236 lines
135 KiB
Plaintext
236 lines
135 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 42,
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import matplotlib as mpl\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"\n",
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"\n",
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"def read_oscilloscope_file(file_name, time_div=200):\n",
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" with open(file_name, 'r') as file:\n",
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" lines = []\n",
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" for line in file:\n",
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" lines.append(line.strip())\n",
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" print(file.name)\n",
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"\n",
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" data = pd.DataFrame()\n",
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" \n",
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" data[\"time\"] = np.linspace(0, 12*time_div, 1200)\n",
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" data[\"CH1\"] = np.float_(lines[5:1205])\n",
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" data[\"CH2\"] = np.float_(lines[1212:2412])\n",
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"\n",
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" return data\n",
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"\n",
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"\n",
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"def plot_kurven(data: pd.DataFrame, title=\"\", xStart=0, xStop=0, xStep=200, xStepMinor=100, vlines=[]):\n",
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" fig, ax = plt.subplots(figsize=(10, 4))\n",
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"\n",
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" # time offset\n",
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" if xStop > xStart:\n",
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" data[\"time\"] -= xStart\n",
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"\n",
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" ax.plot(\"time\", \"CH1\", data=data, label=\"Anfang\", ls=\"-\", marker='.')\n",
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" ax.plot(\"time\", \"CH2\", data=data, label=\"Ende\", ls=\"-\", marker='.')\n",
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"\n",
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"\n",
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" # Beschriftungen setzen\n",
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" ax.set_xlabel(\"Zeit t [ns]\")\n",
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" ax.set_ylabel(\"Spannung U [V]\")\n",
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" if title != \"\": ax.set_title(title, fontsize=16, pad=10)\n",
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"\n",
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" \n",
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" # ax.set_xticks(np.arange(data[\"time\"].iloc[0], data[\"time\"].iloc[-1], xStepMinor), minor=True)\n",
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" ax.set_xticks(np.arange(data[\"time\"].iloc[0], data[\"time\"].iloc[-1], xStep))\n",
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"\n",
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" if xStop > xStart:\n",
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" ax.set_xlim(left=0, right=xStop-xStart)\n",
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" else:\n",
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" ax.set_xlim(left=data[\"time\"].iloc[0], right=data[\"time\"].iloc[-1])\n",
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"\n",
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" if xStepMinor != 0:\n",
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" ax.grid(which=\"major\", ls=\"-\", linewidth=0.5)\n",
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" # ax.grid(which=\"minor\", ls=\"-\", linewidth=0.1)\n",
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" else: \n",
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" ax.grid(which=\"major\")\n",
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"\n",
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" ax.legend()\n",
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" ax.axvline(x=73, ls=\"--\", color=\"green\")\n",
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" ax.text(60, 1.0, \"$t_1$\", fontsize=24, color=\"green\", usetex=True)\n",
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"\n",
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" ax.axvline(x=123, ls=\"--\", color=\"green\")\n",
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" ax.text(110, 1.5, \"$t_2$\", fontsize=24, color=\"green\", usetex=True)\n",
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" # plt.show()\n",
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"\n",
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" return fig"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"%matplotlib widget"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"lel = read_oscilloscope_file(\"Messungen/Rohdaten/Messung 2.1/Reflexion bei Kurzschluss.txt\", time_div=200)\n",
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"# plot_kurven(lel)\n",
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"plot_kurven(lel, 1000, 1400)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Alles plotten und als Bilder abspeichern\n",
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"current_directory = os.getcwd()\n",
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"\n",
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"# iterate over all files in the directory \"Messungen/Rohdaten/\"\n",
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"for root, dirs, files in os.walk(os.path.join(current_directory, \"Messungen/Rohdaten/\")):\n",
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" for file in files:\n",
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" if file.endswith(\".txt\"):\n",
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" file_path = os.path.join(root, file)\n",
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" messung = read_oscilloscope_file(file_path, 200)\n",
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" plot_kurven(messung, title=file[0:-4])\n",
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" plot_kurven(messung, title=file[0:-4], start=1000, stop=1500)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Diagramme für 3.2 Kurzschluss\n",
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"kurzschluss = read_oscilloscope_file(\"Messungen/Rohdaten/Messung 2.1/Reflexion bei Kurzschluss.txt\")\n",
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"# kurzschluss.set_index(\"time\", inplace=True)\n",
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"\n",
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"kurzschluss_fig = plot_kurven(kurzschluss, start=1060, stop=1232, title=\"Reflexion bei Kurzschluss\", xStep=10, xStepMinor=5)\n",
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"kurzschluss_fig.savefig(\"Reflexion_bei_Kurzschluss\", dpi=250)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 49,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Messungen/Rohdaten/Messung 2.1/Reflexion im Leerlauf.txt\n"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "5e62840c130c466186c26809cdb44d42",
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"version_major": 2,
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"version_minor": 0
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},
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"image/png": 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bN8+1rantojnGjBkDwNy5c1mwYIFre0ZGBr/73e9qxe00ZMgQOnToQEZGBvfdd5/r/VJSUsIdd9xRb88MERFpYTy7apuIiLQ0da2DXtMrr7xiAmZycrJZXFzs2n733Xe71oqOj483R4wYYQ4dOtSMj493bf/yyy/d9kU9a0sfax100zTNI0eOmGeeeabr+V26dDFHjhxpDho0yIyIiHBtd8a3c+dOMyYmxgTML774otb+zjnnHBMwp02b1uA4nn/+edMwDBMwk5KSzBEjRphxcXGuNck/++yzWs853hrizjXNj/X61/ecmTNnmrGxsWZ4eLg5bNgwMzU11fU63HzzzXU+d968eWZkZKQJmOHh4eYJJ5xgnnTSSWbnzp1dz50xY0ajzqEuznW/g4KCzHbt2tX7c+WVV7qe89xzz5k2m80EzDZt2pjDhg0zhw8fbiYlJblie+GFF9yO09h2UT22+tYkd6qvrU6ePNl1X8+ePc0TTjjBDA4ONtu0aWM+/fTT9a5n/uabb7qel5iYaA4fPtyMiYkxo6OjzSeeeELroIuItAKqoIuISLNdccUVdOjQgczMTF599VXX9kceeYSff/6Zyy67jKioKNasWcPOnTvp1KkT11xzDZ9//jlnnHGGR2KIjo7mq6++4u233+bss8+mqKiIlStXkpWVxeDBg5kxYwa//vor4eHh2O12pk2bRn5+PjfeeCPnnHNOrf29+uqrtGvXjjfeeIMPPvigQTHcdNNNLFq0iN/+9rfY7XZWr15NZGQkV1xxBStXruS8887zyLk2VO/evfn111+ZOHEiu3fvJiMjgyFDhjB79myee+65Op9z0UUXsXHjRm6//XZSU1PZsmULGzduJDIykosuuojXX3/dNazBE+x2O4cPH673p3oPhltuuYXVq1dz3XXXkZiYyIYNG9i2bRsJCQlceumlvPfee0ybNs1t/41pF57y9ttvc++995KamsquXbtcQyiWLVvmWte+LldccQVz585l2LBhHDlyhLS0NM444wyWLl3KsGHDPBafiIj4L8M0fTwVq4iIiIiIiIjUogq6iIiIiIiIiB9Qgi4iIiIiIiLiB5Sgi4iIiIiIiPgBJegiIiIiIiIifkAJuoiIiIiIiIgfUIIuIiIiIiIi4geUoIuIiIiIiIj4ASXoIiIiIiIiIn5ACbqIiIiIiIiIH1CCLiIiIiIiIuIHlKCLiIiIiIiI+AEl6CIiIiIiIiJ+INjqAKThHnnkEebNm8fmzZuJiIjglFNO4bHHHqNPnz4N3ofdbmf//v20adMGwzC8GK2IiIiIiPgz0zQ5cuQIHTp0IChItVt/YJimaVodhDTMhAkTuOSSSxgxYgQVFRX89a9/Zd26dWzcuJGoqKgG7WPv3r107tzZy5GKiIiIiEig2LNnD506dbI6DEEJekA7dOgQ7du354cffuC0005r0HPy8vKIi4tjz549xMTEeDlC/7J8+XKGDx9udRg+p/NuXXTerYvOu3XRebcuOu/Wxarzzs/Pp3PnzuTm5hIbG+vz40tt6uIewPLy8gCIj4+v9zGlpaWUlpa6bh85cgSAmJiYVpegR0VFtbpzBp23vykqL2LESyMAWHb9MiJDIj26f389b2/Tedfm7bZmJf2+Wxedd+ui87aGhr76D1XQA5Rpmlx44YXk5OSwaNGieh93//33M2vWrFrbFy5c2OBu8S1FTk4Obdu2tToMn9N5+5fiimLGLRgHwHfjvyMiOMKj+/fX8/Y2nXdt3m5rVtLvu3XRebcuOm/fKiws5IwzziAvL69VfjHij5SgB6hbbrmFzz//nJ9++umY40VqVtCd3Vha45tw6dKljBw50uowfE7n7V8KywqJfiQagIKZBUSFevaLMn89b2/Tedfm7bZmJf2+Wxedd+ui8/at/Px8YmNjW2Vu4K/UxT0A3XbbbXzyySf8+OOPx53MISwsjLCwMB9FJiIiIiIiIk2lBD2AmKbJbbfdxocffsj3339Pt27drA5JRERERKRedrudsrKyRj2npKTES9H4N2+cd0hICDabzeP7Fe9Rgh5AbrnlFt555x0+/vhj2rRpQ2ZmJgCxsbFERLScsYUiIiIiEvjKyspIT0/Hbrc3+DlhYWGkp6d7MSr/5M3zjouLIzk5WRPBBQgl6AHkhRdeAGDs2LFu21977TWmT5/u+4BEREREROpgmiYZGRnYbDY6d+5MUFBQg55XWFjY6iYyBu+ct2maFBUVcfDgQQBSUlI8un/xDiXoAUTz+YkEPsMw6Brb1XVdxFvU1kTEShUVFRQVFdGhQwciIxu+zGNFRQXh4eFejMw/eeu8nb1sDx48SPv27dXdPQAoQRcR8aHIkEh23rHT6jCkFVBbExErVVZWAhAaGmpxJOL8gqS8vFwJegBoWF8TERERCTx5+yD9R8eliIgF1IPHevodBBYl6CIiIl6wMmMlN356o4UBvAFPD4TXJzouV75hXSwiIq3M7NmzXWPvn376aavDkQCiBF1ExIeKy4sZ8dIIRrw0guLyYqvDES+a8t4UZq+czcqMlb4/eN4+ij/9AyPMfEZQQLFZCZ/eoUq6iEgDLV68GJvNxoQJExr93Pz8fG699VZmzJjBvn37uOGGG7wQobRUStBFRHzIbtpZvn85y/cvx242fNkZCSy5Jbmk5aQBMDRlqO8DOLTZ0dYMx48dwKyE7B2+j0VEJAC9+uqr3Hbbbfz000/s3r27Uc/dvXs35eXlnHfeeaSkpDRqkjwRJegiIiIetiBtAWBRcl56BH58vO77Vr0N9krfxiMiEmAKCwuZO3cuN910E+effz5z5sxx3ff9999jGAYLFy5k+PDhREZGcsopp7BlyxYA5syZw6BBgwDo3r07hmGwc+dOduzYwYUXXkhSUhLR0dGMGDGCBQsWuB03NTWVhx9+mGuuuYY2bdrQpUsXZs+e7faYxYsXc8IJJxAeHs7w4cP56KOPMAyD1atXe/U1Ed9Rgi4iIuJh3+z4BoDx3cb79sCFWfD6BbB7CQRVmznZOUHQ2v/B+9dARalv4xIRaYaMvGIW78giI883Q8Peffdd+vTpQ58+fbjiiit47bXXai13/Ne//pUnn3yS5cuXExwczDXXXAPA1KlTXYn3r7/+SkZGBp07d6agoIBzzz2XBQsWsGrVKs4++2wmTpxYqzr/5JNPMnz4cFatWsXNN9/MTTfdxObNmwE4cuQIEydOZNCgQaxcuZIHH3yQGTNm+OAVEV/SMmsiIiIetiDd8eHszB5n+uaAeftg9y+w8EHI3QmR7eDiN+D1MY77b1kOB9bDB9fDxo+gOAfO/ScUHID4HhDb0TdxikirZZomxeXH78FTVFZJUFmF6/YHK/Zy3ycbsJsQZMCsCwbwu2GdGnXsiBBbo2Yyf+WVV7jiiisAmDBhAgUFBSxcuJDx449+6fqPf/yD008/HYC7776b8847j5KSEiIiImjXrh0AiYmJJCcnAzBkyBCGDBniev5DDz3Ehx9+yCeffMKtt97q2n7uuedy8803AzBjxgyeeuopvv/+e/r27cvbb7+NYRi89NJLhIeH079/f/bt28f111/fqNdD/JsSdBEREQ+qPv58fHcfVNBXvgGf3g7OOQ0i2sLVX7kn3TEdIKEXhMfBu1dA+g/wfyc57jOCYOIzMHSa92MVkVaruLyS/n+f36x92E249+MN3PvxhkY9b+MDZxMZ2rC0Z8uWLfz666/MmzcPgODgYKZOncqrr77qlqAPHjzYdT0lJQWAgwcP0qVLlzr3W1hYyKxZs/jss8/Yv38/FRUVFBcX16qgV9+vYRgkJydz8OBBV2yDBw8mPDzc9ZiTTjqpQeclgUMJuoiISDOk5aQxbPYwcktya91nzDpasbnrlLt47MzHPHrs0OJD8FW15BygJA9Co+p+Qo9x8LtX4b8XH91m2h0zvPc4Q5V0EWn1XnnlFSoqKujY8ejfQ9M0CQkJIScnx7UtJCTEdd1Znbfb65/89S9/+Qvz58/niSeeoGfPnkRERDB58mTKysrcHld9v859O/drmmatngA1u95L4FOCLiLiYwmRCVaHIB7UvW13cmYc/dB246c3MnvlbK8k5DWFF+1zT87BcTs7DToOrbuthUbU3mZWOp6jBF1EvCQixMbGB84+7uMKCgqJjnZ8yZiZV8L4f/2AvVoOGmTAgjtPJzk2vJ491H3shqioqOCNN97gySef5KyzznK773e/+x1vv/02AwcObPBxq1u0aBHTp0/noosuAqCgoICdO3c2ah/Obu6lpaWEhYUBsHz58ibFI/5LCbqIiA9FhUZx6C+HrA5DvMiX489LIjsCBlDt06thg/ju9be1+B6Obu3VE/uq54iIeIthGA3qZm4Ptbke1z0xmkcmDeKeeeupNE1shsHDkwbSPTHaKzF+9tln5OTkcO211xIbG+t23+TJk3nllVd46qmnmrTvnj17Mm/ePCZOnIhhGNx7773HrLjX5bLLLuOvf/0rN9xwA3fffTe7d+/miSeeAGjUGHvxb0rQRUREPKSx489nr5jNiv0rSMtNI7s4m6kDpnLX6LsafLyyiERokwJH9js2GDaY+PSxK+GxHR1jzquPWz/vX6qei4hfmjqiC6f1TmRnVhGpCZGkxNbRC8hDXnnlFcaPH18rOQdHBf3hhx9m5cqVTdr3U089xTXXXMMpp5xCQkICM2bMID8/v1H7iImJ4dNPP+Wmm27ihBNOYNCgQfz973/nsssucxuXLoFNCbqIiIiHzN0wF2hYcj7jmxmc2eNMbhh2A3B0LPu7G95lxQ0rGnS88II9juTcsMElb0HykIYl2kOnQeoYePE0KM2HKA27EBH/lRIb4dXE3OnTTz+t976hQ4e6xnvfeeedbvedcMIJbmPBa94Gxxrn3377rdu2W265xe12XV3ea65vfsopp7BmzRrX7bfffpuQkJB6J6eTwKN10EVEfKi4vJixc8Yyds5Yist9s56r+M43aY71z8/sfuzu7SszVtIusp1bIt+9bXfem/IeKzNWMuObhq1rG3/gJ8eVHuOgz7luyflx21p8Nxh+teP68lcadDwREbHWG2+8wU8//UR6ejofffQRM2bM4OKLLyYiwvtfYIhvKEEXEfEhu2nnh10/8MOuH7DXnNxLAt6CNMf48+NV0B/56REm959ca/v47uOJC4/j8cWPN+h48ZmLHFf6X1jrvga1tWFXAwbs+BYO72jQMUVExDqZmZlcccUV9OvXjz/+8Y9MmTKF2bNnWx2WeJASdBEREQ9Iy0lzLbU2NGXoMR+7MmMlPZ7t4RqvXl33tt1d+zum7DSi8rc7urf3Oa9JMRPfDXqe4bi+4rWm7UNERHzmrrvuYufOnZSUlJCens5TTz1FZGSk1WGJBylBFxER8YD3N74PNGz8+fhujkp5fER80w+48RPHZbcxENWu6fsZfq3jctXbUF7S9P2IiIhIsylBFxER8QDn+PMp/afUuu/MN93HpL848UVyZuQQFx5X67FpOWnEhce5Kun12vix47KO7u2N0vtsiOkExdmw8aPm7UtERESaRQm6iIiIByzfvxyoXUF/f+P7x500rvpjc0tyeWz8Y8d+YO5u2L8SkyDoe36T4nUJssGw6Y7ryzRZnIiIiJWUoIuIiHiAc/x59cp3bkkuL654sUFrm+eW5HL9p9czuf9k19Jr9arq3n4kfhBEt29yzC5Dp0FQMOz9FTLXNX9/IiIi0iRK0EVEfCwyJJLIEE3o0tI4Z2V3JuppOWlc/+n1vDflvQY9//pPr2d4h+ENe/wmR4KenXzqMR/W4LbWJuloJX75q8d/vIiIiHhFsNUBiIi0JlGhURTeU2h1GOIF7015jxs/vZEp701xTAAXHs9LE1+qc5x5TY///Di5Jbl8c+U3xz9Q/n7YsxSA7KRTSa3nYY1uayOudYxBX/M/x7j0pEFu66qLiIiI9ylBFxER8ZAXJ77Y6Oe8v/F9lu1f1rDkHGDTp47LzqMoD2/G7O01pY6B6CQoOADvTAUjCCY+4+j+LiIiTfb9998zbtw4cnJyiIuLszoc8XPq4i4iImKRBWkL+GbHN7W6tb+/8f3610H31OztNeXvh4KDR2+bdvj0Dsjb59njiIj4senTp2MYRq2fCRMmWB2atBJK0EVEfKikooTz3jmP8945j5IKrTndmqXlpPHNjm/qrLp/s+ObupdZO3IAdi12XO838Zj7b3Rby94BmO7bzErIrueLAhGRFmrChAlkZGS4/fz3v/+1OixpJdTFXUTEhyrtlXyx7QvXdWmdcktyOfPNMxmaMpQp702pdV92cXbdT1z1JmBC8mCI6wzsr/cYjW5r8T0c3dpN+9Fthg3ij7Meu4hICxMWFkZycnKd9xmGwUsvvcTnn3/O/Pnz6dixI08++SQXXHCB6zFffPEFd9xxB3v27GHUqFFcddVVtfazePFi7r77bpYtW0ZCQgLnn38+TzzxBFFRUV47LwkMqqCLiIj42BlvnEFaThrvb3y/1s+CtAXER8TXftLKN+DbBx3XM9c5bntSbEfHmHPDOLpt4tOaKE5ErJe3D9J/9JshN7NmzeLiiy9m7dq1nHvuuVx++eVkZzu+WN2zZw+TJk3i3HPPZfXq1Vx33XXcfffdbs9ft24dZ599NpMmTWLt2rW8++67/PLLL9x6661WnI74GVXQRUREfGzFDSsa94S8ffDp7dU2mPDpHYSe7uEkfeg06HAi/GeM4xipYzy7fxFpvUwTyouO/7iyIiir9kXh6nfgy7scvXuMIDjncTjhssYdOyTS/cvH4/jss8+Ijo522zZjxgzuvfdewDFO/dJLLwXg4Ycf5t///je//vorEyZM4IUXXqB79+489dRTGIZBnz59WLduHY899phrX//85z+57LLLuOOOOwDo1asXjz/+OOeccw4vvPAC4eHhjTs/aVGUoIuIiPi77B3uXc8BzErCiurv4t5kyYOg2xhHtWrTJzD69uM/R0TkeMqL4OEOx31Y9LHuNO3wxZ8dP41xz34IbXjX8XHjxvHCCy+4bYuPP9qzafDgwa7rUVFRtGnThoMHHZNsbtq0iVGjRmFU+0Lg5JNPdtvXihUr2L59O2+//bZrm2ma2O120tPT6devX4NjlZZHCbqIiIi/i+8BGLhN4mbYKI08/ofdJul/oSNB36gEXURan6ioKHr27Fnv/SEhIW63DcPAbnd8iWqaZl1PcWO327nxxhv5wx/+4NpWWFhIVFQUXbp0aWLU0lIoQRcREfF3sR2h62jY9ZPjtmGDiU9TVp7oneP1nQif/xn2LYfcPVUT0omINENIpKOSfRwFBYVER1dVu/P3w/+dVHvyyluWQkwjvqAMiWxksE3Xv39/PvroI7dtS5Yscbs9dOhQNmzY4PYlQEFBQa1u9dI6aZI4EWlVVmas5MZPb7Q6DJHGqyxzXJ72F7hjnWO8uLe0SYKupziub/rUe8cRkdbDMBzdzI/7E3n0ekKvqskrbVX7cHw5SUKvBu6r6qcR488BSktLyczMdPvJyspq0HN///vfs2PHDu688062bNnCO++8w5w5c9weM2PGDH755RduueUWVq9ezbZt2/j888+57bbbGhWntEyqoItIqzLlvSmk5aRx4/AbGZoy1OfHjwqNwrzv+N3fRNzY7XBwo+P6wMkNmlm92W2t/4Ww62fY+DGcfHPT9yMi0hxDp0GPMyA7zbHsow9Wlvjqq69ISUlx29anTx82b9583Od26dKFDz74gD/+8Y88//zznHTSSTz88MNcc801rscMHjyYH374gb/+9a+MGTMG0zTp1q2ba+I5ad2UoItIq5FbkktaThqAJcm5SJPl7oSyArCFQbv6x0V6VL+JjpmT9yxxdDNtTHdSERFPiu3osyUf58yZU6viXV1dY8xzc3Pdbp9//vmcf/75btuuvvpqt9sjRozg66+/dt1WF3dxUhd3EWk1FqQtAJScSwDKXO+4bN8PbD76bj2mA3Qe6bi+6TPfHFNERKSVU4IuIq3GNzu+AWB8t/GWxVBSUcKU96Yw5b0plFSUWBaHBJgDGxyXSQMb/BSPtLX+FzouN37ctOeLiIhIoyhBF5FWY0G6o4J+Zo8zLYuh0l7J+xvf5/2N71Npr7QsDgkwB6oq6MkNT9A90tb6XeC43PUzFBxs2j5ERESkwZSgi0irUH38+fju1lXQRZokc53jMmmAb48b1xk6DgNMzeYuIiLiA5okTkRapH1F+2j7WFtyS3Jr3WfMOrrcyl2n3MVjZz7mw8hEGqkkH3J3Oa43oou7x/S/EPatcHRzH3Gt748vIiLSiihBF5EWqWNkR3Jm5Lhu3/jpjcxeOVsJuQQe5/JqMR0hMt73x+93AXzzd9j5ExRmQVSC72MQkYBV16zn4lv6HQQWdXEXkVbBH8afizSJVd3bneK7QcoQMCvhp6cgb581cYhIQLHZbACUlZVZHIkUFRUBEBISYnEk0hCqoItIi9fU8eeP//w4y/Yv470p73krNJHja8IM7h4X1wUy1sAvz8GS52HiMzB0mnXxiIjfCw4OJjIykkOHDhESEkJQUMPqgqWlpQQHt74UxRvnbZomRUVFHDx4kLi4ONeXJuLfWl/rF5FWZ+6GuUDDkvMbP72R7JJsusd15/HFjzO5/2RvhydybE2Ywd2j8vbB5s+P3jbt8Okd0OMMiO1oTUwi4vcMwyAlJYX09HR27drV4OeVlpYSFhbmxcj8kzfPOy4ujuTkZK/sWzxPCbqItHjfpDnWPz+z+/G7t7848UXX9dkrZ3s8lsiQSApmFriuixyT3Q4HqsagN7KC7rG2lr3DkZRXZ1ZCdpoSdBE5ptDQUHr16tWobu5r1qyhb9++XozKP3nrvENCQlQ5DzBK0EWkxVuQ5hh/7g/LqxmGQVRolNVhSKDISYfyQggOh/gejXqqx9pafA8wgtyTdMMG8d2bv28RafGCgoIIDw9v1HMa+/iWorWet7jTJHEi0qKl5aS5llobmjLU2mBEGsvZvb19P7BZ9J16bEfHmHOj2keGiU+rei4iIuIFStBFpEV7f+P7gH9UzwFKK0qZ/tF0pn80ndKKUqvDEX+XWZWgN2EGd4+2taHT4Lpvq24YjqXXRERExOOUoItIi+Ycfz6l/5Ra9535pu+XXKuwV/D6mtd5fc3rVNgrfH58CTCuGdwHNfqpHm9rHU+Edj0BE3Ytbv7+REREpBYl6AHmxx9/ZOLEiXTo0AHDMPjoo4+sDknEry3fvxyoXUF/f+P7DZo0TsRSB6rWQLdqBveaUsc4Lnf+ZG0cIiIiLZQS9ABTWFjIkCFDeO6556wORSQgOMefd2/b3W3biyte5K7Rd1kUlUgDlORB7m7H9SZ0cfeKbs4E/Udr4xAREWmhNIt7gDnnnHM455xzrA5DJGBM7j+Z9ze+T25JLnHhcaTlpDFjwQzem/Ke1aGJHJtzebWYThDR1tpYnLqe6rjMXA9F2RAZb208IiIiLYwS9BautLSU0tKjkwPl5+dbGI2I77035T1u/PRGprw3hbjwOOLD43lp4kvEhcdZHZrIsTlncPeX7u0AbZIgoQ9kbXGMQ+93vtURiYiItChK0Fu4Rx55hFmzZtXavnz5cqKiWtdazDk5OSxdutTqMHxO5w3XtL8G2h+9b8uaLQ3aR2VFJdmHsz36+hVXFLuuL1u2jIjgCI/tG/T7bkm6rV9Ie2BfZVv21nNuxzpvb7W11MheJLGFjCXvszs/0SP7bKyW+PtuCJ1366Lzbl2sOu/CwkKfH1OOTQl6Czdz5kzuvPNO1+38/Hw6d+7M8OHDiYmJsTAy31u6dCkjR460Ogyf03k3ne17G/Ht4j36+hWWFcICx/URI0YQFerZL8r0+25B1h4CoOOJZ9FxYN3ndqzz9lpbi54Muz8jpWQbKRa95i3y990AOu/WRefdulh13upd63+UoLdwYWFhhIWFWR2GiFSJDInk4J8Puq6L1MleCQerxqAnN36JNfBiW3OOQz+wHgoPQ1Q7z+1bRESkldMs7iIi9cgtyXXNAu8phmGQGJVIYlQihmF4dN/SguTshPIiCI6A+O7HfXhdvNbWohMhsZ/j+q6fPbdfERERUQU90BQUFLB9+3bX7fT0dFavXk18fDxdunSxMDKRluHxnx9n2f5lrMxYCcCCtAUMmz2M7m27M3XAVCb3n2xxhNIqZFatf96+HwTZrI2lLqmnwqFNsHMR9L/A6mhERERaDCXoAWb58uWMGzfOdds5vvyqq65izpw5FkUl0nJ4e2300opS7pzveN/+6+x/ERasIShSBw/M4O7VttZtDCx7CXb+5Ll9ioiIiBL0QDN27FhM07Q6DBFpogp7Bc8vfx6Ax898nDCUoEsdDmxwXCY1PUH3altzjkM/uBEKsyAqwXP7FhERacU0Bl1ERMTf7F/tuIxOtjSMekW1g/YDHNdVRRcREfEYJegiIiL+ZMl/4Mh+x/X3p8PKNywNp17dxjgudy6yNg4REZEWRAm6iIiIv8jbB/NnHr1t2uHTOxzb/U1qVTd3VdBFREQ8Rgm6iIiIv8je4UjKqzMrITvNmniOpetowIBDm6HgoNXRiIiItAhK0EVERPxFfA+gxprlhq3Ja6F7VWT80Uns1M1dRETEI5Sgi4iI+IvYjtBl1NHbhg0mPu3Y7o+c49DXvuef3fBFREQCjJZZExHxoYiQCNJvT3ddF6klONxxOfoOOOmGJifnPmlrleWOy61fwrb5MPEZGDrNO8cSERFpBZSgi4j4UJARRGpcqtVhiD/L2+O47HlGsyrnXm9reftg+StHbzsntOvRvLhFRERaM3VxFxER8RemCXl7HddjO1sby/EE0oR2IiIiAUIJuoiID5VVlvGXr//CX77+C2WVZVaHI/6m8BBUlAAGxDSvCu31thbfA4waHyP8dUI7ERGRAKEEXUTEh8ory3nilyd44pcnKHeO3xVxyq3q3t4mBYJDm7Urr7e12I6OMefVk3R/ntBOREQkAChBFxER8Rd5ux2XcX7evd1p6DS47tuqGwb0v9DScERERAKdEnQRERF/4aygx3WxNo7G6HgitE0FTNi7zOpoREREApoSdBEREX/hnMHd3yeIq6nLyY7L3UusjUNERCTAKUEXERHxF7kB1sXdqcsox6USdBERkWZRgi4iIuIvnF3cYwOoizscraDvXQ4VWp1ARESkqZSgi4iI+AtnF/dAq6An9IaIeKgohsy1VkcjIiISsIKtDkBEpDWJCIlg/U3rXddFXIpzoTTfcT22U7N359O2ZhiObu5bvoDdv0Cn4d49noiISAulCrqIiA8FGUEMaD+AAe0HEGToT7BU46yeR7aD0Khm787nbU3j0EVERJpNnw5FRET8QW6AzuDu5JrJ/RcwTWtjERERCVDq4i4i4kNllWU8vOhhAO4Zcw+htlCLIxK/4eHx5z5vaylDIDgcig7D4e2Q0Mu7xxMREWmBVEEXEfGh8spyZv0wi1k/zKK8stzqcMSfOJdY89AM7j5va8Fh0HGY47q6uYuIiDSJEnQRERF/EKgzuFencegiIiLNogRdRETEHzjHoMcF2Bro1VUfhy4iIiKNpgRdRETEH7i6uAdwBb3TCMCA7B1QcNDqaERERAKOEnQRERGrlRVBUZbjeiB3cY+Ig6QBjuvq5i4iItJoStBFRESslrfXcRnaBsLjLA2l2TQOXUREpMmUoIuIiFgtr6p7e1xnMAxrY2kujUMXERFpMq2DLiLiQ+HB4fx63a+u6yLA0QniPDj+3LK25qygZ6yBskIIjfLdsUVERAKcEnQRER+yBdkY0XGE1WGIv/HCEmuWtbXYTo4vGvL2wN7l0P1038cgIiISoNTFXURExGpeqKBbSuPQRUREmkQV9AZ69tlnG/2cq6++mjZt2nghGhEJVGWVZTyz5BkAbh91O6G2UIsjEr/ghQq6pW2tyyhY957GoYuIiDSSEvQGuuOOO+jUqRM2m61Bj9+zZw/nn3++EnQRcVNeWc5dC+4CYFKfq+mRkGBxROIXXBX0Lh7bZfW2dvOIm32coFebKC5nF7Tt6rtji4iIBDAl6I2wfPly2rdv36DHKjEXkbq8v2KP6/oZT/7AY5NGMHWE55IyCUCV5XBkv+N6IK+BXt3e5Y7LihJ49gSY+AwMnWZpSCIiIoFAY9Ab6L777iM6OrrBj7/nnnuIj4/3YkQiEmgy8oq575MNrtt2E+7+YB1zl+2huKySjLxiFu/IIiOv2MIoxefy94FpB1soRDXsS2C/lrcPPrvj6G3TDp/e4dguIiIix6QKegPdd999jXr8zJkzvRSJiASq9KxC7Kb7NhO464O13PPROioqHXcGGfDIpEGqrLcW1SeIC2oB35tn73Ak5dWZlZCdBrEdrYlJREQkQLSATwK+c8IJJ/Dcc8+Rk5NjdSgiEoC6xEfW2mYAidFhruQcHJX1e+atUyW9tfDCBHGWiu8BRo2PF4YN4rtbE4+IiEgAUYLeCCNHjuRvf/sbHTp04NJLL2XhwoVWhyQiAeSXHYfdbtsMg0d/N4hnLjmh1mMrTdiZVeSjyMRSLW2JtdiOjjHn1ZP08/6l6rmIiEgDKEFvhBdffJHMzExmz57NgQMHOOuss0hNTeWBBx5g9+7dVocnIn6spLySJ7/e6rZtwZ9OY+qILnRLjCLIqP2cnVmFPopOLJVX9f8jrgUNaRg6DW5fC8HhjttdRlobj4iISIBQgt5I4eHhXHnllXz77bds376dK6+8kldeeYXu3btz9tlnM3fuXKtDFBE/9OrP6WTml9ApNob5ly/gu6u+IzW+LQApsRE8MmkQNsORpTtz9Qc/38jmzHyLIhaf8VIFPTw4nO+u+o7vrvqOcGei7EtxnSFliOP6gQ3HfqyIiIgAStCbpVu3bjz44IPs3LmT//3vfyxfvpxLL73U6rBExM9kF5bxwnc7ALhrQn/O6nkGY1PHYguyuR4zdUQXfrp7HP+9fhQ/3jWWU3smUFRWyXWvLye7sMyq0MUXvDQG3RZkY2zq2FptzaeSBjouM9dZc3wREZEAowS9mb777juuuuoqpk+fTmVlJddff73VIYmIn/n3t9s4UlrBgA4xXDCkQ72PS4mN4OQe7egcH8Vzl51I13aR7M0p5qa3VrA7u1BLsLVEdjvk7XVcbylj0KtLGuC4PLDe2jhEREQChJZZa4Ldu3czZ84c5syZw86dOxkzZgzPP/88U6ZMISIiwurwRMSP7DpcyFtLdgEw85x+VJoVvPDrbABuGHYDIbaQOp8XFxnKy9OGc9Hzi1mans1pj38PaAm2FqfwIFSWOSZUi6n/y5umKK8sZ/aK47c1r0oe5LhUF3cREZEGUQW9Ed555x3OPPNMunfvzosvvsjUqVPZunUrP/zwA9OmTVNyLiJuMvKKmfHBWsorTU7rncipvRIoqyzj1i9v5dYvb6Ws8thd13slteHv5/d32+ZYgm29KuktRW7VBHFtOoCHE+jGtDWvaV/Vfo9kQOHhYz9WREREVEFvjOnTp3Peeefx0Ucfce655xIUpO83RKRu7y7bzd3z1mFWLW9+Yue4Ju2nU3ztL/4qTZOdWUWkxOpLwYDnTNBbyhroNYVFQ9tukJMOB9ZB97FWRyQiIuLXlKA3wt69e2nfvr3VYYiIn8vIK2ZmteQc4Llvt3PJSZ2JaWRO3S3BsQSbvdq+bIZBakKkZ4IVa+W1sDXQ65I8sCpB36AEXURE5DhUAm6gTz75hLZt2zb48V988QXFxeqCKtIapWcVuiXUcLTq3VjOJdicS68ZwMOTBqp63lI4l1hrSWug15RUNQ49UxPFiYiIHI8S9Aa66KKLyM3NbfDjL7nkEjIyMrwXkIj4rW4JUa6E2qk5Ve+pI7rwf5edCEBEqI0LhnRsZoTiN7y0xJpf0UzuIiIiDaYu7g1kmibTp08nLCysQY8vKSnxckQi4q9SYiPonRTNlgMFgCM5d1a9C8sKm7TPCQNT6Bi3mX25xXyz6cAxl2uTAJLbSrq4AxzaDJXlHp8MT0REpCVRBb2BrrrqKtq3b09sbGyDfi6//HJiYmK8Esvzzz9Pt27dCA8PZ9iwYSxatMgrxxGRpikqqyD9sKM7+z8nD+anu8c1e1m0oCCDi050VM4/XLm32TGKHzDNahX0FtzFPa4rhLZxLCeXtc3qaERERPyaKugN9Nprr1kdAgDvvvsud9xxB88//zyjR4/mxRdf5JxzzmHjxo106dKCP+CJBJCftx+mrMJO5/gIJg/rhGEc7fAeFhzGZ5d+5rreGBcN7chz323nx21ZHDpSSmKbxj1f/ExxDpQ5elkQ28nju29OW/Mow3B0c9+zxDFRXFL/4z9HRESklVIFPcD861//4tprr+W6666jX79+PP3003Tu3JkXXnjB6tBEpMrCTQcAOKNvkltyDhAcFMx5vc/jvN7nERzUuO9IeyRGM6RzHJV2k0/W7PdYvGIRZ/U8PBaKsj2+++a0NY9zdnM/sM7aOERERPycEvQAUlZWxooVKzjrrLPctp911lksXrzYoqhEpDq73eTbzQcB+E1fzy/LOMnZzX2VurkHvJVvOi5L8uDpgbDyDWvj8SbnRHGayV1EROSYlKAHkKysLCorK0lKSnLbnpSURGZmZp3PKS0tJT8/3+1HRLxnw/58Dh4pJSrUxsju8bXuL68sZ87qOcxZPYfyyvJG73/ikA4EBxms35fP1gNHPBGyWCFvHyx7+eht0w6f3uHY7iHNbWse5Vxq7cAGa+MQERHxcxqDHoBqdpk1TbPWNqdHHnmEWbNm1dq+fPlyoqKivBKfv8rJyWHp0qVWh+FzOm/fem+TY5b2AQk2Vq9YXuv+4opirl5wNQCphalEBDd+PfMT2oewPLOM//tsGZcNdH8f6/cdGGIOr6YfpvtGs5KNP3/OkXZDGryfY523J9qapwRVFDMcA6MgkxU/zqciLK5Z+wu037en6LxbF51362LVeRcWNm11GfEeJegBJCEhAZvNVqtafvDgwVpVdaeZM2dy5513um7n5+fTuXNnhg8f7rVZ5v3V0qVLGTlypNVh+JzO27ce+vUnoJjJp/Rl5PDaS2cVlhXCAsf1ESNGEBXa+C/KronMYPnbK/n1oMlTI04iKOjoF3T6fQeIvE7w613u2wwb/UefB7ENX+f+WOftibbmUSu6QXYawzqGQo/m/a4C7vftITrv1kXn3bpYdd7qXet/lKA3wgMPPFDn9tjYWPr06cNZZ51FUJD3Rg2EhoYybNgwvvnmGy666CLX9m+++YYLL7ywzueEhYU1eO12EWmeA/klrNuXh2HAuD6eH3/u9Ju+7WkTHkxGXglL0g5zSs8Erx1LvCS2I7RNhZydjtuGDSY+3ajkPOAkDYTsNEc39x7jrI5GRETELylBb4QPP/ywzu25ubns27ePAQMGMH/+fNq3994H8zvvvJMrr7yS4cOHc/LJJzN79mx2797N73//e68dU0Qaxjk53JBOcV5dAi08xMb5gzvw3193M2/VPiXogaqizHF57r+gz4SWnZwDJA+CTZ/AAU0UJyIiUh8l6I2watWqeu/LyMjgsssu45577uHll1+u93HNNXXqVA4fPswDDzxARkYGAwcO5IsvvqBr165eO6aINMzCTY4E/QwvzN5e06ShHfnvr7v5fO1+zh+UQp+UNqTEWjfGWBqpsgIKqoYr9TsP2iRbG48vaCZ3ERGR41KC7iEpKSk89NBDXHnllV4/1s0338zNN9/s9eOISMOVlFfy8/YsAH7Tz/sJ+vCubWkbFUJOYTnT5ywjyIBHJg0i1etHFo8oyHTM3B4UAlHeby9+IalqLfRDm6GyHGwh1sYjIiLih7TMmgd17NiRgwcPWh2GiFjgl7TDFJdXkhIbTv8U70/AmJlfQm7h0aWz7CbcM289h4srvX5s8QDncmoxKeDFuUv8SlwXCIsBezlkbbU6GhEREb+kCroHrVmzhtTUVKvDEBELLNx0AHBM4FbfsocAYcFhzJ0813W9qdKzCmsu0kWlaZJZoAQ9IOTvdVzGdPLaITzV1jzGMBzd3Hf/4ujm7uzyLiIiIi5K0BuhvmUI8vLyWLZsGX/605+47rrrfByViFjNNE2+dY4/P0739uCgYKYMmNLsY3ZLiCLIcFTOnWyGQXK0rdn7Fh9wVtC9ODGcp9qaRyUNdCToB9YDU62ORkRExO8oQW+EuLi4eitjhmFw4403ctddd9V5v4i0XJszj7A/r4TwkCBO6eGbGdVTYiN4ZNIg7v5gnauS/vCkgbSzZ/jk+NJM+c4u7h2sjcPXkqvGoWsmdxERkTopQW+E7777rs7tMTEx9OrVi+joaB9HJCL+4KNVju7Kw7u2JTzk2BXsCnsFH25yLNl4Ub+LCA5q+p/hqSO6kNouiqmzl2AzYMKAFDavU4IeEPK838Xdk23NY5wTxR3YYG0cIiIifsoP/lsHjtNPP93qEETEz7y7bDcv/pgOwM/bD/Pust1MHdGl3seXVpRy8fsXA1Aws4Dg0Ob9GR7ZvR19k9uwOfMI32w6QOdm7U18Jt/7Xdw93dY8on0/wICCA1BwCKITrY5IRETEr7SSqWNFRDwvI6+YmfPWuW6bOGZSz8gr9mkcEwY61tD+UtXzwOGaxd17CbpfCo2Cdj0c19e8c/R1EBEREUAJuohIk6VnFbpN0gaOmdR3ZhX5NI5zB6UAsGhbFkXldp8eW5qgohQKq5bkjPVeF3e/FVo1HOybv8PTA2HlG9bGIyIi4keUoIuINFG3hChqThtpMwxSEyJ9Gkev9tH0SIyirNLOiswynx5bmiB/v+MyOBwi21kbi6/l7YOMNUdvm3b49A5V0kVERKooQRcRaaKU2AgGd4p13bYZBg9PGkhKbIRP4zAMw1VFX7pPCbrfqz6Dez0rg7RY2TuAGt1OzErITrMkHBEREX+jBF1EpBmKyioBmHF2H366e9wxJ4jzpnMGOhL01QfKKCitsCQGaaDWOv4cIL4HGDU+ehg2iO9uTTwiIiJ+xg+mdA08J554Yp3roRuGQXh4OD179mT69OmMGzfOguhExFdKyitJyyoE4KKhnUiODbcsln4pbUhtF8nOw0V8t/kgE4e0svW1A0l+1RJrrXH8eWxHOO8p+Ox2x20jCCY+7dXZ7EVERAKJKuhNMGHCBNLS0oiKimLcuHGMHTuW6OhoduzYwYgRI8jIyGD8+PF8/PHHVocqIl60/WABlXaTtpEhJMWENeg5obZQXrvwNV678DVCbaEei8UwDM6p6ub+1fpMj+1XvMBHFXRvtbVmGz4dEvo4rl/4fzB0mqXhiIiI+BNV0JsgKyuLP/3pT9x7771u2x966CF27drF119/zX333ceDDz7IhRdeaFGUIuJtGzPyAeibHFNnr5q6hNhCmH7CdK/Ec+7AFF74fgffbj5IcVklEaE2rxxHmskHa6CDd9tasyUPhKwtUHjI6kgCUkZeMelZhXRLiPL5nBciIuJdqqA3wdy5c7n00ktrbb/kkkuYO3cuAJdeeilbtmzxdWgi4kObqhL0fikxFkfiMLBjDImRQRSXV/LD1oNWhyP1cVXQW2EXd6fEvo7LQ/o/2VjvLtvN6Ee/5bKXljL60W95d9luq0MSEREPUoLeBOHh4SxevLjW9sWLFxMe7hiDarfbCQtrWJdXEQlMmzOOAI7x3w1VYa/g862f8/nWz6mwe3YyN8MwGNXB8Xfni3Xq5u63XGPQvVtB92Zba7aE3o7LQ5utjSPAHC6uZOa8ddirJsK3mzBz3joy8opdj8nIK2bxjiy3bSIiEjjUxb0JbrvtNn7/+9+zYsUKRowYgWEY/Prrr7z88svcc889AMyfP58TTzzR4khFxFtM02RTZuMr6KUVpZz/3/MBKJhZQHCoZ/8Mj+wYyqfbi1m46QAl5ZWEh6ibu18pK4LiHMd1L49B93Zba5bqFXTTbH3LzTVRRkGlKzl3sptw6zurmDq8M/kl5Tz8xSbsJgQZ8MikQZatLCEiIk3jR/+tA8ff/vY3unXrxnPPPcebb74JQJ8+fXjppZe47LLLAPj973/PTTfdZGWYIuJFmfkl5BaVYwsy6Nk+2upwXHq2DaZDbDj780p4aVEak4d10hhVf5K/33EZGg3hsdbGYqX47hAUDGUFjjH5rXFG+ybYdri8zu0rduWwYleO2za7CffMW89pvRP1N0BEJIAoQW+iyy+/nMsvv7ze+yMi9M9QpCVzdm/vkRjlV1VqwzDonhjN/rwSnvx6K099s1VVNH/i7N4e07F1V42DQx1romdtcXRzV4J+TKZp8szCbfxvk6PbugGYgM2AW8b1xBYUxEer95FeteyjU6VpsjOrSAm6iEgAUYLeDGVlZRw8eBC73e62vUsXfRAWaemqz+DuTw4XV/LzjqOVNFXR/Eyeb2ZwDwiJfaoS9C3Qc7zV0filjLxidhwsZN7Kvcxb5Wg7t5/Ri6kjOrHrcDGpCZGu9/XFIzox+tFv3brABxmQmhBpRegiItJEStCbYNu2bVxzzTW1JoozTRPDMKisrLQoMhHxFX+bwd0po6ASs8YYVVXR/Ei+b9ZADwiJfWHTJ5oorh7vLtvtNiEcwDVDovjjmY4J9jrEuSfeKbERPDJpkNtzBneKJTkm3Fchi4iIByhBb4Lp06cTHBzMZ599RkpKSoPXPxaRlmNzZuNncPeFlGgbQQZuH+pthqEqmr/Ic87gri7dJPZxXGqptVoy8oprJeeGAcNTQo/5vKkjunBa70S+WJvBw19sYvWePP7zQxo3je3h5YhFRMRTlKA3werVq1mxYgV9+/a1OhQRsUBJeSVphwoA/6ugt4uw1aqi/e38fqqe+wtV0I9yzeS+WTO515CeVVhrtnbThMyC4/fQS4mN4Nox3QkNsXHvR+t5fP5meidFc0a/JC9FKyIinqQEvQn69+9PVlaW1WGIiEW2HjiC3YT4qFDatwlr1HNDbaE8d85zruve4KyiTX1xCbuziwixBXnlONIEPhyD7ou21izteoIRBCV5UHAA2iRbHZHf6JYQVWubzTBIjm74hJRXjurK5ox83l66m9v/t5rZVw4Dw7FvfWEnIuK/lKA3wWOPPcZdd93Fww8/zKBBgwgJCXG7PybGvypqIuJZzhnc+6W0afQQlxBbCLecdIs3wnKTEhvBlaO68o8vNvHhqn1cMaqr148pDeCqoHu/i7uv2lqThYRD226QvcNRRVeC7hIdFkyozaCs0lFGtxkGD08aSDt7RqP2c9/EAWw/WMDS9Gwue3kpoPXRRUT8ncoqTTB+/HiWLFnCGWecQfv27Wnbti1t27YlLi6Otm3bWh2eiHiZv87gXtOFJ3QgyHCskbyzxvJLYoGSfCh1tB3N4l7F1c1d49Cr+2jVPsoqTVLbRfLf60fy093jmpRQhwYHcd/E/m7bnCs7ZOQVeypcERHxIFXQm+C7776zOgQRsVBzZnCvtFeyaPciAMZ0GYMtyHtrqLePCefUXon8uPUQH67a55r9WSzirJ6Hx0Fo7S7MnubLttZkiX1gy+eayb0a0zR5a8luAK46JZWTeyQ0a3+5xeW1tmllBxER/6UEvQlOP/10q0MQEYuYptmsGdxLKkoY9/o4AApmFhDl5URt0okdXQn6HeN7adUJK7nGn/tmBndft7UmUQW9luW7cthy4AgRITYmDW1+W+mWEFVrZQetjy4i4r+UoDfBjz/+eMz7TzvtNB9FIiK+lpFXQl5xOcFBBj3bR1sdznGdNSCJyFAbu7OLWLErh+Gp8VaH1HrlVy2xphncj3IttaYKutNbS3YBcMGQDsRGhBzn0cdX1/ro/VJitD66iIifUoLeBGPHjq21rXpVqrLy+MugiEhgcnZv75EYTViwH3YZriEyNJhzBqbwwcq9zFu1Twm6lXw4g3vASOgNGFB0GAqzIKp53bkD3eGCUr5clwng0YkdnSs7/LDlEH/9cB0b9ufzxbpMzhuc4rFjiIiIZ2iSuCbIyclx+zl48CBfffUVI0aM4Ouvv7Y6PBHxouZ0b7fKpKGOhPCzNfsprdAXiJZxzeDewdo4/EloJMRVTX6mKjpzl++lrNLOkE6xDOoU69F9p8RGcMlJXbhlXE8A7vtkPdmFZR49hoiINJ8S9CaIjY11+0lISODMM8/k8ccf56677rI6PBHxItcM7k2YIM4qo7q3IzkmnPySCr7ddNDqcFqvPGcXd9+MQQ8YrnHorTtBt9tN3vnV0b39ci8ui3jLb3rSOymarIIyHvh0g9eOIyIiTaME3YMSExPZskUT3Yi0ZM2Zwd0qtiCDC090VG3nrdpncTStWL66uNfJNQ69df///GHbIfZkFxMTHszEwd7rZREWbOPxyUMIMuCj1fuZu2wPi3dkadk1ERE/oTHoTbB27Vq326ZpkpGRwaOPPsqQIUMsikpEvK24rNK1nnggdXEHmHRiJ178IY3vtxwku7CM+KhQq0NqXUzz6Bh0TRLnThV0AN6umhxu8rDORIR6d36LEzrHcf2Y7rz4Yxp3feD4TBNkwCOTBjVpvXUREfEcJehNcMIJJ2AYBqZpum0fNWoUr776qkVRiYi3bT1wBLsJ7aJCSYwOa9I+QmwhPD7+cdd1X+mT3IYBHWLYsD+fZxdu48bTu2sNZF8qzoGKqgqljxJ0q9pao2mpNVbtzmFh1fCTy0f5JkG+9KQuvPhjmuu23YR75q3ntN6J+tsgImIhJehNkJ6e7nY7KCiIxMREwsO1ZIlIS1a9e3tT1xMPtYXyl9F/8WRYDZbaLooN+/OZs3gnb/yyU9UyX3J2b49MgBDf/K+wsq01SmJvx2XBASjKhsjWtdLAu8t2c/cH63B+5b98ZzY9Er2/hOP+Orq0V5omO7OKlKCLiFhICXoTdO3qvclbRMR/BeIM7k4ZecV8uT7DdVvVMh/TEmv1C2vjmDgvfy9kbYUuo6yOyGcy8oqZOe9ocg6+e192S4giyMC1NjqAzTBITYj06nFFROTYlKA30cKFC1m4cCEHDx7Ebre73adu7iItk2sG9+SmTxBXaa9kZcZKAIamDMUW5Ju11NOzCt0+iIOqZT6V7/sZ3K1qa02S2MfxGh3a3KoSdCvflymxETwyaRAz561zxTDjnL76eyAiYjHN4t4Es2bN4qyzzmLhwoVkZWXVWhddRFoe0zTZuD8PoMnjzwFKKko46eWTOOnlkyipKPFUeMflrJZVF2SgapmvWFBBt6qtNUkrHYfeLSGKmoNlfFnFnjqiCz/f/Rv6Jjt6BR064uftRESkFVAFvQn+85//MGfOHK688kqrQxERH3nxxzQKSisBmD7n14Abv11XtWzK8E6qlvlKvmZwPybXUmutayb3lNgIOsRFsC/XMR7cZhg8PGmgT9+XKbERzDinL1e/tox3lu7mlnE9iYvUKg8iIlZRBb0JysrKOOWUU6wOQ0R8JCOvmMe+Opo4OMdvB9q6wc5q2ZRhjm7W2w8WWhxRK+KqoPuui3tAaaUV9MMFpa7J2l64Yig/3T3Oki/+xvZOpG9yGwrLKnnzl10+P76IiBylBL0JrrvuOt555x2rwxARH0nPKsSsZ5xooEmJjeAvZ/chOMhgxa4c18z04mWuMeiqoNfJOZN7/j4oaT1t8ucdhzFNx8oQ5wxMsaxHi2EY3DS2BwCvLd5JcVmlJXGIiIi6uDdJSUkJs2fPZsGCBQwePJiQEPf1Zf/1r39ZFJmIeEO3hKha2wJ5tuP2MeGcNSCJL9Zl8taSXfzjokFWh9Sy2e2Qv99xXbO41y2iLUQnQ0GmYyb3TsOtjsgnFm09BMBpvRIsjgTOG5TCE19vYU92MXOX7+GqU1KtDklEpFVSBb0J1q5dywknnEBQUBDr169n1apVrp/Vq1dbHZ6IeFhKbATJMUcnhrNinKinXTHSsVzkR6v2UVBaYXE0LVxRFlSWAQa0SbE6Gv/Vysahm6bJom1ZAJzqBwl6sC2IG05zVNFn/5hGeaX9OM8QERFvUAW9Cb777jurQxARHyqvtHO4sAyAZy89gRGp8QGdnAOc3KMd3ROjSDtUyIer9nHlqK5Wh9Ry5VV1b2+TDLaQYz+2NUvsC+k/wPYF0H1ci+9tsP1gAZn5JYQFBzEiNd7qcACYMqwTzyzYyr7cYj5bu5+LTtScCSIivqYKuojIcezMKqS80iQq1MbEwR2alZyH2EK47/T7uO/0+wixMFkzDIPLq6roby/ZhVlzkL14jkUzuPtLW2uw4qplSjd8CE8PhJVvWBuPl/1YVT0/qVs84SH+sUZ9eIiNq0d3A+CF73dgr7lIu4iIeJ0q6E1QWFjIo48+ysKFCzl48CB2u3s3sLS0NIsiExFv2HLgCAC9k9tgGDVXLW6cUFso94+93wNRNd/koZ345/zNbM48wopdOQz3kypei3Ngg+My0revrz+1tePK2wfr3zt627TDp3dAjzNabCV90Tbn+PNEiyNxd8Worrzw/Q62Hijg+e+387thWo5RRMSXlKA3wXXXXccPP/zAlVdeSUpKSrM/sIuIf9uS6UjQ+ya3sTgSz4qNDOGCIR2Yu3wvby3ZpQTdG1a+Ad8/6ri+7RvH7aHTrI3JH2XvoNZSCWYlZKe1yAS9tKKSJWmHARjT2/rx59XFRoQwrGscP2zN4omvt/Kvb7byyKRBliz/JiLSGilBb4Ivv/ySzz//nNGjR1sdioj4gDNB753U/ATdbtrZdGgTAP0S+xFkWDvS6IpRXZm7fC9frMvk3vNLaRcddvwnScPk7YNPbweciafp06qwv7W1Y4rvAUaQo3LuZNggvrt1MXnRip05lJTbSWwTRh8P/F3xpIy8YtfkdQB2E+6Zt57Teieqki4i4gN+/N/af7Vt25b4eFWaRFqLrVVd3D3xQbq4vJiBLwxk4AsDKS4vbvb+mmtwpzgGd4qlrNLOKz+ls3hHFhl51sfVImTvcE844WhV2Af8ra0dU2xHmPhMtQ0GTHy6RVbP4ej48zG9EvyuF156ViE1h55XmiY7s4qsCUhEpJVRgt4EDz74IH//+98pKvLtP6t//OMfnHLKKURGRhIXF+fTY4u0VsVllezKdrzXe7ewLu5OziXXnv9+B5e9tJTRj37Lu8t2WxxVC+CsClfXgqvCzTZ0Goy43nF90OQWPRTAX8efA3RLiCKoxncGQQakJkRaE5CISCujBL0JnnzySebPn09SUhKDBg1i6NChbj/eUlZWxpQpU7jpppu8dgwRcbf9YAGmCe2iQklood2/ay7x5OzSqkp6M8V2hHOfPHrbsLXoqrBHdD3ZcZmdbm0cXpRVUMqG/fkAjO7pX+PPAVJiI3hk0iBs1Sr7gzvFqnu7iIiPaAx6E/z2t7+15LizZs0CYM6cOZYcX6Q12pzp+CDdp4VWzwEy8msn4s4urfpQ3kzdT3dc2sLgDyshVutKH1PSQMflwY1gr4Qg/1h+zJN+3u7o3t4/JYbENv75pd/UEV04rXci320+yD0frmfdvnz2ZBfROV5VdBERb1OC3gT33Xef1SE0WGlpKaWlpa7b+fn5FkYjEnic4889MUGcv+qWEIVhuE+ibTMMdWn1hLw9jsu2qUrOGyK+BwSHQ3kR5OyEdj2sjsjjftxaNf7cz2ZvryklNoLLRnbly/WZLNqWxUuL0njgwoFWhyUi0uIpQW/hHnnkEVflvbrly5cTFRVlQUTWycnJYenSpVaH4XM67+b5dUseAKFFWR7ZX3HF0Wr1smXLiAj2bIW6qed93ZAoXlpdCIABXHdCFLs3ryVQRqL7aztP3PMD3YFc2rDFC/Ed67y93da8ZUBUF6LztrJt0TyyU06r8zH++vs+HtM0+XZjDgCJFY3/m2LFeY9NKmPRNvjv0l2c2vYIsWG+Hx0ZqL/v5tJ5ty5WnXdhYaHPjynHpgS9CSorK3nqqaeYO3cuu3fvpqyszO3+7OzsBu/r/vvvrzOBrm7ZsmUMHz68SbHOnDmTO++803U7Pz+fzp07M3z4cGJiYpq0z0C1dOlSRo4caXUYPqfzbp4DCxcC5Zx98mCGdW3b7P0VlhXCAsf1ESNGEBXq2S/KmnreI0fCrrLlfL3xAJeP6srM3wZWpcxv23mh45cd13WQV+I71nl7u615TeZJsGorvWJKHQ2zDn77+z6OLZlHyCn5kfCQIK6YcArhIY3rwm/FeZ9kmnyyazFr9uSytjieP5/Wx6fHh8D9fTeXzrt1seq81bvW/yhBb4JZs2bx8ssvc+edd3Lvvffy17/+lZ07d/LRRx/x97//vVH7uvXWW7nkkkuO+ZjU1NQmxxoWFkZYmH+OcRPxd3lF5WTmlwDQOynaI/sMsYXw55P/7LruT84f0oGvNx7g1/TDVofScji7uMd19vmh/bmtHVPSIMflgQ3WxuEFztnbR3Zr1+jk3CqGYXDT6d35/VsreeOXnfx+bA+iw/TxUUTEW/QXtgnefvttXnrpJc477zxmzZrFpZdeSo8ePRg8eDBLlizhD3/4Q4P3lZCQQEKCf49DE2mtth50jD/vGBdBm3DPJDihtlD+edY/PbIvTzu9VyK2IIOtBwo0IZSn5FYl6LFdfH5of25rx5Rc1Xsjc721cXjBNxsPADCkU6zFkTTOWf2T6Z4YRdqhQv67dDfXn6alAkVEvEXLrDVBZmYmgwY5vuGPjo4mL88xRvX888/n888/99pxd+/ezerVq9m9ezeVlZWsXr2a1atXU1BQ4LVjirRmmzMdCXpLnsG9utjIEIZXdeNfuOmAxdG0EHlVo/gtqKAHrKQBjsu83VCca2konvTWkl0sTXcMgXvuu+28uyxQZniAoCCD35/mmLDv5Z/SKK2otDgiEZGWSwl6E3Tq1ImMjAwAevbsyddffw04xop7szv53//+d0488UTuu+8+CgoKOPHEEznxxBNZvny5144p0pptzfT8DO52087O3J3szN2J3bR7bL+ecka/9gAs3HzQ4khaAHsl5O93XI/1fYLu722tXhFtIaZqxvuDG62NxUMy8oq59+OjPQLsJtwzbz0ZebWXOPRXF57YgeSYcA7kl/Lk/C0BFbuISCBRgt4EF110EQsXLgTg9ttv595776VXr15MmzaNa665xmvHnTNnDqZp1voZO3as144p0pptOeCsoHtm/DlAcXkx3Z7pRrdnulFc7n8fcM/olwTA0rRsCkorLI4mwB3JAHsFBAVDm2SfH97f29oxOavoLaSbe3pWodsyhgCVpsnOrCJrAmqCsGCba6LM2YvSGf3otwHVC0BEJFBoDHoTPProo67rkydPplOnTixevJiePXtywQUXWBiZiHiKaZqtYg30mronRJHaLpKdh4v4adshJgxMsTqkwOUaf94JggJjQjC/kTwQts2HAy0jQe+WUHsGfZthkJoQOPM8ZOQV8+X6DNdtZy+A03onkhIbGEv4iYgEAiXoHjBq1ChGjRpldRgi4kGHjpSSW1SOLcigR6LnKuj+zjAMftM3iVd/TmfhpoNK0JvDOYO7Bd3bA15S1URxLSRBjwkPIchwJLXgSM4fnjQwoBLb9KxCV/xOzl4AgXQeIiL+Tgl6E23ZsoV///vfbNq0CcMw6Nu3L7fddht9+vh+fVAR8TznBHGp7SIDZjkkTxnfrz2v/pzOd1sOYrebBAUZVocUmHKdE8T5fgb3gOdK0Dc6xvIHeA+E5btysJuQHBvOUxefQGpCZMAltd0Soty+ZAAIMgioXgAiIoFAY9Cb4P3332fgwIGsWLGCIUOGMHjwYFauXMnAgQN57733rA5PRDxg64HWNYN7dcNT42kTFkxWQRlr9uZaHU7gUgW96dr1gOAIqCiG7HSro2m2X3YcBuDUngmc3KNdwCXnACmxETwyaRA24+gXdt0TowPyXERE/JkS9Ca46667mDlzJr/88gv/+te/+Ne//sXixYu55557mDFjhtXhiYgHbPHCDO6BIjQ4iNN6JwLwrWZzb7pcLbHWZEE2aN/Pcf3AOmtj8YBf0hwJ+snd21kcSfNMHdGFn+4ex7OXnkCQAdsPFrBWX+KJiHiUEvQmyMzMZNq0abW2X3HFFWRmZloQkYh4mquC3goTdIDf9K1abm2TEvQmy1UFvVlayEzuR0rKWb8vD4BRPQI7QQdHJf2CIR357QkdAfjPDzssjkhEpGXRGPQmGDt2LIsWLaJnz55u23/66SfGjBljUVQi4il2u8nWAwUA9PZwF/fgoGBuHn6z67q/Gte3PYYBGzPyycgrVjfWxjJNyNvruG5RBT1Q2lq9kgc5Lg9ssDaOZlq+M4dKu0mX+Eg6xrWc99GNp/dg3qp9fLk+k7RDBXRvRZNpioh4UwD+x7beBRdcwIwZM1ixYoVr9vYlS5bw3nvvMWvWLD755BO3x4pIYNmbU0xxeSWhwUGktqu9PFJzhAWH8X/n/Z9H9+kN8VGhDO3SlhW7cli46SBXjOpqdUiBpTDLMX4aA2I6WRJCoLS1erWQmdyXtJDu7TX1SW7D+H7tWbDpILN/TOPR3w22OiQRkRZBCXoT3HyzoyLx/PPP8/zzz9d5HziWK6qsrPRpbCLSfJsz8wHo1T4aWyuewfw3fduzYlcO325Wgt5oeVXjz9skQ3CotbEEqqT+jsu8PVCcAxFtrY2niZzjz0f1iLc4Es+7aWwPFmw6yAcr93LH+N4kx4ZbHZKISMDTGPQmsNvtDfpRci4SmLw5/tw0TQ4VHuJQ4SFM0zz+Eyw0vl8SAD9tO8T3mw+SkVdscUQBxA/GnwdSW6tTRNujr9+BjdbG0kT51ceft7AKOsCwrvGclBpPeaXJqz8H/mz7IiL+QAm6iEgNW7w0/hygqLyI9k+0p/0T7SkqL/L4/j2pd1I0cREhlFWaTJ+zjNGPfsu7y3ZbHVZgcC6xZuEM7oHU1uoV4N3cl6VnYzchtV3grXveUDeN7QHA20t2kVdUbnE0IiKBTwl6IyxdupQvv/zSbdsbb7xBt27daN++PTfccAOlpaUWRScinrI1s3XP4O6UmV9CXvHRD9x2E+6Zt16V9Ibwgwp6i+CayT0wl1pzrn9+cguYvb0+Y/sk0je5DYVllTz//TYW78jS3wgRkWZQgt4I999/P2vXrnXdXrduHddeey3jx4/n7rvv5tNPP+WRRx6xMEIRaa6yCjs7Djkq6H28UEEPJOlZhdTsGF1pmuzMCtBqrC+5KuhdrI0j0CU7K+iBOZP7kvSq8ectsHu7k2EYrir6iz+mc9lLS9XbRkSkGZSgN8Lq1as544wzXLf/97//MXLkSF566SXuvPNOnn32WebOnWthhCLSXMt2ZlNhN4kKtZHSyic86pYQRc058myGQWpCpDUBBZJcJege4ezifnAT2ANrXpe8