY6eMdx1PmzZNeX3Hjh1obW01vJ6kvr4eJSUlyhqj4XvBHqClVf31SJ/AMNYRpiWov661ZyBOjrBWdpn6OkfOE5FRvT58d6QBAwbg3XffxV133YWAgIAua4YPH47f/va3+NOf/sQnl4mIiIiIiIiIerG33nqrW69/7rnn7LQTcpaamhosX75cWZOamnpeA8+5dF3HW9/YPj7ZbAb++VnXr4+LixP/PbKvjJ7Pzs5Gu/CEgzPD950lQOURdc2NMwFvL+cHu4nC2Hmg42xso6TwvaGhwa6fw7y8PJjNZmWN0fPed5TIX//0WENLkZWmGTj3fbMdz32vb9RRvF9dkzKeD1oQkTE9buz8smXLrKp/8MEH8eCDDzpoN4CPjw8ef/xxPPTQQ8jOzsaRI0dQV1eHgQMHYuzYsYiPjxfPtSEiIiIiIiIiop7t5MmT+PLLL7u1xqZNm7Bz505MmuSCdleyyZdffnnRlM0L3XbbbRavbStUj1Y2YuFy4H/v1zEw6Px/g/Tz80NUVBRKSy0fZNxXOt+lkfNAx9h5Z/l4nfzAxW2zXfNvynHjAA+Pjgc7LMmvAC5PM7be1KlTxZrNmzcjLc3gggJp5DxgPHzfKYTvIwYDYYP5b/+OEDECGNwfOF5juWZzgY6Hr7fP1z+vQv2ZB9j5TkTGsRXbTnx8fJCRkYEFCxbgvvvuw3XXXYeEhAQG70REREREREREfcBHH30khrBhYWHiOs8//7y9tkROII2c1zQNt9xyi8XrC5fLIWyYcCR7QxPw2tKur0mj5/tK5/u2bduU1yMjIxESEuKUvbS36/hkvbomdCAwK8kp27mIn6+GqBHqmrwK49MaRo0ahREj1Atu2bLF8HoSKXwfO3as4fd6e7Ewcp5d7w6jaZrY/b6l0H73y7L8jNJZKQzficgghu9ERERERERERETdtHDhQuV1TdOwdOlS9OvXT1m3ePFi7Nu3z447I0c5duwY1q1TH9w9ffp0iw9dnGmQQ9jB/YFFv5Obe15eoqO55eJANDExUfm60tJSNDU1iev3ZLqui+G7M0fObyoAqk6qa26+BDCZXNfUlRSpvm7N2HlN08TR85s3b4au2378wrmk8N3oee/fV+vYd5TnvbuSdO77/qPAoWN2+tyUqdcZOwwICeb7TUTGMHwnIiIiIiIiIiLqhpycHLGD+LLLLkNKSgruu+8+ZZ3ZbMY///lP+22OHGbx4sXiOeKqkfOffQucaVTf4+4rgemJGqYKHaBHq4GP1l7851Lne1tbG4qLi9WL93AHDx7E0aNHlTXODN8XrTUwcv4y14Z8SRHq+5ccAJqajYee0uj577//HpWVlYbXs6Surg5lZWXKGqPh+w4D3xbsfHcs6eceAGyx07nv2eqPDVKj7XMfIuobGL4TERERERERERF1g9T1DgD3338/AOCJJ54Qjyl88803cerUKbvsjRzn448/Vl43mUy48cYbLV43MnL+vnkdn5WnbpHD2Oc/0S/qHpbCd6D3j543ct67s8L31jYdizeqa0YPdX2omxihvt7eDhTtM76e1PkOdHS/d1dubq7YQW80fN9erF7H0wRMjDK8NbJBciTQz0dds3lX9zvf6xp0lB5Q16SOZ9c7ERnH8J2IiIiIiIiIiMhGTU1N+PDDD5U1/fv3x/XXXw8AiIiIOPtrS+rr6/H666/baYfkCAcPHsSmTZuUNZdffjkGD+76wPbygzo2F6jvMXkCEDu2I/C5dioQ0fX0+rOK9gKrdp7/Z0OHDsWQIUOUr8vPz1cv3MNJ4Xu/fv0QH2+gxdYO1mQC1afVNbdeCvEBHUdLEsJ3wLrR8/Hx8QgMDFTW2CN8l0bOA8DEiRMNrbW9SH29IxhmIOtI3l4aJsWoazbbofM9txyQTj3gee9EZA2G70RERERERERERDb68ssvUVNTo6y5/fbbzzvr/amnnhLXfemll9DS0tLd7ZGDfPLJJ2LNrbfeavHa2wa63u+f90OwZzJpeOJmY93vF5K63/t653taWhq8vLycspdF6+T3/VYXj5wHgKEhGkIHqmvyKox3HJtMJkyZMkVZs2XLFsPrWSKF7xEREejfv7+4Tnu7jp2l6hpXTyfoK6YJz8UU7AFO13ev+z1LGDkPcMoBEVmH4TsREREREREREZGNrBk53ykjI0Mcc33kyBFDAS+5hjRy3sfHx+KEg7Y2He+uVK/fzwe45dLz/+zeuUBIsPp1a7OA/AtC0cTEROVr8vPzxVHdPVVzczNycnKUNc4aOd/YrONL9bAERI+SR747S2K4+nrebuvWk0bPl5SU4MSJE9YtegEpfDc6cr5oH1DfqK5Jn+D6hyT6gmkJ6q+z2SxPKZBklal//kWEAQMC+X4TkXEM34mIiIiIiIiIiGywf/9+rF27VlmTkJBw0ZhjTdMMdb8/99xzvTYU7cl2796N7OxsZc28efMQHNx1Ur5yJ1B1Un2PBbOA4IDzwx4/Xw0PXyfv78Lud6nzvba2Fvv375cX7oHy8/PR3NysrHFW+P7NNuCMEOjeepnm8pHznaTR8/l7YNXPp6lTp4o1W7duNbzehWpra7F7t/qJAMPnvRsIc9n57hxTYgHpW6K7575nCVMOUqO7tTwR9UEM34mIiIiIiIiIiGzwzjvviOHTAw880GWYNn/+fIwdO1b52oKCAqxbt65beyT7W7RokVhz2223Wby28Bs5KHrgqq7Tpkdu0OAtTEhftBY4dOyHe0jhO9B7R89LI+cBYPLkyU7YCbBorfy+3zbbCRsxKDFCnXiergf2VRlfb/LkyTCZTMqa7oyelyYcAFaE78Xq92pwf2DsMENLUTcFB2iIH6eu2dKNc99rz+jYfUhdkzrePR6IIaKeg+E7ERERERERERGRlcxmM95++21ljbe3N+64444ur5lMJjzxxBPifZ577jmb9keO0draijfeeENZExAQgKuuuqrLa8dO6VgmNPeGhwEzLEyKDx2o4a4r1K9vawdeXvJDeBgVFQUfHx/la/Lz89WL9lDbtm1TXh81ahSGDx/u8H0cPq7jKyFXnhgFRI10n5AvKVKuyd9jfD1/f/+LpoBcaPPmzcYXvIA0cl7TNCQnJxtaa1uh+nr6BLjNhIK+QDr3fXsx0NpmW/d7Trlcw853IrIWw3ciIiIiIiIiIiIrbdiwQRzVfd111yEkJMTi9fvuuw8DBgxQrrFq1SoUFgpJEDnNF198gUOH1G2S1113Hfz8/Lq89sHqjnBc5b656tHjT94ih37/WQbUNXSEUZ6enoiPV6dXvbHzXdd1sZPaWSPnX/lSF9/3Wy9zrzA3agTg+riqjQABAABJREFU662uydttXeApjZ7PyspCU1OTVWue+1qVqKgoBAUFieucqNFRekBdkx7rXu9Vbzc1Xv31bmgC8itsWzurTK5JNvAgChHRuRi+ExERERERERERWWnhwoVizf3336+8HhAQgIceekhc5/nnnze8L3Ksl156SayxNHJe13W8JYyc1zTgnjnq9SeM0TBPyIxrzwBvff3D7xMTLbTS/1dvDN9zcnJw8OBBZY0zwvfGZh3/+Uquu+VSh2/FKp6eGuKEcd95Vgae06ZNU15vaWkRQ3RLpNcZHTm/1EDzffoEQ0uRnUxLkGs2F9i2dlap+mfy+FFAkD8ftiAi6zB8JyIiIiIiIiIissKpU6ewZMkSZU1YWBguv/xyca1HH30UXl7qQ7w//PBDVFVZcbgyOUR2drbYST169GjMmdN1er6zBCjep77HlZOAEUPkoOfpW+Wafy7W0fbfUczSue/79u1DTU2NuGZPIn2PAkBGRobD97FoLXCyVl1z1RRgVKj7BXxJEerr1nYbS53vgG2j56urq1FZWamsMRq+L9moDmNNJiAtxvDWyA5GhWoYMVhds3mXbWPnpc731PE2LUtEfRzDdyIiIiIiIiIiIissWrQIzc3Nypp7770XJpNJXGvYsGEWz4Xv1NraipdfftmqPZL9vfjii2LNI488YvF9Xyh0vQPA/fOMBbCzkuVRyPuPAks2dvxaCt8BoKDAxtZRN6TrOhYvXqysCQ0NNRzIdmcfLy6W3/fHF7hf8A4AieHqfe07CtTUGQ89hw4divDwcGWN9IBLV7Kzs8UaI+91TZ2OtcJSlyQDgX7u+X71ZlL3+5ZdHd9v1qg+raPyiLomdTzfayKyHsN3IiIiIiIiIiIiKxgZOX/fffcZXu+pp54Saz766CPD65H9HT16FB9//LGyxs/PDw888ECX1xqadCxap75HSDBwrdwYDADQNM1Q9/tHazvCqIQEeW5zfn6+sZv3AIWFhdi9e7ey5oYbbjD0gEx3bMwDCvaoayaMAWY79hkAmyUZOOta+vtdSBo9v2XLFpjNZqvWlMJ3Dw8PQw+gLNsKtLapaxbMZBjrCtOEc9+PVkMM0i+UUy7XpEZbtyYREcDwnYiIiIiIiIiIyLD8/Hwx6Jk1a5bY3XmuuLg4XHnllcqa/fv3c/S8C7322mtobW1V1txzzz0YMGBAl9eWbATqGtT3uPNywMfbeLB30yUQRzFvK+roBg0KCsK4ceoDvHvTue9S1zsA3HjjjQ7fh5Gu98du1KBp7hnoJhj4MWbtue/S6PlTp06htLTUqjWl895jYmIQEBAgrrP4W/X7pWk6rp9u1dbITqbGyzVbdlm3ZpbwMfPwkI9eICLqCsN3IiIiIiIiIiIig95++22x5v7777d63SeffFKsyc3NtXpd6r7m5ma8+uqrYt1jjz1m8drC5XIIe5/BkfOdvDw1PCaMKz9eAxw50fHrxMREZW1vCt+l895DQkIwc+ZMh+5h7xEdS4XjywcEAnepn7txqSB/DeOGq2vyKqwb9S11vgPWn/suhe8pKSniGnUNOlZlqmumxwOhA93zQYneLn4cEOinrrH23PesMnV99CgggEcMEJENGL4TEREREREREREZ0NzcjPfff19ZExgYaFNH7cyZM+Hp6amsYfjuGp988gmOHTumrLnyyisRHd31fOI9h3V8K7x1KeOBxAjrQ57ZcqaI3P9OX5fGbhcVFYnd/T1BaWkpioqKlDXXX3+9+P3WXf/6XId0BPWPrgb8fN073JM6f/Ot7HyPjo5GSEiIssaa8P348ePYv3+/ssbIee/LtwHNLeqa66dbNw6f7Mdk0pARp67ZXGDdmlll6uup461bj4ioE8N3IiIiIiIiIiIiA7766itUV1cra2677Tb4+QnteV3w8fHBhAkTlDUM351P13W8+OKLYp2q6/1tA13v91vZ9d4pdizgJWTIRsP35uZmlJUJaVQPIHW9A44fOX+mQcdby9U1JhPw0xvcO3gHgKRI9R4L9wKtbcY7jjVNQ0ZGhrJmy5YthteTjgEBjIXvizfKf4frp1vXWU32NVU4971kP3Cy1th7dLxGx/6j6prUaPf//iQi98TwnYiIiIiIiIiIyIB33nlHrLFl5Hyn5ORk5XWG7863ZcsW5OTkKGuioqIwZ86cLq/puo53V6rv4eMN3Dbbtv15e2mIHauuyS3vCKOksfMAkJ+fb9tG3IgUvgcHB+Oyyy5z6B7eXQnUnlHXzJ8OjAp1/3AvUTj3vaUVKDtg3ZrS6PnKykocOXLE0FrSyHmTySR+9huadCzfrr7PxIgmhA0ytCVykGkGzn3fWmhsrWwDzxmx852IbMXwnYiIiIiIiIiISNDa2or169cra2JjYzFp0iSb7yGF75WVlaitrbV5fbLeSy+9JNY8+uij8PDo+p9ZS/YDh46rX3/jDGBAoO0hbHKk+npn5/uoUaPQv39/ZW1PP/e9srJSfEjl2muvhbe3t8P2YDbrePlzufv28QXuH7wDQJLw+QKAPCtHz0+dOlWsMdr9LnW+x8bGitNIVu4AGprU95mT2mBoP+Q4k2I6JkaobC4w1vkuhe8mE5AoHLlARGQJw3ciIiIiIiIiIiJBWVkZmprU6cz9998PTetGiCqE70DPD0d7koMHD+Lzzz9X1gQFBeGee+6xeD23XL7P/Vd1L4RNFsaC7zsKnKrToWma2AHc0z9fRkbOL1iwwKF7WJ0pd4InRwJTDXTxuoORQ4D+AeqavN3WjWNPTU2Fj4+PssZo+C51vhsZOb/EwMh5hu+u599Pw0ThYZAtBjvfs8rU73nsGMDPt2c8IENE7ofhOxERERERERERkcBIKDl//vxu3UM6kxvg6Hln+ve//4329nZlzQMPPIDAwECL1/Mq1AFPcABwifzMhdLEKLkmz+C57zk5OdD1nnuutRS+BwQE4IorrnDoHl5cbKzrvTsP6jiTpmli93uOgYdMzuXj44O0tDRlzebNm8V1jh49ikOHDilrUlJSlNebW3Qs26q+T9yYZowYrP5ZQM4xLUF9PbMUaGqWvwezStXXUzhynoi6geE7ERERERERERGRQAq9+/fvjzFjxnTrHkFBQYiIUM+5ZfjuHA0NDXj99deVNZqm4ZFHHlHWdI58tyQpAvDw6F4ImxgOSDlursHwvbq6Gvv27evWflzl4MGD2LFjh7Lmqquugq+vr8P2ULpfx0r1FjBkAHCrY4+ct7skYfx2dnnHuH1rSKPn8/LycObMGfV9hZHzgNz5viYLqBOa2tn17j6mxql/2LW0dnweVY6e1MXjQFLH94yHY4jIPTF8JyIiIiIiIiIiEkid70lJSXbpZJVGzzN8d44PPvgAp06dUtZce+21GDdunMXruq6LZ2FLoaYRAX4aIkeoa3L/OxbcyAhuaYy3u5KOCAAcP3L+5SVyAP3QdYCPd88K9qQg8nQ9UHHYujWnTZumvN7e3i4+TCF9Vj09PZGQoG6VNjRyPo3hu7swclzD5gL1dSmcB4BUdr4TUTcwfCciIiIiIiIiIlLQdV0M342c126EtE5xcTEaGxvtci/qmq7reOmll8S6xx9/XHn98HHgZK16Dem8dqOSDY4Fj46Ohp+fn7K2p4bvixcvVl7v168f5s6d67D719TpeHeVusbLE3j4up4VvANAarRcI43xvlBGRoZYI42elzrf4+PjlZMOWtt0LBWm248f0YJxQ9vUReQ0Q0M0RISpazbvUj9QkV2mfr2nCUgIt3JjRETnYPhORERERERERESkcOjQIVRXVytrjJzXboQUvre3t6OwsNAu96KurVu3DkVFRcqa+Ph4zJo1S1kjdb0DEM/SNkoK8UsPAA1NOjw9PcXPWE8M36uqqrBlyxZlzdy5c+Hv7++wPbz1DVAvPBdzy6Ud4WFPEzkCCFQ/s4GsMuvGzg8cOBATJkxQ1kjvqfRZlSY9bMgBTtUpSzCXXe9uR+p+31qoPgYhq1T9WY0fB/j69LzvUyJyHwzfiYiIiIiIiIiIFIyMendW+A5w9Lyjvfjii2LNY489Jh4zIJ337uUJxIy2ZmeWSZ3vZjOwq7Lj11IgmZ2dDbPZbJ+NOckXX3wBXVcHajfeeKPD7t/eruNfn8vh8+MLemag5+GhIUUYw21t5zsgj57ftm0b2tq67jo/cuQIqqqqlK+XPuuLjYyc53nvbmdagvr7qPp0xwNHlmQJne9GJj0QEakwfCciIiIiIiIiIlKQRs57e3sjJibGLvcKDQ3FsGHDlDUM3x2noqIC33zzjbImJCQEd9xxh7hW3m51sBc3FvD2stPY+Si5pvNhACmQrK2txZ49e+ywK+dZsmSJ8rq3tzeuvvpqh93/qy3AvqPqmow4IDW6Z4bvgHwGds7ujocQrDF16lTl9TNnzqCgoOsDvI1MaEhJSbF4rb1dx5eb1K8fP0pHZFireB9yrqlxco2lc9+PnNBRdVL92pSonvt9SkTugeE7ERERERERERGRghS+x8XFwcvLy273k7rfGb47zssvvyx2UP/4xz9Gv379xLWksfP2GjkPAIP7awgbrK7JLe/4e0nhO9CzRs8fP34cGzduVNZcccUVCAoKctgeXlzce7veO6WOV++/vhEoO2jdmlLnO2B59Lz0GfX29kZcnOWUdlMBcLxGfe/503QIAy7IBaJHAyHB6potFs59NzKhgZ3vRNRdDN+JiIiIiIiIiIgUpPDdXiPnO0nhe0FBAdrb2+16TwJOnz6Nt99+W1ljMpnwk5/8RFyr9oyOyiPqmqQI+6Z60uj5zs73qKgoBAYGKmt7Uvi+dOlS8fvBkSPn8yt0bMxT14wYDMyf4bAtOIWRQNLa0fNjx44VJ30sWbIEOTk5aG09vwNd+owmJCTAx8fH4vXF38oPTMyf3rOOX+grNE0Tu9/X5wCb8nU0NJ3/PmeVqd93b6+OqSRERN3B8J2IiIiIiIiIiMiCmpoa7N27V1nj7PC9sbERZWXCobVktXfeeQd1dXXKmgULFmDEiBHiWvlC1zsAJEUY3ZkxUvi+qxJoa9Ph4eGhHMcNAJmZmXbcmWNJI+c9PT1x7bXXOuz+Lxnoev/pfA1enj27hXrccGCA+pkNZJZaN3Ze0zRx9PzGjRuRkpKC4OBgzJgxAz//+c+xZMkSMXxXTXgwm3V8/p16b+OGA4l2/h4l+5kar/5+OnQcmPGojqC5OiY+YMZPXjDj3RU6vhUGxySEAz7ePft7lYhcj+E7ERERERERERGRBfn5+WKNFJZby8h6HD1vX2azGS+//LJY9/jjjxtaTxo5D9g/2EuOVAdGTS1A6YGOX0uj53NycnrEdIVTp05h7dq1yppLL70UAwcOdMj9j9fo+FB9e/h6Az+6xiG3dypN08Rz37NseCbIyOh5oOOho02bNuG5557DggULcPz4cWW96jO+rQjiud83zgRHzruxafHG6trbO6Z+vPolcO+zOjZZOAu+k/QZJyIyguE7ERERERERERGRBdLIeaBjvLE9jR07FsHB6gNtGb7b1/Lly1FRoU7M09LSkJ6ebmi9vAp1B/C44UBwgH2TvYlRck3n6HkpfK+vr+8R0xWWLVuGtrY2Zc2CBQscdv/XvwKaW9Q1d14BhAT3jhRXGj2ftxtobbOu+91o+G4t1Wd8yUZ5jwtm9o73rLdKGQ/4eNt/3dTxfN+JqPsYvhMREREREREREVkghdzh4eEICgqy6z01TRO73xm+29eLL74o1jz++OPQDLbCdobclth75DwAjAqVx4Ln7u4IHaXwHegZ574vXrxYed3DwwPXX3+9Q+7d2qbjlS/lEPexG3tPmCcFk00tQPE+69ZMTEyEv7+/7Zvqgo+PDyZMmNDlNV3XsWSj+vUjhwBpMXbdEtmZj7eGNOFhEFuksPOdiOyA4TsREREREREREZEFUue7vc977ySF7zk5OdB16zpMqWu7du0SR5cPHToUN910k6H1Wlp1FO1V10gj4m2haZp47ntOecf/O27cOPTv319Z6+7he11dHVavXq2smTFjBgYPHuyQ+3+6HjhyQl1z6UQgPrwXhe8Gws6sUuvW9PT0xLXXXmvbhixISkqCl5dXl9eySoED36tff8MMGH7Qhlznhhn2fY98vIHYsXZdkoj6KIbvREREREREREREXWhpaUFxcbGyxt7nvRtdt6amBvv373fIvfuSU6dO4ZZbbhHrHn74YXh7G5txXLIfaFVPQkeSEJLbSgrf8yo6On81TRO73909fP/mm2/Q3NysrHHUyPnS/ToefVF++OXxBb0rwB05BBjcX12TVWb9Q0G/+tWv4OfnZ9umutDtkfOzetf71ls9cFXHxA97SYoAvDz53hNR9zF8JyIiIiIiIiIi6kJxcTFaW1uVNa7qfAc4er67mpubMX/+fJSUlCjrvL298eCDDxpeN08YOQ84Zuw8IHfU154B9lZ1/FoK33Nzc8Xz1F1JGjkPAPPnz7f7fb+v1jH35zpO1anrxg0Hrppi99u7lKZpSBXGcmeVWb9uQkICVqxYgchI+zyVkp6e3uWf67qOxcLI+aEDgYw4u2yDHCzIX8PGlzRMjbfPeuldn1RARGQ1hu9ERERERERERERdMBJuOyp8j46Ohq+vr7KG4bvtzGYz7rvvPmzcKCRxAG677TaEhhpvr+w8V92SkGAgzDGT0JEcJdfk/nf0vBS+NzU1iZMfXKW+vh4rVqxQ1kydOhXDhw+3730bdVz9Kx37jsq1j96gwWTqfV200uj5/AqgucX67vcZM2agtLQU3333Hf7yl7/g+uuvx9ChQ61ep3///hYfuijYA+w5rH79DTMAD4/e9771VmOGadj8bw8UvK3h5cc13HkFEBFm21r3X8X3nYjsw9PVGyAiIiIiIiIiInJH0nnvgwYNsnu418nT0xPx8fHIzMy0WMPw3Xb/8z//g0WLFhmqffzxx61aO69CfT050nHnSY8fCfTzARoV09hzd+u4cZY8dh7oGD2fkJBgxx3ax8qVK9HQ0KCsufHGG+16z7Y2Hbf+r27oTPMgf+C+eXa9vdtIHa8BsByut7YBhXuBFKFDviseHh6YPn06pk+fDqCjU/3gwYPYvn07duzYge3btyM7O9vicQMmkwlvvPEG/P39u7y++Fv5oYAbZzKA7YniwzXEhwOPoOP9O1GjY2cJsL1Yx45iYEdJx+QPS565C0gI53tPRPbB8J2IiIiIiIiIiKgLUvienJzssBC1c32G7/b3n//8B88++6yh2h//+MeGjgDopOu6GL47auQ8AJhMGhLCO8ImS3L/OxZ/1KhRGDRoEE6cOGGxNisrC/fff7+dd9l9S5YsEWvsGb7ruo7HXtLx9VZj9c/+WENwQO8M8qTOdwDIKrUtfL+QpmkYNWoURo0ahZtvvhkA0NLSgoKCgrOBfH5+PpqbmxEfH4+f/exnmDZtmsX1lgiDLgYFAzMSu79vcr1B/TXMmwLMm9LxfWg26yg70BHCby/SkVUG1DUAYYOAh67TcNMlLt4wEfUqDN+JiIiIiIiIiIguoOu6GL47auR8Jyn0PXz4MI4fP47Bgx00w7wXWr58OX7yk58Yqp06dSpefPFFq9bff1TdXQkASRGODWWTI2EofNe0ju73lStXWqzNysqy8+66r6mpCV9//bWyJi0tDaNGjbLbPZ/7GHj1S2O1988DHr7ebrd2O8MHaRgWoqPqpOWarDIdD8Ixn3Nvb2+kpqYiNTUVjzzyiOHXFe/TUbJfXXP9dMDTs3c+NNHXeXhoiBkDxIwB7p3L95iIHItnvhMREREREREREV1g7969OH36tLLG1eE7wO53a2RnZ+Pmm2+G2WwWayMjI7F06VL4+vpadY/OYFslKdKqJa2WHKkOlqpOAt9Xd4zfTktLU9bm5+ejpaXFbnuzhzVr1qCurk5ZY8+u90/W6fjFq8bOML8iDXjtac2hEzHcQarQ1Z5V5px9WEPqegc4cp6IiOyD4TsREREREREREdEFpK53wPHhe3x8PDw81P98x/DdmH379uHqq69GfX29WDt48GCsWLECISEhVt8nr0Id0vp6d5zL7kjJBsL9zocEpHPfW1paUFhYaIdd2Y8zR85vytdx95+NBe+JEcBnf9Dg1Qc6p1Oj1X/HwkqgsdnY181ZlmxU76d/AHDpRCdthoiIejWG70RERERERERERBeQwvd+/fph/Hg7HGqs4Ofnh5iYGGUNw3fZqVOnMG/ePBw9elSs7devH5YtW4bw8HCb7pUndL7Hj3P8WOv4cYDJpK4xGr4DQGZmph12ZR8tLS1YunSpsiYxMRERERHdvlfpfh3XPaOjpVWuHTEY+OavGoL8e3/wDsid723tQH6Fc/ZiRMUhXdzPtVMBb6++8f4REZFjMXwnIiIiIiIiIiK6gBRqx8fHwyQlnHYgjZ7Pyclx+B56submZsyfPx8lJSViraZpWLRoESZPnmzz/aSx844eOQ8Avj4aJoxW1+SUd3QBDx8+HMOGDVPWutO57xs2bEBNTY2yZsGCBd2+z/fVOub+XMcp9XR7AECQP7D8bxrCBved4DbFwHNHWaWO34dRRkbOL5jVd94/IiJyLIbvREREREREREREF5A63x09cr6TFL7v3r1bPP+6rzKbzbjvvvuwcaOB5A3ASy+9hOuuu87m+52s1XHwmLpGOo/dXqTR8+c+JCB1v7tT+L548WKxprsj5+sbdVz9Kx375EEJ8DQBn/9JQ3x43wpuQwdqGDlEXZNV5j5j5xcLI+cD+gGXy0MgiIiIDGH4TkREREREREREdI4TJ07g0KFDyhp3Cd8BID8/3wk76Xl+97vfYdGiRYZqn3rqKTzyyCPdup+RMdtJ3Z+GbogU8u85DNSe6QgkpfC9sLAQjY2NdtubrXRdx7Jly5Q1MTEx4lENKmazjtv+Vzfctf3WLzVcltK3gvdOadHq61llztmH5OhJ+f28OqNjYgQREZE9MHwnIiIiIiIiIiI6h5Ew20gobg9GQn6e+36xoqIiPPvss4ZqFyxYgL/97W/dvmeeEL5rWsd57M6QHCXXdD4sIIXvbW1tKCgosMOuuufIkSP4/vvvlTXdHTn/2QZg2VZjtX94QMPdc/puYJsarf67l+wHzjS4vvs9p1yuWTCz776PRERkfwzfiYiIiIiIiIiIziGF2ZqmIT4+3il7GTBgAMaMGaOsYfh+sT//+c8wm81i3dSpU/H+++/Dw6P7/0yau1sdNEaOAAL8nBPyGemw7xw9n5KSIta6w+j5wsJCsaY7xwYAwB/fMxYW3z8P+J+7u3WrHi9VOPfdbJYfSHGGwr3q616ewJzJztkLERH1DQzfiYiIiIiIiIiIziGd9x4VFQV/f3/nbAZylz3D9/O1tbVh+fLlYl1kZCSWLl0KX19fu9w3b7f6unQOuz0FB2gYN1xd0/mwQGhoKEaOHKmsdYfwvaioSHndZDIhLi7O5vUrj+goEoJaALgiDXjtaQ2a1re7pVOE8B2A4fH9jlS0V/1AxfiRgH+/vv1eEhGRfTF8JyIiIiIiIiIiOocUvjtr5LzR+xUVFaGlpcVJu3F/O3bsQE1NjbJm8ODBWLFiBUJCQuxyz6ZmHSUH1DVJEc4N+KSwP/echwWk0fM9IXyPjIyEj4+Pzeuv3CHXJEYAn/1Bg5cnw9qBQfIDHlllrh87X7RPfT12rFO2QUREfQjDdyIiIiIiIiIiov9qbGxEaam6XdPIOez2JIXvra2tYjDZl6xcuVKsWbJkCcLDw+12z6J9QHu7uibJiZ3vAJAcqQ6Ii/cBzS0d4agUvhcXF6O+vt5eW7OJ9BmPjY3t1vor/3/27ju+yvru//j7ZBI2IWGPJECEJCRhyXYPENGO29YOu1y1d6tdWtfPLkerrb21920d1Wqt1WonCoitFpQlihAgEwgh7B1GQvb1+yMFGcn3e52Tc66cc/J6Ph734yZcn3N9v+QkqfC+Pp/v++aguHuSNP/nPvXsRvB+gm30/Iel3uyjLc3Njoq3mmuy03k/AQDBRfgOAAAAAAAA/MeGDRvUZElRwy18lxg9f6qFCxcar6elpWnGjBlBXXONZeS85O3YeTfrNTZ9fB62LXxvbm62ToQIJcdxQhq+19U7esfyLXTJRGlwKkHtqSaONn8+SiulI9Ud1/1esVuqqTXX5ND5DgAIMsJ3AAAAAAAA4D/cBIxeh++DBg1SamqqsYbwvcXevXu1evVqY83s2bODfl732o3mgHFAstQ/ObzGzksfPzRgC9+ljh09X1lZqWPHjhlr2nPe+9L1UvVxc83syQTvZ7J1vkvSR2Wh30dbNpTbaxg7DwAINsJ3AAAAAAAA4D9s4fvAgQPVv39/bzbzHz6fT+PHjzfWfPTRRx7tJrwtWrTIWjNr1qygr7t2k/m61yPnJWlgik8Dks01H5W1PDSQnJysjIwMY21Hhu9ujlVoT+f7wpX27uxZkwO+fdQan2mv+dB8ikdI2c57T0yQRljOrQcAwF+E7wAAAAAAAMB/2MJ3r7veT7CNni8oKLCOy+8MbOe9x8fH66KLLgrqms3Njgps4fvIoC7pmq37/dRx+bbu93AO3+Pj4zVqVOBPOLy5ynw9K00a1p/O9zP16u5T5lBzzYelHTd2vnCLee3Rw6TYWN5XAEBwEb4DAAAAAAAAkpqamlRQUGCsCdfwvbq6Wps2WRLgKNfU1GTtfJ85c6a6d+8e1HU375COWUaWjxvVMQHfOEtn8rrNUlNTS0BpC99LS0t15MiRYG3NL7bwPTMzU/Hx8QHde9seR4VbzDWzzg3o1p2CbfT8B2Hc+Z6d5sUuAACdDeE7AAAAAAAAIGnz5s2qrq421oRr+C5x7vvq1at14MABY83s2bODvq5t5LzUMWPnJXvoX1MrlW1r+bUtfHccp8OON9iwYYPxenvOe7d1vUvS7Cl0R7dl4mjz56Z8p3TwiPfd701Njoq3mmtyMnhfAQDBR/gOAAAAAABgsWfPHr322mv65je/qSlTpig3N1dXX321/v3vf3f01hBEtpHzkrsQXGoJKst3OvrdAkdfebBZE29s1tgvN+urDzVr/Wb/g6gRI0aoR48exprOHr4vXLjQWhOa897N72e3JGnk4KAv64pt7Lz08ej58ePHW2s7YvR8c3OziouLjTWhPO+9axdpZm7At496ts53SVpdGvp9nGnzTqmu3lxD5zsAIBTiOnoDAAAAAAAA4Wb79u1asmSJlixZonfffVelpWcnB+vXr9e8efP03HPP6atf/WoH7BLBZguvu3XrphEjRrR6zXEclVZKS9ZK7xY4WlIg7dh3dt2GLdLLbzt651fStLHuuy5jYmKUl5enpUuXBrz/aGc7733IkCHtCmnbsqbMfD1vhBQT0zEdtukDpZ7dpCOGgQ5rNjr6/KU+9erVS5mZmSora/sP1BHhe0VFhWpqaow1gb6vDY2O/rXaXHPReCkxgQ7ptowbJcXESM3Nbdd8WCpdOsm7PUmyHiUgSdnpod8HAKDzIXwHAAAAAACdmuM42rJly8mgfcmSJdqyxcW/2v/HTTfdpAkTJig3l9bISGfrfM/Ly1NMTMsgyeZmRxu2SO+ulZYUOHq3QNp7yN06dfXSJ+5xVPaS1LuH+1Bv3Lhx1vDdcRz5fJ0vKDxw4IDef/99Y82sWbNC8rmxjZ3PHxn0JV2LifEpf2TL12dbTnS+Sy2j58MtfLed9y4FHr4v3yAdNef6mnVu5/t+8kf3rj6NGe4Yw+4PSxxJ3n4ebeF7UmLLwykAAAQbY+cBAAAAAECnVFNTo1/84hdKT0/XiBEj9LWvfU3PP/+8X8G7JDU2NuqOO+4I0S7hJVv4np+fr72HHN3xm2b1u9pR3lcdfesxR39e7D54P2FflfTQH/wbP28beb9//37t2LHDv41EiX/+859yHPPnMxTnve856GiX+Zh55VvOXQ812+j5NRt18nNnO/d98+bNOnTIzy/2drKd956QkNDmRAqbN9+3fw/OnhLQrTsV2+j5Dztg7PyGLeb3Niut4yZSAACiG+E7AAAAAADodBoaGvTpT39at99+u7Zu3dru+y1atEj//Oc/g7AzdJTdu3dr9+7dxppRY6bovG85euRl6cDh9q/52F+kyj3uA3g358131tHztvPe4+LidPHFFwd93QJL17vUsZ3vkjTOEv4fPCJt29vya1v4LkmrV1vmtAeZrfN9zJgxiosLbMDrQvOwBI0aImUMIqC1mXiO+XNUuUfae8i/h43ay9b5znnvAIBQIXwHAAAAAACdzvPPP289H9pfd9xxh5pNh94irNm63iVp2Y7LVFoZvDXr6qX/91v3gVRWVpbi4+ONNZ0xfG9ubtaiRYuMNdOmTVOvXr2CvvapI9tbExsr5WQEfVm/jMu015w4t37cuHEnj1Zoi9ej523he6Aj53fud6wPT8yeHNCtO52Jo+01qz3sfm9odFS6zVyTnc5DFQCA0CB8BwAAAAAAnc6rr74a9HuuXbtWL730UtDvC2/YwveY2Fi9W5gS9HVffEtau9FdAJ+QkKCcnBxjzUcffRSMbUWUgoIC7dmzx1gTipHzkrR2k/m9Gz1MSkrs2JBvzHApMcFc89F/vga7d++uMWPGGGu9DN+bmppUXFxsrAk0fF+0yl4zazIBrRt5I1seNDHxcvT8pu1SQ6O5Jjvdm70AADofwncAAAAAANDprF+/PiT3veeee1RbWxuSeyO0bOF7ZtZ07a0KfhDnONIdv3Hf/T5+/Hjj9c7Y+f7WW29Za2bNmhWStddaOt87euS8JMXH+TTW0n1/ovNdso+e9zJ837x5s+rq6ow1gYbvtvPeuyRIF9hPeoBaHjDJsYTZH5Z4N3Z+g2XkvCTrfgEACBThOwAAAAAA6FSqq6utXbKB2rZtm37961+H5N4ILVv4Pnz0hSFb+58fSm+tchdM2c59r6ys1IEDB4KxrYhhGzk/YMAA5eXlBX3d6uP20da289a9Mm6U+fqp4/Nt4fvWrVu1b9++IOzKzjZyXpJ1GkRrGhsdvfWBueb8/I6fWhBJJp5jvu5l53vhFvPP0+5J0rD+Hm0GANDpEL4DAAAAAIBOpaKiwnVtUlKSLrroIv34xz/Wv//9b919993W1zzwwAOdLvyMdMeOHVNZWZmxpu9gcyB5qj49pKumS7/4hk8fPO3T1TPsr7n9N46amuwBvC18l9ydXx8tjhw5opUrVxprZs2aJZ8v+CHq+vKWyQUm+ZbQ2yu2hwC275P2V7X8YWzhuyStXr06KPuysYXvSUlJSk/3v4V5VbFUdcxcM5uR836ZONr8+dq5X9q535vu98IK8/WsNIXkZwIAABLhOwAAAAAA6GTKy8utNT/84Q+1bNkyVVVV6e2339Z9992nCy64QHfddZf69ze3yx0+fFgPPPBAsLYLD6xfv16OJUVN6DnaeL1bkvT4bT6tfc6n/a/79I+HYvS9a32aONqnn3/dZz0Ped1m6Q/26enKzc21hkadafT80qVL1dTUZKwJ3Xnv9pq8ESFZ2m+2znfp4+73vLw8xVq+YL0aPW8L38eMGaOYGP//iXuhZeS8JM2a7PdtOzVb57skrfao+73QMnae894BAKFE+A4AAAAAADoVW/iemJio++67T9OmTVNCQsJp17p3764f//jH1jX+93//V1u2uDh0FmHBTad4vW+w8XrWcOlbn/Ypb6RPMTGnh+PnDPPpprn2fdz7W0fH6yzjkrt3V2ZmprGmM4Xv7777rvF6TEyMLrnkkpCsvXaj+b0akiql9A6P7trcEZItoz4RviclJVlHuX/wgWVme5Bs2LDBeD3g895Xma+nD5QyhwZ0605rbIYUH2eu+cCDc9/r6h2VbTfX5KSHx/clACA6Eb4DAAAAAIBOxRaKp6WlGTspr7/+eo0ebe6CbmhocDWiHuHBFr4PHTpUOw8lGmvSB5rX+OFXfOqeZK7Zvk967DVzjWQfPd9ZwnfHcazh+5QpU5ScnByS9W2d7266zb3StYtP51jC5DWnPExgGz3vRed7Q0ODSkvNrdKBhO97Dzn6sMRcM2syY8n9lZjgU65l0oPt8x4MZdskyzAMOt8BACFF+A4AAAAAADoVW+d7RkaG8XpcXJx+/vOfW9d55ZVXPOsORfvYwur8/HyV7zTfI2OQ+Xr/ZJ/u+Lw9zHvoJefk2dttsYXvpaWlqqmpsa4V6UpLS7V7925jzaxZs0KydlOTo3WbzTXhct77CbaHAU50vkv28H3nzp3audPyTdFOmzZtUkNDg7HG1qHfmrdc/FjmvPfA2EbPf1gq6xEf7WU7712SstNCugUAQCdH+A4AAAAAADqV9obvkjR37lzNnDnTWnf77beHPGhA+zQ2Nmr9+vXGmrG5E7Rtr/k+GYPsYd13PyMN7GuuOVIt3f/79oXvzc3NWrdunXU/kW7JkiXWmlCd9162TTpeZ67JHxleAe64Ueb9lG2TjtW0fO3ZwndJWr16dVD21Rbbee9SYJ3vC1eav78S4qULzd9iaMPE0eavsX1Vsv4sba/CLeb3t2c3aXBqaPcAAOjcCN8BAAAAAECn4TiOdex8erp9Hq3P59MvfvELa92SJUs0f/581/uD98rKylRbW2usGTxiqmzPUNjGzktStySffnK9PZB94u/S5h1tL2gL36XOMXreNnI+NTVV48ePD8natpHzUhh2vmearzuOTnbzjx07VvHx8cb6UI+et5333q1bNw0bNsyvezY1OVpk6XyfmSt17xpeD05EClvnuxT60fMbzP8Tr5x0jhQAAIQW4TsAAAAAAOg09u7dax3H7abzXZLOPfdcfeYzn7HW/eAHP1BjY6Ore8J7bkLq7n3HWmtsY+dP+MosKSvNXNPQKN39dNvhe0pKioYMGWK8x0cffeRuQxHq2LFj1vD38ssvV0xMaP7589Tz0VvTs5u7BzK85OYM+o/KWv5/YmKicnNzjbWhDt9tne9ZWVl+v7+rS6UDh801s84lmA1UdrrUJcFc82FpiMfOW8J3znsHAIQa4TsAAAAAAOg0bCPnJffhuyQ9+OCD1u7QoqIiPf/8867vCW+tXbvWeL1nz56qbu5vrImNlYb2c7deXJxPP/+6Pdx79d/S+0WBd79He+f7ihUrrOeBh+q8d0lau9F8PX9k+HXXJvf0aZj5S/m0hwpso+c//PDDkB6rYQvfAznv/c1V9prZU/y+Lf4jPs5nnfgQys732jpHm3eaa7LTwuv7EgAQfQjfAQAAAABAp2EbOS+5Gzt/wogRI/SNb3zDWnffffepurra9X3hHVv4np+fr4pd5nsMTW0JndyaM1W6wMWZ0rc/4bQZbtrGqa9fv94aTkeyxYsXG6/7fD5ddtllIVnbcRzr2Pn8kSFZut3GW0bPrznloYJJkyYZa/fu3avt27cHYVdnq6ur08aN5iccAjrv/X3zwwJDUu2TKWBmGz3/YalC9tBGSaXU3GyuofMdABBqhO8AAAAAAKDTsHW+9+3bVz179vTrnvfee6/1Nbt27dKjjz7q130Reo7jWMP3cePGqdwSvrsdOX+Cz+fTwy66399bJ72+rO19mdTX16ukJMSHK3cQx3Gs571PnDhRqampIVl/1wFpX5W5ZlxmeHbXjhtl3ldhhdTQ2BKM2jrfpdCNni8rK7Me1+Fv+H7gsKNVxeaa2VPCb2JBpJl4jvnzd+iotMXyMzVQtvPeJSk7LTRrAwBwAuE7AAAAAADoNGzhuz8j509ISUnRXXfdZa17+OGHtWfPHr/vj9DZsWOH9u/fb6zJz89XuWWMsb/huyRNGuPTtRfb637wpKPGxrO7RG3hu2Tv6o9UJSUl2rFjh7Fm9uzZIVt/jWXkvBS+ne+2c9/rG6TirS2/zsrKUpcuXYz1oQrfbSPnJf/D939+aO+K5rz39ps42l4TqtHzhVvMHfXJPaUBfUOzNgAAJxC+AwAAAACATsM2dt6fkfOnuu222zRkyBBjzbFjx/TjH/84oPsjNNyE0/n5+dYuzfSBgQV2D97oU3ycuaakUnp2/tm/P3ToUPXp08f42mgN39966y1rTSjDd9t57/Fx4Tu63M1DASf+fPHx8crPzzfWdlT43rNnT+vP3DO9aRk5HxcrXTzBr1uiFaOHSV3Nz2zow9LQjJ0vtHS+Z6cx2QAAEHqE7wAAAAAAoNMIRee7JCUlJen++++31j399NMqLS0NaA0EV3V1tfVhiPj4eA0cmqVDR833CqTzXZLSB/n0zU/Z6374O0fHak4Pq3w+nzUYjdbwfdGiRcbrycnJ1vPKA7V1t6P//as5OMxKkxLiwzPgG9KvpfvXZO2mj/98ttHz77//vpqamoKxtdPYwvfs7Gy/QtTmZkdvrjLXTMuRenUPz/ctksTG+jQ+01yzwj7YICCFFebrnPcOAPAC4TsAAAAAAOgU6uvrtW3bNmNNoOG7JH3xi19Ubm6usaapqUn33XdfwGsgOBobG3Xttddau3azs7O1Y3+89X4ZAwPfyz3X+dSru7lmz0Hp8b+c/ftuwnfHCU2HaUeprq7We++9Z6y57LLLFBsbG/S1Dx11NPt2R7sPmutso907ks/ns3a/n9rZbwvfDx8+rA0bNgRhZ6ez3dPfkfMFm1q+j0xmTyZ4D5aJ55ivryqWauuC+7Op+rhjPSIkO433GAAQeoTvAAAAAACgU6isrLQGkYGOnZek2NhYPfLII9a6f/zjHzpy5EjA66B9HMfRrbfeqjfeeMNaO378eOvIeUlKD7DzXZL69vLpnuvsgdCLi87+2rWF7wcPHtT27dsD3VpYWrx4serr6401s2bNCvq6dfWOPnWvc/I8dJPxmeEd8FnD9006+bNy2rRp1vvZHobwV21trTZv3mys8Td8X/i+vWbWZL9uCYNpOebvgfoG6YMgn/vu5nszJ/Dn6wAAcI3wHQAAAAAAdAq2kfNS+zrfpZaO20svvdRYU1dXpzVr1rRrHQTu4Ycf1m9+8xtXtZ/85CdVbgnfuydJKb3at6dvfUoa1t9cU1IpVR09PYC3he9S9I2ef/PNN601l19+eVDXbG529LWfOVrs4ts2Jka6cmpQlw+6/FHmYPTQUWnb3pZfjxw5Uv37m784gx2+l5SUqLm52Vjjb/huO+99QLKUZ3koAe7NGGuveW9dcNe0nfcuMXYeAOANwncAAAAAANAp2ML32NhYDR06tN3rPPzww9aajRs3WmsQfC+//LLuvPNOV7VXXnml5syZo/Kd5tAuY5D8Onu6NV0Sffrp9fZ7bDyjiX306NFKSEgwvibawveFCxcar48bN04DBgwI6pr3/tbRH//lrvbOL0jpgyK78136ePS8z+fTjBkzjLVLly4N6vEGtvPeJSknJ8f1/aqOOlpuueWsye3/PsbHBqb4NGKwuWbpuuCOnS+sMN8vtbeU2pv3GAAQeoTvAAAAAACgU9iyxdwWN3ToUMXH28/3tsnPz9eQIUOMNWVlZe1eB/5ZsmSJvvKVr7iqzcvL00svvSSfz2cdO5/ejvPeT3Wlfbq3yrad/nFCQoK1AziawvdNmzZZx5HPnj07qGs+9Q9HD/3BXe2nz5erhyg62ujhUoLlR93aTR//eubMmcbanTt3Wn+++sN23nufPn38esDi7dVSU5O5hvPeg29mrvn6sg1SU1PwAvgNluE2dL0DALxC+A4AAAAAADoFW+d7e0fOnyozM9N4nc53bxUVFekTn/iE9axwSRoyZIjmz5+vnj17SpLKd5rrM9px3vupknv61Ncyvn7j9rODqnHjxhlfE03hu63rXQruee9vLHf0jV+5Cwen5Ugv3utTTEz4h7jxcT7lWILItRs//nPbwncpuKPnbZ3v2dnZfnWpL7SMnI+JkS6Z6Pp2cGlmrvk9OlItrbefBuNaYYX5uu1rHgCAYCF8BwAAAAAAnYKX4fuoUaOM1+l8986uXbs0e/ZsVVVVWWt79uyphQsXavDglnnJTU2OKnabX5MxMHhh6yjzwASVbT/792znvpeXl+vw4cOBbyqM2M5779Wrl6ZODc6B6x+WOPrsjxxZjh6X1PK+/eNBn5ISwz94P2Gc+UfUaZ3veXl56tGjh7He6/DdLcdx9OYqc82UrJaHXxBcts53KXjnvh+tcVS5x1yTnc57DADwBuE7AAAAAADoFGxjkdPTg9cWZ+t837x5s5psc5DRbseOHdOcOXNUWVlprY2Pj9ff/va3086S3rlfamg0vy49SJ3vkpRpCd/PPPNdsofvklRQUBDYhsJIbW2t/v3vfxtrLrnkEsXFxbV7rS07Hc35gaOaWnttam9p4SM+pUTYWdL5I8373bKr5ax0SYqNjdW0aeZzEYIVvldXV1t/VvsTvm8ol3bsM9fMYuR8SIwcIvVPNte8F6Rz34sq7DXZaUFZCgAAK8J3AAAAAAAQ9Q4dOqRDhw4Za7zsfK+rq9O2bduMNWifxsZGfeYzn9GaNWtc1T/77LO66KKLTvu9cst575KUEaQz3yVp1BBzCFi2raWT91S5ufb20mgYPf/uu+/q+PHjxppgnPd+8IijK+5wtNf840KSlJQovf4zn0YMjrzwNt/S+S5JBZs//rVt9HxZWZn27t3bzl1JxcXFZ32Nn+nUB2RsbF3vkjR7suvbwQ8+n8/a/b503dk/0wJhO+9d4sx3AIB3CN8BAAAAAEDUs3VSSt6e+S4xej6UHMfRN77xDVdnhEvS/fffr+uuu+6s37ed9y5JaUEM3zOHmq8fqdZZoXCvXr2sX7vREL67eS8vv/zydq1RW+foE3c7KrEPSpDPJ718n0+TsyIveJek3BH2mrUbP/71jBkzrPVLly5tx45a2EbOS/51vi9caQ52U3tL4+0/rhGgGWPN3x+7Drj7OWtTWGF+nwf25WgBAIB3CN8BAAAAAEDUcxO+B3PsfHp6umJjY401GzduNF5H4B566CE988wzrmpvuOEG3X333a1e27LLHugE85xvW/guBTZ6PhrC93feecd4fezYsRoyxDK336C52dFXHnJcn0H9+K0+XT0zcsO8nt18GjHYXLN208df/+eee67i4+ON9cEYPW8L31NSUtSvXz9X96qtc7Rsg7nm8nOlmJjIfR/DnVfnvhda/ieerncAgJcI3wEAAAAAQNQrLzfPpO3evbtSUlKCtl5CQoLS0tKMNXS+h8ZLL72ke+65x1XtrFmz9MQTT8jnaz18s3VkZgTxvHdJGmkJQ6WW0fNnsoXvhYWFqq+vD2xTYeDw4cNav369sWbWrFntWuOupxz9yZzvn/T9a6VvfjryA9v8kebrazd9/OukpCRNmjTJWO9F+O5P1/vqMqm+wVwz69zIfx/DWd5IqUdXc817Be0fO19YYb7Oee8AAC8RvgMAAAAAgKhnC98zMjLaDGADZRs9T+d78JWWluqGG25wVTtu3Di9+uqrxm5er8P37l19GmR5BmTj9rODKlv4Xl9fr5KSknbsrGOtWLHCei70xRdfHPD95y119PDL7mo/c6H0869HR2CbP9L85yjcItU3fPx5t537vmbNGh09erRde7KF7/6c977URUf1ReNd3w4BiI31aZrlLWtv53vVUUc79plrstOj43sWABAZCN8BAAAAAEDUs42dD+bI+RNGjRplvE7ne3A5jqNbb71VtbW11tphw4bpjTfeUI8ePYx1W3aZ75MexPPeTxhlmZweSOe7FNmj521nicfExGjq1KkB3ft4naNbH3fXeTsjV3rhbl/UjCnPN/+IUkOjVLz1449t4Xtzc7NWrlwZ8H6OHj2qrVu3Gmv86Xxfut78vo4YLA1MiY73MpzNzDV/jjdul/YcDLz73db1LtH5DgDwFuE7AAAAAACIem4634PN1vleUVER0aPAw83rr7+ut956y1rXq1cvLViwQIMGmdvWa2od7T5ovlfGwOAHd7Zz31s7833IkCHq27ev8XWRHL4vW7bMeH3s2LHq2bNnQPd+5GVp62573TnDpH886FOXxOgJa21j5yVp7SkDOqZNm2adENKe0fNFRUXWGrfhe3Ozo+WW895njHV1K7TTDBfnvruZUtAW23nvEme+AwC8RfgOAAAAAACiWlNTkyoqKow1oQjfbZ3vTU1N1o58uFNXV6fvfve71rr4+Hj9/e9/dxXg2brepeCPnZekUUPsXaLNzad3ifp8Pmv3e6SG7/X19Xr//feNNYF2vVfucfSzl+wdt/36SAsf9im5Z/QE75I0OFXq28tcs3bTx5+fPn36WMe+tyd8t42cl9yH7yWV0sEj5prpY6Pr/QxX546R4uPMNe+ta0fn+xbza4ekSr26814DALxD+A4AAAAAAKLazp071dDQYKwJxdh5W+e7xLnvwfKrX/1KmzdvttY9//zzuuCCC1zd0034Hoqx85mWsfO19Wr1fGNb+L5mzRrruenhaM2aNTp+/LixZvr06QHd+47fODpeZ67p2kWa/3Of0gdFX3jn8/ms3e9rN53+sW30/MqVKwOe6GEL3/v372+d8HCCm05qOt+9kZTo06TR5pr2nPtuGztP1zsAwGuE7wAAAAAAIKrZRs5Loel8Hzp0qBISEow1nPvefjt27ND9999vrbvxxhv1+c9/3vV9y3earyfES4NSXN/OtVGWsfOSVNbK6Hlb+F5VVaXKysrANtWBbCPnpZZx6P5astbRn96x1z1yi08TR0df8H7COMu572s36rSHNmzhe21trVavXh3QXjZsMM+Jt3Xdn2qZ5bz3vr2k0cNd3w7tNNMyen7tJulIdWAPB22wDJDhvHcAgNcI3wEAAAAAQFRzE76npaUFfd3Y2FiNHGluKyV8b78777xT1dXVxppevXrpgQce8Ou+5TvNQVD6QCkmJvih7IhBkuVYbZVtO/v3bOG7FJmj55cuXWq8PmjQIA0ZYhkXcIbGRke3PmYP+nJHSDdf5detI07+SPMXW9UxqXLPxx/bwncp8NHzts53tyPnJWnpevP1admynl+P4JmZZ/5cNzdLK+ynDpzlwGFHew6aa3IyeJ8BAN4ifAcAAAAAAFHNdq76wIEDlZSUFJK1baPnGTvfPsuXL9cf/vAHa91PfvITpaam+nVv29j5UIycl6TEBJ/SBphrNm4/Ozg+55xzlJiYaHxdpIXvjuNYO98nTpzo932feUNaZz+lQI/f5lNsbHQHd/mWzneppfv9hMGDB1uP6bA9MNGaqqoq7dixw1jjNnzftd+xTq6YkRvd72u4mZZjf6hoaQDnvhdaut4lOt8BAN4jfAcAAAAAAFHN1vkeipHzJ4waZU626HwPXHNzs2699VZrXVZWlm655Ra/728L7zJCFL5L0ihLI3drne/x8fHWsdyRFr5v2rRJe/fuNdZMmDDBr3sePOLo3t/aQ77PXCidnx/9Ae05Q6VE8+kYWrPx9M/XjBkzjPVLly5Vc3OzX/soKiqy1rgN35eZp9dL4rx3r/Xp4VOO5ez1QM59t533LklZaf7fFwCA9iB8BwAAAAAAUa0jw3db5/v27dtVU1MTsvWj2e9+9ztXZ0s/9thjio+P9+vejuOo3NL5njEodMFspuXc942tnPku2UfPR1r47qaD2t/O9x8+5+jgEXNNUqL0yDeiP3iXpLg4n8ZafgSu3XT6x7bR84cOHXIVpp/Kdt675D58t3VQJyZIE85xdSsEke3c9/eLpLp6/7rfN5Sb64cPkLp37RzfywCA8EH4DgAAAAAAoppt7LxthHJ72DrfpZbuXvinqqpKd911l7Xuk5/8pC655BK/77+vSqqpNdeEauy8JI0aYg6Lyne2nFt+Jlv4XlFRoaqqqnbszFu2kfM9evSwPuByqvWbHT3xd3vdnV/waVj/zhPY5Y80X/c3fJf8P/fddt774MGD1bt3b1f3sp33Pml0y/EO8Jbt3Pfaeml1qX/3tHW+27rtAQAIBcJ3AAAAAAAQtWpqarR7925jTUd2vkuc+x6In/zkJ9q3b5+xJjExUb/85S8Dur9t5LwkZQwK6Nau2DrfG5ukila+rG3huyQVFBQEtqkOYOt8Hz9+vGJjY13dy3Ec3fa4I9s09OEDpNs/53aH0SF/pDkU3bpbOnT044c9zjnnHKWmphpfE+zw3W3X+7Ea56yHBc7EyPmOYet8l/wfPW87853z3gEAHYHwHQAAAAAARC1b17sU2vB9wIAB6t69u7GGc9/9U1xcrF//+tfWuttvvz3gqQZuwvfQdr7ba1o79z0vL8/6ukgZPb9v3z6VlprbYP0ZOf/XJdK/19jrfvENn5ISO1dXdL59QIcKTgm0fT6fq3Pf/RGs8P39YqmpyVwzfWznen/DxeBUn/Xn5tL17sfO7z3kaP9hc012Ou81AMB7hO8AAAAAACBquQnfQzl23ufzWUfP0/nunuM4+va3v63GxkZj3ZAhQ3TnnXcGvM4Wy3nvyT2lXt1DF+oM7y/Fx5lrWjv3vUePHho50jxDPFLC9+XLl1tr3Ibvx+scfe8Je6h3wTjp0+e7umVUyR1hr1l7xo8pW/i+bds2bd261dX6Bw4csE4ocX/eu71mWo6rWyEEZli635etl5qb3QXwG8rtNdmMnQcAdADCdwAAAAAAELXKy83/Op+QkKBBg0I4P1z2c9/pfHfv9ddf11tvvWWte/jhh9WtW7eA1ynfaQ5/QjlyXpLi4nzWNcq2tb5H2+j5NWtctH+HAVvndFxcnHJzXcyxlvTIyy2j001iYqTHb/XJ5+t8nbI9uvo0crC5Zu2m07/egnnuu63rXZJyctwl5sssndNZaVJyz873HoeLmbnmz/2ho/ZR8ifYznv3+aQxw93dCwCAYCJ8BwAAAAAAUcvW+Z6enq6YmND+84jt3HfCd3dqa2v1ne98x1o3Y8YMXXvtte1ay9b5nhHCkfMnZFpGz5e10vku2cP3oqIi1dfXB7YpD9nC95ycHCUlJVnvU7nH0c9esnfS3nK1NHZE5w1lbaPnzzxHfdy4cdYHXIIZvmdlZVlrGhsdrbDcivPeO1Ywz30v3GJ/SKprl877PQ0A6DiE7wAAAAAAIGrZOt9DOXL+BFv4vm/fPlVVVYV8H5HuV7/6lfX99Pl8evzxx9vdvVxuCd9Ded77CZlDzddbGzsv2cP3hoYGFRUVBbYpjxw/flyrV6821rgdOX/7E46O15lrkntKP7m+c4d0+SPNf/6iCqm+4eOwMy4uTlOnTjW+Jljh+7Bhw9SjRw/rfdZtlo4dN9fMsHReI7TOGSal9jbXvLfO3dh5W+d7dpqr2wAAEHSE7wAAAAAAIGrZwtqMjIyQ78E2dl7i3HebHTt26IEHHrDW3XTTTRo3bly71mpodLRtr7kmY1DoA7xRQ8xrVO6RauvODqls4bsU/ue+f/DBB2poaDDWTJgwwXqfJWsdvfpv+3r33+Dr9KPIx1l+TDU0tgTwp7KNni8uLtb+/futa2/YsMF43e1578vMt5EkTafzvUP5fD7r9IH31kmOYw7gHcexnvnOee8AgI5C+A4AAAAAAKKS4zjWsfNehO+2zneJ8N3mBz/4gaqrq401vXv31v3339/utSr3SM3N5ppQn/ku2TvfHUfavPPs3x80aJBSUlKMrw338H3ZsmXWGlv43tjo6NbH7B20uSOkm+a63lrUso2dl84ePT9jxgzra9y8l7bOd7fnvS+1dEwP7OvN1AqY2aYP7Ngnbd1tvseuA1LVMXNNTnrnfqAGANBxCN8BAAAAAEBU2rdvnzWw9WLsfHJyspKTk401nPvetqKiIr300kvWuh//+MfW0NmN8lYC7TN5EeCNspz5Lkll287+PZ/PZ+1+D/fw3Xbe+8iRI63v9Z+XtIwht3n8Np9iYwnpBva1jwNfu/H0cHvKlCmKi4szvsY2en7v3r3W7ng3ne+O42jpenPNjFy1+0gKtF8wzn0vND9XJ4nOdwBAxyF8BwAAAAAAUck2cl7ypvNdsne/0/netj/84Q/WmuzsbN1yyy1BWc8WvsfESMP6B2Upo0EpUtcu5ppAz31fu3atdaxzR2lubtby5cuNNdOnT7fe58VF9j/fZy6Uzs8njJX+89DGSHPNmjN+THXt2tU6gcAWvtu63iV34fvW3dJOy4T76Tm81+Fg3CipW5K5xnbuuy18j4mRzrFMDwEAIFQI3wEAAAAAQFSyjZyXvOl8l+znvtP53rbFixdbax577DHFx8cHZb0tu8yhz7B+Unxc6EO8mBifRg4215Rta32vtvD98OHD2rp1a4A7C62ioiJVVVUZa6ZNm2a83tjoWDtnkxKlR75BGHsq2+j5tZvOPovbdu77Rx99ZJxAsmrVKuu+xowZY62xdb1LLZ3v6HhxcT5NtTxP8V6B+fqqEvPP6ZGDpS6JfH8DADoG4TsAAAAAAIhKts735ORk9erVy5O9uOl8D9dO5I5UU1OjDz74wFjziU98QhdffHHQ1izfZb7u5ZnRtnPf2+p8HzdunPXe4Tp63jZyXpKmTp1qvF6wWTpaY77HHZ+ThvUnnDtV/kjz5+NItVRxxveHLXxvbGzUypUrW722dOlS/fCHPzS+Pj09Xd26dTPWSNKy9eafn92SpLwR1tvAIzMt576XVEr7qlp/T3/7hqOX/2W+f3ZagBsDACAICN8BAAAAAEBUsoXvXo2cl+yd74cPH9a+ffs82k3kWLlypRobG4011113XVDXtI2dzxgU1OWMbOe+t3bmu9TysEeXLuaZ9ZEavqekpFgfZnnX0jUrSdddTvB+Jlvnu9TS/X4qN0cAtPaeFhYWau7cuaqrqzO+Nicnx74pSUstkw6mZLV0XCM8uDn3fVkr0wxeX+bo5l/YH1TL8e5/3gEAOAvhOwAAAAAAiEq2sfNehu+2sFBi9Hxr3n33XWuNrfPWX1ssne8Zg7wL8DKHmtfafVA6Un12EBUXF6exY8caX7tmzZp27S1Uli