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get3-v5/hehe.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.patches import Rectangle\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": 6,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib widget"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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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": null,
"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": null,
"metadata": {},
"outputs": [],
"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": null,
"metadata": {},
"outputs": [],
"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": null,
"metadata": {},
"outputs": [],
"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": 4,
"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": 4,
"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": 5,
"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": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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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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LyZMn89prrwVsN3DgQON3Tk4OAHv37rU9bllZGVOnTqVv3760bNmSZs2a8fPPP4dYtMzHVRSF9u3bG8fdvHkzAwcODJh0+IQTTqjllUaPWLSEGqk0ZZQxZ5cRBEFIFF7/Pi9g0AnAo6psLz4qrtSCINQLaUlONj18VlT7FJVWcMbfFwXIK4cCX005lfaZqfY7WpzbCivXwQ/fexO3203Hjh2NMlVVSUpKoqSkxChLSkoyfuuTMnu99v3KP/3pT3z++ec88cQT9OzZk7S0NC655BKqqqoCtjMfVz+2flxVVUMmgLZzi6wPRNESasSsaFV7RNESBCGxKCwt5+Xv8kLKJTGQIAj1iaIolu574ejephkzJw1gxtwNeFQVp6Lw6KT+dG/TrE7qFOw66Ha7mf/BbB7/f08w4ZxApfDiiy/m7bffpn///rU613fffcd1113HRRddBMCRI0fYvn17VMfQ3QcrKytJSdG8slasWFGr+tQGUbSEGqk0jV6IRUsQhETDbqqLm07qLtYsQRCaHJNHdOaU3m3YXnyUrtnpdSqnkl0O0pMUjlZrUvHbrz7ncOlBfnvLTWRmZgZse8kll/Dqq6/y1FNP1epcPXv2ZO7cuUycOBFFUbjvvvvCWsCsuPLKK/m///s/brnlFqZNm0Z+fj5PPPEEQIilqz6QGC0hLB6vSrXH38WoEouWIAgJRrfsDBxB32MFuP6kro1RHUEQhBrJyUxjVI/W9TIYlGQSiJ+8/zZnnHFGiJIFmkVrzZo1rFq1qlbneeqpp2jVqhWjR49m4sSJnHXWWQwdOjSqY7Ro0YL58+ezZs0aBg8ezP/93/9x//33AwTEbdUXYtESwhJswaoWi5YgCAlGTmYaMycNYNoH/mQY14zqItYsQRASErOF/605c2nbwlphGTp0qBEPNWXKlIB1gwcPDoiVCl4GbY6sBQsWBJT9/ve/D1i2ciUMnh9r9OjRrF271lh+++23SUpKonPn+s8aK4qWEJbKoKBHsWgJgpCITB7RmQU/7eXzTXsAOLF760aukSAIQuNg1ocaLq1E7Zk1axbdu3enY8eOrF27lnvvvZfLLruMtLT6HywTRUsIS2WwRUsULUEQEhSHyV1GBp0EQUhUzMpVQ2bwqy1FRUXcf//9FBUVkZOTw6WXXspf//rXBjm3KFpCWCqrAzsTkgxDEIRERaa6EARBiD2L1tSpU5k6dWqjnFuSYQhhCXUdjIUmJQiCUPeY5WG1yEJBEBIU1aRexYBBq1ERRUsIS4jroIziCoKQoJgt/FaTdgqCICQCARYt0bTCIoqWEBZJhiEIgqBRIRYtQRCEoBitRqtGTCCKlhCW4BgtSYYhCEKiEmDRElkoCEKCEmsxWo2JKFpCWIJdByUAXBCEREWSYQiCIMRe1sHGRBQtISwLft4TsLxix4FGqokgCELjYnalFouWIAiJili0IkcULcGWwtJy3lqSH1D2+YY9FJaWN1KNBEEQGg+zRUsSAwmCkKg0RIzWwoULURSFgwcP1s8JGoiYUbRmzpzJiBEjaN68OW3btuXCCy9k8+bNNe63aNEihg0bRmpqKt27d+fFF19sgNrGB3nFZSEjFSqwvfhoY1RHEAShUZEYLUEQBPCatCuvqnLdddehKErIv7PPPrsRa9k0iBlFa9GiRfz+979nyZIlfPnll7jdbsaPH09ZWZntPnl5eUyYMIGTTz6Z1atXM2PGDO68804++OCDBqx57NItOwMlqEwBumanN0Z1BEEQGg1VVYPm0RJFSxCExONAWSVe0yi8noH17LPPprCwMODfu+++20i1bDrEjKL12Wefcd1119GvXz8GDRrE66+/Tn5+PitXrrTd58UXX6Rz5848/fTTHH/88dx0003ccMMNPPHEEw1Y89glJzONCwZ3CCjr26FFI9VGEASh8XB71YDORZVbIhMEQWjClBZA3rfa3zqiyu2loCQwfKTS7cHrVUlJSaF9+/YB/1q1agWAoii88sorXHTRRaSnp9OrVy/mzZsXcJxPPvmE3r17k5aWxtixY9m+fXvI+RcvXswpp5xCWloaubm53HnnnWENLk2BmFG0giktLQUgKyvLdpsff/yR8ePHB5SdddZZrFixgurqast9KisrOXToUMC/RGZQbsuA5Y27DzHmsQXMXp5vvYMgCEIcEpKBVSxagiDUN6oKVWXR/1v2MjzdH/49Ufu77OXoj2ERfFXl9lgmv/BEEKj10EMPcdlll7Fu3TomTJjAVVddxYEDWoK1nTt3MmnSJCZMmMCaNWu46aabmDZtWsD+69ev56yzzmLSpEmsW7eO2bNn8/3333P77bfX6tY2FIoag3kZVVXlggsuoKSkhO+++852u969e3PdddcxY8YMo2zx4sWMGTOG3bt3k5OTE7LPgw8+yEMPPRRS/vXXX5ORkVE3FxBD/G9LOW9uCB0tcCjw3FmtaJ3mbIRaNTwlJSXGyEyikuj3INGvHxL7Hhyq9HLzJ/6sqyd0SOaPIxPPwp/I74BOot+DRL9+qN97kJKSQm5uLikpKVB1lGbP9qqX89TEkTu3QHJgqIhHhR2l7pBtH7v398yZPZvU1NSA8j/84Q/ce++9NG/enKlTp3LfffcBUFZWRk5ODh988AFnnnkmDz74IP/73/9Yvnw5iqIFrdx///089dRT7Ny5k5YtW3LLLbeQmprKs88+axx/8eLFnHPOOezZsyfk3MdKZWUlO3fupLKyMmRdWVkZ48aNo7S0lBYtwn8HXHVaqwbi9ttvZ926dXz//fc1bqs/MB1drwwu15k+fTpTpkwxlg8dOkRubi7Dhw+v8WbGI6srtsKGn0PKvSq0yu3DyB6tG6FWDc/SpUsZOXJkY1ejUUn0e5Do1w+JfQ92HyyHTxYYy81atGTkyBGNWKPGIZHfAZ1EvweJfv1Qf/egoqKCvLw8MjIyNMWhyrqv2hA0a5YByaEGhg5KpSYPfbgcDpKTkhg7diwvvPBCwLZZWVk0a9YMgOHDhxu/mzVrRvPmzTl8+DDNmjVj69atjB49mubNmxv7nnrqqTz11FM0a9aMZs2asXbtWn799VfmzJljbKOqKl6vl3379nH88cfX6fW7XC5SUlI47rjjQpS4aLzdYk7RuuOOO5g3bx7ffvstnTp1Crtt+/btKSoqCijbu3cvLpeL1q2tFYSUlBRtFEEAwOO1Nng6FUWSYgiCkDDMXR0Y57DzgGRfFQShnklKhxm7o9vn0G745wmgmtybFSf8fim06GC/n9W5LWiZlhSgaDl8QUgZGRn07NnT/nBJSQHLiqLg9Wp1jMS5zuv18tvf/pY777wzZF3nzp1r3L+xiBlFS1VV7rjjDj788EMWLlxIt27datxn1KhRzJ8/P6Dsiy++YPjw4SEPXLDG7Ql9+Z2KwqOT+pOTmdYINRIEQWhYCkvLefKLwOlEtuw9QmFpuchBQRDqD0WxtCqFJbsXTHwG5t8NqkdTsiY+rZXXA3URgNS3b18++uijgLIlS5YELA8dOpSNGzeGVeaaIjGTDOP3v/89b731Fu+88w7NmzenqKiIoqIiysv9WvX06dO55pprjOVbb72VHTt2MGXKFH766Sdee+01Xn31Ve65557GuISYxOMbbUjyvSnDurTi+2ljmTyi6Y4eCIIg1CV5xWWWnYmV20savjKCIAg1MfQauHs9XPs/7e/Qa2reJ0JC5lf1FVRWVhp9c/1fcXFxRMe89dZb2bp1K1OmTGHz5s288847vPHGGwHb3Hvvvfz444/8/ve/Z82aNWzZsoV58+Zxxx13HPtF1SMxo2i98MILlJaWctppp5GTk2P8mz17trFNYWEh+fn+bHjdunXjk08+YeHChQwePJhHHnmEZ599losvvrgxLiEmcftcB5Ocmp9wZlqSjOAKgpBQdMvOwCqs9873VksGVkEQmiaZHaHbydrfOiR40En1qV6fffZZQP88JyeHk046KaJjdu7cmQ8++ID58+czaNAgXnzxRR599NGAbQYOHMiiRYvYsmULJ598MkOGDOG+++6zTGzXlIgp18GaCNZ+QQumW7VqVT3UKDHQY7R0i5bbJmZLEAQhXsnJTOO3p3TnxUXbAsq9KsyYu4FTereRAShBEBKEwH6gqsJLr7xm2Qf3bxPadzx48GDA8nnnncd5550XUHb99dcHLI8YMYIvvvgiuuo2MjFj0RIaB8Oi5dCGc3VXQkEQhETi1N5tLcs9qsr2YkmMIQhCYhCsM3lVlc1FhzhQFpoGXRBFS6gBT5DroFVyDEEQhHhHMrAKgiCExmjpZQUlFVS5ZTA+GFG0hLBUewKTYdh1NgRBEOIZt4U1XzKwCoKQaNhF8qioomhZEDMxWkLjoCtWyT6Llqcu8ngKgiDEGLo13+UAtxdapSfxyV0ni5IlCEKCYd0PVFBIdon9Jhi5I0JY3IaipS2LRUsQhEQkOF7V6VBEyRIEIeHQe4FOUypWBejYKlUULQvkjghh8QR1LiRGSxCERMQTNOhULbJQEIR6IpJM242FXjWnw69o9WrXnKyMlEaqUf1QV89AFC0hLMHzaIlFSxCERESP0UoWWSgIQj3hdGojOVVVVY1cE3t0yaeYLFouh8VEgzHO0aNaNtmkpKRjOo7EaAlh0dO5++fRkkBHQRASjxDrvshCQRDqGJfLRXp6Ovv27SMpKQmHo+nZQyorq1HdVXhxgtuDCpRXVJDkbHp1rQ2qqnL06FH27t1Ly5YtDeW3toiiJYRFdxX0z6Mlo7iCICQeEq8qCEJ9oygKOTk55OXlsWPHjsaujiUV1R6Kj1SR7FSo9qqoKjjLUgNcCeOBli1b0r59+2M+jihaQlhC5tGqTeeitAAObIWsHpDZsS6rJwiC0CAEDzpVe1RUVQ1wnxEEQThWkpOT6dWrV5N1H1yyrZgHv9lAn3bN2b7/KJVuD2/dOJKclvGTHCgpKemYLVk6omgJYQkexfVGq2itmgXz7gRUUBww8RkYek3dVlIQBKGe8QTFaAF4VXCKniUIQh3jcDhITU1t7GpYUqm6KDjsoV0r2HfUy+FKD4orucnWt7GJD4dKod5wGzFatbBolRb4lSwA1Qvz79bKBUEQYojgQSetTOK0BEFILHRPJ5fDgbO23k6lBZD3bUL0B8WiJYTFcJepTVzCga2ETGyneuDANnEhFAQhpgh2owZNPqbIV1QQhARCV6qcDsXINhhV33DVLJh/lzb4ngCeTmLREsISmmkrisaU1SO0THFCVve6qJogCEKDETxhsblMEAQhUdDdqF1OxUiAEbF1v7TAr2RBQng6iaIlhMXvLlOLUYvMjoFKleKEiU+LNUsQhJjD7dFjtPxlknlQEIREQ/d0cjkUXL708xHLwgNb/UqWju7pFKeIoiWExW/R0pajiklYNSuw8Yy7P67Nw4IgxC9ur79zoRu1JEZLEIREw+866DBZtCJUtLJ6aO6CZuLc00kULSEs7qC4hIj7Fbp52MzXD8e1eVgQhPhFH3RyKhijuPrIbsQkUAC4IAjxiXnQKeoYrcyOMHaGf1lR4t7TScJ4hbAYKY2j9cMNZx6O4wYlCEJ84jYpWk6HAh4JABcEIfHw+NyonU4Fh943jGbQ6eh+/281/t2vxaIlhMVv0dKWvWqEc2lZmocdcW0eFgQhftGVKodDwRVtSuMEDAAXBCE+OSaLVmkBLHkxsCzOZaEoWkJYgrMOAngiGYHI7KiN2Jo540GxZgmCEJPoI7aa66DeuagDC78gCEIMETCPVm28neym/YlTRNESwhI8jxZEMXIx9BpwmmYKP+68OqyZIAhCw6F3JDTXQe3TWR2pu0wCBoALghCfWFm0vJG6AGb1AJTAsjiXhaJoCWHROxe1njvGW2U6WEVdVUsQBKFBcZtcB5Oine4isyMMvMy/rDjiPgBcEIT4xLDum+fRinTQKbMjdB9rKoj/ZBiiaAlh8QRlHQTwRNqgvJ5AdxlRtARBiFE8nqBkGEQx6LRqFqyd7V8edbskwhAEISYxJiyuzTxaANk9/b+HXRf3slAULSEsxoTFpjclohgtAHdl+GVBEIQYwe2tZYyWMdWFSW7++FxcB38LghC/+OfRUqIfdILAvqAzqS6r1iQRRUsIi8c0A3jUk3R6qgKXxaIlCEKMoitV5s5FRDFalokwvHEd/C0IQvzi93RyGBlYo7Joear9v6vL67JqTRJRtISwVPvmSyit9EZvIjY3JhCLliAIMUu1HqOlaB0MiFAWylQXgiDEEaXlWt+uvMpTO4uWx9QXTIABeFG0BFtmL8+nwq0pWg98W4rX5/oScdCjJ9h1MP4blCAI8UmtY7SsproY+du4Dv4WBCE+mb08n9nLdwLw1pId7Dmk9esinuoCAr2dxKIlJCqFpeVMn7veWFbxK1iRW7SCXQfFoiUIQmxijktwGZm2IuxcDL0Gcob4l7ueXNfVEwRBqFf0fqHeA1SBnwoPA9FatEzeTgkwAC+KlmBJXnEZdu0m4gbllhgtQRDiA0/APFq1cJcxTx0jslAQhBgjXL8wqhgt86C7WLSERKVbdgYOxXpdrS1ah/ccW6UEQRAaiYCsg9HEaBkHMM8pKNZ9QRBiC6t+ob4YcUgJBFq0juyN+wysMaVoffvtt0ycOJEOHTqgKAofffRR2O0XLlyIoigh/37++eeGqXAMk5OZxsMX9DeWHQo0T3EBx6BoLZypzScjCIIQY3hMExa7JABcEIQEIyczjZmTBhjKlaLAkM4tgWizDppk4f4t8HT/uO4bxpSiVVZWxqBBg3juueei2m/z5s0UFhYa/3r16lVPNYwvLhjcwfj91BktaZ4apaJ1KHiUQoX5d8f96IUgCPGH2yoZRqQxWhBoxRKLliAIMcjkEZ05/bi2ANw9rhc92jQDohx0qjoSuKx647pv6GrsCkTDOeecwznnnBP1fm3btqVly5Z1X6E4x6xQtUl34nTqo7gRdi5KdoSWqR5t/hjJuCUIQgzhNsVo1cqi5RaLliAIsU+yS7PRZGUkU1hai6yDVUdDy+K4bxhTFq3aMmTIEHJychg3bhzffPNNY1cnZjB3IhwKOJUoJ6bLaBNapjhl/hhBEGKO8ioPAGXVau1itDxi0RIEIfbxZ2B11C4xkBVx3DeMKYtWtOTk5PDSSy8xbNgwKisrefPNNxk3bhwLFy7klFNOsdynsrKSykr/R/DQoUMNVd0mh96JcDm02LaoG1RK86ACBSY+HZcjFoIgxC+zl+fzU5GWxvjFVUfo10FTtKKzaJmTYYhFSxCE2MTcN9St+1ENOqlB2yrOuO4bxrWi1adPH/r06WMsjxo1ip07d/LEE0/YKlozZ87koYceCilfsWIFGRkZ9VbXpkjxUW0EV0GlpKSEo+Va41i8agPKvtQa988q3Ig5Gm5Pp7PYXt0Hli6tj+rWKyUlJSyNwXrXJYl+DxL9+iEx78H+cg/TPisxllVgw25tAG7dz1tZqhRFdJwT3JVGEHnhru3kx+h9TMR3IJhEvweJfv2Q2Pdg/4FSAHZs38a+g24A8ncVsHTpwYj2H1JxhGTfb48zjXUnv0JVdZuY6huWlZVFvG1cK1pWnHjiibz11lu266dPn86UKVOM5UOHDpGbm8vw4cNp0aJFQ1SxyZC//yh8/g3JLierS9MoPKIFMP5j5RE6dunG5BGdwx9gbR6s8S+269CFdiNH1l+F65GlS5cyMkbrXlck+j1I9OuHxLwHi7cWo2LdAXj/53KG9+tZsyz0uOFTfwxDTnYrcmL0PibiOxBMot+DRL9+SOx7kLFuCezdT+9ePanefQi2bqN9+xxGjjw+sgMs9Fu0nK4khpx2Xj3VtP6IxtstIWK0zKxevZqcnBzb9SkpKbRo0SLgX6KiB38rCry02p8lRlVhxtwNFJbWMNFccByC113XVRQEQahXws0pqBKpLAxyFSzZEbcZtgRBiG/chutgLWO0zPNoJUC/MKYUrSNHjrBmzRrWrFkDQF5eHmvWrCE/Px/QrFHXXHONsf3TTz/NRx99xJYtW9i4cSPTp0/ngw8+4Pbbb2+M6sccus+toigENyGPqrK92CJzTMBGQfNoqZ66q5wgCEIDoM8dY0etZOHWr+N+7hhBEOITj5EMo5YxWuZBeG/89wtjynVwxYoVjB071ljWXfyuvfZa3njjDQoLCw2lC6Cqqop77rmHgoIC0tLS6NevHx9//DETJkxo8LrHIvoIRZLTgQIBypZTUeianR7+AMGdiwQYuRAEIf6YPKIzT37xC3sPV9ZOFlplGdTnjukxLm6DwAVBiD/cpmQYfotWhOndVRW8iWXRiilF67TTTkMNzlZi4o033ghYnjp1KlOnTq3nWsUv+ghFisvBLUOa8S+f+6BDgUcn9ScnMy38AfKXBC7v+6U+qikIglDv6F+ei49L44Ofy1EBhQhloccmnXsczx0jCEJ8os+Z5XL6LVq7D5ZTWFoegSy08HRSVS1GJU6JKddBoWGp9vgm6HQonN41leFdWwLwwMS+NQd/lxbAT/MDy3Ytl7gEQRBiEn3gaVTHFC4bngvA1Sd2qVkWQmBqdzNxPHeMIAjxidvjj9HSM7Au+HkfYx5bwOzl+eF2DVW0QLPuxzGiaAm2mOdKAEhPTgKgWUpSzTsf2AohkV2qNnorCIIQY+gDTw5FITNdk4Fpyc7IdrayaMX53DGCIMQnuuvgwaNVfL7BP72FN5JEaeZEGMaO8e0+GFOug0LD4jYFPALRBT1m9YCQaAZFRm8FQYhJ/AHgRJ9pK9ii1a4/XDlHlCxBEGIOXRbuO1JpmyjN1oVw9duhZXGeEEMsWoItHlMyDPB3Ljxh4uQMMjtC97GBZe0HSMdCEISYxBh4UrQEGBBFpq3g9O4pzUUWCoIQk+iJLzq2SiM4sipscqDSAvjq/tDygzvrtoJNDFG0BFvsLFoRj+K26a39TW2p/W0hHQtBEGITc0rjqDNtBbsOxrmrjCAI8YvHF6PVvkUqFw7pYJQ7FSV8cqADW63jsUq21kc1mwyiaAm2GJllfJ0Kh27R8kTaufD54qY01/5K50IQhBhEVVW/oqWY3agjPMDmzwKXD++pw9oJgiA0HOYJi0/s3hqAoZ1b8v20seGTA2X1AMVC7cjMrY9qNhlE0RJs0TPL1NqipStWrpTAZUEQhBjCLPMcCjiduqIVgaZVWgDLXgoqy5cMrIIgxCSGouVUcPjcqFukJdWc2j2zI5xiMeVSRpu6rmKTQhQtwRaPadQCTDFaEStavgBHV6r2V43vgEdBEOITs8wzW7QiGnSyzMCKZGAVBCEmcZum/nE5o+wX9j5L+5ueDQ5fBmtJhiEkKscco6XP/m1YtOK7MQmCEJ+YZZ4Wo6V9OqPLwBpcLhlYBUGIPcxT/+iyUPeAqhG9H5icAQ5f4vM493YSRUuwxWMyDwPRdS7A5Dros2iJoiUIQgzi8RyDRSuzIwy6IrAso61kHRQEISYxD8JHNe0P+AfgnUl+RSvOvZ1E0RJsqTaZhyHKebTAnwxDYrQEQYhhzNkFHYrJjTrSUdzcE7S/KS20v8kZdVk9QRCEBsM89U9U0/6Avx/oSALf4H28D8KLoiXYYjYPg8RoCYKQmJhTuyuKUvvEQKmZvmWRhYIgxB6qqlpatCKWhfoAvMNlch2Mb3koipZgi9smGYZkHRQEIZGoDopXNaa6iHgerSDrvgw6CYIQg5gH2l2mOQUjloV6P9DpkhgtQTBGcZ3BroORNii9cyExWoIgxC66i6DrmBMD6bIwvjsWgiDEJ8GJgVxRJ8PQXQddoDgDy+IUUbQEW9w2roO1t2iJoiUIQuzhDpq8XZeF3mjjEkQWCoIQwwRatBzRh5QYroOJkwzDFclGzz77bNQHvv7662nevHnU+wlNB91yVftkGMFZB+N71EIQhPjEn4FVG5uMehTXkIW+CT1FFgqCEIOEWLSinUcrwHUwMZJhRKRo3X333XTq1Amn0xnRQXfu3Ml5550nilaME2rRcgSU10jwKG6cj1oIghCfBM8pGH1iIN8obpKeGChC92tBEIQmhD5ZMQTGaEXdL0ygZBgRKVoAK1asoG3bthFtKwpWfKDHJegKlj5y4ZV5tARBSCDcxxqj5ZEYLUEQYh99cElBSwoU/TxapvTuEqPl54EHHqBZs2YRH3TGjBlkZWXVulJC0yDYouVQahsALlkHBUGIXdxBbtTO2rrLSIyWIAgxjN+6j++v3i+MMgOrI3GyDkZk0XrggQeiOuj06dNrVRmhaRHcuYh+5CJoHi3pXAiCEIOYJ+iE2mQdlHhVQRBiHyMbtSYCjXjV2sVo+SxacR5WEnHWwcGDB/Pcc89RUlJSn/URmhDHnHUweO4Y6VwIghCD2MdoRTuPlmny9kgzFgqCIDQRdFmoezgdW4yW7jooihYAI0eO5M9//jMdOnTgiiuu4Ouvv67PeglNACNGS59Hyxll5yJ4FDfORy0EQYhPPMGDTrV2o071l0lCDEEQYgyPMdUFvr++fmHEGVgt0ruLoqXxr3/9i6KiIl566SX27NnD+PHj6dq1Kw8//DD5+fn1WUehkdA7EUk+07AxchHtxHTiOigIQgxT7Qlyo446Rkt3o04xlYmFXxCE2KLao1u0tOVaW7ScMmGxJampqVx99dUsWLCAX3/9lauvvppXX32V7t27c9ZZZzFnzpz6qqfQCHiC3GVqnV1GAsAFQYhhQixa0cYl6KO4SWn+MpGHgiDEGP4YrdpOdWGR3j3OvZ2iUrTMdOvWjUceeYTt27fz3nvvsWLFCq644oq6rJvQyNjNo+WJNLZAAsAFQYgDDFkYlAwj6nm0xKIlCEIME5x10FXrrINJMmFxJHzzzTe8/vrrzJ07F5fLxc0331xX9RKaAIcrqgA4Wq11CPSGFfUoriTDEAQhhgm27tc+MZA5Riu+OxeCIMQfeoyW26tSWFpOsq9j6FVBVVUUn6XLFssJi+O7bxi1RSs/P5+HH36Y7t27M27cOHbs2MHzzz9PYWEhL774Yn3UUWgEZi/P53/rigB4ceE2FmyvMCxakcdoBaV3R4VIRz0EQRCaCMHW/dpPdZESWiYIghAjfLFxDwAlFSpjHlvAvLW7jXURyUPduu90JUwyjIgtWu+88w6vv/4633zzDe3ateOaa67hxhtvpGfPnvVZP6ERKCwtZ/rc9cayCry85giPdNUayDG5y6gejsFjVRAEocHxBE9YbCQGijQDq965SAbFoWUcjPPOhSAI8UVhaTkvfbfNWPaq8Mj/NhnLbq+Ky1nDQXS550hKmGQYESta1113Heeeey4fffQREyZMwOGQznK8kldcRrAu5VVh/xHNlTBiX9zgGC3QGpkzqQ5qKQiC0DDombY0S5Ya/SSd5rgExelTtOK7cyEIQnyRV1wWMv2fWQRGJA8NWZg4ExZHrGjt2rWLtm3b1mddhCZCt+wMHEpgA3IokJOpKUwRNSZVDc06CNK5EAQh5vDHaDkAjzG3YK1SGjtcmoVLZKEgCDFEt+wMFCVwrnVzXzEieWhY95NkwmIz8+bNo1WrVhEf9JNPPqG8vLzWlbLj22+/ZeLEiXTo0AFFUfjoo49q3GfRokUMGzaM1NRUunfvLnFkEZCTmcbMSQOMZUWBmwc3o01zTWGKrDGZGo4EgAuCEMMYcwo6Aycsrl1K48QYxRUEIb7IyUzj6pFdjGWnovDXi/x9xchitHRZ6EyYGK2IFK2LLrqIgwcPRnzQyy+/nMLCwtrWyZaysjIGDRrEc889F9H2eXl5TJgwgZNPPpnVq1czY8YM7rzzTj744IM6r1u8MXlEZ07sngXAjHOO4/SuqdG5y5hHayUAXBCEGMbjsYnRqo3rYIKM4gqCEH+M6tEagNwWDr6fNpYrTuhsTF4cUViJR1e0JEYrAFVVue6660hJSal5Y6CiouKYKmXHOeecwznnnBPx9i+++CKdO3fm6aefBuD4449nxYoVPPHEE1x88cX1Usd4IsmXtrNN81So8k95EFVmGQCnuA4KghC72GUdBPB6VRyOmlIamzJtKaJoCYIQm1T7ZGGLZCc5mdoE7C6HgyqPN0qLVuKkd49I0br22mujOuhVV11FixYtalWhuuTHH39k/PjxAWVnnXUWr776KtXV1SQlSVKGcOhp3J1G56KWFi2nHgDukc6FIAgxh65o7S+rYn+5P0ZLX5dck6JlHsVNkM6FIAjxhz8Dq7/M6VDAE+HUP1YxWnHuRh2RovX666/Xdz3qhaKiItq1axdQ1q5dO9xuN8XFxeTk5ITsU1lZSWVlpbF86NCheq9nU8UTNIoblbuMx9SJ0OMSPB7pXAiCEHOszi8B4LstxXy/BR5OKTDW1XoUN847F4IgxB+6MmUeW4pqXkEjvbsrYdyoI846GKsEz1Kt+tKl2M1ePXPmTB566KGQ8hUrVpCRkVH3FWzCHPQpmVt/3YKSdpT9JRsBOFpewdKlS8Pum1Sxn6GAisKaRR8zUAUnsHHJlxxp1a+ea173lJSU1HjN8U6i34NEv35IzHuwv9zD5xtLjGUVeGDeRmN5ybJlpCeFD3cedPQIqcDGn3+hZ7WbFGDDurWU5dePm319kojvQDCJfg8S/fohce/Blu2azPK6q43rV32K0qo1a9jTPLxa0Xv/PloB27bn0/zALtoAhXmbyE+NrXtZVlYW8bZxrWi1b9+eoqKigLK9e/ficrlo3bq15T7Tp09nypQpxvKhQ4fIzc1l+PDhTcIdsiFJW/49HCil7/F9yCjdTqdOx8HC73EmJTFy5MjwO3//NAAKKkMW/gatewL9lv4RJj4DQ6+p38rXMUuXLq35muOcRL8HiX79kJj3YPHWYiCwE2AeuB0ydBgt05PDH+QHJ5RDvwGDYHM6VED/vsdD7oi6r3A9k4jvQDCJfg8S/fohce/BFnUHrN5ASnKycf2pX37Jkeoq+vUfSJ/2zcMf4JcM2Afdk/bB7q8ByNn+ETkDT4+pfmE03m5xPevwqFGj+PLLLwPKvvjiC4YPH24bn5WSkkKLFi0C/iUq7oC5Y8DljNA8XFoAX5utgqbtVS/Mv1vbRhAEoYnTLTuDYP8HU4hWZK7Ubp/lqrwkYTJtCYIQf7g9oTFaDkUPK4kg62CVzxK0+i38fUM1rvuFMaVoHTlyhDVr1rBmzRpAS9++Zs0a8vPzAc0adc01fo341ltvZceOHUyZMoWffvqJ1157jVdffZV77rmnMaofc4TEaEU6d8yBrZpCZYfqgQPb6qSOgiAI9UlOZhqn9Mo2lh0KPDppQORxCatmwdFi7ffbl0DVEe23KFqCIMQYxgC8KfwmKlm4U/cOCNo2jvuFMaVorVixgiFDhjBkyBAApkyZwpAhQ7j//vsBKCwsNJQugG7duvHJJ5+wcOFCBg8ezCOPPMKzzz4rqd0jpLq2c8dk9QAlzKulOCGre53UURAEob7p0VZzhzl/UAeeO6sVk0d0NlK6h5WHpQUw/y7/suqFI3t8v+M7AFwQhPjDYyha/jI9C2tUsjCYOO4XRhyj9fDDD1uWZ2Zm0qdPH8aPH4/DUb9622mnnWYks7DijTfeCCk79dRTWbVqVT3WKn4xW7Q8RJHePbMjnPInWPS4r0DBGL1QHDDxaW0bQRCEGEBPadyldTqt06oATS5WAZ5wKY3DWffFoiUIQozhDynxl+l9Q2+4vmFYTyclrvuFEStaH374oWX5wYMHKSgooF+/fnz++ee0bdu2zionNC7+BqUpWvqoRZXbS2FpuTFZnSW9z9YUrfRs+O238PLpcKQILn8P+pzVALUXBEGoG/wTFvt7F7rnTGFpOZ1bp1vvqFv3rToYkcQzCIIgNCH0gXaHyXUwIm+ncLJw8BUxlQgjWiI2Qa1evdryX15eHjt27KBly5bMmDGjPusqNDB6g0ryDV18sq4Q0BrTmMcWMHt5vu2+xmhtSjNtlMLpy8qVYZ3tURAEoaliWPd9g02zl+dTVqm5/l3x8hJ7WZjZEc572r+sOKCFb9RWdyEUBEGIEdwWroMRxWhldtQyTusoDuh9ju8AYQbt44A68fXLycnhL3/5CwsWLKiLwwlNBLNFa3+5h5mf/mSs86owY+4GCkvLrXc2T9AJoI8Ex/nEdIIgxB/BsnD63PXGuhpl4ZDf+H+fei8c8mXWmneHFhwuCIIQI1hlHYw4fn/oNdCyq/b70jeg41Dtd5zHq9ZZUFXHjh3Zu3dvXR1OaAKYY7QKj3gIbkMeVWV78VGbnau1vw5fGn09pXGcNyhBEOIPvXNxTLIQTHGrEO8pjQVBiD88YbMORuAOre/WvIM/aVqcD8DXmaK1du1aunbtWleHE5oAblPWwZxmThxBk8k4FYWu2TaxCSEWLX3umPhuUIIgxB9mi1b0stCkaAXHJ8RxSmNBEOIPK9dBw6IVLjGQjkfvGzr9/cJw0wHFARErWocOHbL8t3PnTubOncvdd9/NFVdcUZ91FRoYjykAvHWak4fO72es0+aS6W+fEENXqPSGpI9cxHmDEgQh/vDHaGmycOakAca6GmWh2aIVPO1FHKc0FgQh/jCSYZhEmW7IKj5SWfMB9EF4Z1LC9AsjVrRatmxJq1atQv517dqVyy67jAkTJjB16tT6rKvQwBgjF76hi8tG5BrrPrv7FCaP6Gy/sz6K6xTXQUEQYhu3yY0aYPKIznTO0hSrf145tAZZaJJ5wYkx4jilsSAI8Yfbp1XpFq3Zy/NZs+sgAP/34YbwSdLA3zd0uPz9wjj3dIo4vfs333xjWd6iRQt69epFs2bN6qxSQtPAE9S5MKc2btMsJfzOtskw4nvkQhCE+MNjch3E1ydITdI6CZnpSeF3Nncshl0L69+H7d/CGQ/FdUpjQRDiD9090KEoFJaWByQGUtESA53Su00YC7/eN0wyuQ6KogVoE/8KiYOqqgFxCUBAXEKN2WU8ps4FiEVLEISYJcCipXtFKxGkNIbQxEDJGdrf1BZ1XU1BEIR6xS8LIa+4zDYxkH1YiSlGK0EsWnWWDEOIL8ydB92ipShKZPMlgClGS5JhCIIQ25gTA+noc2rVOOhkjkkAkYWCIMQs/gmLoVt2RnSJgSAwrET3dIrzAXhRtARLzJ0Hc+fCYcyXUIMLoMRoCYIQJ7hNiYF0nL7f3kgVLUkMJAhCjOM2pXfPyUwLSAyk1JQYCEzyMMlk0YpvWSiKlmCJ2WKVZJqZTrdo1dguJL27IAhxgj/rYOjcMZG7UYtFSxCE2EafK0vvFk4e0Zmxx7UBYMqZvWtIDOT1DzA5XKZBp/iWhaJoCZbYWbScEVu0ZBRXEIT4IDjrIPhlYc1u1HbWfZGFgiDEFtUev+ugTrMUTbZlJNeQ9sE8p6DTJfNoCYmNufNgPQN4TaO4JvMwiKIlCELM4h/FrY1Fy8a6H+ejuIIgxB+Gdb82/UJ9AB4kvXs4hgwZgqIoIeWKopCamkrPnj257rrrGDt2bJ1UUGgcdIuVQ/HHZYE/LiHiAHBxHRQEIcbRUxoHxmjpnYtIrftBGVhFFgqCEGO4LSYsdkbrRg0Jld49aovW2WefzbZt28jIyGDs2LGcdtppNGvWjK1btzJixAgKCws544wz+O9//1sf9RUaCI9F8Le2fKzuMvHdoARBiD+Cp7oAk0XLE6UsTJBMW4IgxB+eoAmLwRS7r0aYjRoCY7TifNApaotWcXExf/zjH7nvvvsCyv/yl7+wY8cOvvjiCx544AEeeeQRLrjggjqrqNCw6J0HZ1DuzohHLoJjtMSiJQhCjKIPLCU5FX0aLcO6H/U8WgmSaUsQhPjD6BsqFrH7kQ46KQ5twElitKyZM2cOV1xxRUj55Zdfzpw5cwC44oor2Lx587HXTmg0PBbB3xCNu4w+j5ZYtARBiG3cFjFaetatyOfRkhgtQRBiG7c3NBmGK9J+oe2gU3zLwqgVrdTUVBYvXhxSvnjxYlJTUwHwer2kpKQce+2ERsPoWDgDFS1/g6rhAEaDkhgtQRBiG49FjJYrUouWxGgJghAn+N2o/WW1jt1PkPTuUbsO3nHHHdx6662sXLmSESNGoCgKy5Yt45VXXmHGjBkAfP755wwZMqTOKys0HFbpjKE26d31BuU7TpybiAVBiD+sYrQiTu9uN49WnHcuBEGIP/wxWqZ4VWeUWQdDrPvx3S+MWtH685//TLdu3Xjuued48803AejTpw8vv/wyV155JQC33norv/vd7+q2pkKDYpVlC6KZOyaoQcncMYIgxCjuMBMW11oWikVLEIQYwx+/7y+LPnY/sWRh1IoWwFVXXcVVV11luz4tLa3WFRKaBh6LEVzwdzQkvbsgCImC22MVoxVlSmOHZB0UBCG28YSN0RJZaEWtFC2Aqqoq9u7dizfIhaxz587HXCmh8bEawQVTpq2assvYBT3GeYMSBCH+MLIOmmO0nJEmBrIbxRXrviAIsYUxCG+VdTBSWRg87U+cy8KoFa0tW7Zwww03hCTEUFUVRVHweKQjHQ/YWbR0vUssWoIgJApGjJazFhatkHm0ZNBJEITYpDrMPFqRJwYKmvYnzmVh1IrWddddh8vl4n//+x85OTkoilLzTkLMoY9MBCfDiDzTlq/hhMRoxXeDEgQh/rCa7iJiWehJzLgEQRDiD49ljJYv62DUnk4yYbEla9asYeXKlRx33HH1UR+hieC3aNkkw6hxBvDg9O66L258m4gFQYgvVFUNm3VQLFqCICQKbgvXwegtWomVJC3qebT69u1LcXFxfdRFaELojami2kNhablRXvu4BH3kIr4blCAI8YW58+CqTXr3BM20JQhC/FHl1vpwh6r8fTlH1INOiTV5e9SK1uOPP87UqVNZuHAh+/fv59ChQwH/hPhg4c97AcgrLmPMYwtYsL0CMI3iRmwiFtdBQRBiF3PnwWXyl6m1LEyQTFuCIMQXs5fnc7Bck2eP/nCI2cvzgWgsWj6ZF5wkLc4H4KN2HTzjjDMAGDduXEC5JMOIHwpLy5n14w5j2avCy2uOcN3Z5bVoUJIMQxCE2MXOoqX/9tboRp2YmbYEQYgfCkvLmT53vbGsAjPmbuCU3m0izzqYoINOUSta33zzTX3UQ2hC5BWXEdx18Kqwvfho9BPTBXcu4rxBCYIQX5hlnXWMVqSdC4nREgQhNskrLiO42+dRVbYXH41iAD4oXjVB3KijVrROPfXU+qhHxDz//PP87W9/o7CwkH79+vH0009z8sknW267cOFCxo4dG1L+008/STKPMHTLzkCBAGXLoUDX7PQo4hKCRy4So0EJghBfmGVdnQaAiywUBCFG6JadgUMhQNlyKgpds9PZVXIUiMbTSdK7h+Xbb78Nu/6UU06pdWVqYvbs2dx99908//zzjBkzhn/961+cc845bNq0KexEyZs3b6ZFixbGcps2beqtjvFATmYak4Z25INVBYDWmG4anEFOZpo/jWfUnQvJOigIQuzh9mgySwH2HK4wyiNOaWxY9xMrAFwQhPghJzONv1zYnxkfbgC0wfdHJ/UnJzPNSJJWY79Q0rtHxmmnnRZSZp5Lqz5jtP7+979z4403ctNNNwHw9NNP8/nnn/PCCy8wc+ZM2/3atm1Ly5Yt661e8cjgzq34YFUBJ3RtxTNXDCH/53WAKS6hpgZVWab9rfAlSHEkRhpPQRDiiw9XawNOKjDmsQXcPLgZI0dGYdEqL9H+VvuUtATpXAiCEF9cNKSToWg9Oa4lF43QDBzOiOdX9Q06VR6C0gJJ725HSUlJwL+9e/fy2WefMWLECL744ov6qCMAVVVVrFy5kvHjxweUjx8/nsWLF4fdd8iQIeTk5DBu3DiJMYuQal8Kz3aZaeRkphnlEcVorZoFu1dqvz+eoi1L50IQhBijsLScxz/72VjWEwMVlpZHLgvXvKP9XvaStiyDToIgxCBVHr/MapvhNH67Io3d3/6d9nfXcni6P/w0X1uOc1kYtUUrMzMzpOzMM88kJSWFP/zhD6xcubJOKhZMcXExHo+Hdu3aBZS3a9eOoqIiy31ycnJ46aWXGDZsGJWVlbz55puMGzeOhQsX2ro4VlZWUllZaSwnasr6al+DSnIqAeX+UVybhlFaAPPvMhWoMP9uOOEW36IoWoIgxAZWAeB6YiD/nII2nQtDFurrfbJw3P2+A4ksFAQhdqg2KVrmrmFEsfulBbBujn9Z9cI3f9F+x7ksjFrRsqNNmzZs3ry5rg5ni9lNEfxp5a3o06cPffr0MZZHjRrFzp07eeKJJ2wVrZkzZ/LQQw+FlK9YsYKMjIxjqHlskbdDC248uL+YpUuXUlJSwtKlS9lffASA7fm7WLr0QMh+Lfav4fjg0QnVw76dv9IG2FNUyPalS+u7+nWOfv2JTKLfg0S/fki8e3Cw3BOaGAgo2bmZ/KIqAPYW77e8J3aysGDrRjoCJSX7+SUG72WivQNWJPo9SPTrh8S8