onI27HdMONnSZnCvaWiXOLfb6m0jItJ0StAbIScnh6SkJNftH374gQkTJrhujxgxgj179lgRmoh4wLvLdnPFy0sBKCyrZO7y1v1+TomN4JFJg3Dm6Abw8KSBLXYsrUflVlUP1cW9eeK7Q3CEY8m6wzusjqZRft2ZjWlC98Qo2se07C/79uTUTsTV20ZEpGmUoDdCUlIS6emOWUrLyspYuXIlJ598suv+I0eOEBISYlV4ItIMGXnFzJy3zq1LtypAMHVEFx6f7FjfuF10KFOGKeE8rpI8KHXM3G3lJHEtQpDt6HJrATZRnHP8eUvu3u6k3jYiIp6jBL0RJkyYwN13382iRYuYOXMmkZGRjBkzxnX/2rVr6dGjh4URikhTpWcVYq8x4FoVIIcLTuhAdFgwWQVlrNqTY3U4/s/ZvT0iHkKjrI2lJXBOFBdgCfqSqvXPW3r3dlBvGxERTwq2OoBA8tBDDzFp0iROP/10oqOjef311wkNDXXd/+qrr3LWWWdZGKGINJWzAlQ9SfdGBSg4KJirhlzluh4IwoJtjO/Xno9W7+eLdZkM6xpvdUj+zQ+WWIPAbGt1ShrkuEz7AYbvg9iO1sbTALlFZWzKdIw/H9m9dbxfpo7oQnJMOFe9towgA8b1bW91SCIiASmA/2P7XmJiIosWLSIvL4/o6GhsNpvb/e+99x7R0dEWRScizZESG8E95/bjoc83ARBkeKcCFBYcxpzfzvHoPn3hnEEpfLR6P1+uy+Bv5/XDMIzjP6m18pMl1gK1rdWSv89xuW85PD0QJj4D9LE0pONZkuYYf96zfTTt27Ts8efVnd6nPSd2iWPV7lzeW76XW8b1tDokEZGAoy7uTRAbG1srOQeIj493q6iLSGDp2d7xBVuH2HB+vvs3TB2hGbidTu+dSGSojf15JazZm2d1OP4tr2qCOM3g3nx5+2Dxs0dvm3b49A5Ciw9ZF1MDtKbu7TVdMbIrAO8s3U1lzXFDIiJyXErQRUSqOJdEGtEt3mtjJ03TpLCskMKyQkwzcD68hofY+E1Vl9Uv12VYHI2f85MKeqC2NTfZOxxJeXVmJWFF+62Jp4GcCXprmCCupvMGpxAXGcK+3GK+33LQ6nBERAKOEnQRkSob9jsqwwM6xHjtGEXlRUQ/Ek30I9EUlQfWBHTnDkoB4Mv1mYGb8PmCn4xBD+S25hLfA4waH1UMG6WRHayJpwE2ZeSzOfMI0HrGn1cXHmJjyrBOALy1ZJfF0YiIBB4l6CIiVZwV9AEdYi2OxD+N7ZNIeEgQu7OLXK+V1MFPKugtQmxHx5jz6kn6xKcpi0i0LqZjeHfZbs59ZpHr9sJNByyMxjqXVXVz/37rIfZkB+iXQyIiFlGCLiIC5JeUs+uw44OkNyvogSwyNJhxfaq6ua9XN/c6lRdDYVW3Xo1B94yh02D6547rQSEw6GJr46lHRl4xM+eto3rfknvmrScjr9iymKzSLSGKMb0SME1459fdVocjIhJQlKCLiAAbqyrCHeMiiIvUZI/1Oaeqm/sX69TNvU55ex2XodEQ0dbaWFqSLidDVCLYy2H/KqujqVN6ViE150SrNE12ZrXOCvLlVVX0ucv2UFpRaXE0IiKBQwm6iAhHu7cP7Kjq+bH8pm97QoODSM8qZMuBI1aH439yq6qFsZ1BS9F5jmFAl1GO67t/sTaWenRLiCKoxq/cZhikJkRaE5DFxvdrT3JMOIcLy/hqfabV4YiIBAwl6CIiwIZ9zgniNP78WKLDgjm9t2P87xfr9KG7Fj+ZIK5F6nKy43L3EmvjqEdKbASXnnR0WIPNMHh40kCvrQjh74JtQVxykuN98NpPO1m8I6tVdvcXEWksJegiIlSfIE4V9OM5d1AyoOXW6qQJ4rzHWUHfs6T20mt+wtlp4uwBSfx09zimjmjd8xBcMqILhgGr9+Zy2UtLGf3ot7y7TGPSRUSOJdjqAERErFZSXsn2QwUADOzo3Qq6LcjG5P6TXdcD0Rn9kgixGWw7WMB7y/dwaq+EVlslrMWPKugtoa25SR4MIZFQkkdEwW7gZKsjquWXHY71zycN7aT3BGBiUn2qCrvpmDjvtN6Jen1EROqhBF1EWr3NmUeotJskRIfSvk2YV48VHhzOe1Pe8+oxvC0mPIQeidFszjzCX95fS5ABj0wa1OqrhYBfVdBbQltzYwuBTsMh/Ufa5KwHplodkZuDR0rYcagQw4CR3Vrf+ud1Sc8qrLXNOXGeEnQRkbqpi7uItHob9jvGn/fvEIuhib2OKyOvmC2ZRyeIc1bFNL6UahV0fVnhFVXj0NvkbLA4kNqWpGUD0C85RitBVNHEeSIijacEXURavfX7qmZw1/jzBknPKqTmAmuteTkpl8oKyN/vuO4HFfQWqWocenTOeosDqW1JmqN7+8k92lkcif9IiY3gkUmD3JL0+y/or+q5iMgxKEEXkVZv437fzeBeWFaIMcvAmGVQWFa7+2cgUFWsHkf2g1kJtlCITrI6mhbR1mrpNAKMIMKLD0DePqujcbOkavz5qO5K0KubOqILP941jqQYx/Ch8sqaX++JiEh1StBFpFUrr7Szqaq7ttZAb5i6qmIPXdR6l5NycY4/j+kIQfr36hVhbSB5kOP6Hv9Zbu1AfglpWYUEGXCSxp/X0qltJLef0RuAlxelUVbhn7Pwi4j4A32CEJFWbcehAsoq7LQJC6Zz21ZeAW6EqSO68N2fxxIV6pgdXK8dkFu1fJQfzODeovnheujO7u0DOsQSGxFicTT+adLQjiS2CWN/XgmfrNlvdTgiIn5LCbqItGobqsaf9+sQQ1DNfttyTF3bRfHbEzsCMG/VXouj8QOaIM43nOuh7/7F2jiq+cXVvV3V8/qEh9i49tRuAPznhx3Y7erqLiJSFyXoItKqra8afz7QB+PPW6JJQx0J+lfrMykqq7A4Gosd3OS4DIuzNIwWr3NVgn5gA5TkWRtLlV80QVyDXD6yC23Cg9l+sICFmw9aHY6IiF9Sgi4irdqG/Y4K+gDN4N4kQ7u0pWu7SIrKKpm/IdPqcKyz8g3YMM9xfcn/OW6Ld8SkUBKRAqYd9i6zOhr25xaz63ARQQYMT1UF/VjahIdw5aiuADz//XZMU1V0EZGalKCLSKtlt5tsrErQB3ZUBb0pDMPgImc395X+Nau2z+Ttg09vr7bBhE/v8LtZxluSI/EDHFf8YBy6c/z5oI6xxIRr/PnxXD26G6HBQazancuv6dlWhyMi4neUoItIq7U7u4iC0grCgoPokRjlk2Pagmyc2+tczu11LrYgm0+O6W3OBP3n7VkcyC+xOBoLZO9wVHOrMyshO82aeKq0xLbmdKTtQMcVP0jQXePP1b29QRLbhDFlWCcAnlqwlcU7ssjIK7Y4KhER/xFsdQAiIlZxdm/vm9yGYJtvvq8MDw7n88s+98mxfKVruyiGdW3Lil05fLx6Hzec1sPqkHwrvgcYQe5JumGD+O7WxUTLbGtOrgR973KoKIPgUMtiWZKu9c8b64bTuvPO0t0sSctmSdpSggx4ZNIgpo7QBIsiIqqgi0ir5ZwgboC6tzebc7K4VtnNPbYjDJ129LZhg4lPO7aLV5REdYaIeKgohsy1lsWxN6eIPdnF2IIMRmj8eYOFBgdRffS53YR75q1XJV1EBCXoItKKaYI4zzl/UAdCbUFszjziGtffqkQnOS57nQV3rHNP2MXzDMMvlltbkuYYQz2oYyzRYeqU2FDpWYW1tlWaJjuziiyIRkTEvyhBF5FWyTRNNuzz/RJrhWWFRD0cRdTDURSW1f6QGqhiI0P4Td/2AHzYGtdEP7TZcdl9rN9UzltqW3NxJuibPrNsQj7n+HMtr9Y43RKiCDLct9kMg9SESGsCEhHxI0rQRaRVOpBfyuHCMmxBBn2S2/j02EXlRRSVt7xKkbOb+8er91Npb2XLJx3a4rhM7GNtHDW01LYGQHGO43LPEnh6oM+XtjNN0zWD+8kaf94oKbERPDJpkFuSPvPcvqTERlgXlIiIn1CCLiKt0qJthwDoGh9JeEjLmuHaKmP7tKdtZAgHj5Ty0qK01jOetLIcDm93XE/sa20srURo8SH4+ZmjG0y7z5e2W7k7h325xdgMGNa1rc+O21JMHdGFn2aMo2d7xwoa2YVlFkckIuIflKCLSKvz7rLd3PW+Y2KptKxC3l222+KIWobQ4CBXb4RHv9zM6Ee/bR2vbXYa2CsgNBpi/KN7e0sXXrTP0qXt3l22m8kvOMa+V5rw2dr9PjluS9MhLpK7znZ8qfXmL7vILym3OCIREespQReRViUjr5iZ89a5zSCs2YM9IyOvmKXp2a7brWZmZuf484TejsnLxOtKIjs6lrarzkdL2+lviGeN75dEz/bRHCmt4J2lreALPRGR41CCLiKtSnpWITWHR2v2YM9IzyrEbI2vrWv8ubq3+0pZRCJMfMaRlDud9mefTNCnvyGeFRRk8PvTewDwyk/plJRXWhyRiIi1lKAHiJ07d3LttdfSrVs3IiIi6NGjB/fddx9lZRqzJdIY3RKiahU5NXuwZ9Q1M3OQQct/bZ0VdD+bIK7FGzrNsaRdl1Mct300U73zb0gyhzk5aAPJHHb/G5K3D9J/tGxm+UB0wZAOdIgN59CRUuat1OvmEfW1Q7VPEb+nRTsDxObNm7Hb7bz44ov07NmT9evXc/3111NYWMgTTzxhdXgiASMlNoKz+icxf8MBwJGcPzxpoM9mDw4ygji96+mu6y2Jc2bmmfPWuSqMk07s1PJnZvbTCnpLbmsusR3hlNtg92JYOxfGzwKbdz/apMRGMKP9r1yf+ww2w6TSNFjX9w5SzIHw0zxYOMsxPt4IclT5h07zajwtQWhwENeN6c4Dn21k9o87mDqiM7aa3/ZJw618Az69/Wg7POM+GDgJ1qt9igQCJegBYsKECUyYMMF1u3v37mzZsoUXXnhBCbpII+UVOyYiumZ0Ktef1t2nCWRESATfT//eZ8fztakjunBa70T+79vtvLV0Nyv35FBpN1vuh+3KCsja5rjuZxX0lt7WXHqOh4h4KDwIad9Dr/FePVxl7l5uyHuGIMPxLZTNMDlhy1Ow5Sn3Bzpnlu9xhk+63ge6S07qzLPfbmPn4SK+Wp/JeYNTrA4pMOTtg+wdjvkXygphzX/hp2pt0bTDgvscP9WZdvjkD5DYDzqPqLafHmqvIhZTgh7A8vLyiI+PP+ZjSktLKS0tdd3Oz8/3dlgifq2orIIVuxzrJ087ObXlV3ctkBIbwd3n9uOTNftJO1TINxszmTCwhX7Yzt0FlaUQHAFxXayOpnUKDoWBv4NlL8Ha/3k3QS/KJm/uLcRj1r7PsDlmkq/OObO8Ep7jigwN5qqTU3lm4TZe+GE75w5KxtCki8e24nX47HZqTf5Rl7raJya8Mt6x+kT+fsdtVdZFLGeYZkPe1eJvduzYwdChQ3nyySe57rrr6n3c/fffz6xZs2ptX7hwIVFRUd4M0e/k5OTQtm3rW6tW5+1uVWYZj/6ST/vIIJ49q22L+wDoT7/vdzcWMm9LMT3aBvOP02O9+lpbdd5tDyym98r7KYzpyfrRz/v8+P70+/almucdlbuZgb/8gcqgMFae8S72YM/NexBafIjwwr1E5m+jQ9pcQsprf9FtEsSGUU8zYMkdGNirbYfNwx8hP3GYR2Jp6b/v/FI7t87PprQSLh8QyejOYbSLsLX4867Psc67TfZa+i39M9X/qprAkdi+tMnbglHtS6RjtU+Amn+ZTYJYPfZNx2SMFtDv27cKCws544wzyMvLIyYmxufHl9qUoFusvgS6umXLljF8+HDX7f3793P66adz+umn8/LLLx/zuXVV0Dt37twq34RLly5l5MiRVofhczpvd7M+3cBrP+/kspFdePiiQT6Pq7CskNRnUgHYeftOokI9+0WZP/2+DxeUMvqxbykpt/POdSM5pWeC145l2XkvehIWPgCDLobfveTzwx/rvL3d1qxU67xNE54bDoe3w4XPw4mXe+ZA1cfyVtlOF74uH8JNoZ9jmHZHZXLi046K48o3HN3aq1cqY7vADd9BVPPbvz+9v73l8peX8PP2w4BjkslHJg0i1Z7R4s+7LnX+vsuLHX93fnoK7BW1n3TVZ5CTfrQd1tc+ndsj2sK7V9S9n25jPH9SDdAa2nldrDrv/Px8YmNjW2Vu4K/Uxd1it956K5dccskxH5Oamuq6vn//fsaNG8fJJ5/M7Nmzj7v/sLAwwsLCmhumSIuxaFsWAKf18l6yeDxZRVmWHduX2kWHMXV4Z17/ZRcv/LDDqwm6ZVwTxPnX+HOn1tLWMAwYfAl895Cjm7snEvS8fbWScxOD6SV3khfegWtve5iwvF2Osb/OLuxDpznGnGenQWQ8/O9yR7I0dxpc+ZGjO77UKyOvmF92HHbdtpuONeb/fXacdUH5A+f48Lx98P0jjqE1dTFsjvbYbczRdlhf+3Ruz9vn6NZerZ0DEK5ETcQqStAtlpCQQEJCwz607tu3j3HjxjFs2DBee+01goJa6Ky8Il6yP7eY7QcLCDLg5B4tMFn0Q9eN6c5bS3ezaFsW6/bmMahTrNUheZZriTX/msG9VRp8sSNBT18EeXshtlPz9rd/da2kxcCkU1AWJ/U7kbD4LhBfx7wDsR2PJkSX/hdePhN2/QxfzYAxfw6cibgsmDSsvjXmMwta8drodfTiIKYjTHgUinPgsz+6V8Sdv6vq7bC6mttjOzrGnNfs+fHFXXDVp/pSScQCStADxP79+xk7dixdunThiSee4NChQ677kpOTLYxMJHD8VFU9P6FzHLERIRZH0zp0jo/kgiEd+HDVPv7zww7+7/KhVofkOXY7HNrquK4E3Xptu0LX0Y5keO1cGHNn0/dVWQG/PFt7M0HstCdx7aAGTnrYvp9j6MN/L4Xlr8Ly1wiIibhqLtPlo1i7JUQRZOCWpBtAcrTN68f2R6HFh+CrGsk5hqM3RmJvx82e42tXyhuremXdMOC/l8GeJfDFn2Dis45tIuIzKsEGiK+//prt27fz7bff0qlTJ1JSUlw/ItIwP25zfLE1ppc1E9+0Vjee3h2Az9dlMG/lXjLyii2OyF1GXjGLd2Q1Pq683VBRDLZQaJvqldikkQZPdVyufbdhM1vX5+u/we4ljt9t1RrypmFjZvm1HAltz5jGDJHpcw6MvqPqRlVMziXY8vY1PUZPydsH6T8ejaVm134fxpoSG8EjkwZhq5YQmsCBQnv9T2rB4g4trd31HBMKDhy9GdvR0aW9ub0cnPtJPRUmv+Jo9yvfgB/+6d4+RMTrVEEPENOnT2f69OlWhyESsCrtJj9trxp/3lvd232pb3IM/ZLbsCnzCHfOXeOa+GnqCOuXJXt32W5mzluH3aTxcTnHn7frBTb9O/ULA34LX/zFMfQgYw10OKHx+1j5Bix9wXH9d69Ax2GQncZza+zMXVLAxIFJhIc0sqLbYxz8XHOddD9Ygq1mpbz3BEe7rpkU+jDWqSO6cFrvRHZmFfG/Zbv4eHUGL648wiVnVhIR2ooq6Tu+o8umOuYaco4z96ZeZ8KZDzi+qPr+H1XH9fNeHyItiCroItIqbNifR25ROW3CghnSKc7qcFqVjLxiNh844rrtnPjJl5X0uqrk6/flcfcH61zdaWvGddzKumv8uX9OEBeImtybwSk8Fvqe67j+45ONq/rl7YOl/4FP/+i4PfYe6H8BxHbETD2Vd7c4xueeO7AJw8ra9XRV4l18kWgdS12V8i1fOMad1+Xnpx1j+2tW3L0gJTaCk3u048HfDiI5JpzMQjtPLdjqteP5Dedr++vL8PYUbPYSSOjjaCtQe5y5Nw24yP22P/X6EGnh9JW/iLQKztnbT+nZjmCbdd9NBhlBDO8w3HW9NUjPKqzV27jSNNmZVURKbITXj1+zSn5m/yQOHill1e7cWo+tNE0e/2ozHeMief777ceurLtmcPfP8eeB1taa1Zuhuqj2jsvNn8CWzxpW9as5EVfKCXDaX1x3r9+Xz96cYiJCbIzt077xMbkm4qp2jKQB0MbCYWoHNtTRfRpHd/zo9vD1vVWThlV1N9++AJ49ESrL8dU4+pjwEB6eNJBr5izn5UVpnDMwmRO7tND1seuYDO5w8um0u+49KMxq/jjzxspOq73NH3p9iLQCStBFxGMy8opJzyqkW0KUTxKvxvhxq3+MP48IiWDZ9cssjcHX6pr4KciA1IRIrx87I6/YlfSBI4b5Gw4c8zkfrtrvdttZWT+td6J7u/ajCnpd7z1/bms1412zJ4e7P1jnHKGN3YSZ89a5XvMG/23J2wfLqq1H76z69Tij/qSijuXUyFwHRzJcz/lyfQYA4/omNr2btXMiri1fwFczIXOtY8ms3/y1aftrjqJs+Pah2tsNG5x0g+O8+//2aFJYkgsf3wr7Vx59bENeWw/4Td8kxnQOY9GeUv747mpmXTiA3kltfP4/5lhtsNn/++pqgxjs7nst7YLD6p+R3Zvie9S9/FrBQd/GIW7qa2vN2R6lOQD9jhJ0EfEIj1W/vKCgtIKVu3MAOE0TxPmcc+Kne+atp7KqlN4vJcYnH7C/2Xig1rJNANeemsr1Y3rww9aDrriCDJg8rBO7DheyND3H7fG1Kv6m6TcVdH9+79WlerwGkBIXzv7cklqPs5tw01sr6JYQxcer97udX2p9O8/e0fjx03t+PeZzTNPki3WOBP2cgc2seMd2hJOuh9Ao+Ogm+PFxSOpfuzuxN+Xtg7cmOb5gCo6AytKqMejHWKYrtiOMvx/euMB9Xz6qqF41KIpVByvYebiIq15d5vN2fqz3