Files
get3-v5/hehe.ipynb
T
2023-10-01 11:40:00 +02:00

499 lines
729 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import tikzplotlib\n",
"\n",
"\n",
"def read_oscilloscope_file(file_name, time_div=200):\n",
" with open(file_name, 'r') as file:\n",
" lines = []\n",
" for line in file:\n",
" lines.append(line.strip())\n",
" # print(file.name)\n",
"\n",
" data = pd.DataFrame()\n",
" \n",
" data[\"time\"] = np.linspace(0, 12*time_div, 1200)\n",
" data[\"CH1\"] = np.float_(lines[5:1205])\n",
" data[\"CH2\"] = np.float_(lines[1212:2412])\n",
"\n",
" return data\n",
"\n",
"\n",
"def plot_kurven(data: pd.DataFrame, title=\"\", xStart=0, xStop=0, xStep=200, xStepMinor=100, vlines=[]):\n",
" fig, ax = plt.subplots(figsize=(10, 4))\n",
"\n",
" # time offset\n",
" if xStop > xStart:\n",
" data[\"time\"] -= xStart\n",
"\n",
" ax.plot(\"time\", \"CH1\", data=data, label=\"Anfang\", ls=\"-\", marker='.')\n",
" ax.plot(\"time\", \"CH2\", data=data, label=\"Ende\", ls=\"-\", marker='.')\n",
"\n",
"\n",
" # Beschriftungen setzen\n",
" ax.set_xlabel(\"Zeit t [ns]\")\n",
" ax.set_ylabel(\"Spannung U [V]\")\n",
" if title != \"\": ax.set_title(title, fontsize=16, pad=10)\n",
"\n",
" \n",
" # ax.set_xticks(np.arange(data[\"time\"].iloc[0], data[\"time\"].iloc[-1], xStepMinor), minor=True)\n",
" ax.set_xticks(np.arange(data[\"time\"].iloc[0], data[\"time\"].iloc[-1], xStep))\n",
"\n",
" if xStop > xStart:\n",
" ax.set_xlim(left=0, right=xStop-xStart)\n",
" else:\n",
" ax.set_xlim(left=data[\"time\"].iloc[0], right=data[\"time\"].iloc[-1])\n",
"\n",
" if xStepMinor != 0:\n",
" ax.grid(which=\"major\", ls=\"-\", linewidth=0.5)\n",
" # ax.grid(which=\"minor\", ls=\"-\", linewidth=0.1)\n",
" else: \n",
" ax.grid(which=\"major\")\n",
"\n",
" ax.legend()\n",
" # ax.axvline(x=73, ls=\"--\", color=\"green\")\n",
" # ax.text(60, 1.0, \"$t_1$\", fontsize=24, color=\"green\", usetex=True)\n",
"\n",
" # ax.axvline(x=123, ls=\"--\", color=\"green\")\n",
" # ax.text(110, 1.5, \"$t_2$\", fontsize=24, color=\"green\", usetex=True)\n",
" # plt.show()\n",
"\n",
" return fig, ax\n",
"\n",
"def set_u_offset(data: pd.DataFrame, t1=600, t2=1000):\n",
" # Zeitraum zum Kalibrieren extrahieren\n",
" data_dt = data[(data[\"time\"] > t1) & (data[\"time\"] < 1000)]\n",
" \n",
" # Offset aus dem Druchschnittberechnen\n",
" ch1_offset = data_dt[\"CH1\"].mean()\n",
" ch2_offset = data_dt[\"CH2\"].mean()\n",
"\n",
" # Offset aufs ursprüngliche Dataset anwenden\n",
" data[\"CH1\"] -= ch1_offset\n",
" data[\"CH2\"] -= ch2_offset"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib widget"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 1000x400 with 1 Axes>,\n",
" <Axes: title={'center': '1000'}, xlabel='Zeit t [ns]', ylabel='Spannung U [V]'>)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lel = read_oscilloscope_file(\"Messungen/Rohdaten/Messung 2.1/Reflexion bei Kurzschluss.txt\", time_div=200)\n",
"# plot_kurven(lel)\n",
"plot_kurven(lel, 1000, 1400)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Alles plotten und als Bilder abspeichern\n",
"current_directory = os.getcwd()\n",
"\n",
"# iterate over all files in the directory \"Messungen/Rohdaten/\"\n",
"for root, dirs, files in os.walk(os.path.join(current_directory, \"Messungen/Rohdaten/\")):\n",
" if root == \"c:\\\\Users\\\\matth\\\\OneDrive\\\\Dokumente\\\\Studium\\\\WS23\\\\Grundlagen Elektrotechnik 3\\\\Praktikum\\\\V5\\\\get3-v5\\\\Messungen/Rohdaten/Messung 2.2\":\n",
" for file in files:\n",
" if file.endswith(\".txt\"):\n",
" file_path = os.path.join(root, file)\n",
" messung = read_oscilloscope_file(file_path, 200)\n",
" plot_kurven(messung, title=file[0:-4])\n",
" # plot_kurven(messung, title=file[0:-4], xStart=1000, xStop=1500)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"ename": "AttributeError",
"evalue": "'tuple' object has no attribute 'savefig'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m/Users/jonasbacker/Library/CloudStorage/OneDrive-HochschuleOsnabrück/Ausarbeitungen_Studium/GET3-Praktikum/V5/get3-v5/hehe.ipynb Zelle 5\u001b[0m line \u001b[0;36m6\n\u001b[1;32m <a href='vscode-notebook-cell:/Users/jonasbacker/Library/CloudStorage/OneDrive-HochschuleOsnabr%C3%BCck/Ausarbeitungen_Studium/GET3-Praktikum/V5/get3-v5/hehe.ipynb#W4sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m \u001b[39m# kurzschluss.set_index(\"time\", inplace=True)\u001b[39;00m\n\u001b[1;32m <a href='vscode-notebook-cell:/Users/jonasbacker/Library/CloudStorage/OneDrive-HochschuleOsnabr%C3%BCck/Ausarbeitungen_Studium/GET3-Praktikum/V5/get3-v5/hehe.ipynb#W4sZmlsZQ%3D%3D?line=4'>5</a>\u001b[0m kurzschluss_fig \u001b[39m=\u001b[39m plot_kurven(kurzschluss, xStart\u001b[39m=\u001b[39m\u001b[39m1060\u001b[39m, xStop\u001b[39m=\u001b[39m\u001b[39m1232\u001b[39m, title\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mReflexion bei Kurzschluss\u001b[39m\u001b[39m\"\u001b[39m, xStep\u001b[39m=\u001b[39m\u001b[39m10\u001b[39m, xStepMinor\u001b[39m=\u001b[39m\u001b[39m5\u001b[39m)\n\u001b[0;32m----> <a href='vscode-notebook-cell:/Users/jonasbacker/Library/CloudStorage/OneDrive-HochschuleOsnabr%C3%BCck/Ausarbeitungen_Studium/GET3-Praktikum/V5/get3-v5/hehe.ipynb#W4sZmlsZQ%3D%3D?line=5'>6</a>\u001b[0m kurzschluss_fig\u001b[39m.\u001b[39msavefig(\u001b[39m\"\u001b[39m\u001b[39mReflexion_bei_Kurzschluss\u001b[39m\u001b[39m\"\u001b[39m, dpi\u001b[39m=\u001b[39m\u001b[39m250\u001b[39m)\n",
"\u001b[0;31mAttributeError\u001b[0m: 'tuple' object has no attribute 'savefig'"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Diagramme für 3.2 Kurzschluss\n",
"kurzschluss = read_oscilloscope_file(\"Messungen/Rohdaten/Messung 2.1/Reflexion bei Kurzschluss.txt\")\n",
"# kurzschluss.set_index(\"time\", inplace=True)\n",
"\n",
"kurzschluss_fig = plot_kurven(kurzschluss, xStart=1060, xStop=1232, title=\"Reflexion bei Kurzschluss\", xStep=10, xStepMinor=5)\n",
"kurzschluss_fig.savefig(\"Reflexion_bei_Kurzschluss\", dpi=250)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Leerlauf\n",
"leerlauf = read_oscilloscope_file(\"Messungen/Rohdaten/Messung 2.1/Reflexion im Leerlauf.txt\")\n",
"\n",
"set_u_offset(leerlauf)\n",
"\n",
"leerlauf_fig, leerlauf_ax = plot_kurven(leerlauf, title=\"Relfexion bei Leerlauf\", xStart=1120, xStop=1370, xStep=20)\n",
"\n",
"# Markierungen von t1 und t2 zur Berechnung der Ausbreitungsgeschwindigkeit\n",
"leerlauf_ax.text(60, 3.5, \"$t_1$\", fontsize=24, color=\"green\", usetex=True)\n",
"leerlauf_ax.axvline(x=73, ls=\"--\", color=\"green\")\n",
"leerlauf_ax.axvline(x=123, ls=\"--\", color=\"green\")\n",
"leerlauf_ax.text(110, 4.0, \"$t_2$\", fontsize=24, color=\"green\", usetex=True)\n",
"leerlauf_fig.savefig(\"Reflexion_bei_Leerlauf\", dpi=250)\n",
"\n",
"# Ausbreitungsgeschwindigkeit\n",
"t1 = leerlauf[\"time\"].iloc[596] # ns\n",
"t2 = leerlauf[\"time\"].iloc[621] # ns\n",
"\n",
"dt = t2 - t1 # ns\n",
"v = 10 / (dt/1e9) # m/s\n",
"\n",
"# Permittivität des Dielektrikums\n",
"permeabilität_r_cu = 0.9999904\n",
"permeabilität_0 = 1.257e-6 # V*s / (A*m)\n",
"c0 = 299792458 # m/s\n",
"permittivität_0 = 8.854e-12 # F/m\n",
"\n",
"permittivität = 1 / (v**2 * permeabilität_0 * permeabilität_r_cu) # A*s / (V*m)\n",
"permittivität_r = permittivität / permittivität_0"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Endwiderstand\n",
"endwiderstand = read_oscilloscope_file(\"Messungen/Rohdaten/Messung 2.1/Reflexion mit Endwiderstand.txt\")\n",
"\n",
"set_u_offset(endwiderstand)\n",
"\n",
"endwiderstand_fig, endwiderstand_fig_ax = plot_kurven(endwiderstand, title=\"Relfexion mit Endwiderstand\", xStart=1120, xStop=1340, xStep=20)\n",
"endwiderstand_fig.savefig(\"Reflexion_mit_Endwiderstand\", dpi=250)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'\\\\begin{tabular}{lrrrrr}\\n\\\\toprule\\n & R [Ohm] & u_1max & u_2max & u_1max, reflektiert & r(R) \\\\\\\\\\n\\\\midrule\\n0 & inf & 2.317703 & 3.622311 & 1.690303 & 0.717294 \\\\\\\\\\n1 & 100.000000 & 2.317144 & 2.491171 & 0.528944 & 0.181034 \\\\\\\\\\n2 & 50.000000 & 2.243774 & 2.109313 & 0.361374 & 0.000000 \\\\\\\\\\n3 & 10.000000 & 2.238133 & 1.685512 & -1.024667 & -0.200919 \\\\\\\\\\n4 & 0.000000 & 2.348975 & 0.215327 & -1.478425 & -0.897916 \\\\\\\\\\n\\\\bottomrule\\n\\\\end{tabular}\\n'"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Berechnungen für ABschnitt 2.2\n",
"\n",
"#Berechnung der Theoriewerte\n",
" #Variablen\n",
"r_leerlauf = np.inf\n",
"r_100 = 100 #ohm\n",
"r_50 = 50 #ohm\n",
"r_10 = 10 #ohm\n",
"r_kurzschluss = 0 #ohm\n",
"Z_0 = 50 #ohm\n",
" #Berechnung\n",
"r_ref_leerlauf = (r_leerlauf - Z_0)/(Z_0 + r_leerlauf)\n",
"r_ref_100 = (r_100 - Z_0)/(Z_0 + r_100)\n",
"r_ref_50 = (r_50 - Z_0)/(Z_0 + r_50)\n",
"r_ref_10 = (r_10 - Z_0)/(Z_0 + r_10)\n",
"r_ref_kurzschluss = (r_kurzschluss - Z_0)/(Z_0 + r_kurzschluss)\n",
"\n",
"#Brechnung der experimentell ermittelten Werte\n",
"#Variablen\n",
"messwerte_2_2 = pd.DataFrame({\n",
" \"R [Ohm]\": [np.inf, 100, 50, 10, 0],\n",
" \"u_1max\": [2.317703006, 2.317144, 2.243774, 2.238133, 2.3489755],\n",
" \"u_2max\": [3.6223106212, 2.491171, 2.109313, 1.685512, 0.2153265],\n",
" \"u_1max, reflektiert\": [1.690303006, 0.528944, 0.361374, -1.024667, -1.4784245]\n",
"})\n",
"\n",
"# Berechnung des Reflexionsfaktors\n",
"u_2max_50ohm = messwerte_2_2[\"u_2max\"].iloc[2]\n",
"\n",
"messwerte_2_2[\"r(R)\"] = messwerte_2_2[\"u_2max\"] / u_2max_50ohm - 1\n",
"\n",
"messwerte_2_2.to_latex()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 1000x400 with 1 Axes>,\n",
" <Axes: title={'center': 'Kurzschluss'}, xlabel='Zeit t [ns]', ylabel='Spannung U [V]'>)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA04AAAGTCAYAAAAfn0JZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAACqvklEQVR4nOzdeXwTZf4H8M8kvUtbblqglXLKfVtQQRAFRPHAXVFR1nN/noCsy+V64AXueqDuCqsoiMeKiigI4gGUQ6BSyi0gR0uhtEChtFDatEnm98d0kplkJpm0SdOSz/v1gjaTOZ6ZTp7M9zkFURRFEBERERERkS5TsBNARERERERU1zFwIiIiIiIi8oKBExERERERkRcMnIiIiIiIiLxg4EREREREROQFAyciIiIiIiIvGDgRERERERF5wcCJiIiIiIjICwZOREREREREXjBwIiIiMiAnJweCIKBNmzZu7wmCAEEQ3JYPGTIEgiAgPT29RsdeuHAhBEHAfffdV6P9EBFR9TFwIiIir+SgQRAE5OTkeFxXXq+mwQIREVFdwsCJiIgoQFJSUtCpUyfExMQEOylERFRDYcFOABER0aVq0aJFwU4CERH5CWuciIiIiIiIvGDgREREAdemTRtH/6gtW7bghhtuQKNGjRAbG4tBgwZhzZo1utuKoogvvvgC119/PZo0aYLIyEi0bdsWEyZMQEFBgdv66enpEAQBQ4YMgd1ux9tvv41u3bohKioKLVq0wIMPPojTp0/rHm/dunW47rrrEB8fj4SEBAwdOhQ///xztc7b2+AQW7duxT333IOUlBRERkaiRYsWuPLKK/HPf/4TxcXFmttYLBa88MILaN++PaKiopCcnIzJkyejtLS0WmkkIiJjGDgREVGt+f777zF48GBs3boV7dq1Q3h4ODZu3IgRI0ZoBheVlZUYO3Ys7rrrLvzyyy+IiopC586dcfLkSbz77rvo06cP/vjjD93j3XvvvZg0aRIqKirQvn17nD17Fh999BGGDh0Ki8Xitv4XX3yBa6+9FqtXr0ZERAQ6duyIXbt2YeTIkVi8eLE/LwX++c9/Ii0tDZ999hmKi4vRvXt3xMXFITMzE1OnTsX27ds1r8fw4cPx4osvIioqCm3atMGJEyfw1ltv4bbbbvNr+oiISI2BExER1ZrJkyfjxRdfxMmTJ5GZmYnTp09j3LhxsFqtmDZtmtv6zz33HL766iv07t0b27dvR15eHnbs2IHCwkI89thjyM/Px7hx4zSPtWnTJqSnpyMjIwN//PEH9uzZg71796J169bYu3cvFixYoFo/Ly8PDz/8MOx2O6ZNm4aCggJs3boVBQUFmDhxIp599lm/XYfvvvsOU6dOhclkwhtvvIHCwkJkZmbi0KFDOHfuHN5//320aNHCbbuvvvoKhYWF2L9/P/bs2YP9+/fj119/RXx8PH7++WesWrXKb2kkIiI1Bk5ERFRrRo4ciWnTpsFsNgMAwsPDMWfOHERGRiIjIwNFRUWOdU+fPo233noL8fHxWLZsGXr16uV4Lzo6Gu+++y769++PzMxMbNiwwe1YlZWVePfdd3HFFVc4lnXs2BFTpkwBAPzwww+q9efNm4cLFy6gf//+mDVrFsLCwhxpfPPNN9G5c2e/XYcZM2YAAJ5//nlMnjwZ4eHhjvdiYmLw8MMPax7ParXi448/RseOHR3LBgwYgIceekjznIiIyH8YOBERUa2RH/CVmjZt6phU9siRI47lK1euhMViwYgRI9C6dWu37UwmE2666SYAUr8kV40aNcKYMWPclvfv39/tWADw448/AgAeffRRzbQ/9thjmst9dejQIfz++++IiIjApEmTfNq2V69e6Nevn9tyvXMiIiL/4XDkRERUa9q1a6e5vHnz5jhw4AAuXLjgWLZ7924AwJYtW3D11Vdrbnfy5EkAUjM7X44FQHUsAI6+Uno1S/6qcdq3bx8AoEuXLoiLi/NpW1/PiYiI/IeBExEReSU3rQMAm82mu57VatXcRhYbG6u5nckkNYAQRdGxTB5V7tixYzh27JjH9JWVldXoWIAz6GjWrJnmdlp9jqqjpKQEANCwYUOft/X1nIiIyH/YVI+IiLxKSEhw/H7u3Dnd9ZTvKbepjgYNGgAAnnnmGYii6PHfwoULa3Qs5fH0hio/depUjY8BwFHL5Ok6EhFR3cPAiYiIvIqPj0diYiIAYM+ePbrryc3rzGazbrMyo7p06eL1eP4kD7iwf/9+zfflJnY11bVrVwDA77//jvPnz/tln0REFHgMnIiIyJDhw4cDAD799FPddRYtWgQAuOqqq3SblRl14403IiIiAitXrsTBgwdrtC8j5PObN2+e5vtz5871y3HatWuHbt26oaKiAu+8845f9klERIHHwImIiAx5+umnER4ejl9++QVTpkzBxYsXHe9VVlbi9ddfx8cffwwAmD59eo2P17JlS0yaNAmVlZWaE+SKoojffvsNjz76qF9Gk3vkkUcQGxuLjIwMPPvss47+WpWVlfj73/+OvXv31vgYspdffhkA8MILL+Cdd95BZWWl472LFy9i/vz5fqvhIiIi/2DgREREhnTv3h3z589HeHg4/vWvf6Fp06bo06cP+vXrhyZNmuDvf/87AOCVV17ByJEj/XLMV155Bffccw+ys7MxdOhQJCUlIS0tDb169UJCQgLS0tIwb948VFRU1PhYrVu3xn//+18IgoCXX34ZSUlJuOKKK5CYmIg333wTL730kh/OSHLLLbdg1qxZsNlsmDhxIpo1a4b+/fujY8eOaNiwIR5++GHHiIFERFQ3MHAiIiLDxo8fjx07duDhhx9Gq1atsH//fuzZsweNGzfGuHHjsGnTJsfkrv4QFhaGTz75BCtWrMCtt94KANi+fTvy8/PRsWNHPPHEE0hPT1dNCFsT48aNw5o1azB06FCUl5dj//796N69O3744QeMHTvWL8eQTZs2DZs2bcIdd9yBmJgY7Ny5EyUlJejfvz/+9a9/oU+fPn49HhER1YwgcuxSIiIiIiIij1jjRERERERE5AUDJyIiIiIiIi8YOBEREREREXnBwImIiIiIiMgLBk5EREREREReMHAiIiIiIiLygoETERERERGRFwyciIiIiIiIvGDgRERERERE5AUDJyIiIiIiIi8YOBEREREREXnBwImIiIiIiMiLsGAnoLbZ7XacOHECcXFxEAQh2MkhIiIiIqIgEUUR58+fR8uWLWEyea5TCrnA6cSJE0hOTg52MoiIiIiIqI44duwYWrdu7XGdkAuc4uLiAEgXJz4+PsipCZ7MzEz069cv2MkIqlC/BqF+/gCvQaifP8BrEOrnD/AaALwGoX7+QGhfg5KSEiQnJztiBE9CLnCSm+fFx8eHdOAUGxsb0ucP8BqE+vkDvAahfv4Ar0Gonz/AawDwGoT6+QO8BgAMdeHh4BBEREREREReMHAiIiIiIiLygoETERERERGRFyHXx4mIiIiIqLaIogir1QqbzRbspHhUXl4e7CQETHh4OMxmc433w8CJiIiIiCgAKioqkJ+fj4sXLwY7KR5FRkYiOzs72MkIGEEQ0Lp1azRo0KBG+2HgRERERETkZ3a7HdnZ2TCbzWjZsiUiIiIMjdwWDKWlpYiNjQ12MgJCFEWcPn0ax48fR4cOHWpU88TAiYiIiIjIzyoqKmC325GcnIyYmJhgJ8cjq9WKqKioYCcjYJo1a4acnBxUVlbWKHDi4BBERERERAFiMvFxO9j8VdPHvyQRERFRbSjOA7LXSz+JqN5h4EREREQUaNs+BuZ0Az4eLf3MWhTsFBEF3Pvvv4/k5GSYTCbMmTMn2MmpMQZORERERIFUnAcsnwiIdum1aAeWT2LNE9V5mzZtgtlsxsiRI33etqSkBE888QSmTp2KvLw8/PWvfw1ACmsXAyciIiKiQDp7GICoXibagLNHgpIcIqM++ugjPPnkk9i4cSNyc3N92jY3NxeVlZW48cYbkZSUVOcHyDCCgRMRERFRIDVu575MMAON29Z+Wqheyi8uw6bDhcgvLqu1Y5aWluLLL7/Eo48+iptuugkLFy50vJeeng5BELB69Wr069cPMTExuPLKK3HgwAEAwMKFC9G9e3cAQNu2bSEIAnJycnD48GHccsstaNGiBRo0aID+/fvjl19+UR23TZs2ePXVV/HAAw8gLi4OKSkpeP/991XrbNq0Cb169UJUVBT69euHb7/9FoIgYMeOHQG9JgyciIiIiAIpoRXQINH5WjADo+dIyymkiKKIixVWn/59sjkHV81eg7s/yMBVs9fgk805Pu9DFEXviXOxePFidOrUCZ06dcI999yDBQsWuO3nmWeewRtvvIHMzEyEhYXhgQceAACMHTvWERD99ttvyM/PR3JyMi5cuIBRo0bhl19+wfbt2zFixAiMHj3arTbrjTfeQL9+/bB9+3Y89thjePTRR7F//34AwPnz5zF69Gh0794dWVlZeOmllzB16tTq/Dl8xnmciIiIiAItMg64UCD9Pmk3g6YQVVZpQ5fnfqz29nYRePa7vXj2u70+bff7iyMQE+HbY/+HH36Ie+65BwAwcuRIXLhwAatXr8Z1113nWOeVV17BNddcAwCYNm0abrzxRpSXlyM6OhpNmjQBIM2hlJgoFRz07NkTPXv2dGz/8ssvY+nSpVi2bBmeeOIJx/JRo0bhscceAwBMnToVb731FtLT03H55Zfjs88+gyAI+OCDDxAVFYUuXbogLy8PDz/8sE/nVx2scSIiIiIKNNHm/J1BE9VxBw4cwG+//YY777wTABAWFoaxY8fio48+Uq3Xo0cPx+9JSUkAgFOnTunut7S0FFOmTEGXLl3QsGFDNGjQAPv373ercVLuVxAEJCYmOvZ74MAB9OjRQzVh7xVXXFHNM/UNa5yIiIiIAs1u874OXfKiw834/cURhtcvKC7HdW+ug13RQs4kAL9MvgaJCVH6G2oc1xcffvghrFYrWrVyBvmiKCI8PBxFRUWOZeHh4Y7f5Ulm7Xa77n7//ve/48cff8Trr7+O9u3bIzo6Gn/6059QUVGhWk+5X3nf8n5FUXSb0LY6TRGrg4ETERERUaAxcCJIAYAvTebaNmuAWWO6Y8Y3e2ATRZgFAa+O6Ya2zRoELI1WqxWLFi3CG2+8geHDh6veu/322/HZZ5+hW7du1dr3hg0bcN999+G2224DAFy4cAE5OTk+7UNurmexWBAZGQkAyMzMrFZ6fMXAiYiIiCjQRAZOVD1j+6dgcMdmyCm8iDZNY5CUEB3Q433//fcoKirCgw8+iISEBNV7f/rTn/Dhhx/irbfeqta+27dvj2+++QajR4+GIAh49tlnPdZQabn77rvxzDPP4K9//SumTZuG3NxcvP766wDgVhPlb+zjRESBVZwHZK/nRI9EFNpY40Q1kJQQjYHtmgQ8aAKkZnrXXXedW9AESDVOO3bsQFZWVrX2/dZbb6FRo0a48sorMXr0aIwYMQJ9+vTxaR/x8fFYvnw5duzYgV69euGZZ57Bc889BwCqfk+BwBonIgqcrEXA8omAaAcEEzD6baDP+GCnioio9rHGieqJ5cuX677Xp08fR3+iyZMnq97r1auXqq+R62tAmqNpzZo1qmWPP/646rVW0z3X+ZmuvPJK7Ny50/H6s88+Q3h4OFJSUnTT7g8MnIgoMIrznEETIP1cPgloN4wjShFR6FHWONltgMm3zvpE5LRo0SK0bdsWrVq1ws6dOzF16lTccccdiI4ObI0cAyciCoyzh51Bk0y0AWePMHAiotCjzA+tFiAiJnhpIarnCgoK8Nxzz6GgoABJSUn485//jFdeeSXgx2XgRESB0bid1DxP+bAgmIHGbYOXJiKiYLEphlu2ljNwIqqBKVOmYMqUKbV+XA4OQUSBkdBK6tOkNHoOa5uIKPRs+1gKlmQ7PgteWoio2hg4EVHgKAeCCIviwBBEFHqK84DvJ6mX/fwcRxolqoeCGjjNnTsXPXr0QHx8POLj4zFw4ED88MMPuuunp6dDEAS3f/v376/FVBNRtZjCva9DRHSp0ezvaZf6exJRvRLUPk6tW7fG7Nmz0b59ewDAxx9/jFtuuQXbt29H165ddbc7cOAA4uPjHa+bNWsW8LQSUQ2ZWMFNRCFIs7+nif09ieqhoAZOo0ePVr1+5ZVXMHfuXGzZssVj4NS8eXM0bNgwwKkjIr8ycSwaIgpBCa2A4a8AP053LrvqKfb3JKqH6kwRsM1mwxdffIHS0lIMHDjQ47q9e/dGUlIShg0bhrVr13pc12KxoKSkRPWPiIJA4JwlRBSiut2ufp3UIzjpIKIaEUTXKX1r2e7duzFw4ECUl5ejQYMG+PzzzzFq1CjNdQ8cOID169ejb9++sFgs+OSTTzBv3jykp6dj8ODBmtu88MILmDlzptvy1atXIzY21q/nUp8UFRWhUaNGwU5GUIX6Nait80/7YTgAoCKyKbZf+3nAj+cL3gOhff4Ar0Gonz9QO9cgouw0eqePc7wWISC72yScTr4hoMc1KtTvg0Cef2RkJJKTkxEZGRmQ/fuLzWaD2RzYAs4NGzZg1KhROHbsWK23HLNYLDh27BgsFovbe6WlpRg2bBiKi4tVXYG0BD1wqqioQG5uLs6dO4clS5Zg/vz5WLduHbp06WJo+9GjR0MQBCxbtkzzfYvForpIJSUlSE5ONnRxLmUZGRlIS0sLdjKCKtSvQa2cv90GvNhY+j0hGXhqT2CP5yPeA6F9/gCvQaifP1BL1yA3A/houHqZYAYm7a4TTfZC/T4I1PmXl5cjOzsbqampiIqK8vv+/enChQto0KCB4/V9992Hjz/+2G29ESNGYNWqVdU6Rnp6OoYOHYqioqJaD5w8/S1KSkqQkJBgKDYIeqeDiIgIx+AQ/fr1w9atW/H222/jv//9r6HtBwwYgE8//VT3/cjIyDof5RNdsiovOn8X6kzLYCKi2lWU7b5MtEkj69WBwIlIy8iRI7FgwQLVslB/pq5zTzKiKGpWo+nZvn07kpKSApgiIqq2CmXgJAQvHUREwRSvERwJZo6sR8YV5wHZ62t1/q/IyEgkJiaq/slNGgVBwPz583HbbbchJiYGHTp0cGv9tXLlSnTs2BHR0dEYOnQocnJy3I6xadMmDB48GNHR0UhOTsaECRNQWlpaG6dXLUENnGbMmIENGzYgJycHu3fvxjPPPIP09HSMGye1A54+fTrGj3dOmDlnzhx8++23OHjwIPbu3Yvp06djyZIleOKJJ4J1CkTkSaUi86ssD146iIiCKaaJ+rVgAkbPYW1TKBJFoKLUt3+/fQDM6QZ8PFr6+dsHvu8jAD1zZs6ciTvuuAO7du3CqFGjMG7cOJw9exYAcOzYMYwZMwajRo3Cjh078NBDD2HatGmq7Xfv3o0RI0ZgzJgx2LVrFxYvXoyNGzfW6ef6oDbVO3nyJO69917k5+cjISEBPXr0wKpVq3D99dcDAPLz85Gbm+tYv6KiAk8//TTy8vIQHR2Nrl27YsWKFbqDSRBRkO360vn7hQIgaxHQZ7z++kRElyLRpn59/UvMC0NV5UXg1ZbV3160Ayuflv75YsYJIMK3QdG+//57Vb8nAJg6dSqeffZZAFI/qLvuugsA8Oqrr+Ldd9/Fb7/9hpEjR2Lu3Llo27Yt3nrrLQiCgE6dOmH37t147bXXHPv617/+hbvvvhuTJk0CAHTo0AHvvPMOrrnmGsydO7dO9gsLauD04Ycfenx/4cKFqtdTpkzBlClTApgiIvKb4jxg3WvqZcsnAe2GsZSViEKL3ap+HRW6g1NR/TF06FDMnTtXtaxx48aO33v0cA6rHxsbi7i4OJw6dQoAsG/fPgwYMACCopm+63RD27Ztw6FDh/DZZ585lomiCLvdjuzsbHTu3Nmv5+MPQR8cgoguUWcPSyVjSuwMTUShyO5S4+QaSFHoCI+Ran+MKjkB/OcK9fepYAYezwDifai5Co8xvm6V2NhYxwBumrsMD1e9FgQBdruUTiODdtvtdvzf//0fJkyY4PZeSkqKj6mtHQyciCgwGreTBoRQZp7sDE1Eocg1UHINpCh0CIJvTeaadgBGvy212BBt0vfo6DnS8jqsS5cu+Pbbb1XLtmzZonrdp08f7N2712NwVtfUuVH1iOgSkdAKSHtUvWzUv1jbREShxzVwcq2NJ/Kkz3hpzq+/fC/9rKX+cRaLBQUFBap/hYWFhrZ95JFHcPjwYUyePBkHDhzA559/7tYFZ+rUqdi8eTMef/xx7NixAwcPHsSyZcvw5JNPBuBs/IOBExEFTtuh6tcpA7XXIyK6lLGpHtVUQisgdVCtFj6uWrUKSUlJqn9XX321oW1TUlKwZMkSLF++HD179sS8efPw6quvqtbp0aMH1q1bh4MHD2LQoEHo3bs3nn322To9zRCb6hFR4Ngr1a/nXSU1OeBoUkQUSthUj+qZhQsXutUQKWn1YTp37pzq9U033YSbbrpJtez+++9Xve7fvz9++umnaqeztrHGiYgC58Ip9WvRLrXTrsUJ/IiIgs41UHIdnpyI6gUGTkQUOCUaAZI8sh4RUahgjRPRJYGBExEFTkxT92UcWY+IQg0DJ6JLAgMnIgqcyDj1a8EkDaPKkfWIKJS4jarHwImoPuLgEEQUOK4PC3d/CXS4PjhpISIKFtfhx1njRFQvscaJiALHNXCKaRycdBARBZNbUz0ORx5KtEago9rlr78BAyciChy3uUtYykpEIYhN9UJSeHg4AODixYtBTglVVFQAAMxmc432w6Z6RBQ47BBNRKSRF9q116NLitlsRsOGDXHqlDQ1R0xMDARBCHKqtFksFoSFXZphgd1ux+nTpxETE1Pjc7w0rxAR1Q2uE+CyeQoRhSI21QtZiYmJAOAInuoqi8WCyMjIYCcjYEwmE1JSUmocuDJwIqLA4cMCEZF7DROb6oUMQRCQlJSE5s2bo7Ky0vsGQbJz505cfvnlwU5GwERERMBkqnkPJQZORBQ4rk3z+LBARKGIzZZDntlsrnH/mkCLiooKdhLqPA4OQUSBw4cFIiLWvhNdIhg4EVHg2NjHiYjIfVQ9Dg5BVB8xcCKiwGGNExERp2YgukQwcCKiwHF7WGCNExGFIM7jRHRJYOBERIHDGiciIvdAiYVIRPUSAyciChyWshIROfNCc0TVa+aFRPURAyciChxOgEtE5Mz7wqqGe+bgEET1UlADp7lz56JHjx6Ij49HfHw8Bg4ciB9++MHjNuvWrUPfvn0RFRWFtm3bYt68ebWUWiLyGTtEExE58z5HjRMLkYjqo6AGTq1bt8bs2bORmZmJzMxMXHvttbjllluwd+9ezfWzs7MxatQoDBo0CNu3b8eMGTMwYcIELFmypJZTTkSGcO4SIiJFjVNk1WsWIhHVR2HBPPjo0aNVr1955RXMnTsXW7ZsQdeuXd3WnzdvHlJSUjBnzhwAQOfOnZGZmYnXX38dt99+e20kmYh8wcEhiIjc+zixvydRvVRn+jjZbDZ88cUXKC0txcCBAzXX2bx5M4YPH65aNmLECGRmZqKyslJzGyIKItcJcPmwQEShSC40ctQ4sfadqD4Kao0TAOzevRsDBw5EeXk5GjRogKVLl6JLly6a6xYUFKBFixaqZS1atIDVakVhYSGSkpLctrFYLLBYLI7XJSUl/j0BItLHeZyIiDT6OHFwCKL6KOiBU6dOnbBjxw6cO3cOS5YswV/+8hesW7dON3gSBEH1WhRFzeWyWbNmYebMmW7LMzMzERsbW8PU119FRUXIyMgIdjKCKtSvQW2cf8ezhWikeJ2bk418c9255rwHQvv8AV6DUD9/oHauQdtTBWgG4Hx5JeIAlJScw746dN1D/T4I9fMHQvsalJaWGl436IFTREQE2rdvDwDo168ftm7dirfffhv//e9/3dZNTExEQUGBatmpU6cQFhaGJk2aaO5/+vTpmDx5suN1SUkJkpOT0a9fP8THx/vxTOqXjIwMpKWlBTsZQRXq16BWzv+PBsBpAOZIwGZBSuuWSKlD15z3QGifP8BrEOrnD9TSNTgi1TTFNYgDzgHxsdF16rqH+n0Q6ucPhPY18KU1WtADJ1eiKKqa1ikNHDgQy5cvVy376aef0K9fP4SHh2tuExkZicjISL+nk4gMUI4kZbNwcAgiCj1Zi4ADK6Xfj/8m/WReSFQvBXVwiBkzZmDDhg3IycnB7t278cwzzyA9PR3jxo0DINUWjR8/3rH+I488gqNHj2Ly5MnYt28fPvroI3z44Yd4+umng3UKROSJ2xC87ONERCGkOA9YPtF9ubWs9tNCRDUW1BqnkydP4t5770V+fj4SEhLQo0cPrFq1Ctdffz0AID8/H7m5uY71U1NTsXLlSjz11FP4z3/+g5YtW+Kdd97hUOREdZUjcIqWfnJUPSIKJWcPA6LGQBCV5bWfFiKqsaAGTh9++KHH9xcuXOi27JprrkFWVlaAUkREfuUInCLUr4mIQkHjdoBgcg+eBHNw0kNENVJn5nEiokuQI3CKqnrNGiciCiEJrYDRbysWVI0AbOLjF1F9xE8uEQWOzbWPEwMnIgoxfcYDKQOl37v/WfrJvJCoXmLgRESBUyl3gK4qZWVTPSIKRfLEt9FVM9sxLySqlxg4EVFgZC0Cio5Iv+dlSj85OAQRhSK5j5M5XP2aiOoVBk5E5H96Q/CWF9d+WoiIgk1umifXPLGpHlG9xMCJiPxPbwjeMgZORBSCRNfAiU31iOojBk5E5H/yELyuwmNqPy1ERMEm1zDJUzOw2TJRvcTAiYj8T28IXvmhgYgolMg18KaqPk5sqkdULzFwIqLA6DMeiGoo/d7jDuknm6cQUShybapnq5D6ghJRvcLAiYgCR6iqaZKH4GXzFCIKRfaqGqcTWdLPyovAnG7S6KNEVG8wcCKiwJEfFjiSFBGFMrnQaNeXimV2YPkk1jwR1SMMnIgocDiSFBGRYpRR0WW5DTh7pNaTQ0TVw8CJiALHMZJUpPo1EVEoceR9gnq5YAYat6315BBR9TBwIqLAYY0TEZEzL+z/kHOZYAZGz5FGISWieoGBExEFjt0lcNKaFJeI6FIn54UdhjuXTdgujT5KRPUGAyciChzRZdLHi2fYEZqIQo9caGQOcy6LSwpOWoio2hg4EVFg2BW1S8e3ST9P/c4heIko9LhOgAtwegaieoiBExEFhrJZ3s7/qZdzCF4iCiWuzZaVy4io3mDgRESBoSpN5RC8RBTCHAPlsMaJqD5j4EREgaEqTeUQvEQUwuwagRNrnIjqHQZORBQYytLUtP9z/s4heIko1Gj2cRK11yWiOouBExEFhrI0teNI6Wd8a2DSbg7BS0ShxRE4KUbVY1M9onqHgRMRBYZycAi5Q3RYJGuaiCj0yAVJJpNU665cRkT1BgMnIgoM5UOBXMrKElYiCkVy3ieYAZNZvYyI6o2gBk6zZs1C//79ERcXh+bNm+PWW2/FgQMHPG6Tnp4OQRDc/u3fv7+WUk1EhjgeFEyKBwW7/vpERJcqR1M9s7PGifkhUb0T1MBp3bp1ePzxx7Flyxb8/PPPsFqtGD58OEpLS71ue+DAAeTn5zv+dejQoRZSTESGyQ8Fgkn6B6gnxSUiChV2RUGSIz9kjRNRfRPmfZXAWbVqler1ggUL0Lx5c2zbtg2DBw/2uG3z5s3RsGHDAKaOiGrEzqYpREQAdJrqsSCJqL4xFDi98847Pu/4/vvvR1xcnE/bFBcXAwAaN27sdd3evXujvLwcXbp0wT/+8Q8MHTpUcz2LxQKLxeJ4XVJS4lOaiKia5AcFZdMUlrASUahR1rSbzKxxIqrHBFH0PpGAyWRC69atYTabDe302LFj+OOPP9C2rfEJLkVRxC233IKioiJs2LBBd70DBw5g/fr16Nu3LywWCz755BPMmzcP6enpmrVUL7zwAmbOnOm2fPXq1YiNjTWcvktNUVERGjVqFOxkBFWoX4NAn39kaR56rb8fNnMM9g6cgx4b/4rK8ARkXfdVwI7pK94DoX3+AK9BqJ8/EPhrINituOLHUQCAzGFfo+f6BxFeWYxdV3+AsrjLAnZcX4T6fRDq5w+E9jUoLS3FsGHDUFxcjPj4eI/rGg6cCgoK0Lx5c0MJiIuLw86dO30KnB5//HGsWLECGzduROvWrQ1vBwCjR4+GIAhYtmyZ23taNU7JycmGLs6lLCMjA2lpacFORlCF+jUI+PkXHgT+3Q+ISgAe/AX4T38gqiEw7Wjgjukj3gOhff4Ar0Gonz9QC9fAagFernp+mpYLvNsXKD0NPLoJaNE1cMf1QajfB6F+/kBoX4OSkhIkJCQYig0MDQ7x/PPPo0GDBoYTMGPGDEPN7WRPPvkkli1bhrVr1/ocNAHAgAEDcPDgQc33IiMjER8fr/pHRLVAs48T2/QTUYhRNskTOI8TUX1mqI/T888/79NOp0+fbmg9URTx5JNPYunSpUhPT0dqaqpPx5Ft374dSUlJ1dqWiAJE1ceJbfqJKEQpB8XhYDlE9ZrhUfV69eqFhx56COPGjfNbG8jHH38cn3/+Ob777jvExcWhoKAAAJCQkIDo6GgAUhCWl5eHRYsWAQDmzJmDNm3aoGvXrqioqMCnn36KJUuWYMmSJX5JExH5CUfVIyJymQxcOVgOa+CJ6hvD8zilpaXhH//4B1q2bIm77roLq1evrvHB586di+LiYgwZMgRJSUmOf4sXL3ask5+fj9zcXMfriooKPP300+jRowcGDRqEjRs3YsWKFRgzZkyN00NEfqSax4lNU4goRCmbKAtmQBDclxNRvWC4xum///0v3n77bXz11VdYsGABhg8fjuTkZDzwwAO47777kJKS4vPBDYxLgYULF6peT5kyBVOmTPH5WERUy5RN9VjjREShShU4mZgfEtVjhmucACAqKgr33nsv1qxZg0OHDuHee+/Fhx9+iLZt22LEiBH48ssvA5VOIqpv7Bo1TqIdMFBgQkR0yVA11WMNPFF95lPgpJSamoqXXnoJOTk5+OKLL5CZmYm77rrLn2kjovpMq8YJYPMUIgotoqK/J8AaJ6J6zHBTPS1r167FggUL8M033yAsLAwPP/ywv9JFRPWdcnAIwaRebjI2mTYRUb1nVxQiAeoaeCKqV3yuccrNzcWLL76Itm3bYtiwYTh69Cjee+895OfnY968eYFIIxEFUX5xGTYdLkR+cZlvG+rWOLGUlYjqn+rnhYpmy8qfbKpHVO8YrnH6/PPPsWDBAqxduxYtWrTA+PHj8eCDD6J9+/aBTB8RBdHirbmY/s1u2EXAJACzxnTH2P4GB4LRq3FiKSsR1TM1ygvdmupV5YfMC4nqHcM1Tvfddx8aNGiAb7/9FseOHcOsWbMYNBFdwvKLyxwPCgBgF4HpS3YbL2111DgpOkMDLGUlonqlxnmhPFCOa1M95oVE9Y7hwOn48eNYunQpbrrpJphM1R5TgojqiezCUseDgswOYMHGHGM7kEfPUw6/C7CpHhHVKzXPC+Uap6pnJw4OQVRvGYqAli1bhkaNGhne6cqVK1FW5mMbYCKqU1KbxkLQWD5/4xFjJa2qpnrKGic2TyGi+qPGeaHoWuPEpnpE9ZWhwOm2227DuXPnDO/0zjvvRH5+fnXTRER1QFJCNB4elOq23C4COYUXve9ANTiEyX05EVE9UOO80O5S48SmekT1lqHBIURRxH333YfIyEhDOy0vL69Rooiobrj/6lS8vyFbtcwsCGjTNMb7xnaXDtGCWQqa+LBARPVMjfJCzuNEdMkwFDj95S9/8Wmn48aNQ3x8fLUSRER1R1JCNCLDTLBYpSYlJgF4dUw3JCVEe99YdJm7xGQGbDY+LBBRvZOUEI3UprHILiwF4GNe6DaPkzwcOZvqEdU3hgKnBQsWBDodRFRHCYrG/cufvBpdWyYY25DNU4joEtIg0vnINOfOXri5ZytjGzoGynGtcWLgRFTfcHg8ItIliqKjtgkAGsVE+LCxS4doNk8honrsYoXV8XtcZLjxDR1N9apKoRyDQzAvJKpvGDgRka4Km91RWAoAFVYfSki1+jgBbJ5CRPVSWYUz0KmwVSMv5DxORPUeAyci0lVeoX448Olhwa3GiaWsRFR/Xax05l2VPuWFHByC6FLBwImIdJVb1V/sPtU4uU76yFJWIqrHLiprnKpT+855nIjqPQZORKRL2TQFgKq/k1euTfVYykpE9ZTNLqqCJd9qnKrWdRQiyaPqMS8kqm8MjaoHAC+++KLm8oSEBHTq1AnDhw+HycQ4jOhSUlbphxonE2uciKh+Uw4MAQAVNlFnTQ26TfVY40RU3xgOnJYuXaq5/Ny5c8jLy0PXrl3x448/onnz5n5LHBEFV7lr4ORTh2i5lJU1TkRUv7nWvvvWVE/u78lCJKL6znDgtH37dt338vPzcffdd2PGjBmYP3++XxJGRMHnnxonuV1/1VC8og8ltUREdcBX246rXmfmnMWDV6ca25iDQxBdMvzSti4pKQkvv/wy1qxZ44/dEVEdYal0GVXPL8OR82GBiOqP/OIyvP7TAdWyVXsKkF9cZmwHriOMcnAIonrLb52SWrVqhVOnTvlrd0RUB/yy76Tq9YaDp41v7FrjxFJWIqqHsgtL3SrKRQA5hReN7UAuLLKcB4rzWIhEVI/5LXDauXMn2rRp46/dEVGQ5ReX4fOMXNWyxZnHfC9lZY0TEdVjqU1jHS2NZQKANk1jjO3gSFVrnNP7gTndgLOHpdcsRCKqdwwHTiUlJZr/jh07hm+++QaTJk3CXXfd5dPBZ82ahf79+yMuLg7NmzfHrbfeigMHDnjdbt26dejbty+ioqLQtm1bzJs3z6fjEpF32YWlcO2NJIrVKGWVnzhY40RE9VBSQjQecunPdGX7JkhKiPa+cXEekLnQ+Vq0A7lbpN/tbKpHVN8YDpwaNmyIRo0auf1r06YN7rjjDowaNQpTpkzx6eDr1q3D448/ji1btuDnn3+G1WrF8OHDUVpaqrtNdnY2Ro0ahUGDBmH79u2YMWMGJkyYgCVLlvh0bCLyLLVpLFwKWSEIPpSyurXrZ40TEdVPV3dopnqd2jTW2IZnDwPuRVBVPxg4EdU3hkfVW7t2reby+Ph4dOjQAQ0aNPD54KtWrVK9XrBgAZo3b45t27Zh8ODBmtvMmzcPKSkpmDNnDgCgc+fOyMzMxOuvv47bb7/d5zQQkbakhGjc2CMJ3+/Kdywb0TXRWCkr4AyQzp+USl1N7BBNRPWT1WUqhkqrwdFBG7eD1LBPuX7Va9a+E9U7hgOna665JpDpAAAUFxcDABo3bqy7zubNmzF8+HDVshEjRuDDDz9EZWUlwsPDA5pGolDSrVWCKnDqnBhvfOMTVVMY/PEDcPBHIL619Jo1TkRUz1S6BE6G57RLaAX0uhvY8Zn0WjADbQYB2enMC4nqIb8NDlFToihi8uTJuPrqq9GtWzfd9QoKCtCiRQvVshYtWsBqtaKwsNBtfYvF4tYvi4iMcS1lrbAZ/KIvzgMO/uR8LdqB4qqBJljKSkT1TKVNXcPk02TgKQOkn636A5N2A4lVzzjMC4nqHcM1ToH2xBNPYNeuXdi4caPXdQWX4W3EqnFCXZcD0gAUM2fOdFuemZmJ2FiDbZQvQUVFRcjIyAh2MoIq1K+BkfPPzlX3Nzx67AQyMoq97jv+zA50dmvXL/njwH4UFTc1ntAA4j0Q2ucP8BqE+vkDxq7B/txy1etTp88Yvm7Ncg+hLYCiyjD8sf84kgtOoiWA/BN5yK0j1z7U74NQP38gtK+Bp7EVXNWJwOnJJ5/EsmXLsH79erRu3drjuomJiSgoKFAtO3XqFMLCwtCkSRO39adPn47Jkyc7XpeUlCA5ORn9+vVDfLwPzY4uMRkZGUhLSwt2MoIq1K+BkfNfV7Qf2H/Y8boiIh4pl3f13s+puDXw21S4d4oGOrZvC3StG9ed90Bonz/AaxDq5w8YuwZHTceAbbscr2PjE5CWdoWxA5j2AHuBRo2bSMcpWQlkA0ktWiCpjlz7UL8PQv38gdC+Br60RgtqUz1RFPHEE0/gm2++wZo1a5Camup1m4EDB+Lnn39WLfvpp5/Qr18/zf5NkZGRiI+PV/0jImNc2/X/9PtJXDV7DRZvzdXZokpCK6Ctol+kYAaadJB+Z7t+IqpnKl2GDnfNGz1yzGlX9cjFqRmI6q2gBk6PP/44Pv30U3z++eeIi4tDQUEBCgoKUFbmnGBz+vTpGD9+vOP1I488gqNHj2Ly5MnYt28fPvroI3z44Yd4+umng3EKRJc013b9AGAXgRnf7PE+EW6zy6Wf3e+Q2vUntJJec1Q9IqpnKq1SvmWq6hFQeN5ifDJwubCIUzMQ1Xs+N9Xr3bu3Zl8iQRAQFRWF9u3b47777sPQoUO97mvu3LkAgCFDhqiWL1iwAPfddx8AID8/H7m5ztLt1NRUrFy5Ek899RT+85//oGXLlnjnnXc4FDlRAFh1Jmi0iSJyCi96brInPxQ0aiMFTXxYIKJ6ymqXCpHCzSZYrHYcOHkBV81eg1ljumNs/xTPG8s1S3IeyBononrL58Bp5MiRmDt3Lrp3744rrrgCoigiMzMTu3btwn333Yfff/8d1113Hb755hvccsstHvclD+rgycKFC92WXXPNNcjKyvI16UTkI725SsyC4H0iXNG1lNWkXk5EVE/Io+hZrM7CJLn2fXDHZp4LkfQmA2ftO1G943PgVFhYiL/97W949tlnVctffvllHD16FD/99BOef/55vPTSS14DJyKq2+R2/Y1jI3C2tAKAFDS9Oqab9wEi7HqlrHxYIKL6xarRbBnwsfZdLjySW+0U50n/5GbMRFTn+dzH6csvv8Rdd93ltvzOO+/El19+CQC46667cODAgZqnjoiCSu7j1DwuEgDQO7khNk4b6r1pCqCocZIfFthUj4jqJ73BIHyqfZfzwPyd0s9DPwNzugFZi/yUSiIKNJ8Dp6ioKGzatMlt+aZNmxAVFQUAsNvtiIyMrHnqiCio5AlwoyOkL/y46HDvNU0yuX+Uo8aJTfWIqH6SC5FSGjvzP+O173JTPZNUw7RvufM90Q4snyQtJ6I6z+emek8++SQeeeQRbNu2Df3794cgCPjtt98wf/58zJgxAwDw448/onfv3n5PLBHVLrmUNTpcCn6sPg3BqzeSFJvqEVH9Iud9yY1jkHu2DI1jw7FiwiBjBUnKGqezh+E2v51oA84eYZM9onrA58DpH//4B1JTU/Hvf/8bn3zyCQCgU6dO+OCDD3D33XcDkIYMf/TRR/2bUiKqdXIpqzNw8j6gi4NrHyebRfpZdtZfySMiqhXOQiTpsckkmIzXvivncWrcDoAAVfAkmIHGbf2XWCIKGJ8DJwAYN24cxo0bp/t+dLTBzISI6jR5OPKoqqZ6esOTa1I+LGQtAg78IL1Onw3EtwT6jNffloioDqmsGo48KlxqcmzzJS9UzuOU0Aro9idgz1fSMsEMjJ7D2iaieqJagRMAVFRU4NSpU7C7ZB4pKQY6jRNRvSAPR+6ocbL7UOMkN0+xnAd+nK58Q2rT324YHxaIqF6QJ8CtVu276+AQlw2QAqeUgcDtHzIfJKpHfA6cDh48iAceeMBtgAhRFCEIAmw2dvwmulTIw5HHVNU4VVanqd7FM+5DkLNNPxHVI3KhkSMvrG6NE+AMoKIbMw8kqmd8Dpzuu+8+hIWF4fvvv0dSUhIEeT4CIrrkuA4O4VPzFDlYikuUmuspgye26SeiekSeAFdutmzzqfZd0WxZ+ZNz2hHVOz4HTjt27MC2bdtw+eWXByI9RFSHyM1RomoyOERME2D028CyCZA6RAts009E9YrVpRCp0iY6Wtp45Ro4OSYDZwsdovrG53mcunTpgsLCwkCkhYjqmAqXeZx8ap6iHI68z3ig553S6wGPcGAIIqpXrC4jjAI+1DrpNdXjZOBE9Y7PgdNrr72GKVOmID09HWfOnEFJSYnqHxFdOlwfFmw1GY48Ml76GR7rr+QREdUK10IkwIfBclwHh2CNE1G95XNTveuuuw4AMGzYMNVyDg5BdOlxa55SnVH1TL4/LOQXlyG7sBSpTWONz5VCRBQgrs2WAR8CJ7caJ+N9nJgXEtUtPgdOa9euDUQ6iKgOqpAfFuR5nGy+NNWreqiQ+wDIDwtemqcs3pqL6d/shl0ETAIwa0x3jO3PaQ6IKHhcB8oBfMgP9QaH8NL0mXkhUd3jc+B0zTXXBCIdRFQHyRPeVmseJ9emegZKWfOLyxwPCgBgF4EZ3+zB4I7NWNpKREFTWiHlZ2UVzoIf35vqGR8cQisvnL5kN/NCoiDzOXBav369x/cHDx5c7cQQUd3il0kf3Zrq6QdO2YWlcH0WsYkicgov8mGBiIJi8dZc7MuX+nBP/WYXBEGqUDecH8o1Sz4MDqGVF9oBLNiYgxk3dvYh9UTkTz4HTkOGDHFbphyOk32ciC4dcp8muUO0tTqTPgrGHxZiFR2vlWIifB7HhoioxuSaH5moCGYqDTfV831wiNSm2oPozN94BPdf3YYFSURB4vPTSFFRkerfqVOnsGrVKvTv3x8//fRTINJIREFSUVXjVFpuBeBjU71qDA5RWqH93sUKThRJRLVPq+ZHZng4ctG1xsl7s+WkhGjc3CPJbbldBHIKLxo7LhH5nc81TgkJCW7Lrr/+ekRGRuKpp57Ctm3b/JIwIgqu//2W6/j9voW/AZBKW212EWaTgUkfq1HjlNo0FgKkaXJlZkFAm6YxPqSciMg/UpvGwiRAM3gyXANvd+njZHAepyGXN8eyXfmqZcwPiYLLb+1fmjVrhgMHDvhrd0QURPnFZXhmqbN5ir1azVPkUlaT+qeHGqekhGhc1b6p47UA4NUx3dgshYiCIikhGrPGdHe8NglAg8iq6RmM9nFya6pnbDhy5dDngBQ0MT8kCi6fa5x27dqlei2KIvLz8zF79mz07NnTbwkjouDxS/MU3Ronzw8LSQlRjt/vvCKZw+8SUVCN7Z+C11YdwNnSCiy87wpMWbILFyw23/NCk281ThcsVsfvnRPj8NH9/Rk0EQWZz4FTr169IAgCRFGdYQwYMAAfffSR3xJGRMHjsXmK4VJWl7lLDE6Ae77c+bAQZuKgEEQUfPIzT1LDKEdTZeO17/KcdsZHGAWAUkXgFB5mYtBEVAf4HDhlZ2erXptMJjRr1gxRUVE6WxBRfZOUEI0Zozrj5RX7AABmAZDjpUqj7fpdB4cwWMpaUl7p+L2skqN0ElHwyQPjhJlNCDcLqmVeuc7jJHhvtgwAFxWD5VzUGTiHiGqXz8W5l112mepfcnIygyaiS9Doni0BSG36N067FmFVpazVbqpnsMbpbGmF4/dyBk5EVAfINe1hJgFhZpNqmVf26hUiKZvqlTFwIqoTfK5xAoDVq1dj9erVOHXqFOwupc++NNdbv349/vWvf2Hbtm3Iz8/H0qVLceutt+qun56ejqFDh7ot37dvHy6//HLDxyUi7+RmKOFmqYmI2STAahd9n7vEh4eFxVtzsb/gvOP14dMXfE43EZG/ySPohZkFRyGS4VH1qjGPE6Buqsfad6K6wefAaebMmXjxxRfRr18/JCUlqSa/9VVpaSl69uyJ+++/H7fffrvh7Q4cOID4+HjH62bNmlU7DUSkTa5ZCq8qXQ03m2Cx2n0oZXXt4+S5eYrrRJMAsC//PPKLy9i2n4iCSm6WZzYJCJOb6lW7xknOCz1vf/q8xfH7xQqrhzWJqLb4HDjNmzcPCxcuxL333lvjg99www244YYbfN6uefPmaNiwYY2PT0T65KF25Y7QYdVt1+9W46RdSqs3kl9O4UUGTkQUNDa76Ihxwk0mx6A1xvNCl0Ik+aeX2vcf9hQ4XpdX2mG3izAZmUOPiALG5z5OFRUVuPLKKwORFsN69+6NpKQkDBs2DGvXrvW4rsViQUlJieofEXnnrHGqCpx8bZ7iYx8neSQ/V5zskYiCSdk8WdVUz9c57QyOMKpV+w5IhUtEFFw+1zg99NBD+Pzzz/Hss88GIj0eJSUl4f3330ffvn1hsVjwySefYNiwYUhPT8fgwYM1t5k1axZmzpzptjwzMxOxsbGBTnKdVVRUhIyMjGAnI6hC/Rp4O//sc1LTEJvVioyMDNit0uvtO3ej+Kj3rKNPhQXhAHbt2Yuyo6Voevwo2gE4V3QGB3SO+1DPWLy/w/lwkBApIHf/LuQaPy2f8B4I7fMHeA1C/fwB79eg3OqsWdq+bRsulkp9L/f9cRCNL3rPnbqUnEMcgD8OH0FRaQaiz2ejB4DKinJkaRx3z+kKzdr3FRuzkNYq0uvxqiPU74NQP38gtK9BaanxQgmfA6fy8nK8//77+OWXX9CjRw+Eh4er3n/zzTd93aVhnTp1QqdOnRyvBw4ciGPHjuH111/XDZymT5+OyZMnO16XlJQgOTkZ/fr1U/WTCjUZGRlIS0sLdjKCKtSvgbfzjzp2Dlj7K2KiIpGWloaY9DU4W16Gzl26oldyQ+8HSDcBlUCPnr2BZh2ByCPAbqBhfLzucXv2seH9Hascr2Orjh0ovAdC+/wBXoNQP3/A+zUovlgJLP8JADBwwBVosn8rUFiI1LZtkda7tfcD7I4BioCOHS8HOqcBpxsCG6V+o1rHTSkuwyu/rnELnq7s0w392jT25dQMC/X7INTPHwjta+BLazSfA6ddu3ahV69eAIA9e/ao3qvJQBHVNWDAAHz66ae670dGRiIyMjAlNESXMuUoUgB8b57iNjiE95GkKlz2XW41eCwiogBRNk8OMwmKCXB97OPkNjiEdv6WlBCNWWO6Y+oSdXO98krmh0TB5nPg5K1PUW3bvn07kpKSgp0MokuOct4SAI65S4w/LMiDQxjvEF3pEihx7hIiCjbliHqCIDgHh/B1VD23wSH0A6Gx/VPw3tpDOHq2zLHs3o8yMHtMd4ztn+LbCRCR31RrHid/uXDhAg4dOuR4nZ2djR07dqBx48ZISUnB9OnTkZeXh0WLFgEA5syZgzZt2qBr166oqKjAp59+iiVLlmDJkiXBOgWiS5b8sCA/JIhVw0qdOl9ubAe6g0PoPyy41jiVVdpw4txFtGzIASKIKDjkwSHkQiR5wBxbgOdxqnBpqyeKwIxv9mBwx2YcaZQoSHwOnEpLSzF79mzdCXCPHDlieF+ZmZmqCW3lvkh/+ctfsHDhQuTn5yM319nxsqKiAk8//TTy8vIQHR2Nrl27YsWKFRg1apSvp0FEXjgCJ7OAxVtzcfi01Hly0uIdKK+0eS/1rMYEuJVW9xLcq19bi1ksZSWiILHZ1bXvPjfVk5+THLXv3vNCACjXqHG3iSKnaCAKomqNqrdu3Trce++9NZ4Ad8iQIY5SbC0LFy5UvZ4yZQqmTJlS7eMRkXFyXya7XVQNjWu41NPH4cgB9xonALCzlJWIgkgOkOTmynITvbOlFt1tVHRrnDzXWGk9HpkFgVM0EAWRz4HTDz/8gBUrVuCqq64KRHqIqI6Qa5xsoug2upOhUs9q1DhV6AwGwVJWIgoW5Zx2i7fmYtVeaWLa/6w9jOTGMQZq33UmwPXSVM/mkvGaBODVMd2YDxIFkc8T4DZq1AiNGwdmOEwiqjvkUtWYiDC3iWm9lnoqm/D6UONUqTNiH0tZiShYlPmSqvYdUm14fnGZxlYKdp1CJNGuXa1URa6BT24kBUrP3dSFTZaJgsznwOmll17Cc889h4sXLwYiPURUR8hD8MZGmjFrTHfHcsFIqaeyCYrbqHr6zVPkB5QmsRHOzVnKSkRBJNe+Q4Ru7btHek31AN3meqIoOgKnhBhpvsyYyKCO50VEqEZTvTfeeAOHDx9GixYt0KZNG7cJcLOysvyWOCIKHrnGyWwyYWz/FCzdnoctR85ixg2XGx8YAvBtHqeqpnpNGkTALooouliJjx+4AoM6NKv2eRAR1YQ8el5UuAkmQR08GaoNdwwO4TKPEyDVRikDKccxRUdlVGyE9KimVyNPRLXH58Dp1ltvDUAyiKiucR1JqkGkVEjSICpcdxsHZT8mwYc+TlUPBuFmE6LCzQAq0TA6Qnd9IqJAkweHiAyXat+nLdkNEYAAg7Xhen2clO/pHBMAGlTVNLnOc0dEtc/nwOn5558PRDqIqI6ptGvPXWI1UuqprFUy+dLHSe6EbUJEmPRwUWHjJLhEFDxWRb40tn8K9uSV4JMtR/Hnfq2N9TkSXSbAVTXV087flAPlyE30tEYdJaLa5XMfJyIKDTbFPE6Ac+4Sq2sjfy3VrXGqeliICDMhvGroXwtLWYkoiOT+nnIe2Kiqz5FUK26A3uAQyvdcKIOk6HApLzQ8bxQRBYzPNU42mw1vvfUWvvzyS+Tm5qKiokL1/tmzZ/2WOCIKHsfcJVWDO4S7zGHikWpwCN9H1YswmxBh5sMCEQWf1WUeJ7PJx7zJ4+AQ2vmhIy8MU9S+sxCJKOh8rnGaOXMm3nzzTdxxxx0oLi7G5MmTMWbMGJhMJrzwwgsBSCIRBYPNpame/LPSw6h4DnaNwSEMjKpXwYcFIqpj5Fr2cDkv9KXZMuAsSNKqcdIZjtxR+242IcIsrc/BIYiCz+fA6bPPPsMHH3yAp59+GmFhYbjrrrswf/58PPfcc9iyZUsg0khEQeCocTKrHxZshmqcFG36BcH5O6DbGRpwPiyEmwVFjRMfFogoeFyb6sn9PV0nqNVldx0cQjExnk5TvUqbMy8MDxNUy4goeHwOnAoKCtC9uzSnS4MGDVBcXAwAuOmmm7BixQr/po6IgkZ+KJCbpchN9iqNPCw4RpFSlKz60FRPNTgEa5yIKIiUg0MAiqZ6RgMn18EhBEFRkKSdH1oU/T3lQiTmhUTB53Pg1Lp1a+Tn5wMA2rdvj59++gkAsHXrVkRGRvo3dUQUNFZFiSfgY/MUu8uDAmBocAi26yeiusbqKESqxgijAGCzSj9LC53LvOSHykIkOWCrYH9PoqDzOXC67bbbsHr1agDAxIkT8eyzz6JDhw4YP348HnjgAb8nkIiCw/VhQe7jZKh5iugyipTydw81TmcuWKRj2+yOhxMOwUtEweRWiFRV42RohNGsRYCtXPp9wUjpNaDIDz3P4xShCJzYVI8o+HweVW/27NmO3//0pz+hdevW2LRpE9q3b4+bb77Zr4kjouBxdIiu+tIO82WUO7kUVRSB4jwgoZWihFX7y3/x1ly8vz4bALBsZz56tk4AwBonIgquSrt6hFG5EMlrjVNxHrB8ovO1aAeWTwLaDfPaVE85NYNc+87AiSj4fA6cXA0YMAADBgzwR1qIqA6R2/U7mqc45nEy8OW995uqnZQBc7oBo98G2lwtLdN4UMgvLsP0b3ZDGZLtOi71n+TDAhEFk60qDyoqq0B+cZmz2bK3Gqezh91rlEQbcPaI4aZ6FqsdZRVW1TIiCp5qTYB74MABPPHEExg2bBiuu+46PPHEEzhw4IC/00ZEQSQPRy4HTGajzVOK84C1rzpfy6WsF05LrzUeFLILS+G6W/kla5yIKJi25hQBADKOnMVVs9c4Xnud065xO3U/T0AKmBq3BUyeRxlds/8UAClvfOOnPwAwLySqC3wOnL7++mt069YN27ZtQ8+ePdGjRw9kZWWhW7du+OqrrwKRRiIKgkrXUfWMdojWK2UtyXP+7iK1aSxMgnqZ/JJ9nIgoWPKLy7Byd77jtV2UmhUDBmrfE1oBN77pfC2YgdFzXJoua9fAf7rlqOO1HJ6dL7dW5xSIyI98DpymTJmC6dOnY/PmzXjzzTfx5ptvYtOmTZgxYwamTp0aiDQSURDYXOZxco4kVc1S1kap0u8aDwpJCdGYNaa7I1gSAFzdvikABk5EFDzZhaVwzfHk2nFD/T173un8/dHNQJ/x0u8e5rXTOibAwImoLqjWPE7jx493W37PPfegoKDAL4kiouArLq8EAFy0SF/WhpvqJbQCrp7sfK0sZQV0O0OP7Z+CEd0SAQCPDWmH7hwcgoiCLLVpLFwqwx2144ZGGFUWFDVMVuxEf5RRrWMCzkEpiCh4fA6chgwZgg0bNrgt37hxIwYNGuSXRBFRcC3emotVe6SCkPfSD2Px1lxnjZORwSE63SD9jG0BTNotlbIqJ8PV2Yc8gl+TBpGcx4mIgi4pIRpDOzV3vDYLAu6/Sqo9NzRYg11RS6ScnsFDU72khGjc0qulc7OqeElg3EQUdD6PqnfzzTdj6tSp2LZtm2M0vS1btuCrr77CzJkzsWzZMtW6RFS/yCPcyUQAM77Zg6dHdAJgdDjyqoeFyFhnTZNJUU4j2qBVblNhlR4iIsI4dwkR1Q0dEhtgzYFTGNUtEc+O7oLswlJ8uDHb2DxOyqZ4JsUjl5d57bq3bohvd5zAle2aYGz/ZEz8YgcnwCWqA3wOnB577DEAwHvvvYf33ntP8z0AEAQBNpv+RJdEVDdpjXBnE0Wcu1gh/e5L8xTlg4KqxskGmMPdNlNO+hjJGiciqgPkfp0pTWKRlBCN40VlAIzmhYoaJ2XfT0cfJ+19yAVGLRtGo0V8FACg+KI0HHpSQrSPZ0BE/uJzUz273W7oH4MmovpJa4Q7syCgRXwkAB+bpyiDJWUzFZ1SVnnf4WGCYtJHlrISUfDYHBPgCqqfxvLCqrxOMKvb2smBk848TnKBUbjZhHV/SFM5nCgux1Wz1zhG9SOi2leteZyI6NIlj3AnEwTg1THd0DROKvX0Oqoe4AyMPNU4abBUPSxEmM2Opnr5xeXILy7z4QyIiPxHDpDkEUbD5IFyfGm2rCw4Ur72UohUabVh3rrDzt2JUtNp5olEwWE4cMrIyMAPP/ygWrZo0SKkpqaiefPm+Otf/wqLxeLTwdevX4/Ro0ejZcuWEAQB3377rddt1q1bh759+yIqKgpt27bFvHnzfDomEXk3tn8K+rVpCAB4YXQXjO2f4ihl9a2pnkbTFECaJFeDo8bJLGB7rjTJZFZuEUtZiSho5DxPLsxxzGlnqI+TRiES4Bwg5/xJzc3kGqeySptbaz6bKCKn8KKBlBORvxkOnF544QXs2rXL8Xr37t148MEHcd1112HatGlYvnw5Zs2a5dPBS0tL0bNnT/z73/82tH52djZGjRqFQYMGYfv27ZgxYwYmTJiAJUuW+HRcIvLOXBXoNG0g1TQ5mqcYGVVP2TxFtvNz5+/zrgSyFrltJgdO5y1WfJV53Lk7lrISUZDIzYXNJpc57aqbF2YtAoqOSL8vuV8zL5Tnr2sSG6nZdLpN0xgfzoCI/MXw4BA7duzASy+95Hj9xRdfIC0tDR988AEAIDk5Gc8//zxeeOEFwwe/4YYbcMMNNxhef968eUhJScGcOXMAAJ07d0ZmZiZef/113H777Yb3Q0TeyaWpzoeF6jRPqcpiivOA759yvi/ageWTgHbDnKPuwVnKevaCxW0CSLmUlR2jiag2yQGSXHhk9qmpnlzjVBU4FecByyc63xdFzbxQLkRqFBuBv4/ohNdWHZCOLQh4dUw35oNEQWK4xqmoqAgtWrRwvF63bh1GjhzpeN2/f38cO3bMv6lzsXnzZgwfPly1bMSIEcjMzERlZaXmNhaLBSUlJap/ROSd1dE8RX5YqE7zlKqHhbOH1cPyyuucPaJaJJfsJjeOcZuzhKWsRBQMVp3BIQzVOFUzL5QLkSLCTBjTp7W0CwHYOG0oxvZPqc5pEJEfGK5xatGiBbKzs5GcnIyKigpkZWVh5syZjvfPnz+P8HD34YX9qaCgQBW8yemyWq0oLCxEUlKS2zazZs1SpVOWmZmJ2NjYgKW1risqKkJGRkawkxFUoX4NvJ1/ccl5AMChg3+gQUkODp6WhiM/f6HU63VrnL8fHQCUXLiIfRkZiCgrQS+YIMD5wCDChB1Hi1FxyrmvCxelpnhnjh3GqHZRWHGoHID0wPBQr1jk7t8Ff/Z04j0Q2ucP8BqE+vkD3q/BqdNSgevxY0eRkXEKZ8ukYKjSavd67WJKDqM7gAqbiO0+5IX5J6X8Nz/vGHaZpVH17CKQs28ncgMwE26o3wehfv5AaF+D0tJSw+saDpxGjhyJadOm4bXXXsO3336LmJgYDBo0yPH+rl270K5dO99SWg2CS4YhVvWadF0umz59OiZPnux4XVJSguTkZPTr1w/x8fGBS2gdl5GRgbS0tGAnI6hC/Rp4O/+ozeuB4vPo1qUz0to3hSnnLLBxM8Ijo7xft125wA4gPqGhc934t4FlT0q/CyYIo99G7z43qbf75RcAFvTu2QMdLrdixaHNSIqPwjePXxmQpim8B0L7/AFeg1A/f8D7NUjYvxXIP4UO7doirX8KTp+3AKt+gU0ErrjiCt3nDwDAiUjgVyAiIsqnvHDR4SzgWD46tE3FwL6tgZU/AgB69+2PqHCXEfr8INTvg1A/fyC0r4EvrdEMN9V7+eWXYTabcc011+CDDz7ABx98gIiICMf7H330kVszOn9LTExEQUGBatmpU6cQFhaGJk2aaG4TGRmJ+Ph41T8i8k5uY282uTbV82EeJ+VIUn3GA5Fx0u9/+V56rXPMCMU8TmazwPb8RBQ0zsEhpDxJbr4MGBhlVGsy8D7jgVb9pN9HvaGZFyrncVIez9DcUUQUMIZrnJo1a4YNGzaguLgYDRo0gNmsLvH46quv0KBBA78nUGngwIFYvny5atlPP/2Efv36BbyZIFGosbn0cQr3pUO0a7t+mbmqsCVGu6CjUjWPk/S7/ABBRBQMcmGRnBeGmU2K90SEeaoAEjWmZgCAiKr+mlHahbnKqRnCFdsyPyQKLp8nwE1ISHALmgCgcePGqhooIy5cuIAdO3Zgx44dAKThxnfs2IHcXKkXw/Tp0zF+vLMk5pFHHsHRo0cxefJk7Nu3Dx999BE+/PBDPP30076eBhF54VrKKs9dUlmdUfVk8mv5fRfyELzhYQIiq2qcKljCSkRBJBcWyRPfhinGB/c6WI5eXigPT64zGbiz9t0Ek0lwTgdhJP8looAxXOMUCJmZmRg6dKjjtdwX6S9/+QsWLlyI/Px8RxAFAKmpqVi5ciWeeuop/Oc//0HLli3xzjvvcChyogCw6YwkZfNp7hKXshkPgZMoio6HAql5irRtJUtYiSiIXKdmUAVO3gp2tOZxArwXIjlq3+XmgSZY7TY21SMKsqAGTkOGDHEM7qBl4cKFbsuuueYaZGVlBTBVRAQo5i5xaZ7i29wlrjVO+qWsypLUiDATKm2scSKi4LPa1E31zCZlnyOjNU46gZOoXeNUoShEko9dVsn8kCjYfG6qR0ShwTl3ibp5SmV15i6ReShlVT4QRJhNjpLWSpsIu5G5o4iIAsC1xkkQBEUNvJe8STcvlAuRvNQ4VTVZjqjqSMUaJ6LgYuBERJqc7frlGie5jb0d+cVlnjeuRvMUZZO8cLMJ4WHO7MlQsEZEFABWl9ofQJ0feuQ1L/Tcx0k+ZoR8PCsLkYiCiYETEWmSm+rJpawrduUDAGx24KrZa7B4q4epaKsxOIRy+HOzSXDUOAEcSYqIgsfRbFnRRM8xymh1hiNXvtapcVJOzQDAUZBUYdMOtIiodjBwIiJNylLW/OIyvLpyn+M9uwjM+GaPfs2T3hC8HpqnWKzqfgTKwIkjSRFRsDiaLSvmU5LnvC3wVvte06Z6VaMYyzVPFaxxIgoqBk5E5EYURVW7/uzCUrgWrNpEETmFF7V34LWUVWtwCHXTFOUQvKxxIqJgcR2OfPHWXJSUSwHP3fMzalj77qWpnlzj5OjzybyQKJgYOBGRG2WH53CzgNSmsVC0UgEAmAUBbZrGaO+gOn2cqh5OBMBRkyV3jGbgRETBomy2nF9chunf7Ha8J3qrfdedmsFojZM8OAQDJ6K6gIETEblRtts3mwQkJUTj5Vu7OZaZBODVMd2QlBCtvYNq9HH6ftcJAEBJudXRh8rRPIUPC0QUJMpmy7VR+w4oJgN3HRyCeSFRUDFwIiI3VlWNk5RN3HVFimPZ8ievxtj+KW7bOfg4HHl+cRn+vfaQ47Xch8rMpnpEFGRysBJWndr3akzNADjzvKKLFQCc+bCFeSFRUDFwIiI3Npu6xglQz13SJDbS8w50J33UngA3u7AUrnNh20TRkUGxxomIgsVmd07NkJQQjVljujveq3btu6DfVO9/v+U6arVu/c+vqtp3DpRDFFwMnIjIjXLeJOUQvMbnLql632Afp9SmsY5RqmRmQUB0BCd9JKLgqnSMqic9Mo3tn4J2zWIBAG+N7eW59l23v6d24JRfXIZnljr7UMm173LwxryQKLgYOBGRG5tiRD1BEdHIo0rZvM5d4lsfp6SEaPxl4GWO12ZBwKtjuiEmQlqfTfWIKFjk/C5cUYgk503xUeGeN9atfa/KC0V13qbXh8paFTAxcCIKLgZOROTG0abfpTG/XONktXv58q5Gu/601CYAgE4tGmDjtKEY2z/FOaoeHxaIKAhEUVQVJMkM177LgZHBvFCvD1VCtBSgsRCJKLgYOBGRG2WbfiW5xslrO3v5YcBg8xTAGRw1aRDp6C8gT4bLhwUiCgZlXhemmJRbzhsDUfs+9YbLHa/l2vd4OXBiIRJRUDFwIiI38sOC8kEB8OVhwVuNk9YEuM4hf2Wcx4mIgkmZ16n6e8qFSEbzQh/mtLuhaxIAIDLM5Kh9D5fncbJycAiiYGLgRERudGucDA8O4XtTPceEj2HKwImDQxBR8KgGyjG7N9Wzes0L9WqcTOr3FSpsUv4ZHWF21L5HmDkBLlFdwMCJiNzIfZiUDwqAszbI6q2UVfQ26aP7w4L8QBChrHFiUz0iCiKroqleuMm9qZ7xvNDlcctD7XuFVb/2nYETUXAxcCIiN/LDQpjLl73cOdoagD5OjsApTKOpHh8WiCgIlAPhnDxf7vhdbsbsPS+UB4fQK0TSarbsXogk9/c8eqYU+cVlhtJORP7HwImI3Fgd85a4Dg5hcFQ9u7caJ/eHBUtVrVK44phyiStrnIgoGJZm5Tl+v2r2GizemgvAmU95zwv1CpE8NFvWKEQ6UHAeALBq70lVOoiodjFwIiI3crt9s0mnqZ7RGifd5in6NU7K5ilyOs6UWgylm4jIX/KLy/Daqv2O1/JktPnFZTCbDOaFulMzeKh9dylEyi8uw+p9pzTTQUS1i4ETEblxTvio01TPa7t+b81TvDfVW7w1Fyt2FwAA5qUfYQkrEdUqvclocwovOibDNVzj5EPtu2uNU3ZhKVxzXDkdRFS7GDgRkRt5iN3ySpuqVDPc15GkfJnHyeps159fXIbp3+x2vCeCJaxEVLtSm8ZC0JiMtk3TGMUIo0aHI3d53BK854Vy7Xtq01i4JMORDiKqXQyciMjN2v0nAQBHz15Utaf3ee4SnzpEO0eS8lTSS0RUG5ISovHE0PaO1/JktEkJ0Y6mesbntNPJC0Xvc9olJUTjtt6tNNNBRLWLgRMRqeQXl+HjTUcdr5Xt6eVSVpvh5inV6xCd2jQWJp2SXiKi2jKkUzMAQIv4SMdktIAPte+6fZy8N1uOVAwOMbBdEwBAr+QEVTqIqHYFPXB67733kJqaiqioKPTt2xcbNmzQXTc9PR2CILj9279/v+42ROQbT+3p5VH1vDZPkfs4uTZPMTABbrjZhKSEaMwa093RPEUAWMJKRLVOnlMpPipclf8Yrn0vL67akUttuaPZstY8Tu4D5cj9nWIjw5gPEgVRUAOnxYsXY9KkSXjmmWewfft2DBo0CDfccANycz13Aj9w4ADy8/Md/zp06FBLKSa69HlqT2987hK95ine53GSS3LH9k/Bo0PaAQBGdktkCSsR1boKjdE+AShq3z3khVmLgF1fSr9veU96LTNQ+641NUOl1UveS0QBFdTA6c0338SDDz6Ihx56CJ07d8acOXOQnJyMuXPnetyuefPmSExMdPwzm80e1yci45ISojGmj3Z7ernGqeZN9fQnfVQ2T2nSIBKA+0MLEVFtcAwNHuYSODlq33XywuI8YPlEwFF/LwLLJ0nLAYOTgTvzT8ecdpwMnCiogvY0UlFRgW3btmH48OGq5cOHD8emTZs8btu7d28kJSVh2LBhWLt2bSCTSRSSeiU3BAD0b9NI1Z5ernHy2lTPWjX6ndxMRWawqZ5Mbp7CCXCJKBgcBTpuNU5eat/PHnY2WZaJNuDsEel3Q3mhs8ZJzgt1AzUiqhVh3lcJjMLCQthsNrRo0UK1vEWLFigoKNDcJikpCe+//z769u0Li8WCTz75BMOGDUN6ejoGDx6suY3FYoHF4pw8s6SkxH8nQXSJslR9cSclRKva0xuauyRrEVBQNZT4d09IDw99xkuvPTZPUY8kBTgfVviwQETB4Gg2F6ZuwBzmbU67xu2kPp7K4EkwA43bSr976OPkqHFS5IXhZi81XERUK4IWOMkEl0kSRFF0Wybr1KkTOnXq5Hg9cOBAHDt2DK+//rpu4DRr1izMnDnTbXlmZiZiY2NrkPL6raioCBkZGcFORlCF+jXwdP6Hs6WOzMVFZ1TrnD1zHgCQnZOLjMhCt+0iyk6jV/pERR8pEeKyidhR0hgV0c3QIvc42gA4U3gKh1yOfeasVDuVm3MEGVapOUtubjkA4PTZwPyteA+E9vkDvAahfv6A52uw/6iUB5WeL1Gtk58n5ZH5BSeRkaE9TUKzrhORuuctCABECMjuOgGn9x8HcBzxhYfQGcDF0vPY7XLs7KOlUrrOnHYc8+CZSgBAyYWLzAsDINTPHwjta1BaWmp43aAFTk2bNoXZbHarXTp16pRbLZQnAwYMwKeffqr7/vTp0zF58mTH65KSEiQnJ6Nfv36Ij4/3PeGXiIyMDKSlpQU7GUEV6tfA0/lvOX8Q+P0PtEpqgbS07o7l3+btBnJzkdSqNdLSNAZlyV4PQF0iKsCO3pclAKlpgHkv8DvQpGE8mrgcOyprE1BYhM6dOiKtWyIAoDA6H9iWhajYuID8rXgPhPb5A7wGoX7+gOdrcAhHgaw9aN6kMdLS+jmW77IcAX7fh0ZNmiItrZf2jtPSgNLtQHY6hOtnou1VE9FWfi+nEtgKxERGuB177dn9wIHDaN0yCWlpXQAAUcfOAet/hTk8knlhAIT6+QOhfQ18aY0WtD5OERER6Nu3L37++WfV8p9//hlXXnml4f1s374dSUlJuu9HRkYiPj5e9Y+IPKuwSc1HIlza9Xudu0RunqKkap5SVVZz4ZTUSbo4Twq2ivMUHaLZrp+I6ga9wSHM3prqyeQmeQ1cCoRdmy1r5oXKpnocHIKoLghqU73Jkyfj3nvvRb9+/TBw4EC8//77yM3NxSOPPAJAqi3Ky8vDokXSEJ5z5sxBmzZt0LVrV1RUVODTTz/FkiVLsGTJkmCeBtElR+6cHKnzsHD0zEXkF5e5zyeS0AoY/Taw7EnptWACRs+RlgNAblUzgOO/AW91rdpIBAQTBkc8hl24EufLnf2f5ECNg0MQUTDIA+G4Dg5heAJcW4X00xyuXi4oRtXLWiSNwCfaAcGEbq2nAOihOVAOC5GIgiuogdPYsWNx5swZvPjii8jPz0e3bt2wcuVKXHbZZQCA/Px81ZxOFRUVePrpp5GXl4fo6Gh07doVK1aswKhRo4J1CkSXJDlQiXAJnA6fugAA+G7nCSzfdQKzxnR3n1+pz3jgl5nAxUJg3NdA+2HS8uI8YMdnihUVJbWiHZPK38PX6IRJi3egvNKGsf1T+LBAREGlP4+TwRFGbVLfJJgj1MvlmqjyEmfQBACiHbcc+ydew9uIMHd0rB7hmMeJeSFRMAV9cIjHHnsMjz32mOZ7CxcuVL2eMmUKpkyZUgupIgptFRqjOuUXl2HDQeeAEHYRmPHNHgzu2My95kmsGikqobVz2dnDUAVLLsIEO9qYTqLA3sSxX/n4rHEiomBwDA3uMqqeXPteeKFcu/Zd5qhxcgmc/lgl/SwvctvEBCkvLK90jrgnH59N9YiCi7NKEpEbi0aNU3ZhqVvYYxNF5BRqjCjlKGVVNE9p3A6A9oiZ0r4E5NhbqPbLeZyIKJicQ4OrJ/PedvQsAGDHsWJcNXsNFm/NddsWgHZeWJwHrP+X7jHlvPA/aw879huuqOESRS+1XEQUMAyciMiNVlO91KaxbmGPWRDQpmmM+w60SlkTWgEDtGuXAWC+bRQK0ES1X0fg5K05DBFRAGjVOOUXl+HLrccdr+Xa9/ziMvcdyHmhSRE4aU2OqyDnhSKc+1U2FfTaPJCIAoaBExG5cc5c78wikhKiMaq7cwRLsyDg1THdNJrpifrNUzqP1jyeCOB7qzQMqkmAY7+OkaSs7pNEEhEFmtZktD7Vvts1+jhpjT4qry4680LlfiNUgZPBGnjFSH1E5B8MnIjITYXGcLgAcEVqYwDAgNTG2DhtqPvAEIBzeF3AOeSuLDxK+hnVSLVYAPBt5PO4w7wWy5642rHfCA7BS0RBpNXfM7VpLASX6nf92neNpnoJrYDrX9I8nklw5oXK/SrzYkOBU9YiYE434OPR0s+sRd63ISKvGDgRkRu94cjlGqAGUeEeOkNXOn93rXEKqwqcNJqpmAURr4Z9iMvCzzmWRYY52/UTEdW2CquU9yjncUpKiMYDV6U6XuvWvgP6te+973H+7jLHk5wXthTOOPZrNgmoGo/Ce0FScZ7bSH1YPok1T0R+wMCJiNw4+ji5DMHr7HPk4YtbflAANAKnSOmnpVhz0zDBjqiSo47XcqBms4uweZtoUnZ8G7Dp39JPIqIa0GqqBwDDu0jBTlJ8lH7tO6AfOMl5IQBcdB9ZL0yw45/Xxqn2G250lFGtPlSiDTh7xPN2RORV0IcjJ6K6R2vmeuVrj32OVDVOLpM+hunUUlWxiiaENWvrdjw5TWaTWWszp2/+D9j1hfN1z7uB2+Z63oaISIdzcAjtvNBsFvRr3wHtpnoAYFYETvYKuLKKJsS17KhaFmYSYAFw4lwZWjfSaBYoa9xOY6EANG6rsZyIfMEaJyJyozUcOQBj8yopR5Fy7QigLGV1YRVNeEF8GIJi7ifl4BQWb6Wsx7epgyYA2Pk5a56IqNqcNU7qvMzwVAl6NU4mk3qkPeUmMGGG9UGYGzrzwsVbc1FaIRVY3fn+Fv3hz/XozwRBRD5g4EREbrQ6RAPOPkeGmuq5PigAQLh2yaw1qimutryN78OuU6+ueFjx+oCSu1l7+bEtnrcjItJxvlyqMbpYYVUtN5QXehphFHD2+VQRMBL/wZe2oYgKl2rY84vLMP2b3Y41PA5/DgAZGrXsosimekR+wMCJiNxozeOkfO25xkmnaQqgbp6iXFxeCACIClM3xRMEwXFMryNJpQzUXp48wPN2REQaFm/NxW85Uv+jF5fvU9XyyBPieswL7YomzWaNnhGuo44CAETAWg4AiAqX8r7swlK4dvHUHf68OE/q4+mGTfWI/IGBExG5KatqElJSVqlabixw8lDCqtM8RQDQxnQSkeHuWVJY1VBSx4s0HhKUWvcFGiS6Lz+11/N2REQuXGt5lJPRAj7mhYBOfqjdZ7OdPQcAEF1V45TaNNYxop5jd3rDn589XJVaDYdX66eViAxh4EREKou35uJMqfSFf//CrS6lrAYeFuweapwAzeYpIoAcewupxkkxaePirbm46Eu7fq3BJzgMLxH5yFstjxw4We0i7HojfnoLnCK0B3goEhsAAKLLCoDs9UjCWcwa093xvnKScDe6k+uKzAuJ/ICBExE5eGtL7xyO3MPQ4J6a6gGaDwsCgCLE4Sbbz45JG8U53bD923d00+ImaxFwLtt9OYfhJSIfeavlUTZj1u3npBxhVKtZXnis5mYViMAd5rWIfq+XYwLbseZ09EpuCACYeUtX/eHPE1oB10zTfo95IVGNMXAiIgejpayehyP30FQPUI+s1+c+x69XYB8ev/CuY/4RQbTj5bD5SMQZzbSoyBM+ahHMbNtPRD5JSoj2WMsTYWTET2Ve6DrCKKDOC5MHAI2kYcS7C4cwK2w+BJcJbNtUTQ7u2hfUTfIVOm+YmBcS1RADJyJy8FrKajYwkpTXwEnRvKSqEzQALIx8DSaXtvlhgoj7w1ZppkVFa8JHQHpYGT1HKoUlIvLB2P4piI2UgpTPHx7gMhmtgRE/veaFimbLoh0oOgwAeCH8E5gFlxIs0YYUFAAAyr2NMLp7ic4bIvs5EdUQAycickhKiMazN3VxvHYtZY106RCdX1yGTYcL1c3nvDXVU5ay7lrs+NUsaHdpfsi8Eok4U712/de/DPQZr50OIiIv5LzusibqAhvliJ8VNjvyi8uwfGcevt91wpkfes0LFQHV8a2OX006eaFYNZ1DeYWHGv/iPGDHpzpvsp8TUU1pjYVJRCFsRNdEzFz+O8wmYOPUa1WBivygYBeBzzOO4h/f7oFdlL7oZ43pLpXIeitlVQU46scDrTkazYKINqaT+NuYofhzv2TtfSa0Avo9AGydr15eckJ6SGCNExH5qNJmR2VVf055hDulSLMJFVY7lm7Pw+s/HnAsFwDMvr07xqbIgZOBGicDeWGcuRKJOIPWJ1YBexKB5DT3vM3TqHqAs58T80SiamGNExGpyKPYxUaEudXuKDtEy0ET4DJwg6fAKWsRkL9DsUD9eKD1dW+DCTn2FoiL8lLO0+xy6WfKQKBlX+n3Lf+RBpvIWuR5WyIiFxcVNTvREe6Bk5wfKoMmQMrHpn+zG6eLz0sLNKZgAOCSR3rPC686sxSbIp/EDfunA1/fD/Gtrji06j11jX/jdnqnU3UY9vkkqgkGTkSkIs/hFBPhHqgoO0TrDiJhs0oLXJunaA7g4NyJKGqVsgr4sOFEFKCJfgdsWeFB6Wdsc+BEluIQdjZPISKfyXmh2SSo8j6Z6wThSnYRKDhbFTjZrdr5j7LGqdsYyDmgXQSO25u4rd6leK2qD6oAEambp+OR2e8j88t/AmteAc4XuARGyg3M7PNJVEMMnIhIpaxSDpzcS1jDzCa3wSOUYiJM+jVOOgM4VMZJHa61Bp0CnBPgeuxXlbUI+O2/0u/7voNbea2XYXh3HivCBxsOY+exIt11iCi0XKyQCoFiws0QNDIoT4GTSQBSC9dILy4UQNSq+VYGTm2H4kLfRwAAy2wDcVaMd9undlNm4NuI59Dv91eA9f8E5l8LXDglvTnyNWDiTueWD6/12udz57EivPHTfnyyOUd/6geiEMY+TkSkIj8sOJqmHN8G5G6WmsC17ouIMBPKK7Vrf1bsKkDP5lWBU9k5df+ixu0gfYG7jJx3XprUVu4rpSbiL2fnYCleQOLxPGzNPoePt5cg094RLYQivNLlBLqlNAPSX/F8Uh6ap/ztyx1YkuUsDb69Tyu8cUcvz/u71BTnSYFt43bapdHe3ie61Bzfhujda9Ed4TgZ0VVa5vI5CNeohQKARJzB3y47gtjMuY5lgmiHfflEmNoNc36GlINDXDiF00ITNIDUrzNeKHXbrwjt4Mktpqu4IP1M6gk0ugyIaQJcLAQunPR4yq554bPf7cVrt3fXnzOKKAQxcCIiFWdTPTOw9FFg5+fON3vejTDTLbrbzt94BI92XotGAHBsC8Q53SCMfhvoMx75aAx75wfRap96AAf5O3+tvReuNe1wewgww47vIp+DaYf0un+EFGQJAITDAA57OSEPzVMOFVViSVahatmSrDyMH3gZeiY38rLjS0TWIqkJpWiXBu6o+nsZfp/oUlOV7yUBWBYJrLIPBbJOuH0OBFzmtukd5rWYHfYBTAXuuzWJdpw5tg9N5Lwo51fnm2teRMukfgCAdsIJtBGkWiNRdAZGHir7tS0cBfS4UwqaAODzO4Cb39H8/GrlhQAwbcluDO7YTHs0U6IQFLqBU+bHQPNW2qPS+NOlXlJbl8+vOA84lgGcOSJ9cTRpD3S6wZHOiLLTwJ5vpHW17gN/n5uX9FR7n36uKZA7RHcWD6mDJgDizs+Rarkcu9HebbtEnEFf4Q8kHF7u+IaXS1m/v3A5Jv1wGs3Fnvg1UnCZo0SqhTomNocdgGsDQRHuNVGemgtKuzRVNQsUgAdW6U4IufwPjcl0AXywPhv/HleLgZPRv5NL7Z9jW9f7qmVv4NxR6X0PeVxE2Wlg1URnE0rRDiybAMil4sV50mu5llDr/WMZXo/jV0avVaDypuI84MAPUul9x5HOv4PeMf2dXk/reUqb1n6OZaDxiYNAceu6l3/L5HM6cwiIaQo0aau+17Q+E8ptfb0Hjm9T5XuCAIy0rQWWr3P5nExE49gPADgDikScwaywD3TzJ6toQo49EU3k4xSqB5WIzM8EAHQWcp3Bks/RkoJod8nDq4YjV9Z6VdlfWKm9CwALNuZgxo2dnQsD9d0I1F4+ojz22cOIKCupvWMGkvJvc74A+GMVUGkBwiON5VeePk/+TJu//sZGP/+A53xz31rDhwzdwOnnZ4BIAYCgWwJTY5d6SW1dPr+sReoHPtnKvwE3vwsA6JWufN/lPvD3uXlLT3X2HaCagotVfZy6Wfe6vScAeDhsJSZYJ6iW32Fei1lh890nbYRUyvr5qnWwi11QgCaYbn0Ir4Z9iDDBLtUGXT4K2LccaaZ9MGs8JPj63GATTbB0vh0x+74CIAIfjdA89/ziMmw5of2wsHJPPvKLy2qnlNXo30mj9g+XDdS+r1T087gWOUs1+p2JwLIngXu/kX667bvq/a63uhw7gHmpzOi1ClTelLWo6ppUWf9P6e9w21ztYwL+Ta+n9TylTfM8pL9dBwDYOSvwf7vqcD0nh6p77ehm98+EfL7VvQdyN2sdTeNzYsefrSuQgT85lqSaCjTzMACwiQJmWB/EuEatkF9chvLtvyBVJwlGgiVlTZRPdIYjv7ypzsh/kFoS3H91Gyk/DPh3Yy3kI8pjV51LL5iA+Dr0DFMdyr+NFi/5Vdudy4Affnaur5d/1DRt/sqTtb4TtT7/jqcIUSffnABYvAw+pRD0wSHee+89pKamIioqCn379sWGDRs8rr9u3Tr07dsXUVFRaNu2LebNm1fDFIjSxfX3iFtySa2yhOpSGtlLHiHNpQSuTpyfaym5q2UTgGUTIKjeV9wH/j43I+nxdd+aaVTsR+t9g/dfWVUfp+NxvTTfv9Gcge44hIGmvUjEmapSVu2gCZBLWVs4Xn9pG4qrLW9j7/WfA5N2A20GAwAuF465b5zYA3YfQidRBP5ueRBR+5YoFmqfe3ahex8CmV2ENEJgoGnlE1r3mkspOADptdegCdDN44rzkJTztfYmh1cD2z+Tfuq973ZssXr3slFG89Qa3Pvej6/xEL/zc+laaf0dq5terXvA03qe0nZ8m8Z5aPztAvE9WBN65wTAEbxrfSaOb6tZHp4yUPuIGh+z28qXojsO4UbTZowybcYFeyRsGuuJIvCgZTK+tA3Fil0FuGr2Gkz4Ncptn1rH0GM0aHLdpVU0YdmxSLf1cov1J9V15IfHt/n3uUbvXgxkPqI8tuIeEVCHnmGqw/We16ObX01A0xM/u6/rmn/4I23+eF7U+07U+vxDhFurCUe+aeQ7VC2ogdPixYsxadIkPPPMM9i+fTsGDRqEG264Abm5uZrrZ2dnY9SoURg0aBC2b9+OGTNmYMKECViyZInm+oaJdo8jblVLxlz4OrJXvaI5QpodyKhpIOsH3iYAVH6IVIur7oOMuf49NyPp8XXfmmkUnQ8aWu8bvP9OlpQDAJLKtTsPmQUR30U+j/9FvIJfIydgdvj7HoOmGdYHUQD10LoFaIKCxn2xPAf45YjUkVnzQaDyIg4mXOU1zTJBAF6P/AAmeD/31KaxuiGZWRDQpmmM4eNWR35xGc5+8X9wvzc07rXN7+rsxWCGr5XHnT3sOSTdt9zbTrWXBSoP0Kr90rqna3Dve3TWQ2e67x5zTxvs7suMplfrHvCU52Z4KBU+tsX9eJ7yv7rC0/X2ZPO/ff5+OlNmc47Uecq9ph3Qzp+kvPA5/CfiXbwX8S6+i3oeW+2dNLcdGLYfAPDBxiOwi8ButMfXtkGOYEkUgV9sfbSOrHemKqLoHnjZReBr6yDYRecw5zOsD2LiytPYeawIizZnY+byvfj3moN4f/sF3X2bBQGdC76VRuzz53ON7ndjAPMR5bE93COao7fWZZr5iA7N/ErUvtM2/7tm6QKkvNvfz4t634mb/23gWlQ9K+nlhV4Etanem2++iQcffBAPPfQQAGDOnDn48ccfMXfuXMyaNctt/Xnz5iElJQVz5swBAHTu3BmZmZl4/fXXcfvtt9csMeF+fEgqzgM26fxR/XmcYAqP1V6+6V0g7ZHgtpfXGb3NkIpS/b/d5n9X79z0rlV1912cB2zSycwOrwYOrKr2/bd4ay4+2piDRJzBHfmva35niyJgqgqUzIKIa0y7NfdlF4HbLC9o9ocCgAc/lkqyRpqKcZ3GXLkAgNIz6KgTwOkxCe7NWKyiCa9uKsNzirYx6/84rXuH3Nq7pXYzPT+10V68NReff7MU30Zs0H4uUt4PxXnA3qU6e/LhPnf92zdupztKFwCg82jgjx887FDn2NX9nHhyfJt+7ZfyvPyZ98r9Li6eBWIaAw0v8217LYJJPbqjp8+y63X0lOd6kjzA2PFc0xZs3iZy1bN3KdBjrPZ7Gt9Pi7fmYtqqIojIQEvhDH6NnGi4jlvKC52vTRDR33RAc92HzCuxwDoSBaKzEOnv1kexyHo9+pv/wFZbRxQLcbg+LMvx/rkGHdDwzv9WBSyeCYJ74CQAWGS9HgfF1pgR/j/8au+KL21DAQC3/GeTwbME/tItDA1//pv+CtV9rvH03RiIfMTIsTe9i2VRozHph9OOkV5njanjIwt6yvd8oPl9sHcpMPzl6veh9pR3V/dv7Ok7ce83xvZxeDVweI1vx60StBqniooKbNu2DcOHD1ctHz58ODZt0v5Ab9682W39ESNGIDMzE5WV2n0VLBYLSkpKVP80/f6tz+egy1Ppnz+PE0y/6z3I1UJJkTeHV6NaQRMA7PpC/73qlsjqXqtq7ttbDdZP//CQlm9138ovLsP0b3ZDhNxWX/sYriWvek1GTAIQa6rQT0uVfhoPGo6yr/IilyaVLutplLLKaZKX26v6Fny0u9IxT5N8rnq+3X7CvaQxaxEwpxvw8Wjpp+ucLAbJx34obIV+cxvl/eApP2mpVUKto9Kl6aHel5ksZ6Pn91vpdBwORM2Fbo0b1Pe0v/LerEXAW12Br++X+iF+fT8wfxjQ1L02wSdth6ofEjx9ll2vo6c811N+oKxB8XS8HnfWrQEi1rxczQ1FYN1s/fcU30/KPA8ALhMKpCZbRo6i08dIr4+TWRDRxuQ+HPhutMdHtlHYjfa4zqRuFpVXUoFz2e5NpbSaAwLaeXN/8x84KkpNpWME7/mxlgN7d8LjPVbd5xpP342BrgH18HnK/2mOY4J3uwjM+GZP3a558pTvGdWss84bOs90Rr8PPeXd1f0b++N8pQRUa6ug1TgVFhbCZrOhRYsWquUtWrRAQYHGOJ4ACgoKNNe3Wq0oLCxEUlKS2zazZs3CzJkzvaZH3PRvrLX3Q7a1MaLCBJRbRSQ1kMb3yr9gU/2u9b68LDXsLIZueVe3xMr1OKdKbThfIWXUcREmdGoSjibR0n7PlNmQmW/BuXI72jcKR2SY4HUbpUNFldhfWImkBmZEhgmq9FaWnsee0xtq5Rz19uPrsU+VSm2wm8eaUW4VNa9Fz9hzGLplgscSQ0+l7Pa930LQed8OE3YeLUbFqQycKbPhwJlKt79DUblddc31rpVrGkQAqzIP4sReIKmB2W0/8rXIzLcg7MwBTPdwDuKZg/rnt+nfSLf3w8aieBQUXcShoo1o30jqFLzndIXjyyLbngi7KDhqlvTSDeg/QNhEATn2Fmjb0Iwj57TbzyfiDB4wr1KnUWd/erTWtYombLB3xVDzbrxjvdVRyvrqkq1oFGOCxSo6zlWLTRTxw4ZMdG0mVYVFlJ1Gr3RFvzjRDvuyiUg/lYDYRomqbc+U2Rz3dFG5HRtyy1FuA9o1DEPfpAhsy69Ac/EMRpkydI8vApi1Yi9i4k9i4hEPn7UT29zuI717N/3AWZQf3YT8CzY0sp3BrdsnqErO3O7JnZ973LeYl6l5LBHApl2HsH8vDH/+PeUJxWdP4s69S73mNycv2nHnLs/50o6INFRENwMAx2e49EIpDhVtdOQppounceeuJzX2I0IsPOD7kNDKPRxeix3p3yMfjZGZb0GD4gN4Cp7/ZrGnMqT7b5P2ucmFDHoFDOKyiVh7KgE7SxsirHAfntA5nrjzC+xodCN+L2+o+71Rk+9GX7ZpWXYQI/d6uf90zgMAxBPbPeaBs491R3TDFrhQoc4H9PI9zTnmdA6glx+69vV0lYgzeCbsM9WyzsJRCKunuO3/Qcvf8GHkG25BmuuxRRHYauuIGEEqWG4I/eZ4npTYIzx/b276N2Yc7obYhi3QNylCM99TPtfkX7BVfTf+W/9vCGDvgSMoPRWhylMB9TOBt+enE+dtaBhpQosGZsf70udJ/9iO2sGqJuY2UcT8lVswvK17zZrec9rhokrNY3vaRusZx9vnqfjsSY/5nnwtveVb4ul9HvPOLy70gT2mmeIZ0P378Ntj8SgyNzGed0P93KN3jr48f/rCyHXREvRR9Vxn4xZFUXOGbk/ray2XTZ8+HZMnT3a8LikpQXJysvt+YcfX6zPRCOfRVciGiEjMs12F3WjvuLjdcQjXmrejXKxApRCB72y9AUC1bLWYgGv1mh1VHeeX9WsRLVTgsC0RsaYKJOMkmgolOCIm4kt7X0y6fQgA4K1V6RhmykIXIR+FYhxykYhj9mZIMZ3W3GZs/xRH85IFm7LxzZEwNDBZsMMeiRTTaQDAMXszxJosuKCxLMeeiKYowi3mTRBQhsNiKubb+6IZimp0jhZTFErtkUg2SU2jsuwdUYAmECB9WVxryoLoco49TNk4L5zDTltblJuiHOlNwAWcBnAODRzXIqHqy6AADXAIwLURnksRPH1QTBCRbu2GIWF7VMvtIvBv62gcPdUaV6Q2xpxV6WhjKkC2XXpoTjUVYLE9Ec1QhGHm7SgRw5CLRGQBmtdK6zt4w/ZdELDLcS3OIBE/K65VC5xBX9Mf6CAch6A/AJKX87Pj/fV/YIu9CwAgK/cIxney4rHre6JTeRYumDPwi603dqM9frD1x41hvyn2qt0GWu/j+l/rTdIXj07QBEjXzfUhRXpAMVYSpBewzbA+iO5CNoDdqrwho0BdM51YdU0TcAHn0MBxb5oFATcM6udorrf6h6/dHkzla3nbbb0xtqMZOHsYy45FYdaPh3CtkIXzwjnssLWFper+bXUsGyf25CNcjMOdZqtuyTQgXe3o/C1APnz6WwtwPjzJP+0iMMs6FvPTw9AdW3GteTua4ARM4aLXffnyWrn83YxCbLE3RyLOYFjV5/uMGIejSNT8/Cvz3NNo5MgTzohxiBSsXq6BHWc3vo9SMdbrer2bVgLIw45dWTix9yBOi4lYY+8L7CtEatXnOdVUgLt08reaflkLsKOo3IIX0w+hr+kPxOt8lu0iMM36IDakF+ONAScRV7hJN0gVrp+JZTtP4OZT2jX98nfbSvsADDSV4Endc7Njc/Zp/POAdCT5s5GCk2hS9V2zxt5XM++W/7ZynuxtG9fPhmt+P0zIdLsuyntbe7Js9bp6TLDj+OHdKEIOLtgjMdBkUeXjq229cH3YdgDO42SLSWgn5CtToh3s6qRLzpNc+3oqadXya+WFggDEmCox3fqwalAeuyhgm709+pkOOj7/X9sGYTfaoyOkgXeaCUVIxBlVOhJxBqmmAsd3rPLZQv7bxZsqvF7TkmN7cP7Ybny/G7hoj8DV5r2IQRn2HEvFizv74qmq55q3f0xHb+EPXBCO49pw/XxeANCtU1ssLkxybKN1X8nnMMyUhTghHy27dkBpbArmbi5Dg6q/bTMUIdG8HTliBVK6tEa3jh3drquSWRBxrSkLzYVzKK/6Lj+8MwJFZ05j5BU9HdOILN6aq/uc1sOUjX5Vyw4iEV/aO7o926UI5/Cby+egmXAOPyuWuX6edtvbqpYBosd8z9tnRXm99d+zo2DbdzgotkaWvSNSTQVuz1km2JGZkY5iNDCcNvm5JxuFyKn6O7k+Y8vP4HJ+dF44jms97NMX1c3PBVH0ZRwX/6moqEBMTAy++uor3HbbbY7lEydOxI4dO7Bu3Tq3bQYPHozevXvj7bffdixbunQp7rjjDly8eBHh4d6vZklJCRISEnB2ajwaRTmXy1fBtbTma9sg/N36KN4M+w9uM//q9r7WNq7LlJTva5VMiSIw1fowAEiT6HkpUVJuc9+Vl6Hz1n84B14U3Y/jaZljUtEAnKPyeHZRwDTrQ4bOUWt7T9dC6xx84Zr2EjEaCaYyx3tf2wZhq3i54wtLLq006Vw/rWVWERDgOpeR3vloXytPQ9F6e2+FLQ1PWCfiHvNPeDHsY5gEUVXyIopApr0D+poOOv82jdvqVqm7bisf+83K2/GOzXPfw0Scwa+RE1TXQgQgOOZhctK7P11fv2u9FW/a7sDfw77A42HLsMA6AjOtf3E7tmOiStXfS7re7YY/iv+7RupjsXpfASo+uxsjzdvcjrXClob1Yg+8Fv4hBNhV94MyfUbvX633fPlbW0UTHrI8hbbmkxgi7MDgqgIAmyhgu70d+poOVeu+0Xpfb31RBF613o1ixGp+vj19/vXyFn9cKzsECBoPvMpj2kQBs613YnrY/zQfNqo9BLRi+xW2NIwyZ3j8LNtFYIltEG43b/D60GOHCettXTHEvFt3f/J3RAIuYEbY/zTPwQ4Trix/GwVoovnZUO4H8P37yXUbo99Pyv0ctCehozkf3ni7XwD3wgVA3T/SLgLZYiLaac1kq0Mrj7KJAm61zNTt6ynTzQs1+hLaRAHTrQ9hva0H+pgOAgCy7B1QgCbojkOOPlPyMR80r8Cz4Z+ptv3SNrTq7zxf+g7w8Le7oV0Uhhx919A1lV+75hVTrQ9DAFTzXHn8OwE41HMK5mcWac6NZfRe1PzeqPqp99HSe+5xnB+AzV2fx7c7Thj+HHj7Lq/Jc4/rMrsI/M86BHvEVOyxp+LbyOd1m9572q/We3ZRwEpbf9xo/q1aadPbt973u/zM5en5x2O+LwLvVd6ESMGKB8N+VBXUKrcrsYhImH0excXFiI+P108wghg4AUBaWhr69u2L9957z7GsS5cuuOWWWzQHh5g6dSqWL1+O33//3bHs0UcfxY4dO7B5s/vcC1rkwOm1v43F32N/8PolKIrAZMtf8Wbk+zWbiM4HtqobyEgpQU228ZfqPEzUZno9BVNGgkDXD6iI6qdberC/BecRo/sA48rbtarOOdxv+Rs+inzD4z5rer/bROAqy7seS1kBKYB5LewD5/G6jgHaDdUcilj5txRFYKe9DXqactyCh6stb+NW86+YFv4FvrYNxtOVj6j2Iz2kPKlZ62MTBQyqeAcTxwzBb9ln8UfWOiyLfE73/hHh3rTHV97+hp62k7eRRzD80jYUiTiDTZETdL8ktHj7nKy29cIw8w7NL3T3AE6ACaLu/VWTz78v10pOly/Hs4pS519v61bnIcHoOr6sp7Wu1rZSvxh1gY26VvIufGAb7fGz4dyPfl8evW1qkt+LIrDR1gVXm3/XvT9dHxyNPJwbOW5NP5MH+r+I105egfUHC71u+7B5ucb3gnvgJO/7asvbmvnrtZ2aY82BUwC0AzKraMJtlhfwXeTzXvMuvfsG8O3aGLlvtPIRAaJf70V/CcbnwPhxBFxlecdxb2jfV/p8LUQzqjr3jZFnLk/pUV4LT9ehuFxEw9eMBU5BHY588uTJmD9/Pj766CPs27cPTz31FHJzc/HII9JDzvTp0zF+/HjH+o888giOHj2KyZMnY9++ffjoo4/w4Ycf4umnn/b52MVoYOiPJwjA0+Ff11rQBEgfRF8/WNXZxl+qc21qM71LbFfrplEQPKff9T2hhukWBOAc4rBHbGv4unm7VtU5h4fDV3rdZ02ZBeD+sFVe1/vSNhTFUIxwJI+W06KH27omAXim8n68WHkPbra8iNds49zSGibY0cZ0EuchtUePg/t8TJ4mqjQLIlKEk5i2ZDeWZOXhCvMBj/dPTYMmeT/VuebOUkDgNetYR18urSaQ3vZv8pAGQQA2id1wREzU3Jf730A/aAJq9vn35VrJ6/nysBJmMG1aaTD6nWKEL/eDt78HIF1z11JneT2TAEwL+wJ3mNfi/rBVHh8Gpf0YT5u8TU3zzWy09Hh/KimPVZO8rCafyVcq78LVlrdh6T4OKU2MjTqn/b0gAi26u60r53Na5KAJ0G4CGCbY8XL4AkN5l9594+u1MXLfaOUj/r4X/SUYnwPjx1EPROLL84aRoKi6n6nq3DdGnrk87VN5LTxdB1/SFdTAaezYsZgzZw5efPFF9OrVC+vXr8fKlStx2WWXAQDy8/NVczqlpqZi5cqVSE9PR69evfDSSy/hnXfeqdZQ5NtsHRzRrzctTWd93n8oqU6dZW3Vc4oisMKapjsKkU2EY44Lve39nZ6tto7ItifqpsnXNIii/jpWnfcGmPbVyt/gIfNKJOIMAP1mEUk4gwRBORmtKE2q2NB9hC+raMIaex/HKFTSdRTc1smxt0CJKD2stMJpRxq64xAmmb/C1dihOziEKAKlVZ2hE3EGEWKl7rXy1zX09Dc0wiQAU8MWO85T67p427/NQxpEEThia4FUQbvZkut2Ru7Z6tK7pz2Rm2AZZWRdrXWC1X7D6PX3tJ5ZEPFq2Ad42LzC5+P5e31XNlHAGmvPap1XTVTru63q5157GxSgCf40bzOyjp4ztG2ZGKXd8+ak+wig8uA77Zp5nu5CO48EepiyDaUJcL8O1fkMespfqnscUYRuPh5o1Tl2beUP8r0hu2CPNHxswUBeWd3zsIqC4eceX47n6X3loCxanwXlekYFNXACgMceeww5OTmwWCzYtm0bBg8e7Hhv4cKFSE9PV61/zTXXICsrCxaLBdnZ2Y7aKV/9jrZYZ3cvxdFSkxIrexA/2LXlmNjU5w9DbdXgrbN3Rzr6Yrr1Ybe/g10EplsfxjKb9kzxgP/TudPeFrvRHgVogvm2Gw1t4y0NO+2pus1XltoGad7nvpSUiYIJaNVfc//eKEt7Zo/pphk8tTEVuC8XbcCp/apF8uSNyqYpBWiC6daHHJmecsLd3qZDAIBu5qP4NXICvgp/Hssin8Ok8KV4PGKFbimWIAA3hWXgDvNabIp8ElMjvnRrBqVc1x8EQfo7GqGXnyhLoAvQBN/Yrjb8BWcXBUy3PqyakFMmtzO3mKJ0+/18bRukSlegSiw93dPeVLcGR+sa6o38qPc39PcDk13xQCmKQLHofHi2iiYcsGsPK+7anM29hL/6tW3+XN/VfNsopKOv7v2Zae/g0/1nhE0UkGVv71MQLTd3BYBPImbjDvNa2EXg93ydaVBcvH5rO8Md1ufbRuEkmuDw6VKP68l5pDONAvbofGfocf08VOczKMDz38WukY+YvWwjCPoFcr6oznNadY5dW889822jVN+TDUwWzWMr8xGlQOTf0n1zteHnHqPH07pvlO8pnxkK0ATf2a7UzEOW29KMpyeYfZyCQe7jlDzpS7SMLMOmyCcNdezz9r7esvst0qRxCyLfqHabUX/0N/GVL+d4s+VFNEGx13P09Xg15drHRh7RKVXIxxExCWvt0hw4ru2/XfchCP4pYZCvldxh11tfAiNsInCr5UV8G/mcbn+dWy0z8V3kc9VvInDTO8D3E+Hazt51tJ7FlYPx57ANquYfynb4AoD2zWNx8JT6i747DmFZ1HPeh0t1uX5KiTiDgQ3PYfO5hihAk2r18VHy1BY9EH0mjP6dPKVL2ZbbSD+VL6xDkCs2xzEkOjqWA87RQ8PFSlQKEVhj64XdaC/9nTT6ehnpM+eNL/2FnNfKc/8Mf7XTN9pfyCoKuM0y060jtlX0/gAo71Pvbyu/P6/yJlTEtcaE8v9q9lV6r3I09qfcid+yz2p+tylZq45nJP8J5veTaz6udX+eRiO3z7vrPkzwLZ0Pl0/CvMg5hq6PnBe699HR74ek5ZZUEW8X3Av1wDimqm5OzmVWUcA1Fe/ixqv74v0NxmqO3gufg1Hm37DK2hfDzds89xmB56DA2UfKc37ly2fsfsvfsB9tvN63nvZf3Wc3o89pvqSlNujlTa59i7X6uXn7jhN13jOSBj1y3q33vOLrPr3dN748cxWVA41fKzHUxynow5EHy7M3XY7o2DhkHH8eaXtmOh6MRQDFEYloWKk/ks6ZhK5oXLJXtc25Bu3QqPSwaj1BAG5J64ATDfvh93370eXUCufoY4D6dy+lKmLViFBQbqOzvk+diqv2o06PgBPx3dDy/G7VsiOtbkLqieWq8z7SajTG9rgFxWWVHs/RG0EA7IBq39DYXju9UA1VCzhrk564dTC6t0rAsbNlOFdWAWAwGsVEoG24CeHb9uHapmdg3qL/8FXW71GYz+ch+o9lHtPvmh7XtCuv1ciySlRY7WjdqDtW73sG1x1+FSbF31Z5HTyxV42OtBvtMd92I/4vzL2JjVkQEWuqwHzbjfirxvuGfD9Bc7FrJvXnsPVYYhuE28y/Ikywq2p/AOkauAZNABBnshi6TwRBmsxxt809cDqFJrjpluFY+rE0WWR1+vgoeRwq3EiGLq/rsqwwOhXNyt0fdOZXNT2c5jLEsKuCVjeg1YkfNN873Pw6jO2YhtaNooHsDTDv1VwNgHR+za+8B7sLG6NDy9YY2igax8+WISLcBKAjKqwj0aJq2chwE8ZGh6PFmVIIW933JQjA5LZHYTqhfzxveYEv/YXMgogH0pojw/Yc0va8BJPOhKXnGnVDo3N7NN+T928kj9LrL/Rf6yg8aP4BYYIdomDChetfx/81uAG/HbQ50iUKZpxvcwMa5Xzv8RgiBKzuMAO9ok6j+Z73NdcxC8CAEXegTZMYmL9WDz0up/HR8BUo7jYUfXISq+6lD3Tv5TBBKmUdbdafT0xKm/fvJzsEVR7mS97vaRv5uvzt8iGa9+e+E+exe1MOBpr2egyi59tuRGOU4E/mDYbzAaNBE+DMC/X6WxbYjQVO32ULePq6WUj+dYZU6y6YgdFzpDeXTwJEG0TBjKMDXsbXA/8EAPhgQ7Zb8z6h6j9lsXg0LACAkWHuE+oqGfnbhQl2TBjUEhll7s9PRp9rHMerqjG4/Jo/YVDhbzAd9rK+4hhafftUA4Oo0iPga9vVqpEq5WO3TrsV1pLT+L1U/Qzjug9PfH1O0zs3aGwjVv1zm3dPY+f7U/+Cey8biDMXKtCkQQQSoqXRpn877swv7YIJWS3vQv8Tn7nvoGq/OS2GI/XkT17T7Nv3qoi/DWmN1aefwXWHX9G5bwScaDoArc54HvBNBPB78xvRv8tdGHdxO0w6302z+19EQZe+yCm8iHalWTBv0U+bUSFb46SKKovzgAOrgAsngY4jpGXzr9XfyUNrgLhE9TZxidLsycqSIsEMTNrtnI39+Dbg4I9AbAugZS/gXFX/rYYpno8nmIAHf5HWv3gWiGlctc0wuNYC2ETgactf0atdS/ylp37UnJ2djdSufYHwaGk2+aiGwLmjUto6jZTSrEyvvMz1WrXuq96x1jmeOQJcPO15tmf5HE/sUF/TY79J5ww4z7vyIlBRCpzIch6n8iLW7cnG9i1rcVJMwHqxLyaMuUaa20pHRkYG0i5vDbzVRS9RwFN7gfMFEOdf656Z9nsQiGsF2CxAo8vU1w+Q0n7miPS+1rWSFec5z9Pxt9W/H+wAnqm4H2vtfVS1aVolKTZRwOCKd/H80Ma4ftPdfmnWINMu7ZJKlGJNFcixtzBU0vq3tAZ4ctetLqWscnisPp5cejS4Q1P8eugMbKIIsyDg1THdMLZ/Cv725Q4sycrTLGELNFEEPq4chr5dOqD7kDuc96/yHtDKJ2DCix0W46Pd0hxTiTiDv7U5gj8XzHG5BibgoV/0742H1jjvseI84K2ucL2GDoIJmLQHGfuPIy3NYBOF4jz9z8ot7wHfPaa/rbf3IVQ9ebiUtDseGdzT7siPjv0GLHnAfduHftHMI2V2mGC66384sekLtDy61EPa3Mn34lmhMV66JgbXDhzgzOcBKV1nj0jD+GvkHyqj3lTnuTp/XztMMD0lBYLiW12hN+EtBDOWDV2Fp34oxCAxU7cUXQTwt/K/4g1vI8Z6/dsBuGsxUFlmOA8DBGDUG86X8jbyd5y8LPkK9XXVsHhrLuYsScdGnc+7HQIGWd5FntgYvYTDeKnrCdhM4fh6z3nYATREKf4e8WWN8katSXMBzzVObZvG4Eih+8A1z97YGQ/2iHTeP/L5K+8pxTVZvDUX05bsdj50C8DsMVIzuhnf7IFNFNFKOIuNkU/q3zMActvfj5Re1+g+WyjZRAE7bt+Ivj26qZ8JWvWR7gMACI+G+L+xutfVJgLvWMdgnb037hpzq/RdfXyb58+KF3INRGtTEcZ2iUD3rj1U38uL/7DhrSXpuNaUhWZCMdbYeqFjn2vwxh29pOeBtDT35x4Av6avxIqMvVUDanhIQHU/B2Xn1N8Rrs89yVdIv7s+J3x4nXu+99Qe/c+M8h4C9L8j5Ocxt/17OA/VflyLkRX7Vebd8n3j+vx0vsDzdUt7DOj+J5fvO53vJoPfi6xx8lVCK+CKB9XLet4N7Pzcfd2edzv/CK7bjH7bUSrkKClS3sCt+6ofnpW/3/yu5vDLAICBT7hvCwA3vwMsmwD5JpBL5+675mH0TG6kd7YAgFNiBlK7eXlg0jqm1rXytI3y9xZdfD/HhNv0jyUHKFWuSR2EjoP/jJzCi5jQNMYxealHCa2Arrc5R3JT6nqb9H5CKwg974a483NnbVfPu4Gb3vSybw9pd02D67pXPglseldjZQEl17+Bxd8nqsrZC9AE6zr9A0P/eMXx5ShCQM7AV/H1wD8h6exWYJOx5OjXWDozR73SLrmGS55g1xsTgD9dewVwmcZn5+hm5zUXnZM5mgC89idpxL2cwotoo/hbv3FHL4wfeBkyc4pwwjIbyRunGjtp+ZyMrJiQAhTnui0+3eJqjBj3mfq+07oHNPKJ5/oMxy3HipCZU4R+bRpJn9+stu7XpHVf7bxCmS8B0j118zv6n7cut1blTceNnLFinzrHbug+qbhDu2FA73HSeeil58ongaYd3M8XUOVxEATp+sn5qvzZqTivfa2ufELncwSYrnwC6DQSxYePeg6c2g0DDq9WLRIEYPbo9mjc7VrtfKYq35B/FzT2IZ33BHV+WqnfX8V05ROOfQoezguiDTcnW9B/2lDkFKbBsn4boo6mu60mAHh+eEsI63UP6fzbHfpZO4+URcS65cee8jDc/A7QZ7z7W3qFSx6M7Z+CwR3/jD3p59Bj+7Mun2EBppvfwdft/lSVVzj/Xi2Ky5BTeBEdy7IgfP2lhyMoHgoFAehxF7Dzf1B+755rdQ0an0hXbaWscXftcG8C8MyNnfHgx+61P/3aNAISGrk//CrvKbfzb4ZtOUUQBKDPZY0c5zi4YzPFOXooRLpyAvITbkKK/Exw8zsQlz2pmx/Ot43CzZe1c6ZL65kge73H/NTS8WYMGPA67lR+V1eWes6Dde8piSAAfx/dV/dzObY/MLjjn/HL74NReMGCly9v7v6spPEcctUtD6PtkDLkL85HqxMeRor11+dA79nBdbm3Z0637V3uIZdnSClZVXls677q/Xty5ZPA5v/4nnfrPUue9VDt2PNu4AaX6Yo8fTdpfi+qz1mEgKP9nwVgbIRu1jh5Ipc8VFiA8EjPtQYynVIhQ45v0yjpMVCCcOw36XcDpXMyR+lKbavOOQaIqoRJq3RDWVIBSOsd2wIkD6jWF7xPivM0aiYE4KHVQOu+WLw111GaqKxx0b0fNPfnTjdoEszAgz87a0nDo4H/jXVbTa7h0mt7r1dT5Eij62fn+DZk/boKL+6Iww6xnfs23rzZFSjxITjwqqomw60krqp20ug9bDSf0FvPW82v7MAqzb+TfG9XKx/QOranGq6nflfXunv6/Gudr9E8Tuf+0S65dP69tqd/j97p92inHZBKkb+4y3NrAm80P38a+Z7udXS5vzxdb2Wprqd1q0qVPZbwy387DzVhbsfzeM7OPMzvjObjrorz9GvwlK09AOf9p7wnNUr+7SJwi6JvxV8HtcWHG7N1a8hlt/dphTfu6OXrmXvnMf+X7kO32med2h+bCKwY9jNuHnyF92N6qvXW+rt42kZu6aPbQgT696IBhvLCuvg5qMkzp7x9VU3Wwbwz6HDtOO3a8/AY7ZpI+byB6ufdWmnSul/vWuwemLpuZ+R70bWVT/IVKBHiDMcGrHHyRKsGxBudUiHDx7v5nWqUIBis2agLqnOOtZEm1xpG15IKeb1AB0yyhFbapUlVx5dLGV1rXHTvB9f9VZGyQKldtl13IlfBeWz5/LO1i6kLuj6Er0dIbe/nb8xWjXTjqabImXaX+6B1X/QZ2xdzR5Zpb+NJ1iK/BE1yMCkKZgjydfC1pM+V0XxCbz1vNb+yTiON3du+0Dq2VkmeIACj33Gvdff0+dc6X6N5nNa2ejU4Vz7pWLciupnn2rmzh/3z9zayD6PXMaGVfm3awCfc19Xcp1SqfKbFYDQ9qfF57jrGuZ/WfTVr3jSP5+2cA5WH5ur0iTi2xfMxE1ohv83taJnztft7ui0hFPdk9nq3BzyTII3MudvaHmZBwP1Xt8H9V7fxWEPuqGkOhIRWQLc/A7sXu7/X807t2ufWfSHc/C7EZRNUrRjOD38DN1/lJWiSj6l3j7Ybpv038XT/y+vrtc5xrdEIBK1nBW/HDvTnoCbPnI7tpXv5bEaG55pOvXxEmX/r7NvnNGldM09Bk7ydke9FrXSVGBv5EmCNU7CTo62mJQgGBK3GSVYL5+iN2zWozRolo/x9neT9VZQiZ/tatLm6qi+OpxIlrdoUAyXourVitcFbCetDUinywYMH0aH/MN02/XKfwXxTc/z9zhukNv3KYwT5HjZM5972ez5Qk9qhQDBwnzqugZfaOb+k2ZeaRm/X0dcaFp197ln1Mbpt0RgAxnU/RmvNtI5bG3/r6tY4AVKt4zqN0eyMtITQqSWRa9+99bWtFZ7yw6raU93+jtWtNdA9roHaeW/HlGsWzhwEYpoBTdr6njYXPuWFcmskU6TxY9eD7wtD16Am94OvavGa+RIbsMapLqppCUJ9UBfPsTZrlIzy93VS7O/kuUZoI5+vfAzNEkJRyrxcS7G9lKDr1orVhrOHPTRLtEsDjHS7DWdLM5y1IC7tnuVRC5diCEwi0FJu0y+ri/ewntq6t2tSOxSo9BitLfJWO+ePNPtU0+jlOurVplW6DzjgaZ+ljS43Vivpy7V0O24t/K2NthzQUBHdrPq1ijo1K2ZBxLJxSWjSLchBE+A5PxRtUv6OCO33a9KqpUb3jIdjGq1ZCJTabo1Ul9RmK6c6es0YOBGRU9qjVZ08XfpzyKPwKPUZLzW58FAilJQQXbsBk6xxO6nttV4Jq+v5yOdy7Dds3XcIC7aXOOY2EgRg1pjuwTkPqjkD96nDbXOB/g/VvZpnLVr3uN5n1Ruj5+3LtQyGmvz9anJuaY+6FzgJApokdza+j0Aykh+e8mdfUIW6fs8Q+YiBExE5+VpCWEdLhJznMdHlwdKkfz5VJWn9uwGth5dpjlJF9ZQv92ldrHnWUt3SfD1Gz7uufuZlNfn7+fPc6lIniIRWwHUvAD8/5/7edS9o93Hy9/Hr8j1D5AMGTkSkdqmUEPYZDxTlAhv+5VxmaE4Kqabspp4MlqiOu1Q+q/Wd5vDJGk2cg6llb9+WE5EmBk5E5O5SKCEszgM2vO6+fPlE6WGzvp8fEXBpfFbrO382mwyU+pBGonrAFOwEEBEFxNnD0GwvI9qrOkMTEfmB3GxSMEuv68I0G67qQxqJ6gHWOBHRpalxOwACNCfsYykrEflTfWg2WR/SSFTHscaJiC5N8mSKEJzLamOSRCIKTQmtgNRBdTt/qQ9pJKrDWONERJcuxTDjAAI/YR8RERFdshg4EdGlrTYn7CMiIqJLFpvqERERERERecHAiYiIiIiIyAsGTkRERERERF4wcCIiIiIiIvKCgRMREREREZEXDJyIiIiIiIi8YOBERERERETkBQMnIiIiIiIiL0JuAlxRFAEAJSUlQU5JcJWWlvIahPg1CPXzB3gNQv38AV6DUD9/gNcA4DUI9fMHQvsayOctxwiehFzgdObMGQBAcnJykFNCRERERER1wfnz55GQkOBxnZALnBo3bgwAyM3N9XpxLlUlJSVITk7GsWPHEB8fH+zkBEWoX4NQP3+A1yDUzx/gNQj18wd4DQBeg1A/f4DXQBRFnD9/Hi1btvS6bsgFTiaT1K0rISEhJG8Opfj4eF6DEL8GoX7+AK9BqJ8/wGsQ6ucP8BoAvAahfv5AaF8Do5UpHByCiIiIiIjICwZOREREREREXoRc4BQZGYnnn38ekZGRwU5K0PAa8BqE+vkDvAahfv4Ar0Gonz/AawDwGoT6+QO8Br4QRCNj7xEREREREYWwkKtxIiIiIiIi8hUDJyIiIiIiIi8YOBEREREREXnBwImIiIiIiMiLkAuc3nvvPaSmpiIqKgp9+/bFhg0bgp0kv5g1axb69++PuLg4NG/eHLfeeisOHDigWkcURbzwwgto2bIloqOjMWTIEOzdu1e1jsViwZNPPommTZsiNjYWN998M44fP16bp+IXs2bNgiAImDRpkmNZKJx/Xl4e7rnnHjRp0gQxMTHo1asXtm3b5nj/Ur4GVqsV//jHP5Camoro6Gi0bdsWL774Iux2u2OdS+38169fj9GjR6Nly5YQBAHffvut6n1/nW9RURHuvfdeJCQkICEhAffeey/OnTsX4LMzxtM1qKysxNSpU9G9e3fExsaiZcuWGD9+PE6cOKHaR32+Bt7uAaX/+7//gyAImDNnjmp5fT5/wNg12LdvH26++WYkJCQgLi4OAwYMQG5uruP9+nwNvJ3/hQsX8MQTT6B169aIjo5G586dMXfuXNU69fn8a/P5p75eg1DIC2uNGEK++OILMTw8XPzggw/E33//XZw4caIYGxsrHj16NNhJq7ERI0aICxYsEPfs2SPu2LFDvPHGG8WUlBTxwoULjnVmz54txsXFiUuWLBF3794tjh07VkxKShJLSkoc6zzyyCNiq1atxJ9//lnMysoShw4dKvbs2VO0Wq3BOK1q+e2338Q2bdqIPXr0ECdOnOhYfqmf/9mzZ8XLLrtMvO+++8SMjAwxOztb/OWXX8RDhw451rmUr8HLL78sNmnSRPz+++/F7Oxs8auvvhIbNGggzpkzx7HOpXb+K1euFJ955hlxyZIlIgBx6dKlqvf9db4jR44Uu3XrJm7atEnctGmT2K1bN/Gmm26qrdP0yNM1OHfunHjdddeJixcvFvfv3y9u3rxZTEtLE/v27avaR32+Bt7uAdnSpUvFnj17ii1bthTfeust1Xv1+fxF0fs1OHTokNi4cWPx73//u5iVlSUePnxY/P7778WTJ0861qnP18Db+T/00ENiu3btxLVr14rZ/9/e3QZFVbZxAP+vu7yU4iIYLIiCFoqCBqhZxIiZCeNLoZMvqKTjTDOkpFhDOtRkQ5PhjDpJhWZjmoOlH9qMslEQV9TEUF5ScwpHActZXC1SGzU393o+OJ5pYWHVZxfYs//fzPmw59zc576uWe49157DTUODfPLJJ6LVamXXrl1KG0+OvzOvfzw1B94wF3YWryqcnnjiCcnKyrLbFxMTIytWrOiiEbmPxWIRAFJRUSEiIjabTQwGgxQUFChtbt68KXq9XjZu3Cgid36xfHx8ZMeOHUqbCxcuSI8ePWTPnj2dG8ADunbtmkRHR0tZWZmkpKQohZM3xL98+XJJTk5u97jaczB58mRZuHCh3b7p06fLvHnzRET98be+YHJVvKdPnxYAcvToUaVNZWWlAJBffvnFzVHdn44Kh7uqqqoEgPKFmZpy0F78v//+u/Tr109OnTolkZGRdoWTmuIXcZyDWbNmKfOAI2rKgaP4Y2NjJT8/325fYmKivPXWWyKirvhF3Hf948k5cETNc6E7ec2jerdu3UJ1dTUmTpxot3/ixIk4cuRIF43Kfa5cuQIACAoKAgA0NDSgubnZLn4/Pz+kpKQo8VdXV8Nqtdq1CQ8PR1xcnMfkaPHixZg8eTImTJhgt98b4i8pKcGoUaMwY8YMhISEICEhAZ9++qlyXO05SE5ORnl5Oerr6wEAP/30Ew4fPoxJkyYBUH/8rbkq3srKSuj1eowZM0Zp8+STT0Kv13tcToA7c6NGo0FgYCAA9efAZrMhMzMTubm5iI2NbXPcG+LfvXs3Bg8ejNTUVISEhGDMmDF2j7OpPQfJyckoKSnBhQsXICIwmUyor69HamoqAPXF767rH0/OQXttvGkudBWvKZwuX76M27dvIzQ01G5/aGgompubu2hU7iEieO2115CcnIy4uDgAUGLsKP7m5mb4+vqiT58+7bbpznbs2IGamhq8//77bY55Q/znzp3Dhg0bEB0djb179yIrKwtLlizBtm3bAKg/B8uXL0dGRgZiYmLg4+ODhIQE5OTkICMjA4D642/NVfE2NzcjJCSkTf8hISEel5ObN29ixYoVmDNnDnr37g1A/TlYvXo1dDodlixZ4vC42uO3WCz4+++/UVBQgLS0NJSWlmLatGmYPn06KioqAKg/B4WFhRg2bBgiIiLg6+uLtLQ0FBUVITk5GYC64nfn9Y8n56A1b5wLXUXX1QPobBqNxu61iLTZ5+mys7Nx4sQJHD58uM2xB4nfE3L022+/YenSpSgtLYW/v3+77dQaP3Dnm9VRo0Zh1apVAICEhAT8/PPP2LBhA1566SWlnVpzsHPnThQXF+OLL75AbGws6urqkJOTg/DwcMyfP19pp9b42+OKeB2197ScWK1WzJ49GzabDUVFRU7bqyEH1dXVWL9+PWpqau57nGqIH4CyOMwLL7yAZcuWAQDi4+Nx5MgRbNy4ESkpKe3+rFpyUFhYiKNHj6KkpASRkZE4ePAgFi1ahLCwsDZPZ/yXJ8bv7usfT88B4J1zoSt5zR2nvn37QqvVtqmILRZLm28hPNmrr76KkpISmEwmREREKPsNBgMAdBi/wWDArVu30NLS0m6b7qq6uhoWiwUjR46ETqeDTqdDRUUFCgsLodPplPGrNX4ACAsLw7Bhw+z2DR06VFk5Su3vgdzcXKxYsQKzZ8/G8OHDkZmZiWXLlil3INUef2uuitdgMODixYtt+r906ZLH5MRqtWLmzJloaGhAWVmZ8g0roO4cHDp0CBaLBQMGDFDmxaamJrz++uuIiooCoO74gTuf/TqdzuncqNYc3LhxA3l5eVi3bh2mTp2KESNGIDs7G7NmzcKaNWsAqCd+d1//eHIO7vLWudCVvKZw8vX1xciRI1FWVma3v6ysDElJSV00KtcREWRnZ8NoNGL//v0YOHCg3fGBAwfCYDDYxX/r1i1UVFQo8Y8cORI+Pj52bcxmM06dOtXtc/Tss8/i5MmTqKurU7ZRo0Zh7ty5qKurw6BBg1QdPwA8/fTTbZZgra+vR2RkJAD1vweuX7+OHj3spzStVqt846z2+FtzVbxPPfUUrly5gqqqKqXNjz/+iCtXrnhETu5eKJw5cwb79u1DcHCw3XE15yAzMxMnTpywmxfDw8ORm5uLvXv3AlB3/MCdz/7Ro0d3ODeqOQdWqxVWq7XDudHT4++s6x9PzgHg3XOhS7l//Ynu4+5y5Js3b5bTp09LTk6O9OzZUxobG7t6aP+3V155RfR6vRw4cEDMZrOyXb9+XWlTUFAger1ejEajnDx5UjIyMhwuxxkRESH79u2TmpoaGT9+fLdditmZ/66qJ6L++KuqqkSn08l7770nZ86cke3bt8vDDz8sxcXFShs152D+/PnSr18/ZTlyo9Eoffv2lTfeeENpo7b4r127JrW1tVJbWysAZN26dVJbW6uskuSqeNPS0mTEiBFSWVkplZWVMnz48G6z/GxHObBarfL8889LRESE1NXV2c2N//zzj9KHJ+fA2Xugtdar6ol4dvwiznNgNBrFx8dHNm3aJGfOnJEPP/xQtFqtHDp0SOnDk3PgLP6UlBSJjY0Vk8kk586dky1btoi/v78UFRUpfXhy/J15/eOpOfCGubCzeFXhJCLy8ccfS2RkpPj6+kpiYmKHSzV6EgAOty1btihtbDabrFy5UgwGg/j5+cnYsWPl5MmTdv3cuHFDsrOzJSgoSB566CGZMmWKnD9/vpOjcY3WhZM3xP/tt99KXFyc+Pn5SUxMjGzatMnuuJpzcPXqVVm6dKkMGDBA/P39ZdCgQfLmm2/afSioLX6TyeTw937+/Pki4rp4//jjD5k7d64EBARIQECAzJ07V1paWjopyo51lIOGhoZ250aTyaT04ck5cPYeaM1R4eTJ8YvcWw42b94sjz32mPj7+8vjjz9u9z+MRDw7B87iN5vNsmDBAgkPDxd/f38ZMmSIrF27Vmw2m9KHJ8ffmdc/npoDb5gLO4tGRMQ1966IiIiIiIjUyWv+xomIiIiIiOhBsXAiIiIiIiJygoUTERERERGREyyciIiIiIiInGDhRERERERE5AQLJyIiIiIiIidYOBERERERETnBwomIiDzauHHjkJOT45a+GxsbodFooNFoEB8f77J+FyxYoPS7a9cul/VLRETuw8KJiIg63YEDB5TCwdH2zDPP3HNfRqMR7777rvI6KioKH3zwgdOfu5+iZd++fSgvL7/nMTmzfv16mM1ml/VHRETup+vqARARkfdJSkpyWDiUlJQgKysLixYtuue+goKCXDk0h4KDgxEcHOyy/vR6PfR6vcv6IyIi9+MdJyIi6nS+vr4wGAx2W0tLC3Jzc5GXl4cZM2YobU+fPo1JkyahV69eCA0NRWZmJi5fvqwc/++jeuPGjUNTUxOWLVum3L1yJCoqCgAwbdo0aDQa5fW9WrBgAdLT07FmzRqEhYUhODgYixcvhtVqVdoUFRUhOjoa/v7+CA0NxYsvvnhf5yAiou6FhRMREXW5v/76C+np6UhJSbF77M5sNiMlJQXx8fE4fvw49uzZg4sXL2LmzJkO+zEajYiIiEB+fj7MZnO7j8MdO3YMALBlyxaYzWbl9f0wmUw4e/YsTCYTPv/8c2zduhVbt24FABw/fhxLlixBfn4+fv31V+zZswdjx46973MQEVH3wUf1iIioS9lsNsyZMwdarRbFxcV2d4k2bNiAxMRErFq1Stn32WefoX///qivr8fgwYPt+goKCoJWq0VAQAAMBkO753zkkUcAAIGBgR2260ifPn3w0UcfQavVIiYmBpMnT0Z5eTlefvllnD9/Hj179sSUKVMQEBCAyMhIJCQkPNB5iIioe+AdJyIi6lJ5eXmorKzEN998g969e9sdq66uhslkQq9evZQtJiYGAHD27NmuGK4iNjYWWq1WeR0WFgaLxQIAeO655xAZGYlBgwYhMzMT27dvx/Xr17tqqERE5AK840RERF1m586dWLNmDXbv3o3o6Og2x202G6ZOnYrVq1e3ORYWFtYZQ2yXj4+P3WuNRgObzQYACAgIQE1NDQ4cOIDS0lK8/fbbeOedd3Ds2DEEBgZ2wWiJiOj/xcKJiIi6RF1dHRYuXIiCggKkpqY6bJOYmIivvvoKUVFR0Onu7SPL19cXt2/fdtrOx8fnnto9KJ1OhwkTJmDChAlYuXIlAgMDsX//fkyfPt1t5yQiIvfho3pERNTpLl++jPT0dIwbNw7z5s1Dc3Oz3Xbp0iUAwOLFi/Hnn38iIyMDVVVVOHfuHEpLS7Fw4cJ2i56oqCgcPHgQFy5csFt9z1G78vJyNDc3o6WlxaXxfffddygsLERdXR2ampqwbds22Gw2DBkyxKXnISKizsPCiYiIOt3u3bvR1NSE77//HmFhYW220aNHAwDCw8Pxww8/4Pbt20hNTUVcXByWLl0KvV6PHj0cf4Tl5+ejsbERjz76qLIIhCNr165FWVkZ+vfv7/KFGwIDA2E0GjF+/HgMHToUGzduxJdffonY2FiXnoeIiDqPRkSkqwdBRETUHTU2NmLgwIGora1FfHy8y/vXaDT4+uuvkZ6e7vK+iYjItXjHiYiIyImkpCQkJSW5rL+srCz06tXLZf0REZH78Y4TERFRO/799180NjYCAPz8/NC/f3+X9GuxWHD16lUAd1YH7Nmzp0v6JSIi92HhRERERERE5AQf1SMiIiIiInKChRMREREREZETLJyIiIiIiIicYOFERERERETkBAsnIiIiIiIiJ1g4EREREREROcHCiYiIiIiIyAkWTkRERERERE6wcCIiIiIiInLif6b6w102VdWbAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# paths to the data files\n",
"path_unendlich = \"Messungen/Rohdaten/Messung 2.2/Messung 2.2 mit unednlichem Widerstand.txt\"\n",
"path_100ohm = \"Messungen/Rohdaten/Messung 2.2/Messung 2.2 mit 100 Ohm Widerstand.txt\"\n",
"path_50ohm = \"Messungen/Rohdaten/Messung 2.2/Messung 2.2 mit 50 Ohm Widerstand.txt\"\n",
"path_10ohm = \"Messungen/Rohdaten/Messung 2.2/Messung 2.2 mit 10 Ohm Widerstand.txt\"\n",
"path_0ohm = \"Messungen/Rohdaten/Messung 2.2/Messung 2.2 mit Kurzschluss.txt\"\n",
"\n",
"# Messungen einlesen\n",
"data_unendlich = read_oscilloscope_file(path_unendlich)\n",
"data_100ohm = read_oscilloscope_file(path_100ohm)\n",
"data_50ohm = read_oscilloscope_file(path_50ohm)\n",
"data_10ohm = read_oscilloscope_file(path_10ohm)\n",
"data_0ohm = read_oscilloscope_file(path_0ohm)\n",
"\n",
"# Offsets setzen\n",
"set_u_offset(data_unendlich, t1=0, t2=400)\n",
"set_u_offset(data_100ohm)\n",
"set_u_offset(data_50ohm)\n",
"set_u_offset(data_10ohm)\n",
"set_u_offset(data_0ohm)\n",
"\n",
"# Plotten\n",
"plot_kurven(data_unendlich, title=\"Unendlich\")\n",
"plot_kurven(data_100ohm, title=\"100 Ohm\")\n",
"plot_kurven(data_50ohm, title=\"50 Ohm\")\n",
"plot_kurven(data_10ohm, title=\"10 Ohm\")\n",
"plot_kurven(data_0ohm, title=\"Kurzschluss\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 1000x400 with 1 Axes>,\n",
" <Axes: title={'center': '50Ohm'}, xlabel='Zeit t [ns]', ylabel='Spannung U [V]'>)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0wAAAGTCAYAAAAbapJkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAClrUlEQVR4nOzdd3gU5f428HvSNyFZAgESSEJCb6F3EERQEBtiAVQU27FhOXoU0GMv4Gs9FlBRQX/Hgh4QsSFVBJFO6FITAyQBAmFDkk3def+YzGbLbN/Zen+uK8ruzs48Mzv73ac/giiKIoiIiIiIiMhKhL8TQEREREREFKhYYCIiIiIiIrKBBSYiIiIiIiIbWGAiIiIiIiKygQUmIiIiIiIiG1hgIiIiIiIisoEFJiIiIiIiIhtYYCIiIiIiIrKBBSYiIiIiIiIbWGAiIiKyMG3aNAiCgIULF7r0vueeew6CIOC5555TJV1EROR7LDAREYWprKwsu4WC0tJS9O/fH4IgoFOnTjh58qRvE0hERBQAWGAiIiIr586dw5gxY7B9+3Z07twZ69atQ5s2bfydLCIiIp9jgYmIiMycPXsWo0ePxo4dO9CtWzf89ttvSEtL83eyiIiI/CLK3wkgIqLAUVJSgtGjR2P37t3o0aMHVq9ejZYtW/o7WURERH7DFiYiIgIAnDlzBpdccgl2796Nnj17Yu3atWaFJUcTIdia8MD0+TNnzmD69OnIyspCdHQ0pk2bBgAQBMHhn+l+RVHE559/jhEjRqBp06aIiYlBamoq+vXrhyeeeAInTpywSp8oivj2228xfvx4tGzZErGxscjMzMTll19ud3KHwsJC3HHHHUhLS0NcXBy6d++O999/39nLavfayBYuXAhBEIzXw9QPP/yAsWPHIiUlBdHR0WjRogV69uyJBx98EAcOHDDbtqKiAi+88AJ69uyJhIQExMXFISMjAxdffDHmzJmD2tpal9JNRERsYSIiIgCnT5/GJZdcgn379qFPnz5YuXIlmjdv7tVjnDlzBv3798fJkyfRvXt3aLVaREZGAgCGDRtm8307duyAXq83e+7xxx/HG2+8AQDIzMxEp06dUFJSgr1792LHjh0YOnQo0tPTjdvX1NRg8uTJ+O677wAAaWlp6NWrFwoLC/Hrr79i+fLlioWVv//+G/369cP58+fRrVs3REREYP/+/Zg+fTrOnz+Pp556ytPLYtd7772HBx98EACQmpqK3r17Q6fT4fDhw9izZw/at2+Prl27AgDq6uowZswYbNq0CREREejYsSMSExNRWFiI9evXY926dbj33nvRtGlTVdNMRBRqWGAiIgpzxcXFuPjii3HgwAH069cPK1euRHJysteP8+GHH2LgwIH4448/jIWZqqoqAMCGDRsU3/PVV1/hpptuglarxZQpUwBIBa+33noLWq0WP/30k1lhq6qqCkuXLkW7du3M9jNjxgx89913SElJwf/93/9h3LhxxtcKCwvx0UcfKR7/5ZdfxjXXXIP58+cbCxrz5s3D/fffj5deegkPPPCAagWQuro6PPPMM4iKisK3336LCRMmmL22fPlyJCUlGZ/7/vvvsWnTJvTq1Qs//vijWYHxzJkz+PLLLxETE6NKWomIQhm75BERhbmnn34aBw4cQP/+/bFq1SpVCksAEBUVhf/9739mGfm4uDib2+/YsQN33nknIiIi8NVXX6Fz584AgKNHj8JgMOCSSy6xapmKi4vD5MmT0bNnT+NzhYWFxi50S5YsMSssAUDr1q1tdpVr3rw5Fi5caFYouu+++9C3b19UVVVh7dq1Tp27O0pKSlBaWoqcnByzwhIgXcsrr7wSI0aMMD53+PBhAMAdd9xhdo0BoEWLFnj44YcRHx+vWnqJiEIVC0xERARAmkq8srJStf2PGTMGrVu3dmrb06dPY8KECdDr9Zg9ezYuv/xy42sZGRkAgM2bN6OgoMDhvn7++WfU1tZi8ODBuOiii1xK85QpU5CQkGD1/IABAwAAx44dc2l/rmjRogViY2Nx6NAh7Nq1y+H28nX56aefVP0ciYjCDQtMRERh7rnnnkN2djaOHTuGMWPGoKSkRJXjyGNtHKmtrcX111+P48ePY8qUKXjiiSfMXm/Tpg1uuOEGFBYWokOHDhg7dixmz56NDRs2oK6uzmp/8sQIgwcPdjnN7du3V3xengyjvLzc5X06KzIyEg899BAqKirQt29fjBgxAs8++yxWrVpl7MpoasKECcjKysKKFSvQunVrTJ48Ge+//z727dunWhqJiMIBC0xERGGuTZs2WL16Ndq0aYMDBw7gsssug06n8/pxlFpqlDz44INYv349+vXrh08++URxm88//xzPPvssWrZsiRUrVuDJJ5/ERRddhNatW+P111+HwWAwbltWVgYAbo01spXmiAjp51MURZf36Yo5c+bg7bffRvv27bF+/Xq88MILuPTSS9GqVSvMmjUL1dXVZmldv349br/9dhgMBixatAjTp09Hjx490L17d/z444+qppWIKFSxwERERMjOzsaqVavQokUL7Ny5E+PHj0dFRYXZNoIgALBdSLDc3h3z5s3Dhx9+iFatWuG7776DRqNR3C4uLg7PPfccTpw4gQMHDuDDDz/EVVddhbNnz+Lxxx/Hm2++adw2MTERAHD+/HmP0+cud69dREQEHn74YRw6dAh5eXn47LPPMHnyZFRVVWHOnDl47LHHzLZPT0/Hp59+inPnzmHTpk2YM2cO+vfvj/3792PChAnYvHmzd0+MiCgMsMBEREQAgC5dumDFihVo2rQpNm7ciGuuucas65fc2nLmzBnF9x85csSj469fvx4PP/wwYmJisHjxYuOYHGfS/Y9//APLli3D3LlzAQDz5883vt69e3cAwKZNmzxKnye8ce2ysrJw66234quvvsKyZcsAAJ9++qlZa5osKioKgwYNwowZM7B161ZMnjwZ9fX1+PTTTz04CyKi8MQCExERGfXu3Ru//PILmjRpgtWrV+OGG24wLnYqT9W9detWq/edOHECv/76q9vHLSgowPXXX4/a2lq89957dtdlskcep1RYWGh8bvz48YiOjsamTZvwxx9/uJ1GT9i7dhUVFfj6669d2p98nnq9HqWlpU5vb3pdiIjIOSwwERGRmcGDB2PZsmWIi4vDjz/+iKlTp8JgMBhnqlu6dCl+/vln4/ZFRUW4+eabFSdccIZer8eECRNw+vRpPPDAA7j77rvtbr969Wo8/vjj2L9/v9nz5eXleO211wAAffv2NT6flpaG6dOnAwAmTpyIFStWmL2vsLAQL7zwgltpd9aoUaMQFxeHbdu2ma35dP78eUybNg1nz561es/+/ftxzz33YOvWrWZd+aqrq/Hyyy8DANq2bWtcYPitt97C22+/jVOnTpntp6CgAB9//DEA8+tCRETOYYGJiIisjBo1CosXL0Z0dDQWLVqEu+++G126dMGdd96Juro6XHHFFWjXrh369OmDzMxMnD59Gvfff79bx9q8eTN27twJANi2bRuGDx+u+Cd3J7tw4QJef/11dO/eHS1btsSAAQPQu3dvtGrVCl988QW0Wi3eeusts2PMnj0b11xzDU6fPo2xY8eiTZs2GDhwIDIyMpCeno5nn33WswvmQHJyMp566ikAwD333IP09HT0798frVu3xvr1642vmaqpqcFHH32EgQMHolmzZujXrx/69u2LVq1a4bXXXkNMTAzmzZtn3P7vv//GP//5T6SmpiI7OxuDBg1C165d0a5dO+zduxc9evTAo48+qup5EhGFoih/J4CIiALT+PHj8cUXX2DKlCn49NNP0aRJE3zwwQdo27YtPvvsMxw/fhw1NTW455578NJLL+Htt9/2+Jj2JiUYM2YMAOCiiy7CO++8g5UrV2Lv3r3Yv38/oqOj0aFDB4wbN85YaDAVGxuL7777Dl999RU+/fRT7Ny5E7t27UJqairGjx+PSZMmeZx2R/7973+jWbNmeP/993HkyBHj9OmvvPIKVq1aZbV9x44dMX/+fKxYsQK5ubk4dOgQACAzMxNTpkzBv/71L7Npz++9914kJydjzZo1OHr0KHJzc5GcnIwBAwbg5ptvxp133mlzEg0iIrJNENWeE5WIiIiIiChIsUseERERERGRDSwwERERERER2cACExERERERkQ0sMBEREREREdnAAhMREREREZENLDARERERERHZwAITERERERGRDSwwERERERER2cACExERERERkQ0sMBEREREREdnAAhMREREREZENLDARERERERHZEOXvBPiSwWBAYWEhEhMTIQiCv5NDRERERER+IooiLly4gNatWyMiwnY7UlgVmAoLC5GRkeHvZBARERERUYA4fvw40tPTbb4eVgWmxMREANJFSUpK8nNq/GPbtm3o37+/v5PhV7wGvAbhfv4Ar0G4nz/AaxDu5w/wGgC8BuF+/mVlZcjIyDCWEWwJqwKT3A0vKSkpbAtMCQkJYXvuMl4DXoNwP3+A1yDczx/gNQj38wd4DQBeg3A/f5mjoTqc9IGIiIiIiMgGFpiIiIiIiIhsYIGJiIiIiIjIBhaYiIiIiIiIbGCBiYiIiIiIyAYWmIiIiIiIiGxggYmIiIiIiMgGFpiIiIiIiIhsYIGJiIiIiIi8rkinx8ajJSjS6f2dFI9E+TsBREREREQUWhZtLcDMJXsgikCEAMyemINJAzL9nSy3sIWJiIiIiIi8pkinx8zFUmEJAAwi8OSSvUHb0sQWJiIiIi8q0umxLf8cBEFAv7bJSNNq/J0kIiKfWrAhD6LFc/WiiPySyqCMiSwwERERecmirQVSrWrDYwHAnOuCtxsKEZGrinR6fLQ+T/G1+Jjg7NwWnKmmgLTreCnmrz+KXcdL/Z0UIiKfM3ZBMXlOBDBryZ6g7YZCROSqvJIKm69V1hh8mBLvYQsTecVj3+Ri8Y6TxsfX9W2DN27s7b8EERH5WF5JhVUXFEDqux+s3VCIiFy154RO8fkIAchKifdxaryDLUzksV3HS80KSwCweMdJtjQRUVjJTkmw+VqwdkMhInJFkU6PV5f/pfja7Ik5QVtxxAhOHpv/+zHF57fls8BEROHj90NnbL4WrN1QiIhckVdSAYNCU/uwDs2Deiwnu+SRR4p0evy4p1jxtf5ZyT5ODRGRb+06XopVB04hNioSb648pLhNpCAEbTcUIiJnFOn0WLm/GHkllRAEGKcTlyXEBHeRI7hTT363YIPyLCgA8FfxBfTKYKGJiEKT5dhNJQKAVyb2CNpuKEREjizaWoAZi/fY3aZeqdkpiLDARC6R1xf5+1wlCs5W4pttJ2xu++SSvRjRqQUzCkQUclYfKHZYWAKAO4ZlBXU3FCIiJUU6PfJKKpAQE+mwsAQAZytqfJAq9bDARDbJXwZ5IPOnG/Iw38a8+kqCeYEyIiKZaUXR2fIalFbUYGluoVPvDe46VSKiRnIs/HF3EX7dd8ql957Xs8BEIWjR1gLMWrIHBlHqUuLOjz777RNRsLNciNZVcdGRXk0PEZE/eBoL6+uDu/qIBSYyI9ceyIUlwL3CUoTAfvtEFHxMBy7HRAr48HfnW9VNyRVNURGCV9NHRORru46XOtXtTkmEIK1FV1ZVhyKdPmjzhSwwkZFpq5Kn3pvSB+N7tvZ8R0REPuLMwGVndUlNxIHiC6ioqffK/oiI/EFuWXJXTpsk7DpRBp2+FsPmrMHsiTlBOa6T6zARAKlW1VuFJQCIiWI3FCIKHkU6vdcKS4A0SygAVNbUeW2fRES+VKTTY+YS97vhAcCuE2XGfxtEaUKwIp3e88T5GAtMBMD2QmOuatM0DgBQVlXr+c6IiHwkr6TCq/uTw2l5NVuYiCg4PfG/3VbrKXlKnhAs2LDARAAAvRdqQQUAnVITAQAXqlirSkTBQ54N1FvkkUsnzlUGZW0qEYW31QeKsf5widf3G6wTgrHARFi0tQB3frbdo30IAjDnuhy0bCK1MF1gCxMRBZE0rQZ3Dc92670jOqbAdGoHQQAGZjcDAOw8fh7D5qzBoq0FXkglEZH63MkXCgCu69vGKhZe17eN8XEwTwjGSR/ClOlMUAv+yHe4/S2DMtAlLQkAkBwfg75tkwEA2/NLIQhA37bJSNNqcPhUOQCp/34wz4ZCROFBjoUl5TWoqzMAANKbxuHE+Sqn3i8AePX6ngAa42F6sgYT5m40biP32+dC3kQUqEzXm3v910MOt48QgPm39sPu4zq0SIrF6K6tkKbV4F9jO1vlDVftPwVdVR3+e+cgDO2Q4oOz8T4WmMLQh78fxeyf/3J6++v6tsFL1/ZUfO3KXuY//n+fk/ql/ri7CD/vKQra2VCIKPTZmhXP6cKSAMyZmGMsBMnxcOPREqt+/1zIm4gClTszhN41vB1Gd03F6K6pZs+naTVWecOE2CjoqurQJC54ix3Bm3Jyy7JDlfhin3OFpUkD0nHTwEz0ykh2avsinR6r9jeu/MxaVSIKVGf19Zix3LUMggBg6QNDcfyc3qz21FJ2SgIEAWaFpmDtt09Eoc2dWBgB4PbhWU5vHxcjzZysD+JlFlhgCiNFOj2+2OfczCTX9W2DV6/r5dL+80oqrKaeZK0qEQWig2cdj7OUF58FGluTemUkO6xEStNq8NilnfD6CqlbS6QgBG2/fSIKbc7EQqAxHroTzzTRDQWmWhaYKAg4O23ui9d0x9QhWS7vPzslwSyDAbBWlYiC1wvXdEdyfIzd1iRbbuifgddXHEKEAKyfcTFaN2UcJKLg9e6UPmjeJBZZKfEuV/7IBaYqFpgoGCgVaJT0TNe6tf80rQbThmZhwcZ8AKxVJaLA1bl5tN3XBQBjurVyO37FN3RBMYhAs4RYt/ZBRKQ2R7EQkCZ46JflWqWRqThjgcng1vsDAacVDyNpWg3u7u14rZHKGvdv6HE9UhuOFYcNM0dxwgciCkjNNZHIam671WfOdTkeVfbExzTWR1YGcb99IgptzTWRGNKumd1t7hrezqN4GMcueRRsBrWJxUe5trvmRQjwqAudnEkQRbBliYgCmjwA+bHLOmFExxSHkzm4IjJCQFx0BKpqDaiorkOzhBhvJJmIyOsiIwSbrwlwbYIHJRpO+kDB5ucjjSvOW3bPEwRg9kQPa1VjpS9FRU2d2/sgIlLbqjw9Tl2oBgC8tfIQWibGer1FvElsFKpqaxgPiShgrcmvwoYj5YqvWS6d4C5NtNShjS1MFBSKdHosOdhYYBIh9cl8YUJ342K0nn4pEhpamPQ19RBFEYJgu9aCiMgfinR6fGzS0q7WEghSi3sNKqqDN5NARKGrSKfHRzvNC0vezhcCoTHpQ9CMYZo9ezYGDBiAxMREtGzZEhMmTMDBgwf9naygojTttwFA+xaJuKJna698KeQWpjqDiJr64B3cR0Shy94SCN4kT/xQyRYmIgpAvsgXAo3rMB09XY4ind7B1oEpaApM69atwwMPPIBNmzZh5cqVqKurw2WXXYaKCuemyqbGWfJMeXva7/iGWgQAqGStKhEFIF/EQkBa3R4AW5iIKCD5KhYePS21Yv28txjD5qzBoq0FXt2/LwRNgWn58uWYNm0aunfvjl69emHBggUoKCjA9u3b/Z20oJGm1WBg68aBx2pM+x0VGYGYKOm2Yr99IgpEaVoNrugQZ3ys1hIIkQ05kZOl3m25IiLyhjStBrfmNM6eHCHA67GwSKfH6gOnjY/lLtDB1tIUtGOYdDodAKBZM9tTIVZXV6O6utr4uKysTPV0Bbr0pEhsLgTGdG2JFyeos0ZSQkwkauoMQT0bChGFtm4pMfjxSBXapyTgv3cP8nosXLS1AFvySwEAL/10AE3iorjMAhEFnIGtY/DZngpERQhYP2OU12OhvS7QwTSbclAWmERRxKOPPorhw4ejR48eNrebPXs2nn/+eavnt23bhoQEx+sRhSJdeRUAQFN3AQV/7YYajaKCQWpZWvnnTpxLC7wFG0tLS7F582Z/J8Ovwv0ahPv5A7wG58ouAABiUe31WHhWX4+Zy0uNj0UAs5bsQWLFCTTXRNp+o4+F+z0Q7ucP8BoAvAZnSqUGiNhIqJIvPK+vt5qVOUIASo8fxOYS/8dDZ4f2BGWBafr06di9ezc2bNhgd7tZs2bh0UcfNT4uKytDRkYG+vfvj6SkJLWTGZDm71wNoArt26Zj0KBOXt//oq0FOFdVAgB4bfMFzJmYFXC1qps3b8agQYP8nQy/CvdrEO7nD/Aa/Pb3OgDlaNk8GYMGDfTqvjceLYEI8wyYQQSSMzpjUPvmXj2WJ8L9Hgj38wd4DQBeg7xf/wBwHk00Mapdh8nn9uCrLVJRTO4CPT5A8obO9j4LmjFMsgcffBDLli3D2rVrkZ6ebnfb2NhYJCUlmf2Fu+p6qYyfEOP9snKRTo9ZS/YYH4tB2k+ViEKfHAvlmey8KTslAZbrQKoxkJqIyFONsVC9NpRLurQEALRvkYANM0cFXEW6M4KmwCSKIqZPn44lS5ZgzZo1yM7O9neSglJVnfTF0KiQScgrqYDBoqOqGlP1EhF5qrohFsZFez8Wpmk1mD0xxzj7lADvD6QmIvIGNWOhTF6HKToyImjjYNAUmB544AH897//xZdffonExEQUFxejuLgYej1bL1xhbGGKZa0qEYUveaZvjUqZhEkDMnHPyHYAgCt6pgZljSoRhb6ahnyhJlq9IoEmRtq3ngvXqm/evHnQ6XS4+OKLkZaWZvxbtGiRv5MWVIwtTNHeb3q1qlVVYXpKIiJvaMwkqFer2iJRmro8Qgian1oiCjNyRboaPY9kcutVMM+eHDSTPoii5aSE5A65wKRGCxMg1apuPFqC73OLcNfwbNaqElFA8k0mIfhrVYkotKnd2m6672COhaz2CjOVtQYAgF7FRWVTmki1qpERvL2IKDDJLUxq9tuPi5L2XRXEmQQiCm2+iIVyxVQwx0LmaMPIoq0FKNFLX4x7/rsDi7aqsQqTtHAtAFSqWCgjIvKE3Nquxix5MjkDUt1QUUVEFGh8EQvlFqbaehG19cEZD1lgChO+nPJb0zA1ZUV18NYkEFFoK6+RMgk1KhZm5IHOVXWMhUQUmM5XSTHQYDnNsReZtl4FaysTC0xhwpdTfsvjo/S1bGEiosCzaGsB9pypBQDMWf6Xaq3t7JJHRIFs0dYCLD9WBQBYvOOkarEwNioCQsOMYME6jokFpjDhyym/49nCREQByqq1Heq1tseGwEBnIgpNvoyFgiAYu+VV1bBLHgWwNK0Gz1zVzfg4QsUpvzmGiYgClS9b2+VZ8qo4homIAowvYyHQ2C0vWLsos8AURq7IaW3894YZo1Sb8lueDYUtTEQUaHzZ2m7MILCFiYgCjC9jIWAytXiQrsXEAlMYqW4o1cdGRaB1U3W+EACQECt1yWM3FCIKNPIC2zI1W9s1nCWPiAKUZSwUVIyFABDVUOI4UapOC5baWGAKI3K3EDXn2gcap6asqGaXPCIKPJMGZCIxRvr3Z3cMVK21XY61NfUG1Ks4AxURkTsmDchEl+ZSJffTV3RVLRYu2lqAv89JY6Omf7VTtckl1MQCUxgxbWFSU0LDpA9lVbWqDB4kIvJUnUHqi5KerF5ruzyGCQDySypUOw4RkadSVWpZ8uWyNmpigSmMVNdJLUyx0ep+7Cv3nwIgtWgNm7MmKGsSiCi01Ta0+KhZgfR9bqHx35e+tY6xkIgCjtxjWK1Y6OvJJdTCAlMYkQcey2uDqKFIp8fsXw4YHxuCtCaBiEKXwSCiof5ItS7KRTo9nvqusVaVsZCIAlFtvVx5pE4s9PXkEmphgSmM+KKFKVRqEogodMmxEGCtKhGFt5qGAlOcSnlDeXIJucyk9uQSamGBKYzIMzWpVYsAhE5NAhGFrmqTdUDUKjAxFhJRMGjskqde3nDSgExc1SsNAPCPi7JVm1xCTSwwhRE5k6BWLQLg2yl7iYjcIc8YGhUhICpS3VpVGWMhEQUiuYVJ7fHtzRJiAUC1mKu24Ew1ucUXLUyAVJOQ1jQOAPDB1H5BWZNARKHLVzOGThqQic6pTQAAr13fi7GQiAKOsUueynnDOOPCtcG5Lh0LTGHEV5kEANDGRQMA4qOjVD8WEZErGsdzqptBAACtRlrwSe3174iI3GHskqdyC5O8kHeVSZfoYMICUxiRMwm++OE2Ll5bw8VriSiwNM4Yqv5PIGMhEQWqunqDcXIatSvTNTHS/qtqWGCiACdnEnzRwhTfsHhtJTMJRBRgfNnCJC/krQ/STAIRha4qkxlD1a5Ml1uY9LXBGQtZYAojxkyCD2tVK5lJIKIA0zieU/1YqGEsJKIAVW1SeIlReTKGOBaYKFicragBANRZLg6igoTYhham6uD8YhBR6JJb22vrDaovJJtgLDCxtZ2IAotckR4VIeDUhSpVjyVXHgVrazsLTGFi0dYCfLW5AADw5eYCLNpaoOrx2G+fiALV2oOnAQBHz1Rg2Jw1qsZDjbF7cnBmEogodC3ZcQKAVJGueiyUJ31gCxMFqiKdHrOW7IHcriQCeHLJXlVrVtklj4gCUZFOjy83N2YKDKK68TCeLUxEFICKdHq8sfKQ8bHasZBjmCjg5ZVUwLIXXr0oIr+kUrVjctIHIgpEeSUVsOyUrGY8ZOUREQWivJIKiD7MG8bFsMBEAS47JQERgvlzkYKArJR41Y6ZECt9Mf4uqVR9jAARkbOyUxJgEQ5VjYdy5dHxc3rGQiIKGNkpCRB8mDeUW5h0lXVBGQtZYAoDaVoNZk/MMT4WBOCViT2QptWodsz9hWUAgPVHSlTvF0tE5Kw0rQbjeqQaH0cKgqrxcPeJ8wCAHQWljIVEFDDStBrcPizb+FjtWLj6L2nsaFlVbVDGQhaYwsSkAZno17YpAOC5q7ph0oBM1Y5VpNPj+9xC42O1+8USEbmic2oiAGBM15bYMHOUavGwSKfHoq3HjY8ZC4kokAzObgYA6NAyQfVY+OaKg8bHwRgLWWAKI3Jf1VQVW5YA348RICJyhTyVbmazBFVb2hkLiSiQybGwRZM41WOhr8fSexsLTGHEVwvX+rpfLBGRK4wL10YzFhJR+JKn+PZFLPT1WHpvY4EpjDQWmCJVPU6aVoN7R7Y3Pla7XywRkSuq6qRMQpwPYuEjozsaHzMWElEg8VVFeppWg1eubRxLH+GDsfTexgJTGJFrEuJUrkkAgKt7tQYAJMVFq9ovlojIVb5qYQKAiX3TAQAxkRGMhUQUUOQCU1y0upVHADB5YCY0DTF30T2Dgy4WssAURnzVwgQACQ1T6dYZDEFVg0BEoa+6oYVJ7VpVANA0rD1SU29Aq8Q41Y9HROQsY5c8H8RCAEiIlfKGiXHRPjmeN7HAFEaqfdRXFQDiYxsXazRYjvQjIvKjqlrf1arKlUdA8C7YSEShyZcV6UBjzNUH4ULeLDCFkSofNr0yk0BEgcqXLUxx0RHGiR8qgzCTQEShS46FvhiqATQuXhuM+UIWmMKEKIqo8dHgPoCZBCIKXL6sVRUEAfHRcot7nerHIyJylnE8p49amOQuylUsMFGgkjMIgG8KTMwkEFGgqvbhBDgAoGlocWflEREFEl+2tgOmXfIMDrYMPCwwhQm5FgHwTZc8AIhvGNxXUc1MAhEFDl/320+IZeUREQUeX84YCpgUmNjCRIFKrkUQAERZrh6mkoQYZhKIKPAYC0w+7rfPFiYiCiTGNel8VJEuTyvOLnkUsOQMQkyk1F3OF6IipdvrRKneJ8cjInKGcU06H7UwRTfEwpOMhUQUQBrHMPm28ogFJgpY8s0ZE+mbwtKirQU4crocAPDPRblYtLXAJ8clInLEly1Mi7YWYM9JHQBg1pI9jIVEFDB83T1ZnvSB04pTwDJO+iACRTp1azmLdHrMWrLH+FgE8OSSvaofl4jIGdU+WqyRsZCIAlmVjyfAkbv+HTldHnRxkAWmMPHTnkIAwIVaEcPmrFG1ljOvpAKWa9XWiyLySypVOyYRkbN8tSYdYyERBTJftzDllVQAAL7fVah6XtTbWGAKA0U6PT5Yd8z42CCqW8uZnZIAy3klIgUBWSnxqhyPiMhZdfUG1DeUYs5X1qh6LMZCIgpk5dW1Zv9XU5FOj3UHzxgfq50X9TYWmMJAXkkFRB/WcqZpNZg9MQdyPkEA8MrEHkjTalQ5HhGRs77c3Fijefl/1qtaw8lYSESBatHWAuQ15AMf+lr9seZ5JRWwyIoGVYs7C0xhIDslAZZTPahdyzlpQCZuGpwJAJg8IAOTBmSqdiwiImcU6fR47od9xse+qOGcNCATD4xqDwAY2z2VsZCI/M5qfKUPYqE/8qLexAJTGEjTajBpQIbxcaQg+KSWs1VinPQPH01jTkRkj7/GFLVJljIEdYbgW92eiEKPP2JhmlaDWwY3Vhj5Ki/qLUFVYPr9999x1VVXoXXr1hAEAUuXLvV3koJGv7bJAID2yZHYMHOUT2o5443TR3LhWiLyP3+NKUqMiwIAlFUxFhKR//krFl7eIw0A0KZpnM/yot4SVAWmiooK9OrVC++9956/kxJ0auqlms3kuEiflebjY6RMQkUQzrdPRKEnTavBQ5d0ND72VQ1nYlw0AOACC0xEFADStBq8cm2O8XGE4JvxlXIsrDcgaFqWZFH+ToArLr/8clx++eX+TkZQqmmYOtJHU+0DABJipRamSrYwEVGAuLhLS7y9+jC0sQKWPzrKJz/aSXILk179maiIiJwxsW86ZjaMY1r+yAh0apWo+jEbW9uDLxY6VWB65513XN7x7bffjsRE9S++PdXV1aiurjY+Lisr82Nq/KuxwOS78URyC1OxrgpFOr3qGZMinR7b8s9BEAT0a5scdLUXRKQ+edHahOgIn8UIuVa1tKKasZCIAkJVXWPvn7bNfTPxglxgqqypR129AVGR6tbi7zpeii355zAwqxl6ZSR7tC+nCkyPPPII0tPTERnp3MJWx48fx5VXXun3AtPs2bPx/PPPWz2/bds2JCQk+CFF/nM0XxrIZ6irwebNm31yzKV7yqVjn6nA0Nlr8I8+TXBJVpwqx1qTX4UPd5YbHwuAzeOVlpb67BoEqnC/BuF+/kD4XoPcU9LaS5Go99n5/3hYmnmqstbAWBhAwv38AV4DIHyvwfmqxklodm7bCsEHE3TVmcw0sW7jZjSJUa/ANHf7BawraGw0GZkZi/v7WZdLKioqnNqf013ytm3bhpYtWzq1rb8LSrJZs2bh0UcfNT4uKytDRkYG+vfvj6SkJD+mzPc26A4CB44gQROLQYMGqX68Ip0ePy9dY3wsAvg4twLTxg30em1nkU6Pj75bY/acCGB+brni8TZv3uyTaxDIwv0ahPv5A+F7DXT7ioGN2xEXHeWzWPgFY2FACvfzB3gNgPC9BidKK4Ff1iI6Ahg8eLDPjhv708+orhPRNLMz+rVtpsoxdh0vxbrvNpo9t66gGo9e1c+qpcnZ3mdOFe2effZZNGnSxMlkAk8++SSaNVPnIrgiNjYWSUlJZn/hytdd8ny5WO6CDXlWi6EB0horwbIgGhH5RrUcCyN9Fwt9NX2v0sKQAGMhEVmTY2GMj2IhIC2WW10nRanrP/hTtcVy5/9+zMbzeW7v06kWpmeffdalnc6aNcutxJB6qn086YM8ZaVpRkGNKSuLdHrMX2/7C1BZE3wDC4lIPVUNY5hinOth7jFnYmGRTo+V+4tRUl6D0V1amtWAyuOR/j5XiZo6g9Xrpuwt4cBYSESmGmOhbwpMthbLHdGphVdb24t0evy4p1jxtZ/2FOEpN8eROt0lr3fv3rjrrrtw8803IznZs4FT7iovL8eRI0eMj/Py8pCbm4tmzZohMzN45nL3B3la8SgffTHkKSvlGVjkKStPl1Xhx92FXhmAB9iuUZXd9dl2zLkuJ6jm+ici9VT7uLU9TavB7Ik5mLHYPBbKP9iLthYYXwOAd1YfweU9UjHvln5Wr1m+DjQWtn7ddwp/HDlrMx2MhURkytcV6fZa250pwOw6XopVB06hps6AmnoRMZECaupFNE+IQVZKgnGCmwUbbFeiiwDeXX0Er0zMsbmNLU4XmAYNGoR///vfePzxxzFhwgTcddddGD16tMsH9MS2bdswatQo42N5fNJtt92GhQsX+jQtwcYf04pPHpiJt1YewqkL1fjo1v74ZU+R2Y//dX3b4I0be3t0jAQH1cQigFlL9ni9BoOIgpM/uqFMGpCJZbmF+OPoWTw+toux0FKk01sViADgl73FeO77vVj459+K+/tlbzFe//UvZDSLV3y/EsZCIjJVXevbWOhJz6PHvsnF4h0n7W4jAJh5eRd8ZKfXEQB8uaUAbVPicc+I9s4k28jp7POHH36I4uJifPTRRzh16hQuu+wyZGVl4YUXXkBBgTp9EC1dfPHFEEXR6o+FJcfkAlOUD6cVB4CWSdLMTD/tOml1sy/ecRK7jpd6tH9nFsVl/30ikvm6S54sPVnKFBw9U44inTRr3va/bcc/W4Ul2XtrjzpdWJIxFhKRTJ5WPNpHsVBubTfNhT4xrrNVBU6RTo+NR0uMcXLX8VKHhSVAqhSa/ctfTqVlzs9/GffvLJfaG+Li4jB16lSsWbMGR44cwdSpU/HJJ5+gXbt2GDt2LL755huXDk6+448WJum40hfyu9wixdc9GYAHAHtO6BxuIwBeHztFRMHJ113yZKcvVAEA/rf9BIbNWYNFWwuw8UiJT9MAALtPnvf5MYko8MgtTL6MhZMGZOLyHqnGx68u/8ts4odFWwswbM4a3DR/szFO/nvpXq+nQwSwYEO+S+9xukuepezsbLz44ot44YUXsHjxYtxzzz1YtWoVbrzxRnd3SSqSxzD58otRpNPj4Klyu9v8uKcI8d/uQnJCNEorawERSE6INuufqvR/edtvd5xwmA4RwP5CHbuhEBGqfVyrCkix8LeDZ4yPDSJcbh3yltk//4Wre7VmPCQKc3Is9GX35CKdHr/sa5yQQY6FJReqMbxjCmYu2WOcYVntOPnR+mO4omcqsrXO/Ri4XWACgLVr12LBggVYsmQJoqKicPfdd3uyO1KRsUueDzMJeSXOLQb2zXbHhR5P3fnZdq+MmSKi4ObrfvuA48lp1HDTwAx8ueW44msz/rcbn98ZfuvOEFEjYyz0Yc8jpSVnAOC1FYfw2opDqhxzRMcU/H5YuTV/wvsb8czYLKf243KBqaCgAAsXLsTChQuRn5+Piy66CHPnzsUNN9wAjYY1VoHK1+swAY4nZFCDfHZKmZPFO06id0ZTROhqcXrXSQiCgIxkDSpq6pGdkgBA+jJnpySw9pUoRBlbmEIwFt4yKAND2qegb1tpBtKvthxXjIW/Hy7B+2sOIzuiHkU6PfJKKpAQE4ldJ86jpLwGvdK10MREuRUL5f0xjhIFtsbWdt/FQjmv5amreqVCq4nGfzcpVwrJBACvXt8T+wt1uPOz7VaviwCeXbbfqWM6XWD68ssvsWDBAqxduxatWrXCrbfeijvvvBMdOnRwdhfkR9X1vh/D5MyEDN5290XtAIg2Z0l5+vt9Df/KNXvetKAVIQCzJ3L6XaJQ1NjC5LtjeiMW9myThN0nba9IP6JjCl66tqfZc3Ouy7HZpUWuzRWWr7HZ+uVqLFy0tQCzluyBQWQcJQp0/pgxNE2rwZU5qTbXSXLGiI4peHeKtKxCTpumdrvtXZGThjStxukeT/Y4XWCaNm0arrjiCixduhTjx49HRISPZw8gj5RXSYsWVtb6rmNIdkoCBCi39qjlip6paJkU53BaSUumaZT7zXZJTQQArDpwCrFRkcZ5/gHrlih5LZS8kkqrNQHk18O11jWcz50CT6m+BgBQWx9csfDhMR0Va0hlr17f0+q5SQMykdIkxu777KXJIAIzG2Jhy6Q4Y0tUwblK/H2uEmfLa9AuJQFjurUCAGNhSX7vrMXSNOYAsC3/HARBMIuLROQ/Zxomoqm3XBxJZXePaOdRgck01jmKcXePyAbgnRjsdIHpxIkTaNmypQeHIn9ZtLUAR89Ipev3t5cjI6vAJ7V+aVoN5lyXg5mL9xhvUkEA+mQ0xY6C86ocs7LGgDStBq/aqVl11jXvb3S4zdD2zdGpVRMs3Kg8BfCE3mk4U15jtqDkhN5p6NAq0SyzYa/glZGsUcygOJvpMF3sLTY6EqO7+O57bFrjLK+RcM9I19Y+IPKWRVsLsPYvafKFbw7o0Xer/2Khpev6tkHzhBiblT3xMdGKcU2A1JJkKx6M7pqKizqmYL2NPvyOiHAcC5/+fh+6pyVaLUppADD14804csa8dveaXq0xc3wXnC6rslkhZatgpnSeSjHOGwuje1uRTs+CIwWERVsL8FHDLMUbT9ZgkY9iIQD0ykjGdX3bODVVuKUrG1qMTI3umqq4v+v6tjHGATkGe5IvFERRafiVuWXLluHyyy9HdHS0Uzv9+eefMWrUqIAb01RWVgatVgudToekpCR/J8cninR6DJuzxmqhsA0zR/ksWBfp9NieXwpBAPo2/EjsOl6KNQdOo7q+HjV1ImKiBJRWSK1gyQnRxueU/l9TX6/YbzVCAP6YeYnxvFYfKLZbsxpIXr1OWnXalS/zq9c57u5ia7G3kZmx+Oz+Ma4l0kVK9x4AzBrfxeUF47xt8+bNGDQovAe9h9s1CKRY+Pe5Cpwtr0FMlIDYqEhc0pDBL9LpMXS2dRc509hWpNNj1f5TyCupQLsWCRjd1XHlSZFOjyGz16h3Yl7kqBbYMu7ZinHOTPLjy+/Aoq0F5pWHkAq6/u6yGG5xQEm4XYNAiIWAVNHx8e/H8IMLrU3fPzDUZmXIruOl+H5nISAA1/RurbjdruOlVhVAhupKHH/7RodlA6damK699loUFxejRYsWzmyOyZMnIzc3F+3atXNqe1JPXkmFVYa1XhSRX1Lpsy9GmlaDK3uZH6tXRrJHNYA5bZpatVzNnmhey+ppzaovuVPrMbOhu4utz9HeYm/rCqqx63ipqrWwSvceALz6C6c1Jt8L1Fho+bpSq7xpbEvTajB1SJbLx/3HRdkud1X2B0c1uKZxz16MW7zjJG4d0jYgWpqKdHqr1kURUhdGezGcSA2BEAsBKR/47s39EGNR6SEAmOigxcjW/hx933tlJLsdC50qMImiiGnTpiE2NtapnVZVVbmcEFJHdkoCIgRY1SQE+0KukwZkYkSnFlYtV5b+3/U9g6Zm1VXywmtPXtFV8fUt+efsvn/+73l472b1MhO2FhU2iPB5YCYKlljobGxz1e3Ds/HxhjzFSoxgYhr35v9+zO62asc4Z9maVp6xkPwh0GLhGzf2xq1D2mLNgdNokRRrbDX/19jOWLX/FErKq42t8N7gbix0qsB02223ubTTm2++OWy6vAW6NK0Gsyc29tsUALwysUdIBGhHtbXyNq86GDsQzD7ecAy3D89S/DwHZjWz+96f9hThKZ3e5r1gOlkD0DiuQJ6G3fJ9pv3zM5I1eHX5X4r7DcRMKoW+YIqFzsQ2d/Y5e2IOnlyyF/WOe+IHtI83SAtOOho47ijGOWI5YY3SGCT5ufP6WiTHx5g9L7/X1rTyEQIYC8nn5Fgg54sCIRYqtQ6505ruDHdjoVMFpgULFridMPK/SQMy8eSSPagXgZcu1vq9z7SvmdbYntfXIC8vD327d0ZcdATySyqRpInCiXN6xDTMuf7dzpM4ctrzKSh9wV4N5ed/Kk9EIbPXQmU5WYO8vcxyymDL/vm2RAj+D8wUviYNyMS8344i/2wlHh7QJGxjYX5JJSpravHzpn1olyVdg5o6Ay7p0hItk+KwPV+aRGFpbqFbx9FER0DfMH27Ggyi1HrkiKNWeHssp0i/tk8bLNlx0mwM0sS+5s+ZPv/dzpPG9941PFvxGHcNb8dYSH4xaUAmVu0/jZUHTmFiF01Yx0JDdTmGv+34PS4vXEvBx2AQIc+g2zLe94vJBgLTGtvNwikM6tna5rYPjOponJRCbh4GYBysXVNnQJPYKLz8s3ULir0By2pNsV5ZU4sfLBbiPVla6dQMNPPXH8OgdsnIPX4esVGRgAAUnK3Et9tOGNNqqyvJjMV7UFNnQOumcU6PwXrmim5hF5gpsMj3czNN+MZCOZPepOxvDBrU0WqbK3tpcGWv1phxeRezuJeerMGJc3q0SIpFThstJry/UTE+fP2PwU7NMuqJH/cUObXdR+uPIaN5Y6FEbgU6XVaFHw9Xojyp2LhILyC1pOtr6swqgAwirOKpCOvnlJ43iLA5XuKKnqlOnQORGqIa1l/SxobnMkFyLCwrc25COxaYwkBNfWNNny8Xrg1mSs3Dll1kkjTRVoOz50yUZruz9bzcBBwBacpde5wtYHkyE6Do4fsbFwJ2zvM/7YcmNpKFJvKbmjp5EW/fLdYYrBx1DVSaoGLOxBz0yki26gotv7Yl75xb0wk7w9bivk8vtR2n/m+vFP+UWtLVdu3cjVzcl/yGsdA1LDCFAXk1ZwCI9uGKzqHO3uBse8/nl1QiPibCZu2s7OPb+kFfY8B5fQ2S42OQnqxRvdZWbaIoFRo5MxT5S21DBVIUK488Zi8G2npt0oBMswHeOW20qKwxoLKmFruP6xATHQGtRqrxdTXuTR3SFo//z711VvwxqsvAeEh+VMNY6BIWmMJAjUmBieUl77JVA2vvefmH8W4HU1vGx0RjdNfmZs9dmeN4oLMttmpffc0f05cSyeQKpCjWqnqFvVYoW6/Zmv53dFflLmrOxj2dvs7hNoGG8ZD8hS1MrmG5MgzItQgxUREQBH4xAsXtNgYCA7ZnT7p7hPtrm704oQcC4dPnLHnkT3ILU3R4DmEKSs7EvQgBGJDl/ynEXcV4SP7C1nbXON3C9MILLyg+r9Vq0blzZ1x22WWIiOBVD0RyLUJsJD+fQCJPeW45YYIA60V4Zb0ykt1ajPcfF7VDr4xkzFE4ni8FwvSlFN5q2MIUdBzFPTlmerIopT9ECgLjIflNY5c8xkJnOF1g+u677xSfP3/+PE6ePInu3bvj119/RcuWLb2WOPIOOYMQw2qEgCP381+1/xTySirQrkWCcdE2W1xdjFcAcPvwLOPxUprEODXRwx3DstA1LdE45bo8ruBEaSU+WOdehmREpxQOcCa/qTeIxsUKOQFOcLEX9z6+rZ+xO9/tw7Mxf32eV8ck3TsyGzV1Ipo3iTHGQZ2+FmfLa9C8SQyymicgLjrCqbgqT+aTFBeFX/85goUl8pvaOulbwtZ25zhdYNq5c6fN14qKinDTTTfhySefxMcff+yVhJH3sMAU2FxdnM1Wy5QSeWYq0x/l0V1TMTIzFusKqq22FcXGWk97BZvslCZW6y4JAjCxj/W6JIDUVWZrfilq6/0xtJpIYjqek7WqwcVW3LuubxuzsU9pWo3V7H3ukuOns5U8SjMDTuzTBkt3FqJeFBEpCHji8s6Y/fNfqKypR2pSnIcpJHKfsYWJQzWc4pVJH9LS0vDSSy9h6tSp3tgdeVlNfT0AFphCiWnLVEl5NXqma40z6smS42PMZq0ydX+/RDx6VT+rtabySyqRlRLvsNbTcjFg02P9a2xns7VbLunSEmcrarB14TaUVdV690IQucC8wOTHhJBbLOPeJV1aKk4eoRSf0pM1ZrPxtUiKhXD+BLRp7fD3uQpja5HpDH224qej9FnODPivsZ2NsbWpJgazf/4LdQYRFTX1aBLLubfIP4zdk9nC5BSvfVPbtGmD06dPe2t35EXyrFAxHMMUUlxtmbKkNFOVK5kDV2YI3Jp/DgBwoSr4ZrGi0GG6Jh1nDA1OzsY9e7P3yS1SmzefwqBethcxd4fScU1nRxVFEdGRAmrrRRwsLkO/ts28enwiZ3EMk2u8loPetWsXsrKyvLU78iJ2ySN/S4qTam1ZYCJ/4oyh5G/fbDtu7Jp8/Qd/YtHWAj+niMJV47Tifk5IkHC6hamsTHn9Fp1Oh61bt+Kxxx7DXXfd5bWEkfewwET+lhgnhRqdvgaF5yvRuimn0SXfq2VrO/lRkU6PWUsax2BxIW/yp1q2MLnE6QJT06ZNbdbICYKAe+65B0888YTXEkbeY6xVZSaB/GTlfmnRyXoDMPzVtZjtwkBqIm8xbWEi8rW8kgrjLI0yLlxL/sIWJtc4XWBau3at4vNJSUno2LEjmjRp4rVEkXexhYn8qUinx/M/7Dc+NrBWlfzEmEHgACbyg+yUBEQIMCs0ceFa8geDQURdw43IFibnOF1gGjlypJrpIBXJkz7ERkUAMNjfmMjLWKtKgYItTORPaVoNZk9snBpdELiQN/mH6QQ4DIfO4WUKA2xhIn+Sa1VNsVaV/KHW2MLEWEj+MWlAJi5tWMbhoUs6smsy+UVtPdekcxV/NcJADQc6kx/JtaqyCNaqkp9wPCcFgmYJMQBYiUn+wzXpXMfLFAbYDYX8bdKATGQ3tCj9Z3Jv1qqSX9QyFlIA0MRIK4Xqa+r9nBIKV/LU9lERAiK4xIJTuMR0GCgprwZg3gRL5GvyWkyaaIYd8g+5VrWqth5n9Sw0kX/ERUsFpkoWmMhP5FgYGSHgrJ73oTP4ixHiFm0twMI/8gEAS3cWYk1+lX8TRGHLWKtay+BM/rHuUAkA4NCpcjywvJSLhpJfxDMWkp99n3sSgDQpGGOhc1yu6u3Tp4/iekyCICAuLg4dOnTAtGnTMGrUKK8kkNwnL5InT1AmApifW45p4/QcP0I+p4lmJoH8p0inx9dbGjMFIji9PfmHHAurGAvJD4p0ery56pDxMWOhc1xuYRo3bhyOHTuGhIQEjBo1ChdffDGaNGmCo0ePYsCAASgqKsKYMWPw/fffq5FecoHSdM4GEcgvqfRPgiisyS1MzCSQP+SVVMAiHBqntyfypTiOYSI/yiupgGhjqQ+yzeUWppKSEjz22GN4+umnzZ5/6aWX8Pfff2PFihV49tln8eKLL+Kaa67xWkLJdUqL5EUI4HTO5Bdyv31mEsgfslMSIABmhSZOb0/+wNZ28qfslAQIAswKTYyFjrncwvTNN99gypQpVs9PnjwZ33zzDQBgypQpOHjwoOepI4/I0znLHSgFAbi7dxM2uZJfaDjQmfwoTavBZd1bGR9zenvyFxaYyJ/StBpMG5plfMxY6ByXC0xxcXHYuHGj1fMbN25EXFwcAMBgMCA2Ntbz1JHHJg3IxEUdUwAAj4/tjEuy4vycIgpX8eySR37WuVUiAOCybq3w3thkTm9PfqGJkbJejIXkLwOzmgEAOrVqwljoJJe75D344IO49957sX37dgwYMACCIGDLli34+OOP8eSTTwIAfv31V/Tp08friSX3yJN0tEqMA+r8nBgKW6xVJX+T772slAQ017hxH+pOAueOAs3aA9o2Xk4dhQt5aYWz5dUo0nESJvK9qjop/rVMjENz3n5OcbnA9O9//xvZ2dl477338H//938AgM6dO2P+/Pm46aabAAD33nsv7rvvPu+mlNwm12LFRkewwER+w4HO5G9VtdLaI3HuLFy743Pgh4cB0QAIEcBV/wH63urlFFI42HBEmt7+5PkqDJuzBrMn5rCGn3zKGAujIwBwjU5nuLWC5M0334ybb77Z5usaDYurDvmwprK6YYGy2KhIVY9DZI/cwnS8tJK1quQXcuWRXHh3mu5kY2EJkP6/7GGg/Wi2NJFLinR6zPvtiPGxQeSUzuR7xlgYHQm3C0xh1uLu9sK1NTU1OHHiBAoKCsz+yAk7Pgfe7gF8dpX0/x2fq3q4xgIT1ykm/9l7UgcA2HTsHIbNWcOF8sjnqurkFiYXC0znjjYWlowMwOYPvJMwChtKy31wSmfytcYWJjcr0n2cjw0ELuegDx8+jIsuuggajQZt27ZFdnY2srOzkZWVhezsbDXSGFp0J4FlD5nXVP7wiPS8SqrNahKIfK9Ip8eSHY33uFyrWqTT+zFVFG6q3I2F0QnKz//5nqqxm0KPvNyHKU7pTL6mN8ZCNyrSbbW4h3gsdLlL3rRp0xAVFYUff/wRaWlpxgkFyEmb5wGWyyeK9cC5Y6o1aZq2MFWpcgQi++wtGspuKOQrVaaZhFoX3lhbofy8aFA1dlPoSdNq8NT4rnjxpwMAgEhO6Ux+YKxId2eoxrIHbbe4X/ai54kLUC4XmHJzc7F9+3Z06dJFjfSENt1JYON71s8LEUCzdt45xontwKHlQJNWQOfLAW0bVNc1TvrgdoHJW31V7e3HH/1hdSeBg78AZ48A8SlA83ZAxiDXjy/vp/wU0GkckN7Pu2n0Vz9hpWO7kZ72sTpcEfEnMnAKKUIZjompWCf2t1+rqjsJHN8MnD0GVJYAzTsY7+mAI6cVsH//yNtVngPim7l3rwWjAOnrnlB1CkMi/kLT2tauvbFZe+XnXYndasYIpWP5M2Z48r0NkHtFTZMGZhoLTKsfuxhZKTZaMC05G2ec3de5o4jRl7m/Dwpabre2n9gOHF2t/Nqf7wGD7g2c762XY4nLBaZu3bqhpKTE4wOHJaXWJQBoN8qjzKjRoqnAgWWNj39+DLj6XWhro9Ax4gQSqjpB5066N7wNrHq28fGlLwDDHm5Mr7MB/I93gJVPNzwQgKvfaZxlynQGKgDoNw0Y8YRyocpbPxhm6bFw9bvOz4C143OpxkX2+/8Duk4AJn3mftpM9228LgJw6fON115tSp9Js/bSveBKev54B61WPo33Y8yfFrEQwlFR+Trv+Fzqumr5ffn5MfP7T23OfB+t7iOLe1umeE42tlVTw3eoZf52IOGkcwU8wP3vm717+MR2oOBPIHNIYwFC6Tlv+OMdzD3zDCJiRIi/vIKCzncCgwY5997DK5Wfv+o/jdfEXrot75Hf/x/Q6ybg2nnSY2/GNX/HDE++t2ax1A/fDR+JiWzsBpWcEGNnSxNW19aJ62PrvvrjHWDlMwBE9AaAC9OUf28pZMljmDSuToDz57u2XwukFneTe9xbcdDlAtOrr76KJ554Aq+88gpycnIQHR1t9npSUpJHCQpZupPARhs32rG10utHV7s/be3qF8wLS7JlD2EFgMgYEeJns1Hb/WHnMwkA8Md/zAtLQMNNKACaps4H8D/+0/A+mSi9t/1oYzrNfmS3LwS2f2ZdqHL1B8PeeZmlx4KcNkdffN1J88KS7MBSYPWLwGgbBTJnyOPdjOcrNl77YQ+5v19nj21aWAKkz8SME+mxc50FQDqG5XW2Om8LvroGzkwjrXh+ovV52TwnhW3VZPIdygaAA4DzBTw3vm/27uHTB4BdXzZu20talsLqOblQ4YmGz0nOpgoQkXnwY+CPto7vI91J4Kd/Krxg0h39u/tsp9vWd2DXl8CAu4DT+7wX1/wdMzz53lrFUtH5OBxkoiMb752aOidmKFP8nXEQO2x9f/WlZvejACj/3lJIk9dhcmkyMN1JYN939rc59huQfZH7CfMGpfymF+KgywWmMWPGAABGjx5t9rwoihAEAfX1QbDGyrbPgH4TlYOM3KWtthqIjpW6TiSmNtYyXyi2fl2uTTStzWnaFijc2djVq9JOq5xoAI5vURhE9xDQsrv5fpS6jOlOAuvfsLVzyLFZEA3I3vs2cOnd0vtt1Z7LXUcKc4Hc/1PerfFmNP1xtBHAdSdtZJpF6bwhQvlH1kGhytUf1IbPNr0gD8j/1sHGDWnTXtt4DkrdTM4dtb2L9a8D/e+Q0qZ0X1nWQlt2pzy+GYrXZeXTwMmdQGIrIOcG8/0ofabyfiNjpfsnOh5tDn0PCHvMu8qYvldxVjAbVj0L9LhO+m6Y1rDb/NxNyDVSgPmxbWW6jNfgGemY9lpmTe/j2CbW10pm672OppHWnQRWPmu9P6XzqiixfU5K18D0GJY1xO62RtgrtC17CKirAfTngfpqoE0/z79vgP172JJpgcP0uQF3Nd5P7rS+2/icBEC6d1M6ST/ygPI9YvO7IEoT9iS0tE77ri+BbtcAqTm27xEAOPwrsO7/waPrbHpd7F3vtsOcv/+diVeW73Xqe/u07e+tfE+bkX8jBjr32dv6LpvG7ogYwFADxKeg2bl6QJduv5XQstu2pqn0vGWXWnvHrjwnPdafBypLIMSn4OroMmyp7WDsMm/3/ce3KJ+vrRp9xe+6qFy5Z/q66e+3Unf1pm2l8XzOfA5Kv5eAdI7RCcD5v21323R0bHv5MED6HPd8C1SXA617Ozx2jD7VPO0+PLbXz1vp/jW9rxo+m27njmEzWtrvkmf5Xnv5Hdn6NxrzPfZ+l8tPSb8zuhPS+SpdC3v5U6X3yK/birlyXsUybUKi4/OCGwWmtWvXuvoWr5o7dy5ee+01FBUVoXv37nj77bdx0UUulmZXPgX8/m/rbleWtYSA1HXCHrlrRdsh9mvXHFnzosKPsgh8fInCxhY1kM7cxMZ3itLAvJSOyrXnlt3LbHKQ+TO9gTc7qCHe+rH942z+AHYLVc4MNDT5bJ3OauWtA3pca7+bSdcJ9vex+QMps6x0X5nWQlveez8/JmVwbNm/pGH/8xr3o9Qi8vefihnRdAA4+qWx2yYA8/eOec7+eZkSDdI9Y9qvuddNUkB0xtaPpdZRl45t8rkrnTdgfR+bXiuZrVakzfMcD2q1m0EUpIqOz69u7BplixBhvq3ZOVjUEPeaAuz6yvw5Z2uF7aZXlO4Fh5z8vnnTn+8B7Ue53/pu77xFA/DVpMbHSvdI4U7b+xbrbXdR+WoSMPRB28cGgHN5Nl538jpb3r+ZQ2xv+/Foq3ulxfFfgOX/cRwzLOOV0rGdjRnLHgSmLrF+f4aNtG+dDyy+w/FnbzMO2P5d7ggAu2ZL18XyvI2/6/Z+Dxu+f4DLx34nEjBECDi7uxpIjHX5/UaFO61r9G11/3dE/v0+utr+eTv6HGz9XkKwnS7T3yKn8iAmTO9Py9/S3P9zeOzeAJDkn2Ordt7y/Wt6X/WcbPz9uAfA3bECdhQ9j/rWg633rfR90pc6kSg7eUxH52grP2Ivfyq/xyw/7CB/atmba9QcJ84LEERRdDOH73uLFi3C1KlTMXfuXAwbNgwffvghPv74Y+zfvx+ZmZkO319WVgatVgvdzEQkxTZkYMa/IZVQLxTbKJw4y84XQi13rWmseX2ruwvHFwBBsMgQRgB3rfLwGiik6/hm4H932E7blEXmGRZb6QVs70OIAB7ZK/1baQIHtz9bAbhrtZTRUOuzvWuN9H9Pr/uURcDXUyw+UxfuSSHC/fd6nbPHbvh8PhljfS/bW4hv6MPYGTMQffr0kdaPcPV7cP0C6b4CFN5vmjzLa2rDpS8Aq55TOAdblQQKx7lzlVRzCZjXepvWOCamuhgn7BxP/r45ahEDgLe6eXY8pXglRAKP7FFOA2B+3oDr369RTzfW7lrdX6Yc3GsO2bnXTa+zrdp6e/efLVMWAZ3HAbqTEN/qLlWiOZMeABj6MDDoHhvHdiFmXDMX+P4B57c3EwH80+L+s5keuHkMFynGT+eOLUKAIAAwy4q58v2PBO5cKX3/5Zasn//l3HuVOPWb3GD8G42t0nJvHI9ijIe/O9fMBb6/PwiP7SEPjm1ABPYPfhs90htaWWz+tinlG20RGi6n5T3tZKxS+j5N+dr+fens7/KURcDXk83SVlYtQjvnAnQ6nd1hRS4XmH7//Xe7r48YMcKV3blk0KBB6Nu3L+bNa6zl6tq1KyZMmIDZs2c7fL9igQkAIADdJzjumxlwTGq3XK2ZUNK6j/3aVGfd9iNQmmc9BsaKIDVZe+OYQx8CNr7j/WN0v1bd+6L7ROlaeXoN+t8JbPvEO2lSkUGE1RokHnHz8xEBCEMfVB5X6Mz3QK71OvYbsHexy8c32REwdLrt8Y3u7tNWjXltBbD/e88PMfQhqeXHqRYxha523qCUhr63Wte0th9te1Ynj9Ng4x7y2v4fati/ws+0J+fV6yag9xRp0Ul3pHQBSv5y773e0H60NPZX/uyHPKDu5xBOPPnNU/O75oxWOcCpPf45dqfLgUO/BOWxRZj2gXDxN6nTOKmbYCCQfwfyNgB7Filvo3B/q1ZgioiwHiBmuhaTWmOYampqEB8fj2+//RbXXnut8fmHH34Yubm5WLdundV7qqurUV1dbXxcVlaGjIwMhQJTkHO2JtsX5Noub7fK2D1Hf7aGOOKjtPmzdstJIoDnq27Cs7FfIjSWb7NXC+zK5+7L+9cbx1I6bxdqxF1mI81WMSECmPKVYi2kCMGiJcUL6YlLBm5Z7KAFytH1dlTrquK9cc1ciN/fb6+zKPmAeWY1EATy72kAC9IWJlGEwu+xky2kauX3PGLvt0g53jpbYHJhegxJaWmp2d/p06exfPlyDBgwACtWrHB1d04rKSlBfX09WrVqZfZ8q1atUFxcrPie2bNnQ6vVGv8yMjLsHsPdj9vV94kAzrS+1HI4pvtcLCypdVuLAI51fwiFq+Z6dBTLd4oQUJGQqfi6CKDS5DX3jiegMOt6j/ahvN8InGk9RvUwIgI4v0G5dSlQQpgI4FTapTgYke1yYUmEYPV9ceZ46jMoHkkEcL55Xxf2o5xadc7Bs72KiMD55n0U9qN8LTwlfTevs/Gi9Rgz3fKXFTfVRzYO6vWkE7qICJxt1TBepKoU4sejoWva3eR1mP37grar1XOi8d8CjvV4GNWxKTaOZblH79L9/oFiRt1bR5TO758uf3d9TfqcuqmSRkf7FEX3Ckum95AnaaiKa6XwrOjRtfD0Ovr7/e4e88zW74Ly2Mq/xyIqE9JtHk/6fwSOdX8Im0/WoSRtpNXr9t6rLtu/y4VZEz3as8sFJtMCiFarRUpKCi699FL8v//3//DEE094lBhnCBafrjw7n5JZs2ZBp9MZ/44fP25/3+6myY3tW4y8C4J5I6iqTDMJah1LSGiFdoOvQuv8/3myFwhTFsG8gVhEQnm+yWOY/Tu+4m/PjnfXarS+9gV45coIjV8p4bpP0KJoteqfrQCg6dntNl/z2lHGvwmMegYYdJ+tKGvn3QJSbnwLeYZU1LsYNQUIaDHpPxDuWgNnz8ifNbZC22FoenaH5/vxQlq8Tbhhgc17TZXjdb8Wrcc4X3OqLd2t+LymvgwAsLhumFOZTEXRCRCmfIXmpzc0pg8itKUNXYDSekMw/f4DSNTtt4hXERAaJnMRet+MdpfejVg09IIYdJ/Z4dT+/G1dK28dV4CAdpfeLX13A+luzpkMiw5IVp+Ttzjap7st7UJcU+n/l73k8Cj2Xo275SvF74Mn18LT6+jv97t7zBaFK0Pq2PEVyvll+TjCLf9Du+ufw6Au6Ugp/t3qdXvvVZ/CPd2ktUu/JUpcLjDZ0qJFCxw8eNBbu7OSkpKCyMhIq9ak06dPW7U6yWJjY5GUlGT253NJNlq1Dq+AKuVtIaJhPZPGG8ag2OTqhPRBUpMrAKdulYpTnk1eIDSMvYiJh5p1EcYfCCFSOl56P2nAuDwezG2CNAuNTJ7ZyVuMmTGvfW2dPbB0bQbeCYx8DLh8DtBziov7EBF1Ph9nIlLwcf0VLr63YWab9H7SVM1qS+tt8sDBFyehhcmmDZ/LhWIETtuel307zbXtW+W4d5z4hlaXfUsaunt4Rv4Ur438AxGCm59NbQXw1WTb3+miXCe+7wagplz6Z+5/pQkxqi9Ijzd/4F66bGk/umHGKX8VVhq+t85MN26pSarjbdyV1hOeTUrgCQ/fLwjS73vVeenxin8DLd2cVGXoQ0B6P5S0HuPMgd07hlfYOrbQuHabz4/t6W4FIK2Pf47tLV9cL81a58oSJL5i+rssX8fyQo9/S1yeVnz3bvNaKVEUUVRUhDlz5qBXr14eJcaemJgY9OvXDytXrjQbw7Ry5Upcc42LmajrFwA/3OF4uymLpFmfyk8ByW2lWWgSWkmZa0ezyIyYAXQaK/1bqRDRpp/9QfqW/fOFSGDyl46PK4rSVJKX/BulBzfgqaV7UWmIxoLYN1wvNJ3cJvVPra0EouMd9NX3AlFsXHNJxX7UB/s8hy49+wHN2pnPrNX3VmlNFadm7VNI25SvpZnqjDwd22L6toaZ0Dz9LEY9A2iaQvz5URfCsSitBybTnWyYmtRF0fGIiazAgtpx+EfUT84fX4iQPivdSeXFmZ0xZRGQ/yfw59uOty3KNXng4LOqONP474xB0sxszkzz3+4S4Ngax9upyL2xEy7eu6f3Sf9v0gooP+38+83WrfNeHIgQPB0z4mlaBKBIuWXH6/Hu6nel+NZ+NHBwecP0xq427zbEnX3LnPvuWL63WTv5gWvHLj/l+nucSlMkkDnY/XG/U76W4tDPj7pz8IaZvibDrfMa/6Y0gdEnpgUcsfE75pIIYNC9gO4kUgodTNIgCMCdq4HzBdJMjWtfcO1QQgQw+SugcAcQEWu+jlXTTMeVrFO+Bmr10gyA+vNA5RmgeUdppscLxfYnlbF37GiN/d964+yjBdbHlj8He/eQnGdz57wtjw2YrJHXV2FGXAXdrgNiEgBNM+DP/8D0nvPKuDnRIK1Dd+dKuP1dbciPuBWb7Kk4beMFz47hcoGpd+/eEAQBlnNFDB48GJ9++qlHiXHk0UcfxdSpU9G/f38MGTIEH330EQoKCnDvvfe6tqOOlzo3u1FMglSrbinP/kyB6D4RuOTJxse9brKeraqpvfFUAjDm+YaphuulL95Vb0sBwmG6RekmfmQPkgdOQsLfXVC681f3WpjEeimDLq/xMOY5xwuR2iMIwBAHs68c3wJkDHT/GE4wRMfbXok6Jt7+m7tPlNaEMZ0NTBCAqxpaxhwFsX7TgO0LXE2ydN1MF6hz97PIHAhkX4Si/Rtd6zp5fFPj8d2pMQaA2krERkeguLY5Tl/8Glr99rhz7+s2Qcr45f3ufoE9JgHoNNr1TB8ApwfAFvzp/C6PrXUjHUFI/ryS0oGeNwbETGY2Q2HrvlLmRk1Zw4H89eoeQ45HcmWQtg3QoiPc+s72vU363tdWuP7dkb+3gBtxT2yYBfF96XfIW8Y8J52Pu/EzJqHhWrph6IMNv+FuzIo59CEpL+JuDOw4Fjiyyjw/0RBTBUdTPYuQpguX439iC9fWnBwyXTrvzuOsX3OUlwKka670XsDxbH7dJrh/bPk3V2nBZsDxPTTmOf8de+hD5mu4tWgv5QvFegARjj9zZ8l5RHdnem3Ij+B8npu/Dc4U1Jy5T+0s3mvC5QJTXl6e2eOIiAi0aNECcXFxru7KZZMmTcLZs2fxwgsvoKioCD169MDPP/+Mtm3bur6zQffZ/4DMascsNGsPux/UkOnmj6+dJ61Wf3wTkDG4cY0im/sQpamNH9kjdWkwbQkZdF/Dj4idG16sNy4e2zUtCeu3p8IANzpyCZHm16C1oyZkG0Y907AmUkNBaON7sHsTu5shN7Lz2QgRqI5vbfutzny26f2kWlt59fWMgY0rRzuqucweCWxfaHv/yomWagNNufNZmNzTp7KuReu/lzj/45thsrCdo2tk59gxkQcAACWdJqFVnyukmu+zh4H4FrZrLuXvU7P27tUMe1LTDUjbX79QWgvH0SLMTvF07R7v8GmHj8LtQPdroGbLsbPqYePncfzr0v+PbwIunAI2/kd5B0IkkDEAKNjk+sGHTAfyN0CVazD+Tan2Wo5Hptz97mSPbHy/q5+d6e9g9gjXCkxCQwvIoHul37KaCufXBrJHjpsexk/X72OTGO4o72Hvve5+ju1GAle+ZZ2faNYeosMMtGi+GH3fW81//yrP2ln0WuG3y5S8hpYt9vJhgP2FmgHrvJjTx3aQbsDxPWTvdbWPbfl++TM7dwyIjof48SXeif9yHtHlexrmn60774cgrcNYmOtmi2+D6xcC2q7AnK4ON3U5D922bVuzv4yMDJ8UlmT3338/8vPzUV1dje3bt7u/7pO2jbRgpCJBmsvd8kfH7L3PK7/WbYJyrUB6P2mtCPk1e/uQbyRtG6n0bZoObRvHK6qbFHTKqmpRjOZYnurGYLcxz5kf2/ij6QoB6D0Z6HGttC975w1B+rF3dBwhArjoX7b3cfU7tj/bMc+jRtNC+TXA+c9W20Y6J/m85OfsfTZCpHR+9sZKdRwLs3OXx3VZ3ovRCbb3oXhs83u6RtNCeiyPURMiga4TlN9reU/bHe8lAJe+aH0ODceOjZZCTnWdQdrPwDulMVEjTVb4NtXrJvNr7ujet0qOyXnbvffs7SNC+tyGemGtMyESuPQ5mE4O4i8iIqTP1lSvm6zHBaT29s4BVz3f8L20uDcsxlxCEICcG71zTAuiCCxtfg/Q6ybz7K58n8lxWl6cVcnwfwIFm228KNiOTd0mAKk5sJvR7jjW9n5tfT8B6Ts38E7zeGTKne+OHI/l91/9Dhx+djLT7y3QsKCks78dFt/Z7IukWnpPx6uYZtAcZdSVjHm+MU2W10KWPkjpwOYxvCHvoXgXmI2ftPFelz9HSBVeNvITBZ0dDE9QKrSY/v51vhzKn62N3y7L/SjFfcDqN0tRej/b94XlPej0sZ1IN+D4NzjaTm8VVY9t43smf/7p/XB68FMezRZqJOcR7eWnre5pWH+29u4DWy56TPp8B94p/dsme3GnIcZp7VSim3C5hQkAVq9ejdWrV+P06dMwGMxrJtTuludVwx4GIDQ0bTbcPf1uB0Y87viGld+76tmG2h4BuOhRYLQLzfxKx3cmSNitXRAam9sBXKiqAwDsansrxuekQVz5DAS5B2vO9cCeb50/jvxDYdkcb7eboEXtFKB83oB5oLDXxNttAjD6aSBO6+CzMz2GIGWWhz0EbLaV2bFInzufrb3PpuckKW1ybc+Su4G//2h8vesEYNJnUkuVZeuVpdoK++kY/6Y0CUdEbGPrnuV+TGud5AL6H+84d97ye39/zaTFLAK4+j/Saz2uUzyH2CipgFZdq1CjKe/z4HJpDEOnsdY/eI5q1hydd8Nna/Y9uOhRqZ+4rRrwIdNN7ks797pl11tLY19p7KakSXZtsem2w6Quf/LncunzDfuw+C5e9JjU8mF6X9mQ1+NhtLv+OeDEdvPWb8C8Rby2wv0FTk2J9dLn98991vfGJf82f+7oamDPN54f04IgAGcSuwHXTsM+zWD00Jabn7dM28b2Z61pBtuFHhFod7F1bLroMel7ZK8rTtthwM3fWHwHIRUe5YzJH+9Yx81LX5DimiOOvjudxgGHfoXZd9lyjKdSy7r82Z09Jo2xUPreyr8dpouZ97tdijum52rv91fuqXH418bv96m9wIY3G78X9n7TTLsIatvYX6A158aG/TRci0ufM7/GptfC8rx1JxtbzuWxNpbnM+xh/LCrEFec+gCRAtD4+/Sw9H08/Ks0XlrpvY4+x1Y9pOsic1BwqNR2sr8/0/inxNZn60w+CjCP+3JvA1u/WUpM74uaaiA6VvketHPsY7/OQ7vEOtuflxJHv8G1lU4d2+G94vKxFfJcFk50vQsfr8/DrOgvjasWudXiZHovWuXrFO5pZ/IjltcDUM4rjX668XG7i4H1byin8ep3gJ3/lXqIWGm4Vs2dm3/B5YVrn3/+ebzwwgvo378/0tLSrKb0/u47B31K/aisrAxardZ6cSrdSeumamd58l7TfTjKIFtu/5atmXEEKUPSsI8n/rcL32w7gcfHdsYDozpg528/ok9bbWON0VvdYfPH/641ykHHMr0Xim0PYBQigEf2Kp+TvfO2d46m6XJ0/RVe37x5MwYNUqoJdPxep95jK91K10Ips+r0cWx8dvaueQO718DV83Zh+/H/WY/9RWX47I6BGNnJTkufLSe2u3evWTD7Hmjb2Nmv+ffJ7uc7ZZHtbkOWabN3HrbSAFhfZ1vfIfm+atbeZpr2Dn4HPcbd5vjw9u41Vzj7+ehOAm/3UGWCGVEE3uvwER6cOslxHFBKh6PJd0zPUel74ez31t53ytXfC5kz3x3A898ze2xdE0+Oafp+wLnfDQA4sV25a5KPrsWsJXuwdstOPD4gGteNGeHib4yDe+hCsdO/Kzt/+xF9frvZxqsW8c9RutS8d1TkdJ7AlIe/wR7x8NjrDp3BbZ9uwUWtavB/E1Kw9+Ax9Nj0sPL+bLF1HLXuA3t5JQ9/l8uEROWygQWXW5g++OADLFy4EFOnTnX1rYFLblL09XvN9nGta9vbrOk2r12QW5gS46SPukbTAsg2CQxXv2O7pttWDYllem3OCuZE10Zb5y030VqmzbK2zNH19/Vna6/mUjRY1/zYG9jp6DhKrX3OtFA6s29X3u/C9sYuebVuDuS2WbPm2nlbfQ9s7Xfog1ZdWGx+voftLNxtWUvr9AQRCl1yTNn6DpneVzbS2+T8fueSoG3j/qBeU+1GOff5uDpNbfog4ISDVuMGggD8caAALbcWIMvRxto20j0lD5aWB8vbmxjG9HNW+l4Yv7cKMdc0Ptj7Trn6eyFz9rujZmbX1jXxZrxy5ncDaJhS+1K0KFxp8qTvrkVsVASK0Rx5TTq4Hm9tfR/l+0/bxunflRpNC9v5Ccv45yhdQVZQ8oiav8EqH7uiWsoXVmlaAdlDUXE6xvUYb6vlUa37wF5eydPf5bIyp5LgcoGppqYGQ4cOdfVt5G2D7lOePMGiv/GZ8ioAQL3BRgak763SlNEfjzbfl+WED/YoDkQVpAF57hQGTNPmqItWIBryoPIX19EAVleZdgupPGd7wHcAKi6rcu+Nat1rivuNUB58a+vztblUgGC9H1uDlU2nwbXVJcdVNtJb3tSF9Vu6Xet5genYWqkm0NH52JtgQJ5utzDXPCac2G4dwxDRsJvGz7ROjEC+oRWeXLIX745t6jjNSt1WbU7Yo/A529qnpzHXHQr3uAhA8PS7E2hc+N041utxtBg/y34XOJXEREmVR/lnK1Ck0yNNq3H+zba+j5ZjEp2lOJmUjfhHjfz5G+zBscsbCkw19QYU6fTSk/YmXnD2t9GfvPG77IDLI4/vuusufPmlnX765BtyDYONwfUAsGhrAbblnwcAvPDjASzaWqC8r/R+0r5MJwAwGQflVFosJxCQF4T1lLaNNKjvkieD50ddcSCqSrVO2jbSwFt7A74DxKKtBdhZcB4A8Oz3+2zfj/aoda8p7tfG56X0+dpbKkCpltbePdJ5HDDqSekz9cbnaSO9FcldnN+HrdYJ47ppMsH25BhyC4ojcg26EnmWSsuYoBTDrv4PcNV/IDZMsFEnRuDJujtRjOaoF0UUlzvZyqltYz5Y3lbsdWawtszTmOsOhXs8r8c/gyeuusKV3430ft79vjnpyClpAeMfdxdh2Jw1rsVDW99HR+NmbHEl/pE5f/4Gu3ns9YfOAAB2Hddh2Jw1WJNf1dirx1Kvm4Lj3vDG77IDLrcwVVVV4aOPPsKqVavQs2dPREdHm73+5ptvurpLcpetQbgAinR6zFqyx7ipKMJ+rapSTao7aQnSPsxeZzoQ1cc1l4HI6n6EdD+O6NTCtZpVQL17zZX92loqwJWaOF/eI0rpdTT5iSmlFjghUvqBvVBsfg6AU63fdrlT423j8zvdchgembsEeYZWKEZzAECkICC1SaRzabF3LHfGEjlIr6osjnnmrxNQsU2LbCjS6bH2YOPimgbRxXho6/voSQslf8PDQpFOjx93FxkfG0Rgfm45po3TI81e62ww3Bve+F22w+UC0+7du9G7d28AwN69e81es5wAgswV6fTIK6lAdkqC3aDo7HYAFPuzS1+IQhgs8isOa1W93Zc83Lk7PikE5ZVUKN6P+SWVrheYAPXuNVf2a/n52hrzYm9/vrxHPDmWvXNTGi9h2b/e1X797lxL+X3aNlIMPVoixdD09rh6wiRjgT1CAF6Z2APNDUX29+VMGt0ZS6SQXp8yO+YJ3x6bAEjx0LJDp0vx0N3vhzP75W94wHOURzR9HZDut4SYSFTU1ONcRY3VvWcQ0Xjvya2zloLl3vDG77INLheY1q4NkxXqvWzR1gLMWrIHBlH6wZ49MQeTBmS6vZ0zx7Hkca0qkZuyUxIQIcDsvowUBGSl2BlAH4xCuZbWlXPzYwuMUgwt09caX/fK+iNEHshOSbAaBedyPAzlWEM2Ocojmr4uN2GY3mdKzRoRAkLvt9iUl74rbq3DRK4p0ukxc8ke4w+1QQRmLt5j1fy+63ip1XazFu9BQmwU+rVNBmBeU2BZe1BwrtLs/aa8VqtK5IY0rQazJ+Zg5uI9xjUfXpnYw73WpUAXLDVx7nDl3JxsgbFbW2pyPHu1pvJz2/LPKcZaU3J3UKcmfSBSQZpWgwl9WuO7nYUApMKSW/EwlGNNCPKkZSg7JQGny6qs4ptpV07LPKRS3ZDlc5GCgLt6O9GbKdh54bvicoGpoqICc+bMsblw7bFjTgzqDTNP/G+3VSFGBDDjf7vx+Z3S1MaLthYYM5OmDACmf7nTbk2BMxWmrFUlf5s0IBPb8kvx7fYTuG1IlkstpxSa3Gl5dzUWKj3n0qQPRCoY2j4F3+0sRK90LT6Y2i/0M6xhzhstQ7ZiWX5JJX4/dEYxD2mPAOCJcZ3RO67E5fMJRy4XmO666y6sW7cOU6dOVVy4NtjtOl6KLfnn0C4lAZqYKLOaS0EQkJGsQUVNvbFFR+m5v89V4mx5DdqlJKB10zisP6x8M/5+uATfbitAXHQkZi2xf6M7mxGw937WqpK/NUuIAQBER4VW3AhGZ/X12CiP83FQ22nvdaVYaPqeIp0eK/cXI6+kEs0TYpCVkoCMZA12nTiPZ7/fb4xjBhGYsXgPuqQmomVSnPHYlrWqnsZCgN2Tyf9io6X7Lz4mioUlL5PzcQOzmqFXRrLb+zGNcZa9emzFRaU85P5CnVlhRo51JReqMbxjilUsdCXGCQCOnLmAZ77f53IcFAH8v+UHmS90kssFpl9++QU//fQThg0bpkZ6/Oqxb3KxeMdJs+dsleq95fH/7XG8kZewVpX8LbZh7ZHqOhcWJiWvW7S1ADOXl0LEZoe1nY5eVyK/B5AyBq645v2NxrirRvyVuz+xezL5U0ykFAtr6hkLvckyH3dd3zZ448beLu9HKcaZtvwoxUWlPKQ9r604hNdWHHI5baZEAE8v3ef2+5kvdJ7LBabk5GQ0a9ZMjbT4zC97CpGQWG7WMvT74TOKN3oo9WRjrSr5m7xYYw0LTF6x63gpVh04hdioSGSlJBjHOlq26PRrm2ysDV19oFixtrOmzoCe6VqbLT/y678fPoM3Vhy2my75Pe6yV9Pqiat6puLJK7ohTavB5s0sMJH/xDIWusSZ2YN3HS+1ysct3nES43NSkdIk1mas3LjnAg4Z8jGmWysAwP+2H1eMcabxSI5xKU1i0K21Fgv+OOZSYSlQMF/oPJcLTC+++CKeeeYZfPbZZ4iPD85ZNR7/3x5ExAZn2t3FSR8oEMRGSYGZLUyec6U2UwAw57ocbMk7Z/M9T39vv5bS0evBICYqkt2fKCDEGFvbWbvviLNjHef/rjyG/s7Ptjs8xvJj+9yKcc7sO1Cxtd01LheY3njjDRw9ehStWrVCVlaW1cK1O3bs8FriyHu+u38oemUks1aV/IotTN6hVJNqjwjPWnxCxZIdJ/GvsZ1ZaCK/YwuTc+RFz+WucfLswZazDBfp9PhxT7GfUhmcltw/hPlCF7hcYJowYYIKyQgfbZrG4eT5Kp8f96/iCx4NfiTyhljWqrrE1oQJT37Hwo87RAALNuTjySu6+jspFOZYeWTOVpe7V3/5y2qspAHAv7/bi4dGdzBOxvDuGvvdhMnaGysOGWdqJsdcLjA9++yzaqQjbMy9uS8mvL/RYd/8e0dmo7y6Dv/ddNwrx521RKqRIfKn2GhO+uCsRVsL2CrkpntHZKN5k1i8/PNfVq99vOEYbh+e5ftEEZkwFpg46YPNLnf3/Xc7ftmr3Gq0+q/TWP3XaR+n1HOPj+2EIp3eZt7uqfFdUHS+Cgs25ns0hvPekdmoqRPRrkUCctpocc37G622+f1wCXYdL/XgKOGFC9eqQBCAPhlNsaPgfONzkMYQ9MpIxpzrcuzOl39d3zaYeXk3AIC+xuCVgYQGEcgvqUSEx3sicl9MZHCMYVJaQNDWlLLODEa2ZGuyBnkK210nzuOZ7/ercGb+07FlExw5XW6+togAzHFzNj1bruvbBjPHd8PGo8rLOTAWUiCQZ8mrrg3MWOjMQtGWz7kTE21NQrPnxHmbhaVgJOcB5bFXlnk7y9c7pyXiySV7Ua+wiOZ1faUFWG3lDa/MSTPmIRufS1XssrgtvxQ9Ytw5o/DjcoGpvr4eb731Fr755hsUFBSgpqbG7PVz5855LXH+8tr1OdBER+G8vgY6fa1xdih9jQHn9TV235scH4O+DTNS7TpeijUHTqNFUixGd21lDByTBmRiRKcW2J5fatyffJxLurQ06zr3xo29ceuQtsb95LTR4vg5vWI6kuNjkJ6sUWzBihCArJR4FHB9MvKjYJhW3NYCgkpTygJwajCyKVuTNai9hIE7HhzVHu+uPWrz9cfHdoJWE43k+BjERUdg93Ed/rPmiOK2n985EACMcc80VgJAl9REh63vL03ojjRtHPJLKpGVEm+MyUrxMzslQfGaMhZSIJDXYaoOwBYmdxaKdicm2pu45r+bvdO7xhO3DMpAl7QkAFIe7Wx5DZo3kUoXr/2qPB34vSOyMSC7GfJLKpGkicKJc3qrPCBgnbezfF3OJ+aXVCI+JgK7T+hQUl5tFuMGt2umuDTN3SOyFZ5rp1hg6p+VjKrCMy5clfDlcoHp+eefx8cff4xHH30UTz/9NJ566ink5+dj6dKleOaZZ9RIo8/ItZ039Lef4XFWr4xkm+OG0rQaXNnLudpoy/04Gotk2YIlNAStNK0GBU4dkUgdxi55tf4ZwyTXfJ7X11s952iRVMspZWcu3gMIMG5rOs3s6K6pisf+3/bjNjMI3i4sdW7VBAdPldt8/drOGgzu0UGxtVuOhZMGZCK9WbzVNqavmxrdNRWtkzVW8WdOQ/wBYDPuya3vSrWqlrWvzkjTahgLKWAZ12GqM0AURQiCbxfzNo2FlotQm06y4OwiqsaYaPK6QQSeXLLXOEGD3LJeU2dAaWWtqtNwCwAuz0nFz25OBHFd3zZ46dqeNl9PaRJr1Sout247y14eEZBimBw3lba7oX8mNh07Z7XulNK2vTKScV3fNorbbi50OslhzeUC0xdffIH58+fjiiuuwPPPP48pU6agffv26NmzJzZt2oSHHnpIjXR61Xs39UZETIJZK41lbWcwM23BEgSEzHlR8PPnYo2WtaZzEqQss+lzrhRaRON/zN352XarxRIXbS2w2w3XE4OykvH2lD7Ynl+Kv89VmLW03P/FdsUMw+U9UjG5Yx0GKbR2W8ZCyxZxR7HSk/hjWqtaWVOL3cd1irWvzmIspEAlj2ECgNp6ETFRviswWS7KKixf45XYpLSPelFEfkklXv/1oE/XKZIrWCx7+gCwipUnjx6AITnLKn7aI8eWVftPWbX8+JLcUrUtvxT9s+wXwFzZlqy5XGAqLi5GTo7U7NqkSRPodDoAwJVXXomnn37au6lTycWdWyEpKcnfyVCVKy1YRL5i7Ibi4377llPTytNsmxaSvFmYWbzjJG4d0hYtk+Kwcn+xquOR3p7Sx+b3fe7N/YwZhur6esRGRRp/2Ddv3gzAuVjhajzxJP6Y1qoqtdS5sz/GQgo0sSYFpuq6erMClJosYyGgflfgE6UVXiksfXJbP6fWPfrktn7G2KHUimMZD6oKIzGoV2uX05Om1WDqkCyX3+dtjlqq3N2WzLlcYEpPT0dRUREyMzPRoUMHrFixAn379sXWrVsRGxurRhqJKET4q4Upr6TCampaQN2Mwvzf8/DTniKvHKNvZlPsLDiv2C3OUYsJfyCJAo8cCwHfTi1uKxaqafF2zwtLV+akYXTXVLzqxKRZ3qhoIbLkcoHp2muvxerVqzFo0CA8/PDDmDJlCj755BMUFBTgn//8pxppJKIQ4a8xTPKsTr704x7vLAYo15YW6fROd4sjosAWESEgOlJAbb3o0wokW5OhqGlTnnOTgdlbTkWeyMCVSbOIvMnlAtOcOXOM/77++uuRnp6OjRs3okOHDrj66qu9mjgiCi3+miXv90PBNwuQ3IIk15ayaxlRaImJjEBtfb1PW5jStBp0a52IfYUXfHZMZ43s1ApD2je3mnLbciIDxkLyB4/XYRo8eDAGDx7sjbQQUYgzXazRVzNDyX32A00EgO8eGIrj5/T4+1yFccpaeZputiARhbaYqAhU1NT7tAKpSKf3SmHp3pHZSIyLtjm9tqvk6f4BTk5AgcmtAtPBgwfx7rvv4sCBAxAEAV26dMGDDz6Izp07ezt9RBRCYqOkSR9EETh+rhKZzdXvKudJn32hYdrwSEHAKxN7YEveOa8MXpb3x/FFROErKkKqQCo8r0enVok+OWZeSYVL21/Xtw0GZjczTvcvxy55in+l6bWdYdot0HS6fxljIwUalwtM//vf/zBlyhT0798fQ4YMAQBs2rQJPXr0wJdffokbbrjB64kkotDww67GBR8ufv03pxZ69VR2SgIiBLhcaPr+gaFomdS4SGqaVoNJAzKNNZ+mixLmtNHi2rkbHR7jX5d1Qr+2zYz7I6LwtGhrAc6UVwMAbl+4VXFdMzXYGs9578hspCdLLTxKY4Lk6f4tY5fl9NrpyRr8efQsluy0vbiPIABL75da1zndPwULlwtMTzzxBGbNmoUXXnjB7Plnn30WM2bMYIGJiBQV6fR45vu9xseWixqqJU2rwQvX9MC/l+51vDEaxw7JGQXLtNmq+Zwxrgtm//KXzf1GCMB1/dKZMSAKc5bdhEUfxUJAimftWyTg6BmppSmioXXHUWHNdLp/pddMp9ce3rGF3QLTAxe3ZwsSBR231mG69dZbrZ6/5ZZb8Nprr3klUUQUepS6xsmLGqqdSSjT15o9HpMVi4t7dzCOFQLg8eKmOelau6+P75HGwhIR+TUWAkBkhDR29MnxXZFuKMZ4L7dspWk1Nqf/vrxHKv41totXj0fkCy4XmC6++GKsX78eHTp0MHt+w4YNuOiii7yWMCIKLUpd4yIFwTjQVy1FOj1eW3HQ7Lk1f1fjxSmtzDInns66lBATafd1eVpcIgpv/oqFstNlUlfArmmJiDmnzgyiptN//32ugtN+U9BzucB09dVXY8aMGdi+fbtxdrxNmzbh22+/xfPPP49ly5aZbUtEBEi1jrMn5hgHCEcIwCsTe6heo5pXUgHRoprTIMLrtbkVNbbXlrKcFpeIwpe/YiEAfLn5b5xvaHG/7dMtuLt3EwwapM6xOP03hRKXC0z3338/AGDu3LmYO3eu4msAIAgC6ut9uzglEQW2SQMy8eaKQzh1oRof39Yfl3RppfoxlRZqNJ3C1pvHUZpcQl54lohINmlAJhZvP4Et+aX49xVdfTLhQ5FObzaW0yAC83PLMW2cnt2FiRyIcPUNBoPBqT8WlohIiaah61pSXLRPjpem1eDyHo0FlkhBwN29m3g9gyDXGkc2rC0VKQh49bocFpaISFGSRoqBmhiPl8R0itLYKbm1nYjs8823lIiogbwWky8Xa2zXogkAYGy3Vnjumu4o+Gu3KseR++0rTb9LRGRKjoU1PoqF2SkJxrXlZGq0thOFIqdbmDZv3oxffvnF7LnPP/8c2dnZaNmyJf7xj3+gurra6wkkotASGy2Fneo637VCX6iS+ux3bJXok2l7h7RvzsISEdkVEyXFQl8VmNK0GtwyqK3xsVqt7UShyOkC03PPPYfduxtrZffs2YM777wTY8aMwcyZM/HDDz9g9uzZqiSSiEJHTKRvMwkAUFZVBwBI0rBRnYgCgzEW1vsuFua0kZY/6JPRFBtmjsIlWXE+OzZRMHO6wJSbm4vRo0cbH3/99dcYNGgQ5s+fj0cffRTvvPMOvvnmG1USSUSho7GFyXeZBLmFKdFH46aIiByRW5h8GQtLK2sASN3z2LJE5DynC0ylpaVo1apxRqt169Zh3LhxxscDBgzA8ePHvZs6Igo5cq2qLzMJcgtTYhxbmIgoMDQWmHzXPVmeUlwbz8ojIlc4XWBq1aoV8vLyAAA1NTXYsWMHhgwZYnz9woULiI7mF5CI7PPHpA/nKqRa1dp6y3XniYj8I9bHY5gAoPC8HgAQFSH47JhEocDp6tZx48Zh5syZePXVV7F06VLEx8fjoosuMr6+e/dutG/fXpVEElHoMHbJq/VNreqirQU4crocAPDoN7moqatHlk+OTERkm68nfVi0tQDf5xYCAD5en4cOLZswFhI5yekWppdeegmRkZEYOXIk5s+fj/nz5yMmJsb4+qefforLLrtMlUQSUejw5UDnIp0es5bsMT4WReDJJXtxVs914ojIv3xZYLKKhWAsJHKF0y1MLVq0wPr166HT6dCkSRNERkaavf7tt9+iSZMmXk8gEYWWxhYm9TMJSgs11osiisuZSSAi//LleE7GQiLPuDwCWqvVKj7frFkzjxNDRKHPuFijD1qYslMSECHALKMQKQhIbRJp+01ERD4QG+27hWsZC4k843SXPCIibzDODOWDFqY0rQZPX9nN+DhCAF6Z2APNNcwkEJF/xfqwe3KaVoPZE3OMjxkLiVzDAhMR+VSsj6fSvax7KgBpVqg/Zl6CSQMyfXJcIiJ7fD3pw6QBmcalFb64azBjIZELgqbA9PLLL2Po0KGIj49H06ZN/Z0cInKTrzMJ+hppDaaE2Cgu1EhEAcMf6zDJLfttm8f77JhEoSBoCkw1NTW44YYbcN999/k7KUTkAV+vw1RRLWVGEmLY9YSIAoev12GqrTcYu//FMx4SuSRolr1//vnnAQALFy70b0KIyCNyJqFQp0eRTq96q09ljVRg0jCDQEQBRG5hOldR49NYCADxMUGT/SMKCEHTwkREoSH3+HkAwLb8UgybswaLthaoerxKky55RESBYsPhEgDA8VK9T2NhVIRgLKwRkXNC+htTXV2NsrIysz8i8p8inR6Lt58wPjY0LCRbpNOrdkxjC1M0W5iIKDAU6fT4aP0x42NfxkJ2xyNynV+rXJ977jljVztbtm7div79+7u1/9mzZyvuf9u2bUhISHBrn8GutLQUmzdv9ncy/IrXwH/XYO+ZGlisnYh6UcQv67ehe4sYdY6ZXwUAqK28YDxn3gO8BuF+/gCvgT/Pf++ZGogKC8mqGQuPlTa0MMHAWGgi3K9BuJ9/RUWFU9v5tcA0ffp0TJ482e42WVlZbu9/1qxZePTRR42Py8rKkJGRgf79+yMpKcnt/QazzZs3Y9CgQf5Ohl/xGvjvGmTq9HjpjzVmGYVIQcDlF/VXrf/+/ro8YOd+pLVKwaBBfQHwHgB4DcL9/AFeA3+ef6ZOj5f/WGO1kKyasRDHzgK/bULTRI3xvMP9HgB4DcL9/J3tfebXAlNKSgpSUlJU239sbCxiY2NV2z8RuSZNq8Fdw7Mxf30eACmD8MrEHqoOdj5VJrUwCVZtW0RE/pGm1eCJcV0w55e/APgmFlbWSl3yDKLok0kmiEJJ0IxhKigoQG5uLgoKClBfX4/c3Fzk5uaivLzc30kjIheMbVhItlVSLDbMHKXq4omLthbgw3XSOIGfdherPqiaiMhZ1/dLN/57/YyLVV9IdtX+UwCA/JJKn0wyQRRKgqbA9Mwzz6BPnz549tlnUV5ejj59+qBPnz7Ytm2bv5NGRC6Q12GKEARVaziLdHrMWrLH2K4kQv1B1UREzoozmYimWYK6vWGKdHp8ubmxgCRPMnFW77tFc4mCWdAUmBYuXAhRFK3+Lr74Yn8njYhcEBstr26v7mKNeSUVZuMDAGlQdX5JparHJSJyRqzJ1N7VterHQ6UJd4rLWWAickbQFJiIKDTERPpmdfvslARECObPRQoCslLiVT0uEZEzoiIEY4yqrlO34JKdkgCLcIhIQUBqE04xTuQMFpiIyKcaW5jUzSCkaTWYPTHH+FgQoPqgaiIiZwmCYOyWp3aLe5pWg0u7tTI+lieZaK5hgYnIGSwwEZFPyS1MtfUiDJZ95rxs0oBMDG3fHAAwa1wX1QdVExG5Qu6WV1Wrfte4Tq0SAQBju7dSfcIdolDDAhMR+VSsyUDnmnp1a1UBqWUJAFpp41Q/FhGRK+RJcNRuYZKOIRXKsponsKWdyEUsMBGRT/lyoLPpMUyPS0QUCHzVRRkAquRYGM1ueESuYg6CiHwqKkIwtvpU1/sgk9CQEWEmgYgCTVxDC1OVLyqP5FjIyiMil/FbQ0Q+JQiC8QebLUxEFM582cIkd/tjLCRyHb81RORzvu23L2cS2MJERIHFl5VH8sQScWxtJ3IZC0xE5HMxUb5ZiwkwzSQw3BFRYJELL1VsYSIKaPzWEJHPGWtVfZpJYK0qEQUWv3RPZgsTkctYYCIin/NlCxMHOhNRoPJl92S5FSuOsZDIZfzWEJHPRTRMk1ekq1L1OKIoGmefYr99Igo09aK0ePfpMnVjIcAWJiJPsMBERD61aGsBjpwuBwD885tcLNpaoNqxTBfGjeUYJiIKIIu2FmD53mIAwNzfjqoaCwG2MBF5gt8aIvKZIp0es5bsMT4WReDJJXtRpNOrcjzTbi7skkdEgcIqFkLdWAiwhYnIE8xBEJHP5JVUwCCaP1cvisgvqVTleHIGQRCAmEiGOyIKDL6OhQBnySPyBL81ROQz2SkJiBDMn4sUBGSlxKtyPHlK8dioCAiC4GBrIiLf8HUsBIBqrsNE5DYWmIjIZ9K0GsyemAM5nyAAeGViD6RpNaocT65RjRQEVbu6EBG5whgLG4Kh2rEQaKxA0lXWqHYMolDFAhMR+dSkAZmY2LcNAGDa0CxMGpCp2rGW7ToJAKioqcewOWtUH1RNROSsSQMyMXNsFwDAsA7NVY2FX20pQG1DH8CJ8zYyFhK5iAUmIvK5FolxAIAIyz4pXlSk0+PdNUeMjw0qTzBBROSqtGSpRalexWWYinR6PPVd4wQTjIVErmOBiYh8Lj5G6kNfWVOn2jHySiog+nhQNRGRK+IbxhNVNnSXU4M/JpggCjUsMBGRzzUWmNTLJGSnJMBynge1B1UTEbkiPrYhFlarV3nkjwkmiEINC0xE5HPxMVEAgIpq9QpMaVoNbhrYOCYgUhBUH1RNROQKORaqWXmUptXg0Us7GR8zFhK5jgUmIvK5hIZaVX2terWqANA3MxkA0DNdiw0zR6k6qJqIyFUJPuieDACXdGkFANBqohkLidzAAhMR+Zymod++mi1MAKBvGBeQpo1jbSoRBRyND7onA42xUKuJZiwkcgMLTETkc3I3FL3KmQR53RENF2okogAkx8LqOgPqLWdm8CLGQiLPsMBERD4nD3Q+W1Gt6tS2VVzZnogCmDwBDgAcO1Ou2nEaYyGzfUTu4DeHiHzu90NnAAAl5TWqLiirZ4GJiALY0p0njf8e+/bvjIVEAYoFJiLyqSKdHu+sPmx8rOYiivoaaTVITQwzCUQUWIp0ejzpowVlq2oZC4k8wQITEfmULxdRrKprqFWNYiaBiAKLL2OhsYWJsZDILSwwEZFP+XIRxaqGSSU0MQx1RBRY/BMLWWAickeUvxMQiOrr61FbW+vvZKimqqrK30mwKTo6GpGRDOihLE2rweyJOZixWOqKEiFAtUUU2W+fiAKVL2MhJ30g8gwLTCZEUURxcTHOnz/v76SoJjY2Fnl5ef5Ohl1NmzZFamoqBEFwvDEFpUkDMvHq8oM4V1GDT6cNwMWdW6pyHM6SR0SBbNKATHy34yQ25Z3DrMu7qLagLCuPiDzDApMJubDUsmVLxMfHh2SGvaKiAgkJCf5OhiJRFFFZWYnTp08DANLS0vycIlJT0/honKuoQayKfer1XHuEiAJcSmIsACAyQr3WH8ZCIs+wwNSgvr7eWFhq3ry5v5Ojmrq6OsTFxfk7GTZpNFJXhNOnT6Nly5bsnhfCkuKiAQAXqtTr/qpvmBmKtapEFKiSNHIsrFPtGFWMhUQeYWfWBvKYpfh47w+2JNfIn0EojyMjIDFOqq9RM5NQ3lAYq6xR7xhERJ5ojIXq/eaVVtQAAGrrDKodgyiUscBkIRS74QUbfgbhQW5hKlMpk7BoawGOnqkAADyyKFe1BSGJiDzhi1i4fF8xAOC9tUcYC4ncwAITAQA++ugjZGRkICIiAm+//ba/k0NhQK5V3VdY5vWFGot0esxa0rggpKjigpBERJ6QY2F+SYX6sRCMhUTuYIEpRGzcuBGRkZEYN26cy+8tKyvD9OnTMWPGDJw8eRL/+Mc/VEghkbnC89IP9v+2n8CwOWu8WuvpywUhiYg8sb+wDACwJb+UsZAoQLHAFCI+/fRTPPjgg9iwYQMKClwLtgUFBaitrcUVV1yBtLQ0juMi1RXp9Fh/uMT42ODlFiBfLghJROSuIp0ei7YdNz5mLCQKTCwwqaBIp8fGoyU+a/KuqKjAN998g/vuuw9XXnklFi5caHztt99+gyAIWL16Nfr374+WLVti6NChOHjwIABg4cKFyMnJAQC0a9cOgiAgPz8fR48exTXXXINWrVqhSZMmGDBgAFatWmV23KysLLzyyiu44447kJiYiMzMTHz00Udm22zcuBG9e/dGXFwc+vfvj6VLl0IQBOTm5qp6TSiw5ZVUwKLS06u1nmlaDV6+Nsf4WM0FIYmI3JVXUgFRxRYgeXFcGWMhkXtYYLJBFEVU1tS5/Pd/f+Zj2Jw1uGn+Zgybswb/92e+y/sQLaOnA4sWLULnzp3RuXNn3HLLLViwYIHVPp566im88cYb+P333xEVFYU77rgDADBp0iRjQWjLli0oKipCRkYGysvLMX78eKxatQo7d+7E2LFjcdVVV1m1Xr3xxhvo378/du7cifvvvx/33Xcf/vrrLwDAhQsXcNVVVyEnJwc7duzAiy++iBkzZrj7kVAIyU5JgOXcHt6u9by6V2vjv1c/erFqC0ISEbnLFy1AkwZkonVTaTmRD27px1hI5Aauw2SDvrYe3Z751aN9GETg6e/34env97n0vv0vjEV8jPMfzSeffIJbbrkFADBu3DiUl5dj9erVGDNmjHGbl19+GSNHjkR5eTlmzpyJK664AlVVVdBoNMZ1p1q0aIHU1FQAQK9evdCrVy/j+1966SV89913WLZsGaZPn258fvz48bj//vsBADNmzMBbb72F3377DV26dMEXX3wBQRAwf/58xMXFoVu3bjh58iTuvvtul64HhZ40rQaPjumIN1YeBiDV3Hi71lNeqBEA2jZn9xMiCjxya7g8MYMAdVqA6uqlStT0ZMZCInewhSnIHTx4EFu2bMHkyZMBAFFRUZg0aRI+/fRTs+169uxp/HdaWhoAaXFYWyoqKvDEE0+gW7duaNq0KZo0aYK//vrLqoXJdL+CICA1NdW434MHD6Jnz55mC+UOHDjQzTOlUNM0PqbxgQozyVc1FJhioyIQYVmFS0QUIHwRnuQKpLhoZvuI3MEWJhs00ZHY/8JYl95TrKvCmDfXmc1IEyEAqx4diVRtnO03KhzbWZ988gnq6urQpk0b43OiKCI6OhqlpaXG56Kjo43/ltc5MhhsL2D3+OOP49dff8Xrr7+ODh06QKPR4Prrr0dNTY3Zdqb7lfct71cURas1lVztbkihqUinx7PLGlteDSIwY/Ee1NQZMKZbK6/UrsoFJk0MV7YnosCkNO33jMV7UHKhGhP7pXutpam6VvpdZjwkcg+rGmwQBAHxMVEu/bVr0QSzJ+YgsqGQECkImD0xB+1aNHFpP84u3FpXV4fPP/8cb7zxBnJzc41/u3btQtu2bfHFF1+4ff7r16/HtGnTcO211yInJwepqanIz893aR9dunTB7t27UV1dbXxu27ZtbqeJQofSVLeA1IV16GzvTKurr5EyCHFRzCAQUWCyFQtfW3EIQ7wUC+vqDaipZzwk8gQLTF42aUAmNswcha/uHowNM0epOrjyxx9/RGlpKe6880706NHD7O/666/HJ5984va+O3TogCVLlhgLYDfddJPdFikl8nv+8Y9/4MCBA8YWKwBOFwopNGWnJNjshScCmLVkj8ezTFbVsYWJiAKbvVgIADMXeyMWNv52Mx4SuYcFJhWkaTUY0r656tN2fvLJJxgzZgy0Wq3Va9dddx1yc3OxY8cOt/b91ltvITk5GUOHDsVVV12FsWPHom/fvi7tIykpCT/88ANyc3PRu3dvPPXUU3jmmWcAwGxcE4WfNK0Gd1+UbfN1gwiPp9XV18h99plBIKLA5CgWigAWbMj36BhVJhPgxEYx20fkjqAYw5Sfn48XX3wRa9asQXFxMVq3bo1bbrkFTz31FGJiYhzvIET98MMPNl/r27evcbzQo48+avZa7969zcYSWT4GpDWW1qxZY/bcAw88YPZYqYue5fpKQ4cOxa5du4yPv/jiC0RHRyMzk9Oahrvbh2fjo/V5Nl+Pj/Hsh52DnIkoGDiKhR9vOIbbh2e5XQnbWHkUwd4dRG4KipzEX3/9BYPBgA8//BD79u3DW2+9hQ8++ABPPvmkv5NGDnz++efYsGED8vLysHTpUsyYMQM33ngjNBoumhfu0rQa/MNOzepPu4s92r9x0ge2MBFRAEvTavDqdTk2X/e0xb26jrGQyFNB0cI0btw4jBs3zvi4Xbt2OHjwIObNm2ccE0OBqbi4GM888wyKi4uRlpaGG264AS+//LK/k0UB4vbh2Zi/Pg9KcyfOX38MV/RMxa4T51FSXoPRXVqiV0ay0/tmgYmIgsWkAZkY0akFFv6Rhw9/t25t8qTFXZ4Ah7GQyH1BUWBSotPp0KxZM7vbVFdXm83QVlZWpnayyMITTzyBJ554wt/JoACVptVgznU5mLF4j9VrIoBr3t9ofPzO6iO4vEcq5t3Sz6l9y91QyqvrUKTTqz6mkIjIE2laDUZ2bqlYYHpzxSH0zNCiZWKc2dILRTo98koqkJ2SYDPGyd2TRRGMhURuEsQgXBjn6NGj6Nu3L9544w3cddddNrd77rnn8Pzzz1s9v3r1aiQkJFg9Hxsbi4yMDMTGxno1vYGkvr4ekZGBXctUXV2N48ePmxV2vam0tBTJyc63VISiQLsGR0pr8dRvOqe2vbazBpO7WX9/Lb25uQybC6V1wwQA/+jTBJdkSZONBNr5+0O4X4NwP3+A1yAQz/+svh73Ly91uN09fZoAAD7aWQ4R1jHO1Ge7y/Hz0SpAYbtAvAa+Fu7XINzPv6KiAqNHj4ZOp0NSUpLN7fxaYLJVoDG1detW9O/f3/i4sLAQI0eOxMiRI/Hxxx/bfa9SC1NGRobiRamqqkJeXh6ys7NDega38vJyNGnSxN/JsEvtz2Lz5s0YNGiQ1/cbTALxGjy5ZDe+3HLcqW2/f2AoKmrqbdaqFun0GDp7jVlXv0hBwIaZo5Cm1QTk+ftauF+DcD9/gNcgUM//lZ/2250EQiYIUquRLALAH7MuMYuJjIWOhfs1CPfzLysrg1ardVhg8muXvOnTp2Py5Ml2t8nKyjL+u7CwEKNGjcKQIUPw0UcfOdx/bGxsSLcWEYWSoR1SnC4wTXh/I0QAEQIwe2KO1XpneSUVVuOi6kUR+SWV7I5CRAHN0ax5MsvqbgOkKcifvKKr8TnGQiLv8GuBKSUlBSkpKU5te/LkSYwaNQr9+vXDggULEBERFBP8EZGT+rV1vkuAnAEwiMCsxXswolMLsx//7BTrLnuRgoCslHhPk0lEpKo0rQYPXNwe7/921OX3frxBmixHboGXF8a1bGFiLCRyTVCUOgoLC3HxxRcjIyMDr7/+Os6cOYPi4mIUF3s27TARBQ5H04zbIteqWu4rJ71xQedIQcArE3uwRpWIgsLj47pgULbr40oMIjBh7kbcNH8zhs1Zg98PncFl3VsZX2csJHJPUMySt2LFChw5cgRHjhxBenq62WtBOGcFEdlgb5pxez5afwwZzaUMQHJ8DPq1TUZyvLSo9b0j2+O2oW2ZQSCioPL25D4YOmeNVdc7R+Tt5Rb4mwa3BQCM75GKp6/qxlhI5IagaGGaNm0aRFFU/CN1/PbbbxAEAefPn/d3UiiMyNOMu7MW/dNL9+Hppfsw/cudGDp7DfJLygEAfTKbMoNAREEnTavBnIk5iBTciYgSA4Dtf58DAHRKTWQsJHJTULQwkX3Tpk3DZ599ZvX82LFjsXz5cj+kiMh98gKO2/NLIQhAerLGOMmDs0QABef0AIDEOIY5IgpOcjzML6nEidIKPP4/6zXrHDlQdAEAkBgX7e3kEYUN5iRCxLhx47BgwQKz5zhDIAWrNK0GV/ZqrAm9+yLnZo1SksRMAhEFsTStpqFlqDk2HTuHxTtOurUfVh4RuS8ouuQFHd1JIO936f8+Ehsbi9TUVLM/eSEyQRDw8ccf49prr0XLli3RsWNHLFu2zOz9P//8Mzp16gSNRoNRo0YhPz/f6hgbN27EiBEjoNFokJGRgYceeggVFRW+OD0Kc7cPz0aEm71SWGAiolDxxo298f0DQ/HwJR3w0oTu+P6BoXC2xx5jIZH7WGCyRRSBmgrX/7bMB97uAXx2lfT/LfNd34cKY7Oef/553Hjjjfjzzz8xfvx43HzzzTh3TurXfPz4cUycOBHjx49Hbm4u7rrrLsycOdPs/Xv27MHYsWMxceJE7N69G4sWLcKGDRswffp0r6eVyFKaVoPZJn35XQlclTV16iSKiMgPemUk45+XdcYtg7NQUVPvdJahtr5e3YQRhTC2z9pSWwm80tqzfYgG4Od/SX+ueLIQiLFeR8aeH3/8EU2aNDF7bsaMGXj66acBSOOcpkyZgvLycrzyyit49913sWXLFowbNw7z5s1Du3bt8NZbb0EQBHTu3Bl79uzBq6++atzXa6+9hptuugmPPPIIAKBjx4545513MHLkSMybNw9xcXGunSORi0z78sfHRDg9rmn8O+sVF7clIgp2SmvO2fLQ17morKlnLCRyAwtMIWLUqFGYN2+e2XPNmjUz/rtnz57GfyckJCAxMRGnT58GABw4cACDBw+GYNKuP2TIELN9bd++HUeOHMEXX3xhfE4URRgMBuTl5aFr164gUltjX35g5uVdMPuXvxy+xyACTy7Za7W4LRFRsHNlkVuRsZDIbSww2RIdL7X0uKKsEHh/oNSyJBMigQc2A0kutFZFu74Cd0JCAjp06GB7l9HmfZcFQYDBIKXTmenZDQYD7rnnHjz00ENWr2VmsraKfO+eke0BAXj1l79gEGG1mr2pelFEfkklMwlEFHIeH9cFeWcr8POeYuNz7VLicayk0mpbxkIi97DAZIsguNwtDikdgav+A/zwCCDWS4Wlq96Wng9g3bp1w9KlS82e27Rpk9njvn37Yt++fXYLZUS+ds+I9ri6V2tjN71r526EQaHUFCkIyEpxvSKCiCgYzL25H3YdL8W2/FJkpcTj7s+3K27HWEjkHhaYvK3vrUD70cC5Y0CzdoC2jU8OW11djeLiYrPnoqKikJKS4vC99957L9544w08+uijuOeee7B9+3YsXLjQbJsZM2Zg8ODBeOCBB3D33XcjISEBBw4cwMqVK/Huu+9681SIXGLaTW/2xBzMWGy+TokgAK9M7MEaVSIKab0yktErIxkbj5YoVhxFMBYSuY2z5KlB2wbIvshnhSUAWL58OdLS0sz+hg8f7tR7MzMzsXjxYvzwww/o1asXPvjgA7zyyitm2/Ts2RPr1q3D4cOHcdFFF6FPnz54+umnkZaWpsbpELllRKcWVs8JovLzREShKDslQXEZhu/uH8oJH4jcxBamELBw4UKrFiFTSmOUzp8/b/b4yiuvxJVXXmn23O233272eMCAAVixYoXb6SRSW16J9bpgBoB99okobMjLMFi2tn/+5994IyPZT6kiCm5sYSKikJEQE6n4fHwMQx0RhY8uqYlWzy3ecRK7jpf6ITVEwY+5CCIKGRU1ygszVtYYFJ8nIgpFW/LPKT6/LZ8FJiJ3sMBERCFDqe8+Z4UionAzMKuZ4vP9s9glj8gdLDARUciQ++5HNizCHCkInBWKiMJOr4xkXNfXfOKp6/q2QS+OYSJyCyd9IKKQMmlAJkZ0aoH8kkpkpcSzsEREYemNG3vj1iFtsS2/FP2zkllYIvIAC0wWlGaUI9/iZ0CeMl2biYgoXMlrMxGRZ9glr0F0dDQAoLKy0s8pIfkzkD8TIiIiIiJ/YQtTg8jISDRt2hSnT58GAMTHx0MQFFZ+C3LV1dWIigrMj10URVRWVuL06dNo2rQpIiOVp4gmIiIiIvKVwMw5+0lqaioAGAtNoai6uhqxsbH+ToZdTZs2NX4WRERERET+xAKTCUEQkJaWhpYtW6K2ttbfyVHFrl270KVLF38nw6bo6Gi2LBERERFRwGCBSUFkZGRIZ9rj4uL8nQQiIiIioqDASR+IiIiIiIhsYIGJiIiIiIjIBhaYiIiIiIiIbAirMUzygqhlZWV+Ton/VFRUhPX5A7wGAK9BuJ8/wGsQ7ucP8BqE+/kDvAYAr0G4n7987nIZwZawKjCdPXsWAJCRkeHnlBARERERUSC4cOECtFqtzdfDqsDUrFkzAEBBQYHdixKqysrKkJGRgePHjyMpKcnfyfELXgNeg3A/f4DXINzPH+A1CPfzB3gNAF6DcD9/QGpZunDhAlq3bm13u7AqMEVESEO2tFpt2N4YAJCUlBTW5w/wGgC8BuF+/gCvQbifP8BrEO7nD/AaALwG4X7+zjSicNIHIiIiIiIiG1hgIiIiIiIisiGsCkyxsbF49tlnERsb6++k+EW4nz/AawDwGoT7+QO8BuF+/gCvQbifP8BrAPAahPv5u0IQHc2jR0REREREFKbCqoWJiIiIiIjIFSwwERERERER2cACExERERERkQ0sMBEREREREdkQNgWmuXPnIjs7G3FxcejXrx/Wr1/v7yR5xezZszFgwAAkJiaiZcuWmDBhAg4ePGi2jSiKeO6559C6dWtoNBpcfPHF2Ldvn9k21dXVePDBB5GSkoKEhARcffXVOHHihC9PxStmz54NQRDwyCOPGJ8Lh/M/efIkbrnlFjRv3hzx8fHo3bs3tm/fbnw91K9BXV0d/v3vfyM7OxsajQbt2rXDCy+8AIPBYNwm1K7B77//jquuugqtW7eGIAhYunSp2eveOt/S0lJMnToVWq0WWq0WU6dOxfnz51U+O8fsnX9tbS1mzJiBnJwcJCQkoHXr1rj11ltRWFhoto9gPn/A8T1g6p577oEgCHj77bfNng/ma+DM+R84cABXX301tFotEhMTMXjwYBQUFBhfD+bzBxxfg/LyckyfPh3p6enQaDTo2rUr5s2bZ7ZNMF8DX+aBAvEaODr/cImFPiGGga+//lqMjo4W58+fL+7fv198+OGHxYSEBPHvv//2d9I8NnbsWHHBggXi3r17xdzcXPGKK64QMzMzxfLycuM2c+bMERMTE8XFixeLe/bsESdNmiSmpaWJZWVlxm3uvfdesU2bNuLKlSvFHTt2iKNGjRJ79eol1tXV+eO03LJlyxYxKytL7Nmzp/jwww8bnw/18z937pzYtm1bcdq0aeLmzZvFvLw8cdWqVeKRI0eM24T6NXjppZfE5s2biz/++KOYl5cnfvvtt2KTJk3Et99+27hNqF2Dn3/+WXzqqafExYsXiwDE7777zux1b53vuHHjxB49eogbN24UN27cKPbo0UO88sorfXWaNtk7//Pnz4tjxowRFy1aJP7111/in3/+KQ4aNEjs16+f2T6C+fxF0fE9IPvuu+/EXr16ia1btxbfeusts9eC+Ro4Ov8jR46IzZo1Ex9//HFxx44d4tGjR8Uff/xRPHXqlHGbYD5/UXR8De666y6xffv24tq1a8W8vDzxww8/FCMjI8WlS5catwnma+DLPFAgXgNH5x8usdAXwqLANHDgQPHee+81e65Lly7izJkz/ZQi9Zw+fVoEIK5bt04URVE0GAxiamqqOGfOHOM2VVVVolarFT/44ANRFKUvVHR0tPj1118btzl58qQYEREhLl++3Lcn4KYLFy6IHTt2FFeuXCmOHDnSWGAKh/OfMWOGOHz4cJuvh8M1uOKKK8Q77rjD7LmJEyeKt9xyiyiKoX8NLDNK3jrf/fv3iwDETZs2Gbf5888/RQDiX3/9pfJZOc9eYUG2ZcsWEYCxoiyUzl8UbV+DEydOiG3atBH37t0rtm3b1qzAFErXQOn8J02aZIwBSkLp/EVR+Rp0795dfOGFF8ye69u3r/jvf/9bFMXQuwZq5YGC5RpYnr+SUI+Fagn5Lnk1NTXYvn07LrvsMrPnL7vsMmzcuNFPqVKPTqcDADRr1gwAkJeXh+LiYrPzj42NxciRI43nv337dtTW1ppt07p1a/To0SNortEDDzyAK664AmPGjDF7PhzOf9myZejfvz9uuOEGtGzZEn369MH8+fONr4fDNRg+fDhWr16NQ4cOAQB27dqFDRs2YPz48QDC4xqY8tb5/vnnn9BqtRg0aJBxm8GDB0Or1QbdNdHpdBAEAU2bNgUQHudvMBgwdepUPP744+jevbvV66F8DQwGA3766Sd06tQJY8eORcuWLTFo0CCzLmuhfP6y4cOHY9myZTh58iREUcTatWtx6NAhjB07FkDoXQO18kDBcg0sz9/WNuEWC70h5AtMJSUlqK+vR6tWrcyeb9WqFYqLi/2UKnWIoohHH30Uw4cPR48ePQDAeI72zr+4uBgxMTFITk62uU0g+/rrr7Fjxw7Mnj3b6rVwOP9jx45h3rx56NixI3799Vfce++9eOihh/D5558DCI9rMGPGDEyZMgVdunRBdHQ0+vTpg0ceeQRTpkwBEB7XwJS3zre4uBgtW7a02n/Lli2D6ppUVVVh5syZuOmmm5CUlAQgPM7/1VdfRVRUFB566CHF10P5Gpw+fRrl5eWYM2cOxo0bhxUrVuDaa6/FxIkTsW7dOgChff6yd955B926dUN6ejpiYmIwbtw4zJ07F8OHDwcQWtdAzTxQMFwDpfO3FK6x0Bui/J0AXxEEweyxKIpWzwW76dOnY/fu3diwYYPVa+6cfzBco+PHj+Phhx/GihUrEBcXZ3O7UD1/QKpJ7d+/P1555RUAQJ8+fbBv3z7MmzcPt956q3G7UL4GixYtwn//+198+eWX6N69O3Jzc/HII4+gdevWuO2224zbhfI1UOKN81XaPpiuSW1tLSZPngyDwYC5c+c63D5Uzn/79u34z3/+gx07dric1lC4BvKEL9dccw3++c9/AgB69+6NjRs34oMPPsDIkSNtvjcUzl/2zjvvYNOmTVi2bBnatm2L33//Hffffz/S0tKsemSYCsZroHYeKNCvgb3zB8I3FnpLyLcwpaSkIDIy0qoEfPr0aasah2D24IMPYtmyZVi7di3S09ONz6empgKA3fNPTU1FTU0NSktLbW4TqLZv347Tp0+jX79+iIqKQlRUFNatW4d33nkHUVFRxvSH6vkDQFpaGrp162b2XNeuXY0zQYX6PQAAjz/+OGbOnInJkycjJycHU6dOxT//+U9jq2M4XANT3jrf1NRUnDp1ymr/Z86cCYprUltbixtvvBF5eXlYuXKlsUYVCP3zX79+PU6fPo3MzExjbPz777/x2GOPISsrC0BoX4OUlBRERUU5jI2hev4AoNfr8eSTT+LNN9/EVVddhZ49e2L69OmYNGkSXn/9dQChcw3UzgMF+jWwdf6ycI6F3hLyBaaYmBj069cPK1euNHt+5cqVGDp0qJ9S5T2iKGL69OlYsmQJ1qxZg+zsbLPXs7OzkZqaanb+NTU1WLdunfH8+/Xrh+joaLNtioqKsHfv3oC/RqNHj8aePXuQm5tr/Ovfvz9uvvlm5Obmol27diF9/gAwbNgwq2lUDx06hLZt2wII/XsAACorKxERYR7OIiMjjbXM4XANTHnrfIcMGQKdToctW7YYt9m8eTN0Ol3AXxM5g3D48GGsWrUKzZs3N3s91M9/6tSp2L17t1lsbN26NR5//HH8+uuvAEL7GsTExGDAgAF2Y2Monz8gfQdqa2vtxsZgvwa+ygMF6jVwdP4AY6HXqD+vhP/J04p/8skn4v79+8VHHnlETEhIEPPz8/2dNI/dd999olarFX/77TexqKjI+FdZWWncZs6cOaJWqxWXLFki7tmzR5wyZYrilJrp6eniqlWrxB07doiXXHJJwE6n7IjpLHmiGPrnv2XLFjEqKkp8+eWXxcOHD4tffPGFGB8fL/73v/81bhPq1+C2224T27RpY5xWfMmSJWJKSor4xBNPGLcJtWtw4cIFcefOneLOnTtFAOKbb74p7ty50zjzkbfOd9y4cWLPnj3FP//8U/zzzz/FnJycgJhK1t7519bWildffbWYnp4u5ubmmsXG6upq4z6C+fxF0fE9YMlyljxRDO5r4Oj8lyxZIkZHR4sfffSRePjwYfHdd98VIyMjxfXr1xv3EcznL4qOr8HIkSPF7t27i2vXrhWPHTsmLliwQIyLixPnzp1r3EcwXwNf5oEC8Ro4Ov9wiYW+EBYFJlEUxffff19s27atGBMTI/bt29fulIvBBIDi34IFC4zbGAwG8dlnnxVTU1PF2NhYccSIEeKePXvM9qPX68Xp06eLzZo1EzUajXjllVeKBQUFPj4b77AsMIXD+f/www9ijx49xNjYWLFLly7iRx99ZPZ6qF+DsrIy8eGHHxYzMzPFuLg4sV27duJTTz1l9oMQatdg7dq1it/92267TRRF753v2bNnxZtvvllMTEwUExMTxZtvvlksLS310VnaZu/88/LybMbGtWvXGvcRzOcvio7vAUtKBaZgvgbOnP8nn3widujQQYyLixN79epltv6QKAb3+Yui42tQVFQkTps2TWzdurUYFxcndu7cWXzjjTdEg8Fg3EcwXwNf5oEC8Ro4Ov9wiYW+IIiiKHqnrYqIiIiIiCi0hPwYJiIiIiIiInexwERE/7+d+wtpuovjOP75NbXArU1H6KLhKizDLpbQzS5yhSH0B1ZUUCSIEEhCfy668aJiQRQYVER1VRZFdNH6Q4ZYaxJEkFZeBQXGJsTMJKOLbsrZxQM/nj3tV9rz2+bD837BuTg7Z99zdjU+nMMBAACABQITAAAAAFggMAEAAACABQITAAAAAFggMAEAAACABQITAAAAAFggMAEA/pPC4bAOHDiQl9rJZFKGYcgwDAWDQdvqtra2mnXv3LljW10AQP4QmAAABdPf328Ghlxt7dq1064Vi8V07Ngxsx8IBHT69Onffm8mYeXRo0eKx+PT3tPvnDlzRul02rZ6AID8Kyn2BgAA/x+hUChnYLh3757a29u1d+/eadeqrKy0c2s5eb1eeb1e2+q53W653W7b6gEA8o8TJgBAwZSVlam6ujqrTUxM6NChQ+rs7NT27dvNua9fv9aGDRvkdDpVVVWllpYWjY+Pm+N/v5IXDoeVSqV08OBB87Qql0AgIEnasmWLDMMw+9PV2tqqSCSirq4u+Xw+eb1edXR06Nu3b+ac8+fPq7a2VvPmzVNVVZW2bds2ozUAALMLgQkAUDSfP39WJBJRY2Nj1vW6dDqtxsZGBYNBDQ4Oqre3Vx8+fNCOHTty1onFYlq0aJGi0ajS6bTltbeBgQFJ0uXLl5VOp83+TCQSCQ0PDyuRSOjKlSvq7u5Wd3e3JGlwcFD79u1TNBrVmzdv1NvbqzVr1sx4DQDA7MGVPABAUWQyGe3atUsOh0PXrl3LOhW6cOGCGhoadPz4cfOzS5cuye/36+3bt1q2bFlWrcrKSjkcDrlcLlVXV1uuuWDBAkmSx+P55bxfqaio0Llz5+RwOFRXV6eNGzcqHo9rz549GhkZUXl5uTZt2iSXy6WamhqtWrXqj9YBAMwOnDABAIqis7NTz5490927dzV//vyssRcvXiiRSMjpdJqtrq5OkjQ8PFyM7Zrq6+vlcDjMvs/n09jYmCRp/fr1qqmp0ZIlS9TS0qLr16/r69evxdoqAMAGnDABAAru5s2b6urqUk9Pj2pra38az2Qy2rx5s06ePPnTmM/nK8QWLZWWlmb1DcNQJpORJLlcLr18+VL9/f3q6+vT4cOHdfToUQ0MDMjj8RRhtwCAf4vABAAoqKGhIbW1tenEiRNqbm7OOaehoUG3bt1SIBBQScn0/qrKyso0OTn523mlpaXTmvenSkpK1NTUpKamJh05ckQej0ePHz/W1q1b87YmACB/uJIHACiY8fFxRSIRhcNh7d69W6Ojo1nt48ePkqSOjg59+vRJO3fu1PPnz/Xu3Tv19fWpra3NMuwEAgE9efJE79+/z3pNL9e8eDyu0dFRTUxM2Pr77t+/r7Nnz2poaEipVEpXr15VJpPR8uXLbV0HAFA4BCYAQMH09PQolUrpwYMH8vl8P7XVq1dLkhYuXKinT59qcnJSzc3NWrlypfbv3y+32605c3L/dUWjUSWTSS1dutR83CGXU6dO6eHDh/L7/bY/yODxeBSLxbRu3TqtWLFCFy9e1I0bN1RfX2/rOgCAwjGmpqamir0JAABmk2QyqcWLF+vVq1cKBoO21zcMQ7dv31YkErG9NgDAXpwwAQBgIRQKKRQK2Vavvb1dTqfTtnoAgPzjhAkAgH/4/v27ksmkJGnu3Lny+/221B0bG9OXL18k/fXaX3l5uS11AQD5Q2ACAAAAAAtcyQMAAAAACwQmAAAAALBAYAIAAAAACwQmAAAAALBAYAIAAAAACwQmAAAAALBAYAIAAAAACwQmAAAAALBAYAIAAAAACz8A+s480kfcZAMAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Abschnitt 2.3\n",
"\n",
"#paths to data files\n",
"\n",
"path_leerlauf = \"Messungen/Rohdaten/Messung 2.3/Messung 2.3 Leerlauf.txt\"\n",
"path_kurzschluss = \"Messungen/Rohdaten/Messung 2.3/Messung 2.3 Kurzschluss.txt\"\n",
"path_50Ohm = \"Messungen/Rohdaten/Messung 2.3/Messung 2.3 50 Ohm.txt\"\n",
"\n",
"#read measurement\n",
"\n",
"data_leerlauf = read_oscilloscope_file(path_leerlauf)\n",
"data_kurzschluss = read_oscilloscope_file(path_kurzschluss)\n",
"data_50Ohm = read_oscilloscope_file(path_50Ohm)\n",
"\n",
"#plot curve\n",
"\n",
"plot_kurven(data_leerlauf, title=\"Leerlauf\")\n",
"plot_kurven(data_kurzschluss, title=\"Kurzschluss\")\n",
"plot_kurven(data_50Ohm, title=\"50Ohm\")"
]
}
],
"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": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}