1bZrw+Y8YM+Xzmz8u7BeZwblCKtw9RRIrMIVKXBHPN2k2nf2779u2rrKws42vOPPd927ZtmjVrlvV4AUk699xzrTWHjjraYDllZIb52wEem5wlxcWaa9474/t4xQZHn/2Ro+Zm+/3PHcODFgCAjkP4DgAAAAAAopKt892r894le+e71DJ6Hqezhe9jxoxRampq0NarOuro4BFzjadj5y2d75K0qY3R87Zz38Ox83379u2qqKgw1tg6rZub7ee9n5cna4DfGcXF+TTW8kzS2lZ+TNkegFmxYoUaGhokSYcOHdKsWbO0fXsbX7inSExM1Oc//3lr3YoN1hLNsIw5h7e6dvFpwjnmmlO/j0u2OrryTkfHzYMSJElD+0mXTGjf/gAAaA/CdwAAAAAAEHUaGhq0bVsbM7n/w8vO9+7du2vgQHNqS+f76err67VixQpjzfnnnx/UNW1d75LHY+ctZ75LUlmA4XtlZaUOHjzo/6ZCyNb1LrV0vpsUb5UOHDbf4/x8gti22EbPnzl2XrKH7zU1NVqzZo2OHz+uq6++WkVFRa728thjj7n6Ob3Uct57TExLpzXCi230/EcbpWM1jnbudzTrdvuDUZIUHye9eK9PXRL5HgcAdBzCdwAAAAAAEHUqKyvVbJlN62X4LtlHz9P5froPP/xQtbW1xprzzjsvqGuGW/ie0kvq3d1cszHA8F2SCgpcHI7uIVv43qVLF40fP95Y4+a89/Py/NlV55I/0hxaVu6RDh45Pex2c/TD4sWL9YUvfOGsEfRtueeee3TzzTe7qrWd954/UurRlTA23My0TCNoapIWrZJm3+5o625393zxHh8P1wAAOhzhOwAAAAAAiDq2kfOSt2PnJfvoeTrfT9cR572X7zRf75bUEoh7xefzaZRl9HzZtta7fseOHWsdrR5uo+eXLl1qvH7uuecqIcF8KLntvPeUXtKY4X5vrdMYZz8hQwVndL8PGzZMw4YNM77mhz/8of72t7+52sPXvvY1/fSnP3VVW1fv6IMScw3nvYen6S7ely/e72jdZnf3+59v+fTZiwneAQAdj/AdAAAAAABEHVv4HhMTYw2Lgs3W+b5p0yZrt35nYgvfMzIyNGSIi0PR/VC+yxzcZgz0/qzwTMvo+bY633v06KGRI0caXxtO4fvRo0etnfi2kfOO41g732fmct67ydgMyfbpaW30vO29sU2xOGHOnDl66qmnXL9HH5VJtfXmmuljeb/DUd9ePmWlmWts7+0Jd3xOuu0a3mcAQHggfAcAAAAAAFFny5YtxuvDhg1TfHy8R7tpYet8P378uHbs2OHRbsJbU1OTtQs62CPnJfvYeS9Hzp8waog5UCrb1vY12+j5cArfV65caX34ZPr06cbr5TulnfvN65yXR0Bn0r2rfdrC2o1nP6QSjCkUkydP1p/+9CfFxcW5fs3S9fYaNx3W6Bi2c9/duO5y6aGb+b4GAIQPwncAAAAAABB1bJ3vXo+cl+yd7xLnvp9QUFCgo0ePGmtCEb7bxs6nDwz6kla2zvdDR6UDh1vv2B83bpzxtUVFRaqrqwt0a0Fle9jC5/Np6tSpxhrOew+OfPPAhFY739sbvmdmZuqNN95Qt27d/HrdsvXmaRXpA6XBqQSz4cp27rvN5edKz/7Ap5gY3mMAQPggfAcAAAAAAFHHFr5nZGR4tJOPjRgxwjpKmXPfW7g57z3Y4Xtzs6OK3eaajEHeBzy28F1qu/vd1vne2NiooqIi/zcVAsuWLTNez8nJUZ8+fYw1tvPee3SV8izBMqT8Ueav86KKlrPWTzVmzBglJycHtN6AAQO0aNEipaSk+PU6x3Gsne90vYe3me14GGbiaOnPP/EpPo7gHQAQXgjfAQAAAABA1LGNne+I8D0xMVHDhw831hC+t7CF74MGDQr6e7hzv1TfYK7pmLHz9ppAw3cpPEbPNzQ0aOXKlcYa28h5yd75PmOsFBtLUGdj63xvbJIKz/gRGxMTYz33vTU9e/bUm2++qbS0NL9fW1opHThsrpnBee9hbVh/n4b19/91IwZL83/uU/euvL8AgPBD+A4AAAAAAKJKVVWVDh48aKzpiLHzkn30PGPnW7pZbeH7eeedZ50i4C/byHmpY8bO9+zmU39LQ/HG7a13fA8YMED9+vUzvnbNmjWBbi1oCgoKVF1dbayxBbvb9zrW95Dz3t2xhe9ScEbPx8fH629/+5vy8gJrf17Gee9Rwd9z3/v1kRb9wqd+ffh+BgCEJ8J3AAAAAAAQVWxd71LHdL5L0qhRo4zX6XyXiouLdeDAAWNNSM5732WvSRsQ9GVdsXW/l21v/fd9Pp+1+z0cOt9tI+cle/j+3jr7Opz37s6Avi0Bp8naTWc/8OFv5/uLL76oiy66yK/XnGqp5bz33t2lrLSAbw+PzPDj3PduSdKCh30aMZjgHQAQvgjfAQAAAABAVAnn8N3W+V5eXq7GxkaPdhOeOuK8d0nasssc5A3sK3Xt0jGBT6YlfN/YRvgu2UfPr127Vs3Nzf5vKoiWLl1qvD548GANGzbMWGM7771LQssZ0bDz+XzW7ve1rQzpGD9+vJKSklyt8T//8z/67Gc/G8DuPrbU8sDF9LFSTAwhbbhz2/keFyv99ac+TTiH9xQAEN4I3wEAAAAAQFQpLy83Xu/WrZtSUlI82s3pbJ3vjY2Nqqio8GYzYcoWvvft21djxowJ+rq2keUdMXL+hFFDzGHTxu0t4/pbYwvfjx492qFfc47jWMP3GTNmWI8ZsJ33PjVbSogntHPLGr5vkpqbT/+aS0hI0JQpU6z3vuOOO3Tbbbe1Z3vac9DRph3mmumc9x4RxgyXknva6353l0+Xnct7CgAIf4TvAAAAAAAgqtjC94yMjKCfF+6WrfNd6tznvrs5733mzJmKiQn+P2nZwveMQUFf0rXMoebr1celXW1M6reF71LHjp7fsmWLdu/ebayxjTPfVyUVVZjXYeS8f/JHmX9GHq2RKlp527761a8aX3fdddfpoYceas/WJLk7730G571HhJgYn74yy1zzyC0+ffEygncAQGQgfAcAAAAAAFHFNna+o0bOS9Lw4cMVFxdnrOnM575v2bJFO3aY21lDMXJekrZYznzvyPDddua7JJVta/33MzMzraPAOzJ8t3W9S9L06dON15dvsIdy5+UR3PljnHlIh6TWR89/7nOf06RJk1qtv+KKK/Tss88G5eEZ23nvCfHSJI4ZiBjfv9anQW0MpPn+tdL3rvV2PwAAtAfhOwAAAAAAiCq2zvf09HSPdnK2uLg4jRgxwljTmTvfO+q895pap83O8RPSB3ZceDvSRfje1rnvsbGxGjvW3AIczuF7jx49rPt/b535vYmLlaZk+721Tm3UECkp0VyzdtPZAXhcXJwWL16sm266ScnJyZKkgQMH6oEHHtC8efMUHx8flP3ZOt8nZEpdEnngIlIMTPHpw6d9unqG1LVLy+9lDJJe/qFPj3wjpsOm1QAAEAjzo9YAAAAAAAARpLm52Xp+dUd2vkstncilpaVtXu/Mne+28L1Hjx7Kywv+/PDWxmefKaMDz3xPSvRpWH9HlXvarinb5khqPaAaN26cVq1a1eZrOzJ8X7ZsmfH6lClTrNMilq43B3OTRktduxDe+SM21qfcEY7eL2q7prXOd0nq2rWrnnrqKf3mN79RVVXVyRA+WKqPO/rI8mNyRm5Ql4QHBqb49PcHfapvcHS8TurVne9ZAEBkovMdAAAAAABEjZ07d6q+vt5Y09Hh+6hR5nnOdL63bfr06dYgNhC2kfNSx46dl+yj59vqfJfs575v27ZNBw5YWv9D4ODBgyoqMqS7sp/3fqTGp4LN5nU47z0w+SPN19duMl+PiYkJevAuSauKpcYmc82MsQS3kSoh3kfwDgCIaBHT+b5z50599rOf1fHjx0/+3o033qibb77Z9T02bdqkefPmadWqVdq7d68aGhqUmpqqrKwsXXHFFZo2bZrrvVx11VV+/xkef/xx12sAAAAAAAD/2UbOSx07dl5q6Xw32bp1q2pra9WlSxePdhQeduzYoc2bzSlqqM57L99pvp4QrzbPI/ZK5lDp7dVtX2/rzHfJHr5LUkFBgS666CL/N9YOy5cvt9bYwvePNiaqudkc1HHee2DyR/kktX22+ra90oHDjvr28vbzaxs5L0nTckK/DwAAgNZETOf7gw8+eFrw7o/Gxkb93//9nz7/+c/rj3/8ozZt2qQjR47o+PHjqqys1Jtvvqlbb71V3/nOd3To0KEg7xwAAAAAAHjFTfielpYW+o0Y2DrfHcexhtDR6L333rPWhC58bztglKS0AVJMTMcGuKOGmNffvFNqamr9zzF27Fjrmclr1qwJeG+Bsp33Hhsbq8mTJxtrVpWaH1Lx+aTp5iPj0QZb57tk734PhaXrzd+vo4dJKb154AIAAHSMiOh8X7BggVauXBnw6x988EHNmzfv5MdxcXHKyMhQUlKSKioqdPjwYUktf8n77//+bz377LNKSkpyff+pU6e6quvTp49/GwcAAAAAAH7ZsmWL8frAgQPVtWtXj3bTOlvnu9Qyej47O9uD3YQP28j5Ll26aOLEiSFZ2zZ2vqNHzkstne8m9Q1S5R4pvZW9duvWTZmZmSotLW3z9R1x7rstfB83bpy6detmrPmgNNF4PX8kZ0cHamxGy8MLjiHrXrtRuniCd3tqanK0fIO5hvPeAQBARwr78L2qqkqPPvqopJaxcMeOHdO+fftcv/6vf/3racH7eeedpzvvvFP9+vWT1NIV/5e//EWPPvqompqaVFZWpgceeED333+/6zV+/etfu64FAAAAAAChY+t87+iR85I0aNAgJSUlGSf8lZWVebij8GAL36dMmaLERHPQGijb2Pn0gSFZ1i+2M98lqWx76+G71DJ6PpzC99raWn3wwQfGGtvI+eN1Pq3bYv6a4Lz3wHVL8ilzqKPSyrZr1m5yJHn3cMOGLdLRGnPNdM57BwAAHSjsx87/8pe/VFVVlSTprrvuUlyc++cFamtr9dRTT538eMKECXrkkUdOBu9SSxf8Zz/7Wd11110nf2/RokUqKSlp/+YBAAAAAICnbOF7RkaGRztpW0xMjHX0/MaNGz3aTXjYv3+/CgsLjTWhGjnvOI7KbZ3vAzs+zEsfKMXGmms2tuPc9+LiYtXW1vq/sQCtXr1a9fX1xprp06cbr68tT1BDE+e9h5Jt9Pxaj39ULV1nr5nBMQMAAKADhXX4vnLlSi1cuFCSNHfuXI0fP96v17/xxhs6cOCAJMnn8+muu+5SbBt/S/nEJz6hnJwcSS1/6XrhhRfasXMAAAAAANARbGPnwyF8l+znvne2znfb+HEpdOH7/sNSddtDCCSFx9j5+Dif0geYa8q2tz0f3Ba+NzU1qaioKICdBcbNe24L31eVmM97l6SZdL63S/5I88MLJZVSXb35DPZgsp333j9ZGjHYo80AAAC0ImzD99raWj300EOSpN69e+u2227z+x7vvPPOyV+PHz9eaWlpxvpPfepTJ3+9bNky69O3AAAAAAAgfNTU1GjXLnMLcziMnZfs5753ts5328j5uLg4TZkyJSRr20bOS+Exdl6yn/u+cXvb12zhuyStW+eirThIli1bZrw+YsQIDRxo/sSvKjOPnB8zXErtTed7e+SbnxNSY5NUvNWbvUjSsvXm69NzWpqwAAAAOkrYhu+/+c1vtGPHDknSt7/9bfXu3duv19fU1Oijjz46+fHUqVOtr5k2bVqbrwcAAAAAAOGtoqLCWhMune+28H3Xrl06evSoR7vpeLbwfeLEierWrVtI1nYTvodD57tkD9/LDGPn+/fvr9TUVOPrvQrfm5ubreG7reu9vlFas4nz3kMtd4S9Zt3m0O9Dkir3ONq211wzI5fgHQAAdKywDN+Li4v1yiuvSGo5p/3KK6/0+x7l5eVqbGw8+XFubq71NSkpKRo06OO/TXW2EW8AAAAAAEQy28h5KXw6321j5yVp06ZNHuyk4x05ckRr1qwx1oRq5LwkbbGc996nh9Sre3gEeqOGmPdRsVuqb2h9LLfP57P++5hX4XtJSYkOHjxorJkxY4bx+oaKBNXWm/9pk/Pe229gX6lvL3PNus3ejJ13c9779JzQ7wMAAMAkrqM3cKbGxkb99Kc/VVNTk+Lj43XXXXcFdJ8zn3YfMmSIq9cNGTJEO3e2PPLs5i/tknTfffdp/fr12rdvnySpV69eysjI0MSJEzV37lwlJye737gfDh48qEOHDgX02m7duoVsX5GsoaHB+DEABAs/bwB4hZ83ALwSDj9vbA/RJyQkKCUlJSyOmbMdjSdJRUVFys7ODv1mOtiSJUvU3NxsrJk6dWrI3rdN22Nk6k9JH+iExdeMJKUP8EmKbfN6c7NUsrVBo4e1fj0nJ0dvv/12m68vKChQXV1dyMd2L1myxFpz7rnntvl5b2ho0KpS+3nvk8c0KEzeuog2NiNGi9e0/T2yZmOz6usb27weLO8WmL9XkxIdZac18p4jaMLhv20AdA78vAmdhIQEz9cMu/D9D3/4w8m/LH/5y1929ZfR1px6xltsbKxSUlJcva5///6t3sNkwYIFp31cW1urPXv2aMWKFXr66af1xS9+UTfddJNiY9v+y1EgXnvtNT3zzDMBvfaaa67RZz7zmaDuJxrt3WuZZQUAQcLPGwBe4ecNAK90xM+b9evNhwEPHjxYu3fv9mg3Zo7jqEePHsbR8qtXrz7tiLxotXDhQuN1n8+n9PT0k8cTBltJRX9JbQe5A3rVaMeO/SFZ21894mIlmRtM3i84qB6xx1u9ZmtO2b9/v9auXat+/foFukVX/vWvfxmv9+7dW927dze+56tKzSP0h6Y2KKZhp0L0ZdOppKf20WL1bPN6wSYnZN+fp1qyZqCktv8BPT+jTnv37An5PtB58XcpAF7h503wdMTks7AaO799+/aTYfKwYcP01a9+NeB7VVdXn/x1t27dFBPj7o/avXv3k7+uqalx9ZqUlBTl5uZq0qRJOuecc5SY+PF5U3V1dXr22Wf17W9/+7Qx+AAAAAAAILi2b99uvD50qOXAbA+dCJRN3JxhHw1WrVplvD5mzBj17Nl28Nde2/aZe1OGpIbPv+cMTG5SQrx5xHfFnrb/PKNHj7auUVJS4ve+/LV69Wrj9QkTJhj/La+pWfqwzNz5fu45dQHtDWcbPdTcSn7gSKz2HQ7tPzMfqfGpdHu8sWbCqNqQ7gEAAMCNsOp8f/DBB1VX1/Ifxj/4wQ9OC7H9dfz4x0/4+jNS4NQ1T73HqXw+n7Kzs/XJT35SM2bMOKurvr6+Xu+8846eeOKJkyPsV6xYoUceeSTgMfoAAAAAAMCssrLSeD2cwnepZfS86Yxtt8fhRbLa2lrrOePnnntuyNZvaJR2HjBPKhzWL3zC95gYKa1fg8p2tP1vXVt2tx1Qjhw5UrGxsWpqamqzpri4WOedd1679mmyd+9ebd261VgzYcIE4/WSbfE6dtwc9k46hyA2WMYMs4++LalMUOrY0H3O12xKlOOYj0OYmMkDFwAAoOOFTfg+b968k086z549W5MnT27X/U7tMvdn3PuptW2dqTBw4EC98MILbd4jISFBs2bN0rRp0/Tf//3fKi4uliT99a9/1X/9139p1KhRrvdjcs011+iSSy4J6LWc+d66hoaG08Z59OvXT/Hx5qdqASAQ/LwB4BV+3gDwSkf/vHEcx9r5npOTo8GDB3u0I7u8vDzNmzevzeuVlZVhtd9QWLJkifVMy1mzZoXs87B5p9RsCfTGjemtwYN7hWT9QIxJj1GZYcL3rqpuGjw4qc3r55xzjoqKitq8Huqvu/fff99aM3v2bOMeXlvebL3H3PN6a/Dg3v5sDW3omyrFxDhqbm77e2XnkRQNHmyeytAepYvMD1vExDiaM7OvenYL2RbQCXX0f9sA6Dz4eRNdwiJ8P3jwoB577DFJUs+ePfWd73yn3ffs0uXj0VP19ebRSKc6tTYpqe2/qLjRs2dPPfLII/r0pz+turo6OY6jV199Vffcc0+77ntCcnIyAXqIxcfH+zU5AQACxc8bAF7h5w0Ar3j982bfvn2nHUHXmlGjRoXVz0DbCPCDBw/q6NGj6tu3r0c78t6KFSusNRdeeGHI3rcd+x1J5sAwc2icEhLMAb2XzhlqDp437ohRQkLb/+SXl5dnDN83bNgQ0u8TW/iemJioqVOnGvewotA8jWBgX2lMWrx8vvB53yJZQkLL112xYWBB0dZYJSSEbvT8ymLz1/3YDJ9S+oTPz3dEJ/4uBcAr/LyJbGFx5vsjjzyiw4cPS5K++c1vBiVQ7tq168lfnxhl70Zt7cfjkdobvkvSgAEDdNlll5382M3TvQAAAAAAwD/l5eXWmoyMDA924l5mZqa1ZuPGjR7spOO8++67xuujR49Wv379QrZ++U7z9ZgYaVj/kC0fkMyh5kB5xz6p+njbDxTk5uYaX19cXOxXI4u/li5darw+ceJE41GUjuNo6Xrz5+C8PBG8B1neSPP1gk2hW7u+wdH7bT8vIkmaMTZ06wMAAPijw8P3devW6Z///Keklv/4/+QnPxmU+/bq9fE4sJqaGtXU1Lh63f79+1u9R3ucek7Vzp07rePUAAAAAACAfwoLC6014Ra+uzmWrqyszIOddIz6+notX77cWBPKs8clqXCLuet9aD8pIT68QtzMofaaTYax9Hl5ecbXNjY2njxCMdiOHTumNWvWGGtmzJhhvF6yVdp/2Ba+h9d7Fg1yR5g/p8VbW0LyUFizUTpu6a2aPpb3HAAAhIcOHzt/8ODBk79et26dJk2a5Pq1zzzzjJ555pmTH8+bN0+DBg2SJKWlpZ1Wu3v3bld/yd6zZ8/JX595j0ClpKSc9vHhw4fP+j0AAAAAABCYpqYm/eIXvzDW9OnTJ2gP2QdLr1691K9fv9POdzxTNHe+r169WsePHzfWhDJ831fl6LkF5pr0gSFbPmCjhthrNm5vu1PZ1vkutfwbnS2kD8SqVavU1NRkrLGF70sK7OucF/ytd3q5I8zXGxql0kpprKUuEMvW22vofAcAAOGiwzvfQ+XM4NzNk+KNjY3avHnzyY/T09ODspdTR9lLp59HDwAAAAAA2ufFF1+0dupmZWV5tBv/2EbPR3Pnu23kvBTa8P3BFx0dM2f/yhoesuUD1j9Z6tHVXFO2re1rgwYNsh75uG7dugB2ZmcbOS9J06ZNM15/t8DcXZ3cU8pK82dXcCPPRahesNleE4il68zv+bD+0tD+dL4DAIDw0OHhe3x8vHr16uX6/2JiPt5yYmJim9eGDBmi/v0/PpRr7dq11r0UFxefdj78+PHjg/JnPPXcuYSEBHXv3j0o9wUAAAAAoLOrq6vTj370I2vd1VdfHfrNBMA2er4zh+9paWkaOtTFjPUAVO5x9MTf7XVXzwi/QM/n81m738u2tR1W+nw+a1d7QYGL9vIA2ML3rKws44MBjuPoXcvWZuZKMTHh975FusGpUp8e5pp1m4M/dt5xHC3bYK6ZTtc7AAAIIx0+dn769Ol6++23XdfPnTtXu3btkiR96Utf0s0339xm7XnnnafXXntNkvSvf/1L3/ve9xQfH99m/cKFC0/+OiMjQ0OGuJjjZeE4zskz7SVp7Fj+axAAAAAAgGB5+umntXXrVmNN7969dcMNN3i0I//YOt83btwox3Hk80VXmNjU1GQNYkPZ9f6T5x3VN5hrxo2SLpkYsi20S+ZQ6SPDcxkbt5tfn5ubq3//+99tXg9F53tjY6NWrFhhrJk+fbrx+pZd0o595nU47z00fD6fckc4WrK27Zp1Ieh837Rd2nvIXDOD894BAEAY6fDO91C68sorT/66qqpKf/nLX9qs3bNnj+bPn3/y47lz5wZlD6+++upp57NdcMEFQbkvAAAAAACd3bFjx3T//fdb637wgx+oT58+HuzIf7bO9+rq6pNNCNFk3bp1OnLkiLEmVOF7aaWj3y201z14ky9sO6jtne/m67Zz3/fs2aM9e/b4uSuz9evX69ixY8Ya23nvtq53ifPeQ8l27nvBpuCvudTNee/mL2cAAABPRXX4np2dfdpf1J544olWx88fO3ZM9957r6qrqyVJKSkpuuaaa1q95+bNm/WTn/xEFRUVxrUdx9HLL7+sRx999OTvpaam6pOf/KT/fxAAAAAAAHCWxx9/XHv37jXWDBgwQLfeeqtHO/KfrfNd0mkP9UcLN+e9n3/++SFZ+75nHTU3m2vOy5MuPzckywdF5lDzQwH7D0uHjrY9Atw2dl4Kfvf7smXLrDX28N081rxHVyl/pF/bgh/yRpi/7nYflPYeCu7o+WXrzffr2U3KTgvqkgAAAO3S4WPnQ+373/++1q9fr0OHDqmmpkbf+MY3dPXVV2vy5Mnq2rWrNm7cqFdffVU7duyQJMXExOjuu+9Wly5dWr1fY2Oj5s2bp3nz5mnMmDGaOHGiMjMz1adPH3Xp0kVHjhxRaWmpFi1adFpAn5CQoIceeqjN+wIAAAAAAPcOHjyohx9+2Fr3//7f/1PXrl092FFgRoywtJKq5dz3UAXRHcUWvg8cONDV58ZfH5U6erXtaesnPXiTL6xH/ds63yVp4zbp3KzWr2VlZSkmJkbNhqcQ1q1bp0svvTTAHZ7NdszAgAEDlJ6ebqyxdb5PHyvFxYXv+xbpbJ3vkrS+XLp4QvDWtHW+T8uRYmN5zwEAQPiI+vB90KBB+sUvfqHvfve7Onz4sOrr6/Xaa6+dPAv+VLGxsfre977neqxZcXGxiouLrXV9+/bVT37yE+Xn5/u7fQAAAAAA0IqHH35Yhw8fNtakp6eH7VnvJ3Tt2lVDhw7Vtm1tzwmPts53x3Gs4ft5550XkvD7nt/au3LnTJWmh/kZ0q7C9+1th+9JSUnKzMxUSUlJm68PZue74zjW8H3GjBnG93zHPkebd5jX4bz30MpOl2JiZJwcsW5z8ML3fVWOSivNNdNzeM8BAEB4ieqx8yfk5eXp5Zdf1kUXXaTY2NhWa7Kzs/XMM8/oM5/5jPFeKSkpuvzyy9W3b1/run379tX111+vP/3pT5o8eXJAewcAAAAAAKfbtWuXHn/8cWvdj3/8YyUkJHiwo/axjZ4vKyvzaCfeKCkp0f79+401oTjv/d21jt583173wI3hH+Yl9/QppZe5pmy7+UED27nvwQzfKysrT06dbItt5Px7LrbDee+h1bWLz/rgR8Gm4I2dX8557wAAIAJFXOf766+/HtDr+vXrp4cffliHDh3SRx99pL1796qhoUGpqanKysrS8OHDXd2nb9++euCBByRJu3fvVnl5uXbv3q0jR46osbFR3bp1U+/evXXOOecoPT09rEeUAQAAAAAQie6//34dP37cWJOdna3Pf/7zHu2ofUaNGqW33367zevR1vm+ePFia02ww3fHcXT3M/ZQ8NqLpbyRkfFvOaOGtJzt3paN282vz8vL06uvvtrm9aKiIjU0NCg+Pj7AHX7M1vUuSdOnTzdeX7zG/P51SZAmnuPXthCA3BEydqOv2xy8tZZaznuPi5XOHRO89QAAAIIh4sL39urTp48uvvjioNxrwIABGjBgQFDuBQAAAAAA7MrLy/X0009b6+6///42p9+FG1vn+6ZNm9TU1BQxfx6bF1980Xg9OTlZWVltzEsP0IKV0jJLF21srPSTr0VG8C5JmUOlFYVtXy9r+yQDSfbO9/r6epWWlionJyeA3Z3OFr5369bNeFxjbZ2j1xab15iSLSUmRM77F6lyM3x67d9th+KFFVJjo6O4uPa/F7bv2fGZLd34AAAA4aRTjJ0HAAAAAADR4Yc//KEaGxuNNZMnT9bVV1/t0Y7ab9SoUcbr9fX1qqy0HHwcIdatW6cVK1YYa2bMmKGYmOD9k1Vzs6N7XHS9X3+FNGpo5AR5o4aY91q2raXjvy228F0K3uj5ZcuWGa9PmTJFcXFt9wj9eYl08Ih5jZmMH/dE3kjz9foGqdTy4Icbx+scfVhqrpkxtv3rAAAABBvhOwAAAAAAiAgbNmzQSy+9ZK178MEHI+oYOFvnuySVllpSqAjx1FNPWWvmzJkT1DVf/bdUsMlck5gg/b8vR87XjNTS+W5ytEbafaDt60OHDlXv3r2N9ygoKPB/Y2c4dOiQNmzYYKyxjZx/8h/2hyfmTI2s9y9S5Y6w1wRj9PwHxVKD+TkrzcjlPQcAAOGH8B0AAAAAAESEe++919jJK0kXX3yxLrroIo92FBzp6enGrl+p5fztSHfs2DHryPlu3brp2muvDdqaDY2O/t9v7cHtNz8pDekXWUGeLXyXpKKtbV/z+XzW7vdgdL6vWLHC+n07Y8aMNq9tKHes48dz0h3O/vbIsP5Sr+7mmnWb7d9zNsvMz2tIkqa1/0QEAACAoCN8BwAAAAAAYW/lypX6xz/+Ya178MEHPdhNcMXHx1tHz0dD+P7KK6/o6NGjxpovfOEL6tmzZ9DW/N0CadMOc02PrtKdX4is4F1qCd9t0/mLKszXvQjfbSPnY2JiNGXKlDavPzXPHuTeeGVzRE27iGQ+n0+5GeYa26QJN5auM7/vo4ZI/ZN5zwEAQPghfAcAAAAAAGHvnnvusdZ88pOf1LnnnuvBboIvKyvLeL24uNijnYTOk08+aa25+eabg7be8TpHP3nBHtx+77M+pfSOvBAvKdGnjIHmmuKt5j9/Xl6e8frOnTu1f/9+f7d2mqVLl1r30KNHj1avVR939PtF5vsnJTTrcxe3v9Ma7tlGz68rb9/9m5sdLbd0vk/nvHcAABCmCN8BAAAAAEBY+9e//qV33nnHWOPz+fTTn/7Uox0Fny18Lyoqso7uDmcffvihVq9ebayZNGmSxo8fH7Q1n/ibtGOfuSall/TdzwZtSc9lpZmvt7fzXWpf93t9fb1WrVplrDGNnP/TO9KRavMaV02tto5BR3DljjA/rLJjn3TgcOA/r4oqpKpj5poZYyPvgRkAANA5EL4DAAAAAICw5TiO7r77bmvdddddp+zsbA92FBpjxpgPrK6qqtLu3bs92k3wPfXUU9aaYHa9H6l29NBL9vDv7ut86tE1ckO8McPN123he3Z2tnVce3vC948++ki1tbXGmunTp7d57cl/2N/Dz11oSWkRdHkj7TXrNgd+/6Xr7TUz7M+NAAAAdAjCdwAAAAAAELb+/ve/64MPPjDWxMfH68c//rFHOwoNW+e7FLmj5w8fPqw//vGPxpqePXvq2muvDdqaj/7J0YHD5pohqdItVwdtyQ6RlWYOzvdVSfur2g6wu3XrppEjzUlqe8J328h5qe3w/aNSRx+UmF+bk1an3PT6QLaGdshOkyzPbLQrfF+23vzQRUovKXNo4PcHAAAIJcJ3AAAAAAAQlpqamnTvvfda626++WalpaWFfkMhlJmZqZgY8z/TFBUVebSb4HrppZdUU1NjrLnuuuvUrVu3oKy3r8rRL/9kr/vhV33qkhi5Xe+Sfey8JBVvNV+3nfteUFDgfkNnWLZsmfF6WlqahgwZ0uq1p+bZu94/T9d7h+je1acRg8w16zYHPnZ+qeV5j+ljZZ3YAAAA0FEI3wEAAAAAQFj6wx/+YA2cu3btqnvuucejHYVOUlKS0tPTjTWRGL47jqMnn3zSWhfMkfMP/cHRsePmmlFDpK/MCtqSHWb0MHtNe899LywsVGNjo/tN/YfjONbO97a63o9UO3rpX+b7d+/SrLlTLAfCI2Rso+cLAux837HPUYXlhA3OewcAAOGM8B0AAAAA0Ok0NzfrxRdf1LXXXqurrrpK9913nw4ePNjR28Ip6uvr9aMf/chad9ttt2nAgAGh35AHbKPnIzF8X7lypdavNx/gPH36dI0dOzYo623f6+iJv9vrfnq9T3FxkR/gde/q07D+5pqiCnMHsi18r6ur08aNG/3dmsrKyrR//35jzYwZM1r9/T/+S6q2PEDxienV6tYl8O5qtE/uCPP3T+EWqbHR//dnmYvz3qcH58cFAABASBC+AwAAAAA6lePHj+szn/mMvvSlL+lPf/qTXn/9df30pz9Vbm6u1q5d29Hbw38sXLhQFRUVxprevXvr9ttv92ZDHrCF75F45rvXXe/PLZDqLEeA54+SrrkwaEt2ONvo+faOnZcCGz1vGzkvtR6+O46jJ/9hD20/d8FRv/eE4MkdYb5eWy9t2uH/fZdaznvvkiCNz/T/vgAAAF4hfAcAAAAAdCrf+ta39Je//OWs39+xY4e+/vWvy3HopAwHixYtstbccccd6tOnjwe78YYtfN+7d6+1kzicHDx4UH/6k/nw9eTkZP3Xf/1X0NZ86wP79+8DN/gUExP5Xe8nZA03Xy+yhO/Dhw9Xjx49jDXr1lkO4W6FbeR87969W/2af79IKthkvveULEdjhjX4vScEjy18l6R1AYyet3W+TxotJSZEz/cvAACIPoTvAAAAAIBO47XXXtOzzz7b5vX3339fixcv9m5DaNPy5cuN1/v3769bb73Vo914Y8yYMdaaSOp+//3vf6+6ujpjzZe//GUlJSUFZb36BkerS801M3Kl2VOCslzYGJNmDiJ37JMOH2v7oQSfz2cdPR+K8H3atGmKiTn7nyafmmd/gOKGK5v93g+CK22A1KOruaZgs38Psx2tcbTW8uDFDPOXKgAAQIcjfAcAAAAAdApbt27VjTfeaK174403PNgNTI4cOWI9J/yGG25Qt27dPNqRN0aPHm2tiZTw3XEcz0fOr9vcMura5Juf9Mnni66uWVvnuySVVJqv20bP+xu+792713pO/PTp08/6vUNHHb3ytvnevbtL/3U+E0o6WkyMT2MzzDX+dr6vLJSaLc9VzBgbXd+/AAAg+hC+AwAAAACiXmNjo77whS/o8OHD1toFCxZ4sCOYvP/++2q2JDCtnRUd6Xr06KFhw4YZa4qKijzaTfu8++67Ki01t6FfeOGFOuecc4K25opCe830sUFbLmyMSbPXFFWYr9s637dt26aDBw+63lOg572/uMj+AMVXZktJia63ghCyjZ73N3xfZjnvXZKm5vh3TwAAAK8RvgMAAAAAot4DDzzgKgySpJKSEpWXl4d4RzCxjZz3+XyaMiXKZof/h230fKSE7153vUvSykJzcDc4VRrSL/q6Zvv08GlAsrmmqML8ubGF75Ks0yhOZRs5Hx8fr0mTJp32e47j6Ml/2MPXm+ZG33sYqfJGmt+Lyj0t0wzcWmr5EstJb/l6BwAACGeE7wAAAACAqLZ06VL95Cc/8es1CxcuDNFu4IbtQYns7Gz17t3bm814LCsry3g9EsL3vXv36i9/+YuxJjU1VZ/85CeDuq6t832K+VMb0bLSzNdtne85OfZ2Yn9Gz9u+hydMmKCkpKTTfu+9Aql4q/m+5+fbz7iHd3ItY+clab3L7vfGRkcrLT/eOO8dAABEAsJ3AAAAAEDUOnTokL7whS9YR5ifidHzHaepqUkrV6401kybNs2j3XjPFr7v2LFDR44c8Wg3gXn++efV0NBgrPna176mhISEoK2556CjLbvMNVOzoze0tYXvtlC7R48eGjHCPEO8oKDA1V5qamq0evVqY01rI+efmmfvkL75quh9DyPRWMvYecn96PmCzVL1cXPNdM57BwAAEYDwHQAAAAAQlRzH0c0336zKykq/X/vOO++opqYmBLuCTWFhoY4ePWqsmT59uke78Z4tfJek4uJiD3YSmObmZj311FPWuptuuimo677vYiDAlOygLhlWsizd4BW7perj7Rs977bz/YMPPlBjY6Ox5szwfX+Voz8vMd83pZf0qfNcbQEe6dHVp4xB5pqCze7Gzi918eU1Y6yrWwEAAHQowncAAAAAQFR67rnn9NprrwX02traWi1evDi4G4IrtnHVUnR3vtvOfJfCe/T822+/rfLycmPNZZddpowMF/Oq/bDCct57XKw0PjOoS4aVMcPN1x1HKrU8h2QL3zds2KCmpibrXmznvUtnfw8/v1CqNw9L0FevkBIT6HwON7mW7ne3ne/LNpi/hwelSMMHuNwUAABAByJ8BwAAAABEnZKSEt16663tugej5zvG8uXLjdf79etnHY8dyfr06aMBA8wJUziH708++aS15utf/3rQ17WdFT1ulJSUGL3BrW3svCQVWUbP5+XlGa8fP35cmzZtsq5jC9/POeccpaamnvy4udlxNXL+prnR+/5FMlv4vmGL1NRkfn8dx7F2vs8YK/l8fA0AAIDwR/gOAAAAAIgqdXV1+vznP9/usfHz58+X47gbl4vgsXW+T5s2LeoDGNvo+XAdO79z50794x//MNYMGjRIV155ZVDXbWx0tMryKYnmkfOSlNpb6tvLXFO8tX1j5yX76PmmpiatWLHCWHPmyPl3PpI27TCve+lEaeSQ6P6+j1R5I8zvS02ttHmn+R5bdkm7DphrZuTy/gMAgMhA+A4AAAAAiCp333231qxZY61LTEw0Xq+oqFBJSUmwtgUXdu3apS1bthhronnk/Am20fPh2vn+3HPPWceSX3/99YqPjw/quhu2tAR8JlOzozu48/l81tHzRRXm6+np6erevbuxxha+FxYW6vDhw8aa6dOnn/axm673m6+K7vcvktk63yX76Pll6+33mJ7jbj8AAAAdjfAdAAAAABA13nzzTT366KPWutTUVP3xj3+01jF63lu2jlnp7OAuGtk63ysqKto92SHYmpqa9PTTTxtrYmJidMMNNwR9bdvIeUmaYv6URoWsdobvMTExGjt2rLHGFr67Oe/91M733Qcc/f09c/2AZOmqGeYadJyMQVK3JHPNus3mByyWrjNf757kLuQHAAAIB4TvAAAAAICosGfPHn35y192Vfv888/r6quvVnJysrGO8N1btpHzCQkJGj9+vEe76Ti28N1xHJWWlnq0G3fefPNNbdu2zVhzxRVXaNiwYUFfe8UGc3DXr4+UNjDoy4adrDRzd/jmnVJdfftGzxcUFBiv276HU1NTNXLkyJMfP7dAajQPS9D1c6T4ODrfw1VMjE9jM8w1BZvM15dtMF+fmi3F8TUAAAAiBOE7AAAAACDiNTc36ytf+Yr27t1rrb3tttt0xRVXKDY2Vpdffrmx9r333tORI0eCtU1YLF++3Hh94sSJ6tKli0e76Ti28F0Kv9HzTz75pLXm61//ekjWtnW+T81uGcse7bLSzNebmqSN2801tvB969atxrHyts73GTNmnHwvmpocPf26+WEAn0+6cW70v3eRLtcSvpvGzh884qjQfNqIpo/lawAAAEQOwncAAAAAQMR77LHH9Oabb1rr8vLy9LOf/ezkx1dccYWxvqGhQW+//Xa79we72tparV692ljTGc57l1q6g21TGcIpfK+srLROiRg2bJhmzZoV9LUPHHZUZm6415SszhHc2c58l+yj523huyStX9/6Ad3FxcWqrKw0vvbUkfNvfSBt3W1ea/ZkafiAzvH+RbLcEeb3qGK3dPhY6w9avPWB/f4z7F+WAAAAYYPwHQAAAAAQ0QoLC3XnnXda65KSkvTyyy+f1jl9+eWXWzti58+f3+49wu7DDz9UQ0ODsaazhO8+n8/a/R5O4fsf//hHNTc3G2tuvPFGxcbGBn3t992c954d9GXD0uBUqUdXc01RhbnT3Hbmu9T66PmtW7daH2aSpOnTp5/89e8XmfciSV+/muA9EuSNtNdsaKW7fdl6Rzc+bP46iI2VJo8JcGMAAAAdgPAdAAAAABDRHnnkEdXX11vr/ud//kdjxpz+L/ipqamaPHmy8XULFiyQ49hDIrSPbeS81HnCd8k+er64uNijndjZzvmOjY3V9ddfH5K1VxaZvzdjYqRJo0OydNjx+XzW0fPFW83Xe/XqpbQ0803WrVt32sdbt27VBRdcoIqKCuPrkpKSNG7cuJMfL2u9gf6kof2kK6aYaxAebGe+S2ef+758vaNZ33d07Lj5dfkjpe5deQgDAABEDsJ3AAAAAEDEqqur0yuvvGKt+9SnPqUbb7yx1Wu2bs1du3a12umJ4LIFuCNGjFD//v092k3HO/NBkTNt2rRJdXV1Hu3GrLCw0Hj9qquu0sCBA0Oy9grz0sodIXVL6jzBnW30vG3svGQfPX9q+F5ZWakLL7zQGrxL0pQpU5SQkCBJOlLtaNtec/31c3yKje08710k69Xdp+EDzDXrNn/8oMyKDY5m3W4P3iVpJiPnAQBAhCF8BwAAAABErKKiImsAOWTIED3zzDNtjpd3MyrZdp412sdxHGvne2fqepfsne9NTU3auHGjR7tpW3V1tbZsaWWe9CkuvvjikKzd1ORYx85P7SQj50/ISjOH1aXbpMZG87SAvLw84/X169erublZlZWVuuCCC6zv/wlf/OIXT/7azUMAF09wdVuEibwR5uvrNrf8/xUbHF3+fUdHa9zd9wuX8gAGAACILITvAAAAAICI5aYj/fe//72Sk5PbvD5u3DhrRzXhe2ht2rRJ+/fvN9acelZ0Z2AL36XwGD1fUlJircnODk0CXlIpa4A3JatzBXe2sfMNjVL5LnONrfO9urpaS5Ys0YUXXug6eL/sssv05S9/+eTHbsL37HRXt0aYyLWF7+X+B+/f+6w0cXTn+h4GAACRj/AdAAAAABCxbOF73759dcEFFxhrYmJiNHv2bGPNihUrdODAAX+3B5dsI+elztf5PnjwYPXo0cNYU1Rkafv2gG3kvBS68N02cl6SpnS2znfL2HnJHnzbwnepZWJIeXm5qz2df/75+utf/6rY2NiTv1e4xdx9P7Cv1KcHoWskyR1hfr+qj0sXfdt98H7DldLDt/A1AAAAIg/hOwAAAAAgYtnC97y8vDbHzZ9qzpw5xuvNzc166623/Nob3LONnO/Zs2fIAtxw5fP5rOe+h0P4bttDSkqKUlNTQ7L2ykJzgJvcUxo1JCRLh63hA6SkRHONLXwfMWKEunbtaqypra11tZ/zzjtP8+fPV7du3U7fw1bz62wd/Ag/ts53Saqtd3evG66Unvq+TzExhO8AACDyEL4DAAAAACKS4zhau3atsSY/P9/VvS699NLTujJbw+j50LF1vk+dOlUxMZ3vnzBso+fDIXy3db6H8qEJW+f7lCy5evgmmsTE+DR6mLmmqML80EJsbKxycnLavZeZM2e2GrxLUqFlWn12WruXh8dGDrY/+OHG9XMI3gEAQGTrfH9zBQAAAABEhe3bt+vQoUPGmry8PFf36tWrl2bMmGGsefPNN9XU1OR6f3Dn0KFD1hC5s42cP8EWvpeVlamxsdGj3bTOFr67Obs+EFVHHWsH95Tszhne2brGiy1d55K70fMmM2bM0IIFC9S9e/ezrh2pdrRtr/n1WWmd872LZLGxPuWkt+8eX7tCevp2gncAABDZCN8BAAAAABHJNnJech++Sy1nGJvs379fH374oev7wZ2VK1daa6ZPn+7BTsKPbex8fX2963O3Q6G6uloVFRXGmlB1vn9QYq+Z2rlOKjhpzHBzcFm8VWpuNne/+/Oz80zTp09vM3g/sb5NdjtDXHQMN6Pn2/KV2dIzdxC8AwCAyEf4DgAAAACISLbwPT4+3hpensoWvkvS/PnzXd8P7thGzsfExOjcc8/1aDfhxU3XeEeOni8pKZHjmEPcUIXvtpHzPp90rvtv/6hi63w/Xidt3W2uCbTzffr06Vq4cKF69OjRZo1t5LzEme+RKm9kYMH5l2dJvyV4BwAAUYLwHQAAAAAQkWznvWdlZSkhIcH1/bKzszV06FBjDee+B9/y5cuN1/Py8oxBXjQbPny4kpKSjDXFxcUe7eZstpHzUujGzq8stIT+aVLPbp0zyHMTXNu6z8eOHev3utOmTbMG75JUuMX83g1IlpJ7ds73LtIF0vn+pculZ3/gU2ws7zkAAIgOhO8AAAAAgIhk63z3d2yyz+fTnDlzjDWrV6/W7t2WllG41tDQoPfff99Y01nPe5ek2NhYjR492ljTkZ3vtrVTUlLUr1+/oK/rOI5WWv7YUzrpyHlJGjFIio8z1xRVmK/36dPH+jDSqaZOneoqeJekIkvwz8j5yOVv+H7d5dJzdxK8AwCA6EL4DgAAAACIONXV1dq0aZOxJpAzi92Mnn/zzTf9vi9at27dOtXU1BhrOnP4LtnPfe/I8N3W+R6qkfNl26RDR801U7I6b5gXF+dTpiU3L9pq7j6X3P8MnTJlit5880317NnTVb1t7Hx2mqvbIAz16eHTUJfP21x3ufQ7gncAABCFCN8BAAAAABFn/fr11rOm8/Pz/b7vRRddZB1Vz+j54LGNnJdazpDuzGxj24uLi9Xc3OzRbk5nC/5DN3LeXjM1JyRLRwzb6Hlb57skTZgwwVozefJkv4L3I9WOtu0112SlEcZGsgnn2Gu+eBnBOwAAiF6E7wAAAACAiGM7710KrPO9W7duuuCCC4w1ixYtUkNDg9/3xtmWLVtmvD5o0CANGzbMo92EJ1uAffz4cVVWVnq0m4/V1NRoyxZzC3OoOt9XWM5779VdGt25v2yUNdx8vXirrA8wfelLX5LP13Y4eu6552rRokXq1auX633ZzpqXGDsf6b4yyxyof/4S6fm7CN4BAED0InwHAAAAAEQc23nvgwcPVt++fQO6t230/JEjR1x1bMPO9nmcNm2aMfzrDGxj56WOGT1fXFxsDW9DFb7bznufPEaKienkXzfDzX/+I9XSzv3me2RkZOjuu+9u9dqUKVP8Dt4l+8h5yd61j/B25TTpqjYGlnzxMumFuwneAQBAdCN8BwAAAABEHFv4HkjX+wlz5syx1jB6vv22bdumbdu2GWs6+8h5SRoxYoTi4+ONNR0RvrtZMxRj54/VOFpfbq6ZEprMP6K4CbDdjJ6///779dxzz2natGnq2rWrxowZo4ceekjvvvuuevfu7fe+iirMD2wMSJaSexLMRrLYWJ/+8lOffnq9T9npUo+uUv4o6Y/3+fT7e3yKi+P9BQAA0S2uozcAAAAAAIA/mpubtW7dOmNNIOe9nzBy5EiNGjVKGzdubLNmwYIF+vnPfx7wGnB33vu0adM82El4i4+PV2ZmpgoL2z7ovLi42MMdtTDtR5JSUlLUr1+/oK/7QYlkO+J+ShbhXuZQKSbG/Lkq3ipdOsl+r69+9av66le/Ksdx2j2JorDCfJ2R89EhLs6ne78s3ftlX1C+bgAAACIJne8AAAAAgIiyefNmVVdXG2va0/ku2UfPb9iwoUPO2Y4mtvA9KSlJ48aN82g34c3WQd4Rne+28D0UXe+SfeS8JE0OzdIRJTHBp5GDzTW2LvQzBSNAtY2dZ+R89CF4BwAAnQ3hOwAAAAAgothGzkuhD98lRs+317Jly4zXJ02aZB233lnYzn0vKiqynr8ebLbAP1Tnva/YYP5znjOMseUnjBluvu5m7HwwHal2tG2vuSY7jfcOAAAAkY3wHQAAAAAQUWzhe9euXTVy5Mh2rXHeeeepa9euxhrC98BVV1dr7dq1xhpGzn/M1kV+5MgR7dy506PdSDU1NdqyxdzCHIrw3XEca+f7FLreT7J1kRdt9WQbJxW7WI+x8wAAAIh0hO8AAAAAgIhiC23Hjh2r2NjYdq3RpUsXXXLJJcaat99+W7W1te1ap7P64IMP1NTUZKyZPn26R7sJf25GuHt57ntJSYm10z4UY+e37JL2VZlrpmbTOX1ClqWL/MBhaV+VdxMT3HTaM3YeAAAAkY7wHQAAAAAQUWyd7+0dOX+CbfR8TU2N3n333aCs1dnYRs5L0tSpUz3YSWTIzMxUTIz5n3C8PPfddt67FJrO9xUb7DVTQjPtPiLZxs5L3o6eL9xiDvoHJHNkAAAAACIf4TsAAAAAIGIcPHhQ27ZtM9YEK3yfPXu2tYbR84FZvny58fro0aPVt29fj3YT/hITEzVixAhjTTiF7ykpKerXr1/Q111ZZA5vuyVJOYwtP2n0MHuNp+G7ZS1GzgMAACAaEL4DAAAAACLGunXrrDX5+flBWWvYsGHKyckx1syfPz8oa3Umzc3N1vCd897PZhvj7mX4blsrFCPnJVnPez93tBQbS+f0Cd2SfEobYK4pqgifsfOMnAcAAEA0IHwHAAAAAEQM23nvUsuZ78FiGz2/adMmbdy4MWjrdQYlJSWqqqoy1hC+n80WaHt55rut8z0UI+eP1zlaa/lWY+T82WyBdvFWT7ahozWOKveYa7ItZ9QDAAAAkYDwHQAAAAAQMWznvY8YMUI9evQI2npz5syx1jB63j+2rndJmj59ugc7iSxjxowxXt+/f7/27dsX8n3U1NRoy5YtxppQhO+rS6XGJnPN1GzC2zPZzn33auy8m3UYOw8AAIBoQPgOAAAAAIgYtvA9WCPnT5g6dap69eplrCF898+yZcuM15OTk5WZmenRbiKHm1HuXoyeLykpkeOYR5WHYuz8CnOzvSRpcmim3Ue0LEs3+a4DUtXR0I+edxO+M3YeAAAA0YDwHQAAAAAQERoaGqzjrvPy8oK6Znx8vC677DJjzeLFi1VdXR3UdaOZm/PeY2L454ozjR492lrjxeh52/egFJrO95WF5oA4Y5DUrw+d72dyE2h7MXq+cIv5/RuQLCX35P0DAABA5ONvswAAAACAiFBSUqL6+npjTbDDd8l+7nt9fb3efvvtoK8bjfbt26eysjJjDee9t65bt24aPtw8Q9yLznfbGn379lVqampQ13Qcx9r5PpXz3ltlGzsveTN63rYGXe8AAACIFoTvAAAAAICIYBs5L4UmfJ81a5a1htHz7qxYscJaQ/jeNts4dy/Cd1vne3Z2tny+4HYwb9vbMh7dZEoWXdOt6dXdp0Ep5pqiitCPnS+sMF/nvHcAAABEC8J3AAAAAEBEsIXvvXv31rBhw4K+7oABAzRhwgRjzYIFC6znYEN67733jNfj4uI0adIkj3YTeSIlfA+25RvsNVNzgr5s1LB1lReFeOz80RpHlXvMNdmWs+kBAACASEH4DgAAAACICLbwPS8vL+gdtyfMmTPHeH3btm2uzsLuzKqrq/X8888ba8aNG6euXbt6s6EIZAvfd+3apaqqqpCtX1NToy1bthhrbHsMxG/+bn6wpUuClDsi6MtGjSzL6PlQn/leXGGvYew8AAAAogXhOwAAAAAg7DmOo7Vr1xprQjFy/gTbue+SNH/+/JCtHw2eeeYZ7d+/31jDyHmzMWPGWGuKi4tDtn5JSYl1wkOwO9/fXevoXcuJExNHS/FxdE63ZYylq3zrbulYTegmd9hGzkuMnQcAAED0IHwHAAAAAIS93bt3a9++fcaaUIbvEydOVEqK+eBkzn1vW21trR555BFr3axZszzYTeRyE76HcvS8m+kOwQ7fH3jRHgpfPong3cTW+S5JJZWhW79wi/k9HJAsJffkPQQAAEB0IHwHAAAAAIQ928h5ScrPzw/Z+rGxsdZgeNmyZSEd+R3Jnn/+ee3cudNYc8455+jSSy/1aEeRqXfv3ho0aJCxJpSd77Zgv2/fvkpNTQ3aequKHL31gbmmS4J0w5VBWzIquRnpHsrR80UV5uuMnAcAAEA0IXwHAAAAAIQ928j52NjYkJw1fSrb6Pmmpib985//DOkeIlFDQ4N+9rOfWevuvvtuxcbGerCjyGbrfu/Izvfs7Gz5fMHrYHbT9X7jXGlAX7qmTVJ6+5TSy1xTVNFxY+cZOQ8AAIBoQvgOAAAAAAh7ts730aNHq0uXLiHdw+WXX66YGPNfoxk9f7aXXnpJW7ea22rT09P1uc99zqMdRTbbQyahDN9t9w7mAzAFmxzNW2auiY+Tbr+W4N0NW3e5rTs9UEdrHFXuMddkWc6kBwAAACIJ4TsAAAAAIOzZwvdQjpw/ITk5WVOnTjXWLFiwQM3NzSHfS6RoamrSgw8+aK278847FR8f78GOIp8t4N66dauOHTsW9HVrampUXl5urAnmee8Puuh6/8psaWh/gls3Oip8L3Zx3+y00KwNAAAAdATCdwAAAABAWDt+/LhKS0uNNXl5eZ7sxTZ6fu/evfroo4882UskePXVV7Vx40ZjzeDBg/XlL3/Zox1FPjfd5bbvl0CUlJTIccyBeLDC95Ktjl5bbK6JjZXu/ALBu1u27vLyXVJtXfBHz9tGzkuc+Q4AAIDoQvgOAAAAAAhrGzZssHaTh0v4LjF6/oTm5mY98MAD1ro77rhDiYmJHuwoOtjOfJdCM3rezT2DNXb+oT84suT8+vwlUsYgwne3xgw3X29ulsq2B39d21ny/ZOlvr14HwEAABA9CN8BAAAAAGHNNnJe8i58z8vL06BBg4w1hO8tXn/9dRUWFhpr+vXrpxtuuMGjHUWH1NRUpaSkGGtCEb7b3su+ffuqX79+7V6nfKejl/5lrvH5pLvoeveLm+7yUIyeL9xivs7IeQAAAEQbwncAAAAAQFizhe8DBgxQ//79PdmLz+ezdr+vWrVK+/bt82Q/4cpxHD300EPWuu9973vq2rWrBzuKLrYO8+Li4qCvaQvfs7Oz5fO1PxD/+UuOmprMNf91gTTGMkYdpxvYV+rV3VxTvNX7sfPZ6UFfEgAAAOhQhO8AAAAAgLBmC9+96no/wRa+O46jN99806PdhKclS5ZozZo1xpo+ffrolltu8WhH0cU2er4jxs4HY+T89r2OfrfQXnfPdQTv/vL5fNbR88HufD9a46hyj7nGdhY9AAAAEGkI3wEAAAAAYctxnLAL3y+++GLFx8cbazrz6HnHcfS///u/1rpvf/vb6tGjhwc7ij62oHvz5s2qra0N2no1NTUqLy831mRnZ7d7nUdedtTQaK6ZO03KG0lgG4gsj8P3Yhf3Y+w8AAAAog3hOwAAAAAgbFVUVOjIkSPGmvz8fG828x89e/bUzJkzjTWLFi1SY6MlRYxSK1eu1EcffWSs6dGjh771rW95tKPoYwvfm5ubgzp6vrS0VI5jHkne3vB9z0FHT79ur7vnSwTvgbJ1mZdtk2rrgjd6vmirvcbNWfQAAABAJCF8BwAAAACELVvXu+R957tkHz1/6NAhvf/++x7tJry46Xr/5je/qT59+niwm+jkZsT7v/71r6CtZzvvXWr/2PlH/+Sott5cc+lEaXIW4XugbEF3Y5P0rv1HrmuFW8xBfv9kqW8v3k8AAABEF8J3AAAAAEDYsoXviYmJyszM9Gg3H7OF71LnHD2/evVqrVixwliTlJSk73znOx7tKDoNHDhQKSkpxppgfv3Zwve+ffuqX79+Ad//wGFHT/zdXncvXe/tkjfSXrNgZfA63wu3mK8zch4AAADRiPAdAAAAQMRbsWKFbrnlFn3uc5/Tvffeq+3bt3f0lhAka9euNV7PyclRXFycN5s5xejRo5Wenm6smT9/vke7CR//93//Z635+te/rtTUVA92E718Pp8uu+wyY83SpUt1+PDhoKxXVFRkvJ6VlSWfL/Bg/PG/ODp23FwzM1c6L5/wvT0GpfiUbf6xpfnmZ2f8Yhs7z8h5AAAARCPCdwAAAAAR7ac//ammTZumJ598Uq+88ooeeOABjRo1SkuWLOnorSEIbJ3vXp/3foLP57N2vxcUFGjHjh0e7ajjrVmzRosXLzbWJCYm6vvf/743G4pyc+bMMV5vbGzUW2+9FZS1bJ3v7Tnv/fAxR4//2V5H13twzJlivr5ph1S2rf3d78dqHG3dba7JTuc9BQAAQPQhfAcAAAAQsf7whz/ovvvuO+v3a2trNXfuXG3btq0DdoVgOXLkiLZsMc8t7ojz3k9wM3p+4cKFHuwkPPzsZz+z1lx//fUaNGiQB7uJfpdffrliYsz/rBOM6Qs1NTUqLy831rQnfH/i71LVMXPNpNHSpZMCXgKnuGKqPfAORvd7UYW9hrHzAAAAiEaE7wAAAAAi0s6dO/Wtb32rzetHjx7Vbbfd5uGOEGzr1q2z1nRk+H7BBReoS5cuxprOcu57YWGh/v73vxtr4uLidMcdd3izoU6gb9++mjLF3Ma8cOFCNTc3t2ud0tJSOY65EzorKyuge1cfd/Ton+xd1vd+ydeusfb42LQcqVd3c838Fe3vfLeNnJcYOw8AAIDoRPgOAAAAIOI4jqObbrpJVVVVxrq//e1veuONN7zZFILOdt67JOXm5oZ+I23o2rWrLrzwQmPNP//5T9XX13u0o47z4IMPWmu+9KUvafjw4R7spvOwjZ7fu3evVq9e3a41bCPnpcA7359+XdpvOZY+d4R05bSAbo9WxMf5dLllisC7BdLRmvYF8IVbzK/vnyz17cUDFQAAAIg+hO8AAAAAIs7vf/971+OUv/Wtb6mmpibEO0Io2M57T0tLU+/evb3ZTBts4eexY8f03nvvebSbjrFx40a98sorxpqYmBjdeeedHu2o87B9/UntHz1fVFRkvN63b1/169fP7/vW1jl65GV7wHvPdT7FxBDSBtMcy+j5hkbpXx+2bw3b2HlGzgMAACBaEb4DAAAAiCg7duzwa5x8RUWF7r///hDuCKFiC987cuT8CbNnz7bWRPvo+Yceesg62vzaa6/VqFGjPNpR55Gbm6vBgwcba9obvts637OysgIaCf+7hdKuA+aac4ZJnz7f71vDYtZkyfaWtXf0fGGF+Toj5wEAABCtCN8BAAAARAzHcXTjjTfq8GHLnOIzPPLII9buTYSXxsZGrV+/3lgTDuF7RkaGRo8ebayJ5vC9oqJCL774orXu7rvv9mA3nY/P59MVV1xhrPnwww+1e/fugNewhe+BjJxvaHT0s5fs4e7dX/QpNpau92Dr18enSeYfW1qwsuV/cwNxrMbRVsuXXHY67ysAAACiE+E7AAAAgIjx/PPPa+HChX6/rrGxUd/4xjcCDhLgvY0bN6q2ttZYk5+f781mLGzhZ0lJicrLyz3ajbeeeOIJNTY2Gms+9alPBXwmOOzcjJ5/8803A7r38ePHrV+7gby3f3tXqtxjrkkfKH3uEr9vDZdso+d3HZDWbgzs3sVb7TWMnQcAAEC0InwHAAAAEBG2bdumb3/72wG/fsmSJa46dBEebCPnpfDofJfs4bukgB4aiQRvvPGGteaee+7xYCed18UXX6yEhARjTaCj50tKSqwPLWVlZfl93zdcjDS/8ws+xcfRHR0qc6baa+avCOzetpHzEmPnAQAAEL0I3wEAAACEvRPj5o8cOdKu+3z/+9/XwYMHg7QrhJItfO/Ro4fS0tK82YzFzJkz1b17d2NNe8/dDkcHDx5UcXGxseaKK67Q+PHjPdpR59S9e3ddcMEFxpq33npLDQ0Nft/bNnJeCqzzffkG8/XBqdKXZ/l9W/hh3ChpQLK5Zv7KwKbFFG4xv65/stS3Fw9WAAAAIDoRvgMAAAAIe88995wWLVrU7vvs27dPd911VxB2hFBbu3at8Xpubq5iYsLjr7QJCQm69NJLjTX//ve/VVNT49GOvPH+++9ba2699VYPdgLb9IUjR45o6dKlft+3qKjIeD05OVn9+vXz6557DznavMNc8/WrfEpMIJwNpZgYn2ZPMde8XyTtq/I/gC+qMF/PGu73LQEAAICIER7/UgEAAAAAbaisrNR3vvMda13//v113XXXWeuefvpprVy5MhhbQwjZOt/D5bz3E2zhZ21trRYvXuzNZjyyYoV5JnVMTIymT5/u0W46NzfnvgcyfcHW+Z6dnS2fz7+QfKW9mV7nhceJElFvzhTze+c40pv2Z2zOYhs7n53u/z0BAACASEH4DgAAACBsOY6jG264QUePHrXWPvXUU/r1r3+tAQMGWGu//vWvq7GxMRhbRAjs27dPu3btMtaEy3nvJ8yePdtas2DBAg924h1b+J6Tk2Mdx4/gGDlypDIzM401gXz92TrfAxk5v6LQ3EkdFytNHO33bRGASydJ8XHmmgV+jp4/VuNo625zTXY6Uw0AAAAQvQjfAQAAAISt3/72t/rnP/9prfviF7+oq6++Wr169dKjjz5qrS8oKNCvf/3rYGwRIWDrepfCL3wfPHiwdU/z58+X4wR2hnK4aWpqso6dnzLFMtMaQWXrfi8uLtaWLVtc3+/48ePavHmzsSYrK8v1/U5YYel8zx8lde1COOuFnt18mplrrnnzfamx0f3PreKt9hrGzgMAACCaEb4DAAAACEtbt27Vd7/7XWvdwIED9dhjj538+Nprr9XFF19sfd19992n7du3t2uPCA3bee8