mEfef1nb6pwMLqzo2F8melV9y6999HsIsjnmexCfqq+tNXf7vWelWn1qUoMSdBFptOrfvCa1CWfB5gOeqX55ydK0w5RXmnRtF0mXdt6v2kptzomfft6WxV/eX8uG/fms2JXNsK7xHj2Os621iwplzuJd/PfX3bUeYzMMrhvTneTYcLcJqVITIl3tdfSj39ZK7F/8cQdd20ViGLBv1zaGlxVAULBPxxHXfC/tyCnnr9/Xfu+N7plAp7aRlr/3atqfW+T2t8KEOpNzp9V78li9J89129mb4d9nx9X9hPqqfpnrHDNU15S1HebfU3t7tfHhi7ZlsfNwEaE2g3F9m9C9vS4nXOboYv7Lc/DhTRAaDcFh3l1zPG8fpP0AC2dBQSa06QBXzoOwmIZ1n3aOo6/52h7J8E681ZTZTQpLjyaJ9fZq8YCa75mtmUdq/X+b8cE6nvpmGwCZ+Ufbb5P+91WUHp2UsDrDRmlkB4+eGzSy0jp0Ggfaj+bQrk0kdupB0tJHYOPH8N50KHqSAyljObRrI4ld+5PUqYfHY23Nqv8+EqPD+Gp9Zp3t8In5WzlUUOp6XlO2z/p0o69OSxpICbqINEr1b14BosOCKSitqPU4uwmXzl5Cz/bRLNx8ENPC6p5z/HmjlkbykqLyIvr/X38ANt6ykciQ1vOFQUpsBJOHd2b5rhz+t2wPD3+xmfd/fzKGh9bYrdk2nYZ2acvqPTnYTUdy/vCkgW4fTFNiI2rdrl7xNwAM+H7LIcb+8zvKK01ODVrLm6GQF9mF2OBQj8TfmPMzgA5xEezLrT2Zmt2Ec59ZRPf2IXx24FIAOpU9z2OTRlhaWd924Ai3/XcVZh33/eeKoeQVl7tec5sBfxjfi/05Jby7fI/bYytNk125tf/mAHVU/QzAhPkzHbdPue3oY/evgrcmQ1EWRCU4un3XqCS/u2w3d3+wDoCySpPP1+733Gt45gOOKvb2BfD2ZMc2b43rrjm+Oao9XPs1xHV23G7IlwL1VlRvdlRUB/7OszFXk1FQWavdeGMei5rvsW4JUew8XFhnm62emFdnN+H615fTPTGKz9ZmHLuyXnoE3r0C0r6vmgjOdGuDZeWe7fHVtErrZuymQZCRxqMXzeLiiHhY8Rp8fieJJiQZUGka/Dr4fk763R0ejbe1qvm/LCLERnF5ZZ2PrZ5sN3V7Xb3MxFpK0EWkwXYdLnT7Bhcc3ccjQoIoLq892dDOw0XsPFzkuu3Nqsex+NP656Zpsitvl+t6a/THM3vz0ep9rNiVw/wNB5jQlFmxazhcXMnM+bWT8+cvO5FzB3cgI6/YrUp+PDUr63nF5dz13lrW7nNUc3sZjpmMF+clcEJesVerePFRoXy5LrNW5bmu5Nwpv6SClbsLqIxwjBe1m3D3vHX0S4lhcNUqBt6urjv3n9QmnLkr9vDKonQq6vgkaDMMhnSOIyU2os7eDO+t2FPr9/rCyiN0SN3HiNS27DxcVKvqR48zHFXhtqmOmdl/ec6xZFThIccY6w0fwncPQ3kRpAyByz+AyjK3SrJz/oLqh/bo368gG5z5kCNBd/LGuO66xjcXZdWeVb4hqr+2sZ1g4QOwYR68f63jC44+5zqGGXi4J0BKtK3WPBYA6/bmcnKPdsd+ct6+umOqsd35+25vHqZbUCbp9mTSsureZZABL01zTMB43RvLa02CuX5/Puv357tuOyvrp/ZMoGPbSA7s3UH2tiX02PAcoVkbISQKLnnLMWN79d4MS5c29CWqpfr7u11UGF9tyKizAlvzf/qxtt81byN3G+P5my2Da4K/Iqjqu1WbYTJs7f1kjjiP5C69OLB3h0cq6/7WA8jTap7foaJKnl24jX99475iQXF5JW3CbBwpdU/Sgwx47HeDueuDtW5tsLHbxf8oQReRBlm07RB/eW9tnZWE2VcOZ39ecbXql8HMc/ty6EgpL/7oPhNspWmyancuKYN88892b04RaYcKsQUZx/8gJz6RFBPO9WO68+9vt/P4V5s5o197Qpo5s/6OnIo6qwBto8KA2lXyhqj+nJTYCGZM6Mvlrzg+MPc09gKw1exInBereABhwUGUVtQx2zZw50ltSOqc6vbee/C3AygsreDBL1a7PdY04YLnfmZIp1iSYsL5ZtMBr/Vsqa83w1n9kxjaJY5/zt/qird6j4bj9WYIMiA+KpSsgjJu/9/R86t1DtXHT5/9D8es5N/8HX5+xvHj1K4XXPUZhMccfV6V9KzCWvF7vGpbdKj2Nk+P665zjL296ceo/tr+7mWIbOeYmO+LPzvWoPfCDO/tImy1erWYwMNfbsYO3Hha97p74tRc5/3MB2HQFFj3Hnxzr2t76W9m8e/0/lwd9Dn3BL+DzTCpNA1mVlzHKZPvoLTC7vYee3jSQM7olwTAo9XishkGfzyrN5m5xby11H14jd2Ec5/9id/H/MwNuc+QZDgaV7ktgpDpn0LHYUdf32ZqzN+Q+vK0+rbbTYNv7MO4hq/cttsMk6BXz2RdWDcGlKwiqeo1bGplPdDm1mismr01kmPDycgrAXLqfPx/rhzO3pyiWu1wyvDO2E2zWdvvndif65725dnL8ShBl4DnqRktrdSUWH1V/YoODWb2ojQ+W1v3OEObYdAzKZoxvRPrrH69tCit1ofcP7+3hoy8Es7q3549OcVe/V18vsYR94CUGGLCQ7xyDGm8G07rzjtLd5OWVcj/lu3hylFd635gfdWvavZkF/HmusJa222G4dGZ4ru3Pzobfa8gRwV9u70jQyrq7nrYFHX1UimtsBMXEUJucbnbY22GQc/4YM6tZxz9P75cXecx1uzNA2qP6/ZUZbjmzPlO/5w8mCnDHV2qLzyxY4N7NNTszRAfFcqf5nzPZ9vdx/4e8xxG3+5I0L7+m/v27DRHN2Nngl5Nt4SoWts83abqHjNveG5eg/IS+OnJ2ts9tQZ7kA3O/SfYwmDJc7jSOi/0BKjeDrq2i+D1X3bx4g9pPPrlZg4XlDL9lFR2ZVfrTZG3Dz75g3tMX//V8VOdaSds4b08DFDtX4TNMHkk+BWyEm8iqVOPWu+xuuKq/v5759fdtd4DEcWZ3GB/Bptx9I6gihIOmHEkeeRVgt31/A2JDQ8mr8R9aEiQAS9fNZzrXl9ea5WN+rZ/dMtoQgq7U/nOw27nYZrQ3sihfWmOa2U+m2EydO0s0k44h+49+jTos05idBhL9pXy9K/u1f67P1hH26hQxvdNIijICNjPeG0jQ/l8bQYzqobOgKOFOpJzOKFTHGv25rr9/myGQffEKEb3TKizHdbVBhuzPcoo5zqfvBLSUErQJaC9s3QXf/1oPaYJhgG3jOvJWf2T+HrjAf7vu+1u2zvYy1n09RbXdn/5RtbtW9TjnMNZ/R3/wqvf56vqV5AB005OJTUhkgc/3dTk6lfHuAj25BTz4GcbefCzja59e+N38e6y3TzylWMprHX78nh32W7Lf9/i0CY8hNvH9+LvH2/gmQVbuejEjkSH1fiXVLP6VUdFbkvmEaa9upSDRY4kNr+kvN6x5s11tD2vc3Vx32Z24rZ3VjF72vBm99A4Vi+V5y8fyp46qift7Bmu2Gq+92ZdMIDpXztu2wyDRycNYlyf9ry0KI2XFqW77d+TleEtmUfq7M3Qqe3RxLaxPRpqPv7E5FC3BB0acA4pQ2pvO0a1uubkdd5oU/WO687a2vzE1jQd75/Mdceerb25DAP6nF2VoFc/vudneK/eDmae0492UaE8/MVmXlqU7mrTrv8n2S9Sfx24tkqg5gJ6NsNO0p6voNMtx2yzx/vfZzMMHrhwAF13vIVtm3tMNsNk8/rVHplkbfGOLP48d02dZ/3CFcPq/Bvym75JtWI91nbHEJk4fh18P0PXziLYsFNhBrG83wzMwsOcvGe223GDDTtPvPo229qdwfaDBZjU/1kHICLURnFZ7S89TeCGN1aQEB1Gt3aRLN+Vc8x9+eNnPIBQm0FZZd3t8s8j23DrRaN5d9nuWq97fZ+znJqzPT+/vNb9Yi3DbK2DIFup/Px8YmNjycvLIyamdsXAX1X/9rFNeAiLth7i4zX7+Wp9ZrP2G2TAz3f/xmffslY/j4pKkw9W7OXphduavV+bYfDT3ePqPI+lS5cycuTIRsV4yqPf1hqfNOfqEYzt0971mMaM563++KQ24cz+MY1HqxLnhpxDU3zx/WJunZ/jlih4+hhNUVhWSPQj0QAUzCwgKrR2la45XL/vBlSerVZeaeesp34kPauQq0encmb/JPfq11MDcPuAbRhw7ULoNIwDe3ewatUK/rm8nB2lcXRqY+P9W8diYjaqbTbFgf27SJo9GNMI4sqkj/hpZwGhwUHMmjiArgmRjarcZOQVs3JXDvNW7mPh5rrXF67ebmu+9471/q7e1rbfcogeCQmuY9Y1S/2Xt4+hX0rz/i/kl5Qz7ZVfWb0nt95z8IS63t8AC+48nZ7to+t+Ut4+eHqge7XasMEd6+p8j1z/xnK+2XiA8wYlc8WoVK+2Kdf79ddXYNNHEB4H138L7dyTtkb9Pf/5WUc3bsPmmK29Xa+Gzdbe1Pgb8do21rHO++VFaTz0+aZqW0xuCf6YvwTPrfVY07DxSp8XuXrT9W7V3woziANTPqXjBxPrWO4MGHQxnHwrlOY16m+q2/v14E+Y/7sCo9L9i58KM4jTy55h4mkncfHwTmTml7j+hjjP+3i96VbtzuGT1Rl8taHuz0TH+htSZ6wN2A5wYO8OsnZtJqFrX5I69eDA3h0kvDTM7bUFKDDDebJiCl9XDqdL0EHS7clkUv8XmuE2KKmRoxtAZKiNwjqS9/oYwLs3juKkbu0sqazvzSlizGPf1frCJD4ylOyiMrdtNsPg32fHce7YU4DGf85qjkDNDVoyVdDF79X89tFmGK61lOsSE24jv+ZfdiAyGIpqTPxrN+HrDQe46pRUD0Zct//+upt7PlzXoIk56juHdlGO/neHC92/7aw0TdbvzWv2H/HswjJm1jN5SFjw0dpCc6tfgzvH1nqMp8d2ZhRUen/8qL9qQOXZH4TYgrjr7D7c9PZKXvt5J6/9vNNR9bhoIFN3P0Ct6pdpwsu/oSAihcSiDCYYcCYGT8TczPAxE0mODQfw+u83qWQnAEbbbrx87an84b+r+HrjAWZ+6Oiy2NDKzeuL07n/k42uszSAq05pXC+VhkqOqb+653TLOyt589qRdIxr2ut38EgJV726jE0Z+YQFB1Feafdab4aaY5KdHv1yM7OvHEaQc/aq6mpWq49RSd524AjfbDyAYTgmNezZvo3HYq+Tc1x3p5Pg9X2wdxn891K4bkGd3e+Pa+vXjjH3ABMehe5jjx7HG1yvbbXJ6Pqd75MvB/t3OPr6GNi5N/gtrgl2jI/+xTacERUrXVXee8qvYe7qSLbaruPh4FeObq+4losi+tGxZvvoegrs/AnWzXX8QKP+prrer2vehY9vxrBXkBvdkzZH0rBVHfu5qFvZV9qO//ywg//8sKPqPODKUV1pb5by+UfreXPJLke1uGr7qVUrkvy0Lct1n9OVo7rSPTGKhz5r3N+Qxm4HSOrUw63yn9Sph1tlvdI0KIrsSJvivdwX8iZ/D34To2rW95kV1/FVyPg6P+v8eVQMbZK71qoiX3RiJ+b8nM7DX26u9Zy6PjeZwMUvLiEx2jFvhYnvKuvr9uZxx7t1r1rxf5efyO7s+ntEQdP/1kvLoARdGswX3z46j5HaLpLswnI+XLWXV37a6faYStOkY1w4p/VK5H/L97glkzbD4M1rR3LR84trVU7/emoM9/6QVytpu++TDWzKyGf6KalkF5V55Pyc55ESE8GOQwV8smYfn6ypPYZ7QIcYNu7PrzXWqL5z+OwPjnV866p+/fm9NdxTVMapPRPcx+E1INa0g4Ws35fHCz/uILeodlcnT4+77JYQVWtGXgM8eoz2kbUnHfP4+NEmMAyD/on9Xdc9LbRwH/xYY9zlJ38Aux0GTYaSPL+qrA+p8WWNYVY6PuTbvqvz8SYQXZzhNsbxT6Uv8GNhw3uJNNuhLY7LxL6Eh9i49/x+fL3xgOtu53jJkvJKfntiJ4rKKlx/O+0mLNx0gM/W7OfXne6TARkG3Hh6d1JiIzh7QHKzqyfHamvVxyCCyZ1z15B2qJDJLyzmySlDwKBRf0OWpB3mn/O3sD+3hIToMF6/ZgTxUaFerQBVP4fCsgpufnslCzYd4F/fbOXPZ/ep+0nVZyE/RiX5Pz84Jrc8q3+S95Pz6kLCYepbMHscZG2B/10BY+6EhF4Nf7+mL4L3rgJMGHoVnHS9V0N2cb62v86Gn5+GLV9B1jZH7F7k/H/S0TzIIyEvcaptAwCzyq/ktZJzSOYwqUEH2GlPIpN2jExty3s7x/Fj5WDX9kNGAn9MiIQedbSPLfPhvxcfPaBph09ug4KDMORSx2OONVP8on/B8pcdtwddTNxvn+dAxm5X5fmOTj3osGwPd32w9ughgDeW7Kq6daTW9qP3uQsy4OZxPUiJjWDCwOb/DWmKk353BwdGTjxaWe/QjbxvnyRm0UMY1f5uPxL8CtMvuYbzX0+v9VmnQxtbnXNrAEw8oQOPfrW51nPq+twEEAQcKjharXb+fbbb4YITOpBfUu6xz7YZecWs35fP/PUZzFu1r86hPo7PIVGc3KP2ePKlS+ue60daHyXo0iDVq7/eHC9897yGVZifmDKEk3skcEKXuFrfQA7p3LbOcVOp9oxa46GHdmnrWpP5f8sca+029/xeXpTGPz7f1KCRb387rz+7swsbfA7Ofx41z6N9mzAy80vdJh1xnkfqMY5ffQy/U9/kNozrk8jsH9PrPLYn1FXBM4F9OZ5brmpbtvs36V4ZP9oEkSGRbLh5g3d2vuUrBiy5k9rjLk347Hb4/M6j41z9pLJefRm+MMp4NuQ5zrYtxyQIY8hUWDsXzEpMw8aygX/nrbV5PGv8y20fwYadkuy9vgv6UFX1JtGRBO7Jqb3cmQnc98lGZn26scFrzNpNXD08PFE9OV5bq36M9286hWmvLGXHoUIue9kxU31D/hbW/BsSHxXKBzedTNd2Ua5jeFP1c3jsd4P447treO677fRJbsPEIR3qflL1WcjrsC+3mI9XO+YY+P3pzR8X3GhtkuGSt+GVM2HnD44f5/uVer54cPrlecea704pJ4AXvgisV2xHGH+/Y9z7joXw8a1w9ZcQ1LxVGo4lJTaC905cx9ANj2AYjo42aV0mMWToTHh3NZm0I9N+tDv1HWf2cf3fzbS3q/2/oWb7CK2nDX/7oOMnphPk7wNnjXvgZOh8kmP2/PXv4/p73G0sXPQiBAXVqjx3iq/7GAkRBlnFtf+A9GrveH9tO+g+Oaan/4Y0Vc3zi+0xEn5yf4zNsNN/93955KJruefDjQ2aW8O5ra7PR/V9bmoXHcZ1ry9324cJzPxwHX/7eD2VVX+gm/vZ77Wf03ng041u/30vPKEDAzvE8uiXmz3aI0paPiXordjxZsBMjgln+0FH9feztUfHNTnX8/TkWtabMvLdkkunUd3asjQ9p1aFObVqdt3GzFy5dGlGndvnr8/gxrdWup3fjA/WsS+nmIuGdiI8JOjYM6kfKsQEVu/J5Yt1GWyotvap07kDk/lyQ2atan9qQiQn92jXqNk367ovITqMfy/cxrPfbnc7j7s/WMfVQ6LoN6ScwlJHFS8hOowtmUf4dM1+t6ofOD7HvTRtGJ3jo5h2SqrPql9vLdnJ5+syuev9tXxx+xjCQ2pO1dM4pmny0VZH4nfDmG6M6/v/7d15XFT1/j/w12HYUYZN2QV3FE3c00jUzF1TK7fUrPvtZrlh5dVri2a/0jZzS71227xaervhkpZriJolCOIGqamAIogogiL7fH5/fJhxljMwA7OeeT8fDx7KmTOHz/ucmXPO53w+n/cn0OKtCBZTnAvk/A6kfwdcPgRX0ZUEftN/T+3pvDnmW24AZetXK3Ydq13XoqNTDiqYC15XzEa07xSMnv46Ms+fxqaLMhxJcUUQbqPGTdDJHuzhq6cyZg55tS1dTQI1YtDuERLq447rWonGAKBLmByxbQKwPumyTiuQtXp4hPp4YO3kbhi26qhqmb6eAM2auOHizfv46fQNnTGvdx9UwtXZfJWxuoztGoY/8+7hX0eu4I0f0lFSVoWBHZob/b3/99ErqFYw9Gnlj64tfM1U2no0CQQUag8ZmQL4aS5c4/4jvj5jwO+f62Yo//kNoN0Qy37HBYE/TFj3KHDtDz4FW++XzfO3GANS/o3uGctUvWoEAWh9fSeaDHlL53tZ33VXlL5M+8FdgLx0oET94SADzv3Af7RlHeXnYJFjIXYOkQkC5vXW7fknEwRs+hvvMaTdm84WeomJEt2HAI6vxoSwPzBo4mvIv6+oHcveot6WZGPu/fKKy0TPz8293XCzpEK1THnv91fBfYztGgYfT2dk3Rbvjai8T3ZzdsLpa8XYc/YGUrPvaqzjJAALh0UhWO6BkV2CrdKbgdgvqqA7qBmbT+L3nDLVmKa49s3QIdgbmXklSLpwq97WXwUDXvvvaayaEIPm3u4Nnuosws8TRy8V4r09GaJ/Z+6g9qItzNrZUhsznqqph/jUW6t//Uujwqu+nwD+UOHwBZE5bEVM7ROJuPbNTJaVU+y1R1v7a5QX4E+Jvzpdim/P7IeepKGa6zPgelE5wv28LPJkV/k3OgZ7IyWrCFcKS7Hy4CUsHBbVqO0evngLOSU18HKVYeaAtpB7SnR6tZSveKu48hsrOOFG5DMI6dAL+GWB5jhbnwhg02jN97Ma3tJlxQp6sNwDP8acQkzGx6rWrwSXEdh9vwd27/0THwIA+OfQVSbg/4bGIuXmYvQ4uxTOgkI1y0FU/k4AY81f4LRNQG4K//++fwKungjuNk205SbczxOTvzihs4mFwzqgT2t/tPD3rPPcZmlFWkmLAON7Aqi34FnDP4ZG4fCFAly4eR9v7jgHp53GtYrdKa3E1mTem+qV/lZoPVcV5DJ0czAoEH7h30DfAUDZ3YddqsuL+Xkg53fd7Zghk7pBfMKBJ98F9rwOHFzCW/JrKho/tEa9K3lVGfDz68CVw7rrsRoEVt2osyeawdc4fbkLuk0DMnYB/52q+57AaOCmVu+VOo6FvlZh7Z5/dfWms4VziF5i+7DjU8Cl/cD1ZPhfn8hTxhnaUwSG3zfp27fhvp6q3kLq1GcEAMTv/Qy9T7aF3gzEPlEF3UEdu3QbTm78KSsDcPjCLb2VzRGdg/DzuXydrue/X76NgZ8mYUBUM+w5kweFVvd39eRu+pbXpUFPuhtAtPVLAB4JldfOF8zVt58AfkP3Lz2tYlaJA4C/u4DCct2dPbZrCHak3xBt1bc0uacL3h/bGS9tOomNRy5jeOeg2qlcGmb9YZ5oZ3LvFjZXOX9Q9QA9v+gJAEh5KQWeLg3c3+e2A3vm6Sy+GfEUQnqNBNoP1xxHWZwr3oJxYDEQ0hVoaqpZeI105yq6Zn6s0fo1seYnCINmYOHBOxqrVisYRjwSjGD5PNx8dDQKs/9ECLsB34NvIDh7O5A20Lxd9otz+fh4JbVeCIa23Kh/x+rqJWMKxn7WjO0JMCYmBDtP28Y5RKngXjkuFdxX/W5sj69vj2ehrKoG0SHeeLw2EZdV6GlxDMhL5LMblN2Fqks1wP/v7A5UV0Bz5gMTzXfeEN1f5Oep7GPAV4Nry9OIoTXqyS8h1O6fGsDJFVBUQSzuCS1DTfMd05e7ILS77nESZMCoNcCXg3SX13EsjOn5V9d7bJbYPsxNA74Y8HAdVU+RTSb90wa3rAtAjwhfpKjlBzHk3u+FvpH49vcs++jNQOyCdfqhEZvUO1K8K9+URyOxfFxnyGrHsckEAXMGtkGXcB/cr6jGT6fzVCclZZfI6V8lY8GPZ+tdrjRnYBt8MLYTQoU76ON0HqHCHZ0n3X1a+5vl4qN8uqoe3/JxnbFATyvu8E5BGNYpSPS1fm2bYdm4zrYTx9Od8UoP8QRH43u00DmuGk/fi3OBq0f4vxbwZMdAjO4SAgUD5m1Lx5GLt5BXrDu2tz6p2XeQfPUOZALwt1gr3ZjWgTGGjFsZyLiVAaNmuVQej7zTQMLfgf9NF9m4Am4PbvD/y0OBlo8/vJFUtmAItcMHBCfAtSlQ+Ce/eb5zxeLHHIzxFjYtAqtBJ4/bOsuVLRIAH+MY/dgI+Ma+BPRfxFfY/RqQ+ZP5YrhzWfcBh7JVDLrfb7HvpFgPIHOdE4z9rOk7h3z0bBfR9Sf0rOccYgVXC0t1ri8KBiQZ0NvpcsF9/PsYP5av9G9tliSOBtP5vsqAnn9HhZs/UFaEh5VRxn9aPwHMOgmMXq35HlPOd24sJydgoFaXe+VDLSO/n65ltzQzxIPx715kLDDrRJ1xm+w7pn1OVS7TPk6jVgJh3cWX13Ms9JW1rhjMeQ4xOe19WHlfdx2mQNu0JUDhXya9Jhlyfl4+rjPmPdlO9P113fsNjg6q91xvNH2xG7uc2CVqQXdQ2jPQyAQBi0Z0EM0crq/1N35QO7z/cya+PHZVY1sMvIuxNn3LAaBP6wD0Kd6DSe5zITAFmOAEQbYKgGUSWBnT+vX2KJ4Ved/5fPF9VbwH420ojp8PXzd+HJ6VpulaPKojDmXexOVbpZj2VXKDkrasP8xvsPu1cFNNu2X3NFqO1AnQbjWq8KxjLLZ2C0ZNBfCfsUBRFrChH1BVatlj/sd6nkhKmyBDs4gOcBJ0M/WKtkj0m4/bfx6Ff/5RYNuU2m2YIQY/kS7PDWgVs2XG9gQwd88gY4n1AgCA93ZnoGWAF3q3Ep97eVtKDhb+eFb1bbpXXi26nkWJtDheVYQjKvVt3XVj5/Fu5QZmqbcYhch+bEC3+yZF58XnJ49bwOP0a2W9uPXtc1s7FrZIT0+RJiV/AZ/3ql3OzHZNMum9nynPhfruwYxdTuwWtaA7qMWjOuo86VNmwNT3BFD76aOTk4D/e7ylTmVfAPBCn0gIAIJwG32cziMIt/UulwkCWjnnA7vmQKg9SQu13ZxUTwIt8GTQmNYv5Ws6LeX3M0XiiK8/DjM+JVbOF2zocVV141VeMLWPhRnjqKxR4EHlw8RICgYsSjhncEv6xZv3cDCTz108um0DL451xWCNJ9Tax0Np0jbRVqNKj2Z1b0+9BcOvFfDiPiCgPVB5T+uYx5s3zr8OPUxoFT1OJ47AsNaGt0g4OeFa2+may8wRQ9NgwNXr4e+NbBWzVcb2BLCl+LTL6iQALf29UFpZg6lfJWP/+XzkFZfh+OVC1Xkl40axRuUcAN7abvh5x6y0WhzLmrbiN+DqtB8SibX0WouyAqYtYydQ+aD+a8mdLODYSrQ6+4nuNgSZ5kMza8at72/b0rGwRWI9EJ54B8W+j9TOOFL7rTTjNakh934mOxdqf/4ZAy4n8qlR1a/Hu2YDG+L4v4YsN/f1m5gdtaA7qKe7h2Not1ZGZQ4Xoy/5xoSeLTCs+gC6n1kCmcBQwwSkPrIEvZ4aobFcwQTclbeD36YsiCXEwZZnAP82wJ+7rfJksM6xX7LDD1vKIUA4FgYUX9PdCKsBts/gN1CnNlnlyadRx1W0G6+Cj6fr9DS/gB5fbZY4rhaW6iReqWHM4KRTG5L42POh0UEIadqAFrC6YrDWE+qCDPGWI1cvoL1IC80J3aQ3dWoaxKdF2jpJc7k5k0vdvgz87wUeV8wU4Km1QMkNnZYmYz63bhW6XeJNHkP+GaCyFHDxBCZ+BwS0c5gbb3vqCaBdVl9PV8z67hQOZt7Ey/9JBfBw9HaEvyeybz9o1HnHkio9moknLLPVz6F2cjCllC+Acz8+7K6v71pSSwbwynjR1dpzsI3HTQwn0tPgRokX5ClnNNdjNUDOH0Dnp81eJIuM+9fOqdCyH7rk/wmU3RRfPz/d8OWsht/L0ffDblEF3YEZnTlcPXuq2pd+Qs8W6B9chcLsTD5FRkgokLkbvc4uAWqnQpIJDL3OLgayN6JXSa4qr42TwOBXckF/IQsy+I+SsjW3ZRzgG1FnuUy1PBh3EOx0GUBrAKE8Cc/5HbylvPa2TgATr5wrZR3hP+px7JoNHF5eO3+qVnytBwLyMP1lrSsOPQzOIuop3gUUJTeA42s0l9UbxxMPE5QZsM/1dU/NKryPPq31lKtWWvYd7Dj1cO7i8ht1fK5E/jYK/+JPrdWf2O+aDRypbbm5m60VX3z98TUWY0DqN7rL1VvM6pnT2SDBXcQTHZk6uVRxLq/k7v0nzzwd1gsYuYJn5tETh6Gf23LPUPPHcPlX/m+r/kDrAXWuKkX2lIlYu6wbpnTD3K2nsOfsw2nhGICs2w9E32/TCZ7sreu0dnnzTvOs89rTPopdS2plRc1A5ITlog/yiARonf/LvcLEk5rufJXfaz36KlB6yzzX3VrGzKJTL+17hJsZmvcbYMDVJLgDgMyNDz9TJzgBcf8EDn+g9p46lgPAoff4w2/XJmbdT8Q8qIJODFNPy2LgT3MRqDyRujYRT/wBiF54AQCjVvN/d8972CrwxDv8An5ig+a6TAGs7wtEjQRcPXkFxpDWXLRv3Lge5bynty/z7sBixm8Gyos0Wzcei+eVu3P/M2x/MAXwrzigWRSQ/RtEx1+ZqzW3phrYt0hzmSADhi4HmjTn+/pKouFx/GcMb2W88LNB+1x7uiqlN3ecA4OAyb3Fx6Jrjx/9M78EkXXFqX1cA6OBWxegc4EDNCvmGvHVAN9PAgLaAucTzNOy/tsq3nsEAq/EmqvlSNXKpdZqFfwI4G3CucW1W8XcfYAJmwFnN5NsXqdlEQC6TzPtflJW0FsPNN02iUU4y5zwXO8IjQq60tpJXVFaWW0f01UpmeLBnCWpl1ceCjg5A989q7uennuEB96t63yQR6RFt6eIE+AbyR/OHFzM85eU3uQPsW19zLX2/YZ/G34fKXK/kdN2Olo8u4zfL4pN6+cdVP9yCICTDLieDKzrY/Zx/MQ8BGZUGmFi70pKSiCXy1FcXAxvds+wluSsY8A3I6FzMpHVJuCq0Z1+By5ePOGUOsEJGPlZbSVcq5Ur/qxaS6Ta0/HiXGBlJ/Euvvo4uQGKCp3FNXCBDFUGr693OQB4BgAPbkNnWhdj4tC3P+qib5+r/20tJ06cQO/evQ3b/i8LgRPr+fGbsBmQuWi2VJgqDrF9qxZDXnEZsgofINzPA58n/oXva+clfmNwO4zrFoqs2w/QMsALvp6u2H3mBt74QbMrnEwQsGaID4b376v5efYO4eO9Nj0F0cq4NsEJGF873ct/pxkWXx3HAuBTX3X8nCebyZiZoX/qq4v7gO8m8HIO/0R32jQ9jDre2opzeRb0fW8CrBoY8BYQN79h29LertjnJv6cyW62VXEX5wK/vgec/p4/UPt7Er+xb6zKUmB5BJ/OaXYa4G/FObLV1HW8Df6s2aGGfM7zisvw2PJfdRI8HVs4QJUcyta78Dfq+21LjLmWCDKcituErv1HWr6cViaZ420kjfO58rrnHcLP63sX8YYQdfVcd63GmHtY7c+59n2k+jbrW66oAnbOAbKStP6GEzArFfBvpXFvVCI0fVg38PZufNyk0agF3VFtfQ7IO/rw6eOQZUCXCcDpbcC+fz580ufVDCgtEN+GWMVcaeIW3g1J7Emf4KR//Jz203Ht8WuCDBixgrdaJm8EMnbo/m09lWrRynkd6+tdPnwF0OMFIH1z4+LQtz+Gf8y7/x56V/dv69vnphhrm7aJV84BYNy/gDYirYTGxDHoXd4D4o/Pdbcjtm/VYlDvPvbB2M7w93LD2sS/8Mn+i/h0/0VV1dpFJqCqRreiXcMY8u/X6D659vSrfbAiYtQaAEyzF8eolUCHUbWva8U94E3e2nPyS904bp7Xeyw8XTyRFZ8lXgalWxeA//2Nl6f7C0DP/3vYemRO8lDg0RmAiwfw0xwg8f8BzaMe7oOG0pfXwBxj3OWhwOD3eRKqvNO8x4cpWryzfuM3PT4trDevtJEM+qw5EH05U9QTPNlqxVxyjLmWjFqJyqp6kl8SadK+l4qZDLjJgW2TNddjNcDtv2yvgn79pHjlfNwXQHV53Z9zfb1FDF3e73XdCjpT8Fb15u2BvDNQtazHvtOQ6IgZUQXdUV1NAtxqW5WYAti7gP9oYLWVcxmAGs2XBCfghb38/18P1W0RD2jHx2iaYuoRfev7RgKZu3SfwI//D/DfqTrL/4x5B1HpSw1eX3y5DGg/lM/vaqo4xJYrWwG1y6Rvn0PgY9YbQr3VFOAVz7oqZMbGcWK9YfsWAAoyecZb9cgEAW8MaQ9nJwErD13SaPeuqmEI8HLF7dJKjeUyQUCk8x3deXMf3AYEF4BpPawRZECb2vHkbQaJH1N98aV+rRvHrtn8QUtot9r1DRz7VZwL3EgH9i3kwygiHgOGfWSaFmBjdH+eP2RI/heQ8DIwsQnvMtfQMWyVIuN8zTHGXcnLH+j2PP/sHfvMNBV09e7t1pwfmzSKPSW7kzxjriXGJr8k0hUSIz4+fe9CPua6SZBtjLm+c/XhTCXqBBm/tstDzfs5928jvp9qyvnDayWm4MMGiE0RmfuCEC2TvgdGr9GaBmkV0KI3/9GeIkO7JdkUU4+IrS82PceoVUCHkaLLi4P6GrW++PKVumVobBxiy/XFJrbPAfCW33igQs/YeH3SNvHuV3sX8C7NwTFAPwO6NDc2Du19q8wa+Mt84A+tnAO1erXyE12+ZnJXLH9ad9qTiPvp4k+uJ4t9nlfW/5k1KD4nwMMPuJ/PH0B8Fg18O4rv47RNouVXUR6LbZOBuzl8O+M3Ac6udb/PXIZ8wJMxVpXyXAKGxqGtJI8/KFFniQzMfWbyca5XjwDXUxu/PRp/Lhm2NC2cwzPVPQJxHNrXXQiAswdPKPzFQOOuu+aSfxb4agjvSerhB9VUg8bcbzSW6P3Xaj6MhNg8akF3WE7QGT/9wi/ireFBnQD5EP2txdbMKGvsE3hj1rfV2LRfK7nBu2VfOcwvSqPX8Klr6sotIDjxsVza3ejzz/LtmTJOQ/atbySfui15I39YUHSVj7n2b6NaXyzDO8+07IU+rQM0W8WKT6N6r0hFX5ABzTsCbZ803XHVjs/Dl+9X9eSGTMEztnqHoqxFH/T7qi9QXY4jk3bDo0lQbUIYrUps+V0+Y4C1yJyBoct4QkYl7ez19akqB7Y9xx9YNOsAPPst75Vjie+STzjQeTxw+jvgt894ToWGKr4OFF7g35uW/UxXRjMrqypDv294eY9MPwIPF6qQEkIkQPu66+QM7Hkd+PMnaMzEYsz1yhSKc/nwqsT3ebLkwE7AlB8BRY3t3EcW54q0rMv0boJYB1XQHdWwD4HEf2qO/VK2zBo6rlqdNTOrNnacTkOXW4Kh+9y/DZ8z/sYpYENs7QoC0HsG5DWhwC/bayuM9SRGM9fc14bs22Ef8ZwHie/zsp7YoJF11ODxoxf2Aj88D+eacsC3Fc/CbuznubHxRY3QnX0ADNg8Dgp3H5ysyAEAKNZ0q+1yLzJnu7nGaBtDbLy+oZ8RxvhDh9xU/tBi0ne1Xdrbm6Wooh6byyvombuBWxeBZu0atp3LtTMXhHbnsdgJBVPg5I2Tqv8TQohkaF93e/+9toKuhtXwPCRdp5i/PGmbNKdO82sNTN8DePg8LK81GJITadgyYPkM65SPiKIKuqOKmQR0GWlbLcak4cK68+7Q36pnuWXAifWI0veeZh2BW5nQ6UlhrQRYggDEPAckqs3nqZwbt/Q20GUiJvRsgf7BVSjMzkRARBQCw1o8fH9xLpD8BZ+aDAoUNesN35d28N4Elv48K3spaFeKnNx49ln1Icysmo+Zu38TNnMslPTFUV9lrzgXOPIxcGYrj+PZb60TS/MooP0I4MIe4Pgq4CmRhIWGoO7thBBi2/Rdr3bN4YlXu07lvbnMMTY9/xy/V1FXlMVn/1BW0G2J9r2+0BQAVdBtCVXQHZktthiTRhBvHa9wC4BbRaHuC8M/4l3J9fWYsIY74nOD4tAS/iNvgcDiawgEAyAAXSYCLfoAOb8Dp7c+fG9YL1yKXoxerp6Aq6flYxJ7Qj1qJdAkGPjuad31n/6CX8xt6VgAunEo/fA8MPkHILyn7ntOfsPzISiPRadxQKs485dVn9h5vIJ+ehvQf5Hx+1RR2wIDUAWdEEJslc511wloHg3cPMuH0B1fzdcz5XzgCgVw6j/AvkW6r5mrR6KpqN/rl5RYtyxEB1XQCZEKsafHggyXur6DTifidXML+LXiyUlsqceE6BNwAQjqDOSfAYpz1JYzPo7+9Pe628lNhUubIt3lllTX2C91Qm129Jb9bOtYKKnH4enHWyNyTwKbRgMjVwLewYBXIHArAzj7o24Xw3MJfMo9a8UT3hOIiAWyj/GbqCEfGFeWvNO8F4abN+/iTgghxDaJXXdPbQZ2zny4jlbPPD6czMis78W5wKUDwMmvgPzT4uvYQi84Yreogk6IVOhptS2tat/w3AKWpq/luds04PwO3nKrrVkUcOtPzWWsBm4PbligwPUQG/s17GPgl7/z3235WKhTL9e0ncB/pwGXDwHb/17/e22hFSGoM6+gZ+zgUzMa03qi7N7esh8gczFbEQkhhJiA9nXUp4X4esqeeUqCE3/o3L32PkM9sa5ye4wBh5cDSR9C1UtM5gYMWgy4eAF7XrOtXnDEblEFnRApMTZ7vS3SV9awnqI9BPDUOuDLQTrLKzxDLFtuQ8VMflhBn5kMBLS1bnmM5dYEGLECWN1F97XO44FzP/CbGCVrtyIU5/L53JWMzeyrTBDXeoBZikcIIcSM9PXMa9Ze8+E+UwA/zQGunQDcfYAT6/kywQno/QqgqAIyfwLu5WluX1EFdBzDrydtn7SP+yxi86iCTojUSCG3gFhZ9bWuh3UXXV5Z1cwKBTdMgGcA/4+3jT5EqI/GUAM13abxYRO2NJb+zmWRJHcGtupX3OM3a4Ddjj9XfdYIIcQR6bt38I3kU9NqS9+i+TtTAH/UkWBUfcYVe7rPIjaNKuiEEPth7Lz3NsjL1Qu35t+ydjEaR0++A/vJawCgaXD97836jbeO+Eba5VhCSXzWCCGksQydD1xwAiIeA7KO6m6j7RCg41PArlni1z5CTMip/lUIIcSGyEN5JVCshV1sOTE9ZYuEIOO/i42lt5VjoV1WpbRv6n9v5i7+b3hvkxeLEEKIBWlfl0SvY6uAsf8ST+Y68jOg63N1X/sIMRFqQSeEEGI8e81rcDcH2Pkq8PvnfNxgWA/x96RtetjV8cx/gchY00zLQwghxDbou47VlVjXnq59xG5RBZ0QQiyorKoMw7YMAwD88twv8HDxsHKJGsGextupl/VqEnBmG5965+UjgLOb5rrFuTxZkAozLrGcjZDUZ40QQsxB7DpWXyXcnq59xC5RBZ0QQixIwRRIyk5S/Z9YwdDlfPq0W38CRz4GBr718LXSQj5HrnomesA2poszEn3WCCGkgagSTqyIKuiEEEIci6cfMOJTPp/70RV8jLmTK3AjFfhtFVB+V/c9lAiIEEIIIRZAFXRCCCGOp+NT/CdjJ7DlGc3XgjoDbQYDv620neniCCGEEOIQqIJOCCHEMT3+Oq+gaxCACVsA3wig598oERAhhBBCLIoq6IQQQhxTebHIQsYzvftG0BhEQgghhFgczYNOCCHEMfm1Fp/vlsaaE0IIIcRKqIJOCCEW5uniCU8XT2sXg8hD+Xy3goz/LsGx5vRZI4QQQuwLdXEnhBAL8nL1QumiUmsXgyjVN9+tHaPPGiGEEGJ/qIJOCCHEsdFYc0IIIYTYCOriTgghhBBCCCGE2ACqoNuR0aNHo0WLFnB3d0dwcDCmTp2KGzduWLtYhBAjlFeXY8R3IzDiuxEory63dnGIhNFnjRBCCLE/1MXdjgwYMACLFi1CcHAwcnNz8cYbb+CZZ57B8ePHrV00QoiBahQ1+PnSz6r/E2Iu9FkjhBBC7A9V0O3IvHnzVP+PiIjAwoULMWbMGFRVVcHFxcWKJSOEEEIIIYQQ0ljUxd1O3blzB1u2bEHfvn2pck4IIYQQQgghEkAVdDuzYMECeHl5wd/fHzk5Odi5c2ed61dUVKCkpETjhxBCCCGEEEKI7REYY8zahXBkS5YswbvvvlvnOikpKejRowcAoLCwEHfu3EF2djbeffddyOVy7N69G4IgGLX9Q4cOwcvLq/EB2JGioiL4+vpauxgWR3HblrLqMgw4OAAAkDgoER7OHibdvq3GbW4Uty5zf9asiY63Y6G4HQvFbVmlpaV44oknUFxcDG9vb4v/faKLKuhWVlhYiMLCwjrXiYyMhLu7u87y69evIzw8HMePH0efPn1E31tRUYGKigrV7yUlJQgPD3fIL+GJEyfQu3dvaxfD4ihu21JaWYomy5oAAO7/8z68XE37oMxW4zY3iluXuT9r1kTH27FQ3I6F4raskpISyOVyh6wb2CpKEmdlAQEBCAgIaNB7lc9W1Cvg2tzc3ODm5qbzHkfs6l5aWkpxOxBbjbu0shSonfGqpKQENa6mza5tq3GbG8Ut8pqZP2vWRMfbsVDcjoXitizl36Q2W9tBLeh2Ijk5GcnJyYiNjYWvry+uXLmCd955B3l5eTh//rxGJbwuV65cQevWrc1cWkIIIYQQQoi9uHbtGsLCwqxdDAJqQbcbHh4eSEhIwOLFi1FaWorg4GAMHToUW7duNbhyDgB+fn4AgJycHMjlcnMV1+You/Zfu3bNobrvUNwUtyOguCluR0BxU9yOgOK2fNyMMdy7dw8hISEW/btEP6qg24nOnTvj119/bfR2nJx44n65XO5QJz4lb29vituBUNyOheJ2LBS3Y6G4HQvFbVmO1GhnD2iaNUIIIYQQQgghxAZQBZ0QQgghhBBCCLEBVEF3MG5ubli8eLFR49algOKmuB0BxU1xOwKKm+J2BBQ3xU0cF2VxJ4QQQgghhBBCbAC1oBNCCCGEEEIIITaAKuiEEEIIIYQQQogNoAo6IYQQQgghhBBiA6iCTgghhBBCCCGE2ACqoDuQdevWoWXLlnB3d0f37t1x9OhRaxfJpJYtW4aePXuiadOmaN68OcaMGYMLFy5orMMYw5IlSxASEgIPDw/0798f58+ft1KJzWPZsmUQBAHx8fGqZVKNOzc3F1OmTIG/vz88PT0RExOD1NRU1etSjLu6uhpvvfUWWrZsCQ8PD7Rq1QpLly6FQqFQrSOFuI8cOYJRo0YhJCQEgiBgx44dGq8bEmNFRQVmz56NgIAAeHl5YfTo0bh+/boFozBeXXFXVVVhwYIF6Ny5M7y8vBASEoJp06bhxo0bGtuQWtzaXn75ZQiCgJUrV2osl2rcmZmZGD16NORyOZo2bYpHH30UOTk5qtelGPf9+/cxa9YshIWFwcPDAx06dMD69es11rHHuE11n2JvsdcXt1TPbYYcb3VSOreRxqEKuoPYtm0b4uPj8eabb+LUqVN4/PHHMWzYMI2LvL1LSkrCzJkz8ccff+DAgQOorq7G4MGDUVpaqlrno48+wooVK7B27VqkpKQgKCgITz75JO7du2fFkptOSkoKNm7ciEceeURjuRTjLioqwmOPPQYXFxf88ssvyMjIwKeffgofHx/VOlKM+8MPP8SGDRuwdu1aZGZm4qOPPsLHH3+MNWvWqNaRQtylpaXo0qUL1q5dK/q6ITHGx8dj+/bt2Lp1K44dO4b79+9j5MiRqKmpsVQYRqsr7gcPHiAtLQ1vv/020tLSkJCQgIsXL2L06NEa60ktbnU7duzAiRMnEBISovOaFOO+fPkyYmNjERUVhcOHD+P06dN4++234e7urlpHinHPmzcPe/fuxebNm5GZmYl58+Zh9uzZ2Llzp2ode4zbVPcp9hZ7fXFL9dxmyPFWktq5jTQSIw6hV69ebMaMGRrLoqKi2MKFC61UIvMrKChgAFhSUhJjjDGFQsGCgoLY8uXLVeuUl5czuVzONmzYYK1imsy9e/dY27Zt2YEDB1hcXBybO3cuY0y6cS9YsIDFxsbqfV2qcY8YMYK9+OKLGsvGjRvHpkyZwhiTZtwA2Pbt21W/GxLj3bt3mYuLC9u6datqndzcXObk5MT27t1rsbI3hnbcYpKTkxkAlp2dzRiTdtzXr19noaGh7Ny5cywiIoJ99tlnqtekGveECRNU320xUo07OjqaLV26VGNZt27d2FtvvcUYk0bcjDXsPkUKsWvHLUaK5zZ9cUv93EaMRy3oDqCyshKpqakYPHiwxvLBgwfj+PHjViqV+RUXFwMA/Pz8AABXr15Ffn6+xn5wc3NDXFycJPbDzJkzMWLECAwaNEhjuVTj3rVrF3r06IFnn30WzZs3R9euXfHFF1+oXpdq3LGxsTh06BAuXrwIADh9+jSOHTuG4cOHA5Bu3OoMiTE1NRVVVVUa64SEhKBTp06S2Q8AP88JgqDqOSLVuBUKBaZOnYr58+cjOjpa53Upxq1QKLBnzx60a9cOQ4YMQfPmzdG7d2+N7uBSjBvg57ldu3YhNzcXjDEkJibi4sWLGDJkCADpxN2Q+xQpxK4dt751pHZuE4vbEc9tpH5UQXcAhYWFqKmpQWBgoMbywMBA5OfnW6lU5sUYw2uvvYbY2Fh06tQJAFSxSnE/bN26FWlpaVi2bJnOa1KN+8qVK1i/fj3atm2Lffv2YcaMGZgzZw42bdoEQLpxL1iwAJMmTUJUVBRcXFzQtWtXxMfHY9KkSQCkG7c6Q2LMz8+Hq6srfH199a5j78rLy7Fw4UJMnjwZ3t7eAKQb94cffghnZ2fMmTNH9HUpxl1QUID79+9j+fLlGDp0KPbv34+xY8di3LhxSEpKAiDNuAFg9erV6NixI8LCwuDq6oqhQ4di3bp1iI2NBSCNuBt6n2LvsYvFrU2K5zZ9cTviuY3Uz9naBSCWIwiCxu+MMZ1lUjFr1iycOXMGx44d03lNavvh2rVrmDt3Lvbv368xLlGb1OJWKBTo0aMHPvjgAwBA165dcf78eaxfvx7Tpk1TrSe1uLdt24bNmzfju+++Q3R0NNLT0xEfH4+QkBA8//zzqvWkFreYhsQolf1QVVWFiRMnQqFQYN26dfWub89xp6amYtWqVUhLSzM6BnuOW5n48amnnsK8efMAADExMTh+/Dg2bNiAuLg4ve+157gBXkH/448/sGvXLkRERODIkSN49dVXERwcrNNLTJ09xW3q+xR7ib2uuAHpntvE4nbUcxupH7WgO4CAgADIZDKdJ20FBQU6T2mlYPbs2di1axcSExMRFhamWh4UFAQAktsPqampKCgoQPfu3eHs7AxnZ2ckJSVh9erVcHZ2VsUmtbiDg4PRsWNHjWUdOnRQJT6U6vGeP38+Fi5ciIkTJ6Jz586YOnUq5s2bp+o9IdW41RkSY1BQECorK1FUVKR3HXtVVVWF8ePH4+rVqzhw4ICqhQmQZtxHjx5FQUEBWrRooTrHZWdn4/XXX0dkZCQAacYdEBAAZ2fnes9zUou7rKwMixYtwooVKzBq1Cg88sgjmDVrFiZMmIBPPvkEgP3H3Zj7FHuOXV/cSlI9t+mL21HPbaR+VEF3AK6urujevTsOHDigsfzAgQPo27evlUpleowxzJo1CwkJCfj111/RsmVLjddbtmyJoKAgjf1QWVmJpKQku94PTzzxBM6ePYv09HTVT48ePfDcc88hPT0drVq1kmTcjz32mM50JRcvXkRERAQA6R7vBw8ewMlJ89Qtk8lUrW1SjVudITF2794dLi4uGuvk5eXh3Llzdr0flDewly5dwsGDB+Hv76/xuhTjnjp1Ks6cOaNxjgsJCcH8+fOxb98+ANKM29XVFT179qzzPCfFuKuqqlBVVVXnec5e4zbFfYo9xl5f3IA0z231xe2o5zZiAMvloyPWtHXrVubi4sK+/PJLlpGRweLj45mXlxfLysqydtFM5pVXXmFyuZwdPnyY5eXlqX4ePHigWmf58uVMLpezhIQEdvbsWTZp0iQWHBzMSkpKrFhy01PP4s6YNONOTk5mzs7O7P3332eXLl1iW7ZsYZ6enmzz5s2qdaQY9/PPP89CQ0PZ7t272dWrV1lCQgILCAhg//jHP1TrSCHue/fusVOnTrFTp04xAGzFihXs1KlTqoy+hsQ4Y8YMFhYWxg4ePMjS0tLYwIEDWZcuXVh1dbW1wqpXXXFXVVWx0aNHs7CwMJaenq5xnquoqFBtQ2pxi9HOdMyYNONOSEhgLi4ubOPGjezSpUtszZo1TCaTsaNHj6q2IcW44+LiWHR0NEtMTGRXrlxhX3/9NXN3d2fr1q1TbcMe4zbVfYq9xV5f3FI9txlyvLVJ5dxGGocq6A7k888/ZxEREczV1ZV169atzukt7BEA0Z+vv/5atY5CoWCLFy9mQUFBzM3NjfXr14+dPXvWeoU2E+0KulTj/umnn1inTp2Ym5sbi4qKYhs3btR4XYpxl5SUsLlz57IWLVowd3d31qpVK/bmm29q3MRIIe7ExETR7/Pzzz/PGDMsxrKyMjZr1izm5+fHPDw82MiRI1lOTo4VojFcXXFfvXpV73kuMTFRtQ2pxS1G7CZWqnF/+eWXrE2bNszd3Z116dKF7dixQ2MbUow7Ly+PTZ8+nYWEhDB3d3fWvn179umnnzKFQqHahj3Gbar7FHuLvb64pXpuM+R4a5PKuY00jsAYY41thSeEEEIIIYQQQkjj0Bh0QgghhBBCCCHEBlAFnRBCCCGEEEIIsQFUQSeEEEIIIYQQQmwAVdAJIYQQQgghhBAbQBV0QgghhBBCCCHEBlAFnRBCCCGEEEIIsQFUQSeEEEIIIYQQQmwAVdAJIYQQO9W/f3/Ex8ebZdtZWVkQBAGCICAmJsZk250+fbpquzt27DDZdgkhhBApoAo6IYQQYkGHDx9WVVDFfgYMGGDwthISEvDee++pfo+MjMTKlSvrfZ8xleODBw/i0KFDBpepPqtWrUJeXp7JtkcIIYRIibO1C0AIIYQ4kr59+4pWUHft2oUZM2bg1VdfNXhbfn5+piyaKH9/f/j7+5tse3K5HHK53GTbI4QQQqSEWtAJIYQQC3J1dUVQUJDGT1FREebPn49Fixbh2WefVa2bkZGB4cOHo0mTJggMDMTUqVNRWFioel29i3v//v2RnZ2NefPmqVrjxURGRgIAxo4dC0EQVL8bavr06RgzZgw++eQTBAcHw9/fHzNnzkRVVZVqnXXr1qFt27Zwd3dHYGAgnnnmGaP+BiGEEOKoqIJOCCGEWNHdu3cxZswYxMXFaXRXz8vLQ1xcHGJiYnDy5Ens3bsXN2/exPjx40W3k5CQgLCwMCxduhR5eXl6u5GnpKQAAL7++mvk5eWpfjdGYmIiLl++jMTERHz77bf45ptv8M033wAATp48iTlz5mDp0qW4cOEC9u7di379+hn9NwghhBBHRF3cCSGEECtRKBSYPHkyZDIZNm/erNHqvX79enTr1g0ffPCBatlXX32F8PBwXLx4Ee3atdPYlp+fH2QyGZo2bYqgoCC9f7NZs2YAAB8fnzrXq4uvry/Wrl0LmUyGqKgojBgxAocOHcJLL72EnJwceHl5YeTIkWjatCkiIiLQtWvXBv0dQgghxNFQCzohhBBiJYsWLcLvv/+OnTt3wtvbW+O11NRUJCYmokmTJqqfqKgoAMDly5etUVyV6OhoyGQy1e/BwcEoKCgAADz55JOIiIhAq1atMHXqVGzZsgUPHjywVlEJIYQQu0It6IQQQogVbNu2DZ988gn27NmDtm3b6ryuUCgwatQofPjhhzqvBQcHW6KIerm4uGj8LggCFAoFAKBp06ZIS0vD4cOHsX//frzzzjtYsmQJUlJS4OPjY4XSEkIIIfaDKuiEEEKIhaWnp+PFF1/E8uXLMWTIENF1unXrhh9//BGRkZFwdjbscu3q6oqampp613NxcTFovYZydnbGoEGDMGjQICxevBg+Pj749ddfMW7cOLP9TUIIIUQKqIs7IYQQYkGFhYUYM2YM+vfvjylTpiA/P1/j59atWwCAmTNn4s6dO5g0aRKSk5Nx5coV7N+/Hy+++KLeynVkZCSOHDmC3NxcjWzvYusdOnQI+fn5KCoqMml8u3fvxurVq5Geno7s7Gxs2rQJCoUC7du3N+nfIYQQQqSIKuiEEEKIBe3ZswfZ2dn4+eefERwcrPPTs2dPAEBISAh+++031NTUYMiQIejUqRPmzp0LuVwOJyfxy/fSpUuRlZWF1q1bq5LBifn0009x4MABhIeHmzyBm4+PDxISEjBw4EB06NABGzZswPfff4/o6GiT/h1CCCFEigTGGLN2IQghhBBiW7KystCyZUucOnUKMTExJt++IAjYvn07xowZY/JtE0IIIfaKWtAJIYQQolffvn3Rt29fk21vxowZaNKkicm2RwghhEgJtaATQgghREd1dTWysrIAAG5ubggPDzfJdgsKClBSUgKAZ6P38vIyyXYJIYQQKaAKOiGEEEIIIYQQYgP+P9WzFk7AwIJKAAAAAElFTkSuQmCC",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=1000.0/>\n",
|
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" </div>\n",
|
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" "
|
|
],
|
|
"text/plain": [
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"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
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|
]
|
|
},
|
|
"metadata": {},
|
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"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
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"# Leerlauf\n",
|
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"leerlauf = read_oscilloscope_file(\"Messungen/Rohdaten/Messung 2.1/Reflexion im Leerlauf.txt\")\n",
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"\n",
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"leerlauf_fig = plot_kurven(leerlauf, title=\"Relfexion bei Leerlauf\", xStart=1120, xStop=1370, xStep=20)\n",
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"# leerlauf_fig.savefig(\"Reflexion_bei_Leerlauf\", dpi=250)\n",
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"\n",
|
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"# 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) / 1e3 # km/s\n",
|
|
"\n",
|
|
"# Permittivität des Dielektrikums"
|
|
]
|
|
},
|
|
{
|
|
"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",
|
|
"endwiderstand_fig = plot_kurven(endwiderstand, title=\"Relfexion mit Endwiderstand\", start=1120, stop=1340, xStep=20)\n",
|
|
"endwiderstand_fig.savefig(\"Reflexion_mit_Endwiderstand\", dpi=250)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"kurzschluss.set_index(\"time\", inplace=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"kurzschluss[0:150].to_csv(\"text\")\n"
|
|
]
|
|
}
|
|
],
|
|
"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": "3.11.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|