BwfKNYXIqcDBgweN699aqMnC0kOHbe9Ji/1rOD44n7VPPno91SyPsXtZVlYW8bZRK1rr1q0LWFZVlcLCQh577DEGDRoU7eEiJjs7G6fTGWK92rt3b4iVKxwnnngib731lu366dOnM2XKFGP50KFD5ObmMnz48ICEGvHO4kO/wKYtdMxpz8iR/Vm6dCkjR47kk6INkLeDnA4dGDmyT+iOpZ1g+bRAU7DipE2X42H3l7Rr05p2I0c23IXUEfr1JzKJfg8S/fohMe/BHVWbeXbBr4A/MdCE00ZzaFk+rFlPZsuWjBw5InRHG1nYsfcQyJtDqxbNY/JeJuI7EEyi34NEv35IzHuw88BR+Owbkl1OWrVqZVx/+ea9sGQ5qenp9vektBMsu5eAYSvFAaoXB2rM3ctovN2ijtEaPHgwQ4YMYfDgwcbvCRMmUFVVxauvvhrt4SImOTmZYcOG8eWXXwaUf/nll4wePTri46xevZqcnBzb9SkpKbRo0SLgXyLidx0MfEUcNfniZnaEic/4lxUHTHwa0ltqyzJJpyAIMcRpx7UFoG3zFL6fNpbTu6YCEbjLGLLQ53GhKJoszMjWlsWNWhCEGKLKNqQkggysmR2hzwT/suKEMx7Wfse5LIzaopWXlxew7HA4aNOmDampqXVWKTumTJnC1VdfzfDhwxk1ahQvvfQS+fn53HrrrYBmjSooKGDWrFmAlpWwa9eu9OvXj6qqKt566y0++OADPvjgg3qva6xTU4zWzgNHKSwtD0iUYTD0Gvj6ESjbC1fOgV5nwvdPa+vivEEJghBf6ImBmqe6yMlMI99XrsdoFR+pDC8L170P2xdpnYqh18D697V1cR6XIAhCfKH3C5NdgQPwEc+v2vZ42PwxHDcRznlcm7j4yz9rVn9V1Qaj4pCoFa0uXbrURz0iYvLkyezfv5+HH36YwsJC+vfvzyeffGLUqbCwkPz8fGP7qqoq7rnnHgoKCkhLS6Nfv358/PHHTJgwwe4Ugo9q38hEsEXrlz1ajNb/1hXyyfpCZk4awOQRFnOY6RMWZ+ZqfyXTliAIMYidLFyWp6VtX19wiDGPLbCXhb7RXpr5XNxFFgqCEINUu61lYY2JgXQ8WiwXWV01C1fZfv86UbQC+frrr/n666/Zu3cv3iBXsNdee61OKmbHbbfdxm233Wa57o033ghYnjp1KlOnTq3X+sQrVRaug4Wl5Xz7yz5j2avCjLkbOKV3m9DRXLevQbmStb+S3l0QhBjEyo26sLSc95b5B/XCykJ9kk5DFvoULZGFgiDEEHq/0BXk6RTRVBfgV7ScPlnoMClsqodaRDPFBFFf1UMPPcT48eP5+uuvKS4uDplXS4gP3HrnwuVvUHnFZcE5Y/CoKtuLj4YewONLke/yuZQaE9NJ50IQhNjBKi6hVrLQ6FyILBQEIfZw28TuRzx5e7Cipfjn4orngaeoLVovvvgib7zxBldffXV91EdoIujuMsmmBtUtOyMk1bFTUeianR64s9frnwHcmaL9dcgoriAIsYfbwnWwW3YGiqJ5u+hYykIwdS58slAsWoIgxCBW/UIAh6JbtGpwh3YHW7RMilYcDzxFbdGqqqqKKsufEJsYJmKHfxQ3JzONCQP8GRudisKjk/pbuMr4J3wOcR2UuARBEGIIqwDwnMw0bhzTzVi2lYVg6lwkaX/FoiUIQgxil4066hitBLNoRa1o3XTTTbzzzjv1URehCaFn2koKyi4zomsrAE7slsX308ZaB3+7TYqWWLQEQYhhrOJVAc7oqyW36JCZai8LwaJzoceryqCTIAixg316d225vNpDYWm5/QF0WejSrfvBMVrxSdSugxUVFbz00kt89dVXDBw4kKSkpID1f//73+usckLjYTdykezSFKbmaUnWo7fgb0zgH8WVGC1BEGIQu6kudNnocjrsZSGYOhcSoyUIQuxi1y/8bOMeAMoqPeEzsHpsrPsQ1wNPUSta69atY/DgwQBs2LAhYJ0Sp6kZExE9e0ywL67e2ahyh2kU7grtrzPFn65TXAcFQYhBdOu+K3jQybesdz5ssXOXEeu+IAgxhB6vanajLiwt5+9fbDaWw2dgDY5XNVu04rdvGLWi9c0339RHPYQmhq5IhVq0IuhcGKndTZNYi+ugIAgxiF0AuJ6RVV9vS3DnQixagiDEIIGx+5rcyysuIzg0S8/AGjrtj56BVfd0UjRlS/XGtTyMz6T1wjFj5y4T0Siukdo92V8mroOCIMQgdnEJSZFatIKTYYhFSxCEGMTKdbBbdgaOIGc2+wysvjkFnRZ9wziWh1FbtMrKynjsscdsJyzetm1bnVVOaDyqLVIam5fDuw7qoxYp/jJHZAHghaXl5BWX0S07I3zcgyAIQgNgld4djsF1MEKLlshCQRCaEoFJ0jT5lZOZxgMT+/LAvE0AOBTsM7Aag/DmvqETvNVh5WGsy8KoFa2bbrqJRYsWcfXVV5OTkyNxWXGKfTIMn6IVzl0mOPgbIrJozV6ez7S561FVrbHaBlQKgiA0EHayMCKLlterdSIgNNNWmEGn2cvzmT53PV6RhYIgNBHs3Kgnj+hsKFqf330Kvdo1tz6AYdEyJdEz5KF13zAeZGHUitann37Kxx9/zJgxY+qjPkIToSZ3mSp3mNFYS4tWePNwYWk50z5Yb0yGHDagUhAEoYGwmkcL/HPHVHtUVFW1HnTUlSyIeB6twtJyo2MBIgsFQWga2PULzYpXVkYytlj1DY1B+NCBp3iRhVHHaLVq1YqsrKz6qIvQhDDcZVx2yTDCWLTc0cdovf59HsFH1AMqBUEQGgurydsh0MJlKw8DprrQLVrhB53CBZcLgiA0FnZu1A6HYsjHsH3DYDdqbWftr4U8jBdZGLWi9cgjj3D//fdz9GhsXagQHcYobm3iEjxWoxa+41SUQmlBwOaFpeW8/F1eyGEcCtYBlYIgCA2ErRt1gKJlIw/dFnMK1mDR6padQbBxzDa4XBAEoYGwk4UQYUZq3XXQPAiPT9gdLgzZPCPZGVIGkJ4cW3n8onYdfPLJJ9m6dSvt2rWja9euIRMWr1q1qs4qJzQeFdVaJ6DkaFVAuZ7SOKJkGOaAx20Ltb/7f4Wn+8PEZ2DoNYA2amE1BnLTSd1jyjwsCEL8Ue0OnTsGAt1n3DVZtBSnX8GqwaKVk5nG+L7t+Nw3CSjA1LP7iCwUBKFR0fuDlRahI5ry5aEyXN/QGIT3KVqrZkHFQe33mxcG9AsByqqsZeTRqtiacytqRevCCy+sh2oITYnZy/MpOaqNPFz72jJmThpAV986fRS3Kuyoha9zUVXmt14tfdG/XvXC/LuhxzjI7GikBzWbiBXg+pO6IgiC0JjYTXXhdCgoCqhqGHlol2ULbCfonL08ny9MShbA45/9TMv0pJgLAhcEIT6YvTyfd5bmA/Desp20GNKMkSP96yNKDmRO715aAPPv8q8L6heCZt0PJhat+1ErWg888EB91ENoIujBhzp68OE/zmoJhKZ3X7uzhGXbD3BC1ywG5bbSdtq2SPu7e5VmvRr1ewi2WakeOLANMjuSk5nGfef15aH5m4zVl5+QKyO4giA0OlU27jKKopDkdFDl9tp3LqLMsqXL32D7WKwGgQuCEPsEyyUVeHnNEa47u9yQRykuf9+wsLScFdsPoCgKw7q08ssst8midWBr6GCTqV8ImnX/+Jzm/FR42NgkFq37UStaQnxjF3xYdETrFKSY/HD/OGcNH6zyx1tdPLQjT57VBtbN9u+semHxP9FsVGaTlROyuhuLp/ZuE3DO95btZHBuSxnBFQShUbELAAfNwh9e0bIK/raP0bKSv8ahfEHgsdbJEAQhtrGSS16VAHmkW/w/21DIi4u2Gb09BXjs4gFMHp4bKA+zemiDTmZlK6hfCJCaFBinFYvW/agjyjweD0888QQnnHAC7du3JysrK+CfENvYzfLdvpn2suudDa9KgJIF2vKvP68hxHqFF/pP8i8qTpj4tDFqAfDLnsMBe6hoI7iFpeW1v5hgSgsg79uQZByCIAh22CUGAnOKd7tkGL4RXFX1yx09RstTHSKLrOSvTp26zIgsFAQhQqzkUnCyMj2G9QWTkgVaX2763PUUlhzG6Bse3a/1/yY+499QcYT0CwH2HKoIWNat+3XaN6xnola0HnroIf7+979z2WWXUVpaypQpU5g0aRIOh4MHH3ywHqooNCQ5mWn8+dy+xrI+y3frNK1zEBwQHszyQ1kYWWR0FCf08ylazdrD3esDAh4BNhcdCTlWnabxXDVLc2P890Tt76pZdXNcQRDimsMVmvvfkcrqkHV+V2qtA1FYWs7ircX+TsBP87S/R4v9cmfjXK1M9YTIopzMNB6+oH/IeZyKwqOT+teNNUtkoSAIUZCTmcbMSQOMZUWBmwc3C5BHVhZ/Ha8K5T++5i94cYwmd4ZeAy19lqnLZoX0CwH2H6kKKYu1FO9RK1pvv/02L7/8Mvfccw8ul4srrriCV155hfvvv58lS5bURx2FBuas/u0Bbd6YH6adHmCiDdeYAAq8raD7qf4C3XrVrJ227EoOGbEA+KmwNKSszkZw9aBL3UStB13KaK4gCGGYvTyfZdtLAHjkfz8xe3l+wHrzdBezl+cz5rEFXPnyUsY8toB53y6DH572b6x6Yd5d8OX9gWVBsqikLLBj0So9ie+nja0bVxmRhYIg1ILJIzozpHNLAB46vx+nd00NWB+ub5jDfrqteMhfYJY7+jRAaaEecW8t2WGZxTDWEmJErWgVFRUxYICm2TZr1ozSUq2DfN555/Hxxx/Xbe2ERqG8yg1ARoorZATVnHmrm8WL/sLCbRxN76AtDPmN33plTEoX1GhKC9i/4UvWbtxEMFPPqaOgx3BBl4IgCBYEJwbS3Zn3l/tjq3R5uOdQOdPmrjfiGLwqzP5skeYyGIA3rCwqLC3n71/9ErBazwBbJ8SaLBQXR0FoMnh9Aq6D3i8ztU/d2+nsfu1C9uvqKEKxkzs2MauFpeXc/98NIcfSvazqLFZ110pY/Jz2t56IOhlGp06dKCwspHPnzvTs2ZMvvviCoUOHsnz5clJSUmo+gNDkKffNUZBuMVmcoihaALjHS4fMNPKCzLceVeXo4UOkA7Tr77deKRaNadUsmH8nrVWV71MUprtvYo5nrLF6YMeWdXNBu1eHllkEXQqCIOjUlBgI/KO4+QfKQ3Sqrd52qCgoARELDl9eIOsA8LzislDdDOouCUZWD0ITEylNUxau/Lcv/bPqi994xtK1SBCEhqHcN79qerKTNjs/hc+e0WSZ4uDMlnexjBGkWfQb87ztUXGgYCH3bOYVtEsM9Mzlg5k4KNQrqlZ8+DtY+45/edCVcNELdXNsE1FbtC666CK+/vprAO666y7uu+8+evXqxTXXXMMNN9xQ5xUUGp6jPouWVYMB/yiu1WRyTkWhmcMXn5DczL/CEdSYDBcW1befyqOuV2nPftqzn1GOjXRPOXjsF1NaAF89GFp+0h8sXRiFRkRGr4VIKS2ADXO1f5G+L1HuU1NiIPArWr/uDY0x3UNryo+/1F+gOOH8Z+CcxwPLTAHg3bIzAiJc61QWGgRPtWGT5rAxMebY8dVNXBwFodE56uvztajeS7cNzwS4IN9Q8gzt2W/p6rdPyebICXf6C8xyT5/uIsiiZScLB7Yoq5uL2bUyUMkCbbkeLFtRW7Qee+wx4/cll1xCp06dWLx4MT179uT888+v08oJjcNR06iFFS5f76PIIuvL1LP7kLrVV55iUrSCLVoWLiwuxcv1rs+4yfkJTkWFV2ce+yimlasMwPdPQqsuMkLaVFg1yx87IqPXQjhWzYJ5d4I5gfD5z4Z/X2qxjx4Afu8HmvugkRjIW2hsow86vbd8Z8j+KuBu2w9+ArqeAhe9qHUsqo7CJ3/SNrptCbTpHXDOk3pm892vxVzm/IaZrlfqThYCLLUZrV36Iox/xHJVYWk5ecVldMvOaLjU8ktfINzci4IgNDzluqJ1ND/QOgU48dLVsYfDFX1C9pt6dh+a52bAsqchMxdu+Nzfjm3CSnIy0zildzaLfgmUheqsOpKFP/7DunznEug0zHKVWRZm2GSHtSJqi1YwJ554IlOmTBElK46o8DWmtKRQRWv28nxKKzSLV9GhypD1j3/2MyUHD2gLyc39K4ItWoYLix+3qviVLKibUcyk0JnFtWOrMkLaVJAAfSFSSguCFCa03/Pvsn9farOPj0uH5Rq/591+UkhCipqSA63Zskv70bq7qWNhkqvNQ+MZ2jRPoT37eSzp1bqVhaUFWiyCFT8+Z3ns4AQfwclA6oXSAlhs0wlKip0AeEGIN3TXwaS05iGT+KhAmTeZzUWHQ/Z7/LOf+W5jnrbQrF3gYIlVWAma7Fn0SzHt2e8fcAIt1qsuZOHGD63X5Z5oWRwsCz9YGTq4ZketFK3Nmzdz++23M27cOM444wxuv/12Nm/eXJtDCU0Q3Tyclhxo8AwODrfCq8KhUi1Ll7VFy9c8MzvCkKsD9nvPM9bfsdAJF6gdiStQdRgzc1MOAk8kYi1AX2g8DmwldJ4+tPfH7n2pzT4+Dle6jd892zYLWV+TovVz/m7tR7KFLISQuASA4rIqujmKcFDHbcLuPoDlvdDlvTnBR3AykHrhwFb7ddWxk9JZEOKG0gLUbYvIrN4LQJpaETyJDwqQ4ahi7+HQAXivCh8u8ekIKUFy1EiG4Zd35r5mN0dRdP1CX33DhiHYyZguYyytWVay8OH5P9mfP4ioFa3333+f/v37s3LlSgYNGsTAgQNZtWoV/fv35z//+U+0hxOaIIbrYJBFyy44MZh0NNfBWav2sXanT+lSfM3SPGrR9jjjp0OBK5wLrI9vlcxi1Sx4qh+8f73276l+1vPBWFjODCQhRtOgYJVFYRMN0BcaFytZAIR9X2xlQM3v2KFyLeNfistBqoWF3+sbOOrZ1tpynoFvss0UC+s+WLo17zlU7gset6iz7fVHQFYPvxy2IujYkSQDqRfCXeOxXL8gCNHjm3dPmXU+3yffyWXOb0gtXm9p0Rqg2Cs/abosTA5StCySYZhlT563PV41ClkYyTyBWT38sWFm8n+03N5OFkZK1DFaU6dOZfr06Tz88MMB5Q888AD33nsvl156qc2ecUxpgaYhZ/Ww9h+vaX1dn9tcBrBzqfY3d2TN5y8toP3OT5jgKKCdckrAKj04vK26n3GOVbRRDvK1Zwjr6RmwXTNfg/po6RbuX+Lg4qEdefLMltpK8whuUaB1zKlgrWh99SD0vzjw+qxcgebdCW37wcEdgdfbeRTkLw46qPUs5FFjd/83fwpH9kDHYZCcHvmzLy2I7nnVBfX5fu5aqQmvzqOs/Z5LC+CrB2qun34/e59t6z9t3LujByA9q+b719DtNprj2b1Xkbwb4bbbtRJ++Uxz3+hzzrFdV02yp7bHtnvedoltAFDhcJH1OTM7Qt8LYVOwq0iQsAmWm5s/JbkwnwG0piitn1a2ayUdf3kDlPXMqxjI0jzNTfrXvX7LeXv88rGjsk8rDLBoKRiZ/4IsWrOX57O56AjtAVVVQ/Wirx4IlIXmugffM6v3oO9F/gmTg/nyAc01z9d2umWHzmujQEAykDpDlxOte4Z5xmhzkFldvx3RyoRIjndgK8nlhyLa7phkS6Ryr6lTk9yK5F7UpdyK9JzRHq8uvtt29WqIPmRShuYBFCzPTW79WtKyl3EudFhatO51vct8zyiKaA0EysKWis8aHaxoWaR375FSymjHRrZ52/tKLDqGVrKwtADm3+n3nNLnLuwxLnC7zI5wylRY9FjgMXW3xKDtu2WHDqRFEaIVvaJVVFTENdeEBqH95je/4W9/+1u0h4sZPttQyMn9kkKDgWsK4o8gyL82wcaFpeWU/fg6PZb+H4rqRVUcKBOf0VYaDSMoja8pANzynL6A8TNROTMZ1F+fg1X+gPGczDTeG76F4eseMLJx3eX6kA88J3OP+3cAXO5cQJqiTbj5n+SHtZTtq8Zy4wAXfQFV9fDj1mL6Fv2XzLXvhryswVm+gNAgaFsXGBVeOT3wegddYaFkYexvdR8ifh5WzxZg3h2hZ1McbB35VzJGXW9/zNoE+R8rUbyfB6N1Gfrwd6hr3zHeQsUideqRb/9BqEMW2h4HtsHWrwPv57f/j6N9L2PNsJmW767d+x58LX2L/kvLr+4Jue7C0nK+3FREy59nc96Ox3Fgblt9KCwtZ8X2Axwsr6ZVejLDurQCqPkdiibZh+17Ff7dWLuzhKKFL3Pm1kdxWG0XnMr2kz/C+f+o3fsVVMeDZzxB8eFKQx7VOqHJqlkhz9tIuTvvDuvENj7UV8ax9cRHyRh1PQBfbiqi+EgVlyrfkBuiZGns+epplvW8m+wtszlxwyMoeH2WJO3/7YB5KfCJ5zSOzplN+qY5dALY+g4TVfjeeXPAlBR3Zy3hzrJnDTmmP4V1+9y0KS33v68OJ3jdrNi+j6SWyeQfOMrB8moe+O9GQHOXsZaF3tCEEFb3rNNI2LWMgPdl0BX2cQkAeLV3wrd92plPAu0Dtog2P2FEsjT4vQyLql3r1TbKoomDP7xK5pd/DEqvfwwy1fTOD8YBLWze7zroE2h1n+L/PprbQSNQ03O0+46W/fg6PZbMMD2DoPsfiVy0kFsHz/w7m9pfUOM32rafU0eJlyK6Rt92X24qIq/4KK0zkumancGwLq2MOq3dWULp4tc4+ae/aDJIcVB6xhN81+xsOu/4gIGrHwjs5wUde8X2A+w4cJT9R6ronp3BGX3b1XhfVmw/ECD3dAL6KktfsEhahq0cdikq17s+Y6b7Ki5zfsNjrpctZKGH/HW7jeuv9KikAB+v3UWnFiV0yZ9L2y/v4Z1kLx5V4RXPhMhl4dIXrOcutEr2c3S/9c2JMOlONLJQUdXocrtOmDCBSy+9lOuvvz6g/PXXX+e9997j888/j+ZwTZ5Dhw6RmZlJ7t1zcKak89jFA/wB0aUFmmkyeE6Uu9drD6mm9WgjmLrvp0OBmZMGhARcBzN7eT7PzF3Id8l3BviuelFwKErYzgiKg3ljP+fuT/cFnrO3U3O/C3p9vDhw/GEDS3/excjjOsFTfUMOqQLnVzzMPlrxQ0pgndyqg5Mqn2Hc8e34a95lxnLwdmEJumfsWhmkUNUOr+LgpIpn2K22Nu4DYPk8li5dysiRI/07Wz1bHBAcV2HCrTo4peoZ7pp0WugzLi2wvP8oDrh7Q/1YtqJ8PxUIfP/DsWsl6iunByjSKqDctMAYmZ337TLO/fpMnFZCVHHAjV9ZPmdVhfMrH2aj0jPsu2scx3f/9Gtpq+4Pff8UJ/PGfsadn+yjPaHrvYqD53u8wpMbUkPOoiuSdu/Q0+e04fxvzgp7nw1s3ys19PpM1/bHOWv4YdU6fki5I/R+Kg64/F14d3LY+xMJS5cu1eRAUB3dqoICIffU8hrtKC2wlC8AXPA86n9vq3EU0aMqnFT5LIWmEdVwssajKlxY+RAfpTwQVh7pX8lgC5NHVRhT+SxFtPady+L+A09UXco/vRcZ7cfzcBuc3ipGVzzLbrJDtm/Pfn5MuSPUohX8vMLds2PEi4PRFc8Yo9M6E3um8o+bxtW4f0TftlrI8mA5YkWNsiVamRqBrIxouwiOE7buNVx3fWD1HLt6C43vodV6wNdHsZFHd/smoq3pntq8H3q726u0tu0zWb5/vZ2RPccImDl7EfPX7Ah/jb7vjp65NGATtO/psrwDPtkd2ne6qPLBENnkVRw4TMee9kGoGx/A4zbfan2fdmFko1t1cHGVdm7F4uiqau+FrMvU/6bebxmb9L77JO5xa7J80tCOXLT+Nk5ybuSuqttY6j3e4j4oOFBDla1oZKHltnZ9htD34dGPN/HSd3kBm3krj7Lz6csoLS2lRYsW1uf1EbVF6/zzz+fee+9l5cqVnHiilp1jyZIl/Oc//+Ghhx5i3rx5AdvWNc8//zx/+9vfKCwspF+/fjz99NOcfPLJttsvWrSIKVOmsHHjRjp06MDUqVO59dZboz7vWY5ltHFUs/7DLzlTPZGsDr00U7ZVEP/Kf0Pvs+zXb/4MTrjRCLDrp/7KOOdqktQq9nyUzL4Wt9Cmz2hte90kvX8bHC3mYEYXnvk0g9OUlSENxIFa85woqpd3P1uEV9VeyLbqfuZ9OJszL8wly+Klc+Cl7PNH6FxWDgdyLA+pAGe41qCqakidXIqW8vOLn5z8NVVbtgxutEXRXPwOF2mjsZ1HhU9wEQUO1ctgZQtDlF/IZQ9HPppFntqefmp3mjkqyfO2Z8bcDZzSu422g9m9ZdtCC4U2jIKLdu2DlS3MmJvNKb3bBI44hQvY37kMDnfW3idnipbBLHekfz8rt8X9v0J6trZtyy6aP3Nwmd37uXMZcAL7d27imbmF9FNLOMG5ma2e9sz7cBOn5UyiXace/vOZ3k9a94Q+53Bk5bshlioFKP/iIdI6DuaQ18my7w5wfrLNzTrjQdvnrChwe9JHPFd9ITPmKpxxVRKtawjy31e0gy0fvcUpansGO7dZBte+89kioC9DHb+Eti3Vy+5N36FyJqB1hIc5tPcmWznENrU9C7zDmP7BevC513ZzFJHnbc+yz77k/GSL+6xnVtOfSe5I7V5G+l6pXvj6YXY268cPq1r62pXNdlu+CHt/gEC3OTtXEn1dyCin1bvru8YBl1ofJ5gwSRDK1/+XSGz9TkWli2MPqlezCrXiUFhZ41RUrnF9UaM8sutUOBWVoY4ttGIVQxxbrO8/0MOxE9WrKeDHtW9OL49CugIOxWs0e/2dUoFV3t7kq23pouwNPNAZD4Y+i3rCgZehji2s8t3LPG97imjNx79W8OddW2lXXWDrMr2/VX/+++Fm+qkphix9d+5HnFN8gBYOLySlaO5wv3wWtg4qoS46CnBk2SyaNW9v6Va7p+Ug3vtsob1s0WUqJ/jfc93dvGUXa/eplW+E/9br+2z+NHxin3DHGXYthWSFr/vOJdC8vd8dEvwukRD6PdBd7oK/G7qbm369VvcgKYP9Bw/wzNxC2qraO3DEm8L3Hy6h16B06Ogy1pu/Ef/9cCPb1fa+PkqY+390f9h7QWZH7XtrgVNR6erYQ5G3tf+9at3JcCvct3kxRR+9xB+VKqodyXztGcKMuQpnXnSIrDDfvID3IeibZn4fSjZ/x661GzhfCSNzN39GCRnkffQ1f3b6vxFtKDH6e4UfJfOLZwinO0K/SS7Fy12uDyy/RSWbv6eqw3A++vAD2tE+wFVPb6vT567X+hkcMPoEpc6WfLvwCP1pwzjnalu551K8XOz81lLJgvChnk5F5S7XB7YJILooRdotAj5YVcAFSdqWTqz7hi5F5SdvJ45XdgUeKBpZqHrhuydh8FXaQEW4xEBnPKAd19ff29d6KC9/VwLAAH7lBOdmlnn6sJYO9ucLImqLlsNhd/uCDqwoeDx1GzQ7e/Zsrr76ap5//nnGjBnDv/71L1555RU2bdpE586hmnteXh79+/fn5ptv5re//S0//PADt912G++++y4XX3xxROfULVql05rTIsX/dll9AMyEW68C5X0v4/+l3kW/ZdO4xPldwIurAiU9L2ZDUj9O/umRkJfdbnQ13CiD+dgfu0dyu/uugLkJdEfDaPxOzXixzqyiW7CqSGJVqqbgjqp4hu9T7g5oUKqqOes4Qhq+Ap1OgF1L/UXtB0PRmojqFe45eFQFxWKkRL+PHlVhuvsmMkZezw0F99Npz1d+N7hanE8/9r3um7nohumM6uEfKd6zayttXxlqua/JISGoTKu/burPbp4S6G4Spk41XYN+bN2SpSj+++LFwaEzfa5iAS4T9vXVrz3gPbd5j0E7x56M3rQv+9n2OKoK73tOpnvf4Qz95Snre6c4KO95Lmlb5mvPzqaNqMCj1VdSSkaAu0Pwed/3nMxy9TjLbfRnC/jblen+BZ/P6pkQZblepqrwqPsKprneDfnwq8Dh9qNoXvSj5TH2dz6H1js/11xTfFsoqMbxzW4sv/76K9cdfoGW2z8NfB/DyJ7g4+guP6C5XGYkOymr8jBkyV2kbvmfZR13pPenS9mGGuWbR1V4zLgPKh5Ve5ND5UrN9Q7eDkK31WNKDfcYu/fL927M8Yzl+tFdmbJyHM2Vck6t/Ds71PYhbjZW7U6rQJCr0w/PaHFLERD8ztnJ7OB663JZl4cAjyW9igMvXhysH/oQXVpnBMge45nrMsOiHUT0Xvv+Fyw3FEV7n9YOfojyajcnbnjYkEMqCh+7R3Cuc1mYdzL0PQ+ot+9dtZNxVvUNdz37O59D6/zPajiOwrzO9+LctsCy7iqwpc9v6bn5JZNrsH9d8Pegw6HVpG2aY/HdsLjeMGXaO669A+Z30bw+5BthI/fs6mF1L9YOeRhH6Q4GbHslZDuvCqMr/8EfXXMC+k8qUJUznOTCFSHyaYW3F8OcWyzf+YD7Z1EvFdh10uNUur0B70Mkci+gzEKOhPsO2mGur7ld6t8dveyqEzozcPV9NX6LQ46vEip7rNYTfZ9R/47+yRdu8nrS44x1ruVP1bfwnWdAiEXLfH/CysIwFi3zO723+yRSO/anxXcPW9bdi4NdGf3ILVtv7PO+WzPm6O+aqsKsoydy3RNfRGTRilrRakxGjhzJ0KFDeeEFv5/y8ccfz4UXXsjMmTNDtr/33nuZN28eP/3kT8N46623snbtWn780XqkJBg7RetYUVWYUnkLf095yfZFVrGJWaqDc19f+UdeS/m7bQekrs7zD/cF/N0zmUyOsDb1FgB6VLzJxc5vedz1csC1P1Y9mXtds6MSODWhuw1AoGIV6f31qPBm9elcm7SgzurlUeG+brN59KIBcGAr83am8tinP/N98h21ft4e34etPt4XK9y+89mN4NcFEQ0chHmOXhWec1/AHa7/RvTsbF0UIjwf1M9ziFQZ8KgKz7ov4g9JofErYTsEERzfo8Lfqi/lZ29nXk95stZtQT/Of72n0IYSTveN7LZSyrjCtTCqOgYrOV4VZrqvYLrrvQC55lE1hSKSDmC0RNPRMLsZrk25iUzlKKdXPsFRNcXW5dAaBU75k5Zo570rQq0CdnW1UViiwer9rm/ZE+6Z2bXZ2lxbMHV5XZG3Yf+7Grz/157BjHWuieg9sTtOLOHxKXhWVhevqnBD5RRLWVSTcnAs9Wmq97Qx2uWxoLv/r6cnryT9jTOcq5larQ1E3eycz/8lvRvhkRww4W+aVbdlF+tQAwhRuoMH9WuSjVbKcGmFSsvHD9eP62BjUVVVxcqVK5k2bVpA+fjx41m82CrZAfz444+MHz8+oOyss87i1Vdfpbq6mqSkpHqrb00oCtyT9L5to1WU2luXIjn36a619apk6ec5iJbW2Jyq2ImXOZ6x3O78kM5KsVE+1TW7zutgHml+zH053ZVCo0MXyf11KnBd8oI6rZNTgfFb/4L61EYUvJyrKrRw9T8mgVifCo8VrgY4XyQftPDPUeEUx7qIP4yW7m9Rna9+nkOk9XcqKl2UPVEfI5LjOxWYlvyfY+6s6Me5V/1PxOe22+726jvpqOxjhutd33qFix3fhsg18zOp68GraA5ldnfy+MbVHYa7TDRnVbXkCFESfA9r8xyt6lnfsifc87Jrs3XRGa7L64q8DdvvH6mSFe44sYR2DdbP16GonO5aa3lfw/Wpjr0+TZPGaJfHgqLACOcvrPf0xIvfdRBggxrNtC7+BD52g17BZdo3XA0pi2bZrsyOiOfRWrp0KZ9++mlA2axZs+jWrRtt27bllltuobIydKKyuqK4uBiPx0O7du0Cytu1a0dRUZHlPkVFRZbbu91uiouLLfeprKzk0KFDAf/qiw6OA2HX15etUVVhtbt7vR3ffJ7lnt4ARscCMCbiTFbcAds7lPobLVIUuNf1HpOdi+rnBFFyqmM9eqYfp6JyqiP8RNBNkYZ4f44Fh6IyyJHXYOerLyKtl0eFC53Wg051RV21T+UY27pHVdjpzWaa6z3jOA5FpY/DZoJKH06l8Z6zR1XY7tW+Rx5T5yLP2943eh890VxL8LZN9X0PxqNie39i5Roiraeq2m/bmO9uY6CqNtO9oIUkLHAPSqj7EU9Y9Q11RWu7t22tnqtCdO0s3HJdE7Gi9eCDD7Ju3Tpjef369dx4442cccYZTJs2jfnz51u679U1StDXWZtrJMyYtsX2VuU6M2fOJDMz0/iXm5sbUb1q9WLU0NGoM/cWNfD3Km8P+jnzj/n44a5Z98PV59gyK1p6g0qjfhRzu3q5FLXerXiRUhejy42NUs8ffivT/bEcoy63bSiiiSF613N6k3m/65uPPSNp5qgMcSuK1Ara0HhVmO6+yQhaN4/iFtGaJ92XhWxv9TsY87V4w3TSVRV2qG2NZbfqYJF3QHQX0Qho9+1mPvGOtFzfFNusFXaubFbbHVTTozpOrBCtDFcU+MXrTzhgTI2kwgz3jSxkGHvVzDqs4bETz4qffm1mOVObyw3uG3p9Nid9AL6M9BC5ZvXbitp4SLhVBx94Tq7XZxexorVmzRrGjfOndH3vvfcYOXIkL7/8MlOmTOHZZ59lzpw59VJJgOzsbJxOZ4j1au/evSFWK5327dtbbu9yuWjdurXlPtOnT6e0tNT4t3Pnzhrr5lHhqcoLbV8CjwpvVI2r8SWpMWGgxXqrMo8KM6su47Gqy3iqehLXV/6RL9xDAO0FG+bcyk1J4bM9hZzH4rxbvdZZCD2qFgOmBzuCv2MBfkXLVUOWPqvzmilXXXisZgy3wa0qttvXtpF5VHiu6jzLZ+tRYUbV9fzTZn04wnWaIiHSdwW0ekZbPx1dYNnVN5qy4NnfzYJ9tvuUiNrHsYzwWxHJvTmW0eqa9o2mg3aFc0FEdanLD0rwscK1h2hwh7nvqgovuyf4LEHR9zw9qhLxcziW6/Cq8HL12Uyvup7Rlf8ImG/L7DoIsMRrHcS9w9uWK6tmAOCuwdNfBUqDOunm2AI9g+Eb7vGcVPkM06pvsbQUeY5R9tSEXfu3eiY3VP6ROZ6xvFR9bq3r5D0G+RZMpLIyXF29KnzhGcJDlVdaHkuf2LUu692YqCo8VnUZD1Veadtfed2mf9THsRvQ7sOHHi0T83a1HXM8Y7nM+Q1tlVLjHFbnrWkwOJK6R4JHhelV19teYzR9t+D7cCzf55rOpx//n1Xn8c+q88IO1Pzs7QTAOm9347ukmP4f7jxe3zvwVPUkzq982LJvqPcLW+gTG/swx+CeVPkMVaq92qKf+7Xq8RE9+wWeQZxU+QzL1OPsN64DIla0SkpKAhSaRYsWcfbZZxvLI0aMiEgpqS3JyckMGzaML7/8MqD8yy+/ZPTo0Zb7jBo1KmT7L774guHDh9vGZ6WkpNCiRYuAfzrmERUdfcTtWS5jmvvmkA+/V1WY7r6ZB703MtN9hf2LbF0ccO513m4h537fc3LAOfXz/ct7IS96L+QZzyX8TFfGOVfXcIbAutRUH0WBHo7CkHKP7/wLCZzrw2zRuufMHtwwuivJuI1rM//VjwNBQYxB50rFzT/dF4TcU6vOqVdVmOG+icfcl9t2VKMVvPq9fsJ7Zciz19e94z2TN71nESyMIuFjz8iQ5x2pwFUJ3FZVtaxLdu+n1bsbYAmt4XwOxffeWLyfXgLvy/uekwPrhrbdzKBn43cJg0tc3wfcD6v6GJmnwnwsjHqg8LHnhPDCGIUZvntj2+mHiB6tPor3vmnkTFVhk7dTVEqxqmrvhdv3sTFv51QC62L9Ia/5uiNFl0l6Xbw4bNtDtMed5R6P1Y1VgdVZZ7OenhTR2rY9hzu2oqiWFuXg4+hJGKzqYHXcEEUBhVc95/Ku98yQuaj0zsW1J3biT2f1pmdQ6mK9c+FOzeIXVcuo6yLQ1ToYpwKZQZ0U83Xqv7d6O1BEa4pozXQbufX+MYzwht4HP4ZMCJJNVm3jfc/JxndkPT1Z32ZCrepk7qiFq6vVdyh428fc2rsd3P6C5V64NuZQYJxjDZ8xiufCfL+sZKpV3SMZgAq+9mhkjrG+hnNbHhPtOb7ovZA3OC/kvdL7Tw/Z9I/M9+ICp5bArKVSRnv2M9P1ir/Db9F+zZkIg7H6DoVuY78u8NuotZl3vWfaXuMKb68ay1QUNgx9hKUDHjDkg6o4WNb/AaZbvHOR1C2g3OKa9Pb+N++V/M17pW27VxQ4zqm5ZQ9ybrPYQKubW3VYvvsqCh95T+YZzyWGJUtH7xv+YVwP7hnfmxbYT+vixUG50z7xhP7Mv/EOCbkWq77FTp+Vf2ZQYjarfY6FiJNhtGvXjry8PHJzc6mqqmLVqlU89NBDxvrDhw/Xe3KJKVOmcPXVVzN8+HBGjRrFSy+9RH5+vjEv1vTp0ykoKGDWrFmAlmHwueeeY8qUKdx88838+OOPvPrqq7z7bqQZTfwsGfgXnl8HqUolqd5yBjm3sVdtyTfeocZHdI5nLN96BjLUsYWWHOYgzVnl7WWs36B2tzVtKsb/bNYrMNNzFWXVyfy+01Zat8vl7lXtKVCzeNJ9GUMdWwBY7e3F4P79YIPfkhdtsLUClEx4iVbpvsk89m5CsQi+trqWO6rv4BPviSHlZkXrmpGdIa0VrNLS///g7cdJzo0U0YocSljn7M/fjp7HmymPGftUZfUh+cDmkPN7USIyF7/gPo85nrGMcmwMGyz7VPVF7FNbAnC6YxVnuNaGbPMf90l84x0a8GzNzx4IWNfNURS1S5dDgbe8Z/Iv97mc7lxtvGt6vbophRSrLWijHLK0TjoUuK3qTlpymDZKKQs8g1lPT9qz3/b91OvfmSJSFDf5nmzO6lTJ2ScMQukwmLVzHmbQoYVh6zyj6nraKAfZq7ZkoXcod198Go7eTn5Y+AlvL803zvek+zJOd6ziir4pDDjtMryFbdjw4Xu2z8aleHnLeyYvec7lwcFHGJqTAgseCdmupqQP2zqcT/fRk3DknkD+3M9Rdiyz3viUe1GGXcvQXzzMmLuBbysHcp9rFue6lgce0/50MPJ3rClJ4puNu4z7DzDLfSYjnL+w3NObE5yb6ed8O+LrUHzvxV/cv2GCcyn3J71lWZ+8DufRbff/QvafWX05G+nOea7Q636n+jTKSKVYbcFhMoxyq3ag12Wm5yr6HjeI+0en4cjqzrBfPMz5YH2ILAx3HKvjuhSvZZtRJvydoSfcyMVz1vDBqoKwMtXu2Habm9u/lsRH5fnkf4RuZ7NvMObkF8F4Va0ilw7tCLm92PjLfggdt0J1ODlIs4izG0ZyL1r7rAAQKLf6dmjBW7vaUURr5jCWWe4zOd25mnaUcGXSwgjO7q/DU9UXUakmcW7fLAb0G8j6jet5d1MFC3zfS739m2UTBLYNvUxBm9h14Ih3Wf6f/8eIjX+NuC46ujwEaMlhWlBmyLjOzn3sVVtS6M2iu3MPrdWD/D45tO0oCqxXu7PE25dvPQPp6thDqrec7s49lHjSjeN84x1KN0eRZRvT0d+NUpqFfWbhvtuKAv92n8E37kEMcm6jLSVcZfGcFAV+77t2Xbav9XQj3VEdcC/MZWZaUBbwHN/ZVGHcqxJPuvGN+PJge+YtXEoLDtGSMs7pm2XIdnwT9v7J/TvjvQruP9XUlnU34VbKEf4+8ijOtYHyIZqEBc+4L+QZz6XGe6h/T3W5F679AzxefRnNsjtx+/iBKLknGHLP7hr3KK3511gYn7QWMtrxv4oB/OHTYvqqWxjnXMOYwX0ZMf5KBunzQp05GQ5sQ8nqzqjMjuR3zefUuYPIVYqM/qfd8/6v+0QuTFoSUh7cBoK//3rdV3t78GjyG6H30kgqH4xKyTn/4raP8snztrN898PJQr1veKS8ktvP7UXfqnUQWn0UoKtjD25HSk1TltJJ2RvwHJpRzs0W/aQMysP2j+vKVTdiRevss89m2rRpPP7443z00Uekp6cHTBS8bt06evToUTe1smHy5Mns37+fhx9+mMLCQvr3788nn3xCly5dACgsLCQ/P9/Yvlu3bnzyySf84Q9/4J///CcdOnTg2WefjXgOLTMnnnsdAyYksb34KEerqlm3s5ROSQ6uBqrcXjq1SmPXgXKSk3qTmXaKsV+/8mqq3F4GdspELc1B/eyv9h9MxYFdql4vDsaNHskJgwYwKLcVAO+PLzfVZyRtWqRw3/HtyCsu41OToqUHW0eqbHlVhW2p/RjWv79WsKsz6rf/L+x8J/ry7UOTObf3EO33O2Yrmnmo3Qsef3xW5+7HwY6N5CglABQldaS3I9A6mnRgc0Cqdp07XB9algdzzoSLGNr+RDwHO+Kd/2jIPCSgjcbM9pxuCJ713m6Mc60Nucb2Z9xJP7U77Y9U0bpZMplp/gGG0vJRVLm9jPW9D21apHBmp+Pg1Zm2z9YK/Xm3bN+VXQfOplOSg9t95yktH0Wh79xZygG8Cz8PuR4vDk445SzKUtpR5fZyTQTvZ3mVl4Plp1DqK7vuuLbGuwbg7DsJdclC2/fXi4PR51zJlvJM+rVI4c7j2xmTMo+54Ga6n1bOyu0lHCyvolV6MkO7XGqsn9wJTsu5GO8rMw13quBj33z+OPoef7y2T2mBpaKl3wU7S0T3CXdrExYCt006C/UpxXpum+LNkNmRySPglN5t2F58FO8GD6xeHrptwCw6epEDRt/B4MyOtCstp5fpulOThrG9+CjHp7mo3rECdf3bYee6CbwGB+NGjaSqWQ4Zld3xLnnb8l3utvtjVEKvbUbye3zX9XbU7Q4jGQto97fq5D9RWN2K1s2SyTW90wf2rEFdfW3oXDY4uP+ac+l7nN/tTb9fX23aQ15xGa2bjTLah91xrORI7ojz8a5eEPguKE7oo3lRPHnZYK4Z1YVla5rjXalY3gMrdFc5K1noUZWA9t+e/Zb30ErpsUpF7VW0d/Y36e2DZKFp4MnrgVWz6Fv4oWV9S5QsLokigY9msQu/zV1JHzH2hKGsb3c+gNEW/7duN0W7fja2W09P1nt68n9jmsPKRQS/4+a5qMx4cdDlzN8xashAo30PGALZpeWMNrWDTq0mcrTKy0Df97RNixQGdBzN0SovY0xl40xyZMT4q1A32n9D7RRSVXEw6fyLKCILwJBxo31ysVOSg05o3/IuqaV4v/7YUqaOHDack7M6caBoF926+WXl8abj3J6WRHrFHrwLrb8z+rFuv/hM1MN7UBe+HUaJ1mZ2spNnSUOv4tzOw9l1oJxq7z68SxZZ1vuM8edxNLWdUd9zje+B9h4Gl+ltVns3WgU8xztLy3nlkyU0y+7ABaZvxHhgwMjT2V58lK7Z6QGyXZcJxUcqGdhpGOVVl9KmvIp+pnqmV2TjXfhXWzcrs1wcvXYawXI30sEIFTju5Ev4cZSWCvyrTaeQV1xG9zYZDOiYyc4D5Rwsr8J9cBfeJc9Z3s/zr/kDh0sPQ38tdtAs94qPVNKp1QDju31f6wzTPTwXgPOBEYPK2V48kq7Ztxj3yiCzY8BkvJNHdOaU3pcE9D/Tkg+iLvoWxdSvcKsOXvVMYKJrSYiM86gKk86/iIq09hwsr2Lf4Uo++