xMTHKycnxZjN+sIWfFRUVKikp8Wg3oVVUVGSdSEH47i3b0QeSf6PnS0pKrA+L+Nv53tjo6APLt8BU/5vp0Q5XWEbPVx2zPzBxKtvIeYmx8wAAAIhuhO8AAAAAws6JcfPHjh2z1j799NNKTk4++bHP59MTTzyhhIQE4+uOHTvm6ix5eM82zjwzM1Ndu3b1aDfuuQk/o2X0/PLly601kydP9mAnOOG8886zjvn3J3y3jZyX/A/f122WamrNNVOz6Xr30pyp9pr5K9x3vhdVmGv7J0t9e/EeAwAAIHoRvgMAAAAIO08//bT+9a9/Weu+9KUv6corrzzr9zMzM3XnnXdaX//nP/9ZCxcuDGiPCI26ujq99dZbxppwGzl/wuTJk9WnTx9jjT/hZzizPSCRnJysESNGeLQbSFJCQoIuvfRSY82///1v1dTUuLpfYaG53Tk5OVn9+vVzvT9JWr7BXkPnu7fOGSZlDDLXLFjp/n6FlpMNGDkPAACAaEf4DgAAACCsVFRU6Pvf/761btCgQfqf//mfNq/fddddrsK/b37zmzp+/Lg/W0QILV682DrxYNq0aR7txj9xcXG6/PLLjTXLly9XY2OjRzsKHVv4Pm7cOPl8dLd6zXb0QV1dnd555x1X97KF79nZ2X6/xysKzV3RA5Kl4QP8uiXayefzWbvf15dLlXvcdb/bxs4zch4AAADRjvAdAAAAQNhobm7W9ddf72rc/DPPPGPsMu7SpYv+7//+z3qf8vJyPfjgg37tE6Ezb948a01r0w7ChW30fF1dnSorKz3aTWgcOHBAZWVlxppx48Z5tBucavbs2dYat9MXbGPns7KyXN3nVLazw6dmi4c2OsCcqfbPuZvu92M1jrbuNtdkpfH+AgAAILoRvgMAAAAIG6+//rqrrsyvfOUrrs7Xvvzyy/WZz3zGWvfzn/9cpaWlrvaI0HEcxxq+5+TkKCMjw6Md+W/KlCnWmk2bNnmwk9BZudKewo0fP96DneBMgwYNsj74MH/+fDmOuYv5+PHj2rx5s7HG3/Pe9xx0tGWXuWZqDsFsRzg/T+raxVzj5tz34q32tbLT3O0JAAAAiFSE7wAAAADCxtNPP22tGTx4sH71q1+5vuevfvUr9ejRw1jT0NCge++91/U9ERpr167V9u3bjTVXXXWVR7sJTFpammJjY401kR6+20bOx8bGKjc316Pd4Ey20fPbtm3Thg3mw9cff/xxa0Dvb/hu63qXpGk5ft0SQdIl0aeLLc/LvL1aOl7X9teE4zj61Wv2gJ6x8wAAAIh2hO8AAAAAwoLjOFq6dKm17plnnlHv3r1d33fQoEG6//77rXXz5s3ToUOHXN8Xwedm5Hy4h+/x8fFKS0sz1mzcuNGbzYSILXwfM2aMunbt6tFucCZb+C5JCxYsaPPa4sWLdffdd1vv4e/Y+RUbzMFsfJw0IdOvWyKIbKPnj9dJS9a2ff2Jv0kv/8u8Rr8+Ut9eTDcAAABAdCN8BwAAABAWtmzZoiNHjhhrvva1r7k60/hM3/jGN6yjmOvr67V27Vq/743gsYXv/fv316RJkzzaTeBGjhxpvB7Jne+NjY1atWqVsYbz3jvWpEmTlJKSYqxp69z3Xbt26dprr1Vzc7Px9f3791f//v392pet833cqJYObHSMK+wnZrQ5en5VkaPv/K+96z3f/KMRAAAAiAqE7wAAAADCgpvg+7vf/W5A946Li9OTTz5prSsqKgro/mi/7du366OPPjLWzJ07VzEx4f/X2GgO3zds2KBjx44ZawjfO1ZsbKxmzZplrFm+fPlZkz4aGxt17bXXas+ePdY1rrnmGvl87oPyhkZHH5aaa6b6N8UeQTa0v09jM8w181forOMIDhx2dM0PHTU02te45kIergAAAED0C/9/tQAAAADQKaxZs8Z4vUuXLjrnnHMCvv+5556rjAxzskD43nFef/11a83cuXM92En72cL38vJyNTU1ebSb4LKNnJek8eMth0cj5Gyj55uamrRo0aLTfu+ee+7Ru+++a733kCFD9KMf/civ/RRsahlbbjI1m2C2o82Zar6+ZZdUsvXjj5ubHV13v6NK+/Mamj5W+qr/g2sAAACAiEP4DgAAACAs2Drfc3NzFRcX1641bGcUE753HNvI+S5duuiSSy7xaDftYwvf6+vrtX37do92E1y28L1v374aOnSoR7tBWy6//HLFxsYaa0499/0f//iHHn74Yet94+Li9Oqrr6pv375+7Wf5BnvN1By/bokQsJ37LkkLVn786wdflBa+b79vam/pTz/yKTaWBywAAAAQ/QjfAQAAAIQFW+d7fn5+u9cgfA9Px44d0zvvvGOsufTSS9W1a1ePdtQ+tvBditzR87bwffz48X6NI0do9OnTR9OmTTPWLFy4UE1NTdq8ebO+/OUvu7rvL37xC02dammPbsWKQvN54INSpKH9/L4tgmxKltSnh7nmxLnv//rQ0X3P2c95j4mRXv6hT4NT+bkAAACAzoHwHQAAAECH27dvn3bs2GGsCcY50tnZ5kOF9+7dq/3797d7HfjnrbfeUn19vbHmqquu8mg37Zeenm49mz4Sw/d9+/ZZ98157+HDNnp+//79eu+99/Rf//VfOnz4sPV+11xzjW699daA9rKi0Hx9arZ4aCMMxMX5NGuyuea9dVJRhaPP/diRY8/e9ZOv+XTxBN5bAAAAdB6E7wAAAAA6nG3kvORN57skFRcXt3sd+Mc2cl6SrrzySg92EhyJiYkaNmyYsSYSw/eVK1daazjvPXxcccUV1pprrrnG1c/fzMxM/fa3vw0oIN+139HW3eaaaTmEs+Hiiinm96KxSTr/W47225/X0OzJ0l1fDNLGAAAAgAhB+A4AAACgw9nCn5iYGOXm5rZ7ndGjR1trCgstLZoIqqamJr3xxhvGmsmTJ2vAgAEe7Sg4bKPnIzF8t42cj4uLC8r3KYIjJydHQ4cONda4mfSRlJSkP//5z+rZs2dA+7B1vUstne8ID7POlWzPWLgJ3of1l16816eYGB6sAAAAQOdC+A4AAACgw9nOe8/MzAzKed/du3fX8OHDjTWc++6tFStW6MCBA8aaSBo5f4ItfN+4caNHOwkeW/iel5enLl26eLQb2Ph8PuvoeTeefPJJjR07NuDX2857T4iXxmcGfHsEWUpvn6bYh8QYxcdJr/3Yp769CN4BAADQ+RC+AwAAAOhwts73YJ4jbRs9T/juLTcj56MxfN+8ebOam5s92k37NTY2atWqVcaayZMth0XDc+0N32+66SZ96Utfatc9bJ3v4zOlxARC2nAyZ2r73o//+ZZP52bxngIAAKBzInwHAAAA0KFqampUWlpqrCF8j1628D09PV3Z2ZE3k9oWvtfW1mrnzp0e7ab91q1bp5qaGmPNlClTPNoN3LrwwguVmJgY0GvHjRunxx57rF3r1zc4+tD8452R82HoinZ8K3/uEumWTwRtKwAAAEDEIXwHAAAA0KHWr19v7QDOz88P2nq28H3Xrl06dOhQ0NZD20pLS60PXlx11VXy2Q4gDkO28F2KrHPfbSPnJTrfw1G3bt104YUX+v263r17689//nO7jxFYs1GqqzfXTM2OvO/vaJc/ShqU4v/rxgyXnv6+LyJ/ZgMAAADBQvgOAAAAoEPZznuXvA3fJam4uDho66Ftr7/+urUmEkfOS1JGRoa1JprC9wEDBmj48OEe7Qb+CGT0/AsvvODqa9hmxQZ7DZ3v4cfn8/nd/d4tSfrLT33q3pXgHQAAAJ0b4TsAAACADmU7733w4MFKTU0N2npjxoyx1jB63hu28L1Xr16aOXOmR7sJrqSkJA0ZMsRYE03h+7Rp0+h2DVP+hu8/+MEPgvbQy4pCx3h9aD9pSD++bsKRv+e+P/19n8ak8V4CAAAAhO8AAAAAOpSt8z2Y571LLYHu4MGDjTWE76F34MABLV261Fgze/ZsxcfHe7Sj4Bs1apTxeqSE73v37lV5ebmxZurUqR7tBv5KT0939dCRJJ1//vm6//77g7b2ikLzdbrew9clE6T4OHe13/iE9PlLCd4BAAAAifAdAAAAQAdqbGzUunXrjDXBHDl/gm30POF76C1YsEDNzc3GmkgdOX+C7dz3SAnf3Zz3Tvge3q644gprzYABA/TKK68oLs5l4mqxY5+jbXvNNZz3Hr66d/Xp/Hx73aTR0qPf5H0EAAAATiB8BwAAANBhysrKVFtba6wJdue7RPgeDubNm2e8HhcXp1mzZnm0m9BwE747jnksdzhYvny58Xp8fLwmTJjg0W4QiE984hPG6zExMXrllVc0YMCAoK1p63qXpKk5QVsOIfCJGeZQvU8P6bWf+JSYQPgOAAAAnED4DgAAAKDD2M57lzqm833btm06cuRI0NdFi7q6Or355pvGmvPOO099+vTxaEehYQvfq6urtXv3bo92Ezhb5/u4cePUpUsXj3aDQEyfPl0XX3xxm9cffPBBnX/++UFdc8UG84MliQnSOPPJDOhgX5sjDe3X9vU/3OvT8AEE7wAAAMCpCN8BAAAAdBjbee89e/ZUenp60NfNzrYfNFxcXBz0ddFi8eLFOnbsmLEm0kfOS/bwXQr/0fMNDQ368MMPjTWMnA9/Pp9PzzzzTKsTCh544AHdcccdQV/T1vk+IVNKiCe4DWdJiT796Uc+DUk98/elV3/s0xVTef8AAACAMwXnIC8AAAAACICt8z0/P18+X/D/cX/MmDHWmqKiIk2ePDnoa8M+cl6S5s6d68FOQmvEiBHWmk2bNmnmzJke7CYwBQUFOn78uLGG8D0ypKena/ny5frrX/+qNWvWqE+fPpo1a1ZIpovU1TtaXWaumWp/BgphYGqOTwW/k/7+nrS+3NHIwT5dMUVKH0TwDgAAALSG8B0AAABAh3Acx9r5Horz3iUpOTlZAwYMMI785tz30HAcxxq+5+TkKCMjw6MdhU63bt00cOBA7dq1q82acO98t42cl6Rp06Z5sBMEQ0JCgq699lpde+21IV3nozKpvsFcMzWb8DZSJPf06WtzJIn3DAAAALBh7DwAAACADrFjxw4dOHDAWBOKjswTbOe+E76Hxtq1a7V9+3ZjTTSMnD/BNno+0sP3wYMHa+jQoR7tBpHCNnJekqbmhH4fAAAAAOA1wncAAAAAHcLW9S6FrvNdInzvKK+//rq1hvA9fNjCd0bOozUrCh3j9eEDpEEpdFEDAAAAiD6E7wAAAAA6hO289/j4eFdnswfKFr5XVFSouro6ZOt3VraR8/3799ekSZM82k3ojRo1ynh906ZNchxzUNlRdu3apYqKCmMN4TtaY+t857x3AAAAANGK8B0AAABAh7B1vufk5CghISFk69vCd0kqKSkJ2fqd0fbt27V69Wpjzdy5cxUTEz1/VbV1vh85ckT79u3zaDf+cXPeO+E7zrRtj6Mdli9pznsHAAAAEK2i5180AAAAAEQUW+d7KM97l9yF74yeD6433njDWjN37lwPduIdW/guhe/oeVv4npCQoPHjx3u0G0QKV+e90/kOAAAAIEoRvgMAAADwXFVVlbZs2WKsCeV575KUmpqqlJQUYw3he3DZRs536dJFl1xyiUe78caIESOsNZEavo8fP16JiYke7QaRwnbee5cEKc/+TAoAAAAARCTCdwAAAACeKygosNaEOnyX7N3vhO/Bc+zYMb399tvGmksvvVRdu3b1aEfe6Nmzp/r162esCcfwvb6+Xh9++KGxhpHzaI2t833iaCkhnrHzAAAAAKIT4TsAAAAAz9nOe5ek3NzckO+D8N07b731lurr6401V111lUe78ZZt9Hw4hu9r165VXV2dsWbatGke7QaRorbO0Udl5pppjJwHAAAAEMUI3wEAAAB4znbe+8iRI9WzZ8+Q78MWvpeXl+v48eMh30dnYBs5L0lXXnmlBzvxXiSG77aR8xKd7zjb6jKpodFcMzWHrncAAAAA0YvwHQAAAIDnbJ3v+fn5nuzDFr43NzertLTUk71Es6amJs2fP99YM3nyZA0YMMCjHXkrGsP3oUOHavDgwR7tBpFixQZ7zVQ63wEAAABEMcJ3AAAAAJ6qq6uzjnP34rx3ScrOtqdAjJ5vv+XLl2v//v3GmmgdOS9Jo0aNMl4/dOiQDh486NFu3Fm+fLnxOl3vaM2KQsd4PX2g1D+ZzncAAAAA0YvwHQAAAICnCgsL1dhonkvsVed7//791adPH2MN4Xv71NbW6rbbbrPWRXP4but8l6SNGzd6sBN3duzYoW3bthlrCN9xJsdxtKLQXEPXOwAAAIBoR/gOAAAAwFO2kfOSd53vPp/POnqe8L19vvOd71jf8/T0dFdTCCLViBEjrDXhNHqe894RiMo90q4D5pqp2XS9AwAAAIhuhO8AAAAAPLV27Vrj9X79+nl69jfhe+i8/PLLevLJJ611c+fOlc8XvaFcnz591LdvX2NNJIXviYmJnj0gg8hh63qXpKk5od8HAAAAAHSkuI7egFs7d+7UZz/7WR0/fvzk79144426+eabXd9j06ZNmjdvnlatWqW9e/eqoaFBqampysrK0hVXXKFp06YFtLdQ3RcAAACIRrYu6HHjxnkaxNrC902bNqmurk6JiYke7Sg6lJaW6qabbrLW+Xw+v/5eF6lGjhypAwfabguOpPB94sSJSkhI8Gg3iBQrNpjPe+/aRcq1D4EAAAAAgIgWMeH7gw8+eFrw7o/GxkY99dRTeuGFF9Tc3HzatcrKSlVWVurNN9/UzJkzdd9991nPfAz1fQEAAIBo1dzcrIKCAmONV+e9n2AL35uamrRx40bl5NCy6VZNTY2uueYaHTt2zFp7yy23WN+DaDBy5Ei9//77bV4Pl/C9rq5Oq1evNtYwch6tsXW+TxotxcdF74QLAAAAAJAiZOz8ggULtHLlyoBf/+CDD+p3v/vdyYA8Li5OmZmZysvLU69evU7Wvffee/rv//5v1yF/qO4LAAAARKvNmzdbA1mvx1m7CX4ZPe+fb33rW1q/fr21bty4cfrlL3/pwY463siRI43XwyV8X7Nmjerr6401hO840/E6R2s2mmumZnuzFwAAAADoSGEfvldVVenRRx+VJKWnpys1NdWv1//1r3/VvHnzTn583nnnad68efrjH/+oZ599VosWLdLtt9+u2NhYSVJZWZkeeOCBDrsvAAAAEM1s571L3ne+Dx48WD169DDWEL6798ILL+i5556z1vXs2VOvvvqqunTp4sGuOp4tfN+/f7+qqqq82YyBbeS8RPiOs31YIjU2mWumZtP1DgAAACD6hX34/stf/vLkP0DcddddiotzPym/trZWTz311MmPJ0yYoEceeUT9+vU7+XtxcXH67Gc/q7vuuuvk7y1atEglJSWe3xcAAACIdrbz3rt162YNKYPN5/NZu98J390pLCzULbfc4qr2ueee8/y97khu/qybN2/2YCdmy5cvN14fPny4Bg4c6NFuEClsI+claQqd7wAAAAA6gbAO31euXKmFCxdKkubOnavx48f79fo33nhDBw4ckNTyD2p33XXXyU70M33iE584eYaj4zh64YUXPL8vAAAApH379umFF17Q97//fT311FPauXNnR28JQWTrfM/NzW3zv61DifC9/Y4dO6ZrrrnG1XFbt956qz796U97sKvwMWrUKGvNxo2Wud0e+OCDD4zX6XpHa1YUOsbrIwZL/frQ+Q4AAAAg+oVt+F5bW6uHHnpIktS7d2/ddtttft/jnXfeOfnr8ePHKy0tzVj/qU996uSvly1b1uY5d6G6LwAAQGe3fPly5eTk6Ctf+Yp++ctf6utf/7qys7P197//vaO3hiCxdb57fd77CbbwvaysTA0NDR7tJvI4jqNbbrlFxcXF1tpJkybpkUce8WBX4SU5OVm9e/c21nT0ue9VVVXaunWrsYbwHWdyHMfa+c557wAAAAA6i7AN33/zm99ox44dkqRvf/vb1n+kOFNNTY0++uijkx+7+QeCadOmtfn6UN8XAACgszt69KjmzJmjvXv3nvb7VVVV+uIXv3jyvw0RuXbv3q3du3cba7w+7/0EW/je0NDQ4cFoOHv22Wf1hz/8wVrXu3dvvfrqq0pISPBgV+HF5/NZR8939NfY+vXrrTX+TqRD9KvYJe05aK7hvHcAAAAAnUVYhu/FxcV65ZVXJLWcp37llVf6fY/y8nI1Njae/Dg3N9f6mpSUFA0aNOjkx2VlZZ7dFwAAoLN79tlnVVVV1eq16upq/exnP/N2Qwg628h5KXw73yVGz7eloKBA3/zmN13VvvDCC9bJYdEs3MP3goICa42bvwOjc3Fz3vu0nNDvAwAAAADCQdiF742NjfrpT3+qpqYmxcfH66677groPhUVFad9PGTIEFevO7Vuy5Ytnt0XAACgs1u0aJHx+l/+8v/Zu+/wquv7//+Pkz3YK+wdNoEQdhiynLVIFS2O1tZZ+2mtrdba2vVp1davn9ra2uFoq1AXCo46ykb2CiFswgoYNoSEDMg6vz/4kYqQ1+skOeeVc07ut+vqdRHez/N+PytwxDzO6/l8R5WVlY66QSDYwvfIyEgNGFA/CU3nzp2VmJhorCF8v1RBQYGmT5+uc+fOWWsffvhhffnLX3bQVfAK9fC9W7duatKkiaNuEComD5Ve/7lH37lRGtpHioq8+HpivDSgW/30BgAAAACuRdV3A180a9asqpPhX//612t9KuLw4cNVP46MjFSrVq18el1SUtJl7xHo+9bGqVOnlJeXV6vXJiYmqkWLFn7pI5x8cY8nez0BBArvN8DFKisrtWrVKmPN4cOHtXz5co0cOdJRV+EhmN5vNmzYYLzep08fRUREqLS01FFHlz7f1OOWLVvqrbdgde+99yo7O9taN2rUKP3iF79o8P/8bP99e/ToUZ08eVKNGzd209AX2D4gM3DgQOOvYTC938CdZonSV8ae/58kFZ+VMrKl1ds8Wr3Vo9jo8/+eb+B//OFnvN8AcIH3GgCu8H4TOPWx9i6owvfPPvtML774oqTzJ0++8Y1v1PpeRUVFVT9OTExURIRvh/wbNWpU9ePi4mJn962N2bNnV/3zqqnp06fr5ptv9ksf4eyLO2cBIFB4v0FDt2vXLuXn51vrZs2apU6dOjnoKHzV5/uNLXzv1auXcnNzHXVzqS5duhh7zMrKqtf+gs2GDRv05ptvWuuaN2+uZ555hn/XST6dGl+9erVPaxD8raKiQlu2bDHWdOnSpUZ/Bvg1b7i6tZC6jZFmjDn/NW+dCDTebwC4wHsNAFd4v/Gfbt3cj+EKqrHzTz75ZNW4wkcffVSxsbG1vldJSUnVj2vyqYbPP/Pz9wj0fQEAABqyjIwMn+o++eQTeb3eAHeDQCgqKrpkhdMX9e3b100z1bCNBN+7d6/Ky8sddRP8XnvtNZ/qfve736ldu3YB7iY0dOnSxVpj+3MSKDk5OTp79qyxpr7/jAIAAAAAEOyCJnx///33tXbtWknSNddcoxEjRtTpfp//plhkZKSh8mKfr73cWIdA3RcAAKAhs52IvuDgwYPavn17gLtBIOzYscP6wYn+/fs76ubykpOTjddLS0t18OBBR90Et7Nnz2revHnWugceeEDjx4930FFoaNWq1UVT0S4nJyfHUTcX8+W9lfAdAAAAAACzoBg7f+rUKf3hD3+QdH4M30MPPVTne8bFxVX9uCZ7BT9fGx8f7+y+tTF9+nRNnjy5Vq9l5/vllZWVXTTOo02bNoqOjq7HjgCEK95vgItt2rTJ59qVK1dqypQpAewmvATL+837779vrZk4cWK9/h01PT3dWnPq1CmNGTPGQTfBbc6cORet5LqccePG6f/9v/+nqKig+M/OoNGzZ0/jbvXjx4+rQ4cO7hr6/3322WfG640aNdLIkSONq9eC5f0GQPjj/QaAC7zXAHCF95vwEhTfBfl//+//Ve34/J//+R+/fMMtISGh6scXRtn74vNj9i4XkgfqvrXRokULAvQAi46OrtF6AQCoLd5v0JAdP35cu3fv9rn+vffe0xNPPBHAjsJbfb3f+LJLum3bto66ubxevXopLi7OOHo7Ozub92tJs2fPttb87W9/u+i/n3BecnKyMXzfu3dvUP4ZHThw4EUfRvcFf78B4ArvNwBc4L0GgCu834S2eh87n5WVpfnz50uSUlJSNG3aNL/ct2nTplU/Li4uVnFxsU+vO3HixGXvEej7AgAANFSrVq2qUf3WrVu1c+fOAHWDQNm4caPx+uDBg900YhAZGak+ffoYa7Zt2+aom+BVUFCgDz/80FiTmppq/WfZUPXs2dN4vSYfRvKnrKws4/VBgwY56gQAAAAAgNBV7yffT506VfXjrKwsDRs2zOfXvvjii3rxxRervn7//ffVvn17SVLXrl0vqj1y5Ii6d+9uvefRo0erfvzFewTyvgAAAA3VypUra/yaOXPm6LHHHgtANwiEsrIy66na1NRUR92Y9evXz3gqeevWre6aCVLvvvuudQrYjBkzHHUTemzh+6FDh1RUVKTExERHHZ3/7/KDBw8aawjfAQAAAACwq/eT74HyxYB7165d1teUl5drz549VV9369bN2X0BAAAaqtqG7wgdO3bssIa1wXDyXTofvpts375dFRUVjroJTq+//rq15pZbbnHQSWiyhe/S+dHzLtlOvUuE7wAAAAAA+KLew/fo6Gg1bdrU5/9FRPy35djY2GqvdezYUUlJSVVfm06vXLB9+/aLvik4ZMiQS2oCdV8AAICGqLS0VOvWravx69avX68DBw4EoCMEgi9/Zw6mk+8mZ8+eVU5OjqNugs/x48er1oZVZ8yYMercubOjjkKPL+G769HzmzZtstYMHDjQQScAAAAAAIS2eh87n56eroULF/pcf/311+vw4cOSpK997Wu67777qq0dN26cZs+eLUlasGCBfvCDHyg6Orra+o8//rjqx927d1fHjh2d3hcAAKCh2bhxo86ePVur186dO1cPPvignztCINj2vTdv3lydOnVy1I2ZLXyXzu9992X1VDh6++23rSf/GTlv1q5dO8XHx6ukpKTammAL33v06KFGjRo56gYAAAAAgNBV7yffA+lLX/pS1Y9Pnz6td955p9rao0eP6sMPP6z6+vrrr3d+XwAAgIamNiPnL2D0fOiwnXxPTU2Vx+Nx04xFjx49FBMTY6zZtm2bo26Cj23kfGRkpKZPn+6om9Dk8Xisp99dh++2sfOMnAcAAAAAwDdhHb73799f48aNq/r6z3/+82W/8VdYWKjHH39cRUVFkqRWrVoZv2EUqPsCAAA0NHUJ35ctW6ajR4/6sRsEgtfrtZ58D5Z975IUFRWl3r17G2saavh+8OBBLVu2zFgzefJktW7d2lFHoSs5Odl4PTs721EnUnl5ubZs2WKsIXwHAAAAAMA39T52PtAefvhhbd68WXl5eSouLtYDDzygqVOnasSIEUpISFB2drbeeust5ebmSpIiIiL04x//WHFxcfVyXwAAgIbC6/XWKXz3er167733dO+99/qxK/jbgQMHdPr0aWNNsOx7v6Bfv37avHlztdcbavj+5ptvWmsYOe+bYDr5vmvXLp07d85YQ/gOAAAAAIBvwj58b9++vZ555hl9//vfV35+vkpLSzV79uyqne2fFxkZqR/84AcXnWp3fV8AAICGIicnR4cOHarTPebMmUP4HuRsp96l4Dr5Ltn3vm/btk1erzdoRuW7Yhs5Hxsbq2nTpjnqJrTZwveDBw+qpKRE8fHxAe/Ftu9dklJSUgLeBwAAAAAA4SCsx85fMGjQIL3++uuaOHGiIiMjL1vTv39/vfjii7r55pvr/b4AAAANgS+n3jt16mS8vnDhQuupatQv269zXFyc+vTp46gb39jC96KiIh08eNBRN8Fh165dysjIMNZcd911atKkiaOOQpstfJekffv2OejEvu+9SZMm6tq1q5NeAAAAAAAIdSF38v2DDz6o1evatGmjp59+Wnl5ecrIyNCxY8dUVlam1q1bq1+/furSpUtQ3RcAACDc2ULZhIQEPfbYY3rggQeqrSkvL9e///1v3X777f5uD34yf/584/UBAwYoKiq4/rPEFr5L50+/d+7c2UE3wcF26l1i5HxN+BK+796926ffi3VlO/mekpLS4KY8AAAAAABQW8H1XS4HmjdvrkmTJoXMfQEAAMKVLXwfMWKEbrzxRn3729+W1+uttm7OnDmE70Hq+PHjyszMNNYE42qmnj17KioqSuXl5dXWbNu2TVdffbXDruqP1+vVG2+8Yaxp1KiRrrvuOkcdhb4OHTooNjbWuGvd1d53W/jOvncAAAAAAHzXIMbOAwAAILgUFhZaA5/Ro0erTZs2Gjt2rLHuk08+UVFRkT/bg58sWrTIWjN58mQHndRMTEyMkpOTjTXbtm1z1E3927Rpk3bs2GGsueGGG5zsJw8XERER6tGjh7HGRfh+4sQJHTp0yFjDvncAAAAAAHxH+A4AAADn1qxZo8rKSmNNenq6JOnGG2801pWUlOiTTz7xW2/wH9vI+ejo6KA8+S7ZR89v3brVUSf1j5HzgWEbPe8ifLd9CEri5DsAAAAAADVB+A4AAADnbCPnJWnkyJGSpGnTpllr58yZU+ee4F9er9cavo8ePVqJiYmOOqoZW/i+bds24zqEcFFZWWkdOd+yZUtNmTLFUUfhwzZdITs7O+A9ZGVlGa97PB4NGDAg4H0AAAAAABAuCN8BAADgnC1879evn5o3by5J6tSpk4YNG2as//e//23cnQz39uzZowMHDhhrgnHk/AW28L2goMA6rjscrFq1yvrreNNNNyk6OtpRR+HDdvL9wIEDAX9fs518T05ODtoPyAAAAAAAEIwI3wEAAOBUZWWlVq1aZawZPXr0RV9/5StfMdYXFBT4tF8c7thOvUsK6tPStvBdahh73xk5Hzi28L2yslL79+8PaA+28J2R8wAAAAAA1AzhOwAAAJzavn278vPzjTU1Dd8lRs8HmwULFhivN23aVGlpaY66qblevXopIsL8n0vhHr6Xl5dr9uzZxpoOHTpo7NixjjoKL7bwXQrs3veysjLr7+GUlJSAPR8AAAAAgHBE+A4AAACnVqxYYa1JT0+/6OtevXqpf//+xte8++67Ki8vr1Nv8I+KigrrJIIJEyYoKirKUUc1FxcXZw1Hwz18X7RokY4dO2asueWWW6wfUsDlderUyTquP5Dh+86dO1VaWmqs4eQ7AAAAAAA1w3dJAAAA4JRt33vLli2VnJx8yc/feOONxtedOHFCy5cvr1Nv8I+MjAydPn3aWBPMI+cvsI2eD/fwnZHzgRUZGanu3bsbawIZvttGzkuE7wAAAAAA1BThOwAAAJyyhe+jR4+Wx+O55OcZPR86fNn3PnnyZAed1I0tfN+6dau8Xq+jbtw6e/as9c9Tz549g3p1QCiwTVeoz/C9WbNm6tSpU8CeDwAAAABAOCJ8BwAAgDPHjx9Xdna2seaL+94vSElJsZ4SnTNnjiorK2vdH/zDtu+9U6dOl51uEGxs4XteXp6OHj3qqBu3Pv74YxUUFBhrZsyYcdkPysB3wRy+p6Sk8OsLAAAAAEANEb4DAADAmVWrVllrqgvfPR6P9fR7bm6u1q9fX6ve4B/FxcVasWKFsWby5MkhEerZwndJysrKctCJe2+88Ya1hpHzdWcL3/ft26eysrKAPNsWvjNyHgAAAACAmiN8BwAAgDO2UDYqKkpDhw6t9jqj54PfsmXLVFpaaqwJhX3vktSnTx9FRJj/k2nDhg2OunGnsLBQH3zwgbFm0KBB6tu3r6OOwpdtAkRFRYVycnL8/tyjR49apzYQvgMAAAAAUHOE7wAAAHDGtu99yJAhSkhIqPb6iBEj1L59e+M93nnnnbDdwx0KbCPnJWnixIkOOqm7+Ph4a8CckZHhqBt33nvvPZWUlBhrvvrVrzrqJrzZTr5LgRk978vEBsJ3AAAAAABqjvAdAAAATpSWlmrdunXGmupGzl8QERGhadOmGWt2796tLVu21Lg/+IctfE9JSVFSUpKjbupuyJAhxuvhGL6//vrr1hrCd//o0qWLoqKijDWBCN