739 lines
724 KiB
Text
739 lines
724 KiB
Text
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"id": "051c8f59-a034-447f-80f5-d6d43310a241",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"from scipy import fft\n",
|
|
"from scipy import signal as sig\n",
|
|
"from scipy import interpolate as interp\n",
|
|
"from io import StringIO\n",
|
|
"from matplotlib import pyplot as plt\n",
|
|
"%matplotlib inline"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"id": "85426504-2fd6-4544-a800-2c17f1eb2853",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def load_keysight_csv(fn):\n",
|
|
" with open(fn, 'r') as f:\n",
|
|
" header = {}\n",
|
|
" while (line := f.readline().strip()) != 'DATA':\n",
|
|
" if ',' in line:\n",
|
|
" key, _, value = line.partition(',')\n",
|
|
" header[key] = value\n",
|
|
" data = f.read()\n",
|
|
" data = np.genfromtxt(StringIO(data), delimiter=',')\n",
|
|
" return header, data"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "0d48166b-a117-4221-bcfb-97563bac0b61",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Fundamental peak: 7996500.0 -27.0907135009766\n",
|
|
"Frequency spacing is 49.973751 kHz\n",
|
|
"3 dB frequency from spline: 0.530 GHz, equiv t_r = 0.660 ns\n",
|
|
"Reconstruction sample spacing: 0.025 ns\n",
|
|
"edge 4985:5009: t_r=0.600 ns, equiv f_3dB = 0.583 GHz\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA/kAAALyCAYAAACB9RR7AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd4U+XbB/BvRpume1JaWih7KiAoFGQJiIqK1o0DHPxUHChOnMgrogKKW5zgQhHBhbJB9t4bCqW7pXtnnveP06QnaZImbdKRfj/Xlas5I+c8mT33M+5HJgiCACIiIiIiIiJq8eRNXQAiIiIiIiIicg8G+URERERERERegkE+ERERERERkZdgkE9ERERERETkJRjkExEREREREXkJBvlEREREREREXoJBPhEREREREZGXUDZ1AVoio9GIzMxMBAUFQSaTNXVxiIiIiIiIyMsJgoDS0lLExsZCLrffXs8gvx4yMzMRHx/f1MUgIiIiIiKiViYtLQ1xcXF2tzPIr4egoCAA4osbHBzcxKUhIiIiIiIib1dSUoL4+HhzPGoPg/x6MHXRDw4OZpBPREREREREjaauIeNMvEdERERERETkJRjkU5ORyWT4/fffm7oYHjV58mTcdNNNTV2MFmfTpk2QyWQoKipq6qK0OHztiIiIiFo3BvmEyZMnQyaT1bqdPXu2qYvWbIwcORJPPfWUR8+xd+9ePPDAA+jWrRsiIiLQq1cvPP744zh58mStfe29Z71793Z4jvXr12PIkCEICgpCTEwMXnjhBej1eot9li5din79+sHf3x8dOnTA3LlzG3zulJQUyGQyKJVKZGRkWGzLysqCUqmETCZDSkpKHa+SZy1fvhxjx45FVFQUgoODkZiYiNWrV1vsM3LkSJvPf/z48Q6PfeTIEYwYMQJqtRrt2rXDrFmzIAiCxT6ffPIJevbsCbVaje7du+O7775r8HMyBf2mm1qtRu/evfHFF180+NhERERE1PwwyCcAwDXXXIOsrCyLW8eOHZu6WK2C0WjE008/jbFjxyIyMhIfffQRNm/ejE8++QRqtRpDhgzBwoULLR7zwQcfWLxXaWlpCA8Px2233Wb3PIcPH8Z1112Ha665BgcOHMDPP/+MP//8Ey+++KJ5n3///Rd33303HnnkERw9ehSffvop3nvvPXz88ccNOrdJbGxsrcB18eLFaNeunbMvl0dt3rwZY8eOxT///IN9+/Zh1KhRuOGGG3DgwAHzPsuXL7d4/kePHoVCoXD4/EtKSjB27FjExsZiz549+OijjzBv3jy899575n0+++wzzJgxAzNnzsSxY8fwxhtv4LHHHsNff/3llud26tQpZGVl4fjx43j44Yfx6KOPYv369W45NhERERE1IwK5rLi4WAAgFBcXN3VR3GLSpEnChAkTnN42bdo0YcSIEeblESNGCE888YTw3HPPCWFhYUJ0dLTw+uuvWzzm9OnTwrBhwwSVSiX07NlTWLNmjQBAWLFihXmf559/XujataugVquFjh07Cq+88oqg1WrN219//XWhb9++wtdffy3Ex8cLAQEBwiOPPCLo9XrhnXfeEaKjo4WoqCjhzTfftDh3UVGRMGXKFCEqKkoICgoSRo0aJRw8eLDWcb/77juhQ4cOQnBwsHDHHXcIJSUl5tcAgMXt/Pnzgl6vFx544AEhISFB8PPzE7p16yYsWLDA6dfW5IUXXhAuv/xyISsry+b2s2fPCh07dhRWrlxp9xgrVqwQZDKZkJKSYnefGTNmCAMHDqz1OD8/P/Nzveuuu4Rbb73VYp/3339fiIuLE4xGY73Pff78eQGA8Morrwhdu3a12Na9e3fh1VdfNb+ugiAIGzduFAAI69atEwYMGCCo1WohMTFROHnypPlxHTp0qPW+eOInrVevXsIbb7xhd/v7778vBAUFCWVlZXb3+fTTT4WQkBChqqrKvG7OnDlCbGys+XVNTEwUnn32WYvHTZs2TRg6dKjD8q1cuVLo2rWr4OfnJ4wcOVL49ttvBQBCYWGhIAg1r6Vp2aRTp07Cu+++6/DYRERERNR8OBuHsiWf3GLx4sUICAjArl278O6772LWrFlYu3YtALGlOikpCQqFAjt37sTnn3+OF154odYxgoKCsGjRIhw/fhwffPABvvzyS7z//vsW+yQnJ+Pff//FqlWrsGTJEnzzzTcYP3480tPT8d9//+Gdd97BK6+8gp07dwIABEHA+PHjkZ2dbW6dveyyyzB69GgUFBRYHPf333/H33//jb///hv//fcf3n77bQBiy3ViYiKmTJlibr2Nj4+H0WhEXFwcli5diuPHj+O1117DSy+9hKVLlzr9up08eRJff/01fv/9d7Rt2xZfffUVevTogbi4OMycORNjx45FZmYmvvrqKzz77LO1unebfP311xgzZgw6dOhg91wajQZ+fn4W69RqNaqqqrBv3z6H+6Snp+PChQv1PrfJjTfeiMLCQmzduhUAsHXrVhQUFOCGG26wuf/LL7+M+fPnY+/evVAqlXjggQfM2/bs2WN+P9LT0zF48GAMGzaszjK4wmg0orS0FOHh4Xb3+frrr3HnnXciICDA7j47duzAiBEjoFKpzOvGjRuHzMxM8xAFe6/97t27odPpbB43LS0NSUlJuO6663Dw4EE89NBDFj0zbBEEAatWrUJaWhoGDRrkcF8iIiIiaoEao8bB27S4lny9XhA2bhSEn34S/+r1FpsnTZokKBQKISAgwHwzteY625J/5ZVXWuxz+eWXCy+88IIgCIKwevVqQaFQCGlpaebt//77b62WfGvvvvuuMGDAAPPy66+/Lvj7+5tbnQVBEMaNGyckJCQIBoPBvK579+7CnDlzBEEQhPXr1wvBwcEWLaiCIAidO3cWFi5caPe4zz33nDBo0CCL5zht2jS7ZTWZOnWqcMstt5iX62rJf/nll4VnnnlGEARB2Lp1q+Dv7y8sXrxY2L9/v/l92bhxoyAIghAXFyecOHGi1jEyMzMFhUIh/PLLLw7Ltnr1akEulws//fSToNfrhfT0dOHKK68UAAg//fSTIAiCsHDhQsHf319Yt26dYDAYhFOnTgk9evQQAAjbt2+v97lNLfkHDhwQnnrqKeH+++8XBEEQ7r//fuHpp58WDhw4YLcl32TlypUCAKGysrLW8Z988kmhQ4cOQm5ursNyuOrdd98VwsPDhZycHJvbd+3aJQAQdu3a5fA4Y8eOFaZMmWKxLiMjw+J1nTFjhtC2bVth7969gtFoFPbs2SO0adNGACBkZmbaPO6MGTOEnj17WvSyeOGFF2y25Ju+20qlUpDL5bV6vBARERFR8+ZsHKpsiooFakTLlwPTpgHp6TXr4uKADz4AkpLMq0aNGoXPPvvMvOyoVdKWSy+91GI5JiYGubm5AIATJ06gffv2iIuLM29PTEysdYxly5ZhwYIFOHv2LMrKyqDX6xEcHGyxT0JCAoKCgszL0dHRUCgUkMvlFutM5963bx/KysoQERFhcZzKykokJyfbPa60/I58/vnn+Oqrr3DhwgVUVlZCq9WiX79+dT7O5PDhw5g8eTIA4I8//sDEiRNx3333AQC++OILi14BMTExKCwsrHWMRYsWITQ0tM4s/ldffTXmzp2LRx55BPfeey9UKhVeffVVbN26FQqFAgAwZcoUJCcn4/rrr4dOp0NwcDCmTZuGmTNnmvepz7mlHnzwQSQmJuKtt97Cr7/+ih07dtRK/mci/VzFxMQAAHJzc9G+fXvz+i+++AJff/01tm3bhqioKKfLERgYaL5/zz334PPPP7fYvmTJEsycORN//PEH2rRpY/MYX3/9Nfr06YMrrriizvNZz2cqVPfKMK1/9dVXkZ2djcGDB0MQBERHR2Py5Ml49913bb72gPjdGjx4sMWxbX23AGDLli0ICgqCRqPB7t278fjjjyM8PByPPvponWUnIiIiopaD3fW92fLlwK23Wgb4AJCRIa5fvty8KiAgAF26dDHfTAGVXC6v1UXcVtdhHx8fi2WZTAaj0QgANruYWwc8O3fuxJ133olrr70Wf//9Nw4cOICXX34ZWq22zvM4OrfRaERMTAwOHjxocTt16hSee+45p8pvz9KlS/H000/jgQcewJo1a3Dw4EHcf//9tcrsiF6vN3fR1mq1FpUrvr6+5u7dlZWVOHv2LDp16mTxeEEQ8M033+Dee++Fr69vneebPn06ioqKkJqairy8PEyYMAEAzEkWZTIZ3nnnHZSVleHChQvIzs42B7AJCQkNOrdJnz590KNHD9x1113o2bMn+vTpY3df6fti+sxI35dNmzbhiSeewHfffYe+ffs6XQYAFp+HWbNmWWz75Zdf8OCDD2Lp0qUYM2aMzcdXVFTg559/xkMPPVTnudq2bYvs7GyLdaZKpOjoaABi1/xvvvkGFRUVSElJQWpqqrnyKTIy0uZxbX237OnYsSO6dOmC3r174/7778e9996L2bNnO/14IiIiImoZGOR7K4NBbMG3FQSY1j31lLifA1FRUcjKyrJYd/DgQZeK0qtXL6SmpiIzM9O8bseOHRb7bNu2DR06dMDLL7+MgQMHomvXrnbHgLvisssuQ3Z2NpRKpUUlRpcuXewGTrb4+vrCYPVabdmyBUOGDMHUqVPRv39/dOnSxaJ3gDO6dOmCw4cPAwCGDx+On3/+GceOHYPBYMCCBQtQVFSEoqIiTJ06Fdddd505IDT577//cPbsWTz44INOn1MmkyE2NhZqtRpLlixBfHw8LrvsMot9FAoF2rVrB19fXyxZsgSJiYm1WrPrc26TBx54AJs2bbIYY++qs2fP4pZbbsFLL72EJEmvFGdJPwvS57ZkyRJMnjwZP/30k8Np8ZYuXQqNRoN77rmnznMlJiZi8+bNFhVAa9asQWxsbK3KEx8fH8TFxUGhUODnn3/G9ddfb9FTRapXr17m/BMm1sv2KBQKVFZWOrUvEREREbUcDPK91ZYt5hZ8TawSfzzZB2sn1XRxhiAAaWnifg5cddVV2Lt3L7777jucOXMGr7/+Oo4ePepSUcaMGYPu3bvjvvvuw6FDh7Blyxa8/PLLFvt06dIFqamp+Pnnn5GcnIwPP/wQK1ascOk89s6dmJiIm266CatXr0ZKSgq2b9+OV155BXv37nX6OAkJCdi1axdSUlKQl5cHo9GILl26YO/evVi9ejVOnz6NV199FXv27HGpfDfffDO+/PJLaDQaJCUl4dZbb8Wll14KlUqF//77DwMHDsTdd98NtVptc17zr7/+GoMGDbLZGr5ixQr06NHDYt3cuXNx5MgRHDt2DP/3f/+Ht99+Gx9++KG5O3heXh4+//xznDx5EgcPHsS0adPw66+/YsGCBS6duy5TpkzBxYsXnWoFt6WyshI33HAD+vXrh//973/Izs423xpiyZIluO+++zB//nwMHjzYfMzi4uJa+3799de46aabag0FAYCPP/4Yo0ePNi9PnDgRKpUKkydPxtGjR7FixQq89dZbmD59urmHwunTp/HDDz/gzJkz2L17N+68804cPXoUb731lt3yPvLII0hOTsb06dNx6tQp/PTTT1i0aJHNfXNzc5GdnY0LFy7g119/xffff2/uyUFERERE3oNBvreStL7Pm9AXr1wGfDk4yOF+towbNw6vvvoqnn/+eVx++eUoLS01jxl3llwux4oVK6DRaHDFFVfgoYceqtVNeMKECXj66afx+OOPo1+/fti+fTteffVVl85ji0wmwz///IPhw4fjgQceQLdu3XDnnXciJSWlVqu4I88++ywUCgV69eqFqKgopKam4pFHHkFSUhLuuOMODBo0CPn5+Zg6dapL5Rs1ahR69OiBhx56CHq9Hh9//DFKSkqQlZWFFStWYOXKlSgqKsKnn34Kf39/i8cWFxfjt99+s9uSXlxcjFOnTlms+/fffzFs2DAMHDgQK1euxB9//FFrPP3ixYsxcOBADB06FMeOHcOmTZtqjTmv69x1USqViIyMhFJZv7QgOTk5OHnyJDZs2IDY2FjExMSYbyYjR4405ztw1sKFC6HX6/HYY49ZHHPatGkW+50+fRpbt261+/zz8vIsenWEhIRg7dq1SE9Px8CBAzF16lRMnz4d06dPN+9jMBgwf/589O3bF2PHjkVVVRW2b99eq6Vfqn379vjtt9/w119/oW/fvvj888/tVgp0794dMTEx6NKlC1544QU8/PDD+Oijj1x4dYiIiIioJZAJrgzqJABASUkJQkJCUFxcXCsxXLOxaRMwahQAYNbtt+DX605BKQjY/shxqDWSt3zjRmDkyCYpIomKiopw/fXXQ6vV4uWXX8bo0aMRGBiI/Px8LFu2DB9//DE2bdpks8WY7EtISMDMmTNdDvSJiIiIiJojZ+NQtuR7q2HDxCz6MhmM+WGI1hugl8lwoH91RnGZDIiPF/ejJhUaGoqNGzfi7rvvxosvvoigoCCoVCrExsbijz/+wBdffMEA30UnT55EUFCQy71OiIiIiIhaOgb53kqhEKfJAwDI0b1CHHO9+9JAMcAHgAULxP2oyfn4+GDatGk4ceIEioqKcObMGRQXF+Off/6xOyUa2dejRw8cOXLEbsI6IiIiIiJvxStgb5aUBCxbBgQGIrIyDACwu4u/2MK/bJm4nZqdkJAQtG/f3jy1HhERERERkbPql/WKWo6kJEDRDbL9FwEU4liUGqWn9iJIHdrUJSMiIiIiIiI3Y0t+ayCTIVXXFQlaHYwyYF/ewaYuEREREREREXkAg/xW4qixI66oqgIA7MrY1sSlISIiIiIiIk9gkN9K5CIUPSrFt3t3xtYmLg0RERERERF5AoP8VkMGVXk7AMDpsnQUVBU0cXmIiIiIiIjI3RjktyLJ+q7optECAPZk72ni0hAREREREZG7MchvRXYae5nH5e/O2tXEpSEiIiIiIiJ3Y5DfihwUOmOQ1gAA2M3ke0RERERERF6HQX4rooEvBkRcArkgIKU8E9nl2U1dJCIiIiIiInIjBvmtTFDCcFxSPS5/G1vziYiIiIiIvAqD/NYm4UoMrawEAGzN2NLEhSEiIiIiIiJ3YpDf2sRdjmEacVz+zszt0Bl1TVwgIiIiIiIichcG+a2Njx96xQxCuMGAMn0lDuYebOoSERERERERkZswyG+F5L0nYEilOJXe1oytTVwaIiIiIiIichcG+a1R9/G4skIM8jdfWN/EhSEiIiIiIiJ3YZDfGgVG4crIS6AUBJwtvYALJReaukRERERERETkBgzyW6mQnjfj8iqxNX/txoXAkiXApk2AwdC0BSMiIiIiIqJ6Y5DfWvW6EWPKxan01h1eCkycCIwaBSQkAMuXN23ZiIiIiIiIqF4Y5LdW63biqiOlkAsCjrVXIzPCR1yfkQHceisDfSIiIiIiohaIQX5rZDAA06YhcmclLqvSAAD+HRQmbhME8e9TT7HrPhERERERUQvDIL812rIFSE8HzugxqkQHAPj+unYQTNsFAUhLE/cjIiIiIiKiFoNBfmuUlSX+NQJ5ZYnwMxqRH6jDoc5q2/sRERERERFRi8AgvzWKiTHf/UV7HUaXi1n2l18XYXc/IiIiIiIiav4Y5LdGw4YBcXGATIYchCOiqAsAYFXfYJT5yQGZDIiPF/cjIiIiIiKiFoNBfmukUAAffGBe/Lc8CZ20OlQq5fj1hurW/AULxP2IiIiIiIioxWCQ31olJQHLlgEAzglxGFAYCQBYNDYSlb/+JG4nIiIiIiKiFoVBfmsmCeQ3Ft6Ddjo9CnwVWN72bBMWioiIiIiIiOrLK4N8jUaDfv36QSaT4eDBgxbbUlNTccMNNyAgIACRkZF48sknodVqm6agzch5IR4PhPQGAHx95ldUaMubuERERERERETkKq8M8p9//nnExsbWWm8wGDB+/HiUl5dj69at+Pnnn/Hbb7/hmWeeaYJSNj83jZmPdnoDLsqM+HLdU8CmTcCSJeJfg6GJS0dERERERER18bog/99//8WaNWswb968WtvWrFmD48eP44cffkD//v0xZswYzJ8/H19++SVKSkrsHlOj0aCkpMTi5o18wzrg+bhxAIDFOTuQet84YOJEYNQoICEBWL68aQtIREREREREDnlVkJ+Tk4MpU6bg+++/h7+/f63tO3bsQJ8+fSxa+ceNGweNRoN9+/bZPe6cOXMQEhJivsXHx3uk/M3BqJLBGFJUAZ1chllPxMEoq96QkQHceisDfSIiIiIiombMa4J8QRAwefJkPPLIIxg4cKDNfbKzsxEdHW2xLiwsDL6+vsjOzrZ77BkzZqC4uNh8S0tLc2vZmw2DAbLpz+KlRZlQG43Y1cYfi++JEbcJgvj3qafYdZ+IiIiIiKiZavZB/syZMyGTyRze9u7di48++gglJSWYMWOGw+PJZLJa6wRBsLneRKVSITg42OLmlbZsAdLT0eFgFabvzQMAfDwqHKuu6CxuFwQgLU3cj4iIiIiIiJodZVMXoC6PP/447rzzTof7JCQk4M0338TOnTuhUqkstg0cOBB33303Fi9ejLZt22LXrl0W2wsLC6HT6Wq18LdKWVnmu3cszMXKPm1w0F+G+Q+qMeSoHMEVxlr7ERERERERUfPR7IP8yMhIREZG1rnfhx9+iDfffNO8nJmZiXHjxuGXX37BoEGDAACJiYmYPXs2srKyEBMjdkNfs2YNVCoVBgwY4Jkn0JJUvyYAIDMAWRn3IybhS2SplHjxxfb4+PUUyAXL/YiIiIiIiKj5aPZBvrPat29vsRwYGAgA6Ny5M+Li4gAAV199NXr16oV7770Xc+fORUFBAZ599llMmTLFe7vgu2LYMCAuTkyyJwg4q++O8ZlDURC/A1vaB+LjB9viydU+4n5ERERERETU7DT7MfnupFAosHLlSvj5+WHo0KG4/fbbcdNNN9mcbq9VUiiADz4Q71fnKFhZcTPuOu8HAPjyykj8/Nb14vZNm4AlS8S/TMRHRERERETULHhNS761hIQECKaM8BLt27fH33//3QQlaiGSkoBly4Bp08yr0g+NxKOqZfgsLhhv6Tcj9OYuuOavlJrHxMWJlQNJSY1eXCIiIiIiIqrRqlryyUlJSUBKinlRP2osHn1sO+4o00OQyTDj5gBsGhhUs39GBnDrrcDy5Y1fViIiIiIiIjJjkE+2KRQ196OjIQtqixmfFeOaonLo5TI8PbU9/hgaJW439Zh46il23SciIiIiImpCDPKpTjIA2LIFimNZmPPuBVxbLAb6rz4Ujd9GVM98IAhAWhqwZUtTFpWIiIiIiKhVY5BPzsnKAgAoM42YMz8V40srIciANyZHY/mosFr7ERERERERUeNjkE/OiYkx31WkGnAqYypuLq6EIJPh9Unt8PM14eLGNm2YeZ+IiIiIiKiJeG12fXKzYcPELPoZGYAg4IDQHYasx3GPfgF+iAjC7DtjoQ0PwH2TJwPp6TWPY+Z9IiIiIiKiRsOWfHKOQiEG6wAgkwEADgtdkfS5gIeyiwAAc68OwVfDtZaPY+Z9IiIiIiKiRsMgn5yXlAQsWwa0a2depStS4MmvjJiaVgwA+ODqNvh5UlTNY5h5n4iIiIiIqNEwyCfXJCUBKSk1y199Cdnn3+HRN9Lw8JkCAMCckW3w1Ut9awaDMPM+ERERERFRo2CQT65TKGruD7wcyM0F9MBjszMxLE0Oo0yGL7vocP6xUCBc8hHLyGBSPiIiIiIiIg9ikE91qh6Cb1915n0ZgEv+7oyAimhUyOWY3rsNKh4NBAb4iPs9/TQwahQwcaL4NyGBY/WJiIiIiIjciEE+NZwp875MBrkgQ076Q5DpAnDW1xf/FxMB4Xo1cJcaqMizfByT8hEREREREbkVg3xqOIvM+4BgCEJ5xj1QGAT8HRiAXwMCgG4+wGOBKB0UDMH0OCblIyIiIiIicisG+eQepsz7wSEAAENlRzz1azYA4O3wMBwsVQJqGYKuAdKe6gREVn/0TEn5PvqIY/WJiIiIiIgaiEE+uU9SEvDSS+bFSc//irGy7tAp5XiqQxRm6m5EhaBC+5A84JEAYJQKqB6uj6ef5lh9IiIiIiKiBmKQTy4TBMH+RkmWPtmoUXgzbgq6pVYiP8QHv8VnYIxhJjYY+gEKGTBcBTweCPT1sTwGx+oTERERERHVC4N88ij/EWPw4VIdogp1gPoiitovw4PCFGBpBVBoBILlwE1qYEoANB1V4oMEQbxxrD4REREREZFLGORTneqaQc8hhQLt3ngf376TAmiDoFBdRECnD/BZtzCc+V0HYW0VoBGAWAVU96lQ+FA00E4hPjYtTRyjv2kTx+sTERERERE5QdnUBaBWICkJHXY+CZzpDEOnP6BQp+HTm6Px6c3R8NMYEVWsAwJDcakhD51CdOjfORx9j5TBd6MGuP12oKCg5lhxcWIm/6Skpns+REREREREzRSDfPK85cuBefMge3IJKlIehTL4EMbmfYU9PQNQpZIjrY0KQCXSEGB+SFCbKIxOrMB1J0ow6E8F5OnVLfim8frLljHQJyIiIiIissIgnzzLYACmTRPH2AMA5NCX9Mdn71+AVilDTpgSuWE+uGPSS5D7FCJYlowg1QnkBfvg96BA/H5FIDr1i8It6ZW4/dcs+J3Qicn9nnoKuP56YPt2ICsLiIkBhg0DFIqmfLZERERERERNikE+ucxRcv1atmwB0tNtbvLVC4i/qEP8RR30Jf0AAMH5XbDu69+xv6s//hkZin8uD8U5Xx/M7eSDr58NwF1ZJbjrrzyE7EsTu+5fvFhzQHblJyIiIiKiVo6J98izsrJcfohcAAaersBrX2Ri3RMn4ZMzCkE6HxQoFPgkLgxXP9wZ89+Ox8XB5UCoJC0gp94jIiIiIqJWjkE+eVZMTIMeHlhlREHBOGSenYnb/glEt3wNKuRyLIoMwbikjnhjVntceDAY6KoEUN3F4KmnAK2WWfmJiIiIiKjVYXd98qxhw8Ru9BkZ9vexHkcfFwdUVopZ9c1jAxToddwfry7diS19A/H1rW2wP94fy4KDsPzKQIzrX4EH04rQfWcFcCidXfmJiIiIiKhVYks+eZZCIQbXtshk4m3Jkpp17dsDKSnAF1/U7CN9CIDhh8qw+NVzeOZrOXzKEmCUyfBvYABu7dkOj90