frXkPuzwDsMj/pGyP62/SzFydbUvvzobabfIDxq5LLQ67PUFRwoowNwusd66iUVGKBsI8ttnVnXzF+S3sDjdjHHM5b1np5c0ceBuuPzEFl1sesHzjz5dNTvrPsBXlU777FmcIx4Hq19+/YxadIkfvjhB5o1a8a///1vLrroImP9uHHjOPHEE/nrX6MfbWrKGPNoRZArv0ZKC+CpflgaswddCW2Ps5l8UoHzn/VPzFYDhaXljHlsQYCZ+BbnfKYbaZADCf44e1SF4ptX0q6TX3He99IltNn9ZejOIVV1wN0bKCQrpA6/pvwGl+KFKT+BKxX+Xzdtxcl/1Gbt9vF52gTOOPpJxA3dbuLhAG78EnJPsJ3UTlXhUfeVvOw5zyhzKLBhyEekbzLFHg66Ei56IWT/GvnhGdQv74/QgTC6582qWTDvToz3SlFgYhT7R8jSpUsZuf15+Okji7VR1tmOrx8OeBcMTr4Hxt0XWLZqFsy7I7AsXDvqeyFc9u/AsnATvt60wFDKwHf9u9+Ate8Enq/LqGO7/x/+zuaYQdcWfI/DyRN9e6t1ihPOeBC+ehBUj7Y88enw9Q2uY22ft9Vxgick19vYqlkw/+6a6xjhpL16Gy8lg8eTXgn4sKooTK++ifdMcVQdlQN8n3K7hWKo+Mq0/b2qwjTfhKGPul7FpXhRFSeKr75W8vjr5Hvo4dgNl/4b3r/edhBmdYvTGFi6KCTph5VCpbtyDnTk1TwSqzjh7vUBnbm1O0u44J+hWSv/+/vRDNo33/odhwaRPQFYtXudvhfCpv8S8N7Xpk41yNSlS5cycqR1gg4D2/cyqO2EtAkTJ98Dh3Zbr7f6FjXkt6Cm668N4Z5tOBQnDJwcep8GXan9DZavkX7Dw9zPersH0WCSkariZHrVDbzni1/TJy8GPXTiZu6a+rCh1BWWljN65gLLr0fo/lp5SB/LN2lwYY9LA2TcZc5vDFlolt2FpeWMmhk4Xc5jrpe43LWQwmF/IueU622/aUdTskmp2B8qC7FWsN2qg5Mqn6GI1poMy59l3R717+GX94Ws8qgKj7mvYJrrXeO8KgrKoCs4tOw9Mh87WLfzaLVp04bvvvuO0tJSmjVrhtPpDFj/n//8h2bNmkV6uMTkwFYsOz4T/g4n3Ah531rvd8nr0P8i63UW5GSmMXPSAGbM3YBHVXEqCqNOOgNlqbXLZPBH2amotKveDfgVrW2D/kSbCdNhy+eQ0Q7SW2kdhGBULxzYRk63jiF1UJxO8Hq1UVx3hba9wwXpgebkZMVrOYJgp0g5FZXbqu7kqpGdGdMjW1OoZl0A+7f4N3p1vPZxa9XV9h6sN83foCgwc9IA0kecC7tuZfv3c+h60mUBHe+o6DAk8iitKJ83Q6+BHuNgp89cn3tCQAeqTjnhRmtFK9o625GWZV2eblGuX/fmz+DIHuh9lvZ87NrRiJtCyzoMsa/LziWhz/uiF7Tj7FwCuSf61x/L/Q93zM2fae9x616aNcd8XDt5YmDnrO/Rrvvu9XBgG2R1r7m+vjru/OY1cvsMDa1LpOjXqssR/Ti7VoZev/58a6pjuGdoQm/jHQefiXLWH7TndfQApGeh5J7AkF88/Mckr/5yShrKUovjoMIlbwDww9Zi7vkxhUKfFew770D+emoGp4860aivlTzObpEGR4DSnWEt3YMPLYzYJSrYvfzsEwZp9/fVM+FQUNp71aPdV9M9HZTbiouHduSDVf5tLx7aUbNY5PplzJYtW+h1+lX+fRtK9ugMvQaSm1l/f0bcBGc9GvBsa1WnupCpdu9lsKy86AVIzYSlFp3/9CxtgElvM1WVkJTil3X1Ue/GJNyzDccZD8CYu+D0P4d+D8BavkZan6Z8P00yUsnqbsiwOZ6xfOcZyBBfKMNatTd3Tjo1wHKWk5nGYxcPYNoH6wO+FIoCv3a8iDH5/lAIBZV/WrlRDr0Whl5DDgTIuA+8p3PSuMs4P7cyQHbnZKbx+MUDuPcD/3Q2egx3TovksN+09MpiS41KASpIIpXqgHKX4qWrYw9jBg/UZNjeTOt7qH8PL3k95L1zKirr1e6MqXyWoY4tWh/ztAna9Qy/Cx473vqYQUQ9YXFmpnVls7JsOkiCn6weoe6BJncY2/W5J0R9Ks3U3MZvxucALLN2TQwZEVCcWuMIptMwv5AqLcDWZcq3b3AdnP9wgbdae7HdvkbhStU+MiYOJOfgKQs119qNXHhx8MBt1/ktcKUFgUqWvvf8u+DGr2zr/cxtk1i+Pw1FIcBdgk7D2NPNTdfaKllg+Wy9KL7/jv15a64GdaDo1EQdvqOWdB5lXZ4bGvcHaNd9wo2R1dHqnc4K4+5sd05zOzDX41juv90xg6/NTFYPbK1W4dDbaJB7SiR13N3bTe4JxziKa3WtVmUQWR2tnjcO360JdI8McHUMel5mN1FDZi4Nvb8qDhRfh2tMf5jrc4kNkRsBxw6UhZlvp2qKVrP2YV3GFSJzB9SvL9i9nF0rQ5UsCJDTZnSXzBXbSxjetVWA67D+jh8oWxr4TBpK9pjJHWnfxuuqPsd6nGhk5YBLrRUtXQbZtQ8rGuN51CW5I4larn31EPS/xF5mRnP/gmnq99MkI4NlGMD24qPcZ3LlNKPLpUCXfk2Grd3ZlwU/7aVNixTOarUb3rVQtFb9G075k8/NPqjPaXE+8zl1N8vx+zvAz2gD8LX8pqUEKVkQJO9LC+B/f7DeWZcbWd1D2quqOLnp/HFUprcPCHUAILODxcGsiTjroFAHZHaEic9oDxb8JlX9o1XT+ijJyUxjVI/W2ssRfGwdxYky6Mroz5nZUbMQmVUfRdHOYdo3oA4O3zm8HnD7YrRcKSGKVpWzGa94zg05pV1fwzH69gA3R21UxALVC9VHbevdrlMPzhvUgXMHdrAVErXG4tk6zn8W5fy6e94NQh2/oyF0GuZ399AZdGV0H8lo6pjZEc63+IBEe87GILMjjL49+v1G3d6037FosXre5z9j0d6eCYgnsyJEZlrIirz+d4XIuEjkRqAs9H1601tp9QwXpROJKVxRcJz/DDefd0qgcpRvHe9A3wtt34FBua248eTugcdpatS3HKoLoqljXci9eMGubzHoSmzbiW6hFQLkTIDMCbP9eYM68JsTuwbIsEG5rfjD+D785sSutEm2yXjq82CyOndNdbx6VFf+cGYfspv7pqRQPdqzP/68sPtaYfVWOPpd6Jf3B7ZaD2YpDn+btGivysSnOePEocfcJ4zaoiUcIzW5w0TqLnOs505K15QO/Ryn/zn6c0ZrVtdfYNXrdx10pcLOQP+cy/f/g0fVK0IC0a0tWgqMvDWwyM5KoY/idju5cdwB7J5tfT3v+qI+31Gwd6WrrzrauSDGAiN/B4stFEXAemTQor3EA/XVtixk3L6fd2FhG40OXRZ6vdo5NsyFbd9oFt0g5citKjgUNWRU1KPCfdXX88cLTqT1cSdbX5+dhXhULRT0pkZ9y6G6IJo61oXcixfs+hYVB2HzJ6Hb23ksCHWDnaXJxjIeFeYBeIC2feGn+dBuAOxZH7K5VT/Qsm9olnGWXg+ELteTTBFFqzGoyR0mWpeeujh3bc8ZjVldH8U1W7QcTlj8XMBmCjDN9R6Lu9/JmLznjGD4FS3OZOjBzwODEs9/1qbeFkLhjIcCrYeN4Q5gdZ/r83nXF/Vd52Nx9dCJpo41uek1VXSLnFVSELskHbH2rkVKfbWtEFmxy3bTiNE7F6qvc6GbrfID8xqrwOPuK+jaqQNX7XkS/Vlqc/fcxBzvWN77CGZO8jB5hMV5dEtJcDKAeOnEx4LsjKaOdSH34oXgdldaAJs/Dd3ObJUQ6gfdymj6nqgoKEEeTLVCCZKF+iD8ng0hm3pUhS+TxnK2+5uAeqzw9GS4Y4s2nxpoXlrmdpTZ0ZfwwiIZxvy7NOUqoG9Yt++SKFpCw+Gb1C7AooUDK39cp6JSmH68EbC/J6kDlz33M+041wjQXKv25v0el5ATvLNdQGWEQfOCEFOEs8g15UDuREYJGsXVB56C5JYCZCulLMq4kav+cAPsXMaBo1Wc+2ElhWpr7RAqzJi7gVN6t7F2bxFLiRAP2H3Xo5g2RTgGgqyMa4qTGDI0eje/EBymfiHYykKAdz1jeTH9Ds6+4zlDFp73YSW71dYM4FdGOH9hlbcPL5x+c2i/0K7/p7s/1uO3URQtoeEwj1zojSmlGVbWJ4+qsDepgzG6sHVrMSpQRGs+MU16t734aGjnIppkCIIQD9hZ5Jp6IHeiEmzRMgaeQrnJ+Qk/V14FmcMh8yJ+3lpMoRrobu1RVWtZqCOWEiHWScqwXxdslRDqB9P3pGqpRUrW2mB2o4awsvAK5ze8V305ZJ5uyMLdPlmoz/sHYfqF9eX+WAOSDENoOAKSYfgak6rCmQ8HbKa7xRxwtjHKumVnhPjgOhXFyKwTQCwESguCkLjYWbSOvyBkU6eiklXpd1eMShYKQrxQXWa/LigpgxBDGJ5OQbKwy5iQTZ2KSnvPbmO5W3ZGyLQ/YfuFESRwqw/EoiU0HGaL1q9fab/3boSvHgjYTB9vqHT7LVI5mWmc2D2LH7cdALTG9Oik/vYjuLEQKC0IQmIS4i7jG3gacDH8PD/AGu9WHeykvbGck5nGJNN8VzXKQkGIB8Kl/m4Aq4RQTwQnw9BlYbfTtMRAQbJwq7etsZyTmcZtY3vy3IJfgSj6hQ3sTi8WLaHh0DsXh/fAqjf95UE+1g5UHnW9Slp5UUB5p1baKMXkEbl8P20sk0d0Dn++zI5ahkFRsgRBaErYWbQyOwVY41XFwQz3jRTROmD3/h21KTFO7J4VmSwUhFjHyiIBDWaVEOqJkGQYPlnYvF2QLHQyw30jO92B006c3DMbgJzM1Mj7hf0v0v410DsjFi2h4dAbVGk+NU1I51K8tCjfGVBWXq01xD7tmsvorSAIsYtdjJYrNcAav/xQS+a8m0+f6sDBKF0WdmplPzGoIMQdZovE0QOQniVJfmIdO4uWKxUGTTZk4cG0XOY8vRFQ8XhVnD6fQV0WZmUkN1lZKIqW0HDoDapZDjXN/u1WHRQ6AmfervB1NtKSnVa7CIIgxAZ2Fi1XqvbXlwRI2X4AyKfKE6hoGbIwSWShkGBIgp/4wi5Gy5Wi/fXJwqRKN7ARgCq31+gHxoIsFNdBoeHQG1R6FvQ931Tu1OZ28XU+vGjuMnuUQHeZCt/IRWqSvLaCIMQw4SxaJpKdmqyrcgcrWiILBUGIAwxZ6Bt4r0EWQqA89MtCUbQEIdAXt/0A7Xev8dpcWRe9oP299n98dsaXzPGMZe/hCgpLy43d9QbVlEcuBEEQakQfdPJ6tLTGniptObhz4dK2O1zhDpCF5VUiCwVBiAPMshBCLVo+kpz+2Lz8En8GynJRtATBhNkX1+PWfmfmBs7I3e1kvt+rNbB1u0oZ89gCZi/PB/wNKqUJNyhBEIQaMUZxveCp9JcHdS6++mkPAIcqqgNkoTGKK27UgiDEMiHJMKwtWnNW+GP2L3juh1BZ2ISt+023ZkL8oZhSGusjuM7kgE0KS8t5d1m+sexVYcbcDRSWlhuKloziCoIQ05hjtMwTdJo6F4Wl5Tz15S/GspUsTHWJLBQEIYYJSYYRatEqLC1n+tz1xnKs9QtF0RIaDnOD8lZrv51JAZvkFZeFpMjwqCrbi49SGQNBj4IgCDVijtHSOxaKE5z+/FR5xWV4g4ShLgslMZAgCHFBBBatWJeFomgJDYe5QXmsFa1u2RkoNjN9x4IvriAIQo1YWbQcSVBaYGzSLTsDh40slHhVQRDiAkdQjFa1Lxa14qCxSSSysCn3C0XREhqOgLgEa9fBnMw0bj3VP8O7eabvo1VaXNfhiuoGqa4gCEK9YLZorZuj/fZUwNP9YdUsQJOFD53f37+LgiELS8s1GVjuk4mCIAgxiTEAr2qyr+qItvzGuQGycOakAcYuZllYfFjzCKgOmgKjKSGKltBwmLPL6BYtR+hUbhP6a/NnZWUkGTN9v7cs3zARX/avH41ASEEQhJhDl4VHS2DhTH+56oX5dxuWrStHdjZWfXLnyUwe0ZnZy/NZX1AKwIyPNogsFAQhdtFlYVUZzL/LXx4kCyeP6Ey37HQAnr58sCEL567W1r/xw/YmKwtF0RIaDkvXweSQzfSUxgoKOZlpFJaWM+ND60BIQRCEmEO3aB0t1joUZlQPHNgGgNOh4PT5zLTKSA4JCldFFgqCEMvosrDycFhZCJCRog3MN09JCpWFNF1ZKIqW0HAYvrheUzIMe0VLn5QuXCCkIAhCzKEPOqVmEhKUqjghy+8+bZ60WGShIAhxhS4Lk1L81i3zOpMsTPFlWa2MMVkoipbQcARYtPQYrVDXQV3RqvT53IYLhBQEQYg59FHc5AwYeZu/XHHCxKf9cwtikodur8hCQRDiC10WOpJg/F/95VayUB908sSWLBRFS2g4rCYstrJomUZwVVUlJzONKeP7GOvNCTIEQRBiDnPWwR5jtd9ZPeDu9TD0moBNzRb+cEHhgiAIMYd5ftX+k/TCuJKFomgJDYeVRcuRFLKZ3phAG7kAGHdcWwBapPoTZAiCIMQkDgtZmJ4VMHqrYx7FBbhseK6x7r+3jxFZKAhC7BIwAO+Tha4Ua1kYFFYyeURnerVtBsCTlw1usrJQFC2h4bBM7x6qaKWYFS1fg9Ln0GqR5mqSIxaCIAgRY5mBNVQWAqQkBXYuKt3+gPGurTPqr46CIAj1jWLuF4aXhX5Fy2OUeVQtUKtDZqrlPk0BUbSEhsPcufDqroMWFi1nqKIlE3QKghA3mAedDFkYGq8KfnlY6etc6LIQmvYknYIgCDViuA56apSFKU5/vKpORZWvb5jcdGWhKFpCw2H2xbWZsBjA4VBIcmpRjrq7jKFoNeHGJAiCEBGKhbuMhSwEv4XfP+ik/XU5FJKc8gkXBCGGsXIdtJGFwa6DABW+3015EF6ktNBw6I3o6H7TPFo2JmJnYIMqr9L+prqabmMSBEGIiIAYrUjdZQLdqJtyx0IQBCEi9EGnilIo3a39rkkWevyKVrnPotWUrfuiaAkNw6pZ8Mtn2u+Fj8GRfdrvCDsXukUrVSxagiDEOmaLljGnoI3rYFDnQu9YpDThjoUgCEJEbFug/T2wFd67XPtt5zoY1C9UVdUYeBJFS0hsSgtg/l2mAhWOFGo/azARVwaN4qa65JUVBCHG0SdvP1QAZcXabztZGBSXUOHW3ahFFgqCEMOUFsCSF/3Lqm6pUiw3D+4XmmO1UpOarjxsujULoqSkhKuvvprMzEwyMzO5+uqrOXjwYNh9rrvuOhRFCfh34oknNkyFBT8HtpoaUBB2roNBDUpitARBiBsK12p/t3yhWfghcut+lbgOCoIQBxzYCqih5apFGZDs1GRecOw+NG2LlrV9rgly5ZVXsmvXLj77THM/u+WWW7j66quZP39+2P3OPvtsXn/9dWM5Odl61FCoR7J6aIkwrJQtG0UrxReLJVkHBUGIK0oL4Kf/mQp8nQpPpeXmwbIwFlxlBEEQasSub5hsPYWPXbxqkrNpJwaKCUXrp59+4rPPPmPJkiWMHDkSgJdffplRo0axefNm+vTpY7tvSkoK7du3b6iqClZkdoSJz8C8O9E6FQokZ0DVkRrdZYy4BOlcCIIQD9iN4lZXWG4eHKOlZx0UWSgIQkyT2RFO+gN896S2rCtdyc0sNw+N3Y+NJGlNVwU08eOPP5KZmWkoWQAnnngimZmZLF68OOy+CxcupG3btvTu3Zubb76ZvXv3ht2+srKSQ4cOBfwT6oCh18Dgq7TfI27yB4NHnAxDOheCIMQBWT2wjEFIz7Lc3HCjrpZBJ0EQ4ozjJ2p/07Nhgk/hqqFfqM8paGQcbOIhJTFh0SoqKqJt27Yh5W3btqWoqMh2v3POOYdLL72ULl26kJeXx3333cfpp5/OypUrSUlJsdxn5syZPPTQQyHlK1asICMjo/YXEeOUlJSwdOnSYzpG59IKcoDdxQdp567ACaxev5Gq9P0h21YePQLAxp830+Lwdnbs0pb37y1k6dLSY6pHbaiL6491Ev0eJPr1g9wDqJt70L3D6bTZ/TUAKgoKKoUHK8i3OG5JsSb7tufvZOnSA/y0rRyA8sOljfIs5B2Qe5Do1w9yD+rq+tMPbWUAUOX2kL9rDz2B0rKj/Gxx7IIdmtV/b/EBli5dyi/7tYytDm91gz+LsrKyiLdtVEXrwQcftFRqzCxfvhwARQkdAVRV1bJcZ/Lkycbv/v37M3z4cLp06cLHH3/MpEmTLPeZPn06U6ZMMZYPHTpEbm4uw4cPp0WLFmHrGs8sXbo0wKJYKw59AnnQoV0b2KGNRAwZNgJadAjZNHvDUthfTJdu3Rk5pBOv/7ISKKJtuxxGjjzu2OpRC+rk+mOcRL8HiX79IPcA6ugeuC6A3V9DpxNQ2hwHq2eR06kzORbHXbD/J9i6jex27Rk5si8/lG4GfiWrVStGjhx+bPWoBfIOyD1I9OsHuQd1dv17M+EHSHYq9OzWBdZCZqtsy2MXJhfA6jWkN2/ByJEj8fxaDN8uJSk5mc7HDSQn0zq2qz6IxtutURWt22+/ncsvvzzsNl27dmXdunXs2bMnZN2+ffto165dxOfLycmhS5cubNmyxXablJQUW2uXcIzoiS881eB1+8pqSGlc7WX28nw+26hZLp9fuJXOrdOZPKJzvVdXEAShXtBlYWoLcPm+NxG4Uc9ens8/FvwKwOeb9jB7eb7IQkEQYheHTw3x1jx5e/A8Wl9s0vqFu0oqGPPYAmZOGtAk5WGjKlrZ2dlkZ2fXuN2oUaMoLS1l2bJlnHDCCYCmTZeWljJ69OiIz7d//3527txJTk5OressHAN646ku95cd2QcZoe+A3rnYd6SSp778xShXgRlzN3BK7zYNOnohCIJQZ+iy0Os2TVhso2j5Bp0Ollcxfe76gDQaIgsFQYhpHPrk7W7wVGm/a5q83e2lsLScfy/eYazzqk1XHsZEMozjjz+es88+m5tvvpklS5awZMkSbr75Zs4777yAjIPHHXccH374IQBHjhzhnnvu4ccff2T79u0sXLiQiRMnkp2dzUUXXdRYl5LY6A1q7yZ/2YujYdWskE09Xq07sW3fEbxBCbo8qsr24qP1VUtBEIT6RZeFHrd/FLeGOQW37SsTWSgIQnyhyz1vBJ5OPll4oKyKlTtKQnK3NlV5GBOKFsDbb7/NgAEDGD9+POPHj2fgwIG8+eabAdts3ryZ0lItUYLT6WT9+vVccMEF9O7dm2uvvZbevXvz448/0rx588a4BEFvULtX+ctUL8y/W5tbxsfs5fl8sUlzFf1w9e6Q/FxORaFrdnr91lUQBKG+MHcuanCX2bhb+6atLwiNCRBZKAhCTGO4DrprlIXfbykGYGdJOXe8szpkfVOVhzGRdRAgKyuLt956K+w2qmk26bS0ND7//PP6rpYQDQ6b1031wIFtkNmRwtJyps9db38IBR6d1L/JmYYFQRAixty5COM6WFhazvy1hZaHUBBZKAhCjKPLQtXrn7TdwnWwsLScl77bZiwHW7OcitJk5WHMKFpCHGAzSoHihKzuAOQVh7rHqEB2s2SKj1TxwlVDOau/xNgJghDDOEyJgcK4DuYVl1lNbQzAH8f3bpKB34IgCBHjMM2BpcfvW7gO5hWXodoIw9OPa8NfLxrQJJUsiCHXQSEO0BuUOZ274oSJT2szhAPdsjNwBPkKOk0p/Du2anpmYUEQhKgwAsDDZ9rqlp1hNbUxAG1bpNZP3QRBEBoKs9zTFS0bWRjcN9QXu7TOaLJKFoiiJTQk+oity9dBSMqAu9fD0GuMTXIy05g5aYDRgHT3mGqPNpSRmtS0ZwAXBEGokYAAcHuLVk5mGr85sYt/N0Whe3YGAGkiCwVBiHXMISWGRctaFt4z3p/8zqkojOmpZaxu6v1CUbSEhiM4vXtyumHJMjN5RGd+e6rmSnjuwPZMHtGZ8mptguO05KbdoARBEGokQtdBgNOPawtoI7rfTxtL8zRtO1G0BEGIecyKlrtC+2sjCy8e1knbRYHvp40lN0vzcGrqslAULaHh0BtUtS/9pk0KT4DWGdokni6HA49XNSaoS3XJKysIQowTxSSdekrjZKeDnMw0Kqq0QaemPoorCIJQIwExWr6+oZ0s9M0p6FWhbfNUKqp1Wdi0+4VNu3ZCfKFnkgljHtZJ8TWcKo+XSrfHKBeLliAIMY8uC2twHQRIcfllIUCFW7fuy+dbEIQYR1FMg/Dh+4bJpoH2KrfXULTEoiUIOnpj0mf/tstCiH/kosrtpbzKr2ilupp2gxIEQagRc3r3qjLtd0XoPFng71zoVn1dHqaILBQEIR7Q5WH5Qe1vtfWkw8GKVnl1bFj3RdESGo5gxSqM66DeoCpNjSnZ5cARnHZGEAQh1tBlYeUR2Pez9vuj38KqWSGb+mWhJgcrJF5VEIR4Qle0di3T/n7/tKUsdDkU9CTUlW6PyXWwactCUbSEhiN4EjqLSel0zKO4FdXaSG5TNw8LgiBEhB6X4C73l6kqzL8bSgsCNtWt+5U+i5bIQ0EQ4golWBWxloWKogTIw/IYkYWiaAkNhyNY0Qpj0TI1pljxwxUEQYgIu/hU1QMHtgUUmQedPF7ViNVq6qO4giAItcZCFoJJHnq8RmKgpm7dF0VLaDhq4TpoDnhs6pllBEEQIsIuPlVxQlb3gCJzx0J3owYZeBIEIU5wpoSWWchCMCUHcnuNxEBNvW/YtGsnxBfBFq3gZRNWnQsZwRUEIS6wkn2KAyY+HTK3YIpTk3uqCkcq3P5ymepCEIR4ICk1cNlGFoI/CZA5UVpT7xuKpBYajpAYLXuLllVjqvZ4KSwtt91HEAQhJjDLQt26dd2nMPSakE1TTKO1hyq0VPBJDoU9hyvqtYqCIAgNgjGXlk/WTXjSUhZC4CB8WZU28HTYNADVFBFFS2g4QlwHw8yjZTIPf7N5HwBb95Ux5rEFzF6eX29VFARBqHfMFi19Hq1WXSw31eNVAeau2gVAtVcVWSgIQnxgyEMt/pQWObab6vLwi41FlFVqg/BXvrykSctCUbSEhiMkGUaYebR8ilZFtYf3lvkbkFeFGXM3iGVLEITYxSpGy2URpwA4HAou37QW//rWHxwuslAQhLggikF4vW/4yvd5RllTl4WiaAkNR3DjiWDC4gq3BzVonUdV2V5sPaGdIAhCk8cqRiuC5EBqkDAUWSgIQswTMghvPegEsSkLRdESGg5HUMBiBB0Lt8dL8BTFTkWha3Z6HVdOEAShgQiWhWBr0QK/PBRZKAhC3BFN39AZe7JQFC2h4aiFedjthVP7tPHvoig8Oqk/OZlp9VJFQRCEekdRguShEj4Lq69zIbJQEIS4oxZhJbEkC+0luyDUNcGNJ4LGBJCZpr2mFw7uwL3nHNdkG5MgCELEOFz+RBiuFE35stvUF6Oly8KhuS3552+GiiwUBCH2Ce4LhrHue30+g7oszMpI4uM7T27SslAsWkLDETJqYW8enrdmt/H7v2sKAejTvkWTbkyCIAgRY+5chIlJmL08n6JSLZW7Lgs7ZqWLLBQEIT6IsG84e3k+320pBvyyMOv/t3fnQVHc6f/A3yO3CEOAyHAJ6JpgwAPUJcv6CyRr1IrHGmuNJ2pZu7VGiWC2jK6mInE3HinjGjerJqmsmjJZrZRojOZrRINHVuIBsvHYqFGOhAWJEcEDFZnn9wdhnHZmAJNmmO55v6qmiv70Z3r6eQo+9DPd/Wl/H5cfC1lokfO08YHFlbX1eOXjUzbtjWZze+wVEZHzWd+X4OAb3Mraevw596TtWw33TxFERKRRbbhHy9FY6OXh+mWM6+8h6Ucbv7UouXwDZjvHEc3PTCAi0jzre7QcFFqOxsKGuyy0iEgnbO7ftz02dDQWdnJ8xbXLYKFFzmNzj5b9Qisu1N/uH0+3YNecUYaI6IFZf/H0gGOhyejbTjtFRORk938Jb+eLJ0djYbC/41tQXAULLXKe/2xWLl+yPQ0MAOFGPywd09umPZqFFhHphYfVwYWDM1rNY+H9xxeufk8CEVGb2Vw6aDtRmqOxMLSL4/tbXQULLXKO2gpgZ7ay7b+fNLXbMW5gNzxq6qJo8/ex8+wZIiJNsjpkaGFioHEDu2F4H5OirTPHQiLSi8YG5bKD8XDcwG7IHtxT0aaF40IWWuQcVy4AYmcyiyPrHL4lyE/5x1Z/h/doEZEOFL0PXC27t3yrtsXuoV2UlwrebeTEQESkA0XvA+c/U7a18MVTeJDybL4W7lZloUXOEdwDts/yBlDwlsOzWl18lNftTn7vCLYcK2+HnSMicpLaCuCTLGVbTYnDcRCwHQtzPjnDsZCItM3eWAgAdf+zbfvR/WPhh1+Wu/xYyEKLnMMYCaRm2raLGbhy0e5bDPc9wNMswILcU6isrW+PPSQian+Ozu47GAcBoFGU39sKx0Ii0rqfMBbealBe2SRw/bGQhRY5T8rztm0GDyC4u93uZjt/gI0iKL18U+09IyJyjuAegOH+f70Gh+MgANyyc9k0x0Ii0jS7YyFaHAvr6hts2lx9LGShRc5jjARCrG5kNHQCRq5qarcjLMB2CmMPgwGxoZx9kIg0yhgJjHxT2RbyixbfEh1sO8sgx0Ii0jTLWGh19ZJPoMNjQgDo/nAXmzZXHws1U2i99tprSE1NRefOnREUFNSm94gIcnJyEBERAT8/P6Snp+P06dPtu6PUMusDiokfAclTHHbtGqgstDwMBiwZk8ipjYlI25KnAD2H3Fv+4TywKrHpxnA7IoKUBxGdDOBYSETalzwFSH3h3rJvUIvd40L9FctaGAs1U2jduXMHY8eOxfPP27n8zIHXX38dK1euxFtvvYVjx47BZDLh6aefxrVr19pxT6lF3lZ/JKE9HfcD8E31dcXyS8MexbiB3dpjr4iInMvzvgMDMQOfZNudFON46RXF8rxh8RwLiUgfAqweX2HnGVrW8s5cUiz/Ma27y4+Fmim0Xn31VcyZMwe9e9s+yNYeEcGqVauwcOFCjBkzBomJidi4cSNu3ryJDz/8sJ33lhyyfjCnr9Fht8raenx6slLR9vrusy59wyMRUZs13rFtk0abG8Era+vx3r9LFG0cC4lIN7ysztib7zqcgbWyth5/3XVG0fb2gYsuPxZqptB6UCUlJaiqqsKQIfcuz/Dx8UFaWhoOHz7s8H23b99GXV2d4kUqMlvd1O0T6LBbyeUbNs9HcPUbHomI2izAZNtmZ3Kgkss3cN+kgxwLiUg/rK90ulrm8DLqkss3YL5vLDQLXH4s9Gy9izZVVVUBAMLCwhTtYWFhKCsrs/cWAMDSpUvx6quv2rQfP34c/v7+dt7hHmpqanDkyJGfvZ0e319C6I8/Hzl2zGG/q/W2s2wZANR8exZHLjv/SeBqxa9l7p4Dd48fYA4A9XIQWduAKKtlQSeUJMzG919/B+A7S/vV+kYYYPtgzp0FX6HTZeffAM7fAebA3eMHmAM143/42zNQfL0kZsiOLBTXBeOO38OWZlcaC2/cuNHmvh1aaOXk5NgtaqwdO3YMAwYM+Mmfcf+zmETEps3an//8Z7z44ouW5bq6OkRHR2PAgAEIDHR8Bkbvjhw5gpSUlJ+/ofKHgB+vCEyJj3I4u0xlbT0Muz9X/kEZgKSkpA656VG1+DXM3XPg7vEDzAGgYg4aCoBvfvw5dTYMKTPQ3RgJexMbzzdcwNL/+1rRtvl0PTJHPu708ZC/A8yBu8cPMAeqxt9QAJxSNhlgRlKMEYhTfoarjIUPcrVbhxZamZmZGD9+fIt9YmNjf9K2TaamyzKqqqoQHh5uaa+urrY5y2XNx8cHPj4+DtfTz3Tlwr2fVyU2Te1pZ+ZBe5cOyo+niF15dhkiojaxvlwmamCLUxr3jrK9n7X58kGOh0SkaSE9bNscPGNVi2NhhxZaoaGhCA0Nbb3jTxAXFweTyYS8vDwkJSUBaJq58MCBA1i+fHm7fCa1orYCqPzq3nLzLFs9fmNzkBEX6o9OBiiux3X1ZyUQEbWZ9Q3gLUwMBHA8JCIdC4pRLhs8HD5jVYtjoWYmwygvL0dxcTHKy8vR2NiI4uJiFBcX4/r1e1OAx8fHY9u2bQCaLhnMzs7GkiVLsG3bNpw6dQrTpk1D586dMXHixI4Kw71duQCbq2vtzLIFAOFGPywd0xseP17myWdoEZGueFmNZa0UWhwPiUi3rL90Sp4CZJ90+IxVLY6FmpkM45VXXsHGjRsty81nqfLz85Geng4AOHv2LGpray19XnrpJdTX12PmzJmoqalBSkoK9uzZg4CAAKfuO/0ouAdg6NR0JquZg9PDADBuYDc88cjDKL18E7GhnV36D4mI6IFYXzrYSqEFcDwkIp3ytiq0Ige0eBk1oL2xUDOF1oYNG7Bhw4YW+8h9c+AaDAbk5OQgJyen/XaM2s4Y2XRP1ifZTWeyWjg93Czc6Ofyf0RERA/M+sGcDW2bnpjjIRHpjuI5WrYzTtujpbFQM4UW6UTylKZ7sq5cbDqT1co3F0REunTus3s/rxvkcGIgIiJdO73t3s+7XgQ8PHU1FmrmHi3SEWMkEPf/WGQRkXuqrQCOvn1vuXlioNqKDtslIiKnq61oKq4sRHdjIQstIiIiZ7pyoel5FdYcTAxERKRbVy4o79sHdDcWstAiIiJypuaJgay1MDEQEZEuucFYyEKLiIjImZonBjJ4NC23YWIgIiLdcYOxkJNhEBERORsnBiIi0v1YyEKLiIioIxgjdXdQQUT0wHQ8FvLSQSIiIiIiIpWx0CIiIiIiIlIZCy0iIiIiIiKVsdAiIiIiIiJSGQstIiIiIiIilbHQIiIiIiIiUhkLLSIiIiIiIpWx0CIiIiIiIlIZH1jcChEBANTV1XXwnnSsGzduuHUO3D1+gDlw9/gB5gBgDtw9foA5cPf4AebA3eNvjr25RmgJC61W/PDDDwCA6OjoDt4TIiIiIiJyBdeuXYPRaGyxDwutVgQHBwMAysvLW02mXtXV1SE6OhrffvstAgMDO3p3nM7d4weYA3ePH2AOAObA3eMHmAN3jx9gDtw9fqDpTNa1a9cQERHRal8WWq3o1KnpNjaj0ei2v1DNAgMD3ToH7h4/wBy4e/wAcwAwB+4eP8AcuHv8AHPg7vG39eQLJ8MgIiIiIiJSGQstIiIiIiIilbHQaoWPjw8WLVoEHx+fjt6VDuPuOXD3+AHmwN3jB5gDgDlw9/gB5sDd4weYA3eP/0EZpC1zExIREREREVGb8YwWERERERGRylhoERERERERqYyFFhERERERkcpYaBEREREREamMhVYL1qxZg7i4OPj6+qJ///44dOhQR++SKpYuXYqBAwciICAAXbt2xejRo3H27FlFHxFBTk4OIiIi4Ofnh/T0dJw+fVrR5/bt23jhhRcQGhoKf39/jBo1Ct99950zQ1HN0qVLYTAYkJ2dbWnTew4qKiowefJkhISEoHPnzujXrx8KCwst6/Ue/927d/Hyyy8jLi4Ofn5+6N69OxYvXgyz2Wzpo7ccHDx4ECNHjkRERAQMBgO2b9+uWK9WvDU1NcjIyIDRaITRaERGRgauXr3aztG1rqX4GxoaMG/ePPTu3Rv+/v6IiIjAlClT8L///U+xDS3HD7T+O2Dtj3/8IwwGA1atWqVod4cc/Pe//8WoUaNgNBoREBCAxx9/HOXl5Zb1Ws5Ba/Ffv34dmZmZiIqKgp+fH3r16oW1a9cq+mg5fmceA2k1B+4yHjqFkF2bN28WLy8veffdd+XMmTOSlZUl/v7+UlZW1tG79rMNHTpU1q9fL6dOnZLi4mIZPny4dOvWTa5fv27ps2zZMgkICJCtW7fKyZMnZdy4cRIeHi51dXWWPjNmzJDIyEjJy8uToqIiefLJJ6Vv375y9+7djgjrJzt69KjExsZKnz59JCsry9Ku5xxcuXJFYmJiZNq0aXLkyBEpKSmRvXv3yjfffGPpo+f4RUT++te/SkhIiOzcuVNKSkrko48+ki5dusiqVassffSWg08//VQWLlwoW7duFQCybds2xXq14h02bJgkJibK4cOH5fDhw5KYmCgjRoxwVpgOtRT/1atXZfDgwbJlyxb5+uuvpaCgQFJSUqR///6KbWg5fpHWfweabdu2Tfr27SsRERHyt7/9TbFO7zn45ptvJDg4WObOnStFRUVy4cIF2blzp1y6dMnSR8s5aC3+3//+99KjRw/Jz8+XkpISefvtt8XDw0O2b99u6aPl+J15DKTVHLjLeOgMLLQc+OUvfykzZsxQtMXHx8v8+fM7aI/aT3V1tQCQAwcOiIiI2WwWk8kky5Yts/S5deuWGI1GWbdunYg0/RF6eXnJ5s2bLX0qKiqkU6dOsnv3bucG8DNcu3ZNevbsKXl5eZKWlmYptPSeg3nz5smgQYMcrtd7/CIiw4cPl+nTpyvaxowZI5MnTxYR/efg/gMsteI9c+aMAJAvv/zS0qegoEAAyNdff93OUbVdS0VGs6NHjwoAyxdseopfxHEOvvvuO4mMjJRTp05JTEyMotByhxyMGzfOMg7Yo6cc2Is/ISFBFi9erGhLTk6Wl19+WUT0Fb9I+x0DaTkH9uh9PGwvvHTQjjt37qCwsBBDhgxRtA8ZMgSHDx/uoL1qP7W1tQCA4OBgAEBJSQmqqqoU8fv4+CAtLc0Sf2FhIRoaGhR9IiIikJiYqKkczZo1C8OHD8fgwYMV7XrPwY4dOzBgwACMHTsWXbt2RVJSEt59913Ler3HDwCDBg3Cvn37cO7cOQDAf/7zH3zxxRd45plnALhHDqypFW9BQQGMRiNSUlIsfR5//HEYjUbN5aS2thYGgwFBQUEA3CN+s9mMjIwMzJ07FwkJCTbr9Z4Ds9mMXbt24ZFHHsHQoUPRtWtXpKSkKC6v03sOBg0ahB07dqCiogIigvz8fJw7dw5Dhw4FoL/42+sYSMs5cNTH3cZDNbDQsuPy5ctobGxEWFiYoj0sLAxVVVUdtFftQ0Tw4osvYtCgQUhMTAQAS4wtxV9VVQVvb2889NBDDvu4us2bN6OoqAhLly61Waf3HFy8eBFr165Fz5498dlnn2HGjBmYPXs23n//fQD6jx8A5s2bhwkTJiA+Ph5eXl5ISkpCdnY2JkyYAMA9cmBNrXirqqrQtWtXm+137dpVUzm5desW5s+fj4kTJyIwMBCAe8S/fPlyeHp6Yvbs2XbX6z0H1dXVuH79OpYtW4Zhw4Zhz549ePbZZzFmzBgcOHAAgP5zsHr1ajz22GOIioqCt7c3hg0bhjVr1mDQoEEA9BV/ex4DaTkH93PX8VANnh29A67MYDAolkXEpk3rMjMz8dVXX+GLL76wWfdT4tdKjr799ltkZWVhz5498PX1ddhPrzkwm80YMGAAlixZAgBISkrC6dOnsXbtWkyZMsXST6/xA8CWLVuwadMmfPjhh0hISEBxcTGys7MRERGBqVOnWvrpOQf2qBGvvf5ayklDQwPGjx8Ps9mMNWvWtNpfL/EXFhbizTffRFFR0QPvq15y0DwZzm9/+1vMmTMHANCvXz8cPnwY69atQ1pamsP36iUHq1evxpdffokdO3YgJiYGBw8exMyZMxEeHm5z9Yc1Lcbf3sdAWs8B4L7joVp4RsuO0NBQeHh42FTb1dXVNt9waNkLL7yAHTt2ID8/H1FRUZZ2k8kEAC3GbzKZcOfOHdTU1Djs48oKCwtRXV2N/v37w9PTE56enjhw4ABWr14NT09PSwx6zUF4eDgee+wxRVuvXr0ss2q5w+/A3LlzMX/+fIwfPx69e/dGRkYG5syZYznD6Q45sKZWvCaTCZcuXbLZ/vfff6+JnDQ0NOC5555DSUkJ8vLyLN/eAvqP/9ChQ6iurka3bt0s42JZWRn+9Kc/ITY2FoD+cxAaGgpPT89Wx0e95qC+vh4LFizAypUrMXLkSPTp0weZmZkYN24cVqxYAUA/8bf3MZCWc9DMncdDtbDQssPb2xv9+/dHXl6eoj0vLw+pqakdtFfqERFkZmYiNzcXn3/+OeLi4hTr4+LiYDKZFPHfuXMHBw4csMTfv39/eHl5KfpUVlbi1KlTmsjRb37zG5w8eRLFxcWW14ABAzBp0iQUFxeje/fuus7Br3/9a5vpbM+dO4eYmBgA7vE7cPPmTXTqpBwCPTw8LN9ou0MOrKkV769+9SvU1tbi6NGjlj5HjhxBbW2ty+ek+aDi/Pnz2Lt3L0JCQhTr9R5/RkYGvvrqK8W4GBERgblz5+Kzzz4DoP8ceHt7Y+DAgS2Oj3rOQUNDAxoaGlocG7Uev7OOgbScA4DjoWraf74NbWqe3v29996TM2fOSHZ2tvj7+0tpaWlH79rP9vzzz4vRaJT9+/dLZWWl5XXz5k1Ln2XLlonRaJTc3Fw5efKkTJgwwe7UplFRUbJ3714pKiqSp556ymWntW4L61kHRfSdg6NHj4qnp6e89tprcv78efnggw+kc+fOsmnTJksfPccvIjJ16lSJjIy0TO+em5sroaGh8tJLL1n66C0H165dkxMnTsiJEycEgKxcuVJOnDhhmUVKrXiHDRsmffr0kYKCAikoKJDevXu7xHS+LcXf0NAgo0aNkqioKCkuLlaMjbdv37ZsQ8vxi7T+O3C/+2cdFNF/DnJzc8XLy0veeecdOX/+vPz9738XDw8POXTokGUbWs5Ba/GnpaVJQkKC5Ofny8WLF2X9+vXi6+sra9assWxDy/E78xhIqzlwl/HQGVhoteAf//iHxMTEiLe3tyQnJ7c47aWWALD7Wr9+vaWP2WyWRYsWiclkEh8fH3niiSfk5MmTiu3U19dLZmamBAcHi5+fn4wYMULKy8udHI167i+09J6DTz75RBITE8XHx0fi4+PlnXfeUazXe/x1dXWSlZUl3bp1E19fX+nevbssXLhQ8U9EbznIz8+3+7c/depUEVEv3h9++EEmTZokAQEBEhAQIJMmTZKamhonRelYS/GXlJQ4HBvz8/Mt29By/CKt/w7cz16h5Q45eO+99+QXv/iF+Pr6St++fRXPkBLRdg5ai7+yslKmTZsmERER4uvrK48++qi88cYbYjabLdvQcvzOPAbSag7cZTx0BoOIiDrnxoiIiIiIiAjgPVpERERERESqY6FFRERERESkMhZaREREREREKmOhRUREREREpDIWWkRERERERCpjoUVERERERKQyFlpEREREREQqY6FFRERuIz09HdnZ2e2y7dLSUhgMBhgMBvTr10+17U6bNs2y3e3bt6u2XSIial8stIiIyKXt37/fUmjYez355JNt3lZubi7+8pe/WJZjY2OxatWqVt/3IEXO3r17sW/fvjbvU2vefPNNVFZWqrY9IiJyDs+O3gEiIqKWpKam2i00duzYgRkzZmDmzJlt3lZwcLCau2ZXSEgIQkJCVNue0WiE0WhUbXtEROQcPKNFREQuzdvbGyaTSfGqqanB3LlzsWDBAowdO9bS98yZM3jmmWfQpUsXhIWFISMjA5cvX7ast750MD09HWVlZZgzZ47l7Jg9sbGxAIBnn30WBoPBstxW06ZNw+jRo7FixQqEh4cjJCQEs2bNQkNDg6XPmjVr0LNnT/j6+iIsLAy/+93vHugziIjI9bDQIiIiTbl69SpGjx6NtLQ0xWWAlZWVSEtLQ79+/XD8+HHs3r0bly5dwnPPPWd3O7m5uYiKisLixYtRWVnp8PK8Y8eOAQDWr1+PyspKy/KDyM/Px4ULF5Cfn4+NGzdiw4YN2LBhAwDg+PHjmD17NhYvXoyzZ89i9+7deOKJJx74M4iIyLXw0kEiItIMs9mMiRMnwsPDA5s2bVKchVq7di2Sk5OxZMkSS9s///lPREdH49y5c3jkkUcU2woODoaHhwcCAgJgMpkcfubDDz8MAAgKCmqxX0seeughvPXWW/Dw8EB8fDyGDx+Offv24Q9/+APKy8vh7++PESNGICAgADExMUhKSvpJn0NERK6DZ7SIiEgzFixYgIKCAnz88ccIDAxUrCssLER+fj66dOliecXHxwMALly40BG7a5GQkAAPDw/Lcnh4OKqrqwEATz/9NGJiYtC9e3dkZGTggw8+wM2bNztqV4mISCU8o0VERJqwZcsWrFixArt27ULPnj1t1pvNZowcORLLly+3WRceHu6MXXTIy8tLsWwwGGA2mwEAAQEBKCoqwv79+7Fnzx688soryMnJwbFjxxAUFNQBe0tERGpgoUVERC6vuLgY06dPx7JlyzB06FC7fZKTk7F161bExsbC07Nt/968vb3R2NjYaj8vL6829fupPD09MXjwYAwePBiLFi1CUFAQPv/8c4wZM6bdPpOIiNoXLx0kIiKXdvnyZYwePRrp6emYPHkyqqqqFK/vv/8eADBr1ixcuXIFEyZMwNGjR3Hx4kXs2bMH06dPd1gkxcbG4uDBg6ioqFDMTmiv3759+1BVVYWamhpV49u5cydWr16N4uJilJWV4f3334fZbMajjz6q6ucQEZFzsdAiIiKXtmvXLpSVleHTTz9FeHi4zWvgwIEAgIiICPz73/9GY2Mjhg4disTERGRlZcFoNKJTJ/v/7hYvXozS0lL06NHDMumFPW+88Qby8vIQHR2t+kQVQUFByM3NxVNPPYVevXph3bp1+Ne//oWEhARVP4eIiJzLICLS0TtBRESkdaWlpYiLi8OJEyfQr18/1bdvMBiwbds2jB49WvVtExGR+nhGi4iISEWpqalITU1VbXszZsxAly5dVNseERE5B89oERERqeDu3bsoLS0FAPj4+CA6OlqV7VZXV6Ourg5A0+yJ/v7+qmyXiIjaFwstIiIiIiIilfHSQSIiIiIiIpWx0CIiIiIiIlIZCy0iIiIiIiKVsdAiIiIiIiJSGQstIiIiIiIilbHQIiIiIiIiUhkLLSIiIiIiIpWx0CIiIiIiIlIZCy0iIiIiIiKV/X+cHDiIMuTu1AAAAABJRU5ErkJggg==",