9tI+cjIiLUv39/vz8XAAAAAIBwR/gOAAAAJzZu3Khz584Za2zhu8To+WB27NgxZWZmGmtCZeT8BWlpacbre/fuVV5enqNuAu/kyZP6z3/+Y6wZNWqUunbt6qahMBcVFWX9Z1kf4XuvXr0UHx/v9+cCAAAAABDuCN8BAADghG3kvHQ+1LMZN26cWrRoYawhfK8fixYtstZMnjzZQSf+Yzv5Lp3/YEm4eOedd1ReXm6smTFjhqNuGgbb6Pn6CN8ZOQ8AAAAAQO0QvgMAAMCJFStWGK937txZHTt2tN4nKipKU6dONdZkZWVpz549NeoPdWcbOR8dHa2xY8c66sY/Bg8eLI/HY6zZsGGDo24CzzZyPiIiQjfffLOjbhoG1+F7aWmptm/fbqwhfAcAAAAAoHYI3wEAABBwXq/XGr6np6f7fD9fRs/bgmD4l9fr1fz58401o0ePVmJioqOO/KNx48bq1auXsSZc9r7n5uZq6dKlxpqJEycqKSnJUUcNgy1837t3r3UaQU1s377dej/CdwAAAAAAaofwHQAAAAGXk5OjI0eOGGt82fd+weTJk9WoUSNjzZIlS3y+H+pu9+7dOnDggLEm1Pa9X2AbPR8uJ9/feecdeb1eYw0j5/3PFr6XlZVZx8TXhC/3SklJ8dvzAAAAAABoSAjfAQAAEHC+7HuvSfgeFxeniRMnGmuWLl1qDRLhP75MGgi1fe8XpKWlGa9nZ2eroKDAUTeBY/s1jImJ8WnqBGpmwIAB1pply5b57Xm28L1Fixbq0KGD354HAAAAAEBDQvgOAACAgLOF7wkJCTU+aTl+/Hjj9cOHD/t9VzKqZxs537RpU2uIHaxsJ98lKTMzM/CNBFBlZaV1NcQ111yjZs2auWmoAencubM17PZn+J6VlWW8PmjQIHk8Hr89DwAAAACAhoTwHQAAAAFnC/VGjBihqKioGt3ziiuusNbY9lfDPyoqKrRo0SJjzcSJE2v8axwsUlNTrTWhPnp+x44dOnXqlLHmuuuuc9RNw+LxeDRmzBhjzbJly/wyycPr9VpPvrPvHQAAAACA2iN8BwAAQECdOXPGetKyJiPnLxg0aJCaNm1qrGHvuxsbNmxQfn6+sSZUR85LUrNmzdSjRw9jTUZGhqNuAmP58uXWGltAjNobO3as8frx48eVnZ1d5+ccOXJEx48fN9YQvgMAAAAAUHuE7wAAAAiotWvXqrKy0liTnp5e4/tGRkZaw0D2vrsRzvveL7CNng/1k++28L1ly5bq06ePo24aHlv4Lvln9Lzt1LukGq8AAQAAAAAA/0X4DgAAgICy7XuXpJEjR9bq3ra975999pn27dtXq3vDd7Z97507d1ZycrKjbgLDtq9+x44dKioqctSN/9nC9/T0dPaAB9CAAQPUrFkzY42L8D0yMlL9+vWr83MAAAAAAGioCN8BAAAQULbwvV+/fmrevHmt7s3e9/pXVFRk/TWePHlyyAe3tpPvvuzSDla5ubnWD6kwcj6wIiIirBNA/BG+21aA9OnTR3FxcXV+DgAAAAAADRXhOwAAAAKmsrJSq1atMtbUZt/7BampqWrcuLGxhr3vgbV8+XKVlpYaa0J95LxkD9+l0B09v2LFCmsN4Xvg2UbP7927V4cOHarTM2wfEGHfOwAAAAAAdUP4DgAAgIDZtm2b8vPzjTV1Cd+joqKsp0U5+R5YtpHzkjRp0iQHnQRWy5Yt1aVLF2NNRkaGo278yzZyPi4uzqcPH6BufPmAg+3XyuTs2bPasWOHsYZ97wAAAAAA1A3hOwAAAALGl33vtvDcxjZ6PicnRzk5OXV6Bqq3YMEC4/VBgwapTZs2jroJLFsAHaon322B7vDhwxUbG+uom4Zr6NCh1n/OdRk9v23bNlVUVBhrOPkOAAAAAEDdEL4DAAAgYGzhe8uWLZWcnFynZ4wfP95aw+n3wDh27Jh1jHU4jJy/IC0tzXh927ZtKikpcdSNfxQUFFh/DRk570ZsbKxGjBhhrKlL+G7b9y4RvgMAAAAAUFeE7wAAAAgYW/g+evRoeTyeOj0jLS1NiYmJxhr2vgfGwoULrTXhFL7bTr5XVFRo8+bNjrrxj9WrV6uystJYQ/jujm3ve1ZWlk6fPl2re9s+ZNG6dWu1bdu2VvcGAAAAAADnEb4DAAAgII4dO6bs7GxjTV32vV8QHR1tvQ8n3wPDNnI+JibGGiaGEl/2nofa6HnbyHmPx6NRo0Y56ga2Py9er9endR6XYwvfBw0aVOcPQwEAAAAA0NARvgMAACAgVq1aZa3xR/gu2fe+7927V5999plfnoXzvF6v5s+fb6wZPXq0dSpBKElKSlKHDh2MNRkZGY668Q9b+D5w4EA1a9bMTTPQqFGjFBFh/s/02oye93q91vA9JSWlxvcFAAAAAAAXI3wHAABAQHz66afG61FRURo6dKhfnsXed/eys7N18OBBY004jZy/wHb6PZROvpeVlWn16tXGGkbOu9WkSRPr3nXbByYuJzc3V6dOnTLWsO8dAAAAAIC6I3wHAACA33m9Xs2dO9dYM2TIECUkJPjlecOGDVN8fLyxhr3v/mUbOS+FZ/ielpZmvL5lyxadO3fOUTd1s3HjRpWUlBhrCN/ds42eX7t2rc6ePVuje2ZlZVlrCN8BAAAAAKg7wncAAAD43caNG7Vv3z5jTXp6ut+eFxMTw953x2zhe9OmTf022SCY2E6+l5WVaevWrY66qRtfTlATvrtnC99LS0u1bt26Gt3TNnI+KipKffv2rdE9AQAAAADApQjfAQAA4Hdvv/22tWbq1Kl+faZt9Hx2drYOHz7s12c2VBUVFVq0aJGxZuLEiYqMjHTUkTu2k+9S6Iyet4XvnTt3VqdOnRx1gwt8+cBDTfe+28L3vn37KiYmpkb3BAAAAAAAlyJ8BwAAgF95vV5r+N6mTRu/n6hl77s769evV35+vrEmHEfOS1K7du2UlJRkrMnIyHDUTe15vV5r+M6p9/rRtm1b9ezZ01jj7/CdkfMAAAAAAPgH4TsAAAD8asuWLcrOzjbWTJs2ze+noocPH67Y2FhjDXvf/cOXfe9Tpkxx0Il7Ho/HOno+FE6+79q1S8ePHzfWEL7XH9vo+ZUrV6qiosKne5WUlGjXrl3GGsJ3AAAAAAD8g/AdAAAAfuXLyPmbbrrJ78+Ni4vTqFGjjDWcfPcPW/jeuXNn68ndUGYbPZ+VlaWysjJH3dQO+96Dmy18Lygo0ObNm32619atW1VZWWmsIXwHAAAAAMA/CN8BAADgV++8847xesuWLX0aEV8btvvu2LFDR48eDcizG4JTp07pJz/5iTW4nTx5sjwej6Ou3LOdfD937py2b9/uqJvasf0aNm3aVP3793fUDb7IFr5Lvo+eX7VqlbWG8B0AAAAAAP8gfAcAAIDfbN++XVu3bjXWTJ06VdHR0QF5vi+h/qeffhqQZ4ez/Px8/eIXv1C3bt305JNPqry83FgfriPnL7CdfJeCf/S8LXxPT09XRAT/uVhfevToobZt2xprfAnfKyoq9Mc//tFYk5SUpDZt2tSoPwAAAAAAcHl8NwUAAAB+Yzv1LgVm5PwFI0eOVExMjLGGve++Kyws1JNPPqlu3brpl7/8pQoKCnx63cSJEwPcWf3q1KmTWrZsaazJyMhw1E3NHTlyRLt37zbWMHK+fnk8Huvp92XLlsnr9Rpr3n33XWVnZxtrfPkwCQAAAAAA8A3hOwAAAPzGFr43bdpUkyZNCtjz4+PjNWLECGMNe9/tiouL9cwzz6hbt276yU9+ory8PJ9fO2jQoLA/RevxeKyj54P55PuKFSusNYTv9c/2a3DkyBHt3bu32uter1e/+c1vrM+ZNm1ajXsDAAAAAACXR/gOAAAAv9i9e7cyMzONNV/+8petJ9PryjZ6fuvWrTpx4kRAewhV586d03PPPacePXrokUceqdU/p9tuuy0AnQUf22nhzMxMVVRUOOqmZmwj52NiYjRs2DBH3aA6dd37vnjxYq1fv974+jZt2jSYP7MAAAAAALhA+A4AAAC/qO+R8xew9712Dh48qDFjxujBBx/UkSNHanWPrl276oEHHvBzZ8HJdvK9pKREO3bscNRNzdjC96FDhyouLs5RN6hOSkqKmjRpYqwxhe+//e1vrc948MEHFR8fX+PeAAAAAADA5RG+AwAAwC9s4XujRo105ZVXBryPUaNGKTo62ljD3veLeb1e3XrrrdZTsiYTJkzQ6tWrlZiY6MfOgpcve7KDce97YWGhNm7caKxh5HxwiIyM1OjRo4011YXvGRkZmjdvnvG1jRs3bjAflgEAAAAAwBXCdwAAANRZTk6O1q1bZ6z50pe+5OQ0bWJionVkNnvfL7ZgwQLraejqpKWl6aOPPtLChQuVlJTk586CV7du3dSsWTNjTTCG72vWrLGOwyd8Dx620fPZ2dmXnVTx9NNPW+993333WX8PAwAAAACAmiF8BwAAQJ0Fy8j5C2yj5zdv3qxTp0456ib4vfHGGzV+TUpKit59912tW7dO11xzjTweTwA6C14ej8c6en7Dhg2OuvGdLx+ysJ22hju+fBBixYoVF329Z88ezZ492/iamJgYPfTQQ3XqDQAAAAAAXIrwHQAAAHVmC9/j4+N19dVXO+pGuuKKK4zXvV6vcVdyQ1JWVqZ3333X5/q+ffvqrbfe0saNGzV16tQGF7p/ni1837hxoyorKx114xtb+N6vXz+1bNnSUTewGT58uGJiYow1X3wve+aZZ6y/7+644w61b9++zv0BAAAAAICLEb4DAACgTnJzc7Vy5UpjzbXXXut0F/jo0aMVGRlprGHv+3mLFi3yaQpAcnKyZs2apc2bN2v69OmKiOA/JWzhe2FhobKzsx11Y1deXq5Vq1YZaxg5H1zi4uKsazQ+H74fPXpU//jHP4z1Ho9HjzzyiF/6AwAAAAAAF+M7ZgAAAKiTOXPmWGtcjpyXpEaNGmno0KHGGva+n2cbTy1Jf/7zn7Vt2zbddttt1g81NCRpaWnWmmDa+75p0yYVFRUZawjfg49t73tmZqYKCgokSc8995zOnTtnrJ82bZp69+7tt/4AAAAAAMB/Eb4DAACgTmwj52NjY3Xdddc56ua/bHvfMzMzdfr0aTfNBKmysjLNnTvXWNO7d2/df//9ioqKctRV6OjZs6caN25srAmm8N2Xfe+2oBfu2X5NKisrtWrVKhUUFOj555+33u/RRx/1V2sAAAAAAOALCN8BAABQa0ePHtWnn35qrLn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"text/plain": [
"<Figure size 2400x1500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>MAE</th>\n",
" <th>RMSE</th>\n",
" <th>MAPE</th>\n",
" <th>SMAPE</th>\n",
" <th>R2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Naive Seasonal</th>\n",
" <td>2.4</td>\n",
" <td>2.45</td>\n",
" <td>0.58</td>\n",
" <td>0.59</td>\n",
" <td>0.64</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" MAE RMSE MAPE SMAPE R2\n",
"Naive Seasonal 2.4 2.45 0.58 0.59 0.64"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_metrics = pd.DataFrame()\n",
"\n",
"model = NaiveSeasonal(K = 12)\n",
"model_name = 'Naive Seasonal'\n",
"\n",
"plt.figure(figsize = (8, 5))\n",
"\n",
"forecast = model.historical_forecasts(series, start=start, forecast_horizon=12, verbose=True)\n",
"plot_backtest(series, forecast, model_name)\n",
"df_naive = print_metrics(series, forecast, model_name)\n",
"df_metrics = df_naive\n",
"\n",
"plt.show()\n",
"df_naive"
]
},
{
"cell_type": "markdown",
"id": "94065558-d62f-47fd-8d9b-33ce7f7044a9",
"metadata": {},
"source": [
"### Creating an Exponential Smoothing Forecasting Model"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "fe9a5ef1-0d07-4e25-b8bf-251ea3e05bee",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "486fc85982cb4c22834d1f090ec3eaf7",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/62 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x1500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>MAE</th>\n",
" <th>RMSE</th>\n",
" <th>MAPE</th>\n",
" <th>SMAPE</th>\n",
" <th>R2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Exponential Smoothing</th>\n",
" <td>0.41</td>\n",
" <td>0.53</td>\n",
" <td>0.1</td>\n",
" <td>0.1</td>\n",
" <td>0.98</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" MAE RMSE MAPE SMAPE R2\n",
"Exponential Smoothing 0.41 0.53 0.1 0.1 0.98"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model = ExponentialSmoothing(seasonal_periods = 12)\n",
"model_name = 'Exponential Smoothing'\n",
"\n",
"plt.figure(figsize = (8, 5))\n",
"\n",
"forecast = model.historical_forecasts(series, start=start, forecast_horizon=12, verbose=True)\n",
"plot_backtest(series, forecast, model_name)\n",
"df_exp = print_metrics(series, forecast, model_name)\n",
"df_metrics = pd.concat([df_metrics, df_exp])\n",
"\n",
"plt.show()\n",
"df_exp"
]
},
{
"cell_type": "markdown",
"id": "4c496bec-cc3b-4c17-8700-d5b55673852e",
"metadata": {},
"source": [
"### Creating a Linear Regression Forecasting Model"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "56bca3f8-aa97-406e-80c3-5b928889f5fe",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "faffaee45f774b9cb61df50d9129e9a0",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/62 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x1500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>MAE</th>\n",
" <th>RMSE</th>\n",
" <th>MAPE</th>\n",
" <th>SMAPE</th>\n",
" <th>R2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Linear Regression</th>\n",
" <td>0.44</td>\n",
" <td>0.54</td>\n",
" <td>0.11</td>\n",
" <td>0.11</td>\n",
" <td>0.98</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" MAE RMSE MAPE SMAPE R2\n",
"Linear Regression 0.44 0.54 0.11 0.11 0.98"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model = LinearRegressionModel(lags = 12)\n",
"model_name = 'Linear Regression'\n",
"\n",
"plt.figure(figsize = (8, 5))\n",
"\n",
"forecast = model.historical_forecasts(series, start=start, forecast_horizon=12, verbose=True)\n",
"plot_backtest(series, forecast, model_name)\n",
"df_lr = print_metrics(series, forecast, model_name)\n",
"df_metrics = pd.concat([df_metrics, df_lr])\n",
"\n",
"plt.show()\n",
"df_lr"
]
},
{
"cell_type": "markdown",
"id": "62d100d4-a879-48c4-b172-5b91baf31cb3",
"metadata": {},
"source": [
"### Creating a DL Forecasting Model"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "33d61373-2f55-4286-ab2d-67379408de6a",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# не заработало, уходит в цикл\n",
"\n",
"model = TCNModel(\n",
" input_chunk_length=24,\n",
" output_chunk_length=12,\n",
" n_epochs=100,\n",
" dropout=0.1,\n",
" dilation_base=3,\n",
" weight_norm=True,\n",
" kernel_size=5,\n",
" num_filters=3,\n",
" random_state=0,\n",
")\n",
"\n",
"model_name = 'TCN'\n",
"\n",
"plt.figure(figsize = (8, 5))\n",
"\n",
"scaler = Scaler()\n",
"scaled_series = scaler.fit_transform(series)\n",
"forecast = model.historical_forecasts(scaled_series, start=start,\n",
" forecast_horizon=12, verbose=True)\n",
"plot_backtest(series, scaler.inverse_transform(forecast), model_name)\n",
"df_dl = print_metrics(series, scaler.inverse_transform(forecast), model_name)\n",
"df_metrics = pd.concat([df_metrics, df_dl])\n",
"\n",
"plt.show()\n",
"df_dl"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "450232c3-5506-4dc2-a529-85c43560e2ed",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>MAE</th>\n",
" <th>RMSE</th>\n",
" <th>MAPE</th>\n",
" <th>SMAPE</th>\n",
" <th>R2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Naive Seasonal</th>\n",
" <td>2.40</td>\n",
" <td>2.45</td>\n",
" <td>0.58</td>\n",
" <td>0.59</td>\n",
" <td>0.64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Exponential Smoothing</th>\n",
" <td>0.41</td>\n",
" <td>0.53</td>\n",
" <td>0.10</td>\n",
" <td>0.10</td>\n",
" <td>0.98</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Linear Regression</th>\n",
" <td>0.44</td>\n",
" <td>0.54</td>\n",
" <td>0.11</td>\n",
" <td>0.11</td>\n",
" <td>0.98</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" MAE RMSE MAPE SMAPE R2\n",
"Naive Seasonal 2.40 2.45 0.58 0.59 0.64\n",
"Exponential Smoothing 0.41 0.53 0.10 0.10 0.98\n",
"Linear Regression 0.44 0.54 0.11 0.11 0.98"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_metrics"
]
},
{
"cell_type": "markdown",
"id": "c3a93001-9d3d-4d2e-b302-28c93aa19220",
"metadata": {},
"source": [
"### Creating a Forecast"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "d365c4c1-1771-4fde-80ac-9b44875daa49",
"metadata": {},
"outputs": [
{
"data": {
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nGpRWok2bNsXatWsza84///ycuql8Xbt2jeHDh2fWFHtudzmkVs5HCN8rQanh+7Bhw+Kxxx6Lq6++ukwdAQAAAMAfCd8BoBU5dOhQbNiwIbOmJSbfI6yeL+a8dyuuTzRu3LjM63l+oCMVvp9++ukxYMCAfJrhlEoJ388///xYtGiRD1EAAAAA0GyE7wDQiqxbty4KhUJmTXOE72PHjo0+ffpk1gjfs8P3Tp06xezZs3PqpnVInfteSeG7894rw6hRo6K2trbRr/vIRz4S9913nw9QAAAAANCshO8A0IqkVs5HNM/a+aqqqpg7d25mTXsP31PnvZ999tnRqVOnnLppHVLh+/r16+PgwYPN3kd9fX0sW7Yss0b4Xhk6dOgQY8eOLbq+pqYmbrrppvjud78bHTt2bMbOAAAAAED4DgCtypo1azKvd+rUKYYMGdIsz06tnn/uuedi165dzfLsSrdjx4549tlnM2uc9/5mqbXzhUIh1q5d2+x9rF27Nvbv359ZI3yvHMWunu/Tp0/ce++9ce2110ZVVVUzdwUAAAAAwncAaFVS4fuoUaOiurp5/vFezLnvCxcubJZnV7pHH300eRyA897fLBW+RxS37aFUqZXzEcL3SnLeeeclayZPnhyLFi2Kiy++OIeOAAAAAOA1wncAaEVSQWRzrJw/Zs6cOclgv72unk+d915dXV3Uhxfam9NPPz26du2aWbNq1apm7yMVvnfr1i1GjRrV7H1QnPe9733RpUuXU15/17veFY899liMHDkyx64AAAAAQPgOAK1KavJ99OjRzfbsHj16xOTJkzNr2mv4njrvfebMmdGjR4+cumk9qqqqkh8YyWPyfenSpZnXp02b1mwbJWi8vn37xm233RadO3c+4fs1NTXxN3/zN/Gb3/zG3zcAAAAAWkSHlm4AACjO4cOH46WXXsqsac7wPeK11fPLli075fWFCxdGQ0NDuwoq9+/fH4sXL86scd77qY0ZMyYz/K6EtfNWzleet7zlLfH888/Hj3/841i3bl30798/PvzhDzf7eyAAAAAAZBG+A0ArsW7dumhoaMisac618xGvhe//9m//dsrru3fvjhUrVsSkSZOatY9KsmDBgqirq8uscd77qY0dOzbzenOvnX/llVdi06ZNmTXC98o0bNiw+Ju/+ZuWbgMAAAAAjms/Y2kA0MqlVs5H5DP5ntLeVs+nznuPiDjvvPNy6KR1Sn1gZMuWLbF3795me35q5XyE8B0AAAAAKE7FTL7X1dXFypUrY+nSpbFmzZpYv359bN68Ofbu3Rt1dXXRvXv3GDhwYEyYMCEuvfTSOPvssxu10vbAgQNx++23x2OPPRZr166NnTt3RufOnaN///4xa9asePvb3548x/b15s+fH5s3b27U/8YPfOAD8YlPfKJRrwGAY1Lhe8eOHWPo0KHN2sOYMWOib9++sX379lPWPP744/GhD32oWfuoJKnz3idOnBj9+vXLqZvWJzX5HvHa6vmZM2c2y/NTK+erq6sb9e+IAAAAAED7VTHh+0033RQ//elPT3l99+7dsXv37li1alX853/+Z4wdOzb+9m//NsaPH5+893333RfXX3997N69+4TvHzlyJPbs2RNr166NX/3qV3HVVVfFZz7zmejSpUvJ/3sAoNxSZ1+PGjUqampqmrWHqqqqmDt3btx1112nrGlPk+9HjhyJBQsWZNY47z1bMUclNGf4/tRTT2VeHz9+vH83BAAAAACKUjHhe6FQOOHrLl26xNChQ6NHjx5RVVUV27dvj5deeun4WberVq2Kj3zkI/Htb387cxXof/zHf8Q3vvGNE77Xt2/fGD58eNTV1cXatWtj//79ERFx6623xsaNG+Pb3/52dOhQ/G/NxIkTo1evXsm64cOHF31PAHij1OR7c6+cP2bevHmZ4fuKFSti586d0bt371z6aUmLFy+OgwcPZtY47z1bv3794rTTTotdu3adsqY5z31Phe/Tpk1rtmcDAAAAAG1LxYTvnTp1ivPPPz8uuOCCmDFjRowYMeJNNTt37oxf/OIX8eMf/zjq6+vjwIED8aUvfSluvvnmk04kPf3003HDDTcc/3rgwIHxhS98Ic4555yoqqqKiIijR4/GrbfeGjfeeGMcOXIknnjiibjxxhvjs5/9bNG9f/KTn4yzzjqr8f+jAaARKil8T1m4cGG89a1vzaGbllXMee8m37NVVVXFmDFjYtGiRaesSW19aKo9e/Ykg/1Zs2Y1y7MBAAAAgLan+EPTm9nHPvaxuOGGG+Kqq646afAeEdG7d++49tpr4/Of//zx723ZsiV+//vfn7T+29/+dtTX10dERPfu3eN73/tenHvuuceD94iI2trauOaaa+L6668//r2bb745XnzxxTL8rwKA8jhy5EisX78+s6aY9d3lMGfOnKiuzv5XiPayej513vuIESPijDPOyKmb1iv1Z7e5wvfUee8RwncAAAAAoHgVE743xpVXXhlDhw49/vXixYvfVLN27dp45plnjn/9wQ9+MIYMGXLKe1544YXH18LW19fHj3/84zJ2DAClWb9+/fGjV04lr8n37t27x5QpUzJr2kP4Xl9fH4888khmjan34owdOzbzenOtnT/Zv0O+UdbxRgAAAAAAr9cqw/eIiPHjxx//9fbt2990/cknnzzh68svvzx5z9fXPPjgg1FXV1dChwBQPsVM/uYVvkekV88vXLgw+WGB1u7ZZ5+N3bt3Z9Y47704qcn3HTt2nPTf90qVOu991KhRcdppp5X9uQAAAABA29Rqw/dj6+QjIrp16/am65s3bz7h+uDBg5P3fP1/+N29e3dRq0gBIA+p895ra2tj2LBhOXWTDt/37NkTzz33XE7dtAznvZdPavI9onlWz6fCdyvnAQAAAIDGaJXhe11dXSxbtuz41ydbfbtv377jvz5ZOH8yb6x7/vnnm9ghAJRXKnwfOXJk1NTU5NRNOnyPaPur51PnvQ8YMKCoUJn05HtE+cP3/fv3x8qVKzNrZs6cWdZnAgAAAABtW4eWbqApbrrppuOrR3v16hXz589/U03Xrl2P/3r//v1F3feNdevWrSvqdT/72c/im9/8ZmzatCkOHz4cPXv2jCFDhsSMGTPibW97W7OtAd6xY0fs3LmzSa/t1q1b9OnTp8wdtQ1Hjx7N/BpofyrhfSH1gbBRo0bFkSNHcuomYtiwYdGvX7/Ytm3bKWseffTR+MAHPpBbT3kqFArJyfdzzz3XP0OK1KVLlxgwYEC88sorp6xZsWJFWf+MP/nkk8mjEaZOnXrKZ1bC+wJQWbwvAG/kfQF4Pe8JwMl4b4Dm1bFjx9yf2SrC97q6uti1a1c8++yzcfPNN8fChQsjIqJTp07x1a9+NXr16vWm1wwYMOD4r/fv3x9btmyJQYMGZT7njVOFmzZtKqq/Rx555ISvt2/fHtu3b49ly5bFT37yk/iTP/mT+OIXv3jSPktx8803x/e///0mvfa9731vXHPNNWXtp63KCgKA9qkl3hdWrVqVeX3gwIGxcePGnLp5zdSpU+P+++8/5fVHHnkk957ysm7dutiyZUtmzZQpU9rs//7mcMYZZ2T+3XrmmWfK+vv5wAMPJGsa8/fKvy8Ab+R9AXgj7wvA63lPAE7GewOU15lnnpn7Mys2fL/kkkti9+7dp7w+Z86cuO666065pnT69OknfH3vvffGX/zFX2Q+89577z3h62In5rt37x7Dhg2L7t27x4EDB2LDhg3Hey8UCnH//ffHihUr4vvf/37yAwAA8EZHjx6Nl19+ObNm+PDhOXXzRzNmzMgM39euXRu7du2K0047Lb+mcrJo0aJkzezZs3PopO0YMWJELF68+JTX169fX9bnPfvss5nXhwwZEr179y7rMwEAAACAtq1iw/cs06dPj2uuuSZznfvEiRNj2LBh8dJLL0VExI9+9KO47LLLYvDgwSetf+SRR+LBBx884XsHDhw45f0HDx4cV155ZVx00UUxatSoE64VCoVYsmRJ/Ou//ms89dRTERGxefPm+MxnPhM//vGPo7a2tqj/nQAQEfHyyy9HfX19Zk1LfIKvmPOwlyxZEhdddFHzN5OzVPjevXv3GD9+fE7dtA2pP8Pr1q2LQqEQVVVVZXne8uXLM69Pnjy5LM8BAAAAANqPig3f58yZE/v27YuIiCNHjsT27dvjpZdeioaGhliyZEksWbIkJk2aFNdff32cfvrpb3p9dXV1/NVf/VV88YtfjIiIPXv2xIc+9KH40pe+FPPmzTteV1dXF7fddlvccMMNUSgUTrhHXV3dKfv73ve+d8prVVVVMWPGjPjud78b119/fdx6660R8drK4FtuuSX+7M/+rPjfiAzvfe9749JLL23Sa535fmpHjx49YbXLgAEDfGAC2rmWfl945plnkjVz5syJIUOG5NDNH731rW+N6urqzHOz16xZE+973/ty7Cofxz5cdyrnnntuDBs2LKdu2oZZs2ZlXt+/f3906NChLFuEDh48GKtXr86sOeecczL/TrX0+wJQebwvAG/kfQF4Pe8JwMl4b4C2p2LD9+uvv/5N39u9e3fcdttt8YMf/CAOHjwYy5cvj4985CPxk5/85KRB8uWXXx5PPfVU3HLLLRERsXXr1vjEJz4R/fr1i2HDhkVdXV2sXbv2+Hr5ESNGxODBg+Pxxx+PiNem1kpRXV0d/+//+//GM888c/w8+V/96ldlC9/79OkjQM9BbW1tdOzYsaXbACpI3u8LL774Yub1Dh06xOjRo6NDh3z/sd6nT5+YOnVqLFmy5JQ1TzzxRJt7D924cWOsW7cus+aiiy5qc/+7m9vEiROTNevXry/LhxqWLFmS3CYxZ86cRv0M/fsC8EbeF4A38r4AvJ73BOBkvDdA61fd0g00Rq9eveIDH/hAfP/7349u3bpFRMSWLVvihhtuOOVrPve5z8VHP/rREz4ptG3btnjqqadi2bJlx4P3qVOnxr/8y79ETU3N8boePXqU3HOHDh3i/e9///GvX3rppdi8eXPJ9wWg/UhN6I4cOTL34P2Y12+TOZmFCxcmQ87W5uGHH07WnH/++Tl00rZkHSd0TOrvQrGyzpY/ZsaMGWV5FgAAAADQfrSq8P2Y8ePHxwc/+MHjX997772xe/fuk9ZWVVXFhz70obj11lvjL//yL2Py5Mlx2mmnRYcOHaJ///4xb968+MpXvhLf//73Y9CgQbFr167jrx04cGBZ+n3jGtXUBCMAvN6x7SmnUkxo2VxS4fvevXvjueeey6mbfDz00EOZ1zt37hxnnXVWTt20HV27dk0enbBq1aqyPCt1bMCQIUPK9u+BAAAAAED7UbFr51Muu+yyuOmmmyIior6+PlasWBFz5849Zf2gQYPi2muvjWuvvTbzvq9fIztp0qSy9NqvX78Tvn59wA8AKa05fI+IePzxx2PKlCk5dJOP1OT72WefHZ06dcqpm7Zl7NixsXHjxlNeL9fkeyp8T50/DwAAAABwMq1y8j3izVPp5Qi0169ff3wNfUTE5MmTS75nRMShQ4dO+Lpz585luS8AbV9dXV3yfPExY8bk1M2bjRo16k0fMnujxx9/PKdumt/27dvj2Wefzay54IILcuqm7Un9WS7H5Pvhw4fjmWeeyayZOXNmyc8BAAAAANqfVhu+79u374Svu3fvXvI9//CHPxz/9YgRI2L8+PEl3zMi4oUXXjjh6z59+pTlvgC0fS+++GLU1dVl1rTk5HtVVVVy+r0the+PPvpossZ57003duzYzOtr166NhoaGkp6xfPnyOHr0aGaNyXcAAAAAoClabfj+9NNPn/D10KFDS7rfwYMH49e//vXxr6+88sqS7vd699577/Ffd+rUKcaNG1e2ewPQtqVWzke0bPgekV49//zzz8eOHTty6qZ5pc57r6mpKWoVPyeXmnw/dOhQvPzyyyU9Y/Hixckak+8AAAAAQFO0yvD96NGj8cMf/vD410OHDo0RI0aUdM8bb7wxXn311YiIGDx4cFx99dUl3e+YFStWxK233nr863nz5jkHFoCipc647tChQ8n/DCxVMWHzggULcuik+aXC95kzZ5ZlG097lZp8jyh99XzqvPeBAwfG4MGDS3oGAAAAANA+VUT4vmDBgvjWt74Vr7zySrJ227Ztcd1118Xzzz9//Hsf/OAHT1l/1113xZEjR055/eDBg/H1r389brnlluPf+9znPhddunQ55Wv+n//n/4knn3wyCoVCZq9PPPFEfPKTnzz+/Kqqqvjwhz+c+RoAeL3U5PuIESOiQ4cOOXVzcrNnz46amprMmrawen7fvn3J4NZ576UZOXJkVFdn/+tp6gMpKamf4axZs6KqqqqkZwAAAAAA7VPL/tf6/79Dhw7FT3/60/jZz34WU6dOjRkzZsTo0aPjtNNOi86dO8fBgwdj48aN8fTTT8eDDz4Yhw4dOv7aCy64IN71rned8t5f+9rX4hvf+Eacd955MW3atBg6dGh07Ngxdu7cGc8880zcc889xyfeIyI+/elPx7nnnpvZ7xNPPBH3339/DBo0KM4999wYN25cDBw4MLp16xYHDx6MF198MR588MFYtGjRCa/7xCc+YeU8AI2SChpbeuV8RES3bt1i6tSpbzoS5vXaQvj++OOPR319fWaN895L07Fjxxg+fHisW7fulDWlTL4fPXo0li5dmllj5TwAAAAA0FQVEb4fUygUYunSpcn/KHrM/Pnz4wtf+EJyOmnv3r1x9913x913333Kmk6dOsWnPvWpuOaaa4rud8uWLSdMzJ9KbW1t/PVf/3W8//3vL/reABCRnnxPnZGdl3nz5mWG7wsXLoz6+vrkhHwle/jhh5M15513Xg6dtG1jx47NDN9LmXxfsWJFHD58OLNm1qxZTb4/AAAAANC+VcTa+QkTJsT73ve+GDlyZDJIr62tjYsvvji+973vxZe//OWora3NrD///PMzV8h37tw53vKWt8Qvf/nLooP3d77znTF8+PBkXadOnWL+/Pnx85//XPAOQKPV1dVlhpARlTH5HpE+933fvn0ln9Xd0lLnvU+aNCn69u2bUzdtV+oDJaX8OUqtnI8w+Q4AAAAANF1FTL4PHDgwrrvuurjuuuti7969sWrVqti4cWPs2rUrjhw5El26dImePXvGmWeeGWPGjIlOnToVfe+vf/3rUVdXF6tXr46NGzfG9u3b48CBA9G7d+8YOHBgzJgxIzp37tyofj/zmc/EZz7zmdizZ0+sXr06Nm/eHDt37ozDhw9H586do0ePHjFy5MgYP3588sMBAHAqL730Uhw9ejSzplLC97lz5yZrnn/++ZgwYUIO3ZTf4cOHY+HChZk1znsvj7Fjx2ZeX7duXdTV1UWHDo3/19jFixdnXu/bt2+cccYZjb4vAAAAAEBEhYTvr9ejR4+YNWtWWVd+dujQISZMmFD2/+Dfs2dPq0kBaDaplfMRlbN2fuTIkdGlS5c4ePDgKWuef/75HDsqryeffDIOHTqUWeO89/JI/Zmuq6uL9evXN+mDJ6nJ91mzZiW3MAEAAAAAnEpFrJ0HAN4sFb7X1NQUdQxKHqqrq5OhaWsO34s57134Xh6pyfeIpq2er6+vjyVLlmTWWDkPAAAAAJRC+A4AFWr16tWZ14cPHx4dO3bMqZu0cePGZV5fuXJlTp2UX+q89zPPPDOGDh2aUzdt27Bhw5LH9qT+bpzM888/HwcOHMissdEIAAAAACiF8B0AKlRq8r1SVs4fM378+MzrrXXyvb6+Ph599NHMGue9l0+HDh1i5MiRmTVNmXxPrZyPMPkOAAAAAJRG+A7QzmzevDnuv//+uOuuu5JToLScQqGQXJHdlDOvm1Nq8n3Hjh2xbdu2nLopn2eeeSb27NmTWWPlfHmlVs83ZfJ98eLFmddPO+20OPPMMxt9XwAAAACAY4TvAO1EfX19fO1rX4uRI0fGJZdcEu94xzti6NChcdNNN7V0a5zE0qVL4+WXX86saW3he0TrnH5//PHHkzUm38srtdWhOSbfZ86cGVVVVY2+LwAAAADAMcJ3gHbi3/7t3+JLX/pSHDp06Pj3du7cGR//+MfjV7/6VQt2xsnccccdyZq5c+fm0EnxignfW+O57wsWLMi8PmDAgIr7IERrl5p8f+mll054L0tpaGiIp59+OrPGynkAAAAAoFTCd4B2YM+ePfH5z3/+lNevvfba2Lt3b44dkZIK3wcMGBBz5szJqZvi9OjRI04//fTMmtY4+Z4K3+fNm2diusxSk++FQiFeeOGFou+3Zs2a5HvcrFmzir4fAAAAAMDJCN8B2oE77rgj88zq7du3x7e//e0cOyLLpk2bYtGiRZk1V1xxRVRXV94/xlPT760tfN++fXtyxfm8efNy6qb9SIXvEY1bPZ9aOR9h8h0AAAAAKF3l/Vd7AMru5ptvTtZ84xvfiN27d+fQDSl33XVXsuad73xnDp00XlsL3xcuXJisqbT1/23BkCFDokuXLpk1q1evLvp+ixcvzrzeo0cPRwcAAAAAACUTvgO0cXv27Inf/e53ybpdu3bFDTfckENHpKRWznfq1Ckuu+yynLppnPHjx2deX7t2bRw9ejSnbkqXWjlfXV0dZ511Vk7dtB/V1dXJMLyck+8zZsyoyE0SAAAAAEDr4r8yArRxd955Zxw+fLio2htuuCF27NjRzB2R5cCBA/H73/8+s+biiy+Obt265dRR46Qm3+vq6hp1VndLS4XvU6dOrdifRWs3duzYzOvFTr4XCoVk+G7lPAAAAABQDsJ3gDaumJXzx+zZsye++c1vNmM3pPzhD3+IQ4cOZdZU6sr5iHT4HtF6Vs83NDQk185bOd98Uue+Fzv5vm7duti1a1dmzaxZs4ptCwAAAADglITvAG3Y3r174+67727Ua771rW/Ftm3bmqkjUm6//fZkzTve8Y4cOmmaYcOGRadOnTJrWkv4vmLFitizZ09mzbx583Lqpv1JTb5v3rw59u3bl7xPauo9wuQ7AAAAAFAewneANqwxK+eP2bdvX/zTP/1TM3VEloaGhrjzzjsza2bMmBFDhw7NqaPGq6mpSYamK1euzKmb0qRWzkeYfG9Oqcn3iIg1a9YkaxYvXpx5vWvXrkVtbAAAAAAASBG+A7Rhv/71r5v0un/5l3+JrVu3lrkbUhYvXhxbtmzJrKnklfPHpILM1jL5ngrfe/fuXVRATNMU83tbzOr51OT79OnTo6ampui+AAAAAABORfgO0Ebt27cvfvvb3zbptQcOHIivf/3rZe6IlGJWzs+fPz+HTkrTXsL3uXPnRlVVVU7dtD8DBgyInj17ZtasXr0683qhUEiG71bOAwAAAADlInwHaKPuuuuuOHToUJNf/6//+q+xadOmMnZEyh133JF5/fTTT28VQWEqfN+2bVts3749p26aZs+ePbF8+fLMGue9N6+qqqrk9Htq8n3Dhg2xbdu2zJpZs2Y1ujcAAAAAgJMRvgO0UTfffHNJrz906FD84z/+Y5m6IeWll16KpUuXZtbMnz+/VUxajx8/PllT6dPvTzzxRBQKhcwa5703v7Fjx2ZeT02+p6beI0y+AwAAAADlI3wHaIP279+fXDnft2/f5H3+7d/+LTZs2FCutsiQmnqPaB0r5yPSk+8RlR++p1bOV1VVxZw5c3Lqpv0qdfJ98eLFmdc7deoUEyZMaHRfAAAAAAAnI3wHaIPuuuuuOHjwYGbNF77whTj33HMza44cORL/8A//UM7WOIVU+N6lS5e4+OKLc+qmND179oxBgwZl1rT28H3ChAnRq1evnLppv1Lh+/bt22Pnzp2nvJ6afJ82bVrU1tY2qTcAAAAAgDcSvgO0QcWsnH/Pe94TX/nKV5J1P/zhD2P9+vVl6IpT2bt3bzzwwAOZNW95y1uiS5cuOXVUutT0+8qVK3PqpPEKhUIyfLdyPh+ptfMR2avnU+G7lfMAAAAAQDkJ3wHamP3798ddd92VWXP22WfHsGHD4uKLL46LLroos/bo0aPx1a9+tYwd8kb33ntvHDlyJLOmtaycPyZ17nslT76vXbs2tm/fnlkzb968nLpp31KT7xGnXj2/adOm2LJlS+ZrZ82a1aS+AAAAAABORvgO0Mb89re/Ta6cf+9733v813/3d3+XvOePfvSjWLt2bcm9cXLFnPd+xRVX5NBJ+aQm39euXRt1dXU5ddM4jz/+eLLG5Hs+evfuHf369cusOdXke2rqPcLkOwAAAABQXsJ3gDam2JXzx1xwwQVx6aWXZtbX19fH3//935fcG29WX19f1KaC1BnqlSYVvh89ejTWrVuXUzeNk1o536NHj5gwYUJO3ZCafj/V5PvixYszX1dbWxuTJk1qcl8AAAAAAG8kfAdoQw4cOJAMcufMmRPDhw8/4XvFnP3+05/+tKJXhbdWCxYsiG3btmXWtLaV8xHp8D2ics99T4Xvc+bMiZqampy6IXXue1Mn36dMmRKdOnVqcl8AAAAAAG8kfAdoQ37729/GgQMHMmteP/V+zLx58+Jtb3tb5usaGhqKCulpnGJWzr/zne/MoZPyGjFiRHTs2DGzphI/zHHgwIFYunRpZo3z3vNVzOR7oVB40/dT4buV8wAAAABAuQnfAdqQxq6cf71igvVf/OIX8dxzzzW6L04tFb4PHz48Jk+enFM35VNTU5MMTSsxfF+8eHHU19dn1jjvPV+pP0d79+6NV1555YTv3XTTTfHyyy9nvm7WrFkl9wYAAAAA8HrCd4A24sCBA3HnnXdm1px11llx5plnnvJaasK6UCjEDTfc0OQeOdHatWuTH2aYP39+VFVV5dRReaVWz1di+P74448na84+++wcOuGY1Nr5iBNXz994443x8Y9/PPkak+8AAAAAQLkJ3wHaiLvvvju5cv69731v5vW/+7u/Sz7njjvuiIaGhkb1xsm11ZXzx6TC90o88z113vvo0aOjX79+OXVDxGu/5ymrVq2KiIj/83/+T1x33XXJ+pqampgyZUrJvQEAAAAAvJ7wHaCN+PWvf52sSYXv06dPj6uvvjqzZuvWrbFs2bJG9cbJpcL3Hj16xIUXXphTN+U3fvz4zOuvvvpq7Ny5M6du0gqFQnLy3cr5/HXv3j1OP/30zJrVq1fHP/7jP8ZnP/vZou550UUXRZcuXcrRHgAAAADAccJ3gDbg4MGDySB31qxZp1w5/3qf+9znkjX33ntv0b1xcrt27YqHHnoos+byyy+Pjh075tRR+aUm3yMqa/X8hg0bYsuWLZk18+bNy6kbXi917vv3vve9+PznP1/Uvaqrq+Nv/uZvytEWAAAAAMAJhO8AbcDvfve72L9/f2ZNaur9mJkzZ8bAgQMza4Tvpfvd734XdXV1mTWteeV8ROsL31Mr5yNMvreU1LnvO3bsKPpe3/3ud1v1RgkAAAAAoHIJ3wHagJtvvjlZU2z4Xl1dHZdddllmzcMPP5wM+8l2++23Z16vrq6Ot7/97Tl10zxOO+205Ac5Kunc91T43qVLF+eEt5DU5Hsxqqqq4oc//GF8+MMfLkNHAAAAAABvJnwHaOWKWTk/c+bMGDlyZNH3vPzyyzOvHzlyJLkynVM7evRo3H333Zk155xzTvTt2zenjppPavq9kibfU+e9n3XWWVFbW5tTN7xeqeF7dXV1/OhHP4q//Mu/LFNHAAAAAABvJnwHaOXuueee2LdvX2ZNsVPvx6Qm3489l6Z59NFHY9euXZk1rX3l/DGtJXw/fPhwPPXUU5k1Vs63nNTa+SzV1dXx05/+NP7iL/6ijB0BAAAAALyZ8B2glSvnyvljBg4cGNOnT8+sce5706VWzkdEzJ8/P4dOml8qfF+zZk3U1dXl1M2pLVmyJI4cOZJZM2/evJy64Y1GjhwZVVVVjX5dTU1N/Pu//3v8+Z//eTN0BQAAAABwIuE7QCt26NCh5Mr5GTNmxKhRoxp977e85S2Z11esWBEbNmxo9H3bu0KhkPyZjR49Ohlatxbjx4/PvH7kyJFYv359Ps1kSJ33HhFx9tln59AJJ9O5c+cYPnx4o17ToUOH+OUvfxl/+qd/2kxdAQAAAACcSPgO0Irdc889sXfv3sya97znPU26dyp8jzD93hTPP/98rFmzJrPmne98Z5OmfCtRMR8iqITV86nwfdiwYXH66afn1A0n05hz32tra+PXv/51XH311c3YEQAAAADAiYTvAK1Yc6ycP+a8886LLl26ZNYI3xvv17/+dbKmraycj4gYMWJE1NbWZtZUQvj++OOPZ1533nvLKzZ879ixY/zmN7+Jd73rXc3cEQAAAADAiYTvAK3UoUOHkmeHT5s2rVHToq/XqVOnuOiiizJr7rvvvqivr2/S/duj2267Lf7u7/4us+a0006Lc889N6eOml+HDh1i9OjRmTUtHb5v3rw5Xnzxxcwa5723vAkTJiRrOnXqFLfddlu84x3vyKEjAAAAAIATCd8BWqn77rsvuXK+qVPvx6RWz+/YsSMWL15c0jPaizvuuCOuueaaqKury6x7+9vfnpwUb21S576vXLkyp05ObuHChckak+8t78orr8w8jqFz585x++23x9ve9rYcuwIAAAAA+CPhO0Ar9Zvf/CZZU2r4fvnllydrrJ5P++1vfxvvec974ujRo8natrRy/pjUue8tPfmeOu+9Y8eOMWPGjJy64VSGDh0aH/nIR056rUuXLnHnnXcmPzAEAAAAANCchO8ArVBdXV3853/+Z2bN1KlTY+zYsSU9Z/z48TF06NDMGuF7tnvuuSfe/e53x5EjR5K1PXv2jCuuuCKHrvKVCt+3bt0au3btyqeZk0iF7zNmzIhOnTrl1A1ZvvOd78T//J//M3r06HH8e/PmzYuFCxfGJZdc0oKdAQAAAAAI36FdKBQKceutt8anPvWp+O///b/HD3/4wzh06FBLt0UJHnroodixY0dmzdVXX13yc6qqqpLT748//njs2bOn5Ge1Rffdd1+8613visOHDxdV/41vfOOEULGtSIXvES03/V5XVxeLFi3KrLFyvnJUV1fH//7f/zteeeWVWLx4cWzevDkeffTRmDJlSku3BgAAAAAgfIe27siRI3HVVVfFu9/97vj2t78dP/rRj+JDH/pQnHvuufHyyy+3dHs00S233JKsefe7312WZ6XWONfV1cUDDzxQlme1Jffff3/Mnz+/6OD9q1/9anz4wx9u5q5aRiWH788880wcOHAgs2bevHk5dUOxOnfuHDNnzoxBgwZlngMPAAAAAJAn4Tu0cf/n//yfk64nf+qpp+LTn/50/g1RsoaGhrj11lsza8aMGROTJk0qy/MuueSSZLh1zz33lOVZbcWDDz4Y8+fPL3rDxP/6X/8rvvjFLzZzVy2nT58+0b9//8yalgrfUyvnI0y+AwAAAABQHOE7tGEHDx6Mf/zHfzzl9VtuuSVWrFiRY0eUw8KFC2Pz5s2ZNe9+97vLNg3at2/fmD17dmaNc9//6JFHHokrrrgiOU19zJe+9KX427/922buquWlpt8rNXwfNGhQDBs2LKduAAAAAABozYTv0IbdcccdybO4b7/99py6oVx+85vfJGvKtXL+mNTq+bVr18batWvL+szW6PHHH4+3ve1tsX///qLqP/e5z8VXvvKVdrE2OxW+r1y5MqdOTpQK3+fOndsufj4AAAAAAJRO+A5t2M9+9rNkzR133JFDJ5RLoVBIhu9Dhw5NTqo3Vip8jzD9vmTJkrj88stj3759RdV/9rOfjX/4h39oN8Hu+PHjM6+vWbMm6uvrc+rmNdu3b49Vq1Zl1jjvHQAAAACAYgnfoY3atm1b3H333cm6xx9/PF599dUcOqIcli1bFi+88EJmTTlXzh8zd+7c6NGjR2ZNew7f6+vr40//9E9j7969RdV/+tOfjv/9v/93uwneI9KT74cPH44XX3wxp25es3DhwmSN894BAAAAACiW8B3aqJtvvjnq6uqSdQ0NDfHb3/42h44oh1tuuSVZU+6V8xERtbW1cfHFF2fW3H///XH06NGyP7s1eOCBB5IT1Md8/OMfj29+85vtKniPSIfvEfmf+55aOV9TUxOzZs3KqRsAAAAAAFo74Tu0UcWsnD/G6vnWI7Vyvn///nHeeec1y7NTq+f37NlT1CRxW3T//fcXVfexj30svv3tb7e74D0i4swzz4wOHTpk1uR97nsqfJ86dWp069Ytp24AAAAAAGjthO/QBr3wwgvx2GOPFV1/zz33xOHDh5uxI8rh+eefj+XLl2fWvOtd74qamppmef7ll1+erGmvq+cfeuihZM2HP/zh+Jd/+Zd2GbxHvLY9YfTo0Zk1eU6+NzQ0JD8sYuU8AAAAAACNIXyHNujnP/95o+r37dsXDz74YDN1Q7nceuutyZrmWDl/zKhRo2LkyJGZNe0xfD948GAsWrQos+bKK6+M7373u1Fd3b7/sZtaPZ9n+L5ixYrYs2dPZs28efNy6gYAAAAAgLagfacA0AYVCoVGrZw/xur5ypdaOd+zZ8+45JJLmrWH1PT7okWLYseOHc3aQ6V54okn4siRI5k173vf+9p98B5RWeF76gMTESbfAQAAAABoHEkAtDFPPvlkrFq1qtGvu+OOO6JQKDRDR5TDSy+9lAwL58+fHx07dmzWPlLnvjc0NMQf/vCHZu2h0jz88MPJmvPPPz+HTipfKnzfvHlzchq9XFLny/fp0ye5Jh8AAAAAAF5P+A5tTFOm3iMiXnzxxXj22WfL3A3l0tIr54/5kz/5k+SZ8u1t9XzqvPexY8fGwIEDc+qmso0fPz5Zk9f0e+o5U6ZMiaqqqlx6AQAAAACgbRC+Qxty9OjR+MUvftHk199+++1l7IZySq2c79KlS3IlfDn06tUreQ72Pffc0262KNTV1cVjjz2WWXPBBRfk1E3lS02+R1RO+F5MrwAAAAAA8HrCd2hD7rvvvnj11Veb/HrnvlemrVu3Jlebv/Wtb41u3brl0k9q9fyGDRtyPbu7JT399NOxf//+zBor5/+ob9++0bdv38yaPP7s1NfXx5o1azJrhO8AAAAAADSW8B3akKaunD/miSeeiK1bt5apG8rl9ttvT06S57Fy/phU+B7x2vR7e1DMee8m30+UWj2fOou9HNavXx9Hjx7NrBG+AwAAAADQWMJ3aCP27dsXt912W2ZN6qzuQqEQd911Vxm7ohxSK+dra2vjHe94R07dRJx11lnRu3fvzJr2cu576rz3oUOHxvDhw3PqpnVIhdp5TL4X8wzhOwAAAAAAjSV8hzbitttuiwMHDmTWXHfdddGxY8fMGqvnK8uuXbviD3/4Q2bNJZdcEqeddlo+DcVrH+K49NJLM2v+67/+Kw4fPpxTRy2joaEhHnnkkcyaCy64IKqqqnLqqHVIhdqrV6+OhoaGZu0hFb7X1tbGiBEjmrUHAAAAAADaHuE7tBHFrJz/6Ec/GhdddFFmzb333huHDh0qU1eU6s4770yux85z5fwxl19+eeb1AwcOxKOPPppTNy1jxYoVsX379swa572/WSp8P3ToULz00kvN2kMqfB89enR06NChWXsAAAAAAKDtEb5DG7Bly5b4/e9/n1kzb968GDVqVMyfPz+z7sCBA/HAAw+Usz1KkFo5X1VVFe9617ty6uaPLrvssmRNW18977z3pkmd+R7R/Oe+p8J3K+cBAAAAAGgK4Tu0Af/xH/+RXNP8/ve/PyIiGb5HRNx+++1l6YvS7N+/P373u99l1px//vkxYMCAnDr6o2HDhiVD1LYevqfOe+/bt29MmDAhp25aj5EjRyanypv73HfhOwAAAAAAzUH4Dm1AauV8hw4d4pprromIiOHDh8fUqVMz6++8884oFApl64+mueeee+LgwYOZNS2xcv6Y1Or5p59+OrZu3ZpTN/kqFArJ8P3888933vtJ1NbWxsiRIzNrmjN837NnT2zevDmzRvgOAAAAAEBTCN+hlVuxYkUsXrw4s+Ztb3tb9OvX7/jXqen3l19+OZYsWVKO9ihBauV8RMRVV12VQycn95a3vCVZc9999+XQSf7Wr18fGzduzKxx3vuppcLt5gzfV61alawRvgMAAAAA0BTCd2jlfv7znydrjq2cP6aY1fN33HFHk3uidIcPH07+DGbPnh3Dhg3LqaM3u/DCC6Njx46ZNW119fyjjz6arHHe+6mljixozjPfiwn2he8AAAAAADSF8B1asYaGhmT43qNHjzeF7bNnz46BAwdmvk743rLuv//+2LNnT2ZNS66cj4jo1q1bnHfeeZk1DzzwQE7d5OuRRx7JvN69e/eYPn16Ps20Qqlwe9OmTbF3795meXYqfO/bt2/07du3WZ4NAAAAAEDbJnyHVuyxxx6L9evXZ9ZcffXV0aVLlxO+V11dHVdccUXm65588snYtGlTqS3SRMWsnG/p8D0ivXp+w4YNceDAgZy6yU8qfD/nnHOiQ4cOOXXT+hQzWd5cq+dT9zX1DgAAAABAUwnfoRX72c9+lqx548r5Y4pZPX/XXXc1uidKV19fH7fddltmzaRJk2Ls2LH5NJRh3rx5yZrUB0Ram1dffTVWr16dWeO892zFBNxPPfVUszxb+A4AAAAAQHMRvkMrdeTIkfjVr36VWXP66afHRRdddNJrl112WXTq1Cnz9bfffntT26MEjzzySGzbti2zphKm3iMizjzzzGRNWwvfFy1alKxx3nu2fv36JY++eOKJJ8r+3IaGhli1alVmjfAdAAAAAICmEr5DK3X33XfHzp07M2v+/M//PGpqak56rVu3bnHJJZdkvv6+++5rkyvDK11rWTkf8doHPGprazNr1q1bl1M3+UiF7x07dow5c+bk1E3rVFVVFbNnz86saY7w/eWXX46DBw9m1gjfAQAAAABoKuE7tFKlrJw/JrV6/tChQ/GHP/yhUX1Rmh07diR/tiNHjoxp06bl1FG2mpqaGDZsWGZNewvf58yZE507d86pm9Yr9QGF5cuXx/79+8v6zGLOkRe+AwAAAADQVMJ3aIV27doVd9xxR2bN5MmTY+rUqZk173jHO5LPSj2H8vpf/+t/xY4dOzJr3v3ud0dVVVVOHaWlVs+3pbXze/bsiRUrVmTWOO+9OKnwvaGhoeznvqfC9+rq6hg5cmRZnwkAAAAAQPshfIdW6JZbbonDhw9n1rzvfe9LBrRDhw6NGTNmZNbceeed0dDQ0Ogeabzly5fHd77znWRdpaycP2bEiBGZ19vS5PvixYujUChk1jjvvThnnXVWsia1ZaCxUuH7mWeeGZ06dSrrMwEAAAAAaD+E79AKFbNy/s///M+Luldq9fzmzZvLPn3KmxUKhfjMZz4T9fX1mXXjxo2Ls88+O6euipOafG9L4XvqHPLq6uo455xzcuqmdevbt2+MGjUqs6bc576nwncr5wEAAAAAKIXwHVqZ7du3x4MPPphZc+GFFybP4T7mne98Z7LG6vnmd9ddd8W9996brPuHf/iHqK6urLfuVPi+c+fO2L17d07dNK8nn3wy8/r06dOjZ8+eOXXT+s2ePTvzuvAdAAAAAIDWpLISHCBpwYIFybXX73//+4u+38yZM+P000/PrLn99tuLvh+Nd+TIkfjMZz6TrLvoooviqquuyqGjxkmtnY9oG+e+Hzp0KJYtW5ZZ47z3xkmd+75u3brYtm1bWZ514MCBeOmllzJrhO8AAAAAAJRC+A6tzMKFCzOv19TUxNVXX130/aqqquId73hHZs2SJUtiw4YNRd+Txvnnf/7nWL16dWZNdXV13HjjjVFVVZVTV8VLTb5HtI3V80uWLImjR49m1jjvvXFS4XtE+c59T/0dixC+AwAAAABQGuE7tDKp8H3KlCnRu3fvRt0zde57RMSdd97ZqHtSnFdeeSW+8pWvJOs+/OEPx7Rp03LoqPEGDhwYXbp0yaxpC5PvxaxAP++883LopO2YMWNG1NTUZNaUK3xPrZyPEL4DAAAAAFAa4Tu0Ig0NDckAcO7cuY2+7yWXXJIMT5373jy+9KUvxZ49ezJrevXqFX//93+fU0eNV1VVlVw93xYm31Mh8Pjx42PAgAE5ddM2dO3aNSZPnpxZU65z31Phe48ePWLQoEFleRYAAAAAAO2T8B1akdWrV8euXbsya84+++xG37dLly5x6aWXZtY8+OCDUV9f3+h7c2pLliyJH/zgB8m6L3/5y9G/f/8cOmq6th6+Hz16NJ566qnMGue9N01q9fwTTzwRhUKh5Oekwvdx48ZV5LEOAAAAAAC0HsJ3aEUWLFiQrGlK+B4R8c53vjPz+oEDB+LFF19s0r15s0KhEJ/61KeSoeLYsWPjr//6r3PqqulS57639vB9yZIlcfDgwcwa5703zezZszOvv/rqq/HSSy+V/JxiwncAAAAAACiF8B1akdR577169WpygFRMcLhixYom3Zs3u+WWW+Khhx5K1t1www3RsWPHHDoqTSp8X79+fVmml1vKww8/nKwx+d40qcn3iNJXzxcKBeE7AAAAAADNTvgOrUgqfJ89e3ZUVzftr/XIkSOTIa/wvTwOHjwY//N//s9k3Vvf+tZ4+9vfnkNHpUutnd+3b19s3749n2aawSOPPJJ5fdiwYTF8+PCcumlbJk2aFF26dMmsKTV837JlS+zduzezRvgOAAAAAECphO/QShw8eDCWLVuWWTN37twm379Dhw4xZsyYzBrhe3l885vfjPXr12fW1NTUxDe/+c18GiqD1OR7ROtdPd/Q0BCPPfZYZo2p96br0KFDzJw5M7Nm0aJFJT0jNfUeIXwHAAAAAKB0wndoJZ566qmoq6vLrGnqee/HTJgwIfP6ypUrS7o/EZs2bYrrr78+Wffxj388+fOoJMWE76kPHFSq5cuXx86dOzNrnPdemtTq+SeffDLq6+ubfP9iwvfUh48AAAAAACBF+A6txIIFC5I1pYbv48ePz7y+YsWKVn1udyX4/Oc/H/v378+s6du3b3z5y1/OqaPy6N27d/To0SOzprVOvjvvvfnNnj078/r+/ftL+vBPKnwfNmxYdO3atcn3BwAAAACACOE7tBqp897PPPPM6N+/f0nPSE1a79y5M1555ZWSntGeLVy4MH7yk58k6/7+7/8+evfunUNH5VNVVZWcfm+t4ftDDz2Ueb1fv37JD66QLTX5HlHaue+p8N3KeQAAAAAAykH4Dq1EKnwvdeo9Ih2+Rzj3vakaGhriU5/6VLJu8uTJ8eEPfziHjsovFb63xrXzhUIhOfl+/vnnR1VVVU4dtU0jR46MPn36ZNYI3wEAAAAAqHTCd2gFtmzZEi+99FJmzdy5c0t+zrhx45IhovC9af793/89+QGKiIgbb7wxOnTokENH5dcWJ99feOGF2LRpU2aN895LV1VVlVw9v2jRoibd+8iRI8k/e8J3AAAAAADKQfgOrUAxoW05Jt+7du0aw4cPz6wRvjdeXV1dfOlLX0rWXXnllXHJJZfk0FHzGDFiROb19evXR0NDQz7NlInz3vOTWj2/dOnSOHToUKPvu3bt2uSfO+E7AAAAAADlIHyHVmDBggWZ12tra2P69OlleVZq9bzwvfFuvfXWePHFFzNrOnbsGN/4xjdy6qh5pCbfDx8+HFu3bs2pm/JInffeo0ePmDZtWk7dtG2pyfe6urpYsmRJo++bWjkfIXwHAAAAAKA8hO/QCqQm36dPnx6dO3cuy7OE7+V34403Jmuuu+66GDVqVPM304xS4XtE61s9n5p8P+ecc1rtMQGVJhW+RzRt9XwqfO/SpUsMHTq00fcFAAAAAIA3Er5Dhauvr08GTuVYOX9MKnzfuHFj7Nmzp2zPa+sWLVoUjz32WGbNwIED4wtf+EJOHTWf1Nr5iNYVvm/evDnWrFmTWeO89/IZNGhQDBs2LLPmiSeeaPR9U+H72LFjo7ravw4BAAAAAFA6/7UZKtyKFSti3759mTVz584t2/NS4XtExMqVK8v2vLbuW9/6VrLms5/9bPTs2TOHbppXjx49om/fvpk169evz6eZMijmvHfhe3mlpt+bY/LdynkAAAAAAMpF+A4VLrVyPqK8k+/jx49P1gjfi7Np06b45S9/mVnTrVu3+L//7/87p46aX2r1fGuafE9NWXfq1KmoVekUb86cOZnXn3/++di1a1ej7lnM5DsAAAAAAJSD8B0q3IIFCzKv9+3bt6xnhfft2zf69++fWePc9+J85zvfibq6usyaD37wg9G7d++cOmp+qdXzrSl8f+qppzKvz549Ozp16pRTN+1DMR9mePLJJ4u+3/bt22P79u2ZNSbfAQAAAAAoF+E7VLjU5PucOXOiqqqqrM9MrZ4XvqcdPHgwvvvd7ybrPvnJT+bQTX7ayuR7oVAoKnynvGbNmpV8P2vM6vnU1HuE8B0AAAAAgPIRvkMF27dvXyxfvjyzppwr548Rvpfu5z//eXLi9oorrmhzK69T4fuGDRuS2wAqwbp162L37t2ZNTNnzsypm/ajZ8+eyfef1HEAryd8BwAAAAAgT8J3qGBPPvlkNDQ0ZNbMnTu37M9NhV9r166NI0eOlP25bUWhUIgbb7wxWffpT3+62XvJW2rtfF1dXWzcuDGfZkqQmnqPEL43l9RGgXJOvg8aNCh69uxZ9P0AAAAAACCL8B0qWGrlfMRra+fLLRW+19fXx+rVq8v+3LbiD3/4Q3JjwaRJk+KSSy7JqaP8pCbfI1rH6vlU+N6lSxcT080k9Z62cePGoj/AkQrf/QwBAAAAACgn4TtUsFT4Pnbs2Ojdu3fZn5sK3yOsns9S7NR76mzr1ig1+R4RsX79+mbvo1Sp8H3atGlRU1OTUzftSzEfKCp2+l34DgAAAABAnoTvUKEKhUIsWLAgs6Y5znuPiBg6dGh07949s0b4fnKrVq2Ku+66K7Omb9++8b73vS+njvLVuXPnGDx4cGZNpU++FwqFZPg+ffr0fJpph6ZOnRodO3bMrCkmfK+rq4s1a9Zk1gjfAQAAAAAoJ+E7VKiXX345Nm/enFnTXOF7VVVVjB8/PrNG+H5y3/72t5M1H/3oR6NLly45dNMyUtPvlR6+b9y4MV599dXMmhkzZuTUTfvTsWPH5IcbnnjiieR91q9fH0ePHs2sEb4DAAAAAFBOwneoUMWc9z537txme35q9fzKlSub7dmt1c6dO+P/+//+v8yaDh06xLXXXptTRy0jde57pa+dT029R0TMnDkzh07ar9mzZ2deX7RoUTQ0NGTWpFbORwjfAQAAAAAoL+E7VKhU+N65c+eYOnVqsz0/Nfm+cuXKZPjV3vzwhz+MAwcOZNZcc801cfrpp+fUUctIhe+VPvmeCt87duyY/HAKpUmd+7579+7kSvlU+F5bW5vc0gAAAAAAAI0hfIcKlQrfZ86cGbW1tc32/FS4ePDgwXjppZea7fmtTV1dXfzzP/9zsu5Tn/pUDt20rFSguXHjxjh8+HA+zTTB4sWLM6+PGzeuWf/ukQ7fI9Kr51Ph++jRo6NDhw6N6gsAAAAAALII36ECHT16NJ588snMmuY67/2YYiZ7nfv+R7fddlvywwjnnHNOUaFia5eafC8UCrFhw4acumm81OT75MmTc+qk/Ro7dmz07Nkzs2bRokWZ11Phu5XzAAAAAACUm/AdKtCzzz4bBw8ezKxp7vB91KhRyalQ4fsf3XjjjcmaT3/6083eRyVIhe8Rlbt6fsuWLbFp06bMmkmTJuXUTftVXV0dZ511VmZNqZPvwncAAAAAAMpN+A4VKLVyPiJi7ty5zdpDbW1tjBkzJrNG+P6aRYsWxaOPPppZc8YZZ8RVV12VU0ct64wzzojq6ux/vFRq+P70008na4Tv+Zg9e3bm9aeffjqOHDly0mt79uyJLVu2ZL5e+A4AAAAAQLkJ36ECpcL3gQMHxrBhw5q9j9TqeeH7a771rW8laz7xiU+0m/Ola2trY+jQoZk169evz6eZRkqtnK+pqYnx48fn1E37ljqi4fDhw/Hss8+e9Fpq6j1C+A4AAAAAQPkJ36ECpcL3s88+O6qqqpq9j2LC90Kh0Ox9VLJNmzbFL3/5y8yarl27xoc+9KGcOqoMqdXzlTr5ngrfx4wZE506dcqpm/YtFb5HnHr1vPAdAAAAAICWIHyHCrNr167kRHlzn/d+TCp837FjR7z66qu59FKpvvOd70RdXV1mzQc/+MHo3bt3Th1VhrYavls5n58hQ4bEoEGDMmuaGr737ds3+vbt2+TeAAAAAADgZITvUGEWLVqUrKmU8D2ifa+er6uri+9973vJuk9+8pM5dFNZRowYkXm9EtfO79ixI9nX5MmT82mGqKqqSk6/n+r9MhW+m3oHAAAAAKA5CN+hwqRWzldVVcXs2bNz6aWYgGrlypU5dFKZFi9enJz8f/vb394ug77U5PvWrVvjwIEDOXVTnKeffjpZY/I9X6nw/bnnnot9+/a96fvCdwAAAAAAWoLwHSpMKnyfOHFi9OzZM5deunXrFsOGDcusac+T78VsKfj0pz/d/I1UoFT4HlF50++plfNVVVVFbYOgfFIfNGpoaHjTz62hoSFWr16d+TrhOwAAAAAAzUH4DhWkUCgkw/e8Vs4fkwob23P4/uSTT2ZeHzJkSFx66aU5dVNZUmvnIyrv3PdU+D5y5Mjo1q1bTt0QEXHWWWcla/7jP/4j9u7de/zrDRs2xMGDBzNfI3wHAAAAAKA5CN+hgqxfvz65xlz4XjlS4fvZZ58dVVVVOXVTWU4//fSora3NrGltk+/Oe89fnz59YvTo0Zk1//qv/xoDBw6MP//zP4/f/va3sXz58uR9he8AAAAAADQH4TtUkAULFiRrKi1837Bhw0nPXG7r9u3bl/zgQTFTu21VTU1NDB8+PLOmkibf9+zZE6tWrcqscd57y0id+x4RcfDgwfjFL34RV1xxRbzrXe/KrK2uro5Ro0aVqz0AAAAAADhO+A4VJLVyvlu3brkHgMWccb1y5cocOqksS5YsiYaGhsya9hy+R6RXz1dS+L506dJkjcn3llFM+P56dXV1mdfPPPPM6NixYyktAQAAAADASQnfoYKkwvezzjorOnTokFM3rykmfG+Pq+dTK+cjImbNmpVDJ5XrzDPPzLxeSWvnFy9enKyZOHFiDp3wRvPmzSvr/aycBwAAAACguQjfoUIcOXIknn766cyavFfOR0T069cv+vXrl1kjfH+zkSNHRp8+fXLqpjKlwvdKmnxPnfc+cuTI6NmzZ07d8HqzZ88ua2AufAcAAAAAoLkI36FCLF26NA4fPpxZ0xLhe0R6+l34/mbtfeV8RHrt/M6dO2P37t35NJOQCt9nzJiRUye8UVVVVfzoRz+Kzp07l+V+wncAAAAAAJqL8B0qxIIFC5I1wvfKsGfPnnj++ecza4Tv6cn3iMpYPX/gwIHkn2Hhe8uaO3duLFmyJN7znvdEbW1tSfcSvgMAAAAA0FyE71AhUue9Dx06NIYMGZJTNydKhe9r166No0eP5tRNyyvmfHDhe3HheyWsnl+2bFk0NDRk1kyfPj2fZjilcePGxc033xybN2+O73znO3HOOec0+h4dOnSIKVOmNEN3AAAAAAAgfIeKUCgU4qGHHsqsaamp94iI8ePHZ16vq6uLNWvW5NRNy0utnI+ImDlzZg6dVLYBAwZEly5dMmsqIXxPrZyPEL5Xkr59+8bHPvaxePTRR2PNmjXxd3/3dzFmzJiiXjt//vzo27dvM3cIAAAAAEB7JXyHCrBo0aLYsGFDZk1Lhu+pyfeI9rV6PhW+jx07Nnr16pVTN5Wrqqoqee57JaydT4XvZ5xxRvTv3z+nbmiMUaNGxd/+7d/G888/HwsXLoyPf/zj0a9fv5PWDh8+PP7pn/4p5w4BAAAAAGhPhO9QAW655ZZkzXnnnZdDJyd3xhlnRNeuXTNrhO9/ZOX8H6VWz7eGyXdbDCpfVVVVzJkzJ/75n/85Nm3aFHfeeWe8//3vj1mzZsX48ePjf/yP/xGPPPJIjBo1qqVbBQAAAACgDevQ0g1Ae1coFJLh++DBg1t08r26ujrGjx+fGVK2l/B9x44d8cILL2TWCN//qNLD98OHD8ezzz6bWSN8b11qa2vjiiuuiCuuuKKlWwEAAAAAoJ0x+Q4tbNmyZbF27drMmquuuiqqq1v2r2tq9Xx7Cd8XL16crJk9e3YOnbQOxaydLxQK+TRzEsuXL4+jR49m1gjfAQAAAACAYgjfoYUVs3L+6quvzqGTbKnwfeXKldHQ0JBTNy0ntXK+uro6pk+fnk8zrUBq8n3fvn2xffv2nLp5s9TK+QjhOwAAAAAAUBzhO7SwVPjet2/fuOCCC3Lq5tRS4fuBAwdiw4YNOXXTclLh+4QJE6J79+45dVP5UuF7RMuunk+F74MGDYrTTz89p24AAAAAAIDWTPgOLWjlypXx3HPPZdZceeWV0aFDh5w6OrVU+B7RPlbPp8J3572fKLV2PqKyw3dT7wAAAAAAQLGE79CCWsvK+YiI0aNHJz8E0NbD91deeSVeeumlzBrh+4l69+4dPXv2zKxZv359Ps28QV1dXSxdujSzRvgOAAAAAAAUS/gOLejXv/515vVevXrFJZdcklM32Wpra2P06NGZNStXrsypm5axePHiZI3w/URVVVXJ1fMtNfm+YsWKOHToUGaN8B0AAAAAACiW8B1ayAsvvBBLlizJrHnnO98ZHTt2zKehIowfPz7zeluffF+0aFHm9Zqampg2bVpO3bQelRq+p1bORwjfAQAAAACA4gnfoYW0ppXzx6TOfW/r4XvqvPfJkydHly5dcuqm9Uid+95Sa+dT4XufPn1i2LBhOXUDAAAAAAC0dsJ3aCGp8L1bt27xlre8JaduipMK37dt2xbbtm3LqZv8pcJ3K+dPLjX5vn79+mhoaMipmz9Khe8zZ86MqqqqnLoBAAAAAABaO+E7tICXX345Fi5cmFlzxRVXVNwUdSp8j2i70++bNm2KzZs3Z9YI308uFb4fPnw4tmzZklM3r2loaIinn346s8bKeQAAAAAAoDGE79ACfvOb3yRrKm3lfET6zPeIthu+p6beI4Tvp5JaOx+R/+r51atXx/79+zNrhO8AAAAAAEBjCN+hBaRWznfu3Dne/va359RN8bp37x5nnHFGZk17Dd87duwYU6ZMyamb1iU1+R4RsW7duhw6+aPUyvkI4TsAAAAAANA4wnfI2datW+Phhx/OrLn88suje/fuOXXUOKnV8+01fJ86dWp06tQpp25al+7du0e/fv0yayotfO/Ro0eMGjUqp24AAAAAAIC2QPgOObvtttuiUChk1lTiyvlj2mP4XigUkuG7lfPZUqvn8147nwrfZ8yYEdXV/hEJAAAAAAAUT7IAOUutnK+trY358+fn1E3jpcL3l156Kfbt25dTN/nYsGFDvPrqq5k1wvdsqdXzeU6+FwqFZPhu5TwAAAAAANBYwnfI0fbt2+P+++/PrLnkkkvitNNOy6ehJkiF7xERq1atyqGT/KSm3iOE7ymVFL6vX78+du3alVkjfAcAAAAAABpL+A45uv3226O+vj6zppJXzkdEjB8/PlnT1lbPp8L3zp07x8SJE3PqpnVKrZ3fsGFD1NXV5dJLauo9ImLWrFk5dAIAAAAAALQlwnfIUWrlfE1NTVx55ZX5NNNE/fv3jz59+mTWtLXwfdGiRZnXp0+fHrW1tTl10zqlJt/r6upi48aNufSSCt+7dOkS48aNy6UXAAAAAACg7RC+Q0727NkTv//97zNrLrzwwujXr19OHTVNVVVVcvV8WwrfC4VCcvLdyvm0VPgekd/q+VT4Pn369KipqcmlFwAAAAAAoO0QvkNO7rzzzjhy5EhmTaWvnD+mPYXvL7zwQvJ8cOF72vDhw5M169evb/Y+CoVCLF68OLPGee8AAAAAAEBTCN8hJ6mV81VVVXHVVVfl1E1pUuH76tWr4+jRozl107xSU+8RwvdidO7cOQYPHpxZk8fk+8aNG+PVV1/NrBG+AwAAAAAATSF8hxzs378/7r777syac845JxlOVopU+F5XVxdr1qzJqZvmlQrfu3XrFuPHj8+pm9YttXo+j/A9tXI+QvgOAAAAAAA0jfAdcvC73/0uDh48mFnTWlbOR6TD94iI5cuX59BJ80uF7zNnznQ+eJFaQ/jesWPHmDhxYrP3AQAAAAAAtD0dWrqBY+rq6mLlypWxdOnSWLNmTaxfvz42b94ce/fujbq6uujevXsMHDgwJkyYEJdeemmcffbZUV1d/GcHDhw4ELfffns89thjsXbt2ti5c2d07tw5+vfvH7NmzYq3v/3tMXny5Cb1vm3btrjzzjvjwQcfjE2bNsXevXujb9++MWLEiLj88svj0ksvjc6dOzfp3rQNqZXzERHvfve7c+ikPIYNGxbdunWL/fv3n7Jm+fLl8Z73vCfHrsqvoaEheT64lfPFGzFiROb1PM58X7BgQeb1KVOmRMeOHZu9DwAAAAAAoO2pmPD9pptuip/+9KenvL579+7YvXt3rFq1Kv7zP/8zxo4dG3/7t39b1Lrn++67L66//vrYvXv3Cd8/cuRI7NmzJ9auXRu/+tWv4qqrrorPfOYz0aVLl6L7vueee+L666+Pffv2nfD9zZs3x+bNm+Pxxx+PH/3oR/HVr37Vaup26tChQ3HnnXdm1px11lkxfPjwnDoqXXV1dUycODEWLVp0ypq2MPm+evXq2Lt3b2aN8L14qcn3jRs3xsGDBxv1HtwYDQ0NyfB91qxZzfJsAAAAAACg7auYtfOFQuGEr7t06RJjxoyJmTNnxqxZs2LEiBEnTLqvWrUqPvKRj8SSJUsy7/sf//Ef8bnPfe6E4L1v374xc+bMmDp1anTr1u3492+99db4H//jf0RdXV1RPd91113xxS9+8YTgfdiwYTFz5swTzu5ev359/NVf/VW88MILRd2XtuX3v/99MsBtTSvnj5k0aVLm9eeeey6nTppPauV8hPC9MVLhe6FQiIULFzbb81esWPGmD2G90bx585rt+QAAAAAAQNtWMZPvnTp1ivPPPz8uuOCCmDFjxknXE+/cuTN+8YtfxI9//OOor6+PAwcOxJe+9KW4+eabTzop+fTTT8cNN9xw/OuBAwfGF77whTjnnHOiqqoqIiKOHj0at956a9x4441x5MiReOKJJ+LGG2+Mz372s5n9rlmzJr72ta8d/3r48OHx1a9+9YSzsBcsWBBf/vKXY/v27bF///647rrr4le/+lV06tSpsb89tGLFrJxvi+H7qlWr4ujRo1FbW5tTR+WXCt979uwZo0ePzqmb1q+Yoz0efPDBuOiii5rl+Y8//niyRvgOAAAAAAA0VcVMvn/sYx+LG264Ia666qpTngvcu3fvuPbaa+Pzn//88e9t2bIlfv/735+0/tvf/nbU19dHRET37t3je9/7Xpx77rnHg/eIiNra2rjmmmvi+uuvP/69m2++OV588cXMfm+66aY4cuRIREScdtpp8b3vfe+E4D0iYu7cufGd73zn+PnBGzdujF//+teZ96VtOXr0aNx+++2ZNVOmTIkxY8bk1FH5pML3o0ePxurVq3PqpnmkwvdZs2adsJGDbAMGDEgev/Hggw822/NT4XufPn1i7NixzfZ8AAAAAACgbWuVqdGVV14ZQ4cOPf714sWL31Szdu3aeOaZZ45//cEPfjCGDBlyynteeOGFccEFF0RERH19ffz4xz8+Ze0LL7wQDz/88PGvP/axj0Xfvn1PWjtq1Kj4b//tvx3/+ic/+Uk0NDSc8t60LQ888EDs3Lkzs+Y973lPTt2UVyp8j2jd577X1dXFU089lVlj5XzjXXjhhZnXH3/88Th8+HCzPDsVvs+bN++ED2cBAAAAAAA0RqsM3yPihOnJ7du3v+n6GydWL7/88uQ9X1/z4IMPnvLs9/vvv//4r7t27Rpve9vbMu971VVXndDrsmXLkr3QNrTVlfMREWeccUZ07949s6Y1h+8rV66MAwcOZNYI3xsvFb4fOnQoFi1aVPbn7tixI1asWJFZY+U8AAAAAABQilYbvh9bJx8R0a1btzdd37x58wnXBw8enLzn61d/7969O5YsWXLSukcfffT4r6dPnx5du3bNvO/QoUNj+PDhJ309bVehUIg77rgjs2bcuHExceLEnDoqr6qqqmTvrTl8T62cjxC+N0UqfI9ontXzCxcuTNYI3wEAAAAAgFK0yvC9rq7uhOnxKVOmvKlm3759x399snD+ZN5Y9/zzz7+pplAoxJo1azKffTJTp049/utVq1YV9Rpat02bNp3wIZCTufrqq1v1muvU6vm2HL737t07zjzzzJy6aTtOP/30GD16dGZNc4TvqZXz1dXVMWfOnLI/FwAAAAAAaD86tHQDTXHTTTcdXzXfq1evmD9//ptqXj+Nvn///qLu+8a6devWvalmy5YtcfDgweNfv/7s+SyvP29+/fr1Rb0mZceOHcnzxE+lW7du0adPn7L00dYcPXo08+tiLV68OFnz9re/PY4cOdKk+1eCcePGZV5fvXp17Nu3Lzp27JhTR+WTWn0+c+bMJv/ZaO/OP//8Ez7E9EaPPfZY7N+/P2pra8v2zEceeSTz+pQpU6Jjx46n/PtYrvcFoO3wvgC8kfcF4I28LwCv5z0BOBnvDdC8WiKfahXhe11dXezatSueffbZuPnmm4+vD+7UqVN89atfjV69er3pNQMGDDj+6/3798eWLVti0KBBmc95Yxi0adOmN9W8cZI5dc+T1W3evDkKhULJE88333xzfP/732/Sa9/73vfGNddcU9Lz24tXXnmlSa9LHS/QoUOH6Nu3b2zcuLFJ968EAwcOzLxeV1cXjzzySDKkrzRHjx495bETx4wdO7ZV/+xa0uTJkzOv79+/P+65556YMWNGWZ5XX18fTzzxRLKnxvw8m/q+ALRd3heAN/K+ALyR9wXg9bwnACfjvQHKqyU2GFds+H7JJZfE7t27T3l9zpw5cd11151wTvvrTZ8+/YSv77333viLv/iLzGfee++9J3x9son5N36ve/fumfc8WV1DQ0McOnQounTpUtRraZ1WrlyZeX3kyJHRqVOnnLppHqf6+/d6q1evbnXh++rVq5MbCV5/lASNU8x69wULFpQtfF+1alVyA8rMmTPL8iwAAAAAAKD9apVnvk+fPj2uueaazHODJ06cGMOGDTv+9Y9+9KPM87cfeeSRN50zfODAgTfVvX7lfETx6wreGLK+8T60Panwffz48Tl10nwGDx6c/ADK6tWrc+qmfJ555plkzZQpU3LopG0aMmRI8siO1KR6Yzz99NPJGuE7AAAAAABQqoqdfJ8zZ07s27cvIiKOHDkS27dvj5deeikaGhpiyZIlsWTJkpg0aVJcf/31cfrpp7/p9dXV1fFXf/VX8cUvfjEiIvbs2RMf+tCH4ktf+lLMmzfveF1dXV3cdtttccMNN0ShUDjhHnV1dW+67xu/V1NTU9T/njfWlePcjve+971x6aWXNum1znw/taNHj56w2mXAgAGNPnv68OHD8cILL2TWnH322TFkyJAm9VhJJk2adPwoiJPZsGFDq/vfuXbt2szrAwYMiLPOOqvkoyPasz/5kz+Jn/70p6e8vnjx4hg4cGB06FD6P6ZSH4Tp379/zJs3L/PnWY73BaBt8b4AvJH3BeCNvC8Ar+c9ATgZ7w3Q9lRs+H799de/6Xu7d++O2267LX7wgx/EwYMHY/ny5fGRj3wkfvKTn5w0SL788svjqaeeiltuuSUiIrZu3Rqf+MQnol+/fjFs2LCoq6uLtWvXHl9HPGLEiBg8eHA8/vjjEXHylfKdO3c+4evUaupT1ZVj5XyfPn0E6Dmora0tesPBMStWrDjphzdeb8aMGY2+byWaPHlyZvi+YsWKVve/MzUpfdZZZ7X6IwNaWip837dvXyxfvjxmz55d8rOy/nxGRMybN6/RP8+mvAtRFKQAAFDfSURBVC8AbZv3BeCNvC8Ab+R9AXg97wnAyXh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"text/plain": [
"<Figure size 2400x1800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"component CO2\n",
"Datetime \n",
"2022-01-31 417.632844\n",
"2022-02-28 418.396292\n",
"2022-03-31 419.057944\n",
"2022-04-30 420.637401\n",
"2022-05-31 421.450293\n",
"2022-06-30 420.702140\n",
"2022-07-31 418.846186\n",
"2022-08-31 416.877530\n",
"2022-09-30 415.416156\n",
"2022-10-31 415.689644\n",
"2022-11-30 417.336950\n",
"2022-12-31 418.695037\n"
]
}
],
"source": [
"model = ExponentialSmoothing(seasonal_periods = 12)\n",
"model_name = 'Exponential Smoothing'\n",
"\n",
"model.fit(series)\n",
"forecast = model.predict(12)\n",
"\n",
"plot_backtest(series, forecast, model_name)\n",
"print(forecast.pd_dataframe())"
]
}
],
"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": "3.11.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}