RhwPPRwDXlQN9fQCf6geyKz8REREREbUCDPLJ85KSxCnvrAJ2xMWJ62+7zbxK5u8vVgyYHtOuneVjoqLMd7umylCQ9gjKzz2Ja3YXQW4UsNlfjfti22JSYizWTwyH7tkg4CY/oLNC/LRPmwasX89u/ERERERE5JUY5FODCHAy1X5SEhASUrO8cSNw/rzj7vNJSWKrvsmLL4qZ+uPiLCoMjJpYzP00HX/OOINb/iuAUm/Efj8/PBUdhWs6t8NnIyKRc18QMD0A6J8HTBkH3D0RGDUKSEhg6z4REREREXkNBvnkMldm0LNr5Ejn5rSX7tOjJ+Dra7f7f4ccLWZ+m4lVz55GVHJPGPUByFUq8WlYKMbFx2JaQhv8NzQYuvsCgOmBwHV+gDIbuK26G7/BwGR9RERERETUojHxHjWIDLK6d3I3U1f+tz61XB8VBVy8iOgiPdqe7odzuruhDDqGYaVfYW+PAGwI8MeGAH+E6Q24rrwCN4SXo9flWsgqBGDpA8B7fsDuHEBXfTwm6yMiIiIiohaGQT61TElJQJ8rgW/2iMsbNwJDhgCdO9dk8heU0Jf0xbfvnMe5GBWWjQjDysRQFIQo8WNIEH4MCUJHjRY3llfgmuByxPWoBEYGAef0wCk9cDpTTNa3bBkwYQKwZQuQlSVOCzhsmHM9EYiIiIiIiBoRu+tTnWTWCfOaC7nk4ztypGVXfqsid8rS4Pmfs7H+6ZOoSL0fuuK+EIxKnFf54oPwUFwb3w4T20RjcXgwsnv6ATeogWcCgYf8gW8eBAbFAaNHARM5lp+IiIiIiJovtuSTdzF15f/zvM3NSiNgKO8OQ3l3qPVFeGv341iZGIo9PQJwJECFIwEqzIsIQ98SDa7VlWOsohJtYg0AKoAxQcB5PXBWD5xjKz8RERERETU/DPLJ+yQlAXk7gHMF4vK6dcDkyWI3fkGSNtDoh5u3FOHmLUXIC1Fi7cBgzLplCBTqCzgUrMIhqPBOuIAB+VUYp63AWHklInrKgJ4+4uMvGoDvHwTemwrsywGqqo/LsfxERERERNRE2F2fXCYIbsmvb5MrQwMcFkN6nNGjJd34bR8/sliPu9YXoPLCIyg/+yKGbItG3zMVEGQy7I1UY3ZsBEa1j8OtIR2xTKtGIWRAlALoawTGVALPBwH/CwDGqYCAbODuW9mdn4iIiIiIGh1b8smtPBf+N5CpG/+0aZbr4+KAykqgoMBcayDoQ3DJ0Qg8vmM9ssJ9sOaKYPyZGInTHXxwKtyAN8Kj8KZBwOAL5RiXV46rFFUICZcBMQrxNhjisTY8COSvABAHJAwBrrqO3fiJiIiIiMij2JJPrUdSEpCSUrOs9hOXv/hCXLbRyh9ToMOkVfl494MylJ19Dprca9DjQiUMChm2dQrEa1dEY2Tf9rhZ3hXfnwtD2UEdkGcQjxVpBDL+BDI+BbbdA0yPBD68ATjwI5B3to6uCERERERERK5jSz41msbM0m/3VNKWdLlCXHamlR+AoIuANn8kfn73PaS1UWL1FSFYfUUIzsT74WwHDd7tEIQFugBcebgM12wqxoiSCvjHKYD2CiBSAYQZgYLNwB+bxeP7hACqBKBNP2D4HUC7AYCPn7tfCiIiIiIiakUY5FOdmukEeu6VlCRmyX95lbj84IPA5J+AP/4Qs+hb1Rok5Gjx8F8X8fBfF/G/O6dg0wB/KIMPQ6u6iA0DgrFhQDD8NEYMPVyO9ikReODnYwiNMIgBf0c/oI0AoBjQHQLKDgHnFgMyJRBziRjsx14GtLsMiOwmVkYQERERERE5gUE+NRpPJuxzC2krf8eOlq38r7xlua+klT+wJBDavNHQ5o3B6h9vxepBIVh1RQjSolVYf3kQcLkW393UE0lbc3HLfwXota4YMgXE8fvxklugHsg8IN7MZfITg/04SeAf2sFBVwUiIiIiImrNGOS3Au4Orpt5qO5+SUnAkNHAgq3i8vp1wPDhklZ+044ydE/XoHt6Lp74LRfHO/gh6ckHoAw6DPgW4ddR4fh1VDi6pVYiaXMhrt9RjJB0LbCj+uFhcqBbCNBOAQRVALEKwLcKSN0u3kx8ggHfeCCiJzDwWiC2HxDeCZAzxQYRERERUWvHIJ/cymvbl6Wt/CNGAnJZTSv/z/tr7S4D0PtCFTS510GTew0U/udxa+ZcrBsYjNPt1Xj7HjXm3xGD9qkBuGvLWQw9Wop2eTrIdhVaHiRSLgb9sQrgsnYALgIoAXTHgPJjQOoycV+fACC6N2CMBAzhQLt+wLiJgCrAYy8JERERERE1PwzyW4HGTHjXUC2npNWSkgBdR+BApri8bh0weTKQkSHJni+HoaIz3lmYjuLv5ViZGIrlI8Jwqr0ayZ0r8GbnWABAeLEePS9UoldKJdpnydA5XYc+aQWQXTQCB3XAP8mAAkC0XAz621bf2sgBlAPpu2vKlfMDsPdZwL8d0O1KILoPEN0LaNMLCIphd38iIiIiIi/ldUH+ypUrMWvWLBw+fBgBAQEYPnw4li9fbt6empqKxx57DBs2bIBarcbEiRMxb948+Pr6NmGpqT6EJho4IA5/kATJ0oB59Gjggw9sJusDgJAKIyauL8Bd6wvQ+bWFUAadRIywC8URxSgIUWLbpUHYdmmQef+g8mj0SK1EjwtV6Jlahe6pleiUqYEy0whAV31+ABFyoK1cHOcfrQBi5IC/HKjKAA7/AuCXmkL4hYjBflQP8W+bnuLfgAh3vkxERERERNQEvCrI/+233zBlyhS89dZbuOqqqyAIAo4cOWLebjAYMH78eERFRWHr1q3Iz8/HpEmTIAgCPvrooyYsOZk01wZml4rlxJR8MkGAUdMOWk07XHlAg1c2fYbT8X440UGNwx0D8fvl3SFX5aI0ANjTMxB7egbWlMUgR1SeD4adyELPC1XokVqJ7qlV8MvTA0f1NecLkokt/bEKIEoutvhHyIGqYiB1h3iT8gkF4vpaBv6RXQF1qIuvFhERERERNRWvCfL1ej2mTZuGuXPn4sEHHzSv7969u/n+mjVrcPz4caSlpSE2VuwiPX/+fEyePBmzZ89GcHBwo5e7RWimgXezZj0lHwCkpNidkk+tFdA3uRJ9kytxvW8lfor8FIAei/98FAURlTjZQY2T7f1wpGMQdL5G5EZr8Ft0uPnxSr0RndP1qNJ2wo17z+H6fecRk6+DrFQPnJEE/goAkdVd/G9IBDKPAkFaIFwO6IqA8/+JN6nAaHEqv4gu4t/IbmLwHxLPZH9ERERERM2M1wT5+/fvR0ZGBuRyOfr374/s7Gz069cP8+bNQ+/evQEAO3bsQJ8+fcwBPgCMGzcOGo0G+/btw6hRo2weW6PRQKPRmJdLSko8+2RakKbqMl8XWXOomVAoai870cpfQ4nOGXqMOFEEbC0CALw77B58NmIMFH6ZeOLABzjRQWz9LwhR4lSCL4B0fNTNFx9N7I6oQh0uTa5A3+RKXJpcgd7nK+GnE4Acg3g7srnmVD6obu1XiLex/QFZAVCaBZTliLeULZZlVvoBEV3FgN8U+Ed2FSsDfJnwj4iIiIioKXhNkH/u3DkAwMyZM/Hee+8hISEB8+fPx4gRI3D69GmEh4cjOzsb0dHRFo8LCwuDr68vsrOz7R57zpw5eOONNzxa/pakuU933+xZt/LfeCPwz4d2W/mlZJBB0EVCr4vEtN9yAIhTGmZE+uCGqc+iIjQfCnUqVD5puBjmg/UDQ7B+YIj4YKMcXdI1GHCmBL3PV6LPeXF8v0KAOLw/0yjeZHpg32lArQZyS8Qu/pEKoFMIMOJSwLccKEgG9FVAzhHxZi24nTitn/QW0RkI6wj4+rv15SQiIiIiohrNPsifOXNmnQH2nj17YDQaAQAvv/wybrnlFgDAt99+i7i4OPz66694+OGHAdjONC8IgsMM9DNmzMD06dPNyyUlJYiPj3f5uTQVwYNRebNoMW9i9XoNpK38sbGWrfzPPG+5b3w8cOedwLx5NisAZADi8nRQFPSCRhMGANj/3g04nqDG4c5qHOrijzV94yD3KcXZ9j44274mwZ5aY0TURV8EFIXh0XV7MehEOfw1RiA/v+YEWUbxdjQf+HOjWMb/jQfWLgcyDgOqCiBYD+SfBfLPABX5QEmGeLNu/QfE7P7hnYDwjkB4Z0lFQEdAFVR7fyIiIiIiclqzD/Iff/xx3HnnnQ73SUhIQGlpKQCgV69e5vUqlQqdOnVCamoqAKBt27bYtWuXxWMLCwuh0+lqtfBLqVQqqFSq+j4FckFrrDSwqIJJSgKuGQ/MWiduW/IzMG6EWAkweDDwzQbLB8fFAUVFQFmZxWo/nYDLzlTgsjMVAPKR8MKnkCmL0alqJ65L/xVHO/rjeAc/VKgVSI3TA3EX8WSfDlDqjbjsdAWGHC3DlUfK0C2tquYdEQSxkuF//xNb+dPTLcvxwQfAg0lAeb7Y0l9wruaWnyyuqyoWhwCUZgEXttV+MQKjxYA/LAEI7QCEdaj5GxQDyBW1H0NERERERGbNPsiPjIxEZGRknfsNGDAAKpUKp06dwpVXXgkA0Ol0SElJQYcOHQAAiYmJmD17NrKyshATEwNATManUqkwYMAAzz2JJuaol0JL5qhCwJlcAc31ZZFJW/kHD65p9U9KAtQ9gf/EoSnYuBEYNkzs5l/de8XBUSHoQxGY2xHP/CJ28zfIgAttVbj6iZegUKeiLXajIEyO3b0CsbtXIBbcDqgrlOiRrMCdW88i8VgZwsoMlq38JhkZ4lCDX34BoqKArCwgJgYYfltN+Q0GYMM/QNoRIEALRPkCRSk1lQCVBTXj/60z/wOA3AcIja8d/IcmiH/9I5rvm0pERERE1EiafZDvrODgYDzyyCN4/fXXER8fjw4dOmDu3LkAgNtuuw0AcPXVV6NXr1649957MXfuXBQUFODZZ5/FlClTmFmfnObuwQ8uhaVyyd4jR4p/k5KA334D/tNY7hsRIQbkdgJfhQB0ytJAXzwA+uIBeHH5MfQq2Y9tfQKx/ZJA7OgVhEp/PQ5coseBS+IhMwronVKJK06UY8CpcvQ7W4HgCnGYjDlRw113icG8iamFHxCTDdpq/X8oSVyuLAQKzotBf2EKUHQBKLwg/i1OB4y6mp4BtvgE1AT/oe2r77cX8wOExAMBkawEICIiIiKv5zVBPgDMnTsXSqUS9957LyorKzFo0CBs2LABYWHiOGWFQoGVK1di6tSpGDp0KNRqNSZOnIh58+Y1ccmbt+bahb4xM/s3Zm8IR8/KbnqFpCTg+FqgTCsuS1v5rTP5S8f4S8ggQ4ccLTrkFGDi+gL81TMRT915B5SBp9G7Yg3OxPvhaCd/HO3kj2/GRwECEH1RidGHcnDZ6XL0SqlE3EWd5aclI8N+LwNT6/+yZWIiwl2HanoADLvZMm+BQQ+UZtYE/aa/Rani/dIsQFcO5B4Xb7Yo/aoD/jgx6A+Jq75VVwIEt2NSQCIiIiJq8bwqyPfx8cG8efMcBu3t27fH33//3Yilavmsg+nmOm2eN3KtbsFOK780k3/PnsC352vG+DuYyk9pkMFQ0QWGii5Y/s6nyAlVYkefQOzrFoCVA9tD51+KnDZ6/DQ2Aj+NFZP5BVQa0ClDD1VpGK46loKuGeVIyNYgulBfu6pIOsbfXit/UpLYM2DLVkkFwF21pyfUa4CiNLH7v7QioCRD7AVQmi3OBlBQnRvAHv8Iy0oAi0qBdkBAG0DhVT+bRERERORleLVKZINXTRMoDYiDgy3H+EsrAP5vFnDrKLtT+UUX6XHT1iLctLUIBwzP4VhcGyjUKXjg5Ec42MUfZ9upUK5W4EgXBYAK7O3fxvxYtcaIDtka+JYHw6CNwv827cSl58oRWVLHGP9nnwWWLLFdATBhArBliyT4HwZEdrH9Gui1Yk+A4vTqWxpQnGG5rC0TZwaoyAeyDtk+jkwuJgcMigGCY8Wb6X5QjFgpEBwD+AbU8aYQEREREXkGg/xWwJNT6LUWnnwN69U9v94nszqgtAKgdx/LqfzmLbLcV9LKDwCCPhj60kvx0g9ZAACdAjgfo8J1j74ChV8W1PIMxFcdR3qULypVcpzsoAagA5CJaf3aAwBi87S4JLkSl5yrwKXJleh5oRJ+OqGmnNV5NSyYhgCYcg5Iy2fR+m9VARCWIN7svS5VxVaVAOk1PQGK0sQhAYKhZnaAzP32X2dViBjsSwN/i8qAWMA/EpDL7R+DiIiIiKgeGOSTV3Imj0B9A2hPj86v7/EbmjbA4vFJSRA6DwKWHBSXpWP8b73V5uN9DEC3dA30Jf2hL+mP0NJ8/PXpH9ApgIxIX1xoq8JDEx+FXJWLWP0h5IdrkRnpi8xIX6weFCKWwQj0SK1E99QqxOZp0S5Ph5h8LfT6CFyamoUAnb7mjbPuAeBM67+9CgCFAlCHire2fWy/QEYDUH4RKMkUg/ySTMv7pr/aMkBTDFwsBi6etP+Cy32AoLbVPQPaAoFtgMC2QFC0uM60PiAKUPjYPw4RERERkQSDfGpWmkvy8+ZSjsZUq9JD2sosHeO/bBnwb7blvgqFZVZ9CR8DkJCjRUKOFrprhgMAJq3Nw63H/8Gxjmoc6aTGtp6R2N0jDHJlKU4kqHEiQV37QMZQtMvXIDZPi5h8HeJyteiUpUG7HAHdMsvgq6+j9b8hFQAAIFeIQXdQW9svoElVSe3A37pSoCxXnC2gOE28OSQTcwXYqwgwVxJEA6rAOo5FRERERN6OQX4r0JiZ4VujVvfyJiUB6VuAzBJxeeNGIC8PuP322vvKZDW1B1YvVGCVEYNOlGPQiXIM2B+Om+97CTJlET5f8xgutFUhM9IHGRG+OJgQjUr/KsjkBmRE+SIjyrfWaeRGoH2OBp0yTbcqdMrUICFLgwCtE93/G1oBIOUXLN6iutt/DQ06oCxHTAhYmg2UZYuBf2m2uL4sByjNAcpzAaMeqMgTbzn2DwlAnEYwKFqsCAhsIwb+AVFAYJT4V3pjhQARERGRV2KQT3Wy7vpe727urS4adr8Kre3W8sZm8REwtfIvW2Y7W/+CBeJ9B5n8RTII+jCM21NisduUm+/G2m6DIFOWYcUvDyKjuot/ahtf/DawL+SqHBgVGqTEqJASo8KGAZanic7Xo0tGJTpXVwB0zqxCx0wNQiqM1U+mgRUAthIA2gr+pRQ+NVP4OWI0ApUFjisCTOu1ZeI0ggXnxFtdfPyBgEhxxoCAKPF+YBvLigDTsjpM7MlARERERM0eg3wiF7k7F54rVR/L9qXXvZObuFwlY52tPzISOH++JuCVbnvySeCeq+xm8q9NDkEfjH5nK9HvbKV57fdRCwEIkClL8dOKKTgXq6q++WF3lzaQK8uRE6FETkQQtl0aZHFE3yoV+p3LF1v8szVIyNaifY4GsXk6KExvsicSANZVAWDxtOXVgXgkADu5Akw0ZZLgv7oioPyiWAFQnif2Cii/CJRdBPSVgK4CKEoVb3WRycVEgfZ6BQREiUMK/MPFsqqCW2EXFyIiIqLmgUE+uVVj5vFvzEkDmksvBL3RaHdbY5bQ7sshCWAFX1/LgFZyX9a1q2Um/1nvWx4nPh64805g3jwngkUZBH0wEo+XI/F4uXltwgsfQaYox01nl2JIzgaca6fCuRgVzsSpcTFMCa2fBrt7BWJ3L8tu64KggKo8AEPOpKNDdeBvqgCILtTXvM4NTQDobqpA8RbR2fF+ggBoy8WA33QzVwRcrK4MyKted1HsSSAYq9fnArlOlEWurA76I8XA3z9CDP79I2rfTOuVKre8DEREREStHYN8ogZqaGVDc53gsNHKlZQEof8IYOFOcdmUyV+hAAYPBn47Ybm/qeXciYoXwRCANjlBuO2/QvO67MAIDH5iIeS+F/HWpteR1UaGC9Fi9v8zsQGQyQ3QBpZgU//gWseTGZRom69Hp+xSxObrEJMvZv+PztdDoQnEpWk5UBqd6P6/bJnjbv4N7QHgiExWUyEQ3rHu/Q06oCLfcWVARZ64T0WBOGzAqK/pVeAs30Dbwb9/eHVlgdV6vxAOISAiIiKygUF+K+DJOd6pZXH0SWjMzgq1PpMKG5n8AbHFu3QPcKK6+Vg6lZ/1GH9p639djH4wVsXjuh1lCNZWmFcnvPAnZMpiyH3zMPu//zMH/xeifZEa7QdBoUdWGyCrTZDNw8qNUYgu0FYH/zr0SK1En2QdOqYbEFFZLtYIyWTA//4nlt9WKz9gf1t9xv83lMLHuVkFTHSVYrBfkV8d/FffLzdVBNi4GfVi5YC2DCi64GTBZGKg7x8u5gxQV/+ttRxWvVy9ThVsOXMEERERkZdhkE9EzZu09kE6lZ90jD9QM/5/8GDHFQAOKzPkEPRhMOjDcOeGAost3Z5ZBp1/KeQ+RZi7bhYyI3yQVX3b1bk9ZD7FMMoNyIr0RVakOAPAyiGhAADB6IsrjxRi1MFiDD1Siri8fOsT14zxt6Uxxv+7i48aCGkn3pwhCEBVcU1PgApJZUB5nlWFQfX6qmIAAlBVJN5cIVMA6lAHFQOhkmXJPqog5hkgIiKiFoFBPjWI4EKn7sbsUeCt1+LWMx24kytvj7vfyno9K+sA1rRsXQFw113AQ1/VVAC8+Lrl45zuAaCAoI2CQRuFpM2FFlsSXvgYgBGDM3fgxe0LkB3hg7Q2KhzupMbGS9tCpqzAtr4B2NY3QNw/S4Mrj5TiysNlGHCqHH46wfGL2tzG/7uTTFYddIfWnU/AxKADKovEfAGVhWJFQGWhg+VC8a+uHBAMNZUFrpArLSsC/KrL7BciuV+9bLE9FPAN8N4fJSIiImp2GORTnXht2nw4qlRpSe+TK4kMG1wB0D7esgJg5Djg3U3i8t9/A1cNr6kA2G11HFeGAEAOH40a/ZIrgeSaGQASXvgYclU27k7+EGnx5TjY1d883d8PV0dCoZehW3oF2hTpEFmsR3CZAeoqGU6G98AVKcnomFeAkHIDgiqMiCzSwV8r+Qw4M/1fU47/9xSFj5jlPzDKtcfpNXVUCpjWFVnuo68ShxSYEhW6Sq60qgywqhhwVFmgCuHwAiIiInIJg/xWwJOZ4T3ZstxSuPvlbUnBurt4tI+H9cGlAeywKy0rAHavrNlmnQBwh9VxnE4AKIdRE4trt8gwJPU8StVy7OoViJ+GdcGu3mrApxgnEtQ4AbXV4/KwASEAQizWhpYABm0EhpxJQ8+0EnTO1KBzRhXa5ekglz7Xho7/b+49AOpDqXItv4CJKc+AtBKgqqj6b7Hkvo11Rp1YQVCf3gMAxNwDwXZ6CYSIN1WIuI8quHqd6X71XyYoJCIialUY5FOrVd9gmnkMndPiXybrBID7/gEM1c+qAQkAgyqNGLOvBPm6CGxQPQm570Us+vNJ5Ib6IC9EiRJ/BX65bBjK1TLI5JXoWXACJf4KlAQqUKmSoygYAPKxOtIfqxP9zcdVa4yIypMjsCQAVx9JRpcMMfiPzc+3DP6Busf/33or8MsvQFSU97T+N4SreQZMBAHQVYhBv0UlQJGNdcW1t+sqIOYeKK7OQ1BPvkH2KwH8QiT3Qy0rB0z7+ga2ztpHIiKiFopBPpETmsvlrSd7TrhyDd86r/dlMFdd2EkAKAwcCPz0kv0EgHFxQGUlUFBgPqZR2wbDD5VZ7PZ38NXID4sBACx/53rz+uIABfo/+zHkvnmI0idjWNY6JMeqcD5GhUqVHKntALQrx/GeNS3Vao0RHTM1CC/wRZeMKlyefBFxuVrE5unEXADWTLVYd90lBvPSsrfG1v+GkMnE8fi+AUBwrOuP12ssKwNsVRZoSqorAUqq71cva0rEYQYAoC0Vb8io5/OQi4kH6+o1IK0wUAWLjzHdfAPZo4CIiKiRMMhvBVrSFHquDC1oOc/KNY7ertYZXDdz0hbssHD7CQDfex+4aaTY+n/rrahVdSST1dlNJKTcAGNVPIxV8QjMC8e7Xy8CAOjlQFobX4x9fBbkvjkYkL8ZmsBipLT1RaVKjuMd1UBHYOuAACxCgPl44cV6RBcYkOfTAZefzcFVxy6ga3oV2udooZQG+IBzrf91jf8n1yhVQGAb8VYfeq2kEqC4diWAuWLAwXajDhCMDe9NAAA+AZaBv8NbdQ8C63WqIPF14Y8hERGRXQzyqUFcya5PnuVMK7+76ntaUL1R05IGt/36istJSWIw/OEvlvvGxQELFoj315dYbqtj/L/SCHTM1kJf2gdAH9z290EkHdtnDv7/7N8Ln1w1CnLfXPQu3omMKF+UqxUoCFGiIEQJIBv/xAH/jGwPAPDVGdE5Q4MuGVWIywYuTSlGxywNoor08NXbaf2va/w/W/kbn9IXUEYCAZH1e7wgiL0BLHoKFNupJLDqSaAtBTTVN4NWPJ6uXLyVZTfsecl9AFWgZeAv7TFga70qkL0LiIio1WCQTy5jgNdyFZRrm7oILZcTDYdOV3olJQHtBgArjorL0iR/AGRnNwIFFZbbrMb/C5DVOf7fFPz3OymH9tLRAIDf3vkRAoCSAAUyI3zw9M0PIDk2CHJVDi4r2Izkdn6oVMnFZIAJpmSAYeZjhpTpEVWkh8EQjAqhDSZv3YtLz5Wj54Uq+FhP8Qc0PMt/axv/35zIZGI+Ah+168kKpfQaQFMmVgJoSq1uJYC2rPY6i+Xq7dpS8XhGXc1sCA2lVIsVAL4BYu4C8/3A6gqD6r++1b0QTNvM66XbAsWKFSIioibGIJ8axLr1uKEdKNkBswEJAZ0IMDOKKu1us668aS6VOd7aK1eQPjFpkj9YDUWxM/4fHToA58+7MP6/hgxi1/+QcgOCc+Oh87sEALDknUUwyoCMSF+cjlfh0bseglyVDR/fTCiVF6FXylEcqERxoBKAFkA63kkQgz91lQEDT1Ug8VgZhhwtQ6dMjfh9bkiW/7vuApYssd8zwFEFACsHmg+lSrwFRDTsOEZj7QoBrXWlgbSSwEHlgVEnHlNfKd7qMzWiLaZeBhaVBLYqDay2SSsQpJUGPmrv/REkIiKPYZBPdeLlBdVHc6kkaMxiePw5S4PUgAD74/9nzADuvEoy/t+KdPy/VQAhF4D4i1rEX9RCO1Zs/ffRlGP/gjtQHKDAxVAlLoYqcd/dz0Pum48uFbtQFlqMwmAltvQNwpa+QQAA30oVrj6QgwGnyjHwZDk65OTX/i1xNM4/PR2YO7f2elPPgGeftV8BAHDYgDeSy6sT/AU37DiCIPYu0JZXVxKU1dzXllcvV9/M20y9Carva8url6vvm5IcurOXASAmPfQNtKwA8A0EfP3F+z7ViR0tlv2rKwj8axI/+gZUL1c/VunHygMiIi/GIL8VcCWZXUviLc+quQTD1Ljc/rWUVgD07Gk5/v/thZb7Ssf//3Wh9nGsk+5B/L6FlhsQWm5A1wwN9MUDAADj/8vCo7t+xZk4P+zoHYD1/SNxoKsaWrUGfw8Jxd9DQgEAEcU6XJpcCb/SEAw4W4D+5/MQXahHcLnBqe+yTq6Aj9FQ84WxVwHQkOSAbP1vHWQywMdPvDW0d4GJQSepDChreAWCtnrGDcFY3QOhxPH5XSWTSyoEHFUWWG+zqjywVZHAPAdERE2OQT6RDY4C7+aabLCh0+tZB52OglAvrTdqNpx5fZ2eNSMpCbJeQ4FFe8Vl6/H/F7cD5wtrtuXlAbffbrtQDlr/u6dVoXtaFYbsDcDVD70NhfoCnj74FvZ2D8CRzmrkh/hg42U+AAT8OyIMpnH+Sr0R4SUGKAxyFPsFIbSyDD5GHfQKGXQKGfQKGcr8VNAoVGhXUIqoYg3CyvQIL9EjokSP4DIgtNSIdgWVCC7TI6TCiOByA9Qao+U3oq5hAw0ZGkCk8AHUoeLNHYxGMUmhrYoBXTmgrQB0FdXrK8T9TPtrKyzvS7eZehwIRsnUim6mVDtZWaAWKwV8/MV1Pv51r+PMCkRETmGQT9RADc5D4MIBmkurf0PLYf2cm8vzaqhm+zzk8pr7VuP/LT7Bpm3Lltke429q/a9r/L/gA0NFFzy+IhcAoPGR4UhHNRaMvQp7ukRBocpBmPEcSgKV0CvlyA03la8CFUFyACqrMhogQwUy2yiQ2cbfqaes1Asw6kMQnSfD1UeS0SulEn3OVyI+18awgYYMDWD3f/IEubxmFoAgNx7XaKgO+quDf/N9ZyoLyiSPky5X3zdVgJvyHFTYSMTZUDK5c5UBvqblgJr1zq5T8NKYiFo+/pK1Ak63+Dl7vGbaku2Nmm3Q6AR3NbY0tIeCNX5+nWA9xj8goCbJH2C57aGHgMlLJOP/a79fKp2Agacr0CU+FlsDbwQAHH/nemiVMhQEK5EfrMCNk00zBAj49ccXoDQI5tu4+z+HDEYMztyFBw7+jIIgRfXjlPj+ipGQKUvRvuwcqvyMKPFXQK+UQa+UAcoSZMUBi+NqppALLtOjd0oVYrKVuPLERfRIrUB0oYOpAQHHFQB1zRpA1JzIFe7Ja2DNNN2iqeLAuvLAZkVC9XpdBaCrrKkw0FVWT7coWWdKlCgYa3o1eIrC14nKAHV17wR766r3V1av9/Gr7olQ/Vfhwx4JRORRDPKpxWKo5lmerGBozMoLd11GtbrLMWmQqlBaLUvud+pkOf7/tbfNmwQAMgdZ/n31AtoW6NC2QAdDZYJ5/WVnKiz2E7RREACE5EdgzD7LsclftrsbADD/2yfRJ/ccBACVvjJ8PnQ8Phl5NeS+FzH52Fc41lGNk+39UBKoxI4+gUAfYPmYePNxwkv0iC7QQV3hg1JZDMYeP4mOOeWIydehc4YGgVVGy8I7M2uAo27+7P5P3kQ63WJAZN37u8qgc64yoM51ldWVDDbWma4qDFrxVlXs/udhYuqRYAr6ffysKgXUkmVH22wts0KBiBjkUzPD/0OWGnOcfFP2GvCW8f+u9BJoLpUobn19k5KAwVcBH24TlzdsAIYPN7fyG6XDBkwnd/MLIQPgrxUQVOYDQ0UnGCo64eUf/g8AoFPIcCZOhYn3P4bK0Hwo/NKhVmRC6yNHQbASBcGmf4kXcaZnBICapGztLmoRUuiPwKJgTNq6H5ecq0RYmQHIt9Elua5u/nWN/yciSwofQBEC+IV45vimGRekPQvsVQbYXWf1WH1VzT666iEMQnVlYWP0SDCRyW1UCEgrF+qobHBlX4Vvy/qnTeTFGORTnVrj73VjPmdXYpyW1H2/uZS1mRTDA8MOXDh3Y36Hpa3RI0eKJ69u5Rd+2GG5r3Sc/26r48THA3feKQbDttbPm4daLJID1t7sYxDQ60IVFHn9oakMBQAce+d6FAUqkBvmg5xwJR688ynIfIoRqUtB15KjSI/yRW64DzKifJERpQdQgN1XJIhFydGgz7lKXHquEn3OVaBnahVUOsFxN/+6xv/X1f2fPQCI3E864wLCPXMOQRB7CEiDfl2V5L5VhYDN5SqxIkFf/VdXZX+btEJBVz1EwuNk1ZUAfuJf083HT6wMUKqqKwZUVst+tR9ncz9VTe8G6fHZW4GoFgb5VCd3BWveOpWft2jMt8dbE++5wpOvd7P8qiUlQUAXYHeauGyV5R+7V9bsK902Z455/L8wfDiw7P/E9YMHWyQAlEGwqDQQPv/b8vx2hg3IAISVGRBWZkD3NEB3zWAAQEz6cSz+8S8AQLG/HGfi/HDXA9Og8MtAO/0B5EYKSItWIS1ahX8TQ8VjGYFu6ZWILNYjtNSA0DI9/KsEpAfGo3tOJtqUVsC/ygD/KiOCKo1IyNLARyeHyqB3rvs/UL+hAUTU9GSy6iBV5b5ZGOwRhJohDtIKAesKBIttdezrqLLBVKEAoSbxYmMy9VbwVCWCvccxSSM1Y/x0tgIMrm1rjYEleRY/U5ZMcauZ3EYmf1uk26RBamRUzbJ1csAvvwTGj6zZHn4psOqUeN9UaWBODuiakAojBp6ugK5wKHQAZiw7iSuy9uJoRzWOdPLHhkticbSTGnJlGU61V+NUrSNU4V+Ew1YLoVEbigFninHzzjRcebgMUfa6/99yi+3COTMDABMDErUuMhmg9BVvnmaqUDD1TNBLbqaeBnpNdSWBxmpZul9VzRCHWvtpbB/fXAZJb4XGrF+QKexXIij9qisD/KrfC+ly9V+F9Xpn9pWuYxhH9vHTQQ3CTOWexaDR/dzdbd4TGlpCl8bkN+Lr4fbPsyRQFQYMtAxcbVUomJIDbtZYHqceQwOCK4wYcqwcQ46VI/ZMDzwx4XnIlEVY/PejKAxUoihIgaIAJX6+bAQKA/wAuQbDU3ehQiVHuZ8cxYEKXAzzgdy3CAd6Awd6xwEAeqZUIvFYGRKPluHS5Ar4awXHL1xdMwDccgsQEWGZO4Dj/4nIXaQVCp7KmWCLKY+CJysRLCopqtcZJP8/BEPj5VawRSavXSGgUNWuIFDaWeeOfeWsMG6uGOS3Am6fQq+VB57ufv6udLRwmKCu4UWhlqQRA3l3feSNjTqrgp3nnJQEHFsLlGvFZTtDA9CnD7D4vM2hAQBsdP+XQdCHYfghy4u91UFDkRXdGQDwxbxfLLYlzFgKhV82QhWH0U27AUc7+eNEghonEtT4ZnwUACC6QIf2ORpEFukRUSLeUgM6I6zUiKtPHEF4iQERJXVMAWjdO8Ad0/85GhrAYQNE5GkWeRQakdEoBvr2KhEsljXivnpNzbL5r411NvfVWi6bppMEqnswVCd8bCpypZMVAjZ6LZh7J/hKHmN6vK9kH5XVdhuPY2VDLQzyqUFaQquoO3DEAzWmhsbC/Ly60MvI3tCAkBC7QwNkb80Gbhll7v4v1PcFN/rDUNEJfsWBWPL5V8gLVmBH70Ds7B2I3wd1gNynBDnhPsgJ97F6oJhA6xt0Ma8JqjAgrMSAClkEuqeXYtDZbCRkaZCQrUHcRS18DJKHOzv9nz3Ll9c/bwARUUsmlwPy6tkEmoKpkqFWpYGNCgF9lZjssUH7Wlc8SGaJAACjvml7M5jIlTWVA3VVGEjXK1SWFQaX3ApEdm3a5+ImDPLJrVpSI39zDYRae08Ja831fXJVSx7aUt+3oDGfsbt6xNglrQC45BJx2dT9/73vLfd1NAOAA5ElBtywoxg37CjGjxELAUU5Hj3wBXoX7UV+sBL5wUpciArGml6XQKYoR0xlCgqCFdAr5Sj1V6DUXwGgFHnRwLYBbc3HVeoFROcbIKuKxFVH0jH4VB56pVQiwtH0f/Za+U15Dax/qJzJG7BsGQN9IqKGaOpKBgAw6K16HdirEJD2UHDQk8GgrVk23zc9Tis5l2SdvgoWVxlGvXhr6CwSsf0Z5FPr0ZRZ1x1x9zCEpuLoabTsLPTNo7CN+Tlx15kadUx+A0/WuK9v8/hMWUhKAjpeAfxySFyWdv8fPBhYlWO5v73x/9Lu/6bX1BCA2GwVrj9QbN7tXJgCf/zvAQDAqrkToDQaUOIvR36IEm9efSc2d+sGue9F3JT8G1LaqpDS1heVfgpkRCsBFOG7DoH47vpAAEBMnhaDjpdj4IkqxKcH4LK0VMet/O3aAVVV5vLpZXJAZkRWhA9K/RUwymUILjcgqkgHtVbyXpmOOW2a2EMiN5dDA4iIWiqFUrz5BjRdGQRBDOrNlQRVVvftVA7YqzAwVS6EdWi65+RmDPKJyGUtq7KByHUu1X3I5TX3pd3/k5IgS9sCZJWIy/bG/0dHAykpNa3k1jUvMlnNl06yTSYIkEHM/h9SoUX4xTDo2/YDALz7udh1XgCQE6bE0KfmQa7KhkKdjm7lO5HSVoWsSF/8PtwXvw8HBEGOXsnBuG1LBq7aX2K3lV8vB452UWP1ZVH4fkRPyNWZEOSWPwgyowBFZTiGHivC5HXJuOxMBeSCIFYYjBlTsyOHBhARUX3IZIDCR7yRTU4H+X/++afLBx87dizU6ibsTkIe1yxb1ryIdTDtMPGet/RrpwbjR6Hh3PbLJn0v7I3/9/Oz7P5vK8nfggViuV55y3KbxdCA2m+8DEDbQj0MFV1gqOgCXSHw5zs/oNxPjkOd/bHtkkB8O6oXFKpcnOgCzOrSDm9OikX/0xVIPFaG+FwtDHIgJ9wHhzv7Y2+PgOphAYAMGRAA+OqMCC0zQGEQUBSkRKVKDn1AIf67Avjvik5oU6jD9duLkLS5EB1ytDWF49AAIiIij3A6yL/ppptcOrBMJsOZM2fQqVMnV8tEzVx9L369pXs9kV38iFsQv/OscXCJVZI/PPUUcPdVNZUCQ0YDC7YCAGTr1wHDh9cMDViyz/JYpqnzbNT6BFQZMeRYGYYcK8MnHb6CzPciBpStgDLoKI518se+HgHY18N2V8zgMj3CcyNxwm80DBWdkTz7Ppga8wUAXV/8HgjIhDLoOMJ9dyM3zAffjI/CN+OjMPBEOUbv1uHWrRnw0zk/NEBKEAToFYDSYOPT1dChAURERF7Ape762dnZaNOmjVP7BgUF1atA5H6ebOFtrtn12artWQ19eWs/nNGxOzVmfRq/ax4gCUaFrl0tl6XTBI0YCcirX/+kJEDfCdifIS6bhgb88Yfj6f+qPyyCNgpdj7fHnNV/IjPCBxsuC8bRBH/80a8fICgw5uQRDDxThP5nKtD7fCU+GHo3jgy9HAAg7a0vAwB9EPRlvaEv641N87/D5r5BWD48DNsuCcTengHY2xP48PZQ3LQtH7dsKkD3dNtDAwQAF6J9caBrAL4YdQUE9UVUBlSgOFABg0IGpd6IkDKgUh+HkUdy8dC6E+iSoYGsrqEBHMdPRERezukgf9KkSS51vb/nnnsQHBxcr0KRe7EFvXljjEStR3P5LWrYl665fmcF6fMyDQ2w7hkAOBj/L74/sfk63LM2H5XKMvz8zMMAgOe/fxDxxTaCcRNp3gAJX72AMftKMGZfCbLDfTB8xmPwCd2LSnURloyJwJIxEeiSVoVLz1UgqtAAhUGG0gDgXKwKRzupURxoukyprryQXLbolXLkhwJAJv4ZBfwzqis6ZGtwza5ijN9RhI7ZNoYGPPusmPTQ3jh+VgAQEZEXcDrI//bbb1068GeffeZyYYiaq+bSY6F5lILsacwcFY7O1FyD0IayjiEdVWA2tG7TlZfQUTnc/17U44lZB6l1jf83tfLbIpMB4eGAdW89Sd4A7LT9pNsW6KDNGwNt3lXoV/IvOsv+xobLgnA23g9n4/1sPsZXZ0TURT+cVw2CoTIOf375f4go1sNPa0SlnwI33f8q8qM0UAachr/fMVxoq8LCCW2wcEIb9DlXgVF7Nbh2Ty7iLurE93Tu3NoncbYCgIiIqIVgdn2qU2MGuM0lmG5MzaWjhWtBTcP2qb3J/tkb+plw1+vbkgJnVxI2NvxcDgJtz522Fnf/djSTr6VnWbXyy264AVj5gbmVX5BLXlPTWHcA+OILyAJ7ARuSxWXprAEAsPcfwFj9Cq5bB0yeLAbS5s+KHMF5bTH/1zQUBiqwv5s/jieo8fGwGyCT6XD9kX0YeD4Ll5yrQLc0DX7tczVeumY8AKDXhSpzkUIqjFCWxUKnbAtdYSL2fnAjNvULwsrEUGzvE4ijnfxxtJM/Pro9DG0Kdeh7tgIdszRIyNIgIUuL6HygTWllTbkcVQC0hER+7IVARETVXA7yN27ciP3792Pw4MEYOnQoFi5ciNmzZ6OyshI33XQTPvzwQ2bUb0Xc3XLprmDE3UMUmksLrSdLYX1sb505wZPPy30VCo1YsdaSKi8cbvPOz6s1t1cKSoJAWWysZSv/9OdqtkGoaa1PSgLWnq45hnTWAGujR4st4VZDA4Tq+2FlBozeX4rR+0sxv+vNAIDbV+/DFel2ehIAVkMDao4ZUGXE+J3FGL+zGPlBCgx++QUogw9B6ZeG3DAfrL08pNahIooM6JJRiY5ZGnTK0qBjpgadMjWILNZDDtRUbjz1lFghYito9kRw7eoxHU012NwrJ4iIyO1cCvK//PJLPProo0hISMDLL7+M119/HbNnz8a9994LuVyOH374AREREXj77bc9VV6HTp8+jeeeew7btm2DVqvFJZdcgjfffBOjRo0y75OamorHHnsMGzZsgFqtxsSJEzFv3jz4+vo2SZlbotYwxt+Vp9iSgqTmojET7zWX96c19lJpSs3lfW+xkpIgXDMemLVOXP75Z+DqEeZA06XX15mhAbZ+dKuHBshCw2o/zjQ0YEOpzVNGlBqgKxwCXeEQdM0/g7e2vIzjCWqktFXhfIwKe7pEQ64sQ36oAvmhgdjVO9Di8T5VKgw+lYdeKZXi7UI2ojdvhkxyPQHAM8G1q8dcvtz+VIMtpRcCERG5lUtB/gcffID3338fTzzxBFatWoUbbrgBX331FSZNmgQAGDlyJGbMmNFkQf748ePRrVs3cwC/YMECXH/99UhOTkbbtm1hMBgwfvx4REVFYevWrcjPz8ekSZMgCAI++uijJilzS8fAhTyuFX7EnKlIa8xx4M21Ws/hkJBGHJPvSbXyEDjat4HvVK3PjbSVPzHRctnVV8g6AeDAgcBPL9lJAAiLoQGIvQz4/Zi4bD004MwGoLBSvG9zaAAgN/rg8lMVuPxUhXldwgsfAfJKTDn0JXqX7Ma5GDH4PxkfiKxIBXR+GmzpG4QtfWtyD4Snvoie6/qje1h38bYvFR3umgqlwY3BtasBu8EgVggIAowyoEwth0ahRFSp1rleCERE5JVcCvLPnTuHG2+8EQBwzTXXQCaT4YorrjBvHzRoENLS0txbQifl5eXh7Nmz+Oabb3DppZcCAN5++218+umnOHbsGNq2bYs1a9bg+PHjSEtLQ2xsLABg/vz5mDx5MmbPnt1qZgMortShpFKH+HD/pi5KLYfTi5u6CFTN0UU8W0ltay7BcHPpbNOoU/m5EHTy82ub9Wvo9rdPGmSGh9edALB6aIBsd2rNequhARbvpZ2hAXYZ1YjJ8cNN+4rMqw617YoJk9+E3C8Ls7e8iuMd1Die4Ifkdn4oUFRgW8Y2bMvYZt5f9VlPdEmvQnyOARpDGww9k4KE3AqElBsR/PrTCL52NAL8gu0OwREEAVqjFhqDBlptJSreeBql7VUoVytwom1bqI0l0PsYUOavQJlagbL1L6IsYgfK9RUo05ahtDAbZU/5o9S/J8r95BDkMuiKBuCPNzehe94F8UuYliZ2/Xc0rIKIiLyKS0F+VVWVxXh7lUoFlUplsazX691XOhdERESgZ8+e+O6773DZZZdBpVJh4cKFiI6OxoABAwAAO3bsQJ8+fcwBPgCMGzcOGo0G+/bts+jWL6XRaKDRaMzLJSUlnn0ybmZ9cdF/1hoYBWDL87afLzVfjE28h6MA2N1j8h0dzZng2F2laWjQ35iVBg5nL2jCb6InXwNHHzvrTQ39iFo8D+tW/g8+ACaMrF/Ls71Kg/h44M47gXnznCicL4yVHXDX+uq8ADIZqhLicHrHnzhZdBqnCk7h1IU9OF18FpV+Chzr5I9jnQCgEhuvjLY81tIrIYccMpkCvgollDIl5HI5DEYDtAYttEat5f7TgwFIGxxs5DhKWWW5HGk13FCuxUdD7sDHf75bsy4rq+7nTUREXsOlIF8mk6G0tBR+fn4QBAEymQxlZWXmoLcpg1+ZTIa1a9diwoQJCAoKglwuR3R0NFatWoXQ0FAAQHZ2NqKjLf8Bh4WFwdfXF9nZ2XaPPWfOHLzxxhueLL5HWXfrNSU93pPiILFRC+fJxGWNG2g0XZOso3O7+zVoLi3PRC2J+Nvuyd86B0NC3H0yaUDfv7/l0ABXT2ZdadCxI3D+vHjMwYMdVwDYGTbgN28BLo3uh0uj+4nrU5bA+OhEpEf54lR7Pzx2+xTIfAoh9ylEt+IjKAlQoCRAAa2PHEYYAcGISr2uzqIHVBoQUGlEpTwYRb5REIwqXHd8LwIrDQisNIp/b70bgYOGI9A3EAHHkxH82HQEVhgQVGHAgMd+AwQlgM2WB46JcfFFJCKilsylIF8QBHTr1s1iuX///hbL7g6uZs6cWWeAvWfPHgwYMABTp05FmzZtsGXLFqjVanz11Ve4/vrrsWfPHsRU/4OzVb66yj1jxgxMnz7dvFxSUoL4+Ph6PqOWh11bW0fugeb6DBtarkatlHHhZA1uCfXgsVsKT761zfUldFT51tDfKYc9Ptye58GF70p9npe00iAgsGbZugLg8ceBe6+qqQB44z3L40iGDQiCgJPZpUiICIA6JgZyAWifq0X7XC20o2t6xv3xzvXm+1XrV6PnhnwARtw1qB0eHtERBqMBCrkCKoUKs/48BaXMF/NvGwjl5q2QXXUVAGDm6P9h0UBxeOT8T1dYlumpCUDXkdXluwrQzQZyq/MQCFaXdTKZ+ByGDXP9NSQiohbLpSB/48aNniqHXY8//jjuvPNOh/skJCRgw4YN+Pvvv1FYWGgeW//pp59i7dq1WLx4MV588UW0bdsWu3btsnhsYWEhdDpdrRZ+KethCVSjtUxb1Vx466vdEoLSllTR07gVGw62WX1im8v73EyK4ZTGnM3EurLbayuSpBUAXbpYVgAMGAl8tkNctkryt+Z4Dh7+fh+6Rwdh9ZPDxODZKsmfWXVw7TdiNIQ1YoVCoCIaHYI7mHfJK9Pgn0NlAID/uxEIGT685pi2VB8zpddl+PCXg3h0ZGd0jQ6yPUWhaX9ArKRg0j0iolbFpSB/xIgRniqHXZGRkYiMjKxzv4oKMWuuXC63WC+Xy2E0GgEAiYmJmD17NrKysswt+2vWrIFKpTKP26e61feSszHn/m6oFlRUt/HWCgRHmuvb7PZyORpr3YgvAodleJa7K12l75d1JVdDf89d+iw05mdUeg1hlahuxX4x+D6VUyoGzfaS/DkZXBslL4IAwelj3rdoH1ILKrDuRA4OzxznVPJCAJj55zHklWnw0V39nX7/MosqMW/NKTwwtCP6tAtx6jFERNT05HXvIiopKXH61hQSExMRFhaGSZMm4dChQzh9+jSee+45nD9/HuPHjwcAXH311ejVqxfuvfdeHDhwAOvXr8ezzz6LKVOmtJrM+u5W68KvicpRH1q9samLYFN9x8G2xoqJhmquMWdDy+W9nwX3vGON+fq0pB4g7tJcv1duZwqu27WzXB8XZ3P6PKc+CaZjBgTYPWZqgdioUVKlt3xcSkrN8qhRYh4CSRkWbU/B34ezkHyxzJmSAACeXHIAy/dn4PqPtjr9GCIianpOt+SHhoY6XfNrMBjqXaD6ioyMxKpVq/Dyyy/jqquugk6nQ+/evfHHH3+gb9++AACFQoGVK1di6tSpGDp0KNRqNSZOnIh5zmTbJa+jNzb/S9HWEiA016nWmjO2ijduV/amYv0MG/UpS1vy3T0m34Xn4clvrHUxXD6X9Rh/oCbJX30lJQGKrsCO6qkDrYYN2CXd3qaN3f1d+d93OqfU6X2JiKj5cDrIl47HT0lJwYsvvojJkycjMTERgDg93eLFizFnzhz3l9JJAwcOxOrVqx3u0759e/z999+NVCLyJEeXKbpGbKX3ZNDYXHMeOHPBr2mmPSU8yZV3y5PBmttnP6jv4xqz8sbqM+nRU3tHPVGDNGpviEY8Wb0+N9bBdD0C/FrfFZn9YQMtQWmVDkUVOsSH+zd1UYiIWiWng3zpePxZs2bhvffew1133WVed+ONN+KSSy7BF198gUmTJrm3lOQRnrhuyiqusrutpKru6YPcZce5/AY9vrCi8craEju3OhO8lWn09jd6b39yt+CrQ/Z4suKkdkVJy/ttssXRz02jftesh9k7OHuDe6k08Vt32f+thc4gYMvzo2oF+ou2nUfbEDWu6dO2iUpHROT9nB6TL7Vjxw4MHDiw1vqBAwdi9+7dDS4UNS+OLpCsLwIXbU+xv28Lul7890hWUxfBJkctWg2Nm5tLYGl9cdvgBF8NerT0OO79AHuynsPdx24unw1HrH9fWkKZTRz+xjbToSyNOeylMd/LlvS5cSd3D33RGcTj7TpfYLH+RFYJZv51HI/8sM+t53On0zmlePyn/Tib63zuAiKi5qZeQX58fDw+//zzWusXLlzYquaP90aZRZUorqMVu7kE6xfyypvkvNbB3oG0wgYe0VFrjvVyM3nx3cxbGvZdmU6uobzlNWuIlvBtaNT55T3Zym+93MDWcXd9H9xd2dASPlPuVlKlw6h5m/Dm38ddetymU7lInLMe2Q568FnLK9O4Wrw6LfwvGbd9vh0VWge9x1xw2+c78PfhLNz15U63HI+IqCm4NIWeyfvvv49bbrkFq1evxuDBgwEAO3fuRHJyMn777Te3FpA8p0JrmSAxr0yDIW9vAACkvD3evN5R4NKUScw2nLrYZOeWOp3TsNp+d12YtChWH6qWUHfR3BL2OaxQaCZj8msdp6E9kB39FjXmmHw3c+V1aczu+p7kUuK95vXV84im/Lz+sjsNKfkV+GrrebxyfS+nHzf52z0AgMFz1ltcMzS2Of+eBAD8tCsVDw3r1ODjFVeKDR0XS91fIUFE1Fjq1ZJ/3XXX4cyZM5gwYQIKCgqQn5+PCRMm4PTp07juuuvcXUbykNkrT1gsH8u0P/1huUaPd1edxNGMYk8XyyFBEJBf3RIgbdX2dAv37pSCuneqpz8OZjq9r7ufpVGSZbm0yrKyoSUE3kT14fbWXy/5rli/KhbPqwkDbW8J8huzotCVnhLGZvIBTiuowNXv/4ele9Lq9fgqnedndqrUGlyagpCIqKk4HeQfPnwYRmNNtuy4uDjMnj0by5cvx4oVKzB79myLrvrHjh2DXt8KWyhbEOuWfEfmrTmFTzcluzxXbm5JlVtrwx9fcgAD3lyH7WfzLI5bVKFDemEF/jiYAYMbpsazHgdeUF5zrrKqxvtce/rSyyC5uLvogW6UdnnLVbsVR+9Xo45hboVj8lsyL/06OOTou+LuSlvHw2iajuN8N97J0Xsx889jOJ1Thud/O1xr29GMYjy55ADSCio8WLq6XffhFoye/x92NjC5LxGRpzndXb9///7Izs5GVFSUU/snJibi4MGD6NSp4V2nyHVnc8vw8YYziA72c8vxTmTZb+W3p0pnwBVvrRfLM/talx5rusizDrZXHhYT4i3cfM7iYkEmA658R5zmsaSy4ZnxtQb707+lF1WiTT1e14ulGry04gjuHtQeI7u3sbuf40DR0TbnIgVBEJBRVIl2oWqLRzRlY4701ILg3qBn29k8q3NJe4C47zyuaswp9JrbUAN3aar3zztfTcdDHqw/Q42bDM9bX3Hv50qFTaWDlnhTA8O5vDL8/cQwO+dyrWz1cb46F9BfhzIxuFOE509IRFRPTgf5giDg1Vdfhb+/c3OearXaeheKGi6/TIPfD2aic1QAruwS6bHzOOoSKE2wU2U1Z7rRKODPQ5noFx+KhMgAi21nckox9v3NCPP3wf5Xx9o89n+nL6JbdKDNbbamz9t9vgDlGj1G9bAfXEt5YizeG38dw9rjOVh7PMdi/OKgjuFuP5cjn/2XjHdXncLUkZ0xfWw3i20Go4DVx7LRv31oo5ZJ2qsko6jSrXMrn8wutbvtcHoRhnV1ruKyuWkJ05s119wALYn1c/bsmHzLYNpRgNbgijiH+RW8NHO/w1kUWuOn23XJua4l3H3rnxMIVCnx5OiuHioREVHz5HSQP3z4cJw6dcrpAycmJkKtVterUNT0dkumval1YWJ1LbLtbB52JOfjqTHO/xP941AGnv7lEADUStgz9v3NAMS56jV6+y3qFi35kks1W60+ty/cAQDY9dJop8tYWqXD4fRiDO4UYXFMQRB7FGQUVeB/wzvXetyZnFLklWmR2Nmylj+nxHYG4uhgP2w/m4f3153GWzdfguiQ+vW+cDboe3eV+D3+dFOyRZAvQMDSvWmYsfwIlHIZ3r+jX73KUR/Sd8x6uIW7L8LLNTUVCnqDu6NQ54/nMI5hwyU5oTHDwuY6pKCh5fLW0Lol1hm4+zOWVlCBLzafAwA8NqoLFPJm+iGuhyqdAVU6A0L9fT1+ruOZJUi+WIYb+sZ6/FxE5D5OB/mbNm3yYDHIU5IvlterJV86P2xaQSWMdmJtGWS4+6tdAIC4MOcrdfam1Ew7V5+hAID9izPr5Dsns2uO70oL/cQvd+FIRjFmXNuj1sXHYz/tBwDEhdVucTZVUmx8dqTz56p+DR/+YR9+f2yo04+TSiuorNfjTAQB2HpG7NquryOvgTsSNVXpDJix/AjG9opGsJ+Peb3Bw1enKU009aJLGvgSuHKx3Jitpg3F1k7P9uBwVJ9bawq9BtZEufI8HLeAN6gYLnH7NJgWx248zWVolqdp9Pa7/+eWVGHiV7tw1xXt8eCVHRuxVO4x5O0NKCjXYt8rYxARqPLoua77cAsAICpIxSEKRC1IvbLrU/NXUF4zXEIasNXnInnr2Ty72eWl07+lFdYvIc6/R7Pr9TjBsinf7FC65QwAB1KL7B5DqzfimgWbsXRv7Wy+R6pnEpjz70mrC9qa8079cb/dYyfnOpeBd8PJXPP9/DLLYS71DWryyzS45bPtdWYpdpj8ymp57uqTmLH8MARBcNgF3hkXSzX4dlsKVhzIwNQf91tcxButKhjcMaPDiawSzPzzmHlmBk9xQ85Ht3D3RXypxn6yyaZ8ytZBlyAI0Dro/WOSbadXTavnUuWQ54rRmBo3t4DzWJ9lm7sqWt5fdxpnc8vwf38fr9fjG+PzbzAKSM23fV1lusbbd6HQ5nZPOJ3TsP/7RNS4GOR7qTLJRbm0+/Ou8/angrMOrpyxbF+6+f4nG5Pt7mcdrP64K9Xlc9U6pp31rvzzvf6jLTiZXYrnl9XO5mvvmPW9+LKeos5E+l4VV+pQVG6ZOHDJ7lQ89tN+m8HLqqNZeGjxXuSWWgYt89acxr4LhTazFNtTV4XCJxuTsWR3mlumD/powxm7vSqsW/LPuaHl/doPtmDR9hS8uPyI5QY3BzVHGnGKyZYwz3itINyTrdAy4Jmlh9DtlX+RUVTZ4CCpuQaxHh2Tb/WFsExu2nKnHaxvFvvG7Dni9vwVzaSSoJkUoxZHQwHdTWcwYuafx7D+RI5Lj3v4+30YPncj/jpkf5pdb81f0ZqczC7BhpOufTaInMEg30tJx55Jx4I7yjz/856awNvZi3Fnp6szjb93K6vs+iaudMk/neN6wOroGRdLXt+tVlndnW39Pp9vGdTOWH4EKw9n4bf96SiXJKgrrtThkR/2Y92JHDyz1PL1LXfQ8mpPTonl61Yo6Q0irQCydXFUpTPgQr7zwbgg2M9y744pEO05kVXSqBed0p4u0vtAHRfhvJqySTrMx5blBzIAAN9tT2nwuVwJkhz9XjrzVqYXNmyojcn2ZE7r5UnuzvLvyQCtJSTmrA9H70FzfcY/70nDou0peHDx3lrbDqUV4er3/8Pm0xdrbVtXXSnw1dbzdo/tyifofF45xr2/GX8czHDhUeRp1yzYggcW7XVLr0UiKQb5Xkoa5Nd1YWwi7TbuLIdxiuQCZp2LNdgm0oDPOnB1NF7UnmOZnv0RvfnTbeb7i+oZaEjHu0ufY55V5UVWcU1gsOWMZYWCs9eO0kDmWGaxRQXJvNU1iTbrunjq8eoqjJi7yS1dB+3lf6iLzmDE6mPZFpUTzvh+Rwqm/XwAegfTJtZXpaRSpkrXeC1HLo3J91wx3M7RsAFvZd2a7Oi72NBhCLWn0Ks5m/X3w1GA6kyw5UpA1pLyRriiJTyrxm0pbgmviOuyiuxX4t379S6czinDfd/srtexXXl7Xlh2GKdySjHt54P1Olez7d7kJc7kcjgEuReD/FbA2URmzrZcnZV013b0mPp0/7cmTaLnqBeCsxci3+24YHebo66ZFoG3g6d17mLDu5bbK8f8taedPob01bDuyi+VIml991HILXIv2AuorDPSb0+uqWD450iWxbaCci0+25Rsc2aBVZJcDNJgwtHn1WgU8Nyvh7DYRgXKpxuT8fD3+ywqWmxJLagZ4ygD8Oofx/DHwUystCq7p3my1am5dNW15u6LeOnztH7Onrwetf698ZbgxNGzOJZZvwSpjgiCgENpRRZDlmxxOBFFA196Rw9vrt8jZxQ7/H/p/HG8NdllQ7+z7vrON7Ti0pX3skLXwHM16NGt29K9aRj81noc98DvKJE9DPK9lPQiVDoHuTtcdBA0SjnbBdXRPw5pwKdQWO6pd7LJV9p67+h6JcVOghug/skB66O+LdlS0vf/z4P2x/NJe0c4eyn3w07LipJNp2p3MzSZ9vMBvLPqJO6pnj1AKqvY/ucoraDCZte1Tadz8eu+dLz+5zFkWz3eVMHg6H0EgH0XbOelqCvQcOV7lFNSBa3eiDTJd8C6++yK/Y3XZXLdccueNHllGqRVV3Ycr+fsFvY4+o55eky+s+VwN0fPyzoRqKvyXeyZ0hC1noWjuezdcL6VR7Iw4ZNtmPDxVjccrX68M4QFdp6zn3+nMbk7MGyJwxBaXolts1WhsGDd6VrXBFTb88sOI7ukCtOXHmzqolArwiDfS9n7x+qoxdvZ5HLSbP3SVlxHx6svacCrsDqgdMo4R6f6YWfDk/xJM/R7umXDHdPTOUt6JkfPS7rNlcz6pmEEZ5ycacB0rmHvbsT1H201B6Im0uSF76466fQxLY/v/L47z+XbrHm/WKrBNQs2Y9G22mMl564+iUFvrRcTwEmC/P0XiqA3GLHqaBZyS6rszlhhrUpnQK/XVmHgm2stukzX9TzO5pbi663nodEbsNdqGMXAN9dh2LsbUVCudSmHhausy1hS6Z7u9iVVOsefVzecw9Hvlwzi8JAMO91wP9l4FsPf3eiwF42z9jhIluppjl7HooqGVz78fkCsgEyuoweUt/QSdpwAsPGSVDYm62fhrT0DACC7uAqZDrrme4KtHgXlGr1Hhp9ZO5NTigXrzuCV3496/Fzeoq7piYncSdnUBaDmQyfphu1oXLN0nLyj1lh3kLbWS/MMWKvUube3giN/Osh066yDaUV2tzn7P8BRi/+KAzWtxG+uPOHc8Tz8v6e0yn73UXscjVHTuOEixlGlV2ZRJe78YicA4PDMqy22vfDbYZzMLsXMv45j8lDLOZals0xIe0oczSjG638ew4+7UhGi9ql1PtPFr0wmg0Yyfv+HnRdQoTWgQmvAchut/2UaPQJVlj/lMhkw5r3NAIAKjd5uuHDODTMlWFfEWL+kn21KxtGMYnx4V3+sOtbwHjFbzlzEvV+L41dP/t81DT4eIA4DkVv9vtQVi9yxcAf2pxbhpymDUKax/P2ZW53P4uMNZ91SPstyee6L6koF48cbG/bcHD2P1IIKXNEx3LycnGtZCaCr/u77KOS4UEfPnbq0lPqDVUezcSq7FE+O7uL2YzuqfCixMytMfRVVNGwYgbu6yTd4mIfV4/UGIwbPWQ8AODHrGqh9FeZtDns3NfTrbFWOogot+s1ai85RAVj/zEinD5OaX4G/DmfinsEdbP5/Ek9leTJ3fzZaA0e/e94y7Ku5OZxehNwSDcb0im7qojQ6tuSTTY7Gf7u7pdnxFEY19x0FZM52p3dH12R3zBV70yf2x41L/wk4eqlf/v2I/Y1Omr+mJrmes0nzrN8G6aKj8jozf3ljk5b9tFUPBelwkzf+tJxLWZqk8jfJNJLWrFt6TVNHWo+XFQQB93y9C7d+vgOCIFg8rlDSYpopSbZoFAT8fiADfV5fjYX/JVsdr+b+wbQiGCQ1QtKKh7qGKDjj133pyCvTYOXhLJvv8TurTmLlkSxsrEdiT1tMAb416wsk61b0vSkFNj/jKXnl6DtrDd6z8Zu3/WweEuesx8ZTlmXPL9dgf3Xvnl/2pFkk1pJ+f3eea3i2e3e8R85a+N85i2WHOVccbGvoDBnWmcb/PVqTL8NoFHDlOxsw6K31TrdWOh5CUr9t7uBKoPnID/vw/rrTtWZtcYfGbFyX/oa5W1N2EqiS/Pbll3uud5Q164+QaYYNW71jHL0+4z/cgrmrT+FVB63y7upRs/Z4Dqb+uM9m3ghBEBr1N88dzuaW4r01p1DiREMG2/Eb340fb8ND3+3Fmepr97mrT2LCx1stcn55Kwb5rYw7PtTu7gXmqNunRl9TXke9Cxz9Y3LWWSe7lHv6QmKzJFO+rYR1JtIhBPW17WzDgxBpQq4d9QxqLBKoOdjPUfJFKVem8zNZ7CApo71x/ADwzK8Nnx6yUmfAtrP52Heh0OlcFlnFNeP75vxrf+jC+pO5FhdT0s/UYz/ur7X/7wcycMTGOHKdwYiNJ3NtXshM+HgbHvtpP25buMPu98PW9G6/7k3DyLkbnf7uWZvzT00vFZ3VD9PJrJpKm3KNHrd+vgO3fLbd4jcFAN5dfRKlVXp8uP6MxXqZDJj41S5kFVfh/m/3WMxjvGR3Wq19TaTxbX2m6LR+LtbDY6xf3jM5pfhg3RmXps3U6A1YujcN6YXOt4K7u/u4wYXAW/qZKtPqkVOiEYealDkXTJ2qo2K2qEKL7cl5Hu9K7rClzslT55Y0XgDpFlbPa9NJ+zlcGlNjtpk2+LsjCPhh5wUcstED0Lrxw9FH2NH1nykB4G4Hw4Pc9ZpN+W4v/jmSjfdtVKzev2gP+ry+Gil55TiQWujwf68n6Q1Gi9+D99eexksrjtj8jRjz3mZ8uOEs3vz7eK1tDSEIAl7/4yi+tTEskOq26mgWHpJMW2nq9fXJxmQcSi/Gb/vtN9B4Cwb5rcwTSw40+BjuyJov5Shwe39tzYV3Q7uH1mXKd7XnsLUlpR4BpCuW7K7JIXC3jYR1TeGCpEt2oVWljLRl6YSDnhKnHIzlt/eJsv5/+uofx8z3rVvepdc6O9w8X3h95zHfVo9Wt3cc5BrIczKoKbL6TknzV0h74pRbJRPceS4fT/1yEDd8vBV7rXIGfLT+DO5ftMdmS7qp54H1RWi5tibw/MbGhcpzyw4jJb8CL/52uI5nZJu0YkY6REUQBIvPg7RiQlPPHiUPLKr5fbD+DZRLTtaQVuyC6opMZ6eBzCqqwtj3N+P9dacx6y/nLzDHvb8Zzy87jNHz/3O437k8y0qKOf+ewIRPtrmlsthWwGKP9DMrDTQKXExKaC+Iv2bBFkz8cpfN4TDf7UjB0Lc3ICXPs7/7a+s5zayzDqTW9GKxTiLqyaqNXVZBY0P/fwoQkJpfgbu/2oktZ1yrMFh5OAtJn25zqXKrLoXlWsz554TjHn4NfIEPpRfjld+PYoKNHoDWgbejnpa2WvcrtQasl3z2HE3DeaHAuddNbzCiTKPHa38cxa5z+TiRVWKuXE2VDK+xTp4L1CTy/X7nBdz86Xbc8tkOlGn0EAQBL604gq+2nKv1GHcrqtCiy8v/ouOMf8y/9R+sP4OfdqU6rLg9lObeKZr3pxZi8Y4LeMOF3/bGdrFU06BempVaQ53/M9MLK2xeW64/kVMrQbM0X88jP+x3OH239UxR3ohBPrnsqJNzzZvGM9fldwfZ3xt7WjNn5JU1Xrbr5uJ1SXAtDRhdMdHNFRbWyfykrdUvLrc9lMGVYF3aw6S+yXKsE97ZI70u+/uw/c+8s0kkHVUUOHoq0tf01s93WGz7rToAqis4kwbXjmZekNK6oXtQmWR86NK9ljX0n0gqCJ1tjdqTYv+9k34eBMEyyL/uwy0Ojztj+RGbGZZ/25eOy/5vLV75/UitwEg8j2A+n4m0wu2XvWnWD7HLNANFXRUe1lOCLvzvHA6lFdn8jB7NKMbvBzKcrqBwxDoYr5L0vpC2XH61xX4Ll3VFxObTF9Fxxj+1KkMEQTAHNtJhAaZtr/1xDBlFlXjjr2PwpByrgMderFbfy1JpQPWS1e9jfSojnVXZwGnbbHnqlwPYdjbf7tAdex77aT/2pxa51PMvSzK8QPqZMn0KX/n9KBZuPoekT7c7dTx3dxG27kJfobV8vc/mljrs2XbtB5vx4GLnGjg+25Rstab2p7G4Qof+s9aiz+ur8d2OC7jji5249oMteGDRHhxKK8LwuRvN+zrK0SLtcVVSqcO+C4X4aVeq0zmGGuJ3SYWx9f9waUB7NKPYogJZZzBi9bFsx0lJHc1YYvVeWud6sXY4vQi/7k3DHwcz8OXm2pUfn/+XjHmrT9l4pHuczyvH5bPX4ZoPNtfaVqk1YPrSg1jj4D0urtCh52urLIavCoKA5fvTLYL3K9/ZiGs/2IKVh7NwNrcMLyw7jDf/Po4HF+/F9R/VzMyy7WweLp25xulEkFnFVV6dCBRg4j2v5clsxI7mmifv5IlxoFLO5iFwxNkkkM6MmwMsE1G6Q327bDo7LlraxdtRzbqjBIirjjpXqeZ4JganDmGhVmuUUcB/py+iT7sQRAWpnDuG5CDFlTqLcjhbOeJsLyXr1jJpkO9o6EGFVm/uqfPcuO4W216o7s3ww87UWuXdeS4fj/90AG/e1BtRQX7m9c5OI+puBqvzPvz9Xqw+JraYDO4UbushNklbWRzN1CKtWJS2+tiqfNMbjMguqcKIuZss1t/3jRgQfrPtPJ4a29W8/oN1Nb3F6ppVxtfqO7x4ewoWb0/B9w8NslgvCALe/vck+rQLwQ19Y+0e07r7vlZvxP++34tBHSMs1ufX0YPnVHYp1D4KtI/wd7ififUQEEfDwqSqdAa8/e9JXNWjDYZ1jXTqMY4YjALyyzVoI/lM18UoALl2ZgSpshqKo9Xb7gFSUqV3+ndlzbEcTBqSgCqdAX3fWGNefzK7FDvP5dtsiHA0przHq6uw/cWrEBuqdur8dZF+hr7fkWLR2620SmdOwHruretqPXb1sew6p5x11Z+HM81d/6W2nc3Hg9nOVSbYYt3rzJreYIRSYdluWVypQ5BKWSupal30Fr8xRvNYbqkF605jwTrLIV7n8srx8Pf70KNtEFY9NdzmsV3592irl6tWb8Q7q05iRLco82+aycjuUegaHQRA/F/2dvUwvjuviEdcmPjbcCitSJy2tF8sFtzRr9Zwj+3JeWgXqsafBzORWlCBV8b3wv2LduNAWhEEAfjr8StxSVwIgJppi60rg3NKqnDXlztx7mI5lu/PwGOjOmPioA5oF6rG7wcycCi9CK+O74UtZ8VGgCMZxdDqjfBRyLDlTB6mLxWHQKa8Pd7iuI/9tB/BfspaCR9v+mQbfnxoEOZV55j6cVcqZt98Sa3X7u1VJxEp+d5//l8y/j2ahVfH98KYXtH4dtt5tA32w7WXxNR6bEvFIJ+ImhXpBZInpndzRx6C+nDUMuyO6gRnZ5hw1PXP2demStfw4NJibLzVhcav+9Lwwm9HEOynxOGZ45w6nnV3WXv5IRy1WvadtcbuNinrbn7ZJc71EJHGpNZdFB31FjH1inrkh/14akxNgGqre7m5TMVVaBvifPBki7REheU1F5zWwakpwAccD8txZOKXlj191h3PwdSf9mP5o0Ms1ks/KhU2golbPtuOQzZySkhN/6Umj4Y0ILF+B7ZIPitbzuRhUEfLCozX/xQDqretcmIs25eOhdUtawM6hJnXrzmejSdGd4FKqag+n6RyE8Bv+9Ox6dRFbDp1EXcPam/edptVrxqpGcuPmCuOrC+KnSV3slVg3upTWLQ9BYu2pzjcT/rZ1uqN0BuM2HW+AOfzypEv6elx3ze7sO1sPvrFh+Ky9mHmKVcd0eqNFj2ypD24PtuUjA7h/hjeLQqxoWrMWFHTY+FAWs3vr95grPW/Zee5fMSE+KFDRIDNc/abtcai58uu8wV2eys+9fNBiyDP+nM15O0NWHT/5RjZvY3F+knf7MYNfWNx64A4m8cFxAokW/lNAMvhbADwsyR3iK1fl4e/32f3PIAYrDnq7iytRHGGdeUgAMxeeRwvj++F/DIN9jg5razJ8cwSLNuXjvAAH8xbcxo92gbh2/svR26JBgEqJca89x+u6BiOpQ8nmh9z7mIZrpr/n3nfmBDLypbckioslfSKupBfUeu3CUCtAF/K0TTDlg0agkWQbRQELFh3GgM7hOPyjmEW37P1J3Lw4fozuCQuBD/sTMXXW2v3YrpYpkHX6CCczS3D5G9rKgCkn1vTkI8/DmbiZFYplvxvMMIDfHEquxRpBRV4yGrY6umcUovf0xs+3oqUt8ejTKM3zyJj/VwGvbXe4hifbEzGJxuT8e+0YXjql4MAgMROERa/O91e+RdDu0RgaJeaysPs4ir8ecjyf5ytGR0OphVZPF/AsvLW5GxuWa2k1xfyxed8WftQczLd+v6ONkcM8omoyU3+do/5/iRJ7bS9bvfu4uysDJ6mcRCgO9srR+fkuLjDdQRAzvjvtP1M+c7mDfg/SZIi67ml150Qj+/KFE37nUxEaQrMTKQ9QEqdPJ91S751Ij5nvPhb/T7b0otL69wLUlN/3Idnr+6O9MJK3H55vN391tu4iDe3ikme5+p6Tn9oNApYdyIHl8aFws/HuRGCAmC+2JR2xwQsW2TX25ixoa4AH4DdwEUQBIuL8Pslv0uA5fhyac4K6+/ec8tqckw8sKjmGKdzyjB31Sm8cn0vAJZJS6t0Bsyw83t3TpIPwDpQkuZwscV08W392X70h324Z3AHDO0SadESl1ZQgceXHMDDwzvhOqsWra9sBBYmG0/m4vudF/D2LZfA37fm0vJiqQZv/3vS5mNNlYoH04pqTSt7KrsUp3NKcU2ftvBR2P/cSFvXAfv/M275rKaixPozciKrxByw27rAzyyqdKliUxrkvfjbYfy8p/bvw+Rv92DPy2Ms1v13+iL+O30RI7pF4fLZ62weu+OMfyyWBQjYeS4fvWODa+07+x/7XduTPrU/w8//vtuL6y6JMQdktlzIL8ddX9ZUcpRU6RDoq8Tntbr01yi0MX3il1vOY1zvtrWGhznDemjUyexSJM7ZYLFu9/kCfLXlHGJC1BjWLRJXVechMe372KjOeG5cD/P+V1gFqLa+k456HZn8cTADiZ0javVSyS3VYPK3u5FeWImzuWX46K7+5m1PSyofrZmGVDj6fZu7+hRUyjPYec65ypJTOaWYsfwwHhrWyW5For3zfbcjxWK544x/sGPGVcgsst8r6NoPat6vc3nlSLCqUNt2Nt+ioaGgXIu3/rE/9FBqT0ohOkfVHO/9dfZnCLPF2euHloZBPhG1Wo4ukN2dTdwRWy0FJmVOBp6eTggp9cgPtbPym8xb49wYQGmXdOtWtbXHPZeELMcqO3l9ZqmQXsQ7O/wDAAok+TzcMQRmpYP8DQfTisx5MBy1vFqPxx0yZz0yi6vw8PBOiAj0Na+Xfhued5Ao0br75/y1p/DJRvHCv291N886NdEwSVdO62xQYt2q9/vBDFzVsw3+O30R/eNrWvm/dJBfQOoFFyqHjqQXY9K3uzF1ZGdUWnV3/vdoNv49mo1100dY5MSYsfwIDqUVYeqP+11q0bq/ujLj1d+PYv7t/czrD6UXO1XxYm3cgppxvp5uWZMGH9bB77urTiIhsnbrfl0EQcCZ3DKbAb6JvfHS9gJ8W6Z8txdVOiN6xdQO8qV2nbds/XcU1Kw5noM1dn6D+81aA1+FvNZsJpfOXIMQtY/NafHqYuu7JP1te+G3w7j+0vp3oXY0jv+TjcnoExuCq3q2qZXEzZZ7v9mFIhuVFdam/XwQQO3PboXWYJGrxh3JsE3s/S/beDIXn2w8i1fH96q1bfWxHIueWM74YnOyzdfqjoU7kepkcsa3/z2JyUMSHO5TV34ba7YSS9bH9uQ8DOnc8OFIzQGDfC/lcKoeIqpTY+ZjcTTFl6Op/aTqmxDRWRlFzh1f2irojiRsngz43cHZ5IIALJJONabjDma9sJZZ3bNhoVUiJ0fddqWsM96bAnzAuVb2hnB2bLk9m05dxA2X2h9D7w55ZVqHlXom9al8Optr+Ttyw8diL4g3V57AM2O72XzMTqthLdJKq1d+d723yepjObjOzTMFJLy40q3Hc8Q6+C3XGix6lznrp92peHmF4wRgriTLtMfUw6Cu77gznzlnOApw6xPg2yNt9d9yJs9iKMeA/1trMeyjoR61MZWsPc4E+FIL/0tGm2Dn8j94iqmSw9HwLlfYa113NsA3qWvYT1M5m1vGIJ+aN08m3iNqDRzNF9wcOepa2ZikF3qOWrGc5ezUlmTJzTOdNmqlV31nVbEeC1ofz/xqv8tsY3KlYsbElGTNlnN2pgC0nmFBOpzH2YSV1kytmK1ZXQE+1Z87A3xPm/Ovc93NiTyBU+h5KS+fFYLI477fyVkkGuq8h+cWp9bHVsKppuZoKrDmYsUB26140twYREStnbOz7LQEDPKJiIioRXCU1ZqIiKgh9l6wPxNSS8Mg30uxuz4REREREZFztE7OVNQSMMgnIiIiIiIi8hIM8omIiIiIiKhV86Ih+QzyiYiIiIiIqLXzniifQT4RERERERG1amdzy5q6CG7DIJ+IiIiIiIhatZT8iqYugtswyCciIiIiIiLyEgzyiYiIiIiIiLwEg3wvJWvqAhAREREREVGjY5DvpWSM8omIiIiIiFodBvlEREREREREXoJBPhEREREREZGXYJBPRERERERE5CUY5BMRERERERF5iRYT5M+ePRtDhgyBv78/QkNDbe6TmpqKG264AQEBAYiMjMSTTz4JrVZrsc+RI0cwYsQIqNVqtGvXDrNmzYIgCI3wDIiIiIiIiIg8S9nUBXCWVqvFbbfdhsTERHz99de1thsMBowfPx5RUVHYunUr8vPzMWnSJAiCgI8++ggAUFJSgrFjx2LUqFHYs2cPTp8+jcmTJyMgIADPPPNMYz8lIiIiIiIiIrdqMUH+G2+8AQBYtGiRze1r1qzB8ePHkZaWhtjYWADA/PnzMXnyZMyePRvBwcH48ccfUVVVhUWLFkGlUqFPnz44ffo03nvvPUyfPh0yO/POaTQaaDQa83JJSYl7nxwRERERERGRG7SY7vp12bFjB/r06WMO8AFg3Lhx0Gg02Ldvn3mfESNGQKVSWeyTmZmJlJQUu8eeM2cOQkJCzLf4+HiPPQ8iIiIiIiKi+vKaID87OxvR0dEW68LCwuDr64vs7Gy7+5iWTfvYMmPGDBQXF5tvaWlpbi69J9julUBERERERETeq0mD/JkzZ0Imkzm87d271+nj2epuLwiCxXrrfUxJ9+x11QcAlUqF4OBgixsRERERERFRc9OkY/Iff/xx3HnnnQ73SUhIcOpYbdu2xa5duyzWFRYWQqfTmVvr27ZtW6vFPjc3FwBqtfC3dA7qLIiIiIiIiMhLNWmQHxkZicjISLccKzExEbNnz0ZWVhZiYmIAiMn4VCoVBgwYYN7npZdeglarha+vr3mf2NhYpysTiIiIiIiIiJqrFjMmPzU1FQcPHkRqaioMBgMOHjyIgwcPoqysDABw9dVXo1evXrj33ntx4MABrF+/Hs8++yymTJli7l4/ceJEqFQqTJ48GUePHsWKFSvw1ltvOcysT0RERERERNRStJgp9F577TUsXrzYvNy/f38AwMaNGzFy5EgoFAqsXLkSU6dOxdChQ6FWqzFx4kTMmzfP/JiQkBCsXbsWjz32GAYOHIiwsDBMnz4d06dPb/TnQ0RERERERORuMsGUeY6cVlJSgpCQEBQXFzfbJHyrj2Xj4e/3NXUxiIiIiIiIWoSUt8c3dREccjYObTHd9YmIiIiIiIjIMQb5RERERERERF6CQb6XYhpBIiIiIiKi1odBvpdiogUiIiIiIqLWh0E+ERERERERkZdgkO+l2F2fiIiIiIio9WGQT0REREREROQlGOR7KZmMbflEREREREStDYN8IiIiIiIiIi/BIJ+IiIiIiIjISzDI91LsrE9ERERERNT6MMgnIiIiIiIi8hIM8omIiIiIiIi8BIN8IiIiIiIiIi/BIJ+IiIiIiIjISzDIJyIiIiIiIvISDPK9lIzp9YmIiIiIiFodBvlEREREREREXoJBPhEREREREZGXYJDvpdhdn4iIiIiIqPVhkE9ERERERETkJRjkExEREREREXkJBvlEREREREREXoJBPhEREREREZGXYJBPRERERERE5CUY5HspGZhen4iIiIiIqLVhkO+lBAhNXQQiIiIiIiJqZAzyiYiIiIiIiLwEg3wvJbAhn4iIiIiIqNVhkO+l5DKOySciIiIiImptGOR7qQ4R/k1dBCIiIiIiohahU1RAUxfBbRjke6lOUYFNXQQiIiIiIqIWwZt6QjPIJyIiIiIiolZN8KKkZgzyiYiIiIiIqFUb2b1NUxfBbRjkExERERERUat2ZZfIpi6C2zDIJyIiIiIiIvISDPKJiIiIiIioVbuiY3hTF8FtGOQTERERERFRq9U3LgQBKmVTF8NtGOR7sbG9opu6CERERERERM2aj8K7wmLvejZk4Yt7BzR1EYiIiIiIiJo175k8T8Qg34vJZLKmLgIRERERERE1Igb5RERERERE1Gr1jg1u6iK4FYN8IiIiIiIiarWev6ZHUxfBrVpMkD979mwMGTIE/v7+CA0NrbX90KFDuOuuuxAfHw+1Wo2ePXvigw8+qLXfkSNHMGLECKjVarRr1w6zZs2CIHjbKAwiIiIiIqLWoVNkgMuPubZPW/P9QC/KrA8ALebZaLVa3HbbbUhMTMTXX39da/u+ffsQFRWFH374AfHx8di+fTv+97//QaFQ4PHHHwcAlJSUYOzYsRg1ahT27NmD06dPY/LkyQgICMAzzzzT2E+JiIiIiDzkioRw7E4paOpieNzdg9rjx12pTV0MohbnrZsvgVwuw8Qr2jd1UdyuxQT5b7zxBgBg0aJFNrc/8MADFsudOnXCjh07sHz5cnOQ/+OPP6KqqgqLFi2CSqVCnz59cPr0abz33nuYPn263UR1Go0GGo3GvFxSUuKGZ0Tk2L2DO+D7nReauhjkZpe1D8X+1KKmLgYRkdebfXMfjH1/s0eOnRDhj5T8Cqf3D1QpUabRe6QssaFqjxyXmqcFd/TDU78cbOpiuI1KKYdGb2zwcerTLzsswBefTLyswedujlpMd/36KC4uRnh4uHl5x44dGDFiBFQqlXnduHHjkJmZiZSUFLvHmTNnDkJCQsy3+Ph4TxabCID3JQBpqe4Y2LDve9c2gRbLHBzUcjw5umtTF4Gs+Cq9+rKlSQT7tZj2nmbl9Rt7u7T/gA5hHioJIJMBfz9xpceO7+3uHuR6K+7YXtEY1jXSA6WpWxer64r6+mnKoAYf4/pLY8z3x/RsU69j3Ny/HXa/NBrPXt2tQWWJC2Nll5TX/rfcsWMHli5diocffti8Ljs7G9HR0Rb7mZazs7PtHmvGjBkoLi4239LS0jxTaCKyK6iJLkQbct7rL43BogeusFjHFCCNZ2yv6Lp3Ird46MqOjXOien5/bu7fzr3loHpTyr1jet9R3dvgO6vfd1umjuyM2Tf3weShCRbr593WF/teGeOWssggQ592IW45VmvUPtwfT1zVxaXHfHnfQPSKcV9jTN84196/9c+MaPA5B3YIr3unOkh7QQ/uFFGvY7x6fS+0CfbD41d1xe0D4+pdlvpU1nizJg3yZ86cCZlM5vC2d+9el4977NgxTJgwAa+99hrGjh1rsc26S74p6Z6jOeVVKhWCg4Mtbi3R5CEJTV2EZsvVH9fGoFR4bR1cvYy/JKbunTygITH5i9f2QDurbpTeGONf2aVpWjPq8v4d/dAmSGWx7pmx3bDqqWFNVKLG8+ndnut+2KNtUK117cLU6Bsf6rFzmvirFC4/xlcpZ68MBxxd/3iCj9X/toQIf6ced+/gDi6fy9Zze/m6ntj6wiiXj2VLgBOfx4TIANw9qAN85DXP+8eHBuHWAXGICFQ5eKTzGvktbHLLHkl0+zGfubo7wvx9XHrME6O74pbL6h+USi1+4Ap8cGc/p/YVBKBzVO3W/An9Yl06Z0N7Rr17y6UY6GIPleVTh9RaFyBJeDfj2p71Lo9SzutmqSZ9NR5//HGcOHHC4a1Pnz4uHfP48eO46qqrMGXKFLzyyisW29q2bVurxT43NxcAarXwU+vy7q19Xdo/6TLXW4Vc7RJ5Q9+mCWqdNfOGXo16Pnk9Wn9eGV//fxYmrrS8JzpTi93CmvJ/e7Tui6nmeoEpt9GF9YnRXdGjbdNU1HaOCvBol12phAjXsww76+8nrsS82/pi83M1gZIMgNqn5pLi4GtjbTzSMYUT3/HX6/G7c/yNcehYj6zLzY11hZU7uCtAaYj4cOeCfGd8evdl+HrSQHRtE4ilDyeic1Tt933K8E6IC6vfOWt3k67fj9/QZlox2pSGdK79//OxUZ0tlne/PBp7XxmDgQkNb4G2xdUKr0CVEvNvd+360ZEJ/drh2/svd7o7/kd39bdYfmyUa70RAGBO0iUuP8bk9svjcbuLQxova+/4f6C04uHbyZdjdI82WGGjYsCeTja+861Vkwb5kZGR6NGjh8Obn5+f08c7duwYRo0ahUmTJmH27Nm1ticmJmLz5s3QarXmdWvWrEFsbCwSEhLc8ZSateZ6Id7YZt/sWsWRLe/d3s+l/cf1jsatA1z7IVQpXW+xakyThzZS91wA9wxu7/KlVJBKifZ1XDzOv60vHh7Rqd7leuvmmn+OCrkM08bU3VpoHeKrnKxJd7WFwRZpNzhbF7+2DOgQ7lSg74rYEOd/12fe0Atjerapd3DcJtivXuMmwwN863U+R1RKBWZNcG0cb3P83VYq5Lh1QBzaS1pgrS+OQ/1df/0MxrorwGJCXB9zaeoVtfRh97f+ORId7N6g3Jlu7v2c7E3xwjU9cF9iB8y77dJ6l8UdFSdje0VjdI/6jeM1kX6/r7skBqN7RmPt9BG4omM4ZDIZnhnbsHG+UjNvcO37C9S3GkBM0urpczR3z42znLe8TZAfIh30flD71O+6yfTLY51Dxx2cqbyUGtW9Da7p3bbuHQHc0Ney5b5bdO1eVnW5y4Ws8iHq2tch1o3nV1V/n/u0a3hlepc2gfh68uXoX0fFgIkA4P46ei031dDPptBi+jWkpqbi4MGDSE1NhcFgwMGDB3Hw4EGUlZUBqAnwx44di+nTpyM7OxvZ2dm4ePGi+RgTJ06ESqXC5MmTcfToUaxYsQJvvfWWw8z63kRm59/AgVddb3Fpybq2sfwR3POye8bEOTL+0lh4yTDEJtE71jPDKW4ZENegrmHSlgdBEDCoYzgmJTruUlrfhnx3tP8P7xZlvv/2LZfi6TGOL36jqlsO66pwcraiwsSV39vrLonBV5Mub9DYx2AbFyb2rHzySnwy8TKPdOkX4Npn+flrumNoZ8+3+N1odaHo6kUp4J7KiOsucXxhq1LKG9QR5oqODWv9G92jjUXvhbrY+59bH86MUw1UKfH7Y0Md7jOmZzR+ezQRj47sjFkT+tT72ufoG+Ow9unhLj/Oeh7qR0Z0croM9j6X8no+h2WPJOLze+wPa3l4RCcnXnf398wa3i0Ky6cOwY8PDTavq6tLtDdcwnqqdb4ubYP9cNflYqC74M5+uHVAnFuTGHoiqKzv+/3cuO71buha8/RwbHvxqjr3e//2fnj9hl74dnLd+SrcTRAETBzk+Brs1fGN2wu1KbWYIP+1115D//798frrr6OsrAz9+/dH//79zWP2f/31V1y8eBE//vgjYmJizLfLL7/cfIyQkBCsXbsW6enpGDhwIKZOnYrp06dj+vTpTfW0GpW9H4WwAF+7rWQvXNPD5vrm4MmrurhlLH1UkApCCxwp7c4a5/omKLtnMJOcSMlkMrxwrfu/M9f2ca5Wv67kYtKgIzrIz2HPg9VPDXcqoLmkXQheu9711i1b7rqifa2W7jbBzrf614d1y8T/s3ff4VFU6x/Av7MlvZGekISE0Ak19F6kCViwoCCKgoqoiFiuXSxXbD8vKvaLYtdrwYooCCK9g/TeSSFAOmm78/tjdya7ySZbZpJNJt/P8/Aom9lklsnMOe8573lPx/hQjO0ch+jguv25rlCys0Osk2wJ26ChaifU0+2EuiZ6vhRh42PDMW9CZ9w3vDV61dLZV+tZ7c7a1Sl9WmBwmyi8dn1Xu+yF2rRXsSAXANV+H/97Sw+ke1hsy0evwzXdE/Dj3f3hZ9S7XTcmvUUzfHl7nyqv2ndMnhzXocaBd0eZA7/Oci8Ys01N7pEcjtFpjpfF+eh1eHRMe7x8bRckhqtTsdvVwEwnWFKa/X30WP/oMHw6rRcGto6q9T3OBpQm2LQNr9/QFTf2Um+XqJqWL/50T+0DTpKVDw7B0+M7YOaQVOcHO+DumnBb0wakYN0jwxBqzZSLC/XHq9d1qfMihkoHZTwd7OwQH4LeHgx2/vnAYLSJCa42SOdIaIARt/ZPkScJnKm65KAmz19lGZwY1znO7j6umnXnbJDadjmAVoqA1qTRBPmLFi2CKIrV/gwZMgSApYifo69X3RqvU6dO+Pvvv1FSUoKMjAw8/fTTTWIW3xNvT+6Ou4ak1mtRLVcfCgAwZ2Rbj1KT3K1nd/SFy3Hw+TG1HuPK+tPbB3meFl5ValRgrSlr7ogL9cN7N6V79N4RHVwLPr1FjXvbaKj5ezhqZ31sfsEcpSxXDVIcpddWTfN1VBynahDx0Ki2mD6w9iUUHeJDMGt4a0ztl+w0WGkREQB/n5pn8G/rn4JRHWPw2bTeLgU+rsz2z5vQCTf3TZb/3jNZnfXrjgoUSV65trPDFMTaBNby71Ibd38bg9yYAfp2Rl9se3IElt0/CD/d09/hcoPathd67qrK2R1PbhsBwH3DW+OhUW3xhwczvGEBRoT6G3H/iDb479QeNR+o0njs9T0SXd5u6aY+LfDxbb3kQMBR4cGqmoepO0jUOkb9NGKJq9c7OsQX/3d9F48KLPoZdfjurn7olBCK/0zsKr9etUPePi64xn7AxJ6Jdv0RQbAMypmdRDy2n8+d1GRJlMK21t12yPbouFB/pwG+5WdUf23hLT2wfM5g7Hx6JDrYbMl7ZdfmaObBchp3dU4Ic+nZmhIZiFv7p8DPSap9TQNn0Tbt5TM22xq+6GSt+d1DUzFnRBuP6v2840Zh0wdHtgUAu4GVJ8d2wLpHhuHh0W3l19TM/LE1yabifEywH1pFB+O7u/ph9cOuZSU9fnn7WttQpWy34ANqfh7d1KcF9j83Ggsmdbe7j436yje4UsjStr+y8sEh7p1sI9NognxS7vaB7gWZl1urmU+qpy0pksIDsOmx4W69x5POqLuzTTqd4LQCadVgbnyX+GqpoTEhftVGvNWq8CtJaObvNF28qv/d2delRi5MhTXhSqg9M+YKnQDc3DfZrZ0pDHodls4eiF/uHeBw1Ltqf/TNG7th2oAUfGgT2Kx+2D4l7oae1e/BX+8dgEP/HoOp/ZLx+g1dnRbcmdQ7CSmRgZgzog3mOtnfee74Dk47XE+N74D3pvSQAx9nHhpl6cxM7p2EwW0tnVa11yzXZOaQVNwxqKXDisy1dcBrqvr97pR0t9fWA5Xx6W/3Daw162L1w0Ox+uGh8DXoXS5K1iM5HOGBPmgdE4zOCWEOj3n1usoCUVU/dm31K36+Z4DzGg6CAH8fPe4e2srlwdeaBn5C/IxY/2jlPeBnLejXu2WEajlXep2Ap8a5lrbZtkpQv2CS85mnVCeZVu4M0vZMbobxnZ1nHrSpw4EAwPPZwyWzBmLHUyPlv49Oi8WE7s0xsHUkOjcPtfs9qGlN9bNXdoSfUY/Pplff17vcZPbsxGrRu2Vl+z1/Yjf0bRmBj2/rVedZf+GBPnjCxd9LZ8ICfNAqOgih/sY6r/e6+uGh+PqOPnYBF2AplLf7mVF1stbdket7VgbSzvqHD41qZ1fV3ZlZw1vjpj5JOPj8GIxxY7ef63skYt0jw/DC1Z3kwdeh7aIRH+aPCd3qvvDl3PEd8dGtPfHC1Z3kwZ70Fs0cti2OsgaHVqmZUVsW1AAP6t9U3/Ws5mMd9Uv0goC3JnXHQ6PaulS7p3tSM7x6XRd8O6OvqkU/GyIG+U2Is/TNmtTHiK+kPrIq9DoBa/41FIE+elUL8ti6uW8Lh0We9FU+X6zKqci+Bh2euTKt2rZtavBmUfgxabG4oafy9MI3XEwLk+x/bgyah/njibHt8d1dfTHbhcJ6ANAuNqTGdD/bf8e7hqQiOsQPT47rgJTIyk5Q1dugr4OqwzqdAKNeh7lXdMSVXS0BY20zAa4W5AJQYwqrEtMGpOCvB4fguSvT8MTY9njuqjT8eHdlqq2jzn2wn7KBJenfw8+ox2OXt69xzadYwy/3lV2b2z0jfA06rHtkGAa2jrLLOAAsnfMHR7ZBi4gAXNbesvwloIYZ//ZxIfjPxK64rL3jgmOJ4QFy5+OR0e1wXbp9R9DV38OqOsbXPFBm+29Q9fetU0IonrYWHJsx2HFKrTtP7o9v64Vb+rbAwlt6Oj8YwHd39cOs4a3xn+u7qPoc6t8q0qP1shGBzgP0+1Tcsm/agJbQ6QSH4eWgNlH47b6BuL5HAhZ4uMyirnWID6nWOX/t+q74dFpv6HQCrrIZ8Kr6nJo3oROWzh5Y6/Z5Fabafylc/Z2xDRBsZy6TIgLw5R19MLiN8xl1pbY+cZlHs6Zq9J08qcUhSQwPQO+WEdW+h69B71KtCFfUdHY1fXbbWg09k5vhscuVLaUb0T4Gz1/VyaNt5+LD/CEIAtb+axjWPTJMcdFKdwabfAw6DG0b7dKEne2A5ooHBuOrO/pUq/Rf2/1U0yCdNPjz8jWeFfp05D8TuyAq2Bdv35SOsZ3jXNpZ4Lu7LFX6r01P8FoNiPrEIL+JkPYY96RD06dlOKYPqL9K6nWpm7VabUKzAOx5djTutXbE/FyoZC/tX1p1FsdRFdQuVWbSagoilPDGKhMpRa2+ts9LjQrEwefHICzAx+31n4B9p2BQm6hqBcackRpzg16H9Bbh6OQgcJcq7L/j4pKHeA/TeCe5kGZa9XfCtlidO1s21cVslSAISI4MhE4nIMDHgCl9WtQ48LhgUjd0SwqzSyF3x/U9EjClT4talxu4Qq8T5GcEYFm/F28zgPbF7ZWzip/c1gv3DGuNVQ8NxfwbuuLRMe2w9D77tPWqzwFn2RKAZX3jKzYz8IDjzA5ndj8zym7QpLYBoRAHgyuD2kRh77Oj8EgNNSfceR61iQnCM1emOd39QpIYHoA5I9ogIkjd+imBvgZsq6PCswE+Bif/Jso/x1uTuuOjqT3RPi4EL1/bxe5305aStsLRtmaOXJvu+Yykn1GP4y+OxfEXx1YL2Aw6Ae1iQ+xel2oFSQGD0pn8X2cNwI29ktxKwZao3bTXFLA6u4bOsjiqvt/R9/thZvVAfEK35ujT0kkwZPNvUNO/h6sz5h/WtlSnBn1bRiCteYi8HeT0ASnoEBdiV3n+nmGtcccgz9b8S9R49vj76Gu8T9XirKBubaYPbInnr0rDz/cMQMuoIPRxZVtgF4xOi8OxeZfbZVoodXW3BGx6bLhbExj1tYVtQ9F09hFoor6f2Q8/bD+DB6xrgu4Z2grzftvv1vcQBAFPjOuA/645pso5PXZ5O7ywxL1zqEmXxDD8b8tpl48P9HH8K5/swqjqlV2b4/JOcTA6CTZjQ/xqHOmt3tDW3nLfPTQVb6084vTcJJ40QdEupkwLAjCmUxz2PzfapeDEXbufGYVR//kbZ3IvAbCkcn8zo59Ho+Z1ZZiDrZ4m9U7CtekJLp1nRKAPRnaIxfJ92dW+Zrt20VG16PtHtMGpi5fw886zNX7/qm/78o4+WLIrA/1SI9zK7qiaYeIo6KtJXKjl9/+qrs3x+p+HXH6frXGd4zHOhfTkqqb2S8bYznHo6cYIvTs7A1S9v/qlRuL4i2OrHRfka8CdNcx422rpwYydTrBkZb16XRd8sv44/jmd59L7aiuYZNTrXHp2BDh4fvZKDsem4xcw0o36HNI2eInh/hjbKQ6BvnqXtwxNb9EMPgYdyirsA7sXru6ExxbvcvkcJM6e544YbFKSZw1rhTdWHHb7e7gTHDpqJp65oiPGdlYn4yaxWQByi6v/Hn10a0/0Sg5Hx6d/d/o9rktPwLdbXW+LlbhrSCom90mSn0vTBrbErC+3e7wVX8f4ULmQV/u4EOzLyHdaxNSZpPAAnLxQDKButrcb2zkOv/6TIf+9d0r1YKylTb+mtt+3fqkRuLFXEjolhCI2xA+Z+SUAgGPzLpf7KEfOFeKTdcfx8foTKn0CC2kZl2RYuxjcM7QVFqx0/Z4y6gX8cm/lbii2yx3+fGAwDmUV1EsWhicCfSufe77GymeRkgGF+y5rjRlDLPfE4Dau3RM7nxqJMpMZQb4G3FRL1owSrmabuDMoyZpqtWs4vWeqE92TmuHZK9PkAML2fhjQKhLfOFijqqanHcz41jSaWtOsTudaKujf0DNJlX3vXeWoQ1i1eFNtGW/uFlapukesq9x57rnauZbURYAPVA9CNjw6vE72Knemto6iIAh2Racigizn5yzA/+vBIXjpmk7YWEvNifBAH/z35h74dFovh2mTRr3O7erDof5G3NgrCS0i3EsNrNpwJkUE4Imxrm01GB7og1UPDcX9bi6F8aStrrrN0dwrOroc4M++rDVGd4yt18KiVc0ckoppA1JcqqPR1rrOfbh1KcC16Qly3ZSaSEsNHP7eCMCjY9qhVXQQ7hnmPM2xJl/d0Qf7nh3tVtFU+RQEAW9N7o6Xr+1S/Ws1PCsDfAzYNXdktdddrR0TYs1m61DL0gVbv91XfSvFYD8jHhjRBrMva405I9s6eJe6hrat/ky6xY06Ic68XcMM9tC20U5nYDc9NhzfzuiL3irN+LnKduDxii7x+OvBIXhviuNsKneeLT/e3R/rHhnmUXFBW64WdXRV1bXOV3e1H4Rw9Bmb1dJ+2t5fX9zeR571tv0+tu1AalQQJnR3nq1R27+19Ly2/bd1tDRhWA3LmDyRGhVUJ8vP3FFbwB7sZ8Qnt/XCZ9N6q9q38jXo8d6UHi4/F0MDjB49w6lhY5DfxNg+2D+b3tutGS9P3No/BXc5CUyuS0/A+C7xdkWhbEnp0I7odQImO9kT05aag36fT++NG3sl1roNmStc3R6tKk8+S23r2h2lotsKcKMBkqqPuzt6/pI1/fKRMe0Uj9BWvS6ufLfIIF+n/662X3Z1hjs5MhATeyY5XXJwWYeYWispt48LwTcz+tZYFdeT6rz3DW+NlpGBeM5JIbnpA1vWW6E8VynZ5mj2ZW3w7pR0jyorq8XPqMeT4zrgqfHOi/h9Or0XnhrXwb54npP33DOsFVY/PLTabJnkzsGpWD5nsKUIXJV+6EgXt9XU6QSXlkUEW4NFd5fMOOLuwKStTY9fhn/mjnT53q2p4Oe9w1tjtoK0WFdN6p2kKJtpnpMK4wAUFZ+KDvFrEGtbkyMDPVrSVZWPQVdrOrVB59rPqKk/46nuSfZpxsPaRSte1+1Ibc8Upf2ntOahOPLC5fhhZj/5NT8jw5BBbaKqDeLYtuWO/o1sMzOkZagtnRVHbUBq2/nAm/WftIZ3VxOj5CH95wODaw243WGbQTCmUyzevLFbjetzI4N8q800eFqwzpU9MW93sg2ZpH+rSMyb0LlacbDagtOqFfcBYMGk7nj3pnR87qBqsNperKXoyWfTemPBpG4O07pTowLx/s2ur5Xb9tQI7H9udI3ppPE1XOsBrSNx8PkxNRb3ctUPd/fHtAEpHv6+123QZzuqf6sHs3E9k8Nr7JR78nnvH9EGKx4cghgX7impoJyra6kbi47xdbsnsjN6neA0oyA62A+3DUixW9bhdEBKEJAYHmD3THpoVFv4GnTVsqyqzjZ5spSgKmk2UxCAdY8Owy/3DsD/Xa9u8OMuP6PereUn9cF2PfvXd/SpsXr/NGttHOk+dEWPFs1wi7VIpDvv80RtVbc91dDScXulhGNo2yj5WtTEdqBArY9gOxCv0wn44ObKzAVnP8Kgd+0kavv3VuM5qdcJEAQBD41qi7Gd4zDIwaB2w7rileoz+HQnXf+9m9Ixa1grfDat7vuQAORdoqStRG0HvhxtG+zI9T0S5YLGVHe4Jr+JGdYuGs//ug8RHqRBp0YFITUqyOG6x3dvSseMz7a6/L1czSB4b0o6YkP9cHmnOIxJi8VvuzMBAKseHuLyz7I1xEHaY1UjOsQiOtgP/16yTy7wo5TUcF7drTlOXSzG/OWVa5X1OgGj02KRV1zu8L3PXNERT/+0B6/f0BX3fbWj1p8T7Wa61Qib2brQACPGdY7Ha38crHbcnw8Mcev7SjNtjrIDxqTF4sUJndHl2T8cvleNNfgtowKrdVYmulDwRRDqvqChbUchWuXdFWxPvWpFdmdcWZv8xNgO6JwQWm1LnfrQMyUcn26oXA8a5+FuIY68fkNXvLnicJ2tRXSFJ2swHdVucObuoa0wY3Cq00raatwHy+cMxrmCUnlQSknmhdbYXu1Hx7ST17O3ig5CJ5slaraXYdqAFPRpGeHyFoWSxy5vj8vax9R50amXrumMH3fUXDPEW9QMzvQ6AR/d2kv+u21K/MDWkTicXej2s9dTtp/L2WDI9T0S8e3W0w6XfrhKrxPwxNj2eP7XfS6dU21cqYReVQMb73GZJxl27ogO8auXZUOSIW2jsXzOYHkQV68T8Mu9A1BuMtsNQtdGpxMwvYZtvRvrdW6IGOQ3MS2jgrD2kWEIV3lbvNEeppwDNc8K+uh1GGVTud72xq+arvnomHb4bXcmdpzKtXtdqn496YONAGrfIuadyd1xOLsQPZOboVdKOK7u3tytvYwlttl8k3onYduJi3Lqq04nYMbgVDnIdyVT+JZ+ybi+RyL8ffRykJ/QLAAmc/XW1FGK4B2DWuL9v49We/2qrvH4z8Suzk+gFr2cDNa0jwvB13f0wcT3N8iv9UwOd3lvdWeuS0/ANy4We3K2fllrasvacGRg60j0aRmODnE1B2L+PnpMdFLZXck2TLUZ3zkOBp2ATs1DkXepHC1q2MPeE9EhfrVW8p8xOBXvrjri8r7qtmYOScXbf7lePNMdnmZUOLpGdTFL5WfUe30fYldrSdSFmu6E9nEhSGjmj2V7swBYZr+kWgFhAT4orTA5/n6C4NFAiY9B59H+1e6qq3otDVlqVBBu7Z+M9UfOY8Gk7gjxM1QLuJ2tdX7t+i6Y87+dmK+gPXb21A30NeDXWdXrS7j9c2w+W3qLZth64qKqFdMBxwU+G4IwD/stSqvyOxok8HZGe9Vt9TiA2zA1zDuJ6pSjdOzHx7bHhLfX1cnPs3082e45/dM9/ZGdX4pW0a7NStTWCb1zcCruHJyK5Ed+tXs9xM/o8sNnTJUg0N0A//+u64IXl+7HWzZ7FTta3uBn1GPnUyOh1wt2DWaIf823o7Tm9ZsZfbFo3XE8Na4DHvjfzmrHJTSr3qE21pCmF+JvVJwK6e+jx2XtY7B8X1aNx9RlQaZXrutSa5Dv6OO9e1N3PL54N96sISW2pqUEaqnLxtk2Vc7dK2vQ6/DVHZ6nzr1wdSe8/udBvOKgiJoaBEGQB2ocdSndqZLvrn+NbotpA1I8Kkz08Oh2dRbkj+gQg0fHtHNaT8MTnuzV3RDVNFtka2q/ZCxad7zuTwbA0tkD0TYmGHd9tk1+Ta8TsOWJEfL/N1RKt6TUqqdrqKnx7k3dsT+zQF6KU9OVndA9AeM6x7udxVYXbYk7XYKv7uiD7IJSt3ZucUXb2GBMH5Di8s4/7vA16FBaYXZ7kPi5q9LcLmCrlrrY0paaBgb5BMBS1OXA86Px4Df/1LpFlyemD2yJxdvPYExanN2e052r7CVfF6oODNRlGtA16QmY0L25S4Gzo5lsV97XMzlcXupQW8Nq+61u65+Cb7ac9ni9pLPAxsdQ+cMeGNEGzV2sKjyhW3N8v/2MR+fkTG0DQqPT4jCqY6zDf28BwF1DWqm+TVB9iQr2xbs3dYefUV/vBeUm9U7Cjb0SPR448vRsF97SA0//tEfRLJgzgiDUeeVhT1I6BUFwaas+V1S9Z67u1hw5haXomdww9xW23eqrJq4O/My9oiN0goAP16qzTWxt2sVaCvlVDejqaqtQV58DL13TCZ9tOIldZ6pvpffO5O549Y8DNdYKqEtq3HfeSv8dnRbncmV3T66/fbq+e++t6Xh3Cs8a9bpq/RC1/q2f8CBryhU/3N0f7/x1xK3dXxLD/TGlnpdyjeoYi7dWHkF0sC/ySxwv5dSqul7e0JQwyCeZr0Gv6NZ6enwHPPPz3mqvhwf6YN0jw9zu/Ks5etkswIiLxeUY2Kpu90pVq0jQky40cI9e3g5fbzkl/73qdmKSiCBfbHxsuEfnNrxdNP41pva6BO1iQ7Bkl6VWgu0gTk3GWYvxvTaxK/7v+i544H87a61mXBdq+7eIDfXDklkDEezn+PGo9Leyrov3eHO7IG8UyRrePkbeVq6ha8hVg6uemt66tKiheunazrjlw001fv2KLvGYObR+z79T81AUllbg4Rp2M7D1yJh22HM2z+FWeEqCt6pauliBfWLPJEzsmYRP1x/Hkz/uwcQelfkyYzrFVct0q0lYgBG5NvVl7nOhTXDk3Zu6Y+/ZfAyqh2UGjcVT4zvgunfX417rlpe2fSS1nr3OAqxOtWxp3Bi0jwvBGze6Nlj149398cafh/Do5fW/5KdzQhhWPjgEMSG+SH9ueb3/fG/y99Hj6m7NUVxWofpWlE0Ng3yyo6SduLV/CsZ3icflr69GdkFple9bP51/vU5wuFZ93SPDkXepvMYK/g2NK9tMhQX4oEtiGHZa6xDUtiyhpllrZxZO7en0mDsGWdJhXSnoM6JDjF2xOUEQ8JqHM7CJ4c4f/uktwl0+1pare2h7oiml3gX46FFc5nh9sUS6Z9vVsFUZkSPOgldXO/KS63smyDP59w5rhWYBPhjc1r1B4Y7xIXa1MO4akoonf9zj8Nj4MH+XCpoqmdUa2DrS7bZ3St9kDG4T7XHn+tsZ/fDB30dx15BUlFSY0NbNIoESd2bBm4qeyeE48PxoRVtIOuPs16Vncjj+e3MPJNdw/zXkgUx3dUkMc6kP5IzRxW0Xq6pti0RRS//QDiitF0UWDPLJjivdgV7J4dh0/ILDr0UG+SJApXV7nnRutj81AhcKyzDk1b/sXvf30TeK9YTbnxyBwtKKOk8NVpOfUY9ZLs7W1HdhplB/I/Y8M6rOUmGpdl/d0QfP/LwXj9UyE7Jk1kAsWnfM5d8hrXpiXHtcuWCtR1Wn1aCFTuOQtlH468A5DG7jfsZWu9gQbHtyBEL9jaqti7+pTwv0TY3AwaxCzPx8W63FHRuSJAVFLVtFB+Gla90r+lnXNPCrLbMN8KODvTNpcVkH72RONaaq64IA/PP0SOh1guKlc43pc1PDwiCf7Lgy6v/2Td3x9eZTKDeZ7baCk78+OR33fLEND7mQsqi2ED9jg9sD2R3NAn3stuTxVM8W4Th14Qx8XNgWrT6pGUi4+q0CfV1/zNVHY9rHxUKEQb4GFJZWqF7UqD51TgjDd3f1q/WYtrHBmDehYQUFdaW2LI52sSHY++zoBl14raF748Zu+H13JkZ29Gy3l3APn73BfgYUlFRU21pSEAS0ig5Gq+jgOp+BpaYnPNAH38/sB38VB8/59FFH8zB/BDfivmhjN6l3Er7YeBIf3doTD33zD3IKS52/SYMY5JMdVx7wkUG+uHtoK3y56aTDr3eID8GKB4eoel6eagyz93Vh7pUdkRwZiPEupP1rUUOOk1KjgrB8zmBEBtUeUHx3Vz+8tfIwZl/WtGe4mxJvBvg1pd82JiF+RlzXQ93tvFyx6qGhOJRVgF4pNW8p6o0Av6EN8npLg5kJrYPz6J6kbmFMb9RVodr1aRmBFfuz7V4LcmPyoil64epOeHJsB/j76Bt0f7CusQUgO+O6WNbANfZiF0+O64C7hqRW28tTa1