"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": 6,
"metadata": {},
"outputs": [
{
"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": [
"#Abschnitt 2.3\n",
"\n",
"#paths to data files\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",
"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",
"# Leerlauf\n",
"fig, ax = plot_kurven(data_leerlauf, title=\"Leerlauf\")\n",
"ax.add_patch(Rectangle((100,-2.2), 700, 2.8, fill=False, lw=1.5, ls=\"--\", color=\"red\"))\n",
"ax.text(260, -2.6, \"Hinlaufendes Signal\", fontsize=14, usetex=True)\n",
"ax.add_patch(Rectangle((150, 0.8), 600, 2.2, fill=False, lw=1.5, ls=\"--\", color=\"green\"))\n",
"ax.text(760, 2.8, \"Rücklaufendes Signal\", fontsize=14, usetex=True)\n",
"fig.savefig(\"Messungen/Diagramme/2.3/Leerlauf\", dpi=250)\n",
"\n",
"# Kurzschluss\n",
"fig, ax = plot_kurven(data_kurzschluss, title=\"Kurzschluss\")\n",
"ax.add_patch(Rectangle((150, 0.2), 580, 2.4, lw=1.5, ls=\"--\", color=\"red\", fill=False))\n",
"ax.text(750, 2.4, \"Hinlaufendes Signal\", fontsize=14, usetex=True)\n",
"ax.add_patch(Rectangle((265, -2.4), 560, 3.5, lw=1.5, ls=\"--\", color=\"green\", fill=False))\n",
"ax.text(850, -2.4, \"Rücklaufendes Signal\", fontsize=14, usetex=True)\n",
"fig.savefig(\"Messungen/Diagramme/2.3/Kurzschluss\", dpi=250)\n",
"\n",
"fig, ax = plot_kurven(data_50Ohm, title=\"Endwiderstand 50 Ohm\")\n",
"fig.savefig(\"Messungen/Diagramme/2.3/50Ohm\", dpi=250)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "4c236d0950a847a79b2afa4334936795",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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odOBF755QRe+cW1FkMn3xiGkADnwp4zZ87g4MGDWL16NQBAoVBg3Lhx+Oabb0wC9A4dOhjux8TEAABycnIQHx9vdb+FhYV4/fXXsWHDBly+fBllZWXQaDQWGXTj/QqCgOjoaOTk5Bjq1qFDBwQFBRnK3H777U49L/IfDNCJiIj8gToTWD/N9uOCHIhMrL76EBHVQF9//TXKysoQG1txsVMURSiVSuTn5xvWKZVKw319dl6n09nc7wsvvIDff/8d77//Ppo3b47g4GDcf//9KCkpMSlnvF/9vvX7FUXRoiWAedN78n8M0ImIiPxB3jlAtPXjTwCGvMrsORH5rGClHCffGObSNtnqWxjywU7ojGJQmQD8MWMAolVBtje0cmxnlJWVYdmyZVi4cCGGDh1q8th9992H77//Hu3atXP6uMZ2796NyZMnY8yYMQCAmzdvIj093aV96Ju5FxcXIzAwEABw+PBht+pDvouDxBEREfmDyGaAYOtrWwT+eA1IXladNSIicpogCAgJULj0L7FBGOaPbQ95edZYLgiYP7Y9EhuEubQfZ/ufb9iwAfn5+XjiiSfQrl07k3/3338/vv76a7eff/PmzbF69WqkpKTg6NGjePjhh+1m3K3Rb/OPf/wDp06dMmTkAbjUx558GwN0IiIif6CKBe5+32iF2Y8xUScNFKfOrM5aERFVqXHd47Fn1iD88FRP7Jk1COO6W+/j7Qlff/01hgwZApVKZfHYfffdh5SUFCQnJ7u17w8//BB169ZF7969MWrUKAwbNgxdunRxaR8RERFYv349UlJS0KlTJ7z00kuYO3cuAJj0Syf/xibuRERE/kJz3WjBSr9DDhRHRDVQjCoYMargKj/O+vXrbT7WpUsXQ3/vGTNmmDzWqVMnk77g5suANMf5tm3bTNY9++yzJsvWmrybz2/eu3dvHD161LD8/fffQ6lU2hycjvwPA3QiIiJ/oM4Etr9pvwwHiiMiqtGWLVuGxMRExMbG4ujRo5g5cyYefPBBBAdX/QUMqh4M0ImIiPxB3jnA3mi9ghwYtYjZcyKiGiw7Oxtz585FdnY2YmJi8MADD+Dtt9/2drXIgxigExER+YPIZpD6nRsF6YJM6nse0Rh4YjODcyKiGu7FF1/Eiy++6O1qUBXiIHFERET+QBULxPeoWBbkQP//SPd1ZQzOiYiIagAG6ERERP6m+1PA9FSg43hpubjAu/UhIiIij2CATkRE5A+SlwEZ+6X7h78Czm0FAsunAiotArRl3qsbEREReQQDdCIiIl+nzgTWT6tYFkVpzvOSmxXrmEUnIiLyewzQiYiIfF3eOWkwOGOiFrieAciDpOXcs9VfLyIiIvIoBuhERES+LrKZNGK7MUEOXD4CaG9Jy98Ol5rBExERkd9igE5EROTrVLFAh3EVy4IcGPIq8MerFetEndTsXZ1Z7dUjIiLbduzYAUEQcP36dW9XhfwAA3QiIiJfl7wMOLqiYnnIq0Cjztabveedr966ERHVIJMnT4YgCBb/hg8f7u2qUS2h8HYFiIiIyA7DAHFixbo/Xgee2CI1ezcO0gU5EJlY7VUkIqpJhg8fjm+//dZkXWBgoJdqQ7UNM+hERES+zNYAcaVFwKiPKtYJMmDUIqk5PBERuS0wMBDR0dEm/+rWrQsAEAQBX331FcaMGYOQkBC0aNEC69atM9n+119/RcuWLREcHIxBgwYhPT3d4hh79+5F//79ERwcjLi4OEydOhWFhYXV8fTIxzFA92Pz58+HIAiYPn26t6tCRERVxdYAcZGJQJdJQIth0roBs6RlIqKaRp0JpO3ymTE2Xn/9dTz44IM4duwY7r77bkyYMAF5eXkAgIsXL2Ls2LG4++67kZKSgieffBKzZs0y2T41NRXDhg3D2LFjcezYMaxcuRJ79uzBlClTvPF0yMcwQPdThw4dwuLFi9GhQwdvV4WIiKqSKtZ+pjyknnSrCKj2qhEROU0UgZJC1/8dXAIsagd8N0q6PbjE9X2IouP6GdmwYQPCwsJM/r355puGxydPnozx48ejefPmmDdvHgoLC3Hw4EEAwOeff47ExER8+OGHaNWqFSZMmIDJkyeb7P+9997Dww8/jOnTp6NFixbo3bs3Pv74Yyxbtgy3bt2q9EtN/o190P3QzZs3MWHCBCxZsgRvvfWWt6tDRERVrcskYNf7wPULwAPfAW3uqXgsIES6LSnyTt2IiJxRWgTMa1S5fYg64Nf/SP9cMecyEBDqdPFBgwbh888/N1kXGRlpuG+cIAsNDUV4eDhycnIAAKdOnULPnj0hCIKhTK9evUz2lZSUhL///hvff/+9YZ0oitDpdEhLS8Ntt93mdF2p5mGA7oeeffZZjBgxAkOGDHEYoBcXF6O4uNiwXFBQUNXVIyKiqlB8Q7qt39J0vbI8QC9lgE5E5AmhoaFo3ry5zceVSqXJsiAI0OmksUJEJ7L1Op0O//znPzF16lSLx+Lj412sLdU0DND9zIoVK5CcnIxDhw45VX7+/Pl4/fXXLdYfPnwYoaHOX0mkmiU/Px8HDhzwdjXIi3gO+BlRh9s11yEASD6dhtI0teGh2Jw8NAZw5VI60l18T3keEM8BqspzIDAwEIWFhSgrK5OamU8969L2wo0shCwdCMFooExRkKFo8g6I4THO76hYB5TcdKpoaWkpysrKcPOm7fIajcbi8Vu3buHmzZto3rw5NmzYYPL4rl27AEitYBUKBTp06IBjx44hOjraYt8lJSUoKSlxqq7O0ifsjh49avEYB6bzPQzQ/cjFixcxbdo0bN68GUFBQU5tM3v2bMyYMcOwXFBQgLi4OHTr1g0RERFVVVXycQcOHECPHj28XQ3yIp4DfkZzHdgk/UDt0q41EJlQ8VjZfuBvoGFkOBq6+J7yPCCeA1RV58CtW7eQlpaG0NBQo9+t4a7tJDJKGoNj/XRp9gpBDmHUIoQ26ejp6hoolUpotVqLAFyhUKB+/foAgODgYISFhZk8HhQUhLCwMEydOhWffPIJ5s6di3/+859ISkrC8uXLAcDQn/2ll15Cz549MXPmTDz11FMIDQ3FqVOnsGXLFnzyyScef04KhQKBgYFo3bq1RQzB1rW+hwG6H0lKSkJOTg66du1qWKfVarFr1y58+umnKC4uhlwuN9kmMDCQ8zYSEfm7w99U3P+ki/SDVT9iu76JewmzIERUA3WZBDQbDOSdl2avqIapJDdt2oSYGNMMfatWrXD69GmH28bHx2PVqlV4/vnn8dlnn+H222/HvHnz8PjjjxvKdOjQATt37sRLL72Efv36QRRFNGvWDOPGjfP4cyH/wwDdjwwePBipqakm6x577DG0bt0aM2fOtAjOiYioBlBnAtsqRg+GqJOySc0GSz9UDX3QNV6pHhFRlVPFVktgDgBLly7F0qVLbT5urY/59evXTZZHjhyJkSNHmqx77LHHTJa7d++OzZs3u11PqrkYoPuR8PBwtGvXzmRdaGgo6tWrZ7GeiIhqiLxzUlBuTNRK2SRVLKAMltZxkDgiIiK/x3nQiYiIfFlkMwCC6TpBLjX1BCqmDrqRLWXbiYiIyG8xg+7nduzY4e0qEBFRVVLFAm3uBU6ulZYFOTBqUUVzz/Q90m3eOWBRO9P+6URERORXmEEnIiLydXXipNs2o4HpqRUBuDoT2PdpRTl9/3Rm0omIiPwSA3QiIiJfV5gr3TbqZDpQkr3+6UREROR3GKATERH5uusZ0q1Mabo+shkgmH2VG/dPJyLyMmujnlP14nvgXxigExER+bLkZcCFP6X7m1+WlvVUscDQtyqWzfunExF5iX7635KSEi/XhIqKpFk+lEqlg5LkCzhIHBERka9SZwLrpxmtEE3nQAeArpOB3+dI9589ANRvUc2VJCKypFAoEBISgqtXr0KpVEImY16wuomiiKKiIuTk5KBOnTqGiybk2xigExER+SpHc6ADgCK44rGgOtVWNSIiewRBQExMDNLS0nDhwgVvV6dWq1OnDqKjo71dDXISA3QiIiJfpe9jbhykm/cxl8mkIL1MA5QWVX8diYhsCAgIQIsWLdjM3YuUSiUz536GAToREZGvUsUCQ14HtrwiLdvqY65kgE5EvkkmkyEoKMjb1SDyG+wMQkRE5MuaD5ZuAyNM50A3FhAq3TJAJyIi8msM0ImIiHyZ5rp0G9bQ9ujsyvJ+6CUM0ImIiPwZA3QiIiJfpsmXboPr2i6jDJFuSzVVXx8iIiKqMgzQiYiIfFneeenWeLR2c4Ym7oVVXx8iIiKqMgzQiYiIfFXyMmDLXOl++k5p2Ro2cSciIqoRGKATERH5InUmsH4aALFi3frp0npzhibuDNCJiIj8GQN0IiIiX5R3znT+cwAQtRVN3o0xQCciIqoRGKATERH5oshmgGD2NS3IgchEy7IB5QF6zmnrGXYiIiLyCwzQiYiIfJEqFhj1UcWyIANGLbI+1VpeunR7dDmwqJ3tvupERETk0xigExER+aouk4AGraX7o7+Qls2pM4Hz2yuWRZ3tvupERETk0xigExER+TL9yOz1mlt/PO8cTAaSA2z3VSciIiKfxgCdiIjIl2nypdvgOtYfj2wGQDBdZ6uvOhEREfk0BuhERES+SlsKlNyQ7pfdsl5GFQt0eLBiWZDb7qtOREREPo0BOhERka86uLji/hd9bQ/+ljhIum3UGZiear2vOhEREfk8BuhERES+SJ0JbH65Ytne4G/KIOlWEczMORERkR9jgE5EROSL8s5JQbkxW4O/KYKl2zJN1deLiIiIqgwDdCIiIl/kyuBv+gx6qY1+6kREROQXGKATERH5IlUs0O3ximV7g78xg05ERFQjMEAnIiLyVY27S7eNutgf/I0ZdCIiohqBAToREZGvKrkp3daJsz/4GzPoRERENQIDdCIiIl9VXD4HekC4/XLMoBMREdUIDNCJiIh8lT6DHhBqv5w+g64tBnQ6+2WJiIjIZzFAJyIi8lXF5QF6YJj9cvoMOgCUMYtORETkrxigExER+SpDBt1BgK7PoAMM0ImIiPwYA3QiIiJfpe+DHuigD7pcAcgU0v1SDhRHRETkrxigExER+aqiXOlWW+q4rDxQur1+oerqQ0RERFWKAToREZEvSl4GXNgr3f99jrRsr2xpoXR/6Qj7ZYmIiMhnMUAnIiLyNepMYP00oxUisH66tN5RWVFnuywRERH5NAboREREvibvnBRoGxO1QN75ypUlIiIin8YAnYiIyNdENgMEs69oQQ5EJlauLBEREfk0BuhERES+RhULjPqoYlmQAaMWSesrU5aIiIh8GgN0IiIiX9ThoYr7T/8JdJlku2yXSUDj26X7d71nvywRERH5LAboREREvqjkZsX9+i0dl9fPlR4QWjX1ISIioirHAJ2IiMgX6QN0RRAgVzgurwiSbstuVV2diIiIqEoxQCciIvJFxeUBurMZcUWgdFtWXDX1ISIioirHAJ2IiMgX6TPoAWHOlddn0LUM0ImIiPwVA3QiIiJfVHxDutX3LXeEGXQiIiK/xwCdiIjIF7mcQdcH6OyDTkRE5K8YoBMREfkifR90bQmgznRcnhl0IiIiv8cA3Y98/vnn6NChAyIiIhAREYFevXrht99+83a1iIioKpzbJt1eTgYWtQOSl9kvz1HciYiI/B4DdD/SuHFjLFiwAIcPH8bhw4dxxx134N5778WJEye8XTUiIvIkdSZwfFXFsqgD1k+3n0lnE3ciIiK/xwDdj4waNQp33303WrZsiZYtW+Ltt99GWFgY9u/f7+2qERGRJ+WdAyCarhO1QN5529sYMuglVVYtIiIiqloKb1eA3KPVavHTTz+hsLAQvXr18nZ1iIjIkyKbARBgEqQLciAy0fY28gDplhl0IiIiv8UA3c+kpqaiV69euHXrFsLCwrBmzRq0adPGZvni4mIUF1cMGFRQUFAd1SQiospQxQLxvYCMvdKyIAdGLZLW22LIoHOQOCIiIn/FAN3PtGrVCikpKbh+/TpWrVqFRx99FDt37rQZpM+fPx+vv/66xfrDhw8jNDS0qqtLPio/Px8HDhzwdjXIi3gO+L5mZUGoDyA7biSymo1HSWkDwM57Vu/yJTQHoM7LwWkn31ueB8RzgHgO1G6FhYXergKZEURRFB0XI1d9/PHHLm/z2GOPITw83KVthgwZgmbNmuHLL7+0+ri1DHpcXBzUajUiIiJcriPVDAcOHECPHj28XQ3yIp4DfmDFBOD0BmDEB0D3JxyXP7kO+HEiENcTeOJ3pw7B84B4DhDPgdqtoKAAKpWKsYEPYQa9ikyfPh2NGzeGXC53qvzFixcxcuRIlwN0URRNAnBzgYGBCAwMdGmfRETkA0rKsxoBTrZ20jdx17KJOxERkb9igF6FDh8+jKioKKfKOhOYz5kzB3fddRfi4uJw48YNrFixAjt27MCmTZsqW1UiIvI1pRrpVhniXHn9NGtFedJ0bPb6qxMREZFPYoBeRV599VWEhYU5XX7OnDmIjIy0W+bKlSuYOHEisrKyoFKp0KFDB2zatAl33nlnZatLRES+prQ8g+5sgH5+u3R7/QKwqB0w6iOgy6SqqRsRERFVCQboVeTVV191qfzs2bMdlvn666/drQ4REfkbfQY9wIkAXZ0J/PlRxbKoA9ZPB5oNZiadiIjIj8i8XYGarFOnTvj000+Rn5/v7aoQEZG/KSmSbpXBjsvmnZOCcmOiFsg77/l6ERERUZVhgF6FevTogZdffhmNGjXC+PHjsXXrVm9XiYiI/EWpPkB3YpC4yGaAYPaVLsiByETP14uIiIiqDAP0KvTll18iOzsbixcvxpUrVzB06FA0bdoUb7zxBjIyMrxdPSIi8mWlLmTQVbHAkNcrlgU5MGoRm7cTERH5GQboVSwoKAgTJ07Etm3b8Pfff2PixIn4+uuvkZiYiGHDhuHHH3/0dhWJiMjXaMsAbYl0v7jAuW06Tai4Py2FA8QRERH5IQbo1SghIQFvvvkm0tPTsWLFChw+fBjjx4/3drWIiMjXHP6m4v4XfYHkZY630U+zBgAh9T1fJyIiIqpyDNCr2fbt2/Hoo49i8uTJ0Gq1eOqpp7xdJSIi8iXqTGDTzIpl/Yjs6kz72ymCKu6X3aqSqhEREVHVYoBeDTIyMvDGG28gMTERgwcPxoULF/DZZ58hKysLX3zxhberR0REvsTdEdnlCqnvOQCUFVdN3YiIiKhKcR70KrR8+XJ8++232L59Oxo2bIhJkybhiSeeQPPmzb1dNSIi8lX6EdmNg3RnR2RXBAGlhYCWAToREZE/Yga9Ck2ePBlhYWFYu3YtLl68iPnz5zM4JyIi+1SxQJ/nK5ZdGZFdESDdMoNORETkl5hBr0KXLl1CVFSUt6tBRET+JrE/sGchoIoHHt/k/HRp+n7o7INORETkl5hBryLr1q1D3bp1nS7/66+/QqPRVGGNiIjIb5SWfx+ENXBtLnP9SO7MoBMREfklBuhVZMyYMbh+/brT5R966CFkZWVVXYWIiMh/lBRKt8oQ17ZjBp2IiMivsYl7FRFFEZMnT0ZgYKDjwgBu3eKPKSIiKldaJN26HKDrM+glnq0PERERVQsG6FXk0Ucfdan8hAkTEBERUUW1ISIiv6Jv4h7gYoAu1wfovOhLRETkjxigV5Fvv/3W21UgIqIqdvRiPg6m5+H2ppHoGOf8uCMOud3EnQE6ERGRP2OATkRE5IZ//5iCVcmZhuX7usRi4YOdPLNzfQbd7T7oHCSOiIjIH3GQOCIiIhcdvZhvEpwDwKrkTBy9mO+ZAxj6oAe7th0z6ERERH6NAToREZGLluw6b2N9mmcOoA/QA0Jd207USbeFVz1TDyIiIqpWDNCJiIhckKXWYENqttXHNqZmIUutqfxBStwYxT15GXDmV+n+jgXSMhEREfkVBuhEREQu+HaP7Sy5CODbPemVP0hRrnTrbF9ydSawfpppTdZPl9YTERGR3+AgcVXojTfesLpepVKhVatWGDp0KGQyXiMhIvIXWWoNluy234z9qz3n8VjfpohRudh/XC95GfD3H9L97W8D4Q2BLpPsb5N3rqJ5u56oBfLOA6pY9+pBRERE1Y4BehVas2aN1fXXr19HZmYm2rZti99//x1RUVHVXDMiInJHWm4hRAdldCKQnlvkXoBuKxPebLD9QDuyGSDITIN0QQ5EJrpeByIiIvIaBuhV6MiRIzYfy8rKwsMPP4w5c+bgq6++qsZaERGRu0ID5A7LyAUBTeu7OD2anruZcFUsMOojYN1USA3tBWDUImbPiYiI/AzbV3tJTEwM3nrrLWzbts3bVSEiIiddzLc/AJxcEDBvbDv3m7frM+HGnM2Ed5kE9J0u3W8z2nGzeCIiIvI5DNC9KDY2Fjk5Od6uBhEROWHloQxMWW7ZMkomSLcBchn2zBqEcd3j3T+IPhOuJ8hcy4SHlneZkjnO9BMREZHvYYDuRUePHkXTpk29XQ0iInIgS63BrFWpVh97fkhLAECJVgdNibbyB+syCQhtKN0fv9K1TLgiULotu1X5ehAREVG1Yx/0KlRQUGB1vVqtxqFDh/Dvf/8bTz75ZDXXioiIXGVvcLgbt0oN94d8sBPzx7avXBYdAHTl+6zj4n4UQdKts9OzERERkU9hgF6F6tSpA0EQrD4mCAL++c9/4sUXX6zmWhERkasS6odCACyCdAHAV0bzoutEYM7q4+jfsoH7/dCBigBbnxF3FjPoREREfo0BehXavn271fURERFo0aIFwsLCqrlGRETkjhhVMEZ2jMH6o1mGdQKAp/olYLHZvOhaUXR/mjU9fYCtz4g7S19eW+L+sYmIiMhrGKBXoQEDBni7CkRE5AFZag02GAXngBSgj+gQg6/2pEFnlFqv1DRrAKAtk6ZWA5hBJyIiqmU4SBwREZED3+5Js2jergNQVKLD/LHtDesEAZWbZg0wDa6VLu7HEKCzDzoREZE/YoBORERkR5ZagyVmzdgBaXq1pvVDMK57PIa3jQYAPDOgWeUHiDMO0OWuZtD1g8Qxg05EROSPGKATERHZYWsE9yf7Jhoy5Q0jpEBaJrM+MKhL9MG1PACQufg1zQw6ERGRX2OATkREZEfqJbXFOhmAx/o2NSyHBUlDuty4VVb5AxpGcHdxgDjjbRigExER+SUG6ERERDZkqTV4Z9Npi/Uz725t0s88LFAJALhZ7IkAXT+Cu4vN2423YYBORETklziKezXo3Lmz1fnQBUFAUFAQmjdvjsmTJ2PQoEFeqB0REdmSlltoMkK7XofYOibL+gz6TY9k0N2cYg2o6LPOPuhERER+iRn0ajB8+HCcP38eoaGhGDRoEAYOHIiwsDCcO3cO3bt3R1ZWFoYMGYJffvnF21UlIiIjCfVDYd6t3No0auGBUoB+Mb8IWWpN5Q5qaOJeiQy6qJWmayMiIiK/wgC9GuTm5uLf//43du/ejYULF+KDDz7Arl278J///AeFhYXYvHkzXn75Zbz55pverioRERmJUQVjdOdYk3WjOzeymEbtSEY+AODE5QL0WbANKw9luH9QQwbdjanajLPuzKITERH5HQbo1eDHH3/E+PHjLdY/9NBD+PHHHwEA48ePx5kzZ6q7akREZEeWWoO1RzJN1q09ctkkS56l1mDZ/guGZZ0IzFl93P1Muicy6ACgLXHv+EREROQ1DNCrQVBQEPbu3Wuxfu/evQgKkrIdOp0OgYFu/BgjIqIqY60PulYUkZ5bZFJGdFDGJaXlgX3ZLUCdab+sOZkcEMqHl8lPd+/4RERE5DUcJK4aPPfcc3j66aeRlJSE7t27QxAEHDx4EF999RXmzJkDAPj999/RuXNnL9eUiIiMJdQPhQCYzINu3gdd30/dOJC31k/daX9vk26vHAcWtQNGfQR0meTctsnLALG87/lXg13bloiIiLyOGfRq8PLLL2PJkiU4ePAgpk6diueeew4HDx7EkiVL8NJLLwEAnn76aaxfv97LNSUiImMxqmAMah1lWJYLAuaNbWfSBz1GFYyXR7QxLMsEWJRxmjoTSPlfxbKoA9ZPdy6Trs4E1k9zb1siIiLyCcygV5MJEyZgwoQJNh8PDnbjhxwREVW5AIV0LfuejjGYffdtVgPvR3o2wRsbTgIANk3rj5bR4e4dLO8cTPP1kEZkzzsPqGKtbmKyrahzb1siIiLyCQzQq1FJSQlycnKg05n+gIqPj/dSjYiIyJ6VhzKw6Xg2AGD90Sz0aV4f47pbfmYHKGQIVMhQXKZDSKDc/QNGNgPMG9ULciAy0bltBZlpkO7stkREROQT2MS9Gpw9exb9+vVDcHAwmjRpgoSEBCQkJKBp06ZISEjwdvWIiMiKLLUGs1enGpZF2B+dPTxIuuZ9s7gS84+rYoFWd1UsC3Jg1CLnMuCqWKnPuWFbmfPbEhERkU9gBr0aTJ48GQqFAhs2bEBMTAwEQfB2lYiIyAF7I7hba+YeFqhA7s0S3LxViQAdABq0Bs78Ctx2DzB8gWsBdpdJwP7PgZyTwL2fAZ0sp/gkIiIi38UAvRqkpKQgKSkJrVu39nZViIjISa6Ozh5WnkG/UdkAXT8PemSie9nvwAjpNiC0cvUgIiKiascm7tWgTZs2yM3N9XY1iIjIBTGqYPxrYHPDsqPR2cMCpQA9KSPfZjN4p5Tdkm4VQe5trwgs30+x+3UgIiIir2CAXg3eeecdvPjii9ixYweuXbuGgoICk3/Omj9/Prp3747w8HBERUVh9OjROHPmTBXWnIiodrteVGK4L4p2CgJQa6TM+afb/kafBduw8lCGewfVB9b6QNtV+sBeH+gTERGR32CAXg2GDBmC/fv3Y/DgwYiKikLdunVRt25d1KlTB3Xr1nV6Pzt37sSzzz6L/fv3Y8uWLSgrK8PQoUNRWFhYhbUnIqqdstQaLD9QEWTbGyQuS63BqayKC6460f6AcnZ5KoOuZQadiIjI37APejXYvn27R/azadMmk+Vvv/0WUVFRSEpKQv/+/T1yDCIikqTlFprPSG5zkLi0XMsLpfYGlLNL66kMOgN0IiIif8MAvRoMGDCgSvarVqsBAJGRkVWyfyKi2iyhvuUga7YGiUuoH2o+e7ndAeXsMjRxdzeDHlC+n8o3cc9Sa3A4PQ+CIKBrk7quX2wgIiIilzBArwa7du2y+7g72W9RFDFjxgz07dsX7dq1s1muuLgYxcUVWRRX+rwTEdVmMapgtIgKw9mcmwCkgNvWIHExqmAMa9cQm45fcVjWIUMTd+9m0FceysCsVamGiw4CgAX3tce47vGV2i8RERHZxgC9GgwcONBinfFc6Fqt1uV9TpkyBceOHcOePXvslps/fz5ef/11i/WHDx9GaCin4Kmt8vPzceDAAW9Xg7yI54BzSoqlPuQPtw1B37hA1NNl4cCBLKtlG8mlsq3rKTC1e7jdsva0yc9FOIC/0jKQX+T6exR/NR8xAC5npOGig/fY1nlwTaPFzE35JutEALNXpSK88BLqBctdrhf5Jn4WEM+B2o1jWfkeBujVID/f9EdOaWkpjhw5gldeeQVvv/22y/t77rnnsG7dOuzatQuNGze2W3b27NmYMWOGYbmgoABxcXHo1q0bIiIiXD421QwHDhxAjx49vF0N8iKeA84p+uMPAFo8fEcXtItV2S2bFZAJHE1B/bp1cPfASry2KUrgOtDytg5ACzf2c/N3IB1oFFUPjRy8x7bOg3kbTwLIt1ivA1A3rhV6NKvner3IJ/GzgHgO1G5sXet7GKBXA5XK8kfdnXfeicDAQDz//PNISkpyaj+iKOK5557DmjVrsGPHDiQkJDjcJjAwEIGBbjaTJCKqxXQ6EdduSs3EdY7mWEPFPOg3issqd2AvT7OWpdZgye40m4+HBHACGCIioqrCb1kvatCggUvzmD/77LP43//+h+XLlyM8PBzZ2dnIzs6GRuPGND5ERGTX0r3p0JXH5aP/+6fDec3DgqQA/eat0soduLLTrMn1g8S51wfd2uj1xopKdG7tl4iIiBxjBr0aHDt2zGRZFEVkZWVhwYIF6Nixo9P7+fzzzwFY9mn/9ttvMXny5MpWk4iIymWpNXhr40nDsn5e8/4tG9gc+M2QQb/lqQx6gHvbVzKDHhpgv3/5sczr6MUm7kRERFWCAXo16NSpEwRBgGjWRLJnz5745ptvnN6P+fZERFQ10nILDdlzPUfzmofrM+iVbuJeyQy6vmm8mxn0whL7A5e++9sZ3NOxEadcIyIiqgIM0KtBWpppXz6ZTIYGDRogKMjNH19ERFSlEuqHQhAA4+uijuY112fQi0q00OpEyGWCzbJ2ebkPeuoltd3HHV2oICIiIvcxQK8GTZo08XYViIjIBTGqYNzfpTF+SroEwLl5zfV90AHg3NWbaNkw3PUDiyJQWj6uiOY6UNf1XRgC+5s5gDoTUMU6vWmWWoN3Np22W8bRhQoiIiJyHwP0arJ161Zs3boVOTk50OlMB9hxpZk7ERFVj1bRUoDdp1k9vP9gR4cZ47VHMg33hy/ahflj22Nc93jXDpq0FNAP0bZkEDDqI6DLJNf2cWGvdHslFVjUzqV9fLsnzaJpv7nRndm8nYiIqKpwFPdq8Prrr2Po0KHYunUrcnNzkZ+fb/KPiIh8z/UiaTT25lFhDgPSLLUGs1enGpb1g8plqV2YZUOdCWycUbEs6oD106X1ruzj0Fdu7cPR9Gp6a49cdu15ERERkdOYQa8GX3zxBZYuXYqJEyd6uypEROSk65oSAIAqxPFo6u4MKmch75wUUBsTtUDeeeebqeedA8wnSXNyH46mV9NjH3QiIqKqwwx6NSgpKUHv3r29XQ0iInJB1nVpkDVnvigT6ofCfEw4l/tqRzYDBLOjCXIgMrFa9mFrejWhss+LiIiInMYAvRo8+eSTWL58uberQURETlp5KANbT+cAAD7aehYrD2XYLR+jCsb8se0NyzIBDgeVs6CKBQa9XLEsyIFRi1wa5A2qWKD/i27tY+OxLKvrn+qbaHLxweXnRURERE5jE/dqcOvWLSxevBh//PEHOnToAKVSafL4Bx984KWaERGROfP+5CKk/uT9WzawG5iO6x6Pn5Mu4VB6Pl4ZeZvrA8QBQKu7gG1vAEEq4F/7XAvO9do/AOxcAChDgSmHnNqHrf7nMgF4rG9T9G5eD5O/PYSwQDn6t2zgep2IiIjIKQzQq8GxY8fQqVMnAMDx48dNHhPM2w4SEZFXVaY/ed3y/upKufXm4g7p5y4PjHAvOAcqplnTlTm9j2/3pFntf/5k30TEqILxW2o2AOBmsRZ9Fmxzb4R6IiIicogBejXYvn27t6tARERO0vcnNw7Sne13HRoofa1qSrTuHbysWLrVB9nuUARJt9piaV51BxeCs9QaLLaSPRcgZc+z1Bq8tfGkYb1+hHpHLQqIiIjIdeyDTkREZKQy/cmDywdaKywpc+/g+gy6Psh2h3Fwrw/47Ui6YH26z4d7xCNGFWy3RQERERF5FjPo1aCwsBALFizA1q1bkZOTA53OdBqd8+fPe6lmRERkzQNd4zBzldQPff1zfdG2kcqp7fQjoftEBh2QAn6l/WBfFK1PrtYrsR6AyrUoICIiItcwQK8GTz75JHbu3ImJEyciJiaG/c6JiHxcUWlFgJ1YP8zp7YIDpK9Vr2bQ5UpIDdRFpzLo3ZpGWqwTAHRtWhdARYsC/QULwZ0R6omIiMgpDNCrwW+//YaNGzeiT58+3q4KERE5obBYCrBlAhCkdL43mD6DXlTZDLo8wL3tASmCVgYDpUUVAb8du/66arFuwX3tTQLwcd3jsfdcLn5JycITfRI4QBwREVEVYR/0alC3bl1ERlpmKIiIyDfdLA/QQwMVLrV6CtEH6MXuBugeyKADFU3kHWTQr2m0JlPKAdIPA2tTqcVHhgIALlwrQpZaU7n6ERERkVUM0KvBm2++iblz56KoiAPqEBH5A30GPSzQtYZmIeVN3I2byLvEE33QgYoAv8x+IJ11U2sxAJwOsDoA3IVrhQCALaeuoM+CbVh5KKNydSQiIiILbOJeDRYuXIhz586hYcOGaNq0KZRKpcnjycnJXqoZERFZY5xBd4U+g56t1iBLrXG9n3Y1Z9BjwuT63uoG1gaAy1JrsP5olmGZU60RERFVDQbo1WD06NHergIREblA30Td1QD9UPmUZX9duYk+C7Zh/tj2rvXX9ngG3X4f9KNXSk2Cc1sDwKXlFsJ8rHf9VGsM0ImIiDyHAXo1ePXVV71dBSIicoF+FPYyrc7pTHiWWoNv/0wzLLuVZa7GDHqWWoPFR26arBNE6/3PE+qHQhAAkVOtERERVSn2QSciIjKz40wOAODE5QKn+1un5RbCfEpxfZbZaYYAveoz6Nay4rb6n8eogjFzeGvDspxTrREREVUJBujVQKvV4v3338ftt9+O6OhoREZGmvwjIiLfkaXWYO2Ry4ZlfSbc0cjlCfVDITMb8N3lLLOhiXtlM+j6AN12Bj2hfijMx6e3V9+JPZsY7m+ZMYBTrREREVUBBujV4PXXX8cHH3yABx98EGq1GjNmzMDYsWMhk8nw2muvebt6RERkxF5/a3tiVMGYfddthmW3ssxF16RbB4O7OaR/AjeybBaJUQXjqU6hhmWZg/qGBMihlEshfZBSXrn6ERERkVUM0KvB999/jyVLluA///kPFAoFxo8fj6+++gpz587F/v37vV09IiIy4mpm2dhDt8cZ7m/990DXsszJy4ATq6X7ez+Wlt2RvAxI3ynd3/yK3f3cMpoNzrx5vjlBEKAKDgAAXC8qda9uREREZBcD9GqQnZ2N9u3bAwDCwsKgVqsBACNHjsTGjRu9WTUiIjITowpGj8SK7kdyQXA6E66fBx0AIoKVdkqaUWcC66cZrRCB9dOl9a5wYT9Zag3+L7XQuKTDpvxhgVLm/NzVG67Vi4iIiJzCAL0aNG7cGFlZUjPD5s2bY/PmzQCAQ4cOITCwkgMBERGRxzUqD8Yfvj0Oe2YNcjoTLpcJCFRIX62F5XOpOyXvHCDqTNeJWiDvvPP7cHE/rjblX3koA+nXpMem/pDi1MB5RERE5BoG6NVgzJgx2Lp1KwBg2rRpeOWVV9CiRQtMmjQJjz/+uJdrR0RE5opKpLbftzVSuTxSuX7udE2p1kFJI5HNAMHsK1mQA5GJLh3blf240pQ/S63B7NWphmVnsu1ERETkOs6DXg0WLFhguH///fejcePG2Lt3L5o3b4577rnHizUjIiJr9POgh7gxGFpw+TYuZdBVscCoj4B1z0nLggwYtUha7wrDfqZCCqMFm/uJUQWjfZQSx3Kk/uT2mvKn5RZCZ2MKOU61RkRE5DkM0L2gZ8+e6Nmzp7erQURENugz6KGBrgfo+m00JS5k0AGgyyTgwBfAlRPAvZ8Bnca7fGzDfnLPSgPNtRsrLdsgL0+239clFv8Z1spmsK2fQs44SHd5CjkiIiJyiE3cq8mZM2cwZcoUDB48GEOGDMGUKVNw5swZb1eLiIis0AfowQGuX8fWDxRX6GqADlQMpR7RyPVtjYVHl98xb8ReYeWhDBzJlrLnq5MzseuvqzbLxqiCMX9se8PeBLgxhRwRERE5xAC9Gvz8889o164dkpKS0LFjR3To0AHJyclo164dfvrpJ29Xj4iIzBSVN3EPDXA9gx5Svo1+Hy4puyXdKio5gKiyPLNdar2PuDt9ysd1j8dzdzQHANzZpqFrU8gRERGRU9jEvRq8+OKLmD17Nt544w2T9a+++ipmzpyJBx54wEs1IyIiayoy6O4E6AqTfbikrFi69ViAXmj1YXf7lDeuK+23zHxjIiIi8ghm0KtBdnY2Jk2y7AP4yCOPIDs72ws1IiIie27ekpp+uzTQWzl9M/Bs9S3XD2zIoAe5vq2xAPsZdH2fcmPO9CkPD5IuPhRoSitXPyIiIrKKAXo1GDhwIHbv3m2xfs+ePejXr58XakRERLasOJgBTak0l/hDi/e7NN/3ykMZ2HLqCgDg461nXZ8r3NMZ9BLrc5rHqIIxbUgLw7K9EdyNRQQrAQA3brnRfJ+IiIgcYhP3anDPPfdg5syZSEpKMozevn//fvz00094/fXXsW7dOpOyRETkHVlqDeasqeibrROlvtn9WzZwGLza6tftzLYGnsqgO2jiDgDdm0YCABqpgrDqmd5O1dGQQb/FDDoREVFVYIBeDZ555hkAwGeffYbPPvvM6mMAIAgCtFo3+iwSEZFHVGa+70rPFa4tA3TlmekqbuIOAGdzbgIAoiKCnL6AEBEkZdDzi0qQpdZwFHciIiIPYxP3aqDT6Zz6x+CciMi73O2bXdltAQDa4or7VdzEfeWhDLz2ywkAQMrF6043xd9a3nz/VqkOfRZsc70JPxEREdnFAJ2IiKhcjCoY0wa73jdbv+38se0hlAfpLs8VXmYUoMs9NYq7ZYCub4pvnOx3NMWafru3fz1lWNY3/3e0HRERETmPAXoVOnDgAH777TeTdcuWLUNCQgKioqLwj3/8A8XFxTa2JiIib+jXsgEAoH5YAPbMGuTSfN/jusdj9l2tAQA9EyNdmytc3/9cpgDkleyBpiy/KKArBbSm/cXtNcW3x93tiIiIyHkM0KvQa6+9hmPHjhmWU1NT8cQTT2DIkCGYNWsW1q9fj/nz53uxhkREZE5TPn95vdBAt/pYx9aRstdaV6cKN4zgXsn+5wAQEFpxP/dvk4fcbYpf6Sb8RERE5BAD9CqUkpKCwYMHG5ZXrFiBHj16YMmSJZgxYwY+/vhj/Pjjj16sIRERmdPPfR4cIHdr+5Dy7YpKXJyKzFNTrAHA0RUV97/oDSQvMyzqm+LrCYJzTfHNt5M5uR0RERE5jwF6FcrPz0fDhg0Nyzt37sTw4cMNy927d8fFixe9UTUiIrJBUypl0EMDKxuguzjwp6emWFNnAhumVyyLOmD9dGl9uXHd49EiKgwAsPCBjk43xR/XPR5tYiIAAPPHtHetCT8RERE5xAC9CjVs2BBpaWkAgJKSEiQnJ6NXr16Gx2/cuAGlUumt6hERkRWFxVJgHax0rx94SIC0XVGxqwG6hzLoeeekoNyYqAXyzpus0l9ASGwQ5tLu64dL9VPI+ROCiIjI0/jtWoWGDx+OWbNmYffu3Zg9ezZCQkLQr18/w+PHjh1Ds2bNvFhDIiIyp2+a7nYGPdDdJu4eyqBHNgMEs693QQ5EJpqsul5UAgCoE+zaheLwIOkCRMGtUgcliYiIyFUM0KvQW2+9BblcjgEDBmDJkiVYsmQJAgICDI9/8803GDp0qBdrSERE5vSZ5ZBK90F3M4OuLTFpju4yVSww6qOKZUEGjFokrS9XUqZDYXn9istcq2dEkBTQ37jl4gUIIiIicogBehVq0KABdu/ejfz8fOTn52PMmDEmj//000949dVXvVQ7IiKypiJAr1wT9zKdiJIynYPSRv7aJN1e+xtY1M5kYDeXdZkERHeQ7o/6SFo2smxfuuH+XR/txspDGU7vOkKfQdcwg05ERORpDNCrgUqlglxumYmJjIw0yagTEZH3Xb0hNTXXmU/67STjzHta7k3nNlJnAoe/qVi2MrCby4LrSLcK01HWs9QazPv1lGFZJwJzVh9Hllrj1G4jypvE/51z0+ltiIiIyDkM0ImIiMqtPJSBVclSULx0b7pLmWW91cmXDPedzk7nnQNgdkHAysBuLlGWz4VeWmSyOi23EObXHrSiiPRc03K2/HXlBgBgx19X0WfBNrdeIyIiIrKOAToRERGkzPLs1amGZRGuZZat7cPp7HRkMwCC6TorA7u5RFmeOTcL0BPqh0IwO5RcENC0fojDXWapNViXctmw7Gr2nYiIiOxjgO5ndu3ahVGjRqFRo0YQBAFr1671dpWIiGqEymaWK7UPVSzQ5p6KZUFuMbCbywLKA26zAD1GFYz7uzY2LMsFAfPGtkOMyrQpvDVpuYXmeX6XXyMiIiKyjQG6nyksLETHjh3x6aefersqREQ1SkL9UMjczCx7ZB9RbaXblsOA6akWA7u5TFl+zBLL4LlVw3AAQLv6SuyZNQjjusc7tcvKZN+JiIjIMQbofuauu+7CW2+9hbFjx3q7KkRENUqMKhjzx7Y3LMsEOJ1Z9sg+ysqbiddNrFzmXE8foJdaNj9Xl4/AHhshd/n5TRvcwrDsSvadiIiIHGOAXsMVFxejoKDA5B8REVk3rns84utKwean4zs7nVk230fn+DoAgNfuaev8Pkql0eOhDHL5mFYZAvRCi4euF0kBephSsHjMkQe7xQEAFDIBu2cOdOs1IiIiIuvcm+SV/Mb8+fPx+uuvW6w/fPgwQkNDvVAj8gX5+fk4cOCAt6tBXsRzwLabmmIAgDorDQc0F93ah1AsBcWXMy7ggOyKU9s0vXwBDQFcyr6GTA+8N9HZuWgCQJ1+FOd3bEBJcAPDY+cuSRdrZWW3XD4Pikqlud3LdCLOnTyGi3LXg3zyHfwsIJ4DtVthoeVFXPIuBug13OzZszFjxgzDckFBAeLi4tCtWzdERER4sWbkTQcOHECPHj28XQ3yIp4DtpX+9jsAHW7v0hHNGoS5tY9G55KRfCULDRvHo0ePBOc2yowALgKNE5qjsSfem0tfAQBU146g886JwKiPDP3ay47sBVCC4JBgl88DnU6EbOOv0IlAq/adEBXuoYw/eQU/C4jnQO3G1rW+h03ca7jAwEBERESY/CMiIutEUYSmRAsACA1w/xp2SIAcAFBUvi+nlJU3cVd4oD+3OhNI/aliWdQB66cD6kysPJSBg+n5AID/Sy1yeR5zmUxAWKD02hRoyipfVyIiIjJggE5ERFSuRKtDWfk8acHlQbY7QsqD+6ISFwLYMg/2Qc87B5hPiCZqce3iqUrP9Q4AEcFKAMCNW6WVrCgREREZY4DuZ27evImUlBSkpKQAANLS0pCSkoKMDNcyIEREZEljlPEOqVSA7kYGXT/auicy6JHNAJj1DRfkSNM1rPRc7wAQpJSeX/o1zn9ORETkSQzQ/czhw4fRuXNndO7cGQAwY8YMdO7cGXPnzvVyzYiI/F9heUAdIJdBKXf/KzK0vAl4UbEbTdw9kUFXxQL9/l2xLMiBUYsQ26R5ped6X3koA3/n3AQAzFiZ4nITeSIiIrKNAbqfGThwIERRtPi3dOlSb1eNiMjvacqbpIcEup89B4Dg8gxzRn6R883HPZlBB4CO46VbZQgwPRXoMgkxqmC8NqqtoYirc71nqTUeaSJPRERE1jFAJyIiKldYnvEOUVYuQD9xWQ0A2HfuGvos2OZcltmTGXQACCofFLRUA4THGFbf2bYhAEAuAz4ZWseleczTcgs90kSeiIiIrGOATkREVM7QZ1yA21nhLLUGq5MzDcs60cksc6kHR3EHgED9rB0iUHLDsFo/8nqd4ADUD3FtpPqE+qGVbiJPREREtjFAJyIiKvf7iSwAwOXrt5zPfJtJyy00Hz/duSxzWXkA76kMujIIkAdI929VzHNbUD7yeniQ69PIxaiCMX9se8PwcwJcayJPRERE9jFAJyIigpT5/m7vBcOy05lvMwn1QyG4k2UuKQ/gb6ldOp5d+ix6sVGArpECdP1Uaa4a1z0eUwY1BwAMbdPQpSbyREREZB8DdCIiIlQi820mRhWMZwc2NyzLBcFxljl5GVBaKN1fOkJa9oSA8osC184ZVt24JTVxjwhyL0AHgNi60nMpM++QTkRERJXCAJ2IiAjlmW+zde72r763UyMAQFigHHtmDbKfZVZnAuunVSyLOmD9dGl9ZSQvA66XN9H/cZIh6Nc3cS/VanFN48I0cEb02Xf9voiIiMgzGKATERFBynwPLR/hHHAy821DSPk86CVa0fH2eeekoNyYqAXyzrt8XAPzoB+iIej/82wuAOBAWj6e3ZTvVj97ff91fTaeiIiIPIMBOhERUblmDcIAAMPaNnSc+bZDP01bSZkOZVqd/cKRzQDB7OtYkAORiW4dG4DNoP/axVPYfPJKxSq4189e3zxe35+diIiIPIMBOhERUTn9NGvNGoRVamTykMCKedSLSh00I1fFAnfMrVgW5MCoRdJ6d9kI+tN0DT3Sz16fQc8vKnF7OjoiIiKyxACdiIioXFGJ1GQ7NND1KciMBchlUJRPGK4pcaKfd6u7yjcMA6anAl0mVer4UMUCoz4CjCdEG7UIsU2aWxR1p5/9ttM5AABNqc7t6eiIiIjIEgN0IiKicvoMerBS7qCkfYIgIDhA2kdhsRP9tPVzoAepKpc5N9ZlEjDoJel+szuALpMQowpG86gwQxGZ4Po85llqDeb9esqw7O50dERERGSpcikCIiKiGkQfoIcGVi5AB4DQAAVu3Coz7NOu0vLgVhFU6eOaqN9Cui0pNKqX9NxeGNYSCcJV3O1iP/u03EKYz66mbyZfmW4BRERExAw6ERGRgb6Je3BA5a9fh5QHwi4F6ErXp3SzKyxKur1+wTBtW0H5yOu3J9RDvWDXL0Qk1A+FzGw+OnenoyMiIiJTDNCJiIjKGTLoAZXPoOsHitMH/XYZAnQPZ9Av/Cnd3sgCFrUDkpcZRl7Xj8TuqhhVMOaPbW9YdqeZPBEREVnHAJ2IiKicoQ+6BwJ0Rfko6pnXneibXXZLulV6MMhVZwLb51UsizqI66cjWJMFALhV6v4c5uO6x+O2mAgAwPyxHdyejo6IiIhMMUAnIiIqV1Q+oFtoJZu4rzyUgZRL1wEAL6857niUc0MfdA8G6FbmQhdELRpDmgd9zGd7sS39ltu7rx8WAABQygUHJYmIiMhZDNCJiIjK3SwP0J0aed2GLLUGs1enGpZFODHKuaGJuwcDdCtzoZeJMqTrGgKQRl9fknLT7dHX9U3k9U3miYiIqPIYoBMREUHKeusHUHvk6wNuz+1tb5Rzm8qqIEA3zIUuEQG8UzYO2ahnWKcTYb9edkQES60Mbtxy/2IGERERmWKATkREtZ551rsyc3u7Ncp5VWTQAWku9EZdAAACgFmKFXhQvt3wsEyA26Ovh5dn0E9nF3AOdCIiIg9hgE5ERLWeW1lvG/SjnOtjdAFOjHJeFX3QAWmguMtHDItyQcQ8xdeIxjXIBQFPdQpze/T1C7nS3OobU7PRZ8E2t1scEBERUQUG6EREVOt5em7vcd3j8dwdzQEAQ25r6HiU86qaZi3vHKTG7RUUgg4DG9zAnlmDcEdT946XpdZg88krhuXKtDggIiKiCgzQiYio1otRBeP5O1saluWCUOm5vRvXlYL7Mp3OQUkARbnSrdbDA65ZHShOgBiZWKnnlpZbaBb2u9/igIiIiCowQCciIgIwqFUUAKBuiBJ7Zg2q9Nze4UFODqKWvAw4vkq6v/cTadlTVLFAu/tNVskhomtpcqV2m1A/FIIHWxwQERGRhAE6ERERKqZWqxsSUKnssp5+EDW7Abo6E1g/zWiFCKyfLq33BHUmkPqTySpBAO6//C5wKcnt3caogvHMwOaGZU+0OCAiIiIG6ERERACAolItACA4QO6R/VVk0O00W887B4hmTeBFLZB33iN1sNYHHSj/8v/qDjS4+Jvbu36ga2MAQJBS5pEWB0RERAQovF0BIiIiX1BULAXooQGe+WrUB+j5RSXIUmusZ5f1fcSNg3RBDkQmeqQOiGwGaRx5yyAdABKOfwjc+ZTUFN5FdUKkFgK3SnWoHxboet3UmcCZ34BrfwMh9YF6iUBcD7fqQkREVFMwg05ERASgqERqih4S6JkM+rbTOQAATanO9jRkqlhg1EcVy4IMGLXIc0GqKha452ObDwsAsPopt3YdHqQ09ENXa1wY3E6dCax6CviwDfDrv4EDnwPb3wR+fkxa9+dHjvdBRERUQzFAJyIiAlBUImXQQzzQxD1LrcG8X08Zlu1OQ9ZlEhBZ3p977FfSsid1mYRr9y6DaD2JDlz4E9j6psu7lcsEhAVKrQTOXrnp3EbJy6QgPPVH22W2zAX+tH1RgYiIqCZjgE5ERATjAL3yTdzTcguhMwuI7U5DJpYPJFcnrtLHtuZMRB/8rO1nO0jfvdByYLpLScC2t4Gd7wPHV1s8vvJQhmEAvIe/2m+9hYAxdSaw7jnnKrxlrucGyiMiIvIj7INOREQEoybuHsigJ9QPhUyASZBudxqy0vLMuiKo0se2VZ9HtP/C3rLb8EHgYosp0gBRGphO37R+zb+Ao8vNyghSc/kuk5Cl1mD26tSKrctbCPRv2cD2SO5551yosQgc+AIY6npmn4iIyJ8xg05ERATg6o1iALDIfLsjRhWM+WPbG5ZlAkymIctSa7BsXxo+2HIGRy/mA6W3pILKqplHPEYVjLfHtMcaDMRWbSfrmXT9sc9sshKcA9IUcNMAdabrLQQAQBnqWqX3fgzsep+ZdCIiqlUYoBMRUa238lAGVhy6CAD4fv8Fx821nTCuezz6Nq8HAHhhWGvDNGQrD2Wg1/xtmPvLSXy89W/c+9+9KCsulDZSVk0GHQBGdIgBAHytG2Elgw7g5Fqpj/gP42zvRNQBeecNLQSM2W0hAAAn11hfH1zX9jbb3pT6rCcvs12GiIioBmGATkREtZpFc23YGdDNRY3rSgHr+as3kaXWIEutwcxVqSZl5NBCgfI+6FWUQQcAdZE00vpleSOUj99uau8nwLqpjnekDDG0EDDey4vDW1m0EHh9/Qn83750XLl0Dtj7qfX9Pf0nMH6l/WOum8pMOhER1Qrsg05ERLWavebaNvtTO+lKgdR0/aekS1iVfAl9mte3KBOEkoqFKuqDDgDXywP04uAYoNsUKSA34WTb/pNrgcZdMa57PPaeu4ZfUi4DAN7ZdNowN7r5RYgixff4p8LK/ntPlfq9O+yfzj7pRERUOzCDTkREtZpbzbWdkKXWYMeZq4ZlnQjsPptrUc44QM8q8kAHeBv0c5Ur5QKutHlMmnPdhACrmXVz+z4F1JnIUmuw7uhlw+oo8Rp+WbMCH67aYVI8GtfwpHyjlR0JQI+npbuRzRwfu/y4RERENRkDdCIiqtUcDejmrrTcQqdy0sGCFKDfEpVIv3arUse059fjWQCAi/ka9PrvaRxs96pZ/UQ4lUUv74eelltoGGzuQfl2/Bk4FcsD3safgVPxoHy7oXiCLBtya7F37+cqRo1XxUojxNsL0suPS0REVJOxiTsREdV647rHY9HWs8i6fgtfPNIVQ9tGV3qfCfVDIQiwPfd4ucDyDLoGgZXO2tuSpdbghwMVA9/pROD5w/WwJ1CA003bjSlDkBAutTyIEq9hgeIryARpP3JBxHzFEpzSxiEVzXFTFwhRhOXAdG1Gmy53mQQ0GwxcPAic3w0kf231uM7IUmtwOD0PF/KKcO1mCRLrh2JIm4aVvuhCRERU1RigExERAdCUaAFIgbUnxKiCMfuu2zDv11N2ywVDmt5NUAZXWQBpLZsfL2RBcCc4B4DSIkPLg5h14w3BuZ5cANYFzsXMsqfQTLhsfdT4UitTsqliAdUYILSe9QDd2jZmVh7KwKxVqRbP7JVfTuCd+9obRtMnIiLyRWziTkREtZ4oirhxSxpJPTxI6bH9PtE3weEXrb4PuqakTBrt3MzRi/lYuPk0/m9futsjyyfUD7VoPK4Rg5wIzwUrfdVlQGQiAGBczFX0kx+3vqUAzFcswVPW+p8LFfuwKrKZ3ePakqXWWA3O9WauSpXmnSciIvJRDNCJiKjW05RqoS0fyj08yHONy35OuogoXMMI2T7cLduHaFyzKDNMfhgAECPLR4OvupnM+f3vH1Nw73/34pNt5/DKLyfQa/42t+Zoj1EFo11jlWFZLgiY1r+Rg2HZBKlf+KiPYNo3XAcc/1m6u/UNu/uQC7AYgA8A0GtKRf9za1Sx5cc1pgPObbVbY2f6/d/7370emeeeiIioKrCJOxER1Xr67LlcJiAkQO6RfWapNTiy9mPsDVxiCFJ1ooBZZU/iR+0gANII50/IfzNsI4MO4vrpEJoNxtGCEKxKthy1fNaqVPRv2cCiOfzRi/n449QVRIUHWe1vHaKUntfUO5pjfI94xCAP4gHBdjP38SuAVsOlkdPNO9NvmQscXQEx56Qz476b0IpAbpvJaAgHfcWbDbbYVrduKj7LiEdJaAwGt45Cx7i6Jo+HOvnezbTxGhIREXkbA3QiIqr1btySpiALC1RAsNph2nWZF/7G24olJhlkWfkAart1HdC8eSuUnTth0X9bELVA3nks2Wt9QDQRwLd70jFnxG2Gdc+vOII1KRVTnlnrb32tUGpK37NZvfLANBZp7aYj8fgiWAwU1/FhKTgHpDnKRZ1lRdwIzgHgB+1gNCuugx2O+ooHH7bYVgYRJw9uxa+6nvh469+4r0ssFj7YyfD4xmNZTtdj5s/HsOyJHm48AyIioqrDJu5ERFTjZak1WH80E/+3Px0bjl226MtdUJ5BV8oFt/t5m7M1vZhcACbLN+E/Q1vighgNnWhaSBTkuKJshA2p2Tb3/dWe84Z6Hr2YbxKc681enWryXHIKpCncjBPhV+PuAp4/Ady/FBg0F+g/E3hyGzDm84pCzsxRrq+7E2PO7dO1RUiAzGFf8byiEquP9ZadMNxflZyJraek1ylLrcHi3WlO1RMAdp3NxRNLD2L+ryfxwZYz7JtOREQ+gQE6ERHVaCsPZaDX/G147ocUvLL2BKYsP4LeZn25N5RnXnNvlqDPAvf6eZurVyfSZgD6pPxXlOVnYtrYgdii7WpYr4MMwqhFOFessrFleTkRSM+VRjT/eOtZh2WWH7hguAgx8esDps9PFQu0GwMM+DdwxxygcVfTHaligX4z7NYHkILzPdo2doN0nQgk6Vpg3sZTDvuKv3Qo2GqZ8fKtJn35n/guCSsPZWD6D0es7qdFVJjNY2w9fRVf7krDx1v/xr3/3Yt//S/JQa2IiIiqFgN0IiKqsbLUGsxclWqxXkRFhjlLrcG3eyoyrzoRmLP6eOUz6SfX2Mw7ywURqlsZGNc9HiWqJgCA9dqe6Fv8EVZqB+LPs7kOdx8SIMOXO89h6+mrNsv8+fdVZKk1eHltxUjrbj2/xIEOi+zXtcbEspfxvday77jeEu0IZKMeDqQ7zlb/dlGBxWUjLNbLBeAxxSaTdTNXpVrdpwBg2RO347372zs8HgD8djwb7/9+2qmyREREVYF90ImoZlJnSn1nI5shC5FIyy1EQv1Q7w4KZVQnuyNYV5dLScBfmwB5IFAvEYjr4fV62R00zIx+ULRAhRxN64eia5O6FuWSLtgOBPUZZhGiRaZWK4pIzy2yfb6oM4GLB4Br5wFtMdByuGnmWZ0J7P3U5rFFESjSBSFLrcFNdR6gAP7SNcZlsR5mr0qFlR7fFi7mabDgN/vB5H+3n0PrmAjozJ6g/vk5fZXe0Mzdet5bKwLPlz4LAPi0bDTGy7daNO/XisC3ZcOdPSIAqfyT8o0W+3pS/iu+LRuObNSzu/2I9jGIUQXjgW7xWHc0C7uduPDx6fZzmNCzCQeQo0ox/iwrKdNZHdTQwAc/i6uVLzx/48/0olygXnOg1V2eq4er3/9VXR/yaQzQiajmSV4GrJ8GiDqIkOGj0iewQjsIMgGYP9Z04Cxv1AmCTJpCqsuk6q9HucSj7wG/bTFbWz6tlpfqtdLRoGFG79u/f0yxGOFcALDArNzev20HZAKApvVDDPeNjysXBMNjFpKXAeummm6x611pYDV93+28c7AVzALSoOixYTqcyS1EuCBlsm9AOp4zwTkA7D2f67CZuAhg79/XLAZh1z+/DMfxqkQVC/SeAuz9xOrDG7U9DcFyNuphTtlTWKD8yjBCvE4UMLvsSYcBtbls1MNX2hH4p8J0LnW5IKKp7Aqydfb391T/BMP9d+/vgF7ztzl1XA4gR5Vh7bPM2qCGAIA1/wKOLjfbg3c/i6uVLzx/a5/pAPDrv4F7Pql8PVz9/q/q+pDPY4Duhz777DO89957yMrKQtu2bbFo0SL069fPtZ2cXAcUZ0tX5WQBgCYPCAwD2j9g2f/QnP5KZ2kxoCuRtteVWF7dU2cCZ34Drv1tKJNdpEPmDR3CO4xEyy4D7R7mr+QduHFsA6IaxSOux33Sfp09dmVdSgIy9gHxvRy/Hs4wvxKqr3dIfd+6Wm7tKjZgedXX2pVg4+eYnw4AyNaGWH+/jd9HTZ60eUhjZMtjUKdVXzRs3Kxin8bnkCYPhaVl+FvRHFdj7kDb226zzHKpMyu+CAEI0OFtxRLUEa9jra4/Zq5KRUmZzjQra+W8uqEpwoniBtiruB3FwQ2RX1QKVUkO7pAloV1QLsKDQyrOQWWgSQbVJHOSdwmd837DwMwvK5o7izpg3XNAaFTFSNnmz8Hsb8fRca7dLEGAXIBOnYmWxSfRPSESTTvdUfH+GD9H9UXUv2wenAOAKNXrZg7QcbzdczJLrUFabiGaBarR8PrRinPbzXM6S61xOGiYflqsPUkpuJXyM56WXUGQUIqt2s5IRXNDs3V9uSy1Bj8cvGjzmPpjxaiC0a9Fffx19gy6yv5CU1zBqJZKxJy5bPm5os60/sMJkH5kdn9Sen8cZJx1EFAv7jaEFshRCqmf+A3RxgUBG5YfsP3cjK04lIGR7WOwvryfvVwQMG9sO8SoguFST/se/7IZoAf1nwr5dgFaUYRcENBl9FQILZ8HLh5EXlEJ7l5dbDc4FwC0bRSB45cLLB7bUNYD/5BvhPHg+qIIFOoC7Fb3jlYNTDKWMapgvHNfe6tdHsztOpuLoxfzbWc8nWX+t2z2N+wJ+s8BQRCstiJxl76FSkmZDvlFpYAIxNcLsWitcuXSOaSkJOHwjbpQK6JQN1SJEq1ot/WLI38l70Bu8i8IEMtQX34TDcIDoQ6KRdKNOrgQ0h7X5A0QIBesHkdfnxPFDVAc3BAlWhEBcgGBSrn9LLbZsVFWgsCS6wgOi0BxfH+czdciR9nY7rGz1Br8nHQRCzdXjAsRjWtIkGUjTReNVcnA3e2jMbiRVvq+PL/bSnAKACJ0657Dd3+HICP4NqvP8cax9WhYcgnhjVpLn1OAU98bthhaJBVlo6H6KOqXZCKoJB9C/eZI6HO/4Xv5yqVzyD60BmE30tGgbgQiFDqnj2NxrmbvtPn8rX4X6f+ebl5x6+9I/71l0pruzCbpWDY4eh8uHt2OG/k5yCwOxoXgdlCFKNG06Di6hOWjkbJQ+s5N/sboqTn4/r+UZLc+WPcckHEQqNvU6e9ak+/ry9ulc8T4u1oIt7s9VT9BFJ0Zc5V8xcqVKzFx4kR89tln6NOnD7788kt89dVXOHnyJOLjHWcFCwoKoFKpoJ4VjohAG70jjbNA5qxe6TRzT/kPODsfMKIIHKozHLc/v9Lq4wc/fBDdr/9u+EEmAhAa9wAuHXB87MpeWVzzNHD0h4ple6+HM2xdCTVRvVeLDxw4gB49zLJDNt/b8iBDf9UXsLwSDNh9jibvt/nra0YnCjjc4TXcnhDp8ByaVfYUuoyeapoRXzYaOL/d5jYzy57Cj9pBFdnWS/PtntP6bQBggdmUWRY6PoyVjWcbAs0H5dud2sbk/EpeZv/L2cpx9MyPJ0KAcM/HwIW9dl9zm2z8Pa08lIHZq1Nxv8ze83PtnJ638aTDEbj7t6iPKXX2oduxV02OKYrAz9p+eKHsXwCAH57qiV7N6mHvuVw8vMT+Z8Y/+iVizojb8NPit3Ff5rvWn4vx65C2C/hulO0dth0LPPCtxfuof58qdi+9PntVdyPou2HoIvsb/yh5Hpt13a3udnDrKGw9nWP3udgzoUccvj9wEX2a1cP7D3Y0/MC0+llgj7Xzs/wczlJrkJ5bhKb1QyyCMkfv76fjO2Nkx0aYsGQ//jx3zeSxXrIT+CHgbYttviwbgfllE2zuU38emMtSa/DHySs4nqkGABxKz8P58sH0jI1sH4NPJ3SxuX+H7P0tV/Z7pZx5ptZaKxJHrJ0D1lqoGNMfJyFjNboeew1yQYS2vJXEj9pBJmXNW784cujDB9HN6PvfnE4UMMvGcZypj9UstoNji6LU6sXecwRgcfHnQfl2zFd8ZVIfAHjHqHWJPbry7zn98fTP0fwz0Cl2zrlHP/sDOzOKbX5niSJwqMPrAOD42DaOY36ujpNvxwLlEufmh7D1u9KFvyP995ZOREVrOgff/3rGvx0A2++DviuR0++NO9//Fux/1zr+vhZQcMc7UA14Gmq1GhERES4en6oCA3Q/06NHD3Tp0gWff17xB33bbbdh9OjRmD9/vsPtnQrQAaD9OKBuE+kKXX66IeuGk6sr/yTKiSLwd5MH0KJdT2mF5jpQlIu0jItoenmD5RcknJzop9NEIDjS8mqurf4/l5KA1J+A4ptAWQlw3MpFg/bjgJBI+60E9Fcj6zQBLh+R1plfOXWm7tauiuqz00DFentZbAflDhw4gB6xioqMau4Z4KzpoEu22c4K2iOKQE50fzS8ssthWW35F6ij91srAq+UTsbou0fg9jo3gfO7ISZ/Y3c7/TbbdF3RG6lYGLTYqePIAJs/GPVEAP++9Q/sRXsMliXjTeW3zn1R954G9PgncCMb+OoOh8VFAO+WPIA9uvaIl11FHK4gXsjBQ4odlj+s4OwEWTY8f9Lk7+XoxXyM/u9etMPf+CVwroPnJ0hTeFm7uq//27mcgsLSMiw9UoBAQYvzYjS26bpazbZG4xr+DHzO6tRlogh8VzoYB9EGUyY9jDat2yBLrcHY+T+haXn2Sr9P44xWjlAP+55tjQZfdbHfH1v/OpzZBPwwzv5zfnIr8PUQs7nD9ZU2+tsR5LjyxCEULb4bCbJsPFvyHDbqelnsUQZgzbO9Mfq/ex3+5ckAiFaas9/TMQZrUi7joe5xWHBfB8NjLgfoQPl7t6k8izXMqSxWllpjs3m5TAD+nHUHYlTBOHoxH/f+d6/J47bed60ooE/xx1bPFeN9OmLtmHr7ZtvYR3mLlOx8NXLyCxBVNwLR8vIgPzhSahmU8n/2D3zvZ0Bn2xcYDMfRfz/pvxvqNAFKC7EnLwKP/CQF0cbndDbq4etHu0pZWif6vJqfA1tPZeOJ75LQHn/jdvkZHNS2QiqaAwDa428Mlh+BUixBXaHQ4jNHKwL/V3oHyoQAw99yA+Rjcc+riAmW2c2yZqk1+O33DXjsxJMOP2u1IjC6+A1cRV0MliUjQciCQizBo8ptJttqRWBl2QDki2EoFQIMrW0Mr49RyzZbvz2sHdv8ORp/thjXZ5Jym8XrI8CFAK58my9KR+AGQm1+zjtt/EqLrK3+/R6IJHwTuNDmvp39HjQ/TpZagy0nszH3l5OGh+19lrtM/3vV/Pde+Xt7Iz8bp6/ewtH0q8gVw5GBaCTrWqIXUvGBE9//esbvu7X31m13vCK1EgCAD9u4v5+2Y4GIOMPfWFZ4G0NrDkfvbUExoFpQwADdhzBA9yMlJSUICQnBTz/9hDFjxhjWT5s2DSkpKdi5c6fDfTgdoNck9VsD4dFA2k4YfhwnDACiOwFnNgJ5f7u+z7iegDIUOL/VkzW1lDAAEBSWx2nQGrhqNDhUszsAnQ5I22Farm4ikJ8G8+dddGwVQgovVWXNq5U+u+EKXfkPJVe3c6YuqIL92jpWlR+nYVvg4Z8AVSxWHsrAzFWpeEq+AbMVy537cdL1MWDUItN1W98Edr9vcxNRBD4puxcfaE0D4Q8Un2KswnogZbJ9ecuBg2nX0O3Ya5AJ0o+rH7R3oERUYLJic/k6KaM1rYOI2FNf2d9pkz5Ax4ecy260HQOcWOO4HAD0ngpx78cQYDszqM/4OcpCCwKwYGx7HEzLM8l+domvg+SM61IZmGZY3QrQ3aQ/f0zqDMuMr7Xs7WzF9xb90AHgoZKXsV9n+qNW/zq4krWd+PUBqwPI9W9R37Qvur75ac4Ji7JuaT4MeORHy/WXkoB1zwI5p2xuqhWBP3VtUSbKMEieWp7hBQ7pWqJIDMQgRWpF8NF6BNDufqvNYY3PgXW7DuLApuWYLN+E5rIsw9gF53VRAAQkyq649Jlj8/Mwqq2UFS0PqPTnxjLl2+gvd+61deczXBSBv3QxyBTrm74+lSCKwA5tewSjBD3kZ6rls79S7nwD6DMNgPS6f7hqBxYpP0UPmYfr3u/fWBkx2WrXJWc/y11m+L23w26xqvr+r5SgOsCt6x7ZlQjgL20M/tB2wZ3yZLQo/1u2paBYhGrBDQboPoQBuh+5fPkyYmNj8eeff6J3796G9fPmzcN3332HM2fOWGxTXFyM4uJiw3JBQQHi4uJqV4BORJUk4PqdC9F5fTSelK/HHMUPLv2wUfebixNNH5X6/W16Gji11uE2oghs1PbAlDLph+SnikUYIT/o9HFFCBBF0WpTTeN9lIkC5ILokR/qDgkys6y6rLxBSsW6MlGGvsUfmWSF5YKAPbMGIafgls1Mb/nesObZ3hjz2V6LUduN6fcXowqu1gAdqGhenpZbiMQGoRh8m+0R+redykGxVotAhRzD4rRos7KP2esnnVvrQu5DWm4h6oUFoGm9UHRxox+2vQz/L8/2lvotO9PFyx0thiFr5HeG8ST6ps5Fx7xfq+ScFCHgXM95CO31mOE1+nXHXmjrNoEs5f9w1/n5nskKOqmozYP4OW4O5v5y0uW/cXKPCOBku/9gXeh9yN/zjeNuWJU4zsayis9wPX94n6vl4rcLKt0SzgEG6L6Hg8T5IcHsU0MURYt1evPnz8frr79eHdUiIj8kitKXv/0faCIitszAo3gYs10MzgEgbNcb2LA1A7d0AVgYtNapHxqCAIxQHMDWsh2Ill13+QedANFqefN1CqH6rlFfbnofYtJ+MnQSuRI3HNEXfzWrj85idHKtKOK33YcdNm/XAfh5Z4rd4Nx4f20bBCA/Px8HDjgY28PDWsqAllEAcBMZp6/YHKiut6ri/g01cKHl44g/85XJ+ROx+y20G9gKLaMaSCs0ecg4fRHZmqsIu34CgTcvQ1l6HbdCGuN6w14oCZbKBWiuok7OPgQVXoJOUEImluJDlYgLN2WGZtB6C9YcxqtNTqDV0eVVEzSf/R2/vzMBfyEeLZGBjsqtVRYcCBCRsG82ntyRi5adBwAAfjlyAYNlPzrfJceDgk/8iPCjGXhXJvP5oK2qudx/2U0CgNap7+On4stYEOhkSyg3jzNCLn2Gr8FAAFIXCXvvs75/uDfpRAF/6Rqhtdz2GAzVSQRwWNsC3WRna/XfR23DDLofcaeJu6MMulYEVpX2wQPKP13+wxdFYG1ZT5SIcjzoYHutCPxS1hOjFfs98uHryrF9jf41v1/5p9e/iKqKVgQ2l3XGMMURu89RX2644ojd91AUgR9L+yBCKHJY1nz/P5f2cfoc0YrAirKBUIildrfR10crKJ3uDyiKwNLSwbiCenhR+aPT2/xY2gcBghajFfs9cp7rn6O+T+Y2bSdcRV10kZ3F7TiBR+0EB46yCpV93FPbAM7/0BPL/3N7zAtnCXJgeirwf2OkMR+klca1AGA9g67vTw0AvedvsxmoywRgzTO+nUGvFFsD9D26AUgwmsnE3sCcTg5iajzooEuDWdnZJ+A7WTn9czwktq6yDKon6ETgdye+I6qCS32uK3mc90ofxFpdPzRAvhNje1Sw9fnozG+uymaJnf1+Mv57Wqt8CZ3k1rvp6McViJPlOvwuqgpaEXi59DFs10kDQ+4NfK7SfxdSv/XBKBWUyBUjEIEiPKN0PM4BIL1u/y0dif/phiEb9dAef+MO+RHUEQvwqHKrR/9mmUH3Pcyg+5GAgAB07doVW7ZsMQnQt2zZgnvvvdfqNoGBgQgMDLT6mH5e2h91g3C4rI1LX9KGD1yt9ANGppXhfvluqx86OqNRT/ejvUvHsdZPyJVjV0ZVNHGqzGteXaxdxbf2Wth6fYzf7wdhe5RvnQjMLh8V9UFUjHRrTv9+z9RJ7/d7wudOvd+G/esGoUlEGHre+N1uedGoPoDt88q8Pilo4dT7mNb4Hrx+7iEAQF6ZyuE25scpE5QunefW3h+d2XM09quuHn5FT9TX3rCZ4bB3bJ0o4Fdtd7vZEXf+nuwfE4AAq4O7OXsowUphnSigMLItwvOPO95Bv/8AuxfC4cCJQ16TbnP/MlppehmgTJRhTtkTFoOePdk30dAc+al+CTb7od/dLgYd4+pi/tj2NqeskwkwTLHmd5ShNtYbTU9nbxo8wKkxBAQBuF++G3vLbsM+tMd8ReWDc18LhvXP8X545ruzKr4vRRH4tHwsCuk7YonTg4pVtj46Efi50YtIzsjHPBvfTZ5g/D0FANmoh1llT2GB8ivIHHymiCKQLkahKXJMnqvxd/ApJNjskuTMoKeijQudrnw/6c+1Ojo1Osqsf3bp65yK5kjVNcev6IlQbYnN72DHrb5cY/4+AHD6fdDXyfL7tuL3nrEordrhd7m+i9f7uocN61LRHKlaqWXPqbJEm7+ZnFFdrTXIfcyg+xn9NGtffPEFevXqhcWLF2PJkiU4ceIEmjRp4nB7/SBxT8x4AceV7Ux+CEbjGu4oH300UbiMQfJUyAQRWhHYqe2Ac2IjFIsKQ9bNuAkgAMPVPaVYikChDLliBC4iGsm6FobjPN0/AX0bluDXVUsxXHYIfeXHDR8QOhHYrWuLVG0CAoUynBdjMOK+yTh77m9cP7oBSrHU6WP3kR3HbbJLTn9B60TggK4VkrQtDMc+rktAe1kaEoQsFIsKDJUno4XsstUviyuiClGC2mK6jR3lr5u118L8NS8WFeggSzd5TcyP42yQ7OyPE30ds8VIiACOiwmGq8ddZGcRj2wECmXI0NZHG3kGQnDLkHnN0NZHvPyq3ffb2nPUv77bdV0syumPWU8ocHiufdRoC5pe223xmu/WtcUm7e0m+//l2d7oKJwHdr0L8a9NJj+2RRFI1jXDs6XTLQKjrwYDQxRHgZJiQHMNCAzHH4q+eNJszL5oXMMLihUYI//Toj7FiUMRPHgW0LirYbRce9uIInBSF4dZpU9Zfd7PKdZgiNy0ZYIIQEgYCER3wg1NEeYfLMVlXSQ6ys8b3h9rr7ne1492NdQLcG0AHxHA/8ruwH/LxiAb9VwbQA5AprYOdug6IV8Mw73yfYiTX3O8EYA0bRQeLn0Fa6f0QejhLxCWsti5AzphSsk0vDRzNmL+mAqkWhnAy9jQecDmOY53+ugGAKLNKdrKAlToW/CWxfsjANhrNJK4M32ls9Qa9FmwzWoWXYD3BomrNGcy6JtftjlXu6tEEcgW6yBGdt3m49uNvhsjhZsQAeSLYQgUyqx+hkXjGr5Tzkcr+WWX6nFebIgE4Yr9i3qwvDDliSyptdYl6XV6IlvZBKJcCUERhEYJrdCk9Dxwq1Aaxf7sbxBzzxjqoxOBM7rGaCW75PRnw63Ynsh/cK1hzIJ24Tcx7Nr/EJq6zKI+uUFNcbZOX8hu5UFUhqFR6+5oIsuVPrt1xdBkn0Zg+nabF4vNf3tMnPQPw0wQJ06dQt28FCSGlqAuCoGiq4As0OI5GtdHqNcKaHkXoCsGQhoAwXVwNuMidhw5Zfd7EJDew/1TWqPh9WNA6iqIZzZAgAgdgPNh3ZAT1hqCIgjZDfvj+T8Vht8/t0Sl1e9gVz+Tb8XcjqA+zwBxt+PKjVu4dHQniq+ehVB4zfB+y1sPwxl5S7zyS8WAfu3xNz5WfooEuWvTQaZpozC+9BWr303t8Tfuke81+e2hb/Wl/11h7/ee8XvbQZaOforjJu+XTgTWaPvgvbKHrB7/gP59uHYeKLqK7CIRmVfVKIYcgrYUYmg9BDZogfjmrdFAfQq4dhYIaYB0NMRDv+ms7lP/vKx9l+vr9KmVQVLNGf9mihdyIAKIFvIwSH7M+m9IAL+VdcMGXW8k61oAAL5Wvoe28gxm0H0QA3Q/9Nlnn+Hdd99FVlYW2rVrhw8//BD9+/d3alt9gB43/UfIAkPslo3GNTSVXUG6rqHNDxlXGI+Gqx+xVf8BA8DkS8X8R6StEXbtsXbB4AZCEYFCQwDoKHCxtk9rXxapaG54LnVwA9cRbvEl6SxbgepRbQIayfIMga69ILlIp0Qf+QmE4BYyxKhKP2936N9DADazeYaygjTqslNlUXFurNt1EJs2rbf7mlvMeavOxPwl30HIS0OgUGb1AoDV7YzYmiPY+GJEmhiDnsMfxj39b7e7rfH7ba8+5sfRn2utEprg0QcfNBmZ2Xy+WVuMX0vjEbadnQJHBCCMX4l/H402eU4DkYRvAxc6NV1Rn+JPTKYocqZZoSgC9xS/gSbt++HTCV1w5dI51F/SxSNT9ogisKXPcgwdOkIaSdvetHeCDHjiD+lKjr1XW9+8HQA+bGtaVj9wXL0W+HfDr0xeR/PPQT1ro6Ebn6+O5n/32ybu6kxgUTvLgfaeP14xpWRlpimywl4T4tHFbzj8W7XG2fPc/DjGf/cADJ/pvVvGoG1cFFC3CU4d3YfksxcN309qbRDmutHPWBSBz0pHosXAhzG0TrY0dSgEoFEnafosO9O2GVxKwqa132HnZZnhu8bZzwYAFlM8GqgzgYsHpaBJW+z0VH/rdh3E/k3L7V4stvU3Z+854uzvJhdx0f5+m/VxOL+8YGUGAnUmkHceiEy0eD2c/ax39nXXQYDM1tSYVph/FrlybgMVn+Xu/B0ZcyZBdF+XWCwc1gA4swnb9+3F5ivhdn8DvePKeWCFtc9pc+a/9zzxu8w8KdK2YRAG9eoNtBqOf/9+1eL3x97AqbhZomOA7mMYoNcyzgboYzrHYM2RLIf7G9UxGgqZ4FRZ8/lk9aP5Hs9UAwDqhipRUiZaHdnXXtbIpN6dYlCmE7H+WLbjsk4+x3HdGqNEq3VYdnibKGw66dqV46o25LYG+OPUVcflWjfAH6edKxcerHDqdTOMfIyK93ruLycsfki8NbqtyfudpdYgKT0fxy9fx5c700zKCwDWGu0XsD+H8Xv3t8cD3Sy/YO1t83ifpri3UyOTY1hjPMp0SZmIAIWAkjLRqZGkj17Mxy9HLuObvel2j2GPo3rae83HdWuMsNJ8PHl3D5M6/t++dENG5EG57W4HQHlw3vFhYMznAGDSOgAA3lM47orwZdkIzC8znQfa1nRahuMa9WfUn2N7z+Xi2tKHMUpuOyh1afAhfUbWVsYWACAA93wMdJlkP2srCMCo8nIA8MfrwJ4Pyh+TA92eAA4tBmK7Ak9tM5xXDSICbY5wDlS8v7k3i3FH6yiT88BeBl3vh6d6olezev4VoANW+pcbvQ//NxY4V8VTX5YzPnffu789XvjZ/g9xwPT76UG57e4/ejpRamZrrUuK3i9mn4eA9P4v/TMNX+6SmhM7+ls2JwK4FD8aivu+8EhXCPPPO8efDUbvqYfZ+1x8YVhLjO3SuMq7f2w9lY0nv0ty+F3orCy1BquSLuH9zX/ZLefodddPT+nq627+2e/Mua13oW5PDMia6tLx9Fz5vff1o10x+LZok3Xm9TZm7e/KHc6+N4DzvzXHdIpBgEKOlYcdT5XrzPN+UL4ds7Rfod47agboPoQBei3jKEA3z6jZuzJrnLGxd1XYnTlpramK+ti7wml+Jd3ePvXHduaKaXVw5zlWx/u98lAG5qw+Dq0oQi4ImDe2nd3zwtnyjjKK1pg/B5czJx7gbPbDmKt/T7ZeQ2uBmfmFsGhcw2jZbsxU/mg6DgQA4d7PgM6mwfV7m07jvzvOGZYHIgnfBC60+kPNPHtufMy9Qc9Z7VeuFYEniv+NHehq8v5mqTX45/zF+CVwrs0uH0+W/Afvj2kJaPIRsW2m7Wy7IAOmO5GRHb9SyiQC5eXMMuMVOwSMM1IFl4EPbpPWP7FZyoyt+SeQOAiYtNZGpVxn/l4Y0w8653cZdMB2Fn38D8AP9puE2tXmPuDkKqeKGp+7UwY1w3+GtXbr81P/92U+aKQOgOyOuViHfpj6q/ULp858Xhl/xumzam85GKldB0BmfG57kPHntHnGs0RU4I6WdXBbmy7OZ+grWRdXvov84fiOvpc7x9VBRMZWq5/JIgDhyW1OtURw5tjt8bdzg909fxIr/9K6/D3oqd+f5n+3nvq96ug4JnWE67819fu0+dvOxeddv/gSkhY9zQDdhzBAr2X0AfqZjGwcuKRBWm6hIfNnK3OdlJ6PC3mFuHazBAEKAYEKuUXGBrDMKFZmTlpbqqI+xvPy2nst9Pv85chlFJaUoW6o0uqxre3P+NgADI/XCwsAAMNz0ZdVBSuh1pRaPMeoiCDD8y8p06Fx3WBcytO4/BwvXLyMPh2ae+X9zlJrkJ5bhKb1Q5w6L5wtby+jaIuz2cqqZOs1d/a9dfYY5q+hrcDM2g8J48yLeebcmLWm1daydzoI+K7+DLx+yfLH4Oy7WuOf4X9aDPQlQsD+tnOxv84Iq+/vvI0n0Xv/PzBQbvmDZYe2Pa7csxzjusc7zLafSpyM2yZ9VLEieZnlwGLWnr+9LLpxH+mkpcD6adJ9QQa0vQ84/hPQ5l7gwWXWt3fDkt3n8PbG01Yf+0e/RMwZcRsAP+uDDthu1VCvOXDtbysbCEDj24FLNlpXGLdwsPZemxFFYGZ5VrtH07pY+XRvw2Pufn62yV6HkRfegQw6iIIcwqhFhiymK99P1ph/Tve98SsG/vWW1Qtg7mZQXWHeci6+XojHfye4UhdXvov84fiOvpePXszHlR1LMOTcvIrBzwQB59tOR+L9r1X62LNWpeJUttQF48Hy2Q+snWvmrSTsfQ+eunzD7m8uZ563PfpjCwKq9Dw0fo4Z14oAAO0bq9z+ranfp7t/T8b1yczJw/yHejJA9yEM0GsZfYDOP8Laze9+lJPH2TsHzH8s1QsLQEfhPNrrTkHVsp/NLEuWWmN1GrBoXENX2Vm8NSwWdes1BOJuB1SxJsGHRdCh72dalAeERBq2seXoxXz887/rsTdwKmRGFwPKRKBv8Sf48tlRhgHUnl6wGGsDLLPtWhHoX/Ipfp51v+mPG3UmcGYTcPOK7f6u9vqr6zNTVrO/5dqOBR741ubzc5Wtbhzmg8753WeB3dYKVuizwcZ9hfUDd9VLtDyv7LyP5v3OzbttVYqdfsYepz+fy/uVZ9yUI77TAId/Y1SD6D9fASDudhw4fcljnwNHL+bjcHo+ujWti44RRdK5du2sNLCerhio16JaWkmQ8xgb+B5Os0ZERCZiVMEY2dE88GgBYJjD7RbcZznF1xWhHvqPGYi6Zs3tYlTBmNirqfWdqWIB1Rin61xYoi2fouhJzFN8DYWgM5m27HB6PjrGSVmFh8eOwapftuA+o/6Y+ml2MsVIpOcWmQZeqljg9ifsV6C00M5jUrYEeeesB+cAcGIN0GyQx7KXHePq4r4usVa7cfjlFGt6qlig9xTnRmpvNriiqXbjrs41323cVZor3SyTrj8/9MH5P/olevZ1VMVWX8Bidj5nHTiA+HZ+dJGGKs/i89Vxf2ZndYyra5Tprev4s5OILDBAJyIijxnXPR79WzZAUno+rmtKUDckoFqarybUD4UA4EftIOzSdrCYgaJb04qmgeO6x2Nezru4Z/cW3CE/ghyxjmHkXLkgoGl9+zNcWBXZDFIIbJbZFWRSVlRfRj9quwURWD9dCio9FKgtfLATJvVq4vVuHB7XZoxzAfqgl9zbf5dJQLPBuJ6yHj9t3m51pO/H+jZ1b99EREQOMEAnIiKPsp6Br/pjPtUvAYt3pyEb9ZCtqxh8rn+L+hZ9965rSpGK5kjVVkzvIxOAeWPbuRfEqmKlPpXGfecFARj1UUXArYqVls361xuIWqmZswczqabZrBrCXmsFk3JF7h9DFYs6A55GRMjdWGFlEKkacaGDiIh8EgN0IiKqER7rm4Cv9qSZTC8mAHjn/g4m5bLUGvyUZNmkc9G4TrinUyWC4/LMq3HfTotgu8sk4K/NwOn1ltsL8opsO9lmq7WCMeOWC5Vg3CKkqgeRIiIiAmBjcEUiIiI/E6MKxvyx7SEv71guFwSrfa7TcgthbXjUaStTsPJQRuUqoYoF2o2R/lnLhKszgdMbLNcLMmDUIg6c5AxVLHDn63YKmLVcqCSpRUgjjOjQiME5ERFVOWbQiYioxtBnPO1NXxQaILe6rSgCc1YfR/+WDaouEMs7B+vN220MHkfW9ZkGQAC2vGK6Pr4PcN8SXuggIiK/xQCdiIhqlBhVsN0Au7BEa/MxrShajuLuSfaaZ6+f5tFB4mq8PlOBdvc5ngKPiIjIjzBAJyKiWkU/4ru1HswyAe6N4u4se9OEiTqPDxJX4zkzBR4REZEfYR90IiKqVWJUwZh1V2urj828q3XV9zNuY2N+dw8NbEZERET+ixl0IiKqdf45oBkgAO/8dho6UbpaPfOu1vhn/2ZVf3Bb04T1msLsORERUS3HAJ2IiGqlf/Zvhns6NrI7oFyViGwmZctNBoaTAT2erp7jExERkc9iE3ciIqq1YlTB6NWsXvVOn6WKlaYBE8pHkxfkwD2emxaMiIiI/Bcz6ERERNWtyyRpxPa881K/cwbnREREBAboRERE3qGKZWBOREREJtjEnYiIiIiIiMgHMEAnIiIiIiIi8gEM0ImIiIiIiIh8AAN0IiIiIiIiIh/AAJ2IiIiIiIjIBzBAJyIiIiIiIvIBDNCJiIiIiIiIfAADdCIiIiIiIiIfoPB2Bah6iaIIACgoKPByTcibCgsLeQ7UcjwHCOB5QDwHiOdAbad/7/UxAnkfA/Ra5tq1awCAuLg4L9eEiIiIiIh8wY0bN6BSqbxdDQID9FonMjISAJCRkcE/wlqqoKAAcXFxuHjxIiIiIrxdHfICngME8DwgngPEc4CkzPmNGzfQqFEjb1eFyjFAr2VkMmnYAZVKxQ/iWi4iIoLnQC3Hc4AAngfEc4B4DtR2TNr5Fg4SR0REREREROQDGKATERERERER+QAG6LVMYGAgXn31VQQGBnq7KuQlPAeI5wABPA+I5wDxHCDyRYLIMfWJiIiIiIiIvI4ZdCIiIiIiIiIfwACdiIiIiIiIyAcwQCciIiIiIiLyAQzQiYiIiIiIiHwAA/Ra5LPPPkNCQgKCgoLQtWtX7N6929tVIg+ZP38+unfvjvDwcERFRWH06NE4c+aMSRlRFPHaa6+hUaNGCA4OxsCBA3HixAmTMsXFxXjuuedQv359hIaG4p577sGlS5eq86mQh8yfPx+CIGD69OmGdTwHar7MzEw88sgjqFevHkJCQtCpUyckJSUZHuc5ULOVlZXh5ZdfRkJCAoKDg5GYmIg33ngDOp3OUIbnQM2za9cujBo1Co0aNYIgCFi7dq3J4556z/Pz8zFx4kSoVCqoVCpMnDgR169fr+JnR1T7MECvJVauXInp06fjpZdewpEjR9CvXz/cddddyMjI8HbVyAN27tyJZ599Fvv378eWLVtQVlaGoUOHorCw0FDm3XffxQcffIBPP/0Uhw4dQnR0NO68807cuHHDUGb69OlYs2YNVqxYgT179uDmzZsYOXIktFqtN54WuenQoUNYvHgxOnToYLKe50DNlp+fjz59+kCpVOK3337DyZMnsXDhQtSpU8dQhudAzfbOO+/giy++wKeffopTp07h3XffxXvvvYdPPvnEUIbnQM1TWFiIjh074tNPP7X6uKfe84cffhgpKSnYtGkTNm3ahJSUFEycOLHKnx9RrSNSrXD77beLTz/9tMm61q1bi7NmzfJSjagq5eTkiADEnTt3iqIoijqdToyOjhYXLFhgKHPr1i1RpVKJX3zxhSiKonj9+nVRqVSKK1asMJTJzMwUZTKZuGnTpup9AuS2GzduiC1atBC3bNkiDhgwQJw2bZooijwHaoOZM2eKffv2tfk4z4Gab8SIEeLjjz9usm7s2LHiI488Iooiz4HaAIC4Zs0aw7Kn3vOTJ0+KAMT9+/cbyuzbt08EIJ4+fbqKnxVR7cIMei1QUlKCpKQkDB061GT90KFDsXfvXi/ViqqSWq0GAERGRgIA0tLSkJ2dbXIOBAYGYsCAAYZzICkpCaWlpSZlGjVqhHbt2vE88SPPPvssRowYgSFDhpis5zlQ861btw7dunXDAw88gKioKHTu3BlLliwxPM5zoObr27cvtm7dir/++gsAcPToUezZswd33303AJ4DtZGn3vN9+/ZBpVKhR48ehjI9e/aESqXieUHkYQpvV4CqXm5uLrRaLRo2bGiyvmHDhsjOzvZSraiqiKKIGTNmoG/fvmjXrh0AGN5na+fAhQsXDGUCAgJQt25dizI8T/zDihUrkJycjEOHDlk8xnOg5jt//jw+//xzzJgxA3PmzMHBgwcxdepUBAYGYtKkSTwHaoGZM2dCrVajdevWkMvl0Gq1ePvttzF+/HgA/ByojTz1nmdnZyMqKspi/1FRUTwviDyMAXotIgiCybIoihbryP9NmTIFx44dw549eywec+cc4HniHy5evIhp06Zh8+bNCAoKslmO50DNpdPp0K1bN8ybNw8A0LlzZ5w4cQKff/45Jk2aZCjHc6DmWrlyJf73v/9h+fLlaNu2LVJSUjB9+nQ0atQIjz76qKEcz4HaxxPvubXyPC+IPI9N3GuB+vXrQy6XW1zhzMnJsbiiSv7tueeew7p167B9+3Y0btzYsD46OhoA7J4D0dHRKCkpQX5+vs0y5LuSkpKQk5ODrl27QqFQQKFQYOfOnfj444+hUCgM7yHPgZorJiYGbdq0MVl32223GQYD5edAzffCCy9g1qxZeOihh9C+fXtMnDgRzz//PObPnw+A50Bt5Kn3PDo6GleuXLHY/9WrV3leEHkYA/RaICAgAF27dsWWLVtM1m/ZsgW9e/f2Uq3Ik0RRxJQpU7B69Wps27YNCQkJJo8nJCQgOjra5BwoKSnBzp07DedA165doVQqTcpkZWXh+PHjPE/8wODBg5GamoqUlBTDv27dumHChAlISUlBYmIiz4Eark+fPhbTK/71119o0qQJAH4O1AZFRUWQyUx/2snlcsM0azwHah9Pvee9evWCWq3GwYMHDWUOHDgAtVrN84LI07wxMh1VvxUrVohKpVL8+uuvxZMnT4rTp08XQ0NDxfT0dG9XjTzgX//6l6hSqcQdO3aIWVlZhn9FRUWGMgsWLBBVKpW4evVqMTU1VRw/frwYExMjFhQUGMo8/fTTYuPGjcU//vhDTE5OFu+44w6xY8eOYllZmTeeFlWS8SjuoshzoKY7ePCgqFAoxLfffls8e/as+P3334shISHi//73P0MZngM126OPPirGxsaKGzZsENPS0sTVq1eL9evXF1988UVDGZ4DNc+NGzfEI0eOiEeOHBEBiB988IF45MgR8cKFC6Ioeu49Hz58uNihQwdx37594r59+8T27duLI0eOrPbnS1TTMUCvRf773/+KTZo0EQMCAsQuXboYpuAi/wfA6r9vv/3WUEan04mvvvqqGB0dLQYGBor9+/cXU1NTTfaj0WjEKVOmiJGRkWJwcLA4cuRIMSMjo5qfDXmKeYDOc6DmW79+vdiuXTsxMDBQbN26tbh48WKTx3kO1GwFBQXitGnTxPj4eDEoKEhMTEwUX3rpJbG4uNhQhudAzbN9+3arvwEeffRRURQ9955fu3ZNnDBhghgeHi6Gh4eLEyZMEPPz86vpWRLVHoIoiqJ3cvdEREREREREpMc+6EREREREREQ+gAE6ERERERERkQ9ggE5ERERERETkAxigExEREREREfkABuhEREREREREPoABOhEREREREZEPYIBORERERERE5AMYoBMREfmpgQMHYvr06VWy7/T0dAiCAEEQ0KlTJ4/td/LkyYb9rl271mP7JSIiqgkYoBMREVWjHTt2GAJUa/8GDRrk9L5Wr16NN99807DctGlTLFq0yOF2rgTHf/zxB7Zu3ep0nRz56KOPkJWV5bH9ERER1SQKb1eAiIioNundu7fVAHXdunV4+umn8cwzzzi9r8jISE9Wzap69eqhXr16HtufSqWCSqXy2P6IiIhqEmbQiYiIqlFAQACio6NN/uXn5+OFF17AnDlz8MADDxjKnjx5EnfffTfCwsLQsGFDTJw4Ebm5uYbHjZu4Dxw4EBcuXMDzzz9vyMZb07RpUwDAmDFjIAiCYdlZkydPxujRo/H+++8jJiYG9erVw7PPPovS0lJDmc8++wwtWrRAUFAQGjZsiPvvv9+lYxAREdVWDNCJiIi86Pr16xg9ejQGDBhg0lw9KysLAwYMQKdOnXD48GFs2rQJV65cwYMPPmh1P6tXr0bjxo3xxhtvICsry2Yz8kOHDgEAvv32W2RlZRmWXbF9+3acO3cO27dvx3fffYelS5di6dKlAIDDhw9j6tSpeOONN3DmzBls2rQJ/fv3d/kYREREtRGbuBMREXmJTqfDww8/DLlcjv/9738mWe/PP/8cXbp0wbx58wzrvvnmG8TFxeGvv/5Cy5YtTfYVGRkJuVyO8PBwREdH2zxmgwYNAAB16tSxW86eunXr4tNPP4VcLkfr1q0xYsQIbN26FU899RQyMjIQGhqKkSNHIjw8HE2aNEHnzp3dOg4REVFtwww6ERGRl8yZMwf79u3DL7/8goiICJPHkpKSsH37doSFhRn+tW7dGgBw7tw5b1TXoG3btpDL5YblmJgY5OTkAADuvPNONGnSBImJiZg4cSK+//57FBUVeauqREREfoUZdCIiIi9YuXIl3n//fWzcuBEtWrSweFyn02HUqFF45513LB6LiYmpjirapFQqTZYFQYBOpwMAhIeHIzk5GTt27MDmzZsxd+5cvPbaazh06BDq1KnjhdoSERH5DwboRERE1SwlJQWPP/44FixYgGHDhlkt06VLF6xatQpNmzaFQuHc13VAQAC0Wq3Dckql0qly7lIoFBgyZAiGDBmCV199FXXq1MG2bdswduzYKjsmERFRTcAm7kRERNUoNzcXo0ePxsCBA/HII48gOzvb5N/Vq1cBAM8++yzy8vIwfvx4HDx4EOfPn8fmzZvx+OOP2wyumzZtil27diEzM9NktHdr5bZu3Yrs7Gzk5+d79Plt2LABH3/8MVJSUnDhwgUsW7YMOp0OrVq18uhxiIiIaiIG6ERERNVo48aNuHDhAn799VfExMRY/OvevTsAoFGjRvjzzz+h1WoxbNgwtGvXDtOmTYNKpYJMZv3r+4033kB6ejqaNWtmGAzOmoULF2LLli2Ii4vz+ABuderUwerVq3HHHXfgtttuwxdffIEffvgBbdu29ehxiIiIaiJBFEXR25UgIiIi35Keno6EhAQcOXIEnTp18vj+BUHAmjVrMHr0aI/vm4iIyF8xg05EREQ29e7dG7179/bY/p5++mmEhYV5bH9EREQ1CTPoREREZKGsrAzp6ekAgMDAQMTFxXlkvzk5OSgoKAAgjUYfGhrqkf0SERHVBAzQiYiIiIiIiHzA/wNqdLthl1ra0AAAAABJRU5ErkJggg==' 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" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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},
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",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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Ro//PADL7zwAs8//zw33XRTrA5BRERqW1pnmPhY6HyNhS4iBznDMGiWEFel/z3aNWfmpP64y2uN3YbBzEn96dGueZW2E23787fffps9e/Zw+eWX069fv4D/Z599Ns8//3y1j79Xr17Mnz+fdevW8fXXX3PhhRdGrHF3Yr/mD3/4Az/88IOvRh4iN3mVg4tq0GNkx44dXHzxxWRnZ5OWlsaRRx7Je++9x0knnQRAdnZ2QK+OGRkZLFq0iD/96U/861//olOnTjz++ONMnjw5VocgIiJ1YfAUWHQzlAX1VmyPha7e3EWkCTlvWDdG927HltxCurdtRnpacp3t6/nnn+fEE08kLS0tZNnkyZN54IEHWLNmTbW2/eijj3LZZZdx9NFH07ZtW2655ZYqt/9OTU1l4cKFXHXVVQwcOJD+/ftz5513cuGFF4a0LZeDl2Gq4UKTkp+fT1paGnl5eeokrglTp0Cia6ABM02Y0QoIejwbbrhxfa0G6LoORNeA1HUncRkZGQoe69DLL7/MpZdeSl5enq8Du2CR3gvFBg2PatBFREQakrIDOAbnGgtdRKTJmzNnDj169KBz5858/fXX3HLLLZx77rlhg3M5+ChAFxERaUhKgsak7TQYzntJwbmIiJCTk8Odd95JTk4O6enpnHPOOdx///2xLpbUIgXoIiIiDUnxvsDp+GYKzkVEBICbb76Zm2++OdbFkDqkXtxFREQakuAa9ODO4kRERKTRUoAuIiLSkJTsD5wuPRCbcoiIiEi9U4AuIiLSkAQH6KpBFxERaTIUoIuIiDQkdoq7K8H6qRp0ERGRJkMBuoiISEPy0/vWT2+J9fPA3pgVRUREROqXAnQREZGGIi8L1r0SOK+00JovIiIijZ4CdBERkYZi9ybADDNfREQORkuWLMEwDPbu3RvroshBQAG6iIhIQ9G6J2CEzk/rWu9FERFpii655BIMwwj5f/LJJ8e6aNJExMW6ACIiIlIurTMcOg5+fj9wfnKr2JRHRKQJOvnkk3nxxRcD5iUmJsaoNNLUqAZdRESkIWl7qPWz71n4atPL1JO7iEh9SUxMpGPHjgH/W7Wyvig1DIPnnnuOs846i2bNmnHooYeyYMGCgNcvWrSI3r17k5yczJgxY9iyZUvIPpYvX87o0aNJTk6ma9euXH/99RQUFNTH4UkDpwBdRESkISkrtn62ORTim1m/l2osdBFpwvKyYPOyBtNh5owZMzj33HP55ptvmDBhAhdddBG7d+8GYNu2bUyaNIkJEyawbt06pk6dyq233hrw+vXr1zN+/HgmTZrEN998w9y5c/nss8+49tprY3E40sAoQBcREWlIPOUBelwCuOOt3/dmxq48IiK1wTShpKDq/796Fmb1g39PtH5+9WzVt2E6dL4Zwdtvv03z5s0D/t97772+5ZdccgkXXHABvXr14oEHHqCgoICvvvoKgCeffJIePXrw6KOP0qdPHy666CIuueSSgO3//e9/58ILL+TGG2/k0EMP5eijj+bxxx9nzpw5HDigjKmmTm3QRUREGhK7Bj3n24ox0P9zJkx8DAZPiVWpRERqprQQHuhUs22YXlh0k/W/Km7bDgkpUa8+ZswYnnzyyYB5rVu39v1+5JFH+n5PSUmhRYsW7Ny5E4AffviBESNGYBgVHX6OHDkyYFurV69m48aNvPzyy755pmni9XrZvHkzhx9+eNRllcZHAbqIiEhDYrc3//6tinmmFxbeCD3HWh3JiYhInUlJSaFXr15hl8fHxwdMG4aB1+sFrEC7Ml6vlz/+8Y9cf/31Icu6detWxdJKY6MAXUREpCGxa9CDx0M3PbD7FwXoInJwim9m1WRXRf52+NdR1peUNsMN16yA1CrUxtv9edSDI444gjfffDNg3pdffhkwPXjwYL777ruIXwJI06U26CIiIg2JL0APGg/dcEPrHvVeHBGRWmEYVpp5Vf63PdRq3mO4y7fhhomzrPlV2Y5hRCxasOLiYnJycgL+5+bmRvXaK6+8kk2bNjFt2jQ2bNjAK6+8wuzZswPWueWWW/jiiy+45pprWLduHT///DMLFizguuuuq1I5pXFSgC4iItKQ2AH60Esr5hku60Opas9FpKkZPAVuXA+/f9v6WQ99cbz33nukp6cH/D/22GOjem23bt2YN28eCxcuZMCAATz11FM88MADAesceeSRLF26lJ9//plRo0YxaNAg7rjjDtLT0+vicOQgoxR3ERGRhsRug37oeKujuF+/gpP/qg7iRKTpSutcb19Qzp49O6TG259TG/O9e/cGTJ922mmcdtppAfMuvfTSgOlhw4bxwQcfVLuc0nipBl1ERKQhsWvQ4xIhKdX6PbF57MojIiIi9UYBuoiISEPiGwc9CdyJ1u++dukiIiLSmClAFxERaUj8a9DjEqzfPSWxK4+IiIjUGwXoIiIiDYndBj0uUTXoIiIiTYwCdBERkYakzC/F3VeDrgBdRESkKVCALiIi0pAE1KCXB+hlSnEXkYOTU6/nUr/0HhxcFKCLiIg0FKZZ0d68aE9Firtq0EXkION2uwEoKdEXjLFWWFgIQHx8fIxLItHQOOgiIiINxaoXKn5/ejT0HGv97imNTXlERKopLi6OZs2a8dtvvxEfH4/LpXrB+maaJoWFhezcuZOWLVv6vjSRhk0BuoiISEOQlwWLbqqYNr2w8SPrd3USJyIHGcMwSE9PZ/PmzWzdujXWxWnSWrZsSceOHWNdDImSAnQREZGGYPcmKygPUN5uUCnuInIQSkhI4NBDD1WaewzFx8er5vwgowA9RmbOnMn8+fP58ccfSU5O5uijj+avf/0rffr0CfuaJUuWMGbMmJD5P/zwA4cddlhdFldEROpa655guIKCdAMw1UmciBy0XC4XSUlJsS6GyEFDjUFiZOnSpVxzzTV8+eWXfPjhh5SVlTFu3DgKCgoqfe2GDRvIzs72/T/00EProcQiIlKn0jrDCXdWTBtu6H+29btq0EVERJoE1aDHyHvvvRcw/eKLL9K+fXtWr17N6NGjI762ffv2tGzZsg5LJyIiMXHE6fDx3RDfDK5dZbVBX/+6atBFRESaCNWgNxB5eXkAtG7dutJ1Bw0aRHp6OmPHjuWTTz6p66KJiEh9sXtrj0uyatTtcdBVgy4iItIkqAa9ATBNk2nTpnHsscfSr1+/sOulp6fzzDPPMGTIEIqLi/nPf/7D2LFjWbJkSdha9+LiYoqLKz7Y5efn13r5RUSklnjLA3R3+Vi1ceUBumrQRUREmgTDNE0z1oVo6q655hreeecdPvvsM7p06VKl106cOBHDMFiwYIHj8rvvvpsZM2aEzP/4449JSUmpVnnl4Ldnzx5atWoV62JIDOkaaJhS8n6i3/JrKU5qx7oxL9Nqx+f0XjODfS2P4PuRs2p9f7oORNeA6Bpo2goKChg7dix5eXmkpqbGujiCatBj7rrrrmPBggUsW7asysE5wIgRI3jppZfCLp8+fTrTpk3zTefn59O1a1eGDh2qP8ImbMWKFQwfPjzWxZAY0jXQQG0zYDkkJjWz3p+f82ENtEiOr5P3S9eB6BoQXQNNm7JrGx4F6DFimibXXXcdb7zxBkuWLCEjI6Na21m7di3p6elhlycmJpKYmFjdYoqISH3yllk/7RR3uw164R7Iy7LapYuIiEijpQA9Rq655hpeeeUV3nrrLVq0aEFOTg4AaWlpJCcnA1btd1ZWFnPmzAFg1qxZdO/enb59+1JSUsJLL73EvHnzmDdvXsyOQ0REapHdSZyrPED/pbwj0LxMmNUPJj4Gg6fEpmwiIiJS5xSgx8iTTz4JwPHHHx8w/8UXX+SSSy4BIDs7m8zMTN+ykpISbrrpJrKyskhOTqZv37688847TJgwob6KLSIidcnXSVycVWP++WMVy0wvLLwReo5VTbqIiEgjpQA9RqLpm2/27NkB0zfffDM333xzHZVIRERizlOe4u6Kh92brKDcn+mB3b8oQBcREWmkNA66iIhIQ+E/zFrrnmAEPaYNN7TuUf/lEhERkXqhAF1ERKSh8G+DntYZxtxescxww8RZqj0XERFpxBSgi4iINBR2L+4ut/Wz/9nl0wlw43p1ECciItLIKUAXERFpKEKGWYu3F6jmXEREpAlQgC4iItJQBA+zZv/0lkEUnYuKiIjIwU0BuoiISEPhP8ya/0+oqF0XERGRRksBuoiISEPhP8ya/0+oqF0XERGRRksBuoiISEPhP8ya/0//ZSIiItJoKUAXERFpKMK1QYeK2nURERFptBSgi4iINBTBw6y5XGCUP6pVgy4iItLoKUAXERFpKDxBKe5QUYuuNugiIiKNngJ0ERGRhsIb1EkcVATrqkEXERFp9BSgi4iINBTBw6wBuMp/Vxt0ERGRRk8BuoiISEMRPMwaqAZdRESkCVGALiIi0lAED7MGaoMuIiLShChAFxERaSiCh1mDihR3r1LcRUREGjsF6CIiIg1F8DBrUNEeXTXoIiIijZ4CdBERkYbiQJ71s7SwYp5LbdBFRESaCgXoIiIiDcGaOfDj29bvyx6ypqGiPbpq0EVERBo9BegiIiKxlpcFC2/wm2HCwhut+WqDLiIi0mQoQBcREYm13ZvA9AbOMz2w+xe/YdYUoIuIiDR2CtBFRERirXVPMIIeyYYbWvfQMGsiIiJNiAJ0ERGRWEvrDBMfq5g2XDBxljXfrRR3ERGRpkIBuoiISEMweAp0Hmr9fsrfrWlQDbqIiEgTogBdRESkobDT3Ft0qJjn1jBrIiIiTYUCdBERkYbCDsLtWnOo6MVdNegiIiKNngJ0ERGRhsJuZ263Owf14i4iItKEKEAXERFpKDzlQXhADbraoIuIiDQVCtBFREQaCjvF3e0XoNuBeWFu/ZdHRERE6pUCdBERkYbCE9QGfc0c+P5N6/fPZlnTIiIi0mgpQBcREWko/Nug52XBwhsAs3yhCQtvtOaLiIhIo6QAXUREpKHw1aDHwe5NYHoDl5se2P1L/ZdLRERE6oUC9BiZOXMmw4YNo0WLFrRv354zzzyTDRs2VPq6pUuXMmTIEJKSkujRowdPPfVUPZRWRETqhf8wa617VoyLbjPc0LpH/ZdLRERE6oUC9BhZunQp11xzDV9++SUffvghZWVljBs3joKCgrCv2bx5MxMmTGDUqFGsXbuW2267jeuvv5558+bVY8lFRKTO2L24u+MhrTNMfAwwyhcaMHGWNV9EREQapbjKV5G68N577wVMv/jii7Rv357Vq1czevRox9c89dRTdOvWjVmzZgFw+OGHs2rVKh566CEmT55c10UWEZG6ZrdBd5U/ngdPgZ3fw5dPwoDzrWkRERFptBSgR+Hxxx+v8msuvfRSWrRoEfX6eXl5ALRu3TrsOl988QXjxo0LmDd+/Hief/55SktLiY+PD3lNcXExxcXFvun8/PyoyyQiIvXMaZi15Dbl8xLqvzwiIiJSrxSgR+HGG2+kS5cuuN3uqNbftm0bp512WtQBummaTJs2jWOPPZZ+/fqFXS8nJ4cOHToEzOvQoQNlZWXk5uaSnp4e8pqZM2cyY8aMkPmrVq0iJSUlqvJJ47Nnzx5WrFgR62JIDOkaaIBMk+HlNeir131DWeI2ANKzsukG/LYjm19q+T3TdSC6BkTXQNMWqXmtxIYC9CitWrWK9u3bR7VuVWrOAa699lq++eYbPvvss0rXNQwjYNo0Tcf5tunTpzNt2jTfdH5+Pl27dmXo0KGkpqZWqZzSeKxYsYLhw4fHuhgSQ7oGGiBPKZS3fhoybDgktyqfvxJ+gnatW9Kult8zXQeia0B0DTRtyq5teBSgR+Guu+6iefPmUa9/2223RUxV93fdddexYMECli1bRpcuXSKu27FjR3JycgLm7dy5k7i4ONq0aeP4msTERBITE6MruIiIxI49xBpUtEGHinR3bykiIiLSuClAj8Jdd91VpfWnT59e6TqmaXLdddfxxhtvsGTJEjIyMip9zciRI1m4cGHAvA8++IChQ4c6tj8XEZGDiH8A7vK7p9vBukcBuoiISGOnYdaiNHDgQP75z3+yZ8+eWtneNddcw0svvcQrr7xCixYtyMnJIScnh6KiIt8606dPZ8qUih57r7zySrZu3cq0adP44YcfeOGFF3j++ee56aabaqVMIiISQ/YQaxDYSZyvBr0MERERadwUoEdp+PDh3H777XTq1IkLLriAjz/+uEbbe/LJJ8nLy+P4448nPT3d93/u3Lm+dbKzs8nMzPRNZ2RksGjRIpYsWcLAgQO59957efzxxzXEmohIY+ALwA1w+XVKatemqwZdRESk0VOKe5SefvppHnvsMV5//XVefPFFxo0bR9euXbnsssu45JJL6NatW5W2Z3fuFsns2bND5h133HGsWbOmSvsSEZGDgNMQa/7TaoMuIiLS6KkGvQqSkpK4+OKLWbx4MRs3buTiiy/m+eefp0ePHowfP57XXnst1kUUEZGDlV1D7goK0H1t0JXiLiIi0tgpQK+mjIwM7r33XrZs2cJ///tfVq1axQUXXBDrYomIyMHKTnF3ByW32QG6atBFREQaPaW418Ann3zCiy++yPz584mLi+OKK66IdZFERORg5atBD3o0u9UGXUREpKlQgF5FmZmZzJ49m9mzZ7NlyxZGjRrFE088wTnnnENycnKsiyciIgcrbyUp7urFXUREpNFTgB6lV155hRdffJFPPvmEDh06MGXKFC6//HJ69eoV66KJiEhjYLcxD9dJnGrQRUREGj0F6FG65JJLOPXUU3nzzTeZMGECLpea74uINHbZeUVszi0go20K6Wl1nCXlDZPi7tI46CIiIk2FAvQo/frrr7Rv3z7WxRARkXoyd2Umt85bjwm4DJg5qT/nDavakJpVYgfgnlLIy4K0zta0hlkTERFpMlQNHIUFCxbQqlWrqNdftGgRRUVFdVgiERGpS9l5Rb7gHMBrwm3zvyU7rw7v7T8usn7m/wqz+sGaOda0hlkTERFpMhSgR+Gss85i7969Ua9//vnnk52dXXcFEhGROvXiZ5t9wbnNY5psyS2smx3mZcGXT1RMm15YeKM1XzXoIiIiTYZS3KNgmiaXXHIJiYmJUa1/4MCBOi6RiIjUley8Ip79dHPIfJcB3ds2q5ud7t4EwV8JmB7Y/Qs072BNq5M4ERGRRk8BehR+//vfV2n9iy66iNTU1DoqjYiI1KXNuQUhtecAU4/tUXcdxbXuCRgEBOmGG1r3AE+xNa1O4kRERBo9BehRePHFF2NdBBERqScZbVNwGVa7c5sBXHps97rbaVpnGPx7WDO7fIdumDjLmr93mzVPNegiIiKNntqgi4iI+ElPS2b6KYcHzLtweLe6H2btkJHlBRgIN66HwVOsabVBFxERaTIUoIuIiAQZ0j1w5I6EOFfd9uAOFSnszdtXDLEGFeOgm17weuu2DCIiIhJTCtBFRESC/G/VrwHTL36+hWMeXMzclZl1t1M7hd0OyG1uv9ZoqkUXERFp1BSgi4iI+MnOK+LVr0ID8TofC92uQXcHdQ/jH7CrHbqIiEijpgBdRETET7he3KGOx0L31aAHBehuvwBdNegiIiKNmnpxj9I999zjOD8tLY0+ffowbtw4XC593yEicrDLaJsSPOCZj9sw6m4sdG+YFHf/gN2jodZEREQaMwXoUXrjjTcc5+/du5esrCz69u3L+++/T/v27eu5ZCIiUpvS05IZltGKrzbvCZjvNgwemNSv7npzt2vQg1PcDcMK0r1lqkEXERFp5BSgR2nt2rVhl2VnZ3PhhRdy22238dxzz9VjqUREpC50TE0G9jCgSxpf/5pHt9bNmPvHEXU71JrdBj24Bh3AiAPKrDHRUzvVXRlEREQkppSTXQvS09O57777WLx4cayLIiIitaCg2AqWD+uYCoDXNOt+HHRfDXpQgL5mDngOWL+/eLI1LSIiIo2SAvRa0rlzZ3bu3BnrYoiISC0oKLEC9I5pSQDkF9VDarlTDXpeFiy8oWLa9MLCG635IiIi0ugoQK8lX3/9Nd27d491MUREpBYUlngASC8P0PcXl+H1huvbvZY4DbO2e5MVlPszPbD7l7oti4iIiMSE2qBHKT8/33F+Xl4eK1eu5M9//jNTp06t51KJiEhd2F8cWIPuNWHTb/s5tEOLutup0zBrrXuC4QoM0g03tO5Rd+UQERGRmFGAHqWWLVtiGIbjMsMw+OMf/8jNN99cz6USEZG6UFhs1aCv3lrRk/v4WcuYOak/5w3rVjc7dRpmLa0zTHwMFlxnTRsumDjLmi8iIiKNjgL0KH3yySeO81NTUzn00ENp3rx5PZdIRETqit1J3L8+2eib5zXhtvnfMrp3u7rpMC7cMGuDp8Cyh2HvFjjn33DE6bW/bxEREWkQFKBH6bjjjot1EUREpB6YpulLcQ9udu4xTbbkFtZNgB5pmLV4K9We5Ja1v18RERFpMNRJnIiIiJ+XV2QSrjs4t2HQvW2zutlxuGHWoCJo99RDb/IiIiISMwrQRUREymXnFXHnW986LnMZ8MCkfnU3HnqkGnSXu3wdT93sW0RERBoEBegiIiLlNucWhKS12+6aeETddRAHzsOs2exada9q0EVERBozBegiIiLlMtqm4HIesIPEOHfd7tzj0Iu7zZ5nB/EiIiLSKClAj6Fly5YxceJEOnXqhGEYvPnmmxHXX7JkCYZhhPz/8ccf66fAIiKNXHpaMteO6eWbdhsGR3ZJA6CotI7Ty70O46Db7BR3tUEXERFp1NSLexUNGjTIcTx0wzBISkqiV69eXHLJJYwZM6bSbRUUFDBgwAAuvfRSJk+eHHUZNmzYQGpqqm+6Xbt2Ub9WREQiG927HY8v3kiH1ETevOYYHvngJ775NY/CkjoO0CN1EudWDbqIiEhToBr0Kjr55JP55ZdfSElJYcyYMRx//PE0b96cTZs2MWzYMLKzsznxxBN56623Kt3WKaecwn333cekSZOqVIb27dvTsWNH33+3u47TLkVEmpDiMi8ALZMTSE9LplmCdY89UOc16HYncU416HGB64iIiEijpBr0KsrNzeXPf/4zd9xxR8D8++67j61bt/LBBx9w1113ce+993LGGWfUSRkGDRrEgQMHOOKII7j99tujqq0XEZHo2IF4Urz1HXZSeYBeFMsadA2zJiIi0iSoBr2KXnvtNS644IKQ+eeffz6vvfYaABdccAEbNmyo9X2np6fzzDPPMG/ePObPn0+fPn0YO3Ysy5YtC/ua4uJi8vPzA/6LiEh4B0qtGvTEeCswbxZvfZddWG9t0J1S3FWDLiIi0hSoBr2KkpKSWL58Ob169QqYv3z5cpKSkgDwer0kJibW+r779OlDnz59fNMjR45k27ZtPPTQQ4wePdrxNTNnzmTGjBkh81etWkVKSkqtl1EODnv27GHFihWxLobEkK6B8L7LPADAgYJ9rFixgt9yCgHYtn0HK1YU1tl+++3fRwrww88byd+TFrCs55482gJbNm9ih1l775uuA9E1ILoGmraCgoJYF0GCKECvouuuu44rr7yS1atXM2zYMAzD4KuvvuK5557jtttuA+D9999n0KBB9VKeESNG8NJLL4VdPn36dKZNm+abzs/Pp2vXrgwdOjSgozlpWlasWMHw4cNjXQyJIV0D4W1kK6z+lg5tWzN8+FB+8m6Bb78jJbUVw4cPqbsdr4yHfXD4Ef0hI+i9yeoI2dC9Sye61+L7putAdA2IroGmTdm1DY8C9Cq6/fbbycjI4J///Cf/+c9/AKtm+9lnn+XCCy8E4Morr+Sqq66ql/KsXbuW9PT0sMsTExPrpDZfRKSxslPck8pT3JMTrEdlbIdZU4q7iIhIU6AAvRouuugiLrroorDLk5OTo9rO/v372bhxo2968+bNrFu3jtatW9OtWzemT59OVlYWc+bMAWDWrFl0796dvn37UlJSwksvvcS8efOYN29ezQ5IRER8fJ3ExVndtCSXB+o78g+QnVdEelp09/gq85QH347DrClAFxERaQoUoFdTSUkJO3fuxOv1Bszv1q1b1NtYtWpVQA/sdir673//e2bPnk12djaZmZkB+7zpppvIysoiOTmZvn378s477zBhwoQaHo2IiNiKfb24W4H5yi27APgxZx/HPLiYmZP6c96w6O/1UYtYg65x0EVERJoCBehV9PPPP3PZZZexfPnygPmmaWIYBh5P9CmQxx9/PKZphl0+e/bsgOmbb76Zm2++uUrlFRGRqrHHQU+Kd5GdV8S/v9jqW+Y14bb53zK6d7var0mPOMxaXOA6IiIi0igpQK+iSy65hLi4ON5++23S09MxDCPWRRIRkVq0a38xAGUek825BQR/j+oxTbbkFtZ+gB7VMGsK0EVERBozBehVtG7dOlavXs1hhx0W66KIiEgtm7syk/+tyQJg9vItdExLwjAICNLdhkH3ts1qf+d27XjhrtBlvk7i6rijOhEREYkpV6wLcLA54ogjyM3NjXUxRESklmXnFTF9/nrftAn87b0NXDGqh2+e2zB4YFK/2q89XzMHSsvHWJ89wZr2Z9eqK8VdRESkUVOAXkV//etfufnmm1myZAm7du0iPz8/4L+IiBycNucW4HVIZ+/XORWAeJfBZ7eOqf0O4vKyYOENFdOmFxbeaM23udVJnIiISFOgFPcqOvHEEwEYO3ZswPzqdBInIiINR0bbFFwGAUG62zDo0bY5AGWmScfUpNrf8e5NVlDuz/TA7l8grbM17bJ6lFcbdBERkcZNAXoVffLJJ7EugoiI1IH0tGRmTurPLfOsNHfDgAcm9aNra6u9uWlCqcckIa6WOwdt3RMMV2CQbrihdUVqfUWKu2rQRUREGjMF6FV03HHHxboIIiJSR84b1o1/L9/K99n5PDjpSM4b1pUDpRWZUcVlHhLiarl1WFpnOOVvsOgma9pww8RZFbXn4NdJnAJ0ERGRxkwBehUtW7Ys4vLRo0fXU0lERKQueMu7bO/U0kpnT/QLyIvLvLSoi532P7siQL9uDbTuHrjc1wZdKe4iIiKNmQL0Kjr++OND5vmPha426CIiB7fiMivVPCneavdtGAYJcS5KyryUlHkjvbT6/FPXWx0SulzDrImIiDQJ6sW9ivbs2RPwf+fOnbz33nsMGzaMDz74INbFExGRGrJT2v1rzhPd1u/FdRWg26nrhttq/B7MDtA1zJqIiEijphr0KkpLSwuZd9JJJ5GYmMif/vQnVq9eHYNSiYhIbbEDdLsGHSAx3sW+YqsNep2wU9ddYR7LSnEXERFpElSDXkvatWvHhg0bYl0MERGpoQOl5SnucX4BevnvxaV1leJeHnjbgXgwdRInIiLSJKgGvYq++eabgGnTNMnOzubBBx9kwIABMSqViIjUBtM0OVBm16BXfIdt99xe4qnjFPdwNei+FHcF6CIiIo2ZAvQqGjhwIIZhYJb38msbMWIEL7zwQoxKJSIitaHE48W+vSf6p7iXB+gxq0H3pbgrQBcREWnMFKBX0ebNmwOmXS4X7dq1IykpKUYlEhGR2uLfCZx/DbovQK/zNuiVpbirDbqIiEhjpgC9ig45xGH4GxERaRTsDuIMAxLc/gF6eRv0uh5mzV1JinvRXsjLgrTOdVMOERERiSkF6NXw8ccf8/HHH7Nz50683sAPa0pzFxE5eBX7dRBn+A135muDXmfDrFVSg75psfVzz2aY1Q8mPgaDp9Rol9l5RSz/9QA/mVto1SyBIYe0Ij0tuUbbFBERkZpRgF5FM2bM4J577mHo0KGkp6cHfIATEZGDm28M9PjAQU7qPsU9QidxeVnw5b8qpk0vLLwReo6tdk363JWZ3DpvPSbAyu8AMIAHJ/fnvGHdqrVNERERqTkF6FX01FNPMXv2bC6++OJYF0VERGqZ0xBrUBGw112Ke4RO4nZvgqCOSTE9sPuXagXo2XlFFcG5/yaB6fPXM7p3O9Wki4iIxIjGQa+ikpISjj766FgXQ0RE6oA9xJqJSXZekW++3Zrpt/ziutlxpBr01j3BCHpcG25o3aNau9qcWxASnPuKYcKW3MJqbVdERERqTgF6FU2dOpVXXnkl1sUQEZE68N63OQDsyC/mmAcXM3dlJnNXZvLed9b8f36ykbkrM2t/x5Fq0NM6w+ibK6YNN0ycVe309oy2KYRrnOUyoHvbZtXaroiIiNScUtyr6MCBAzzzzDN89NFHHHnkkcTHB36YeuSRR2JUMhERqYnsvCJe+LxiKE2vCdPnrcc/mjWB2+Z/W/tp4JV1Etf3TFj6ICSmwtVf1qgX9/S0ZB6c3J9b5q0PWTZzUn+lt4uIiMSQAvQq+uabbxg4cCAA3377bcAydRgnInLw2pxbENLU2wsE54N7TJMtuYW1G8hWOsyaHbgbtTLEWqknNMldTzAREZHYU4BeRZ988kmsiyAiInXATv32D11dAIZVm25zG0btp4FXVoNuB+52W/UayM4r4s63vg2ZX2fZASIiIhI1tUEXERHBSv0+Y2An37TbMJg5uT8zJ/X31S4bwAOT+tV+ABupkzj/+XYgXwObcwsCvnDwZ2cHiIiISGyoBr2KCgoKePDBB/n444/ZuXMnXm/gkDu//PJLjEomIiI11a9zGm+u287RPdvw8LkDfIF45q5C/rVkE+P7daybccIjdRIHFTXrnpoH6E6ZArY6yQ4QERGRqClAr6KpU6eydOlSLr74YtLT09XuXESkEbHHOe/SKjmglrxdi0QA3K46uudHW4OOaY355qp+ApydKfDmuu0B8+ssO0BERESipgC9it59913eeecdjjnmmFgXRUREatmBUmsc9KR4d8D8xPLp4lJvyGtqRWU16P6dx3lLwZVYo91ltG0OwOAO8Rzb9xAeX7yRozJa1012gIiIiERNbdCrqFWrVrRu3TrWxRARkToQLkBPcFuPyxJPHQXolXUS5z+/FjqK211QDMAhaXEM7NYSgIKSmm9XREREakYBehXde++93HnnnRQWqhMdEZHGxk5xT4oLfDwmxlvTxeUBfK2rdJg1v/m10A791z1F1mZd0DrFqo3P3ltEdl5RjbctIiIi1acU9yp6+OGH2bRpEx06dKB79+7ExwfWdqxZsyZGJRMRkZqya9ATg1Pc48pT3MtiVYPun+Jes5ruuSsz+fjHnQDM/7GIgriNAOwqKOWYBxczc1J/pbqLiIjEiAL0KjrzzDNjXQQREakjB8rbmIe0QS+vUS+pqwC90l7cXWC4wPTWKEDPziti+vz1vmkTeO/bHb5pr6mx0EVERGJJAXoV3XXXXbW2rWXLlvH3v/+d1atXk52dzRtvvFHpFwBLly5l2rRpfPfdd3Tq1Imbb76ZK6+8stbKJCLSlPlq0INS3BPKp4vL6ijFvbJe3MGqXfcU1yjFPdIY6DZ7LHQF6CIiIvVPbdBjqKCggAEDBvDPf/4zqvU3b97MhAkTGDVqFGvXruW2227j+uuvZ968eXVcUhGRpuFAWeQa9LpLcY8iQLdr12tQg57RNoXKRorTWOgiIiKxoxr0KvJ4PDz66KO89tprZGZmUlJSErB89+7dUW/rlFNO4ZRTTol6/aeeeopu3boxa9YsAA4//HBWrVrFQw89xOTJk6PejoiIOKvoxT2ok7i6boNeWYo7gKv8S4MaBOjpack8cFZ/bi1Pc3cBZw3uzLw1Wda0obHQRUREYkk16FU0Y8YMHnnkEc4991zy8vKYNm0akyZNwuVycffdd9fpvr/44gvGjRsXMG/8+PGsWrWK0lLnlMfi4mLy8/MD/ouIiDO7l/akuOBx0Ou4DXplncT5L6thL+5nDurs+/3vY1vy8LkDySivMX/s/IHqIE5ERCSGVINeRS+//DLPPvssp556KjNmzOCCCy6gZ8+eHHnkkXz55Zdcf/31dbbvnJwcOnToEDCvQ4cOlJWVkZubS3p6eshrZs6cyYwZM0Lmr1q1ipSUlDorqzRse/bsYcWKFbEuhsSQrgFne/L3A7B500+s2LfFN39ngRW4F5WU1sl565m1mbbA9q0b2RZm+4M8XhKA9d+sozB1X7X3lV9c8SVDclk+K1aswO2xssEyN29ixYFfq71tOfjoXiC6Bpq2goKCWBdBgihAr6KcnBz69+8PQPPmzcnLywPgtNNO44477qjz/RtGYONB0zQd59umT5/OtGnTfNP5+fl07dqVoUOHkpqaWncFlQZtxYoVDB8+PNbFkBjSNeDMtewToJBB/fsytHtr3/yd+w7ABx9T6oWjjjoq7D23WtbMgZylAHTa/Dqd+o+CwVNC11ueAsW76X9EH+g8pNq727a7EBZ9QlK8izatWzN8+HA6rP+SjXt20fmQngz3q2GXxk/3AtE10LQpu7bhUYp7FXXp0oXs7GwAevXqxQcffADAypUrSUxMrNN9d+zYkZycnIB5O3fuJC4ujjZt2ji+JjExkdTU1ID/IiLiLPwwa9a0aUKpp5Ju0KsiLwsW3uA3w4SFN1rzg9kdyHlr1pN8QYnVhr15YsV39CkJcQHLREREJDYUoFfRWWedxccffwzADTfcwB133MGhhx7KlClTuOyyy+p03yNHjuTDDz8MmPfBBx8wdOhQ4uMjtFsUEZGoHChzHmbNf7rEU4vt0HdvssY292d6YPcvoevaAXoN26AXFFvH2CzBL0AvD9YLi+toGDkRERGJilLcq+jBBx/0/X722WfTpUsXli9fTq9evTj99NOrtK39+/ezceNG3/TmzZtZt24drVu3plu3bkyfPp2srCzmzJkDwJVXXsk///lPpk2bxhVXXMEXX3zB888/z6uvvlo7Byci0sQVldcg5x8IDIIT3BUBeuauAo7olFY7O2zdEwxXYJBuuKF1j9B1fcOs1TRAt44xxb8GPdHKENhfrBp0ERGRWFINeg2NGDGCadOmVTk4B6ujtkGDBjFo0CAApk2bxqBBg7jzzjsByM7OJjMz07d+RkYGixYtYsmSJQwcOJB7772Xxx9/XEOsiYjUgv9+lUlxmZW+fs5TXzB3ZcX99/XV23y/n/aPzwKW1UhaZ5j4WMW04YKJs6z5wWphmDWAwvIvIVISKtL47RT3QqW4i4iIxJRq0Kthw4YN/OMf/+CHH37AMAwOO+wwrrvuOvr06VOl7Rx//PG+Tt6czJ49O2Tecccdx5o1a6paZBERiSA7r4jb3ljvm/aacNv8bxndux0A0+c7L6uV8cIHT4G1L8G2FTD+QecO4sBvmLWaBdG+FPfEOMB6Btnp7vuV4i4iIhJTqkGvov/973/069eP1atXM2DAAI488kjWrFlDv379eP3112NdPBERqYbNuQV4g74v9ZgmW3ILIy6rNUZ5bXaL9uHX8aW41zBAL68lLy4tY1eRFZDbKe5bdxWQnVdUo+2LiIhI9akGvYpuvvlmpk+fzj333BMw/6677uKWW27hnHPOiVHJRESkujLapuAyCAjE3YZB97bNACIuqxXl45DjTgi/jq8X95q1QV++aRcAKzbv4avN8GBKJt9n5/uWHfPgYmZO6s95w7rVaD8iIiJSdapBr6KcnBymTAlNP/zd734XMgSaiIgcHNLTkrlpXEUzJbdh8MCkfqSnJZOelszMSf19y1wGvmW1xg66XRFG5KiFYday84p4/9uKZ5UJTJ+3njfWVAzrZqfwqyZdRESk/ilAr6Ljjz+eTz/9NGT+Z599xqhRo2JQIhERqQ0nHtEBgBZJcXx265iAGuTzhnWjZ7sUAB49b2Dt1y7b7crdUQToNRhmbXNuAcE9n3ghZF6tp/CLiIhIVJTiXkWnn346t9xyC6tXr2bEiBEAfPnll7z++uvMmDGDBQsWBKwrIiIHhwOlVs1088Q4x9rx5uXDkrVIqoNHpy/FPUKAXgvDrGW0TQmZ58IK0P2D9FpP4RcREZGoKECvoquvvhqAJ554gieeeMJxGYBhGHg86g1XRORgcaDUGos8Kd7tuDwhzko6Ky71Oi6vkSqluFe/k7j0tGT6d0lj/a951iYNmDmpP7/uKeIfizcCgen9IiIiUr8UoFeR11sHH8xERCTm7Br0xDjn1l+JcVbgXlxWB88BO209Ug26vc7+3Brtqm2K1RHdH0f3YECzPUwY1o1Nv+3nH4s3khzvYvFNxys4FxERiRG1QRcREaEiQA9Xg24H7sVldZAdVVmAvmYO/Py+9fuSB6zparLHQR/QtSVtkq1jtdP3SzwmHVOTqr1tERERqRkF6FFasWIF7777bsC8OXPmkJGRQfv27fnDH/5AcXFxjEonIiI1ZdeMJ8WHqUEvn19SFzXodoq70zBreVmw8Aa/GSYsvNGaXw32OOjNEiq+iLB/93jNuskQEBERkagoQI/S3XffzTfffOObXr9+PZdffjknnngit956KwsXLmTmzJkxLKGIiNREZTXoCW67Br0OU9xdDi3Pdm8CM2ifpgd2/1KtXRUUWwG6XWsO0CwhLmS5iIiI1D8F6FFat24dY8eO9U3/97//Zfjw4Tz77LNMmzaNxx9/nNdeey2GJRQRkZo4YNegx4VLcY9RG/TWPcEIelwbbmjdo1q7KiixvojwD8rdLoPk8i8mCkvUwamIiEisKECP0p49e+jQoYNveunSpZx88sm+6WHDhrFt27ZYFE1ERGpBsd1JXCUp7vZ6tco3zJpDintaZ5j4GGCUzzBg4ixrfjUUlteQpyQGfhFhT+9XDbqIiEjMKECPUocOHdi8eTMAJSUlrFmzhpEjR/qW79u3j/j4CL3viohIg+ZLcQ9bg14eoHtquQbd68E3Cnm4YdYGT4Ehl1i/D7nEmq7OrrymrwY9JTEwnd6eLixRgC4iIhIrCtCjdPLJJ3Prrbfy6aefMn36dJo1a8aoUaN8y7/55ht69uwZwxKKiEhNVIyD7vxorLNx0O30dog8zFqzNtbPuMRq76rIr/Z/X1FgIB5f3sY+c3dRtbcvIiIiNaMAPUr33Xcfbreb4447jmeffZZnn32WhISKVMQXXniBcePGxbCEIiJSE5UPs1ZHbdDt9HaIHKDb6e/+61fRKysyfb+PfWQJi7ccAGDuykw27twPwLS565i7MtPx9SIiIlK3HLqLFSft2rXj008/JS8vj+bNm+N2B36Ae/3112nevHmMSiciIjV1oMxug17P46B7/Wqyw6W4Q0XwXs0APTuviJnv/lCxWxOeXbefCUfvYfr89b75JnDb/G8Z3bsd6WnJ1dqXiIiIVI9q0KsoLS0tJDgHaN26dUCNuoiIHFz2FFiBb6nHOQC3A/RaHwfdF3Ab4HL+cgDwq0EvDb9OBJtzC/CagfO8Jqzcsidkvsc02ZJbWK39iIiISPUpQBcRkSZv7spM3lmfA8BTS35xTPFOqLMUd78h1gwj/Ho1THHPaJsSsnmXAcO6t8IVNN9tGHRv26xa+xEREZHqU4AuIiJNWnZekWOKd3ZeYGdpdg36jvwDIctqxGsH6JVkYflS3KtXg56elswlI7tXbM4wuGJgcwZ0bcXMSf39B3HjgUn9lN4uIiISAwrQRUSkSXNK/XZK8V6duQeAb37N45gHF9deR2p2wO2qpFuYGrZBBxh8SCsADk9vwWe3juGE7kkAnDesG1NGHgLA2UO6cN6wbtXeh4iIiFSfAnQREWnSMtqmVJrinZ1XxKt+PaB7Teda9mrxT3GPpBZ6cbfHOO+UlhxSQ94+1QrWI2XZi4iISN1SgC4iIk1aeloyMyf19027jNAU7825BQRVstdeR2p2wF3HKe4ABcVWB3jNEkNr61MS3AHriIiISP1TgC4iIk3eecO6kVFeYz7r/IEhKd5OHazVWkdq9jBrlaa417wGvaDY2lfzxNDe4lPKg/aCkrKQZSIiIlI/FKCLiIiArx1655ahnaOlpyVz9XE9fdNuw6i9jtSqnOJegxr0kvIa9ASHGnQ7QC9WgC4iIhIrCtBFRESAA6VW8JoY5zwW+YQj0wFomRzPZ7eOqb2O1Oo1xd0KvlOcUtx9AbpS3EVERGJFAbqIiAhwoNQa3zwp3jlAtwN3E2p3CDI7xb30AORlhV+vNlLcy9PX7fbm/nxt0JXiLiIiEjMK0EVERPCvQXd+NNrzi8tquYb5p/etn3t+gVn9YM0c5/VqIUDfvd96bWnwuHJUpL3vKSit3XHeRUREJGoK0EVEpMkzTZPiskpq0OPtAN2LaYYGuNWSlwUrn/MriBcW3uhck17DFPe5KzNZ8tNvADz8/oaQcdyXbNgJQP6B0tod511ERESipgBdRESaPDs4B0iKD1OD7i5PcTehzKEGulp2b4LgAdxMD+z+JXTdGtSgZ+cVMX3++opdYI3jvqvI41v+0AcbfMtrdZx3ERERiZoCdBERafLs9HaovAYdAgP6GmndEwgav81wQ+seoevWoBf3zbkFBH+n4DFNcvZ7Ii6vlXHeRUREJGoK0EVEpMmzO4hzuwzi3c6PxgS/+cWltdQOPa0zDDi/Ytpww8RZ1vxg9jjp1ahBz2ibgsthHPeOzd0Rl9fKOO8iIiISNQXoMfbEE0+QkZFBUlISQ4YM4dNPPw277pIlSzAMI+T/jz/+WI8lFhFpfOyO35LCdBAH4HIZviC91mrQAToPsX52Gwk3rofBU5zXq0GKe3paMjMn9fdNuwx4YFI/2iS7Iy6v1d7qRUREpFIK0GNo7ty53Hjjjfzf//0fa9euZdSoUZxyyilkZkbumGfDhg1kZ2f7/h966KH1VGIRkcapsiHWbAnlAXxJbQbo9jBrLdKda85tdoBuesBb9Rr884Z1I95tVZPPu+rokHHczxvWjVbNrH3MvuSo2hvnXURERKKmAD2GHnnkES6//HKmTp3K4YcfzqxZs+jatStPPvlkxNe1b9+ejh07+v673ZE/UIqISGR2G/TKAvSKodZqMUC325TbvbSH47+8Gu3QSz1eSj1WQ/OMtimO67RIstLoU5L0XBEREYkFBegxUlJSwurVqxk3blzA/HHjxrF8+fKIrx00aBDp6emMHTuWTz75pC6LKSLSJNgButdrRuy5vE7GQrdT1isN0BMqfvdWPUAvLK4osz3mebBmCVZgXlhSy2O9i4iISFQUoMdIbm4uHo+HDh06BMzv0KEDOTk5jq9JT0/nmWeeYd68ecyfP58+ffowduxYli1bFnY/xcXF5OfnB/wXEZFA73+/A4Ds/AMRxwBPLK9hr9UadDvF3VW3NegFJdZ+EtwuX6p+MDtALyhWgC4iIhILzl+hS70xjMBuc03TDJln69OnD3369PFNjxw5km3btvHQQw8xevRox9fMnDmTGTNmhMxftWoVKSnOKY7S+O3Zs4cVK1bEuhgSQ7oGKuwq8vDiZ3t8014Tps9fT4uCX32dqNnKSg4A8PX67/DuSKA2dNm2hc5ATu5utlbynhyFgYHJ+k/fobBl74BlCUW/0Xzvd2DC/lZ9KUluF7D813wrQE90m773Pvg6KC0qAODbHzbQqmBrTQ9NDgK6F4iugaatoKAg1kWQIArQY6Rt27a43e6Q2vKdO3eG1KpHMmLECF566aWwy6dPn860adN80/n5+XTt2pWhQ4eSmppa9YJLo7BixQqGDx8e62JIDOkaqLB8Uy4mgR9OvSa06tqH4T3bBMxvtfIztuXn0ePQ3gw/LPp7dUR5b8Mm6NipKx0jvSdr5gBWG/L+X14PEx+r6PF9zRx493rfcjDg9McDeoRP3LYXPv6c1GZJvvc++DrouGEV63/bQXq37gwffkjtHJ80aLoXiK6Bpk3ZtQ2PUtxjJCEhgSFDhvDhhx8GzP/www85+uijo97O2rVrSU9PD7s8MTGR1NTUgP8iIlIho20KwXlL4cYA97VBL62LFPcI35nnZcHCGyqmTS8svNGan5cFC/yDc6zfF95gLStXWGztJyUxfAdwKXYbdKW4i4iIxIRq0GNo2rRpXHzxxQwdOpSRI0fyzDPPkJmZyZVXXglYtd9ZWVnMmTMHgFmzZtG9e3f69u1LSUkJL730EvPmzWPevHmxPAwRkYNaeloyZwzsxJvrtgNWcB5uDPDEuDpog+7rJC5CyvzuTVZQ7s/0wO5fsAJzM/Q1ptdaXj50235fgB7+0Z9c3nmcOokTERGJDQXoMXTeeeexa9cu7rnnHrKzs+nXrx+LFi3ikEOstMLs7OyAMdFLSkq46aabyMrKIjk5mb59+/LOO+8wYcKEWB2CiEij0LdTGm+u286xvdry93OOdAzOAbymFQjvzD9QezuPZpi11j3BcAUG6YYbWvewJwgJ0g2X3/KKoLu0zEt2XpHjMfp6cS8tq+pRiIiISC1QgB5jV199NVdffbXjstmzZwdM33zzzdx88831UCoRkabFHmatS6vksMH53JWZLN+0C4CZ7/5IWrN4zhvWreY7t1PcIwXoaZ2tNucLrrOmDRdMnOWrHWfUn+HThwJfM/GxiuXA0p92AvDt9nyOeXAxMyf1p3vQbuwU9yLVoIuIiMSE2qCLiEiTd6B8XPOkeOf22dl5RUyfv943bQK3zf824pjpUbNT3CsbZm3wFGjZ3fr9nNkBHcBRtDviS7Pzinhz7XbftNe0yr+rKDAQt1PcN+cW1M6xiYiISJUoQBcRkSbvQHmnb4nxzo/FzbkFeIMyyD2myZbcwprvPJoUd1tCecd1SWkV8/KyYNULoev6dRK3ObcgpJW6xzTJ2R8YoP+QbfXm++nPuRHHgxcREZG6oQBdRESaPDvFPSnOuQY9o20KrqCu3sP19F5lVQnQ7XXs14DVgZwTu5M4wvdU37F5xfFm5xWx8OvQWnbVpIuIiNQfBegiItLk2TXo4VLc09OSmTmpvy/INSBsT+9V5i0PtitLcYeKnt79A/TWPZ3X9eskLj0tmWEZrSs2U95TfZvkiuMNV8teK1kCIiIiEhUF6CIi0uQV+9qgh38snjesG388zgp4J/TvWDsdxIFfDXqEYdZsvgC9pGJeWmdof0TouifeHdBJXHpaEgAXjziEz24dE1L+jLYpGHWVJRDs19Ww+H746rmAsdpFRESaOgXoIiLS5FVWg27rkGoFuSGRbE34AvQoBlZxSnEHiCsvV5dhFfM+uhvWzPFNFpSPg963U6pjzX96WjJXjKoYli3SePA18sZV8NwJsOxvsOjP8OgRAeUUERFpyhSgi4hIkxdNDTpUjBNeq8OQVSvFvSRwfmGu9TNrVcU80wsLb/TVUBcUW2Vulhj+i4DTjkwHoHVKvGMte439uhq+fiV0vl+HdiIiIk2ZAnQREWny7E7iEsN0EmezhyErLCmrvZ3bwXZ1U9wBCsoDdDOoFbnp8XUUV1Be5uaJ4Y+xWfnxlXnM2q85B8j8wnm+X4d2IiIiTZkCdBERafIqUtwrqUGPr4MadE95sF/dFPeVz0NpmI7cDLevozg7xd0Owp34MgRKa/H4/EUar3372rrZp4iIyEFEAbqIiDR5lQ2zZrMD2MK6SHGPpgbdToO3a9DzsmDRTc7rGi6YOMvXUZxd5uYRUtzt4yv1mJSUeSsvT1XkZcFnj4Zf/tHdSnMXEZEmTwG6iIg0eQfK26AnVtJJXHJdBOh2sF2dNui7N1np4U7Gz4TBU3yT+3016JWnuEMtZwlA5LJCQDq+iIhIU6UAXUREmrzC8g7U9h8ojbieHcDWagq4L8U9mgA9KMW9dU8guEf58mmj4hFvmqYvxd0O1J0kxLmIc1mvLyytxXb2YJXViPSxw/Cl44uIiDRVCtBFRKRJm7syk10FVo30pbNXMndlZth1K1LcazF4LS2yfhbtqXzd4Br0tM4w+OKK5YYbuo2wfi/O881+eUUm3vL+48781+cRj7FOsgTsso65LfzyWhy5TkRE5GClAF1ERJqs7Lwips9f75v2mnDb/G/JzityXN8OXg+UevF6Tcd1qmTNHCj8zfr9lXMrHw/cHdQGHaD9EdbP7qPgxvXQeYg1fcAK0LPzirjzrW99q1d2jHUylJytMEIncaapFHcREWnyFKCLiEiTtTm3gOA422OabMl17hXdv/32ll0FNdt5XpY1/rctaNxyR3YNutevBt8eYq3dYVYtdVJLa7o8QK/qMSa6rY8GmTU9vmB5WfDlk+GX+/U4LyIi0lQpQBcRkSYro20KrqDUardh0L1tM8f131q33ff7iY8sjZgqXimnTtMq6yjNaRz0vVsDlyWlWj93bYK8LDLapmAEHWNnYze9i9aQUPRbwPy5KzPJ3GPVrF/z6tqaHV+w3ZuACFkHJ97l63FeRESkqVKALiIiTVZ6WjK3nHKYb9ptGDwwqR/packh62bnFfF/b0ROh8/OK2LOF5t55MMNfL2tkjblTp2mVVaLHJzivmYOrH/d+v3LJ6zpnPIybv0cZvUjfdPrTD02w7eJ891L+Czxetr872wGLrnYl1YfnO5vVpIKX2Wte0Ze/tHdlaf4i4iINHIK0EVEpEkbe1gHAFIS3Hx26xjOG9bNcb3KUsXnrsxk5MzF3PnW9zz+8UbO+Ndy/vzauvA7TusMEx6umDbcAeOWO/LVoJeGpshjwoIbYO1LfrOstPmj2xUDcHS7A8xMeA4Dq+beoCKtvqqp8FWW1jkoSHcR0DNcNCn+IiIijZwCdBERadLs4cdaNktwrDm3RUqHz84r4pZ560NeM29NllWTnpcFm5eFBp9HnlPx+7UrA8Ytd+Sf4u44rriXkDRyv7T5gc12Y4RJq69qun+1lJYH+2Nuh7Ofj1hWERGRpkgBuoiINGkF5UOm+XcA5yQ9LZmZk/r7pl0GvnT4zbnhO1TLX/4CzOoH/55o/fRLKf9qY0WbdlplhNmCH/8Ud8dxxV2ENDg33GS7OwGwv3k3HMcz277Wd3z2UgPCpvtXy6rZsC/b+n3JA5C3reop/iIiIo2cAnQREWnSCoqt4cSaJcZVzMzLgm/nW//9ar3PG9aNwzu2AODBSUf60uEz2qY4brsjuzj2h/sqarpNLyy4gQXLvuKYBxdzw39WAOAx4sAVxSPZDtD35Vg/Jz5WscxwwemPwfiZfvOstPkc2gDQIjEex47aProL8rI4b1g3pow8BICzh3QJm+5fZXlZ8M6fKqZNL3w0A06cQcAXBuooTkREmjgF6CIi0qQVltegN08sr0FfMwce7Qv/u9T6/2jfgM7L0ppZQXJSJTXuAPd2/NTX3ruCl+wPZuE1IdGwOnsr9MZH1xnbtq+sn7+utGrjAdyJ1s/L3rdS5I/6I77H+9SPYfAU8otKARi953/O2zW9vtTyTi2tGnNPbYzzbgvXY32nQdBtZMU8dRQnIiJNnAJ0ERFp0nw16AlxVk3vgusJrGU2rc7YymvSmyVYNe1FJRVjkTuluHdkFyfufd1xn1Pdi+jILhKwtlFMfOWdseVlOXYAh8fqAI42vayfLhekWDXmuK2y7sg/QEd2MSz7lfDbj7famrdIsr6AyD9Q5rhalXqqt7XuSUhqveG29pn5RegxqaM4ERFpouIqX0VERKTxsjuJa54YF36sbruGOa0zyeU154UlHt9ipxT3DFcORphxv92GSXfXDgrMJMAK0L/J2svInm3CF9SpbGZFGUhoXvF7YhoU/AY7f2TutjTe/TaHka4cXJHGIS/vwC012fpokH+gNGSVuSszAzrDe/zjjUwe3JmHx7eDbSugcDc0aw1dhwemqqd1hoG/g3X/sabtHutLC5yPqfxci4iINDUK0EVE5KCWnVfEqi272bq7kJIyL2MPa8+Arq2ifn1OfnlquWnC9rXhV9y+FjJG0Sw+NEBPT0umZXIce4v8atW9HfGaBi4jNCj2mAZbvB3oYvwGQIkZx1/f/ZHTB3QK3ymbrxbab3uGy/rywBUPceU9vK+ZA7s3Woc0/wrWlk4FxkQsj3/nbHYNek7eAbLzinzlCddTvfvrlzC/fy7oywgDTn88sFf69n2snxnHwZlPWgF4XlbFMTiUpbr8r4ld+0tok5JA97YpDDmkVe11eiciIlIHFKCLiMhBa+7KTG6dtz4gNPTV6p47MKrXv/DZFgC+XLce88e7nfo4t3x0F/Sb7OvtvcgvQH/1q8yA4LyCc421vY9Ew6qlLiYBrwlbcgvDB5BpneGYG+DzWeUbccPxt8In90NCeQ1+0NjoBib3xT3PEs+R5NCGhZ4RnBH3Rei2/cZf/+qXXQBk7i7kmAcXM3NSf84b1o0XP9sc8rKO7GJm3LMO56y8WUDPsRU14YXWdml/RMW8tM5Wp3bv3VJxTJWNBV8Jp2vCZgAPTu5fe53fiYiI1DK1QRcRkYNSdl5R2EDMN/54Ja+fPr/i9d1dOQ4duvkpT3NPLm+DbtegZ+cV8X9vhNYsZ7hyQsYVt7nKU9z926ADNEuo5LHcb5L1M7k13Lgeeo21phOtnuWdOmOLM7x0d+0AoAArpb6o+4lWLTZAYqoVSJcfy5NLN/le6zXhtvnf8vW2PTz7aWiAnuHKwR3uGw2/jucA2LO1/ODjA9cbcaWv/TuTn6t8LPgIIl0TYH1dMn3++ug65BMREYkBBegiInJQ2pxbEKlFNau2RA7QN+cW4N9RuZUCHuEFhgta96ioQS8tc9xONNsrM11s8XYgEbsG3QpaC0sifEEAFYGs6bFqmYv3W9MJKWTnFfG/LQl4gx7tXqx9nev+hAvcnwCQvOVj+PlDa4XifN/47E7H4jFNVm7Z43iuIx2jicGHO5rxz09+5oOX/ob53XxrwRf/COypfc0cX/t3/ndZjXpxr+yaAHyZCiIiIg2RAnQRETkohRt73LansKRiwh7X/KvnfGObZ7RNCVvD7ejEuyGtsy9At2vQM9qmOKbF59CGH82uIfO9psFtZZeTQxsSscpYbFoB+jdZeyOXIb48/b20vAa4xOo9Pq+whLNmvs5N7+/i1tLL8Zp2iQwOnPwwADPjnsPwFdQEO2AGX+/pPRPzQs7JQGMTp+56gYtcH9CRXZHL58c0Te548zteev8Lxv78gN85Mit6ag9KyQ9YVg2VXRNgpbl3b9usWtsXERGpawrQRUSkUXpyyS9WKrP/uOaL/uwb2zx90+vMnNTft/5lce9FDtjLx+gO7sU9PS2Z8f06+lazH6znuj/hcGMbYNXa7utwFABveUbwmmcMAAmGVQtfUl6D/rd3N0ROv7Zr0D0l4CmDn94FIK3gFz5PvJ5z3Z/wmmcMD5WdA0Bel+PI7nlueSp6JXXLpocOpdt54KyKc/JQ3JO8kXgH6ev+wf0Js/ki8TrOLa+FB7g0wjlzGdZyx33bPbWHGx/dPzW+tlXlSxkREZF6pk7iRCRmvt62hzfXZgEGZw7qVKWet0Wcxh735zFNtm/dRHrIuOZgd2J23o3f8lTbZhTlbuOKuEWRd1hey9z6pA8AyN5b5OvlPDneCsvHH9GBiQM7cd8rHwXUWLsMaL5jJQDNjIrhy4JT3D2mGdJR3Nfb9vDRDztIjHPTo1UcE+wFuzbBmv/41nMbJg/EPc8yz5H8arYDoKCgkD0FJWz2dsSDgTtSAnh57+nnZ3Tmr+/9SJfCH5gc92lAPGsYVk38Ms+RAEx1vxPxlE11L+LtsuF4TCMwSPfrqd00XBh+QboXF29sSeDo1kUhHeZl5xXx4fc5bM4tJMFtkBjvDui1f/XWysdlN01YvWUPpw04OHtzz84rYnNuARltU9QjvchBInhkiR5tUzjxiA76GxZHCtDF2a+r4af3oLQY4hOh98nQZUisS1VzeVlWjU3rnhpjN8aue3UNC7/O9k2/uHxL1D1viwCs/zUv4nID6O7KJlxP6nYnZkUl3ohjlge+xsP2Td8Dbcjdvpl//XUeJ3bIJ3lHCzoyhA++h8GHtHKsNba3383YQUd2Baa4U9Fxmv946H9+bR3z1vine5tsSiwPdn/7MeTY7A7h9mHVtLtK8nlr3XZyaMOjpWdzU/zr5YVxwZHnY379asVxn3iX777YslkCRxVvcKxstsdwNzDDdxDnt26Kq4S/l53LrfFzAWuIudX97+SotM7MXZnJ6pLLmRn3HG7DxDRhZtl5PPt+Lry/mL/69bg+d2Umj85bwljXGtoZe/nYM4j19PL12n9URmvHYeCcXPfqWgpKyg663tznrsxk+vz1eE3rSx+7h32JIC8LNrwLuzZCm17Q55TYP//tz1jNOzSM8thlyvwCuo1sHJ/36kI1P0POXZnpeG+6463vAu5x1SpPVa5tfQY+aChAj7EnnniCv//972RnZ9O3b19mzZrFqFGjwq6/dOlSpk2bxnfffUenTp24+eabufLKK6u835y8Ir79rcT5G/g3roKvXwmct+xvMOBCOOvJsNuM9lt9/xqQqnyDWNXaVrvWqaTMS4nHZNyB9xnx/b0YpteqsZn4GAye4lju4G86E9wGJR4zZmPp2uUxDKPSfdvn99usfFIS4jhzUCfapyYF1Dpt/XUfi3d9H1L7FGmbtfnefvxDTkBwbpu3JosRPVpzztDwD6vqnAv7uEs8pmOtW33VSB3M+wn+e7LPZ1X+hmtzbOrsvCIefO/HiOuYwA/F7Ti6PJhxWm5sX8u+A73Z7O2IiSuoF/egMcexOj577nsrff3BuGet7e6B4xPANGdzS9kV/PVd6EDHkFpjEwMDk8Nd2/g88Xqml02tqEE3KwL0v727gdMHdGJn/oGg4NwqUxGJNOcAuUZL2pRv02Z3PtfZyAWgaN8eXvrS6j29lbGvoiymiXHISPKyfqJl7ipr5kd3Q3IrGDyF1KQ40thvnaPg82ZCf+MXwAqoDb8Vgte3x3sfE+c/vrzJ/DW/knjUnvIPrWM4nK1cGv8BhgG3xv2XPJrzmmcMt85bz+je7diZf4DVbz7O8sRnfe/lDXFv8D/PKP5SdhXz1mQ5nCvLmMPa8cmPvwUeA1Zv7qN7t6vW34jTM2JPYanvnlvVbCD776t9i6Swf09fb9sT0EO914Rb5q2nbfMExh7eMWT9qh5PtPf4aO8t0RxTVcsY7b3fZ80cWHBd4LxFf4bT/1Gl0QKqc9xh75WLpwV+xqpGeWpbj6//Du9+WDGjks97Tr7etoevtuzmqO6tq3z9N8SskJAyrZlj9Zdheq0vOMs/Q0aznVsjfHHo9Ddsf94tKPbQKiXe+fPnmjmYC64LuN+ai/7MwkOmk3fY+aF/c0Hl33viQ3za/GS27i4ka+fu6pwiqUOGaZpRVBlIXZg7dy4XX3wxTzzxBMcccwxPP/00zz33HN9//z3duoUGKJs3b6Zfv35cccUV/PGPf+Tzzz/n6quv5tVXX2Xy5MlR7TM/P5+0tDQO+dNrkNAs9Bv4X1fDcyeE38DUxY7frEb7rX64bxEr+wYxtBaJiLWtwet3ZBefJ14f8GHZa7h4e8z73PjubwHlBiIO0wP1O5Zu8Ji+kfYd7vxWJtK5rO33NpoyhitPbZ8Lu9atPmqk6qvmK9r9rFixguHDh0e1Tae/v2CV/Q3X9tjUD7zzPc84DPsVrCO7WJ54Xdh20qbhYmTRY1aHbiM+ImndC+WFcls1yh/ehX+QbmJw+oEZvJl4p2Ptscc0OKb4cXJow+1x/2FqnNVGvMw0cBuEBNP/9ozj8rj3mFN2EneWXepb9uoVI3j5yy28vT4nZB8rE6+knZHPs31f4qTMR+m+b7Vve7eVXc5rnjH0NrbxQeIt7DJbMKT46fLzcD2ugFp9FyZmYOaA4YYb13P9q2t5NPt3Ydute0yAoC8gyqNz/9PiNQ3OKJ7BW4l3Bey7zHRxRasX+CQnwfH+XGa6OLbYel9GH9qWn37ewOeJ14Wcc9OE04vvYT29HMsJcPuph3PfOz84Lnv1ihG+bIVoRbqWbVXJBnL6+6rqfbMm2Ucz5y7l2XX7o7rHR3sPi+aYqqIq936fvCx49AjnZYYLbvw2qlrEmh63v/5sZEHSnaGZKVUoT637dTXmcyeElinM5z0nwcddleuxIWaFBJdp1intOP2T8YH9ZZTfKyt7z6J9VtnnrLJryAAem9COiYtPcsxw8n8G+f7m8rKskTr8yu9/j/UWF7Jt1rnk5eWRmppaaVml7qkGPYYeeeQRLr/8cqZOnQrArFmzeP/993nyySeZOXNmyPpPPfUU3bp1Y9asWQAcfvjhrFq1ioceeijqAN3mNa2OjOwxbkf3bkc6u+GzWZFf+PP7ITdseyzh9uYuMlw5bPZ2rNim37d32XlF3DJvPR3ZxVjXGjKMbIpNN62MArxvmuwtOoWWA04Pudl9vW2P481q3pospow8xPqm1k4XcyeyhQ58vsakP3sY615LvFlCd9fOkA+aLtNLyQcz6GuOYz298JowvfwDQPAHr/5sZKx7LQfMODLpyBpv7xrVvvhUkm7kP6ZvfzZyhns5zShi6xvt2W2eSOtOh0JpAbTuSTateXTeEk51/YQJrPH2JofoPngGnMug/VflvXXy2PwljC8soGXhVvLLXOz7chN/cbkpNRJ8KaoRy1N+jnbEd+bWeT8GvDcBtWDs9qV67U05hEcXpUAlx//5mm84sO4n/mDsIMlVyseeQdw234j8vkabIuaXepZf5mL/l5v4s+Gm1JUQ3X6qwX6/7GGvQv6+t62AXb9AYS5dduRC9n8gsTn0PyfsB7Fwf3/BAt6HoPMT7djU0Z6P7LwiFn66ipHl12Sk6zzSWOQAhmmlhOd42xCf2t6a2XkonDvHOo6gUhuYDHP/FDa1222YZLh2sNNsw06zJQDrPd15xnM6/0h4PGDdOMNLV2On9Xv5eOjWNgyaJbgcg3OAIjMRDFi05hfaxiXT3Q3/KRvLv8rO9J2LfNNKcU+lgI7kkuHaERScA3hDP+CVd9DWwx25Uznr+IPOjcM5cRnW+Qred5zhpWjnRuAIx+YAdqp+jrcNy37OZWSY8dYNA4a5f2K9J/A+0pFdDHH9RCv2c6J3N89hOl4nlY47DyF/y/u+3MRNUdzD/thrL733fg7uRGjTA7oOj/h883827nrDzb6sTrRIbka+183LS1tChC8hfPs78G2VUpSz84r4Yu06rnevZaeZxmLvkLD3+GieBf7HZD837e1W6Znpd5/NpjW3zltPByr2nUObyNv7dTV89XT47Zte2PYVpJ1V6fmxj3uI6ye6soOCN+eQn9OT1DgvNGvre2+/zm9W6b1yrHutcx+FkcqTl1Vx7/YU126Tw7ws+GyWc5kcPu+F+HU12aveoMe6X7jd7eEXsyOLvUOYtwbrGZ5aWJGC7UoAb4n1s7zpZHaLI8I/s6rybPRvlmnvw1tSrSYN/s/RjuxiiPEThe+vh3iHzizfvx1adAjdT/k9I39XFl982pJIf7u2z9d8w2rjAw7/ejVXulr4PmsG37dM4NX3lnB6gvN27CZIOV6/v5FtK0I644wzvAx2/cwib9W+oJT6oQA9RkpKSli9ejW33nprwPxx48axfPlyx9d88cUXjBs3LmDe+PHjef755yktLSU+Pj7kNcXFxRQXF/um8/PzQ9bxmCbrF/yDjpvur7xz26V/g7QuvrSe7Lwinl66ibNdn/Bg3HO4DBOPaTC9bCoffX8EF4/s7nvp5tyCwLTQYIuXwuJbQ1K93ly7PWxxFv+wkwGrpsPXr/rmdQeWW59fHT8w+js77jMmuz/zpUk6jUD8cNwTTHJ/FrAtr2lwa9lUtuSOqH6AVUm6VHZeEa+s2IoJPBL3L85yfx54PIter/jdcFHW9XSWJ77pO7d2Ge3eoivz1trtIQH6R9/v4FzXYh6Iez7gvV29ZWBAB0vhOuvyvd/lnT6nAlP9LlP/FNVgq7bsYcDOBeVDMJm0w8U57stDjsdrws4lz5K+9g7fvJbAF4lwS9kVYY/f6Vq0y/PM0kP4w3E9Qt/baFPcgtIqU4HLHY477H6qwf5bdBrD2vr7fiCgpjTg48qKJ8OmNH78486o9u81ofCLF2HF/4Wcn6qMTW2fC/+O0YLT4Au+eJHPEm/D7XdNvuYZw5GdU/kmK/Ae18/4JSQN25+Jla7dI24nrmXPWjOzVsOmj6HnWOs4gmpNTu6ZgLnVeZumCbccWUhJ/M8M/ca6L/V1beHCQ12wOXBbHtPgJPcaAM53f8I6sxeve8bwwKR+FJT3EO+kiEQAkoximmON5/2dmRHwQe4kt1WrHm94+TzxBh4sO99XG1QhTA166x4cWvZOxPPmxSj/5w2YZ5qE1ISv9PTGGxe4bzsVH6yx1IObA/gvB7jI9aFjeUwTWrIvYF7I3/YnL/JFksEtpaH3w0rHnXf4W47mHvb3uCc5dMGnQRsz4PTHHZ9vjs/GdRX7fCuRsPdKsJ4Rhy74vGJGFCnK2XlF7Hrpct5KfMd3Xu1mGsH3+NVb93C26xNfXwH2353TPezjH3fy97gnOdv9qcN2B1XeOV/QfXbnoBmc484M2fdrnjG8uiKTC4Z3C7yHOjXTc/K/S6BkX8Q05Y++31H++SbovVkdvKbBjl63AX3Dbutc9ydcH/dG1cqzZg4Ed3IZRZPDqDil//sL+rwXYv4fMb/5L+nANX7Bov1ef7NgNUf+9nDYz5Xmsr+R0/oUvObFAfM9pskzS3+J/tlY2fsdZRMCuwnFpz/n4jXD/E0G+95vqEp7P+A7r6nAgkr+dsFvX9/BEL/7S7jPcZGea3YTpC85ouK5/OV0x/3+K/5xbikr4r9El00n9Ucp7jGyfft2OnfuzOeff87RRx/tm//AAw/w73//mw0bNoS8pnfv3lxyySXcdtttvnnLly/nmGOOYfv27aSnp4e85u6772bGjBkh8x//81lkJ3Rlsdf6djRSCmgwE9je/Rx+2p/Ipuxc4swSfh+/OOBG4THhP6Un0CE1icMyelCc1I5N36/glAOLKt2PCezsNJ6yhFS+2mnywu4jfTUUdq1IV3bQ1sgn1cznnITlNR41xzRhWvEfeIPjA/YzjO/5ffzHjjdBjwnvJp3KYb36kHQgB8NTisssxWvE4zJLOdCsC3s7jKQk2epNOaHoN1ru/IKkgl/BU0rHX98JbDtUftzFzdL5bl8SX2/bXXGM8csr/bLB6WZtvw9lRoLvm237Q3zHoNoIgDM77+earltI3L+d737dyY78A47v7dyy40hP70qXzt3Y36ovf/0mkS+3l/hqgPoam0nmAGfEfVn5+23CW2UjeNNzDCmuEt9726elybEF7we1Z4UFZSPYYHYlk44UehM41v1d2OGxPCb8vfQc3vSODjjusa413Bv/onO7ZBP+XTqWrziC43qkcUziLxieUhIO7KRtztKQ9yyny6ngjqc0viWe+OYkFO2g05bXK70mTRNeLz2GMiOenu1bkNLnJApaHeZbnrLnR1r+9qXvujrQrAsFab1xew9woFnngOsq54dPyfp1C7mm9a37Nm87mruK2e9N5FjXt/wl/rWo/u42DJpBXseRvnmLtxzg6bX7gYosknizhETDQ67Zgnyak0oBbY186z6QsNjxmt7nasHbmz0htY3+WSHbzPacNKAnCWmdWPjjbt7KaRPynp3ddhtdkktpu2NpyHXxYtl4evYdwTPflvmuaafUaae/kzLTwICg9uIu1h3/H9JyV5Hx7SwMTEwgq8cFdP7lvxE7lDPLSxeczv5684s4f/9/MAyrzC4jtP34qOLHOH3QIQzoEM/V7+1x3P47CbfS15XJn0v+yLlxSxnu+pGrS65nkXeE73w5pYz/ZHbhCFem7/g297uBA/t2ccTWOQHz8toOZcCS3+HC+byZQGafqZhGHN1/fKr8PbCCJiCgw7cHyi7gWc9E5iXcyRDXRl9Z7FR827nuT/hr3LPl56YiAIPytODEO8PeA8tMOLb4H+TQhv5s5K3EO8PeD870S4fvz0Zu7Pgth7U0He/dAAOXXBTV3/KlxX/mR7pX+tzwv2e8l9uepbtaRLyHBe/n1bLj+MAzNOBe6fSMMIHcDsdR1CKD4pRO7G/VN+Sewa8rODlureNz48Wy8bTIGMbgtl5+/TWTvdkbOTPuS8fnfJmRQM/0tvRsGUd27i627tzl+Myynx2tuhxOx8NHRf1s9JRn/IXb9y6zBb27d6d774G0+G01Pb97JOrPBCawrdcl7OpyUkB5mu/9jjU/bSYhb3PIcYfjMeGY8uswWKTrMrg8Od3OJK/NIBKLf6P79/90PBbrOprA/jYDA97b4OdGuM8jKXt+pO+X11d+bWOw7viXfK+ztcl8L+J5dnrPHLdfSROVuw7bzsnmZ7hKiyhLSMV0x3MgqaPvM5fTc9n5OCo+V5ruePa2GxHwvPV/1kHlTaMi7Qec++14vfQYthvtA56DlX0egdDryun+7vSaM4vv4TdasTzpuohjantMGJ7/N1bPulIp7g2IAvQYsQP05cuXM3JkxQfi+++/n//85z/8+GNo50e9e/fm0ksvZfr0im/CPv/8c4499liys7Pp2DG0kxinGvSuXbuSd2sLUhOt2o4N3s4c5q48hbUmypsmVu+1pvXt40rzsMq/zayB6u6n0mML+kY1lkzTqlUGQmojgGqdXxOrZqq6r/cvWzQfgqrzGv/jrtJ7W40yVZcJGHatSGU1AnbtNIR0EgMV5a5W+ctrGrLzihg5czFASG1Yddl/Y38puyrsNu2/p+pcl8Gv7Wls549xkYcBi+j3b0PGKHj5HPj5g+pvp9z5JbdzX9zz9HKFdpDov85Ksy/zrx7JGf8KzabyD2S9pkGO2YpOrt1cXHIrn5tHMnNSf7av/YA/bf9zyGvXe7rT372FfUfdSItj/gBpnVnx5XKGv3eKtcIfl0H6AHZ9+yFt/nd2yOt/8Xagh2sHYLXdL+5+AkmbPwKsD3nTyzNWbnf/h6nx75bPN/j08DvosfMjuu1ezpNlp/HvsvGOQczilvfR48D33FlyCXO8Fdli/4h/jInuFRHOLCzx9GeRd0Sl14rXhFvLrmCY8WPl13TPsVYmRRRM07r+qnz/rMP7XqDy2nuc7xm1t5/omIBRy8/GmnzOAPye1U7DMkbn6bJTmVl2UcC8qGpia6T8vd36ReWZA9U550dfD+PurZh+4yrMr1+pccWIbUHZCK4vuz5kfm09d8Iqf95m5xVx9MzFAe/47PiZHO+uen8+0ajOZ03/62p63MtRPddME57xnBrVuu8UHs5pf1+hAL0BUYp7jLRt2xa3201OTmAbw507d9KhQwfH13Ts2NFx/bi4ONq0cW5DkpiYSGJiYthyGAb0cYUPzmv8wLP3U5PXGnC2+1Mm82kdPuCqv59KV63Bw762GQY8GP8sYPhqx6yxk5/DwKzW+TUwmRlnpQbX5P2pzkM42tdUHDcRv0mujTJVlwHWh6vux1b+Icv0woIbcGxDTEW5q1X+hTfwfbOhPPu19cVefzbW2ock+29sednhYbdpz6rOden02mAeEwyMoA7LwI3D+YpvZrUl/PlDInG6T9o9tlfsw0WBN4EeRvjg3E7r9mCyckto7XlHdgWNrW5abf6BEndz3vjD0Qzo2opVicPxzAtNGU8yrPd0W4tBHGG3lTTckNwainaDy8qt3OztSMuQlHOD7sYO37RhekksD87BapP+QNzz/ODpyqVx7/nNNzluw/0Uplk1Riu9h4XtMyC1Q3fY+j2G3347sosJrsjBOcBxrvWMdq2v9FpxGTAz7tnoavc2fRz1s8swqvecq8v7XiDT9yyqyjHVFQNq/dkYTS1qxHUWXO+3ZvVMdS/ixbKTfdf4+X1cPLD12So9d6rOjD7grsY59y7/Jz92u4AjDjvCautdi8E5wKnuFTxQtivgvlCbz52wvn4Fhk1l9e70gDPSn40c56qb4BzKn4Nxn3I2n0Z9Hu3ryvo9ui+dDcNaN5ov2o51fR9lSaS+1O09Q8JKSEhgyJAhfPhh4Ae/Dz/8MCDl3d/IkSND1v/ggw8YOnSoY/vzaIVvm2mwzNO/2tutTYZRs+DPX6Sckdrcj98ea3uDNeKCgNRVgDij8vGMI3Eb1Oj19cHFQXLDW/b3KFespO1sdZle7pnzDm+Ut409yr2hVj8kGQZcG/9mVNusyXUZ7rXPeU5lVtkk33SZafC851Tn8pQWOnYUF8zppQVDrvTdazymwW1ll9PcVRz2/uItXyeHNrgNgz0FxSHr9HAaW91OOy87wJn/Ws7clZl0PqQX/1c2NWT/LQ2rr4gOqUHPi8TyGpPfrKZVnQ/pxWOeio5HPabB854JIWUPPpQ4w1vegV5QGU0PSQd2lv/ufC7dhkFympVGO8C1iY7sAijvQM7xJYH7qMK9221EF3w28FtaNTSsZ1F9lsc0YYu3fcTnP45dxFaN3UEXWNfjX4bFhX3umGbkzyN1o+o7dGE9E/782jprnPRa5n/ObGcE97lTR9YveZ1rX1kbMG+sO7TZR20zqNr9xT5H0d4PK14X5b2u8d3sDnoHxefVxmratGk899xzvPDCC/zwww/86U9/IjMz0zeu+fTp05kypaJTiyuvvJKtW7cybdo0fvjhB1544QWef/55brrpplotl2nCP0tOY+SBx7ml9A/lw+nUPhOYW3IM75YOqtOHlAmsbn4C/yw5jUdLJzGt+A88W3pySGdaB4uDtVGKaVrv9yulx9fpuW9o56fKx71nc52XyWPCayXHOJ6rijGuLSON72r9nPZ0R9fxXE14TSuwDJiHQcqoa9lDC988A8g1U0Pfm/LO0mjdk8o+SgWfnzLTRcHAqXhcVs9JZ5fcxWueMXha9cBrOm/Lv0PDK4/rwZNLfwlZZ9SI4SHHZO/71YT7Ocf9CdPnWzU/bUZN5RPvQAAeLbOC7bZYHei1efN3VgdRQLtt78LeLdZG/ncprJlDeloyJ3TzT7Aznc9RELtDuOAyArgPWBkBzyQ8wrnuT0KWX3V8D1IOWB/SJ7k/4/PE6znX/YmvA7nK1Few4zFhfumIOr+HzS05hjdKRzS4+9nBxmPCM6Unc3rxPYwpmcW04j/U+Jza90+na8A04XcuqyLlllMOo02ec82k3e9NbZSnNpgmvFgyNuwx9Td+Yd6aLN764tuwz43Kth/uORj8zPl73JNcHvd+NY7C2tYbpSOYG+b5Fqzfz08G3I8ideTnMeFfJadxW8mlPFhyLs+Wnhz1fqrCaXteDLZ6O/g6ywxdHj2Pw72yAVyCEkQBegydd955zJo1i3vuuYeBAweybNkyFi1axCGHHAJAdnY2mZmZvvUzMjJYtGgRS5YsYeDAgdx77708/vjjVR5iLRLThI89A3nIeyE5WJ00TS+7IqoPSFXdz8/pE7nFew1Xef7C/zyjanyT85qE3vix2vUOuekNRl31T1JPvoOjz76O/cfdw3s9ple5DjLWNzFvedulyt6PWJczmN3m6hbvNdzm+QO3ll1RJx9wTRO2mJXVkji8jro5Z47HXQf7qQqvaTC97Apu9l7DA2UXhJwrw4Bb416lI7vKO4Zb12C/XY+cDWPw+SHX+N5X03DhOv1xDktvwd1x//at5zZMbomby9feHn4vdsPEWVENzWNi8D/PKL9hgqza6i0FCcSZJQBsMK0xfb/alcx/PCcG7qe51aTp8MP6+WY/sSS0N36A+FZdmV421Rfk+6cuWmn9z9Pe3MWW3EJapsSz3bRSRlsZ+wNS4zG9sPBG+HU1Gd8+FnA09vwB2+f6nSO4Je6/kc+DCX8tO5/19OLBsvPDvjd2Oe0acltn1x746f2A9R5MeJ4rj+/B4va/r1jRcFvtaA8/M+D1RlWrpKrB/tuZ5rmemQ5/O86vCX0uReJ/z/iT5/oqPxur+xz1mnVzD6yr7UbDNK1+ER7wTPF1yvUGx9fo84aXivvnrWVXhFRgGIaVst2fjQxtWQQf3e1Yrv95RvEGx1epPFW9lqJll2eG9/Kwx3RL3H/pz0ZOy/9vyPOgss8l/tf0457Qz6uGAdPj/8sjJ7flkkNyq53abu/nT57rucV7TVTn1TCs/ng6squ8CZFzm3Bv+bX0d++FvOI9iae8Z3K/Z0rE/ZjVeL9MYHuzw0L+ZlwGvH1eGqfGfeXQb4uB6/R/WG3qK9u+CQ+WXcg7nqMCytxAH/FNmtqgx9jVV1/N1Vdf7bhs9uzZIfOOO+441qxZU2flMQxYbvYLmPeaZwzLPEdyvnsxN8aHfrP4RukIcmnJqSP6k5zalqffX00/12ZOi1vpuI/Xy0bxkuck7pkwBeNfyzGBv5RdxZyykzjBvZZ4s5Turh1hX++071/MdD7xDgZgsOtnupFDolHGqZN/T+/BxwMwoGuroGHEboXFHmvIksoMvxqOvpad+w7w2BP/4GjXt47l+8JzGCPdoR38Bfu07HB+NA8h10zFANoY+bRlL2fFf+l4jLtoyfjjjuWcxWnk0IaHy85lsOtn3/BCqRTQxsgn10xlGx256dQB9Ni3Cg4UWDWyW4OH+4mOfX53m6lMGtyZJWt/CFvOYKs9PfjCcwSlRgKLPQMDemm1r6mp7neYGv+e4+vtfeeaqewjhVQKGOrawIlxXzuu/3rZKOaUncR6etGfjdwW/zIj3aGjIYQYfjXG0dcCsOP9v9Ph+xcdV/uobCA7zJZkmu195Yn0vr1dNoynyyYGHPf/vGP489SrKP7uHd5f9nnU57I2fFQ2gPne41jjPdTX1u9bs4fjByG3YXJH3BzS2Bf1ByX/98u+povNuKj/lqPlf11letpydNz3nBP3Wch6BiajjzkGMv9pTf/+beh+DBnffug45nYipQDsP/L3NB97S0VwXkmK+9qjHuEvyzqQZbblxvg3WOPtyefeAdzUrAiAEtNNKvspJAmAtzzH8Pu4D9lhtoSpi+nw2kRr/g/5QFsIsze3YTCseyvu94yhB9u5Mv6dkPcmzvCS4dpB97bNaJbgYml5psCRxi+hPf6aHsj8MmCYNHt+3k/LSHNoBhOJYcB60/qSI9x15V9Oe5xe27DU3QQfucv0ckkfE9oPhQWzoeUhcOm71nvTqjv88GZgGZx2NvwqaxjBSnzh6WP1oh/3Q9h1His705flUNkxAjxbejLPe04FKp5LkZ6Nu3pO4pLvAu+V9rNxStwHjtc5BD4Hs72tGeD+he5kR32f/p/nOJaag5l1ake2vvdY2P18VDaAld4+7CeFSwa3jPg8eLvsKD739vVt9/N3X2Go8WPE8wuBz0b7PtvN2GmNHGC2Zz8pXDOiLe+sWF/p/XNW2VmOw2za5zTaZ4R93BeMP47CDoN5bbaV5fSaZwydyA35XGQYMCXuA3ruTSB47GmA/yu9lFe8J4WUJ9J77H8tRXpu+ovmmgZ4ruxk7vdM8R3TfjOJJxL+EbBOuOYrANeWWiNIPOo5l3fOSqQo52feWbGeYjMu5Pmf4cpxDIBdeJmU809ONHZWKTh/u+wotnjbO37OCP5cOcT9s+P77TZMboqbyw5vy7Dp4/YxOrH3c7p7Oc04wB6zua88v9GKE1xrwn5mDGZMeITO7Q6Ff08MXGCatFn3rPNrjrvZGkJu8BRISot4v7Pv09+aGZwW91Wl5ZHYUYAuAUwTVnp6h8zPoQ3/9ZzAdXFvhnQ89FfPRRwz+EiumDgQgIxmmdw3bwmnuFeG3Ow8psHDZefyp8nHM6BrKx6c3J9b5lkpmevpxXpP+dAT3l2Orw/e1l89F4V0OLSo/EPf5MGd6T14YOQD7n1y5QG64YKjr4W0znRIgwFnTSs/vlUh5+KB0gt503VnxHKbJvyt7IKQYUU6sovT41aEbPNvnou4cfLxdB3WjT+1yuSWeevJoY3vOINNHtyZHscMBMp7Yf51NTx3QuRjdGCf3x204cHJ/Tl0WDee8q7j8zXfcHrcl5W2g1rW82Ye+zF8b6A5tKFo6NXw9fsEfzAP99529O5ibNz1IZ1/2deVvf56evFA6UUscIUfmgkIeG8BOoz/C97vZ4e00feYBreXtw8OFu59u69sSsD6BjBzUn86dOkGXa7nx7zRUZ3LqgxXE7Y/CRMeK5sccs1Z6cPO/QecGunDRNDY4PZ9wPH8RPG3XJXe+O8uvSTgOL7yHMnZcZ87D3v25dMVv//7NJj4GG16jsWLC5dfYGqacLhrGwAp38yB7kMrxsxt3TN0LPRyXtMgJ+1I+nQooPUu68uyoe6NfOa+HuNT6wN4guHh88QbfMOG2en1zSjm2+KWdCixhvbZZyaFPW63YfDApH4M6NqKK0ZlsH15W1+5/c9bmenigpOPIz0tmfS0ZDyt8yEfhrl/Cj3Hhhu6jcDEFRikG27yd+8kNWTbVqd34d7HysY1D7cuWPesXoe1g/dCx5xn+1r48E5reu9Wq1f1wVMivi8Br+9/Dqx4ikhfspgmPFBq9ZB8rNv5nmGasNgzyDe92dsRr19nm8G8uHjec6rvb8K+X4f7e/Dios3p9/G7wzy+Z6JtPb14uKwVk9yfOb4u+G9viWdI+X0p8r3F/+/pr5P7c9Swbry3FTw/he7HugdODfM8cLr/XcwOow0PTrK2O3d7exavWRr2/NrlcXo22gzgwcn96TSsG6npmfx13pKwxxj8fgWL9hlhH/cxg4+k+3EDAZg8uIR5a6zOdT/2DOKGuDdCtnFO3GewODTY9poGi8srE4LLE+499pT3k2G/x895TuXSuPcqfW8ru6bt9RZ4Avs9WuPtjdcM7NPBNJ07HCszXazxHophwA2TjqfVsG60An48sM53jvxFeubw4wLCfWKwavVDO768r+zisJ1OQuDnyv7ejWHf77PjPgtb2+7FOsZI/PcT7BXvSXziHcypcSsj11QbLuhzcsXvwfe2cBUth46v+L3/OREDdI9p+O69ke7REntKcW+q+p0TMstODwr3cLTS3adSZlqXjT2W7f2/H8fD5w70rXfesG48fc3EkNR4b/nQR09fM5HzhnXzrfv874eE2Vf4NGgTa1tON+bLjunOW9ccHVCmsLoMiZwWZBjWcFZ+qa7nDevGG9PPYUnv/ws5F+vpFbFJgH2Oew0cxcQjA4fFC3d+nwo6X29dc7TjTT7scVd2jA7s9+ri8SNZPv0E3/4fPncg9/9+XOXNHgZcyJ8uuYC/nx2+k0EDOPuEo8qH/gm9Tpze26evmYgRtL6JwdI+/8eEY4Zw5XEZXHZMd/4yvjdXXngORX3PDV9Gh/eWtM64Tn88oJ/jSOU5b2gXRg7q5/i++a9/5eiMgPMIgecy3HVup9WtSBsfMVXPNGGV91DH9HkT+KXzRMe/64omLOG3HeKIM63zZritacPN/nEPcc0ZozlvaJew+4h0jFE12whzf5py8tHl14SDzUv8NlCe1g2s7XNDYHqfX0c6hp3mnVf+4TKtM5x4d7hSce/C72lWvIPfuSuG4zLwws+B6dp2Wvcu0wrQWxhF9IjbCSVWx21FhA/Qbz65j+/aufTYDPaZzXzltpWZLn466h5OH32UNSMvi8H5nwQcY8VEeQp/lyFs7neD9WHQduyNdPnuqcAxtU34a9kFYa8V04Qnyib6rvkc2nB72WVhr9mdR93ChKOHBN6z0jrDuPv81nLBiXfBR3cREFzb701aZzj2T8478B3Ln6z7X7jrg8Draj29HNNVTWB1y5M5YujxXHlcBjeM7cXT10zEFXQvqmDgOv0x7v/9uJAlTs3GzPL1Sevsu8eHe11AH+yG9bqnr5kYdv3KnkXHjD6JJ05u5bu+7rxoHNtH/TVgfAgvBu90v5Vrzxzt+Dy4zeH+d+2Zo1l+a+C6U84+K2I6cKTPH38Z3ztg3+E+Zzht67yhXThrUHrINsO9377jLr/3B3/Gefjcgb7PLevpxceegVGnzBsG/GV8H048rF3IMqf3zOn5E+17G+maDl4vmnKnG3tC7gtPlE0Mea/BOkdOz//qPHPs56DTc3bYkX2j2sZZA9PpfuSxEd/vcF9iuE6a4fi3HK0rR2cwf/o5FcMKhtu5/Xkk4jMnyBFnWvc4W4TPe9Z5tK6li8ePZP/oO6I+Bql/Gge9icnPzyctLc0a6zD/Z+tDZEkxxCfyaGZGxBpPW0d20d21g63eDtw4+fiAm7K/uSszmTVvCYNcPwOw1jyUGyc5r3/VS6t599uckPkd2cUJrjVc3LuUw9PbgrcY2hwKfU5m7k8ebp233vfRzTDgwUn9w5Ynol9XV5wLbzE0awdtekDXoyK2Q12w7CteeW8pW7wdAh6gHdnlS2m0U33tlKfeg4/zPez//Frot8y+82t2CHu+5q7M5Lb53+IxTV/tWqXH7XeM2du3kt6jPyS3hKK9sGczG3P3M/+XBLbQga/N3lw/6bio3lv7GI/unU7fru2h9/iAB4bTMYa8V3lZsM1Kt1qwuzPXL/otcH2smhOn9St7j6r13uZl8fmSRby8IjMgJTxcef78mlWT1N21I+RamDy4c8Qvi+auzOTReUs4wbWGDCObYjOORKOMX8x0lngH+/7GPvjgHb5b+joHzPiAFPKA62p8O9jwHuzfAa0OgQN7oesI6DKEuSszQ2rmbDe6X3dsvuLIHhs8Lwt2/2J1pFZ+Hv3HTg9m/y2f16OYAV3bg7eYlfvbcP3qDmTTxvc3YzfbOLdfCwa2KiW/zMXzX2aHpC/a3IbBZ7eOIX3bu1YnZ5XYdfY8rn1lDa8m3B/dcQJsXhaaclju/JLbMTAr3175ut2MHb5xzE3DhVFeS/LCqGXc8+Gvjq/zHWNaMgCfvj2HUasqhlVa5+nBgsP+yp0X+X2IjFBmTroHjrkBgBUrVjA893VYaadPGjjVNp9fcjtfeo8Ie63cU/o7XvBM8E2f5/6EB+Ofda4x8j+3/lb/GxaWD3VlGDDyWlju8KHWfv3yf8IH/+d8jADjH4CR11i/fzvf8fq4rSQw3RisYZb+mL6R0w5rDfGJIfe0APa9aNcvUPib7/lk/03MXZkZ8Jyy2df78IzW/P7cc0PuRcGv890ze7sd733h/r6jeRatWLGC4cOHOx9X0H6czF2ZyePzl9LVyGGb2THis+PPr63jpzVLHdOB81r3J3N3UcD6lT3Xg59FiUaZ717hdJ92qtXtz0ZfGnSiUeZrKhbpM4u971vnrecy9zvcEf9y2PMTovz6DVce+z0DHJ8/wes5vbfB90r/Y2xt7Gc/SSz0HO14Tx3p+i6q+xnAmsNvZvB54f8Gwx1jVZ45V5dUpJc7ff4M9zdm838G//m1dRz+9QNMja9CJ3Tl71dl+6ls34D1d7XhPSszCMNqquP0eSTS/duhbCHKP/d8l7mT5T9l+5qB2lkt5w3rFrCP/GKTtAf3aRz0BkQBehMTEKA7/BF+vW0Pi3/YSbHHQ0mZSZvmCaQlx5NXVMqu/SUkxBmUlJn0aJfC2MM7+D4whpOdV8TqLda3roMPaRV2/eWbcrnwWeexbm84oRd/GtenRtuvS3YZtu4uCDhHbZpbPTjb8xLj3JxwWPugdvDO57x7m5RKjyc7r4gtuYV0b9usysft+IGsitusyrm3jzEh3hX1sX30/Q425xZEfa3VBf/3NnNXIQD9u6Q5lsf/fdxTUEpKYhxnDOwU8n6H2499vJH+xpyutXDXVWX7yd2RQ9sOHWnTPIF2+d9xztrfV95RjOGCG78N+2E90t+x7dUrRjCyZ8UHzuBjCj7uqLeZuKXyphyGi1VnLWPGK4tZkBghtTX4OPOy4NG+ODXFOKbYqp39PPG6SpvknFk8gzcT73JMK1x+0U9c+PyqsK8POG9bPofZFcHw7p5n0fri2YEvyMuCWf2cU8ANN9y4HtI6s3bJ2wxaenHEVPEy08WxxY+RQxv6s5EFSXeGXCu/XfAuKw50Z29RCens5oT3TnBudgAwdXFowOtYXucvC3yvr6z5jv9+HLbvf1zBgq/Tmqju321Vn29O9xGnZ3jwvsM9D6p6jNE+O77etoe31m6noKSMVinxAeWp6rPC3ndN7tOHp7fg191FVX4G2/veuHYZxy45N7qOtoLuLeGe/0nxLr7ZlhcwHwj5jOH03h7ZJY3tew/4roPEODddWiX7jtHpuLdu206/Qw+he5sUhrYuosNzoWn4wUzAcPpbDuJ0jAOMXzgminNmGi7mj36P7/Y3r7Vn409rlnDogjOq9X6F20+XVsn8sH2f4zVdLXlZ8OgRVSpbOGHvI373TwXoDY/aoEuA0I7UaiY9LZnTBlQeWGW0TQm77ITD29d4+3WppmWo7jm325nWpqpssyrHXdVjTE9L5uKR3aNev67U5TEG7yea463ptea/nxUr9jN8uJ0eeCh4L4SvX4nwaocmAUEy2qaEC6kAqya4e9tmIWWKdEwZbVNwGeF7wzUMrG3uLohQ9nIjr6XzIb1o7no3cpv3kdeGNH3g9MdhwfXYRxecevqc51T+GPdO2E0+55lAc1exc5s/I46eyfvDnjvfMdqS0gKWt3b6QJXWGU59FN6+IXSZ6bGyH9I6k1SYVWlw7t9k41ujF0VHnEuz71+rWGnAhbTrczSn2dObM8McSbnSwtB5uzc5lCPMNuzX2+mcTtftgAsDA4e0ztb1u/BGMD2OTVFsruDzXUPV/but6utied+syrMj0r2yOvfR+rpPh9t3+vHjYU9l909wuodGKs/Ywzs6zq8LK1bsY/hwv3bWp/8DFlwX/gWA0XNspcE5hDvGQ6M4ZwbGxMeYPHg4lY1VVJVroPfg42FrFO+XQzO4evvMmda58vegkuexLWyZS6N4ZkrMKECXBiE9LZm/+nUYZ5s8uHOtPkxFJIyznoRhUwObA7gSA5qVVPZhID0tOaDjx2BXHd+jyl8qpaclc9VxPfnXkk3OK9gxnG+88nCBoQuGX0l6WjIXnHw8no8fCN9BzvArQ+cNngI9x8K2r/h8Uy43fZlItlkR3L1YdjJXuN9x7KG4zDR4sczq/MexYx6zjPbPD+Uc9+WOvU6HHNLGjwKn1/4buvp1bOc75DDdzBiG1TQBONCsc4RO8OCvZecFlsmEvPGP0+zoK2Hbl74mFAEivReGy7fvkNdU1ukbVIxPbwu+biOlpNvv4e5fWLQtkdeDmtJARWeOscjYkYPYWU/CEWfAq+eFX2fqx1EFtA3C4CnQvm/kDJVIbaqjUQvPnBrv+9vX4UuHTiQnPFK3+4+G7z0YS0j5oshcqFSlz0yJJQXo0mCcN6wbo3u346Pvd5C7v7hm6UEiUnVdhtT4oX/esG5k7S3i8Y83hixr1SyhWttsmRIfdpkJbMktJL2nXcsdpsZh1DTfh63TRx9FXukdpH56j0OaY4Sq9bTOkHYWx/SD48q+4b8rt0VV/oLRd3B72xPZW1TCdzvvof+aO0PSvw3TywNxz7PMc2RIra7vGNOSrdRHh7GVWXiDFXz6p+UvdKg9tzdYriS5nVUT43DeXAbcEjeXhZ6jfWWqON8RrhWHjAPrICNkYdgdI9k9todz4t2hr6/KdVveCdPpGTBsQOTmFSJV0ufk8lpPp+v+8YMnOLd1GRKmFtew/r5rI3ithWdOjffd/ghfZo2vA83gLztjxe7kMrh8tXHOwt2npUFQgC4NSkNJbRaR6ht7WHvHAH1o9+p94XZU99ZhlwWkIw+eAnu3OQ+d2CxwG2k9hoHjqDWmL/07nOy8Il5bFRichxvf19rXUZyW0al86nrwfA9fvxqyntP44BB0jOHGZTe9geV2TBn3rRy47uApsGkxfBfaaVNwmaJO//bLOKBwt3X+K+vQsdOgyrcbzTpRaghNpKSRqc5135DZx7PhPdj1c93XbMeCX2aNf6enDUZdls/e9g9L4MHf1d52pcYUoIuISK0a0LUVkwd3Dui9tybNVZy2B1bFVEg6cu+TnQP0riMCp8Ol94VLwfazObcgpE18+PF9jdDttTzEcbtew8VWv/HBweEYw6YlBu0nUsp4cJo4QFmxc5n8xs11PN+RlGccRK2yNHfD4VyKNDRVve4burTOcNTlsS5F3bKHN2uo6rJ8aZ3hiCh6jJd6pQBdRERq3cPnDmTKyENYtWUPQ7vXvGMme3uV9vDs1HFYcIdh4JzeFykF249Tx3U5tOH1Vldw/t5nw7/QltI2dJ7hxjVxFvN7nsPqLXvYW1RCq2YJoceY1hlOmlF5KniklPHgNPG8LNjwruNmDAPuO7Mfxc061v1IGXZHbuGaKSgLU0REmgAF6CIiUidqu8fkqLdndwAUrhMzm386KkSdihqu47q3drbn/JBm9g4p8zu+DdrgADj/VUjrTDpUnnbtmObtsJ9w6eDB88OlzQMGJid2KABfin4dGzwFPnkA9mU7LKy8+YGIiMjBTgG6iIg0PtF2PlTNdFSnjus2ezvixYULvxTt4HTyvCxY8+/AF2Z/U7WdO6WCO6WtR7tefPhhLqNJ+a9Vv64OE5zHoCwiIiIxEGYMFhEREQnHqeO6HNqQdexMKwiGih53/Wt8d28CM7i2urxmOFp2Knik/VRlvUjj4QaPCV/XMr9oOGURERGJAdWgi4iIVFG4jvC6nngqDJsYvsfdcB2hrXwOMkZFX4Boe/aNZr1IHc85jQlfl7qNDLMgBmURERGJAQXoIiIi1RC2I7xIPe6mdYZj/wSfPhw4//s3rfTuqoxvG23PvpWtF7bDvFoa67gqnDr5q81xl0VERBo4BegiIiLVVK2O8JLDjOu+7cuqBei1qZod5tUJu5O/n9+HlA6Nb9xlERGRCBSgi4iI1KdwadzBY7XXt4Y0fnO0nfyJiIg0MuokTkREpD7Zadz+nMZqFxERkSZHNegiIiL1Ldqx2kVERKRJUYAuIiISC0rjFhERkSBKcRcRERERERFpABSgi4iIiIiIiDQACtBFREREREREGgAF6CIiIiIiIiINgAJ0ERERERERkQZAAbqIiIiIiIhIA6AAXURERERERKQBUIAuIiIiIiIi0gDExboAUr9M0wQgPz8/xiWRWCooKNA10MTpGhDQdSC6BkTXQFNnv/d2jCCxpwC9idm1axcAXbv+f3v3HxRVuYcB/Fl3lwVxWQSD3Q3iR0NhoCJgP5CEDLEUG3KyCQFxnGmGAgWdMR1t0qFR1NQpI3VsSmuw8I/QSIsBETAKA5EtktJGBYwBkVqBtETY9/7RvWfuXrDMe2CX3eczc/4453x9z3vmPC58OYeDv41nQkRERERE9qCvrw86nc7W0yCwQXc6Xl5eAIC2tjb+J3RSvb298Pf3x+XLl+Hh4WHr6ZANMAMEMAfEDBAzQH/eOe/r64PRaLT1VOjf2KA7mXHj/nztgE6n4wexk/Pw8GAGnBwzQABzQMwAMQPOjjft7AtfEkdERERERERkB9igExEREREREdkBNuhORqPRYMOGDdBoNLaeCtkIM0DMAAHMATEDxAwQ2SOF4Dv1iYiIiIiIiGyOd9CJiIiIiIiI7AAbdCIiIiIiIiI7wAadiIiIiIiIyA6wQSciIiIiIiKyA2zQncju3bsRFBQEV1dXREVF4csvv7T1lEgm+fn5mDFjBrRaLXx8fJCcnIxz585Z1QghsHHjRhiNRri5uSE+Ph5nz561qrl58yaWL1+OSZMmwd3dHc888wx+/vnn0TwVkkl+fj4UCgVyc3OlbcyA42tvb0daWhq8vb0xfvx4REREoKGhQdrPDDi2gYEBvPrqqwgKCoKbmxuCg4ORl5cHi8Ui1TADjufkyZNYsGABjEYjFAoFjhw5YrVfrmtuNpuRnp4OnU4HnU6H9PR0XLt2bYTPjsj5sEF3EocOHUJubi7Wr1+PxsZGPP7443j66afR1tZm66mRDKqrq5GVlYVTp06hvLwcAwMDSExMxPXr16Wabdu2YefOnSgoKEB9fT30ej3mzJmDvr4+qSY3NxeHDx9GUVERampq8NtvvyEpKQmDg4O2OC26S/X19di3bx+mTp1qtZ0ZcGxmsxkzZ86EWq3GF198gebmZuzYsQOenp5SDTPg2LZu3Yq9e/eioKAAP/zwA7Zt24Y33ngDb7/9tlTDDDie69evY9q0aSgoKBh2v1zXfPHixTCZTCgtLUVpaSlMJhPS09NH/PyInI4gp/Dwww+LzMxMq22hoaFi7dq1NpoRjaSuri4BQFRXVwshhLBYLEKv14stW7ZINX/88YfQ6XRi7969Qgghrl27JtRqtSgqKpJq2tvbxbhx40RpaenongDdtb6+PhESEiLKy8tFXFycyMnJEUIwA85gzZo1IjY29rb7mQHHN3/+fLFs2TKrbQsXLhRpaWlCCGbAGQAQhw8fltbluubNzc0CgDh16pRUU1tbKwCIH3/8cYTPisi58A66E+jv70dDQwMSExOtticmJuLrr7+20axoJPX09AAAvLy8AACXLl1CZ2enVQY0Gg3i4uKkDDQ0NODWrVtWNUajEeHh4czJGJKVlYX58+cjISHBajsz4PhKSkoQHR2NRYsWwcfHB9OnT8e7774r7WcGHF9sbCwqKipw/vx5AMC3336LmpoazJs3DwAz4Izkuua1tbXQ6XR45JFHpJpHH30UOp2OuSCSmcrWE6CR193djcHBQfj6+lpt9/X1RWdnp41mRSNFCIFVq1YhNjYW4eHhACBd5+Ey0NraKtW4uLhg4sSJQ2qYk7GhqKgIZ86cQX19/ZB9zIDju3jxIvbs2YNVq1Zh3bp1qKurw4oVK6DRaLBkyRJmwAmsWbMGPT09CA0NhVKpxODgIDZt2oSUlBQA/BxwRnJd887OTvj4+AwZ38fHh7kgkhkbdCeiUCis1oUQQ7bR2JednY3vvvsONTU1Q/bdTQaYk7Hh8uXLyMnJQVlZGVxdXW9bxww4LovFgujoaGzevBkAMH36dJw9exZ79uzBkiVLpDpmwHEdOnQIhYWF+OijjxAWFgaTyYTc3FwYjUZkZGRIdcyA85Hjmg9Xz1wQyY+PuDuBSZMmQalUDvkJZ1dX15CfqNLYtnz5cpSUlKCyshJ+fn7Sdr1eDwB/mQG9Xo/+/n6Yzebb1pD9amhoQFdXF6KioqBSqaBSqVBdXY1du3ZBpVJJ15AZcFwGgwEPPfSQ1bbJkydLLwPl54DjW716NdauXYsXXngBU6ZMQXp6OlauXIn8/HwAzIAzkuua6/V6XLlyZcj4V69eZS6IZMYG3Qm4uLggKioK5eXlVtvLy8sRExNjo1mRnIQQyM7ORnFxMU6cOIGgoCCr/UFBQdDr9VYZ6O/vR3V1tZSBqKgoqNVqq5qOjg58//33zMkY8OSTT6KpqQkmk0laoqOjkZqaCpPJhODgYGbAwc2cOXPIn1c8f/48AgICAPBzwBncuHED48ZZf2unVCqlP7PGDDgfua75Y489hp6eHtTV1Uk133zzDXp6epgLIrnZ4s10NPqKioqEWq0W7733nmhubha5ubnC3d1dtLS02HpqJIOXXnpJ6HQ6UVVVJTo6OqTlxo0bUs2WLVuETqcTxcXFoqmpSaSkpAiDwSB6e3ulmszMTOHn5yeOHz8uzpw5I2bPni2mTZsmBgYGbHFa9H/677e4C8EMOLq6ujqhUqnEpk2bxE8//SQOHjwoxo8fLwoLC6UaZsCxZWRkiHvvvVccPXpUXLp0SRQXF4tJkyaJV155RaphBhxPX1+faGxsFI2NjQKA2Llzp2hsbBStra1CCPmu+VNPPSWmTp0qamtrRW1trZgyZYpISkoa9fMlcnRs0J3IO++8IwICAoSLi4uIjIyU/gQXjX0Ahl32798v1VgsFrFhwwah1+uFRqMRs2bNEk1NTVbj/P777yI7O1t4eXkJNzc3kZSUJNra2kb5bEgu/9ugMwOO77PPPhPh4eFCo9GI0NBQsW/fPqv9zIBj6+3tFTk5OeK+++4Trq6uIjg4WKxfv17cvHlTqmEGHE9lZeWw3wNkZGQIIeS75r/88otITU0VWq1WaLVakZqaKsxm8yidJZHzUAghhG3u3RMRERERERHRf/B30ImIiIiIiIjsABt0IiIiIiIiIjvABp2IiIiIiIjIDrBBJyIiIiIiIrIDbNCJiIiIiIiI7AAbdCIiIiIiIiI7wAadiIiIiIiIyA6wQSciIhqj4uPjkZubOyJjt7S0QKFQQKFQICIiQrZxly5dKo175MgR2cYlIiJyBGzQiYiIRlFVVZXUoA63PPHEE3c8VnFxMV5//XVpPTAwEG+++ebf/rt/0hwfP34cFRUVdzynv/PWW2+ho6NDtvGIiIgcicrWEyAiInImMTExwzaoJSUlyMzMxMsvv3zHY3l5eck5tWF5e3vD29tbtvF0Oh10Op1s4xERETkS3kEnIiIaRS4uLtDr9VaL2WzG6tWrsW7dOixatEiqbW5uxrx58zBhwgT4+voiPT0d3d3d0v7/fsQ9Pj4era2tWLlypXQ3fjiBgYEAgGeffRYKhUJav1NLly5FcnIytm/fDoPBAG9vb2RlZeHWrVtSze7duxESEgJXV1f4+vriueee+0fHICIiclZs0ImIiGzo2rVrSE5ORlxcnNXj6h0dHYiLi0NERAROnz6N0tJSXLlyBc8///yw4xQXF8PPzw95eXno6Oi47WPk9fX1AID9+/ejo6NDWv8nKisrceHCBVRWVuKDDz7AgQMHcODAAQDA6dOnsWLFCuTl5eHcuXMoLS3FrFmz/vExiIiInBEfcSciIrIRi8WCxYsXQ6lUorCw0Oqu9549exAZGYnNmzdL295//334+/vj/PnzeOCBB6zG8vLyglKphFarhV6vv+0x77nnHgCAp6fnX9b9lYkTJ6KgoABKpRKhoaGYP38+Kioq8OKLL6KtrQ3u7u5ISkqCVqtFQEAApk+fflfHISIicja8g05ERGQj69atQ21tLT799FN4eHhY7WtoaEBlZSUmTJggLaGhoQCACxcu2GK6krCwMCiVSmndYDCgq6sLADBnzhwEBAQgODgY6enpOHjwIG7cuGGrqRIREY0pvINORERkA4cOHcL27dtx7NgxhISEDNlvsViwYMECbN26dcg+g8EwGlO8LbVabbWuUChgsVgAAFqtFmfOnEFVVRXKysrw2muvYePGjaivr4enp6cNZktERDR2sEEnIiIaZSaTCcuWLcOWLVswd+7cYWsiIyPxySefIDAwECrVnX25dnFxweDg4N/WqdXqO6q7WyqVCgkJCUhISMCGDRvg6emJEydOYOHChSN2TCIiIkfAR9yJiIhGUXd3N5KTkxEfH4+0tDR0dnZaLVevXgUAZGVl4ddff0VKSgrq6upw8eJFlJWVYdmyZbdtrgMDA3Hy5Em0t7dbve19uLqKigp0dnbCbDbLen5Hjx7Frl27YDKZ0Nraig8//BAWiwUPPvigrMchIiJyRGzQiYiIRtGxY8fQ2tqKzz//HAaDYcgyY8YMAIDRaMRXX32FwcFBzJ07F+Hh4cjJyYFOp8O4ccN/+c7Ly0NLSwvuv/9+6WVww9mxYwfKy8vh7+8v+wvcPD09UVxcjNmzZ2Py5MnYu3cvPv74Y4SFhcl6HCIiIkekEEIIW0+CiIiI7EtLSwuCgoLQ2NiIiIgI2cdXKBQ4fPgwkpOTZR+biIhorOIddCIiIrqtmJgYxMTEyDZeZmYmJkyYINt4REREjoR30ImIiGiIgYEBtLS0AAA0Gg38/f1lGberqwu9vb0A/nwbvbu7uyzjEhEROQI26ERERERERER24F/lXipBcdK8tQAAAABJRU5ErkJggg==' 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" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a12537d212664da7b0e5595225412cf3",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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" </div>\n",
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' width=1000.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Abschnitt 2.4\n",
"path_1MHz = \"Messungen/Rohdaten/Messung 2.4/1MHz.txt\"\n",
"path_2MHz = \"Messungen/Rohdaten/Messung 2.4/2MHz.txt\"\n",
"path_500kHz = \"Messungen/Rohdaten/Messung 2.4/500kHz.txt\"\n",
"\n",
"# Daten einlesen\n",
"dt_1MHZ = read_oscilloscope_file(path_1MHz, time_div=100)\n",
"dt_2MHZ = read_oscilloscope_file(path_2MHz, time_div=100)\n",
"dt_500kHZ = read_oscilloscope_file(path_500kHz, time_div=100)\n",
"\n",
"# Offset anpassen\n",
"set_u_offset(dt_500kHZ, 800, 1200)\n",
"set_u_offset(dt_1MHZ, 0, 300)\n",
"set_u_offset(dt_2MHZ, 300, 500)\n",
"\n",
"# plotten\n",
"plot_kurven(dt_500kHZ, title=\"500 kHz\")\n",
"plot_kurven(dt_1MHZ, title=\"1 MHz\")\n",
"plot_kurven(dt_2MHZ, title=\"2 MHz\")\n",
"\n",
"# Messwerte u_1max und u_1max,reflektiert\n",
"messwerte_2_4 = pd.DataFrame({\n",
" \"Frequenz [MHz]\": [.5, 1, 2, 2],\n",
" \"u_1max\": [2.605379, 1.8299221221, 1.1870047143, 0.622],\n",
" \"u_1max, reflektiert\": [1.977879, 1.2025221221, 0.9046047143, 0.465]\n",
"})\n",
"\n",
"messwerte_2_4[\"Dämpfung\"] = 20 * np.log10(messwerte_2_4[\"u_1max\"] / messwerte_2_4[\"u_1max, reflektiert\"])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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
}