Jr6JiH+Bkxa3jrWtd0NUZ/PjC41q/f2j8Z0wekeDyC7kpHvJcK1cZbRQfZbXfnSNvYYLxxYze01MhWZtSwtYkJxntT0vHj3f29fSpumzeh+lal9Sk80Ae9W0bUSYDkbj0RAPj31WloGRlY49ZuRDX9pjbheKjB+r/rKrelffzy9rh3WCu09rDWhbc4m9SoC9Ikn1Tjqn0TrPvDoSCyM7RtNH65d4Dbe4iq6c0bu+HJH3fjncnpdq+7k+k9bUCKymfVMD05rgN8jTpcm17/s1fe4Gzvbk87tW9N6o6Xf9+PtyZ1d3rsnBFtER3s57V1iUR1ZZSHae7e5un2oA2VbQ2RG3sluf3+yb1bYHLv+t3yizSiEUX5w9pFY/2R8xjdUdsFGpsF+mDfs6NRYTY3uiUA701Jxw/bz2D2Za5vWai2h0a3RbekZuiX6tpSSS1hkE92BEGotUp7fRjfJR7jOscxbcwFzQJ9VF/PfNuAFDzxw24Ma+e8Wr5WjO0ch7GdXeso+Pvocbt1RwEid2ipAFhdaxZY2ZkNqOeCnd5m1Ovwx/2DUGESG12nnhq3htjrigj0wfmismo7+Cy8pQcqzCKMDXBZitpFhi2z0o3vOTiqY6zXB499DXqX+3dawyCfPDa8veWBWxcpMAzwvWdy7yT0TA5HyyhtpfoTUePha9Bj25MjIAAwNMBOfF1r08jScRuyprR++fUbuuK+r3bgpWu8u4RFTUvuG4jVh3Iwvot9oCYIAoz6htdXTIkMxJtubuFJVBeazpOPVBcd7Ifdz4xStbJrbRj31w9BENA2tm46mGpMZM6b0AkvLNnn9j7YRNS41Fbt3nb2Tsle8qR9N/RKwqqD56rtflDf6qP44pVdm2N0WqzHP6shTrDEhPjh2vQEb59GrYJ9DSgorcD4LvEM8KnBYJBPitTnCDlTXQmwrFGd2CNR3ntW2iqlKS0voMalR4tm2HLiIib2bBq1M+pDbKgfbu2fDD+jvsnuokKu8TPq8dGtvbx9GuieFIYru8ajRXjd1jxSMpjQOSEUh7MLPX5//1aRWLE/GzEhvh5/j8bo11kD8eOOM7i5X7K3T4VIxiCfiBodnc2eKE+N64Dh7aJd3n+eqL59Mq0X9pzNR7rK2101daweT42JIAh4/YaGMcs7uU8LvLPqCC7vZJ8C//T4jogJ8cNVXZt79H3/77ou+GzDCVzd3bP3N1ZJEQG4dzi3u6WGhUE+ETVqfkY9hrdnpXtquAJ8DOiZXPMe6kRE9SkmxA97nx1drWhdqL8R/xrdzuPv2yzQh8EuUQPR9KrZEBERERE1YQ2xKj0RqYd3OBEREREREZFGMMinRmPm0FQAaPBVVhuLEP/62395VEdLOv1t/VPq7WcSERERETVFgiiyZrm78vPzERoairy8PISEqL9HPNWsqLQCAT76BrnNS2Px3dbT+OWfs3hzUvd62x1BFEXkFpejWS1bYhERERERUc1cjUMZ5HuAQT4RERERERHVJ1fjUKbrExEREREREWkEg3wiIiIiIiIijWCQT0RERERERKQRDPKJiIiIiIiINIJBPhEREREREZFGMMgnIiIiIiIi0ggG+UREREREREQawSCfiIiIiIiISCMY5BMRERERERFpBIN8IiIiIiIiIo1gkE9ERERERESkEQZvn0BjJIoiACA/P9/LZ0JERERERERNgRR/SvFoTRjke6CgoAAAkJiY6OUzISIiIiIioqakoKAAoaGhNX5dEJ0NA1A1ZrMZZ8+eRXBwMARB8PbpOJSfn4/ExEScOnUKISEh3j4dqgGvU+PA69Q48Do1fLxGjQOvU+PA69Q48Do1fI3pGomiiIKCAsTHx0Onq3nlPWfyPaDT6ZCQkODt03BJSEhIg/9lJV6nxoLXqXHgdWr4eI0aB16nxoHXqXHgdWr4Gss1qm0GX8LCe0REREREREQawSCfiIiIiIiISCMY5GuUr68vnn76afj6+nr7VKgWvE6NA69T48Dr1PDxGjUOvE6NA69T48Dr1PBp8Rqx8B4RERERERGRRnAmn4iIiIiIiEgjGOQTERERERERaQSDfCIiIiIiIiKNYJBPREREREREpBEM8omIiIiIiIg0gkG+Rr399ttISUmBn58f0tPTsXr1am+fUpMxb9489OzZE8HBwYiOjsZVV12FAwcO2B0zdepUCIJg96dPnz52x5SWluLee+9FZGQkAgMDccUVV+D06dP1+VE0be7cudWuQWxsrPx1URQxd+5cxMfHw9/fH0OGDMGePXvsvgevUd1KTk6udo0EQcDdd98NgPeRt/z9998YP3484uPjIQgCfvjhB7uvq3XvXLx4EVOmTEFoaChCQ0MxZcoU5Obm1vGn047arlN5eTn+9a9/oVOnTggMDER8fDxuvvlmnD171u57DBkypNo9dsMNN9gdw+ukjLP7Sa3nHK+T55xdI0ftlCAIeOWVV+RjeC/VPVf6302pfWKQr0Fff/01Zs+ejccffxzbt2/HwIEDMWbMGJw8edLbp9YkrFq1CnfffTc2bNiAZcuWoaKiAiNHjkRRUZHdcaNHj0ZGRob8Z8mSJXZfnz17NhYvXoyvvvoKa9asQWFhIcaNGweTyVSfH0fTOnbsaHcNdu3aJX/t5ZdfxmuvvYYFCxZg8+bNiI2NxYgRI1BQUCAfw2tUtzZv3mx3fZYtWwYAuO666+RjeB/Vv6KiInTp0gULFixw+HW17p1JkyZhx44dWLp0KZYuXYodO3ZgypQpdf75tKK261RcXIxt27bhySefxLZt2/D999/j4MGDuOKKK6ode/vtt9vdY++9957d13mdlHF2PwHqPOd4nTzn7BrZXpuMjAx8+OGHEAQB11xzjd1xvJfqliv97ybVPomkOb169RJnzJhh91q7du3ERx55xEtn1LRlZ2eLAMRVq1bJr91yyy3ilVdeWeN7cnNzRaPRKH711Vfya2fOnBF1Op24dOnSujzdJuPpp58Wu3Tp4vBrZrNZjI2NFV988UX5tZKSEjE0NFR89913RVHkNfKG++67T0xNTRXNZrMoiryPGgIA4uLFi+W/q3Xv7N27VwQgbtiwQT5m/fr1IgBx//79dfyptKfqdXJk06ZNIgDxxIkT8muDBw8W77vvvhrfw+ukLkfXSY3nHK+Tely5l6688kpx2LBhdq/xXqp/VfvfTa194ky+xpSVlWHr1q0YOXKk3esjR47EunXrvHRWTVteXh4AIDw83O71v/76C9HR0WjTpg1uv/12ZGdny1/bunUrysvL7a5jfHw80tLSeB1VdOjQIcTHxyMlJQU33HADjh49CgA4duwYMjMz7f79fX19MXjwYPnfn9eofpWVleGzzz7DbbfdBkEQ5Nd5HzUsat0769evR2hoKHr37i0f06dPH4SGhvLa1ZG8vDwIgoCwsDC71z///HNERkaiY8eOePDBB+1mvHid6ofS5xyvU/3JysrCr7/+imnTplX7Gu+l+lW1/93U2ieDt0+A1JWTkwOTyYSYmBi712NiYpCZmemls2q6RFHEnDlzMGDAAKSlpcmvjxkzBtdddx1atGiBY8eO4cknn8SwYcOwdetW+Pr6IjMzEz4+PmjWrJnd9+N1VE/v3r3xySefoE2bNsjKysLzzz+Pfv36Yc+ePfK/saP76MSJEwDAa1TPfvjhB+Tm5mLq1Knya7yPGh617p3MzExER0dX+/7R0dG8dnWgpKQEjzzyCCZNmoSQkBD59cmTJyMlJQWxsbHYvXs3Hn30UezcuVNeOsPrVPfUeM7xOtWfjz/+GMHBwZgwYYLd67yX6pej/ndTa58Y5GuU7UwXYPllr/oa1b177rkH//zzD9asWWP3+sSJE+X/T0tLQ48ePdCiRQv8+uuv1RoGW7yO6hkzZoz8/506dULfvn2RmpqKjz/+WC5q5Ml9xGtUNxYuXIgxY8YgPj5efo33UcOlxr3j6HheO/WVl5fjhhtugNlsxttvv233tdtvv13+/7S0NLRu3Ro9evTAtm3b0L17dwC8TnVNreccr1P9+PDDDzF58mT4+fnZvc57qX7V1P8Gmk77xHR9jYmMjIRer682kpSdnV1t5Irq1r333ouffvoJK1euREJCQq3HxsXFoUWLFjh06BAAIDY2FmVlZbh48aLdcbyOdScwMBCdOnXCoUOH5Cr7td1HvEb158SJE1i+fDmmT59e63G8j7xPrXsnNjYWWVlZ1b7/uXPneO1UVF5ejuuvvx7Hjh3DsmXL7GbxHenevTuMRqPdPcbrVL88ec7xOtWP1atX48CBA07bKoD3Ul2qqf/d1NonBvka4+Pjg/T0dDn9R7Js2TL069fPS2fVtIiiiHvuuQfff/89VqxYgZSUFKfvOX/+PE6dOoW4uDgAQHp6OoxGo911zMjIwO7du3kd60hpaSn27duHuLg4OaXO9t+/rKwMq1atkv/9eY3qz0cffYTo6GiMHTu21uN4H3mfWvdO3759kZeXh02bNsnHbNy4EXl5ebx2KpEC/EOHDmH58uWIiIhw+p49e/agvLxcvsd4neqfJ885Xqf6sXDhQqSnp6NLly5Oj+W9pD5n/e8m1z7Vc6E/qgdfffWVaDQaxYULF4p79+4VZ8+eLQYGBorHjx/39qk1CXfddZcYGhoq/vXXX2JGRob8p7i4WBRFUSwoKBAfeOABcd26deKxY8fElStXin379hWbN28u5ufny99nxowZYkJCgrh8+XJx27Zt4rBhw8QuXbqIFRUV3vpomvLAAw+If/31l3j06FFxw4YN4rhx48Tg4GD5PnnxxRfF0NBQ8fvvvxd37dol3njjjWJcXByvUT0zmUxiUlKS+K9//cvudd5H3lNQUCBu375d3L59uwhAfO2118Tt27fLVdnVundGjx4tdu7cWVy/fr24fv16sVOnTuK4cePq/fM2VrVdp/LycvGKK64QExISxB07dti1VaWlpaIoiuLhw4fFZ555Rty8ebN47Ngx8ddffxXbtWsnduvWjddJRbVdJzWfc7xOnnP2zBNFUczLyxMDAgLEd955p9r7eS/VD2f9b1FsWu0Tg3yNeuutt8QWLVqIPj4+Yvfu3e22b6O6BcDhn48++kgURVEsLi4WR44cKUZFRYlGo1FMSkoSb7nlFvHkyZN23+fSpUviPffcI4aHh4v+/v7iuHHjqh1Dnps4caIYFxcnGo1GMT4+XpwwYYK4Z88e+etms1l8+umnxdjYWNHX11ccNGiQuGvXLrvvwWtU937//XcRgHjgwAG713kfec/KlSsdPuNuueUWURTVu3fOnz8vTp48WQwODhaDg4PFyZMnixcvXqynT9n41Xadjh07VmNbtXLlSlEURfHkyZPioEGDxPDwcNHHx0dMTU0VZ82aJZ4/f97u5/A6KVPbdVLzOcfr5DlnzzxRFMX33ntP9Pf3F3Nzc6u9n/dS/XDW/xbFptU+CaIoinWUJEBERERERERE9Yhr8omIiIiIiIg0gkE+ERERERERkUYwyCciIiIiIiLSCAb5RERERERERBrBIJ+IiIiIiIhIIxjkExEREREREWkEg3wiIiIiIiIijWCQT0RERDJRFHHHHXcgPDwcgiBgx44d1Y5ZtGgRBEGAIAiYPXt2vZ9jVdK5hIWFeftUiIiIvI5BPhEREcmWLl2KRYsW4ZdffkFGRgbS0tIcHhcSEoKMjAw899xz8mtDhgyBIAh48cUXqx1/+eWXQxAEzJ071+54R4MEixYtcitgz8jIwPz5810+noiISMsY5BMREZHsyJEjiIuLQ79+/RAbGwuDweDwOEEQEBsbi+DgYLvXExMT8dFHH9m9dvbsWaxYsQJxcXF1cs6xsbEIDQ2tk+9NRETU2DDIJyIiIgDA1KlTce+99+LkyZMQBAHJycluf49x48bh/PnzWLt2rfzaokWLMHLkSERHR3t0XsnJyXJKvu0fIiIiqo5BPhEREQEAXn/9dTz77LNISEhARkYGNm/e7Pb38PHxweTJk+1m8xctWoTbbrvN4/PavHkzMjIykJGRgdOnT6NPnz4YOHCgx9+PiIhIyxjkExEREQAgNDQUwcHB0Ov1iI2NRVRUlEffZ9q0afjf//6HoqIi/P3338jLy8PYsWMdHvv2228jKCjI7s+MGTPsjomKikJsbCxiY2Px8ssvIyMjA999951H50ZERKR1jhfaEREREXmoc+fOaN26Nb799lusXLkSU6ZMgdFodHjs5MmT8fjjj9u99v333+OFF16oduz777+PhQsXYu3atR4PQBAREWkdg3wiIiJS3W233Ya33noLe/fuxaZNm2o8LjQ0FK1atbJ7zdHa/b/++gv33nsvvvzyS3Tp0kX18yUiItIKpusTERGR6iZNmoRdu3YhLS0NHTp0UPS9Dh8+jGuuuQaPPfYYJkyYoNIZEhERaRNn8omIiEh1zZo1Q0ZGRo1p+q66dOkSxo8fj65du+KOO+5AZmam/LXY2Filp0lERKQ5DPKJiIioToSFhSn+HllZWdi/fz/279+P+Ph4u6+Joqj4+xMREWmNILKFJCIiIjcsWrQIs2fPRm5urrdPRdYQz4mIiMgbuCafiIiI3JaXl4egoCD861//8vapONx2j4iIqKniTD4RERG5paCgAFlZWQAsKfmRkZFePZ/Dhw8DAPR6PVJSUrx6LkRERN7GIJ+IiIiIiIhII5iuT0RERERERKQRDPKJiIiIiIiINIJBPhEREREREZFGMMgnIiIiIiIi0ggG+UREREREREQawSCfiIiIiIiISCMY5BMRERERERFpBIN8IiIiIiIiIo1gkE9ERERERESkEQzyiYiIiIiIiDSCQT4RERERERGRRjDIJyIiIiIiItIIBvlEREREREREGsEgn4iIiIiIiEgjGOQTERERERERaQSDfCIiIiIiIiKNYJBPREREREREpBEGb59AY2Q2m3H27FkEBwdDEARvnw4RERERERFpnCiKKCgoQHx8PHS6mufrGeR74OzZs0hMTPT2aRAREREREVETc+rUKSQkJNT4dQb5HggODgZg+ccNCQnx8tkQERERERGR1uXn5yMxMVGOR2vCIN8DUop+SEgIg3wiIiIiIiKqN86WjLPwHhEREREREZFGMMgnIiIiIiIi0ggG+UREREREREQawSCfiIiIiIiISCMY5BMRERERERFpBIN8IiIiIiIiIo1gkE9ERERERESkEQzyiYiIiIiIiDSCQT4RERERERGRRjDIJyIiIiIiItIIg7dPgIiIiIioqTubewmLt58BAEwbkIJ1R3Jw+uIlTOyZCF+D3stnR0SNCYN8IiIiIiIv2XriIp79ZS92nsqVX3vl9wPy/58rKMUDI9t64cyIqLFikE9ETU5OYSm+3Xoam49dwNXdm6NDXAheW3YQV3SJx8iOsd4+PSIiaiJyi8sw/ePNuFhcDgDo1DwU+zPzUW4S5WPeXHEYS3ZloEtCGP7v+i4QBMFbp0tEjQSD/Cbqsw0nsP7oeTw4si22HL+Ab7aexqDWkZjSJxmhAUZvnx5RnSguq8Aj3+3Cr7syYDJbOlB/7s+Wv/7H3iz8/dBQGPQCIoN8vXWaRETURPy44ywuFpejZVQgvpjeB7Ghflh18Bye+GEXOsSFYPPxi7hQVIYj54pw5FwRbhuQgrTmod4+bSJq4BjkNyGiKGLP2XyUmcx44ofdAIBf/8mQv77p2AW8ueIwJvVOwhNjO0Cv40gxacvLSw/gp51nAQBdEkLh76PHhqMX5K+XVZjRZ96fAIC3J3fH5Z3ivHKeRETUNCzdnQkAmNQrCbGhfgCAwW2isPrhYQCA15YdxBt/HpKP/+d0HoN8InKKQX4T8n9/HMSClYcdfq1XSjjyL5Vjf2YBPlp7HPGh/rh9UMt6PkOiulNcVoGvNp8EALwzuTvGdIqD2SzitWUHsT8zH83D/PHx+hPy8Z9vPMEgn6genc29hKd+3IMO8SG4tV8ynvtlL84XlWHmkFT0bhnh7dMjUp3ZLOKf07kAgIGtoxwec/fQVAT7GvDV5pM4cq4Ipy4W1+MZElFjxSC/Cfl+22m7vz9zRUdsOHoevVLCMbVfMgBg4ZpjeP7Xffho7TFMH5jCdV+kGbvP5KOk3IzoYF+MTrOsu9fpBDw4ylLMqKi0An/szUJGXgkA4GBWodfOlagpOZZThKLSCrz/91Es35eF5fuy7GYuVx08h1EdY/D45R2QFBHgxTMlUtfx80UoKjPB16BDalSgw2N8DXrcPqglRIh4Ycl+nLl4qZ7PkogaI523T4DqR1mFGRn5JfLf05qHYEqfFnjnpnTc2t8SzAuCgJv6tICfUYezeSXYl1HglXPdcvwC1h3OgdksOj+YGo3c4jL8sP0M1h3J8crPl2ZLuiSGORy8CvQ14Od7B2D+xK4ALNWMS8pN9XiGRE3PhaIyjH1jNca9uUZeSiMJ9TdiUJso6ATg9z1ZuObddSgsrfDKeYqiiKPnClFuMnvl51PdyCsuxw/bz+D15Ydw9Fz9D+zuOZsPAGgXFwKDvvYuefMwywDXmVwG+UTkHGfym4is/BKIIuBj0OHz6b3RNjYYOgdr7v2MevRKicDfB89hy4kL6BAfUq/n+fG643j6pz0AgDYxQXjuyjSmaWrAe6uO4D/LD6Kk3NJBnju+A6b2T6nXc9h5Og+AZS1+TSKDfHFl13g8+v0uXCo3ITOvBMmRjmdXiEi59UfOo7iscjCtS2IYRnWMwbFzRbhrSCpaRgXhQGYBbv5wI7LyS7F4+xlM6dOiXs9RFEXc/cU2LNmVieZh/nj+6jQMbRtdr+dA6tt49DymfbxFHjj6aN0x/HzPACSG11+2yO6zlnYpzYW+VnyYZb3+WQb5ROQCzuQ3EVIKclyoH3omhyPEr+YK+l2tQdA/1qCoLpjMIvaezceFojL5taPnCvHCkn3y3w9mFWLax1uQZZOBQI3P2sM5mPfbfpSUmxER6AMAeGHJfhzIrMwUOXWhGJuPX6jTWTJp/+EuiWG1HicIAjtTRPVkz1n7dmbGoJaYOaQVXrmuC1pGBQEA2sYG41broOCyvVl1ej6iKFbL4Plw7XEs2WUpjnYm9xJu/Wgzvtlyqk7Pg+qWySziscW7UFhagZTIQMSF+iG3uBwPfrNTziLML7HM8q8/ch6iWDeZhXutM/kd450X0osP8wcAZBeUyrvDEBHVhDP5TURGniVYiQ3xc3psp4QwAJXpzWpbtjcL//51L46fL4aPXoeRHWNQVmHG1hMXUVphxoBWkXhrUndMXrgBu8/k4/MNJzBnZNs6OReqe19ttnSGb+iZiHkTOmH6x1vw5/5sTHx/PXomh6Ok3IS1h3NgFoGk8AC8cHUnDGgdqeo5XCwqw8kLlmJFnZuHOT0+PswfR84VMS2SqI5lWgegbx+Ygut6JKJNTLDD4wa1jsKLv+3HthMXYTaLDjPRlCg3mfHR2mP4ZP0JnL54CX1ahmNYu2gczCqU69k8dnk7HMkuwtdbTuHl3w/g6m7NnaZYU8O041QujpwrQrCfAT/d0x8Xisow5vXV2HjsAvrM+xMRQb44faEYBdZZ/r4tI7BgUjdEqLi1qrTjEWBZQulMZJAv9DoBJrOIcwWlciV+IiJH2Do1EdJMvjQSXBspnflQdiGKVF7/uPHoedzx6RYcP18MnQCUmcz45Z8M/LE3C+eLyhAZ5ItXruuM0AAjpg+wVPf/o45nbqjumM0i1hw6BwC4Jj0BgiBg3jWdEBnki9zicizbm4XVhywBvlEv4OSFYty6aBMOZqlbD+KfM5bZwuSIAIQG1JzFIomzdp6kAISI6obUNnWMD60xwAcsy7f8jXoUllbgaI76a6cf/X4XXliyH6etRc02HL2AF5bsx7dbT8MsAmM7xeH2gS3x/NVpaBZgxLmCUqw7cl7186D6se6wpTbMgFaRCPYzokVEIJ65oiMEwTJTvi8jHwWlFYgN8YOvQYf1R89j1lfbVZ3Rz8grwYWiMuh1Qq2/+xK9TkBMsK/1vRyAJqLacSa/iciwzkjGuTDyGx3ih5gQX2Tll2JvRj56Joerdh7/WX4QogiM7RyHl6/pjJ2ncrH6cA5ign0RHuSLfqkRiLSOlA+2Flzan1mAs7mXXBqgoIZlz9l8XCwuR5CvAV2tafLRwX5YOnsg1h7OQWFpBYpLTRjYJhJJ4QG489OtWH0oB2+tPIzXb+im2nn842KqviQu1PK7dpZBPlGdyrQux3I2K2nQ69CpeSg2Hb+A7Sdz0SraeVDkqsPZBfh2q2W2/rmr0tA/NQLfbj2No+eK0DIqEGnNQzGyQwwEQYBRL2BUx1h8tfkUVh08h0FtHG97Rg3bGmuQ379VZdbYdT0S0TUxDGdyL8EsivA3GtArJRyHswsxfsEarD18HttP5aJ7UjNVzkGaxW8dHQQ/o96l98SG+uFsXgkHoInIKQb5TcRZmzX5rujUPBRZ+dnYdTpPtSA/71I5Nh+/CAB4ZHQ7BPoa0K9VJPq1cpya3SzQB52ah2Ln6TxsOHoeE7onqHIeVH9WH7bM4vdpGQGjTVqrpcBd82rHPzCyLVYfysHvezJRXFaBAB91HlE7rUtPOluXojgj3SecLSGqO6IoyvdYfKjzQdzOCZYg/5/TebiuR6Jq5/Gbdb39sHbRclG/h0e3q/H4fq0i8dXmU1jPmfxGqbisAttP5gKwzOTbah0TjNZVZtXbxgZjfOd4fLftNL7belrFIN+SYebKenxJXJg/cDKXA9BE5BTT9ZsIqSMV50JHCgA6Wdct7zqjXvG9dYdzYDKLSI0KdLl6rVRZf9OxC6qdhzvWHMrBnP/twMnzxV75+Upl5Zfgld/344gXtgYCgNUHLbMlA11cY98lIRTNw/xRUm7GRpWuuSiKLlXWtxVnzRrhbAlR3cm7VC7vuBEd4nytc2drJo7a9WJWW2d1h7VzrWJ+X2u7tC8zHxdtisfWlxPnizDitVWY/vEWlFU0zi39jpwrtCu+Wp82H7+IMpMZzcP80SLCtb7I2M6xAICV+7NVS9nfb92m2J1djOKsdZUyWC+GiJxgkN9EnM21zuSHuTaT39kaDKkZ5K86aJnVHdzG9a2HeqdYsgi8EeSXm8x48Jud+H7bGdz75bZ6//lquOuzrXhr5RHc/vEWuWJwfSkuq8CWE5br5mqQLwiCfOyaQzmqnEdmfgnOFZRCrxNcnjGJD2V1faK6JrVL4YE+LqUrS4N0+zIKVAtui0orsP2kJcPM1edUVLAvWkcHQRSBjcfqfzZ/wYrDOJRdiOX7svDzzrP1/vOVOpBZgDHzV+PyN1Z7pW1fK6fqR0AQXCvg2C81En5GHc7mleCASjVjjuUUAQBSo1zfprWFdUvX/645hj/3sV4REdWMQX4TUFRaIW9V5+oMelpzS2fqyDl1iu+JolgZ5Ld1fQ1jjxbhEATgaE4RsgvUnVVddzgHN3+4CX/syXT49aW7M+X1ojtP5+Gol2bDPbXzVC62WVMSj+YUYUMNndHVh87hoW924sT5IlV//qZjF1BuEtE8zB8pbuw1L1XWlzpiSklb57WJCYa/j+vrHgEgv6QC5wtLVTkPIrJXmWHm2uBzUngAwgKMKDOZsT8zX5VzkJ5TCc38keTG/uj9Ui2z+Wqn7BeUlGPyfzfgigVrHO7uUVhagV93Zch//7oRbuX34ZpjKDOZYTKL+HjdcYfHiKKIb7eelvsNalrrYD2+M35GPfpYMzjWHlZ+zc1mEcetba477eMQmxoQX25qfNeeiOoPg/wmYLW1unmovxEhfs4riwOWmYq4UD+IIrBbhdn8Q9mFyMgrga9BJ8/OuyI0wIh2sZZUts3HLio+D8mlMhPu/mIb/j54Dvd9tcMuLTunsBQLVhzCvV9ut3vPDe9vaDQj57/+k1Ht/J//ZR9+25Vht7/uxaIy3PPFdnyz9TRu/0Td2f7Nxy0zNH1auj5bAlhmTARrwcVzBcoDbHdT9QEg2M8obzc5/LVVKDc1zpRYooasslaMa8vIBEFAJ+sAtHRfKyUVYBvYOtKt51RfKcg/qm6Q/+Ga41h7+Dz+OZ2Hp3/cLb8u7eveee7vKC4zwd+oh06wDFJMWbgRpy40/CVlJeUmvPPXEbuBieX7spBTWFqt7flu2xk8+M1O3PLhJrkPo4aLRWVywbt+qe5t1SoF+RtUuOaZ+SUorTDDoBPQ3I2iwonhAXh6fAcAaBTXnIi8h0G+xuUUlmLGZ5ZUc1f2YbUlpez/o0JnStqupldKuMtVZCWVKfvqdaa+2XoKF4vLAQCXyk0Y+Z9VuP/rHTiQWYD7v96BV/84CADwN+rx1qTuACzb6tzx6dYG37DuOJWLu7/YhpMXLNsUvnB1JwDA3ox83PX5NvzfHwdwMKsA//51L8YvWIO8S5Z/h4NZhfjFZoZIKanIYs9k94oUhQf6oK218JE0UKDELuvvr6tF9yQ397MU4MotLvfa2lEiLZPWFce7uIwMALpY72MpxV4paVnQgFbuVcnvnRIBQbA8N9UYjAQsQfCnG47Lf1++LxvtnvwNty3ajC83ncQXG09CioUfGdMO16Vbig+uPpSDZ3/Zq8o51KWnftyNl5buB2Ap7tsmJgilFWb0eH45rntvPUorTNhxKhc/7TyLF3/bJ7/vuV/2okKlgdZt1t+b1KhARAW7t+e91BfZfPyC4gHx49ZU/aTwABj07nXFpWLIUttNROQIg3yN22ITJN3WP8Wt90rbje1QociRtE+5J1Vpe1kbVrUKsVWYzPjv6mMALFv5AZa07MXbz2DU/L+x2trp654Uhleu64yxnePw1R19EBnkC5NZxO81pPc3FNIazahgX3w6rTdu7JWIW/sny19/+68jGP/mGnyw+pi8J7RUSGr+soOqdKbKKsxymnwPN4N8oPKaq7Fe86B1/WT7OPe23Jo5pJW8VjKDBfiIVFVYWoG3/zoCAG6lyfduaXk2bDhyXnEBtOwCy/pqQahMv3dVs0AfOctMjZldAPhm62nkFJaheZg/Jlp3DygpN2PF/mw88YNlVr9bUhjemtQdN/dtgX9fnYbnruwIwFLzpqTcpMp51IUKkxk/77QMIg9pG4XXb+iKu4akyl/feuIi7v1iO65+ey1mfbkdOYVlCPEzwN+ox8GsQnmLQ6V2WNulbh70RdKahyLQR28Z+FW4Lv+YNVU/2Y1UfUmovyUjM/dS/Rd9JKLGg0G+xuUUWhqBy9rHYHj7GLfe29U6YyIFa0pIKf+d3UiZlkij1geyCpBbrLxR+2LTSZy8UIxmAUa8cm1nzBrWSk4BlVzdrTm+n9kf4zrHA7Ck6U0bYBkkkbbeUcpsFrFifxY+XHMMv+/JVC1VXpqpePzy9ujfypKC+vT4jjg273L5c5Zai1Y1D/PHfcNb44NbeqBZgBFHc4qwePsZxeew52weSivMCAswomVkkNvvl665VLjPU/kl5ci2zrKlRrt/Hi0iLB2wC0Vcl0+kpld/PyD/f9Xnb216tAiHUS/gbF4JTijc9URam50WH4pmgT5uv7+fiin7FSYz3v/bMuhx+8AUPDGuPW7rn4LhNhX/dQLw0dSeGNs5DoIgwKDX4aY+LRAT4ouyCrNqbVNJuQlLdmXgtWUH5Sw8pQ5kFeBSuQnBfgZ8eEtPtIwKwtXdEvD77EGY1DsJAPDH3ixI4zb+Rj3euSkdD45qCwB49Y+DyC9RPnMtBfldrZMY7jDqdUiX2iaFWWbHzlmD/AgPgvwAS5BfUm5u0AM7RORdDPI1Tiq4FxnkfgcmzRqQn754CTkKio8Vl1XgcLalaJ07nTlJVLAvUqMCIYqVKeCeqjCZ8Z9lllT8OSPbIsDHgDkj2+Lnewfgg5t7QCcAvgYdZtrMMEikNd07VBj0AIDHf9iN2xZtwbO/7MWdn27FPJv0RE+VVpiw54xlvWHVrAlBEHDPsFby3/97cw+sfWQY7h/RBkG+BswYbPnMC1YeVjzgsPWE5Tr1aNEMOp3r61wl0kz+3rP5KFDQsZN+72JCfF2uR2Er0NcAACgsZUeKSE3SMyI5IgA9kl2v0+Lvo5dnYdcpLHq3zlpAzZ0CbLakDCg1iu8t35eNUxcuITzQBxN7JiHYz4inxnfAwqk9cdeQVBh0Ap4a1wFhAfZtuSAISG9h+ffYpsIShrxL5bhiwRrM/Hwb3vjzEG5auFGVjKqdp6TaKGF2bULb2GA8Na4DIoMsqfNhAUZsfeIybHp8OPq3isSUPi3QMjIQOYWl+HjtcUXnYDaLioJ8AEizbne3T+ESrsqie65nsUgCfQzy/xeXsW0iIscY5GucFOSHezBLEeJnlNOVlWylt/dsPsyiJdCKDnF97aWtXimWzpTSdfm7z+bjYnE5QvwMuLFnot3XRnSIwe+zB2H1v4aidUz11O5OCaEQBOBMrrJBD8CyhdCXm04CqNy2aeGaY/I6PU/tzyhAmcmM8EAfJIZXL+YzqmMsPpzaAx/f1guXdbDP7JjStwWC/Qw4cb4Y208p6yxusQ7GpLdwvfNuKybED4nh/jCLyn73pCC/lQez+AAQ5GupH6HGDhNEVEnaueStyd2hd3MgUJpBX3dE2SyzFPD1SnE/dRsAerUMh06wbIWWqXBJz18HsgEAV3VtXm0XkH+NbodD/x6DqTUsuZMGdNWoU/D+30dwMKsQzQKMaBUdBLMIeWBciR3WNqVLYvWBfj+jHm/e2A2jOsbgncnpiAjyRbB1UNbHoJPT+n/5R1nNmKM5RSgoqYCfUYd2se4t35K0i7ME+fszlO3uIG2f50m6vl4nwKi33DOcySeimjDI1zgpvT0swP1ZTADoEC/tS+x5gyYV7vNkFl/SW6U12lKnsE/LCIfFblrHBCM62PFARLCfEalRlmDxH4V1Cj5cY6kJMCYtFp9O640hbaNgFoH/rjmq6PtKAXFa89AaK0UPaxeDwW2qF5kK8DFgaFtLauiqA55XMxZFUU6z92Q9vqS9db3rQQUzJkekID/KsyBfmjFhkE+kLilDx5MMG6kq+noF6/ILSspx2LotqrtFOSUhfkZ5u9n1Rz0fcBBFUa4FM7CN46yC2ir/SzP5W09cVFSnoLisAp9tsAw+z5vQCZ/c1gsGnYD1R89j79na+wCiKNYacFbOoDtuE/qmRuC9KT3kXQtsXWZdanggq0CeuPCEdA6dmoe6XexO0sFa2+VAZoHHGW8ms4hTFyz1cDxJ1wcAP4NlIIhBPhHVhEG+xpWUW9Ze+7tZ0V4ijXbvy/A80JLW43dqHubx95DSt3efzUehgoBLSqt0t8iSpLOcsl99dlkURfxn2UHc/fk2ZOaVILugxGGH62zuJXy/3VJEaPpAy8zMnYMsMxXfbDntcF/2vEvl+OtANjYePY/xb67BK7/vd3h+u+QBFfd2UpBI/87bFKztPHG+GDmFZfDR6xQN7LS1/u4dyCr0+HsoncmvTNdnkE+klnKTWW6bgv0MTo6urmtiGPyNepwvKsOhbM+eD7tO50EUgYRm/nKquCekoHSdgr3Tj+UU4UzuJfjo3dtiVtIxPhQ+Bh0uFpfLM8S2ikor8N6qI3L7UJOvNp1C3qVytIgIwIgOsYgP88fotFgAwKJ1x6odX1haged/2YsHv9mJ4f+3Ct2eXYbfHOzQkldcLl8nT9LkmwX6yFmFSrIVpGwCT1P1AUtQ7mPQoajMhDPW3SHcdTb3EspMZvjodYh3Y/s8W77WPp1UX4eIqCoG+RpXWmEZ5fX1MMjvoEJqmlRZv1OCZ4EnAMSH+SOhmT9MZlFey+musgqzvCVbXzf3x5VIaZFLdmWguMw+8Ntw9AJe//MQft2VgT7z/kSvf/+JB77ZWe17vLfqCMpNIvq0DJfT2fu0DEfnhFCUVpjxyfoTdseXlJsw/s01mPrRZkx8fwN2ncnDWyuPYGuVonQFJeX4c78l5bOHh2ny0ufbcSoXJg9nKbZYr0+nhFC3t0u01SZGmjHx/HdPmqnzpOgeAARY02Yvcd0jkWoKSiqfnUG+7gf5PgYdOinc4lXaNaaLgoAPsFmXr6D43hprcbv0Fs0Q4OPZv0dn64Dq15tPVZthfmPFIcz7bT/GL1iDq99ei3u+2FatiN2lMpO828Gdg1LlJRTSziw/7DhbbZnaG38ewn/XHMO3W0/jaE4RLpWb8PLvB6oNbv996BxEEWgZ6f62dRKpbfK0/Qcqi+Z6UllfYtDr0NKaYn/Qwwr70kBMUkSA20tVJH5GS/edM/lEVBMG+RonjfL6Gjy71O2tQf7RnCKPGpOi0gocsQZaaQpmdQHLvsQAsNHDztSOU7koKTcjItAHbWI8C/rGdY5DgI8eh7MLcd2761Fus92coy1+vt92xm6pQ3ZBCb7cfAoAMGtYa/l1QRBwx6CWAIBP1h+3Cyp/2nkWJy9UryL93bbKKviXykyY8PY65BSWIjzQx2HKoyvaxAQhwEePwtLKYonukuomKEnVBypn8g9mFXqUglpSbsIp67+bpzP5Ptb7pkylPZqJqDJVP8BH73HatJQltMvDpVPSrHYXD3Z8sdUzORwGnYDTFy/Jzxt3San6A1p7NvgMAFd2tewE897fR/HmisPy6yXlJvzP2uYAlkD3l38y8PryQ3bv/3LTSeQUliKhmT+uTU+QX++e1AxdEsNQVmHG+39XLicrrTDhmy2V31fKhjiWUyQP9AKWdvex73cBsNS98VT3FlLdgVyP3l9cVoH91qVf3ZLCPD4PoHIA+qCHWWZS0T1PU/UByAPoUkYMEVFVDPI1rjLI92xGNSbEF2EBRpjMokdB356z+RBFIC7Ur8a17q7qI+2P7GGQL6/HT42odX1jbcICfPDfm3sgyNeAPWfzsXxvFkxmEUfPFeK33ZY0xdeu74KnxnWQZ4i+tulgfb3pFMoqzOiaGFYtEB/dMRaJ4f64WFyOb7dWvufbLZbBgzkj2uCbGX2x8JYeACzZBIezC1FuMmPpngwcyrYUS3pvSrrHM+gGvU7uAG3ycIugDUct7+vT0rOBBklKZCCMegGFpRUepUUePVcEswiE+BkQ5WE6rtEagJQzyCdSjTST78ksvkQO8j0szLn7bGX9EiUCfQ3yMi5PquyXm8zy+wYqCPJv6tMCs6y7p3y07hjKrG3/b7sz5GKz47vEI8JahHfx9jPyc81sFvHpBksG2YzBqfLgJmAZgJ493DIg/cn64/Ka+KW7M3GxuBxxoX44/O8x2PLEZfLgwBOLd+P3PZkQRRH//nUvCkor0CUxTC6g5wlpJn/nac+yzHadzoPJLCImxBdxoZ6lyEukSYJDCmfyPamsL5Fn8is4k09EjjHI1zhp9l1qENwlCIJcAG2vByn7toXglJKCxn9O53lUCE1aM+npenxJv1aR8r6+v+7KwM0fbsSw/1uF4jITUiIDcXW35rhtQArmjGgDwDLDv/3kRZRVmPGFtaL+1H7J1QYaDHodpg+wzOb/d80xZOWX4O2/DmPT8QsQBOC6HgnomRyOIW2jERXsi9ziclz22ipM/mAjft5pGWCY0jdZ3mPeU73lnQzcD/LP5F7CyQvF0OsE9GihbCbfqNfJhQ73e1AT4lC25T1tYoI9HtSRZ/K57pFINdLgc9Uq8u6Q2pS9GfmocHMQLre4TC581jFeedskFQJc60G1/x2nclFYWoFmAUZF5yIIAu67rI3cNnyw+ihG/edv3P+1ZcnY7QNb4s0bu2HjY8MRGeSLC0VlWGld3rXuyHkcyylCkK8BV3drXu17D2kbhU7NQ1FSbsZ7fx/BY4t3Yc7/LN/3hp5JcjbGNd0tQf6BrALc+elWPPfLPmw+fhGCALx7U/dq2/+5o1V0EIJ8DSguM3mUJr/WuiTC06Vs9udincnPVhbke1JZX+KjZ9tERLVjkK9xSmfygcqUfU8q7EuplJ1VCPITmvkjOSIAFWYRK63bDbkqK78Em61r2Ae1rl5Z3l1jrMWIfvknA2ttCi7NGt5KDigHtIpEfKgfCksrcPXb69Dmid+QkVeCiEAfjOkU6/D7XtcjAWEBRpw4X4zeL/yJl5ceAGCpLizNPuh1AmZf1hrSUr5Nxy9ghbWzNq5znOLP1kveycD9ytV/7MkEYClsFOxB1eyqOij43ZM6go62Q3SVjzyT73nFaiKyJ80gGz1M1Qcs67sDffQoKTfLtTdctcdaKb5FRABC/ZU/pwZZdytZuT/b7ayfX3aeBQAMbhPl8fpsiV4n4HJr2/TK7wdwwPoMDPU3YnKfFgAsg8nXdLcE8jM+24ob39+Ap3/aDQCY0L25XGzUliAIcpHY91YdxRcbT8JkFhEb4ocpfVvIx/VOCcf4LvHy3z9caynW17dlhOLZc71OkLff82Rd/vJ9ljZyaLtoRecBVM7kH84u9KjCvpQV2Tra87ZJGlipYNtERDVgkK9xlYX3PL/U7axbxrg7myqKIjYfl/bGDfP450sEQcCYTpYg9lc398v9eedZiKKlsFFiuOcpcpIuCWGIC61cfjClTwv89eAQXN2tci2jXifg1eu7VFv/P7FnYo2DLgE+Btzcp7LTFBfqh8m9kzBvQie74yb3boENjw7H1H7J8mttY4LltYJKdE0Mg69Bh6z8Uuw+415wLe1jPLaT8sEGwOZ3z4Nt9A5kSjP5nq3HBziTT1QX1AjydToBHZt7VnxPChLVyDADLO1KZJAP8ksq3ErZLzeZ8bP1mXmVgxl0T4yzCbIB4MGRbfDdXf0QHlg5iz61fzIig3xgFi0FA4+cs8wsT7Fpe6q6vFMcmlsrwQf66PHa9V2w/IHBdt9XpxPw5o3dcPjfY5Bk0846yg7whJRltnxfllvvO5xdgL0Z+dAJwNC2ygf5k8ID4GPQoaTcjNMX3VtKVlxWIb/H01oxAGDUWwaEuJSMiGrCIF/jSq1FWfwUzOTLs6mZ+W7N7J44XyxvC6S0CJtECh5X7M9GXnG5k6Mr/bDDUqTuqq7xTo50jU4nyOsPI4N88eCotg5T7/qlRuKP+wfj11kDkBjuj17J4bhzcO3rEqcPaolRHWNwWfto/HTPAPz76k4Ot3iKDvHDvcNaISzAMhN124Bk5R8MloI+UoGk77ZVLyZYk6PnCrH1hCU183KVgnwpi8TdpSJmsygXf1IywCQFISy8R6QeadDMR69s5rqntV1Zsc+9zK7Vh84BAPp7uMtKVXqdgBEdLDPoUm0WV6w6cA4XisoQGeSLAa3UOZf0pGZyMD6lTwvcM6x1tWAyLtQff84ZgvenpMu1Da7vkVBr1pNRr8OiW3ti1vDW+OqOvpjQPaHGmgoGvQ4PjLQsV0to5o+xKmSYAZC/z+pDOdUq/dfmU+uONZe1j0GEgu0SJUoq7EuDzxGBPnYDJG6fg471Yoiodp5XvaFGQVqTr2Qmv3VMEPyNeuQWl2PriYvo4eKab2lboO4twjzaFsiRjvEhaBcbjP2ZBfhq80ncOTgVoihi3ZHz+OWfDHSMD8Hk3kl2a7APZxdi95l8GHQCxnZWJ8gHgPuGt0b7uBB0SQxzmvLZMT4Uqx8e5tL3DfEz4r0pPVw6NiLIF7/cOwBnLl6S0+zVcG16An75JwPfbzuNh0e3tbt+JeUmvLXyMI7mFOHa7gkY0jYKgiBg0brjAIChbaMRG6qsyKKkU/NQCIJlDWNWfgliQlz7vltPXkRucTkCffRyJ9YTnMknUp8aM/kAMLZTPN5aeQQrDmQjv6QcIS4sESooKcc2a4V2JYXuqhrfJQ5fbjqJH3ecxSNj2iPU34gLRWX4fMMJ5F4qx/SBKdVS1hdbB5+v7Brv8S4DVel0Av57Sw/sOpOHK7rU3N6FBhgxsmMshrSNxpFzhWgX6zwLrHVMMOaMcC1b7MquzdExPhRRwb6qtf+pUUHokhiGnady8dWmk7jHZocaAPhzXxY+XHsMSeEBuGdYazQP88f5wlJ55xvbpQVKtYmx9EMOZhfgMjd2DZAK03ZXXLPG0sep8HCrWyLSvgY/k//2228jJSUFfn5+SE9Px+rVq2s9ftWqVUhPT4efnx9atmyJd999t8Zjv/rqKwiCgKuuukrls244SuUZE88vta9BL6/1/nLTKSdHV5IK3ag1QwFYUvZv629ZG/j6n4dwxydbMOiVlZj83434ctNJPPHDbrxkXccu+dHakRrUJkrRyHlVBr3OLoXRWxKaBaB3S893DHBkUOsotIgIQH5JBb632arPbBbxwP924s0Vh/HrPxm4ddFmDHhpJa57dx0+sc6WSNdHDWEBPnKQvuaQ60WtvthoKXA4rnO8okCCKZFE6iuzriNWGuS3jwtG6+gglFWYXV7CtfbweZjMIlIiA1VZuiXp2zICbWKCUFxmwo3vb8DVb69F33l/4v+WHcTCNcdw7Tvr5cr0AJBfUo5ley1p52qls0vax4Xg+h6JLu2y4mPQoX1ciKrth6RVdJAqNQ9sTe1nCdQ/3XDC7rn814Fs3PHpVqw9fB5fbjqFQS+vxJjXV+Pad9ejqMyEtOYhqmVuAJVLyXa4saWfKIpYvN0y4KC0XyTN5LtbdJKImo4GHeR//fXXmD17Nh5//HFs374dAwcOxJgxY3Dy5EmHxx87dgyXX345Bg4ciO3bt+Oxxx7DrFmz8N1331U79sSJE3jwwQcxcODAuv4YXiWN8voalF3qG3pJ1eTPIr/EeZq8yWyZXQeA/ioG+QBwdffm6JIQiuIyE/7Ym4VTFy7Bz6hDL2uGwburjshBnsksyqP4anektEynE3BL32QAwKJ1x+VlGm+tPIxfd2XAqBcwvks8fA06nMm9JNdeGJMWi/6tlO1eUJXUGfrbmmLrTGFphZwye0OvREU/W7pvmK5PpJ5y6+CzUWG7JAiVy6ak57wz0nNkcBvla7Ornstjl7eHIFiWF20/mYvSCjPaxgQjKtgXZ3Iv4Z4vtsmB6ZJ/MlBWYUbr6CB0jA9R9Vy0bGyneEQF+yIrvxRLdlme88dyinDfVztgMosY3CYKfVtGwGQWsS8jH8dyiuCj1+GZK9KgU1jY0JbULq07ct7lTK+1h8/jYFYhAn30imswGOQBaM7kE5FjDTpd/7XXXsO0adMwffp0AMD8+fPx+++/45133sG8efOqHf/uu+8iKSkJ8+fPBwC0b98eW7ZswauvvoprrrlGPs5kMmHy5Ml45plnsHr1auTm5tZ6HqWlpSgtrVz/lZ/vfqVvbxBFUd5PVmnV3u5JYWgdHYRD2YX4acdZ3FRLgR4A2H0mD3mXyhHsZ1CULu2IUa/Dp9N749stp2EWRbSJCUb3Fs0Q5GvA68sP4T/LD+LJH3dDhKX6b0ZeCcICjBjZ0fWUOrJU+n9t2UEczi7Eiv3ZWH0oR07Jf+7KNNzQKwl5xeXYm5GP0xeLYbRmNqg9IzS4TRTe/usIVh/KgdksOu2o/bYrAyXlZrSMCkRXhQUfpZnGcqbrE6lGCnSVrskHLIO3Ly3dj60nLuKvA9nYeuIihrePcXjvi6KIVQfqJsgHgCFto/HNnX2x6fgFJDYLQOuYILSJDsbB7AJc8/Y6rDtyHtM/3oJXruss70t/TXpCncyia5WPQYeberfAf5YfxEdrjyPE34j7vtyO/JIKdEkIxfs3p8PXoMfpi8XYezYfJy8Uo3+rSLm+i1rS4kMREeiD80Vl2HriIvq6sDWvVONmQvcExRkOUnZmhZltExE51mCD/LKyMmzduhWPPPKI3esjR47EunXrHL5n/fr1GDlypN1ro0aNwsKFC1FeXg6j0fJQffbZZxEVFYVp06Y5Tf8HgHnz5uGZZ57x8JN4j+1aLaXr/QRBwPU9EvHvJfuwaN1xrD96HiVlJjx/dRr0OgEhfka71EBpPX7flhGqrTW0FeJnxG0DqqeFzxreCicuFOH7bWfw+OLd8uvXdk9QtI1gUxTsZ8S16QlYtO44pn28RX79vuGt5cyO0ACjtXOj7uy9re4tmiHY14ALRWX450yew857ucmM77edRkKzAHl5wYRuzRV3nuU1+ZwtIVKNHOQrnMkHLAVIh7WLxvJ92Zj60WYAwIKVh9EuNgSFpeV49so0DG1r2TbtaE6RpRisQYfeLdWrYWKrR3J4tbo17WJDsGBSd8z4bCtWHTyHXv/+EwDgZ9RhYg9l2UZN0aTeSXhr5WHsOJWLW63XvGtiGN6fki638wnNApDQTL3lGFXpdAIGtYnC4u1n8Pehc06D/EtlJvxu3WL26u7Kswo5k09EzjTYdP2cnByYTCbExNjPvsbExCAzM9PhezIzMx0eX1FRgZwcS9C5du1aLFy4EB988IHL5/Loo48iLy9P/nPqlOvr0r3JZBvkq5CmdmW3eOh1Ag5nF+LXfzLw5/5s9J23Ar3+/SeG/98qXLRZbyivx1exsJErBEHAK9d2wRNj28up1jEhvrhrSO0V7cmxaQNS5ArK4YE+WHhLD9w/ok29noNRr5N/j/46UFlFu6TchIe/3YkpCzdi7Bur8a/vdmHyfzdi/VHLMpEruyrvSMnV9a1bURKRcmqtyZdUzSwTRWBfRj5OXbiEB/+3E3mXLEvM/rLO4vdKDletGJyrhraLxg9390eXhMrMtgdHtkUzFevENBVRwb640WYp1uTeSfj6zj6IdrEwq1oGtbEuJTtYfSlZVn4JyirM+GT9cVz99lo8tngXistMSAoPQDcVthSWJk8qGOQTUQ0a7Ey+pOpMnCiKtc7OOTpeer2goAA33XQTPvjgA0RGuh58+vr6wtdX+bYr9c22KI3SdH0AiA72w+i0WIcFjs7kXsL85QfxzJVpuFRmwhbrGm211+O7Qq8TMH1gS4zpFIftJy+ib8sIVbbNaYoSwwOwdPZA7Dqdh36pkQgNULeIkquGto3Gb7szsfLAOcy+zDLI8OHaY/jfFsfrcAe3iVKlqJYPt9AjUp1a1fUlg9tE4aFRbXEwqwCzhrfGG38ewumLl7D1xEWcLyrDte+sw2UdYrByv2WQcIgKe6V7on1cCBbP7I/1R88jwEePbknqbC3bFD01viOGtI1GZJAvOiWouyTQVQNaWX6P9pzNx7mCUkQFW/oZb608jFd+ty8AvN1aoO8qFTLMAMCok6rrs20iIscabJAfGRkJvV5fbdY+Ozu72my9JDY21uHxBoMBERER2LNnD44fP47x48fLXzdbH5AGgwEHDhxAaqp2ZnzVnskHgJev6Yw+KeHomRIOo16Hj9cdh59Rj/f/PoqP15/A+qPnodfpUGYyIz7UT95L1huah/l7vfK9FtR12qMrBls75f+czsWGo+fx98FzeP/vowAsxfF0goDHxrbHyfNF2J9ZgLlXdFTl50qDY+xHEalHLrynUpAvCALuHtpK/vvrN3QDYMn8mfrRZhzKLsSh7EL568Pbe68+i04neGXwW2v0OgFD20V79Ryign3RMT4Ee87mY/Whc5jQPQGnLhTj9T8POTze16DDDT3VWZ5h4AA0ETnRYIN8Hx8fpKenY9myZbj66qvl15ctW4Yrr7zS4Xv69u2Ln3/+2e61P/74Az169IDRaES7du2wa9cuu68/8cQTKCgowOuvv47ERG2tjbNdk6/GTD4ABPoaMMVadR0Anr0yDQBw4nwRft+ThYNZlR2p0WnqF2GjpikmxE/uTN3w/gb59U7NQ/Hj3f0hCNWzeNRg4GwJkerKVCy8V5shbaMxf2JXbDlxAeuPnMeRc0UY3TEWKV4cfCZtGdo2GnvO5uPrzaewZFcG1h62VNvvkhiGga0ioROA6YNa4tstp9ErJRzxKk08SGvyma5PRDVpsEE+AMyZMwdTpkxBjx490LdvX7z//vs4efIkZsyYAcCyVv7MmTP45JNPAAAzZszAggULMGfOHNx+++1Yv349Fi5ciC+//BIA4Ofnh7S0NLufERYWBgDVXtcCaSbfoBPqPNh+48ZuWLk/G4ezC7Fg5WEE+Bhwa//kOv2Z1LRc3a059py17GwRHuiDwW2iMGdEG1W3RapKnskXnS8VIiLXlKmcrl+bq7o1x1XdmqO0woQdJ3PRNSmszn8mNR1D20VjwcrD2Hjsgvyaj0GHl67phHaxlRX9HRUKVsKok9bkcwCaiBxr0EH+xIkTcf78eTz77LPIyMhAWloalixZghYtLEV2MjIycPLkSfn4lJQULFmyBPfffz/eeustxMfH44033rDbPq8pkdY9qjWLXxtfgx6j0+IAAJN6t4CvQYdA3wb960WNzK39U2DQCdDrBNzYK6lOdm2oyqCr/BkmsyjPnhCR58orrIX3VKiu7ypfgx69W9bdLiDUNHVLDEOXxDDsPJWLmBBfTOnTAiM6xKJtbHCd/ly5ur6ZM/lE5FiDj8JmzpyJmTNnOvzaokWLqr02ePBgbNu2zeXv7+h7aIU0k18fsyW2wlktmOqAXidgan91Z0OcsYnxUWEWwV0YiZRTu/AekbfodAI+ndYLm49dQI8W4fVWnNao50w+EdWuwQf55DlpTX59zOQTaVHVmXwiUk4K8n3rcSafqK6E+BnrvZijXC+Ga/KJqAZsYTVMevirVVmfqKmxHSAziexMEalBWpPPtonIM9JyNabrE1FNGORrmFQRnDP5RJ6xC/I5Y0KkCjOzzIgUkcrDmBnkE1ENmK6vQHFZBQxlFd4+jRoVlVrOTa8TUNyAz5OooRJtZu8LSirga+S4KJFSZRWWAegKk8i2icgD0vKx0goT7yGiJsbVe14QReaguis/Px+hoaFInP0/6HwDvH06REREREREpHHm0mKcmn898vLyEBISUuNxnJYiIiIiIiIi0gjO5HtAmsnPOHe+1hEUb9tw9DxuW7QFraID8dM9A7x9OkSNUvpzy3Cp3Izf7xuExAh/b58OUaN375fb8ee+bDw1rgNu6JXo7dMhanQWbzuDx3/YjYGtI/HelHRvnw4R1aP8/HzERUU4ncnnmnwFAnwMCPBpuP+E0j6qRr2+QZ8nUUNm0OuAcjOMBoH3EZEKBFiqhvn7sG0i8oS/j17+f95DRE1LhYv3PNP1NYxb6BEpJ90/JlYxJlKFlECoF9g2EXlCz3aJiJxgkK9hFdymiEgxuTPFlU1EqpDuJcb4RJ7RCQzyiah2DPI1zGS2bFNk1LMnReQpKciXMmOISBkpLuEANJFnpAwzMwefiagGDPI1rNzEmXwipQw6y2OSMyZE6jBb7yUdp/KJPKJjuj4ROcEgX8Okh78UpBCR++SZfHamiFQhtU06DkATeUTPdH0icoLRn4ZJQYmB6fpEHtMzLZJIVWYW3iNShLViiMgZBvkaJq3JZ3V9Is9xTT6RuqQgn00TkWcqq+t7+USIqMFikK9hFVz3SKQYt9AjUpd0KzFdn8gzcoYZ2yUiqgGDfA0zcws9IsUq1+RzyoRIDSYOQBMpIm+hx3R9IqoBg3wNk2dL2JEi8hjX5BOpS16Tzx4IkUf0zDAjIifYxGoYKxgTKcc1+UTqqlyTz7aJyBMM8onIGQb5GlZZwdjLJ0LUiHFNPpG6pGJhDPKJPMMgn4icYZCvYZwtIVJOun8q2JkiUgXrxRApI20/yWVkRFQTBvkaxgrGRMoZ9OxMEalJupc4/kzkGZ21986ZfCKqCYN8DausYOzlEyFqxPTW3hTX5BOpwyQvJWPjROQJpusTkTMM8jVMFJkSSaSUVNOCnSkidUhJMWybiDwj14phhhkR1YBBvoZJxY0EzpYQeUzPzhSRqqQBM7ZNRJ6RasVw8JmIasIgX8PMTIkkUkxggSMiVZlYeI9IEeneMTPIJ6IaMMjXsMrq+l4+EaJGTK5izM4UkSpEtk1EinDXFyJyhkG+hslBPntSRB6TZ0zYlyJShYnbuxIpwl1fiMgZBvkaJq3JZ0eKyHMCC+8RqcrMwntEiui5Jp+InGCQr2FmVtcnUqxyJp+dKSI1mM2cySdSQmeTYSaybSIiBxjka5hZrmDs5RMhasR0LLxHpCqTPADt5RMhaqRsCypzMp+IHGETq2EmVtcnUqwyyPfyiRBphJlb6BEpotdX3jsVZrMXz4SIGioG+Romct0jkWI6rsknUpW8Jp9BPpFH7GbyGeMTkQMM8jXMxNkSIsWkQTKueyRSB+vFEClje++Y2DYRkQMM8jXMzHR9IsUEuYqxl0+ESCNMrBdDpIht0UpmmRGRIwzyNcws70Xs5RMhasSk4mAsvEekDs7kEylje+8wy4yIHGGQr2HSOi0dO1JEHmN1fSJ1cU0+kTK23TrO5BORIwzyNcwkci9iIqUY5BOpi/ViiJQRBEFe7sIYn4gcYZCvYWbuRUykmI5r8olUY5tazHR9Is9xAJqIasPwT8OkvYg5k0/kOWmQjOseiZSzTS1mjE/kOZ08k8+2iYiqY5CvYSbrc59BPpHnKmfy2ZEiUsp2uy/WiyHyXOVMvpdPhIgaJAb5Gsbq+kTKSYEIO1JEytlOOrLwHpHn5CCfjRMROcAgX8OkBz/XPRJ5jimRROqxT9dn20TkKb2Oa/KJqGYNPsh/++23kZKSAj8/P6Snp2P16tW1Hr9q1Sqkp6fDz88PLVu2xLvvvmv39Q8++AADBw5Es2bN0KxZM1x22WXYtGlTXX4Er5Fn8hnkE3lMz+JGRKox26Xre/FEiBo5Vtcnoto06Cb266+/xuzZs/H4449j+/btGDhwIMaMGYOTJ086PP7YsWO4/PLLMXDgQGzfvh2PPfYYZs2ahe+++04+5q+//sKNN96IlStXYv369UhKSsLIkfqejC8AAFj2SURBVCNx5syZ+vpY9UaqBs7ZEiLPSYNkXJNPpJzZZpcKtk1EnmO9GCKqTYMO8l977TVMmzYN06dPR/v27TF//nwkJibinXfecXj8u+++i6SkJMyfPx/t27fH9OnTcdttt+HVV1+Vj/n8888xc+ZMdO3aFe3atcMHH3wAs9mMP//8s8bzKC0tRX5+vt2fxkCqBs51j0SeY3EjIvXYFt5j20TkOSldnzu/EJEjDTbILysrw9atWzFy5Ei710eOHIl169Y5fM/69eurHT9q1Chs2bIF5eXlDt9TXFyM8vJyhIeH13gu8+bNQ2hoqPwnMTHRzU/jHVJniv0oIs/J6x4Z5RMpZmZ1fSJV6JiuT0S1aLBBfk5ODkwmE2JiYuxej4mJQWZmpsP3ZGZmOjy+oqICOTk5Dt/zyCOPoHnz5rjssstqPJdHH30UeXl58p9Tp065+Wm8Q3rws/AekecEFt4jUo00WMZmiUgZgen6RFQLg7dPwBmhyjS0KIrVXnN2vKPXAeDll1/Gl19+ib/++gt+fn41fk9fX1/4+vq6c9oNQmVnir0pIk9JKcUmBvlEikn3EQefiZRhUVgiqk2DDfIjIyOh1+urzdpnZ2dXm62XxMbGOjzeYDAgIiLC7vVXX30VL7zwApYvX47OnTure/INBKvrEyknDZKxH0WknDTpWNtgPRE5J3Xt2DYRkSMNNl3fx8cH6enpWLZsmd3ry5YtQ79+/Ry+p2/fvtWO/+OPP9CjRw8YjUb5tVdeeQXPPfccli5dih49eqh/8g2EiWmRRIqxuj6ReqQMMxbdI1JGYJYZEdWiwQb5ADBnzhz897//xYcffoh9+/bh/vvvx8mTJzFjxgwAlrXyN998s3z8jBkzcOLECcyZMwf79u3Dhx9+iIULF+LBBx+Uj3n55ZfxxBNP4MMPP0RycjIyMzORmZmJwsLCev98dU167rMzReQ5HdfkE6nGzHR9IlXIRWHZNhGRAw02XR8AJk6ciPPnz+PZZ59FRkYG0tLSsGTJErRo0QIAkJGRgZMnT8rHp6SkYMmSJbj//vvx1ltvIT4+Hm+88QauueYa+Zi3334bZWVluPbaa+1+1tNPP425c+fWy+eqL6Za6hEQkWvYkSJSj5QRw2aJSJnKdH22TURUXYMO8gFg5syZmDlzpsOvLVq0qNprgwcPxrZt22r8fsePH1fpzBo+qTPFGRMiz0mDZGazl0+ESAM4k0+kDp1cXd/LJ0JEDVKDTtcnZaTRXfaliDzH6vpE6pFKW3DXFyJldMwyI6JaMMjXMBOr6xMpxpRIIvWYuLUrkSpYL4aIasMgX8Ok9GIW3iPyHKvrE6mnMl3fyydC1MjpuJSMiGrBZlbDzCJnTIiUkjtSjPGJFJMCErZLRMpUtk1snIioOgb5GiYH+bzKRB6TZhzZkSJSzsTBZyJV6Ng2EVEtGP5pGNc+EinH2RIi9XDwmUgdbJuIqDYNfgs98pz03OdWRUSeq9ymiB0pIqXM0tauHHwmUoRr8onUk3epHGaziEBfA3wM2hiF1sanIIdM3EKPSDGuySdSj7yFHhsmIkVYXZ9IPTd/uAndnluG1YfOeftUVMMgX8NYeI9IOXlNPqN8IsW4jIxIHUzXJ1KPqMGYiUG+hrGKMZFy7EgRqUfeQo/tEpEiUjYMx5+JlJMGoLXUNDHI17DK/Yg19BtLVM/kNfnsSBEpVll4j+0SkRJM1ydSj1mDdcwY5GuYFkeliOqb9MAX2ZEiUqwyXd/LJ0LUyLEoLJF6mK5PjQpn8omUk5737EgRKcddX4jUUTkA7eUTIdIAKWbSUIzPIF/L5NQTLf3GEtUzqSPFIJ9IucoMM7ZLREoInMknUo0Wi8IyyNcwdqaIlJMe+JwtIVLOJBfe8/KJEDVyXJNPpB4tZpkxyNcwpusTKVdZeI8dKSKlRLZLRKrQcwCaSDWV2457+URUxCBfw8wscESkGGdLiNRjsm7tygwzImUEDkATqcYkai/7mUG+hknLtLS0voSovkkzjmaueyRSTM4wY7tEpAgHoInUY7YOQGupbWKQr2Em7kdMpJg0qssYn0g5OSWSvQ8iReQBaLZNRIpxCz1qVETOmBApxur6ROrRYgVjIm+Q7iFmmREpJ91GWmqaGORrmIlr8okUk+4fkSmRRIqZNVjBmMgbdPJMPtsmIqVMnMmnxkRek8/OFJHHWF2fSD1mzuQTqaJyTb53z4NIC7S48wuDfI2yTd9iZ4rIczquySdSjVmDsyVE3sB0fSL1VBYr9+55qIlBvkbZzjpyTT6R51hdn0g9Jg3uRUzkDZUD0GybiJSSljhzCz1q8Gwf+gKvMpHHuE0RkXqkwTItpUQSeQPT9YnUY2a6PjUW0n6PAGfyiZTQsbo+kWpYK4ZIHZzJJ1KPyHR9aixsH/paGpUiqm/SIBn7UUTKcQs9InXouJSMSDVarBfDIF+jbNfka+j3lajesbo+kXrklEi2S0SKMF2fSD2Va/K9fCIqYpCvUSLT9YlUobM+JZkSSaScFmdLiLyBA9BE6pFuIy1lPzPI1yjbhz47U0Seq9ymyMsnQqQBJut9xDX5RMpIwYjIIJ9IMS0OQDPI1yjbWUd2pog8J2+hx44UkWKV6fpsl4iUELjzC5FqpMlRLTVNDPI1yiwXN/LyiRA1ctIDnymRRMrJbRN7H0SKyOn6zDIjUkQUxcp0fQ1F+WxmNcqswbUlRN5gW12faZFEypg0mBJJ5A1M1ydSh+0tpKW2iUG+RlWmnWjnl5XIG2wf+KxiTKSMdA9pqSNF5A1M1ydSh1mjdcwY5GuUlBKppbQTIm+wrWnBzhSRMnLbxCwzIkWYrk+kDrttxzUUGWvoo5CtyiqRXj4RokbO9h4ycSqfSBEtVjAm8gZpEoeDz0TK2N5CWpocZZCvUSa5uJF2flmJvMF2xpF9KSJlTByAJlKFdA9xTT6RMkzXp0aFhfeI1GH7wGeFfSJlmK5PpA6p5hLbJSJlbLM0NRTjM8jXKqZEEqnDvvAeO1NESsiF9xjkEykiDZRxFRmRMrb3kJYGoBnkaxSDfCJ12D7vzexNESkiLyVj00SkCNP1idQhMl2fGhN2pIjUoberru/FEyHSAKkzpaXiRkTeIKfrs2EiUsT2FtJS3MQgX6NErsknUoVguyafnSkiRaT1wwKDfCJFmK5PpA77NfnaaZsY5GtU5Uy+dn5ZibxF6kwxLZJIGWlPbw5AEykj3UKsFUOkjJxhprF2qcEH+W+//TZSUlLg5+eH9PR0rF69utbjV61ahfT0dPj5+aFly5Z49913qx3z3XffoUOHDvD19UWHDh2wePHiujp9r5HX5Df4K0zU8EnPfVYxJlJGq50povomTeKwVgyRMnJBWI01Sw06BPz6668xe/ZsPP7449i+fTsGDhyIMWPG4OTJkw6PP3bsGC6//HIMHDgQ27dvx2OPPYZZs2bhu+++k49Zv349Jk6ciClTpmDnzp2YMmUKrr/+emzcuLG+Pla9YOE9IvXouPaRSBXSPcSmiUgZOchns0SkiFaXkTXoIP+1117DtGnTMH36dLRv3x7z589HYmIi3nnnHYfHv/vuu0hKSsL8+fPRvn17TJ8+HbfddhteffVV+Zj58+djxIgRePTRR9GuXTs8+uijGD58OObPn1/jeZSWliI/P9/uT0MnPfRZ3IhIOakzxYl8ImXYNhGpgxlmROqQsmG01i412CC/rKwMW7duxciRI+1eHzlyJNatW+fwPevXr692/KhRo7BlyxaUl5fXekxN3xMA5s2bh9DQUPlPYmKiJx+pXnG2hEg9UmoxZ/KJlGGWGZE6dKwVQ6QKken69SsnJwcmkwkxMTF2r8fExCAzM9PhezIzMx0eX1FRgZycnFqPqel7AsCjjz6KvLw8+c+pU6c8+Uj1Kq15KH68uz8WTOru7VMhavRY4IhIHXJRWK31pojqWeWafC+fCFEjp9XBZ4O3T8CZqusjRFGsdc2Eo+Orvu7u9/T19YWvr6/L59wQBPka0CUxzNunQaQJOnmrIgb5REpI95BeW30ponon14phu0SkSOWafC+fiMoa7Ex+ZGQk9Hp9tRn27OzsajPxktjYWIfHGwwGRERE1HpMTd+TiEjPAkdEqqjc+UVjvSmieqa39uCZrk+kjFZ3fWmwQb6Pjw/S09OxbNkyu9eXLVuGfv36OXxP3759qx3/xx9/oEePHjAajbUeU9P3JCISWF2fSBVSarHW0iKJ6pvAwWciVVRuoaetdqlBp+vPmTMHU6ZMQY8ePdC3b1+8//77OHnyJGbMmAHAslb+zJkz+OSTTwAAM2bMwIIFCzBnzhzcfvvtWL9+PRYuXIgvv/xS/p733XcfBg0ahJdeeglXXnklfvzxRyxfvhxr1qzxymckooZPmjFhuj6RMiaNrn0kqm/c2pVIHZXFyrXVLjXoIH/ixIk4f/48nn32WWRkZCAtLQ1LlixBixYtAAAZGRk4efKkfHxKSgqWLFmC+++/H2+99Rbi4+Pxxhtv4JprrpGP6devH7766is88cQTePLJJ5Gamoqvv/4avXv3rvfPR0SNAwscEalD3qqoweYREjUOHHwmUodcK0Zj7VKDDvIBYObMmZg5c6bDry1atKjaa4MHD8a2bdtq/Z7XXnstrr32WjVOj4iaADnIZ2eKSBGtVjEmqm/SPcRmiUgZUaPp+hobsyAiUp/O+qRkFWMiZUwa7UwR1TfWiiFSh1YHnxnkExE5oZdnTNiZIlJCq1WMieqbnhlmRKqoXJPv5RNRGYN8IiInKgsceflEiBo5rXamiOqbNE7GGJ9IGSkZRmuDzwzyiYickPb05owJkTImM2fyidQgp+uzXSJSRGS6PhFR0yTFI2aufSRSRIpH9BrrTBHVNz0Hn4lUodUMMwb5REROVFbX9/KJEDVy0qyj1vYjJqpv8uAz2yUiRcwaHXxmkE9E5ISOaZFEqmC6PpE65MFnRvlEijBdn4ioiWJaJJE6KjtTXj4RokaOtWKI1CGNk2ksxmeQT0TkDNfkE6lDyobRMconUoTp+kTqMHEmn4ioaaqcMfHyiRA1cmbrNpRaW/tIVN+Yrk+kDikbRmvLyBjkExE5Ia/JZ2eKSBGzRmdMiOpbZUFYtktESogiq+sTETVJ0qyjyM4UkSLSQJmOvQ8iRSrT9dkuESlhsmaYaW3wmc0sEZET0nOf1fWJlOFMPpE6uIyMSB1M1yciaqKkBz/T9YmUkfcj1lhniqi+MV2fSB1SXQutNUsM8omInNDJ6fpePhGiRo4z+UTqYLo+kTpYXZ+IqInScSafSBUmjc6YENW3yur6Xj4RokZO6toxyCciamI4Y0KkDiktkun6RMrodUzXJ1KDVtslBvlERE7oufaRSBVanTEhqm8CB5+JVGHmFnpERE0TqxgTqUOrax+J6pt0D5mYrk+kiIkz+URETZP03OeafCJlRI1uVURU35iuT6QOUaMZZgzyiYickDpTIjtTRIqw8B6ROriFHpE6tJphxiCfiMgJQWB1fSI1yEE+o3wiRZhhRqSOyq1dvXwiKmOQT0TkRGXhPS+fCFEjJ0066jU2Y0JU3+R0fTZMRIqwuj4RURPFLfSI1KHVtEii+iYX3mO7RKSIVnd9YZBPROSEjgWOiFQhp0Wy90GkSOVMvpdPhKiR0+oyMjazREROcKsiInVIAYnWZkyI6hsL7xGpg2vyiYiaKD07U0SqMHELPSJVSNkwTNcnUkbq22mtVgyDfCIiJ6TOFAscESlj5pp8IlVIAYkocntXIiWkrp2gsXaJQT4RkRM6VtcnUkwURbm6PifyiZSxzYbhNnpEnjPJ1fW9fCIq09jHISJSH6sYEylnG4cwXZ9IGdsiYWybiDwnajTDjEE+EZETUkDClEgiz9nONmotLZKovtkGJGyaiDwnFVVmdX0ioiZG6ksxJZLIc7aFKzmTT6SMbZEwtk1EnmN1fSKiJkrPNflEitkF+ZzJJ1JEZ9ODZ7o+kedYXZ+IqImSUri4hR6R5+zT9b14IkQaYBuQcOcXIs9JfTutLSNjkE9E5IRcXZ8dKSKPmc2V/890fSJldEzXJ1KFtCZfa+0Sg3wiIiek5z5TIok8Z5sJo7UqxkT1zbZIGGN8Is+JXJNPRNQ0VVbX9/KJEDViJrsg34snQqQRei4lI1JMyoRhdX0ioiZGWqfFlEgiz9lWMNba2kcib9CzbSJSTLp9tJZhxiCfiMgJuSPF2RIij0lr8rXWkSLyFqnCPoN8Is+xuj4RURMlZXCJDPKJPCYNkmktJZLIW+SisGybiDwmp+trrGlikE9E5IQUlHC2hMhzZo12pIi8RS8H+V4+EaJGzKzRAWgG+URETlQWN/LyiRA1YlpNiSTyFg5AEylXWS9GW20Tg3wiIiekwV0zO1JEHpOLG2lstoTIW1hdn0g5qV6MXmNtU4MN8i9evIgpU6YgNDQUoaGhmDJlCnJzc2t9jyiKmDt3LuLj4+Hv748hQ4Zgz5498tcvXLiAe++9F23btkVAQACSkpIwa9Ys5OXl1fGnIaLGjOseiZSrXPeorY4UkbdIMQln8ok8Z+JMfv2aNGkSduzYgaVLl2Lp0qXYsWMHpkyZUut7Xn75Zbz22mtYsGABNm/ejNjYWIwYMQIFBQUAgLNnz+Ls2bN49dVXsWvXLixatAhLly7FtGnT6uMjEVEjpZOr63v5RIgaMTldX2OzJUTeouMWekSK2W7vqiUGb5+AI/v27cPSpUuxYcMG9O7dGwDwwQcfoG/fvjhw4ADatm1b7T2iKGL+/Pl4/PHHMWHCBADAxx9/jJiYGHzxxRe48847kZaWhu+++05+T2pqKv7973/jpptuQkVFBQwGx/8cpaWlKC0tlf+en5+v5sclogaOKZFEynEmn0hdUtvEponIc9JSTK0NQDfImfz169cjNDRUDvABoE+fPggNDcW6descvufYsWPIzMzEyJEj5dd8fX0xePDgGt8DAHl5eQgJCakxwAeAefPmycsGQkNDkZiY6MGnIqLGimvyiZQzyR0pL58IkUZUZpmxbSLylNS1EzQ2AN0gm9rMzExER0dXez06OhqZmZk1vgcAYmJi7F6PiYmp8T3nz5/Hc889hzvvvLPW83n00UeRl5cn/zl16pQrH4OINELHmXwixVhdn0hdelbXJ1LMJLdNXj4RldVrkD937lwIglDrny1btgBwPJoiiqLTUZaqX6/pPfn5+Rg7diw6dOiAp59+utbv6evri5CQELs/RNR0VK579PKJEDVicrq+xlIiibxFzjLjADSRx0RRm21Tva7Jv+eee3DDDTfUekxycjL++ecfZGVlVfvauXPnqs3US2JjYwFYZvTj4uLk17Ozs6u9p6CgAKNHj0ZQUBAWL14Mo9Ho7kchoiZEmnkU2ZEi8hgL7xGpS84y40w+kce0Wi+mXoP8yMhIREZGOj2ub9++yMvLw6ZNm9CrVy8AwMaNG5GXl4d+/fo5fE9KSgpiY2OxbNkydOvWDQBQVlaGVatW4aWXXpKPy8/Px6hRo+Dr64uffvoJfn5+KnwyItIy6bnPdY9EnpMyYZiuT6QOPdfkEykmjZFpLchvkGvy27dvj9GjR+P222/Hhg0bsGHDBtx+++0YN26cXWX9du3aYfHixQAsafqzZ8/GCy+8gMWLF2P37t2YOnUqAgICMGnSJACWGfyRI0eiqKgICxcuRH5+PjIzM5GZmQmTyeSVz0pEDV9ldX0vnwhRI8Z0fSJ1yW0Tl5IRecys0aKwDXILPQD4/PPPMWvWLLla/hVXXIEFCxbYHXPgwAHk5eXJf3/44Ydx6dIlzJw5ExcvXkTv3r3xxx9/IDg4GACwdetWbNy4EQDQqlUru+917NgxJCcn1+EnIqLGShrdZUokkedYeI9IXQJn8okUk9omrVXXb7BBfnh4OD777LNaj6m6PlYQBMydOxdz5851ePyQIUO4ppaI3Mbq+kTKcSafSF3SzCMHoIk8Z7LePlobgNZYYgIRkfqkmITbFBF5Tt6miD0PIlVIQQkHoIk8V1ld38snojKNfRwiIvVVVtf38okQNWLyukeNzZYQeYuUFcMBaCLPabW6PoN8IiInuO6RSDmm6xOpizP5RMpJ9w+DfCKiJkbPNflEirHwHpG6pKDExOr6RB6TdqfQa2wAmkE+EZET0nOfxY2IPCcFIlqbLSHyFmkNMbPMiDxXOZPv5RNRGYN8IiInKqvre/lEiBoxk0aLGxF5izTzyJ2jiDxnYro+EVHTVJkSyY4Ukafkwntamy4h8hK2TUTKSbcPg3wioiaGxY2IlNNqBWMib2GQT6ScVgegGeQTETkhr8lnkE/kMSklUmsdKSJvYVFYIuWkQTKtjT8zyCcicoJ7ERMpJ8+WaK0nReQlrK5PpJxZowPQDPKJiJyQOlKcLCHyXGXhPW11pIi8RW/txXMmn8hzZhbeIyJqmvTcpohIMc7kE6mL6fpEyrHwHhFRE6Vj4T0ixUwaLW5E5C0CC+8RKWaWi8J6+URUxiCfiMgJOcjnukcij5mk2RKt9aSIvETPIJ9IMa7JJyJqopgSSaRcZbq+l0+ESCPYNhEpJy3FFJiuT0TUtEjPfc6WEHnOzMJ7RKqqXErm5RMhasSkLE3O5BMRNTGVsyVePhGiRkyaLWHhPSJ16DgATaRYZXV9L5+IyhjkExE5wcJ7RMqZWXiPSFXyADSDfCKPmczcQo+IqElikE+knMmaEsl0fSJ1SPcSt3cl8pzUtzNorGAMg3wiIieYEkmkHNP1idSlFziTT6RUhfX+MWhsAJpBPhGRE1JKJCdLiDzHdH0idbFeDJFyJpPUNmkrLNbWpyEiqgM67kVMpJhJ1Oa6RyJvkXd+4Qg0kccqzNrMMmOQT0TkhI57ERMpZjZrs4IxkbcwXZ9IOXkpGdfkExE1LVJQwiCfyHMmpusTqUq6l5hlRuQ5E9fkExE1TXqm6xMpJqfra6wjReQtrK5PpIwoitxCj4ioqbItbiSyM0XkEbNG1z0SeYs0XsZmicgztnM3nMknImpiDDYVVys4m0/kEc7kE6mLWWZEylSYzfL/c00+EVETY7B58LMzReQZk7UvxZl8InVIW35x8JnIM7Z9Os7kExE1MbaFwspN5lqOJKKayOn67HkQqUIagK5gu0TkEdsgn2vyiYiaGKNNVMKZfCLPMF2fSF0GVtcnUoQz+URETZjtc7/cxM4UkSdYeI9IXQbrAHQ5g3wij9guddHa9q4M8omInBAEAUY9Z0yIlJBm8rXWkSLyFiPT9YkUqVxGJkDQ2AC0wdsn0JgVl1XAUFbh7dMgonogxSX5l8oR4s9HJ5G7SitMAIAKk4hitp1EikmFwUvKzbyniDxQUGK5b3RAo7mHXD1PQeSmz27Lz89HaGgoEmf/DzrfAG+fDhEREREREWmcubQYp+Zfj7y8PISEhNR4HNP1iYiIiIiIiDSCM/kekGbyM86dr3UEhYi0Y+BLK3G+qAw/3N0PbWKCvX06RI3OjE+34u9DOXj+qjRM6N7c26dD1Ogt2ZWBB7/5Bz1aNMMn03p5+3SIGp0j54ow/s01CPEzYMNjw719Oi7Jz89HXFSE05l8LixVIMDHgAAf/hMSNQXSNnoGnY73PZEHpBmFAB897yEiFQT5Wu4jEeA9ReQBH2vfzqhvPH27ChfPk+n6REQuMEhVjFldn8gj5dYK4NK2X0SkjEFnuZdYXZ/IMxXW6pVa3PWFLS0RkQsMOm5VRKSEtP2kUYOdKSJv4OAzaUlZhRl/7MnE4ezCevuZ0g4VBg22S40jL4GIyMukUV52pkgLFm8/jb1n83H7wJaIDvGrl59Zbqrcj5iIlJOWkVWY2C5R4/d/yw7gvVVH4WvQ4bHL26N1TBD6toyo0/3rpZl8nQbbJQb5REQu8EZn6mzuJRzILMDgNlGabIDIO7advIj7v94JAPh5Zwa6JYXh+p6JGNo2uk5/rtSZMjJdn0gV0uxjuZkZZtS4iaKIn3acBQCUVpjx9E97AABzx3fA1P4pdfZzpQwzzuQTETVRlTP5dduZKi6rwOt/HsKZi5ewYn82istMeGhUW9w9tFWd/lxqOn7cfkb+/8z8Evy2OxMr9mdjxYNDEB/qV2ezJtIAmZRiTETKGLww+HyhqAyfbTiB/q0ikd6iWb39XNK2vRn5yMgrgSAAV3VtjhX7s5F3qRz/XrIP+zIKUGEW8fDotvjndB70OmBo22hV2iopyNdihhmDfCIiF9RXZ+rfv+7D5xtP2r320drjuGtwKmfzSTFRFLHiQDYA4N9Xp+FSmQnv/30U2QWl6P/iCgT5GjC0XTRGdIjBh2uO4e6hrTCiQ4wqP7tCnjHhTD6RGoz6+qsV878tp7BgxWGcvlgMswi8tfIw/npoCOJC/ev8Z5P2rdhnaZeGt4vBfyZ2hdks4ob3N2DT8Qv4esspAMB3207Lx789uTsu7xSn+OeaNNwuNdhPdPHiRUyZMgWhoaEIDQ3FlClTkJubW+t7RFHE3LlzER8fD39/fwwZMgR79uyp8dgxY8ZAEAT88MMP6n8AItIUg8pr8vNLyjH7q+14bPEurD9yHmPfWI3R8/+WA/zxXeLx/FVp8DfqkVNYij1n81X5uZ4ysxaBKkxe/nc8mlOEUxcuwUevw9XdmmP6wJb4cGpP+euFpRX4eedZzPpyO3acysV9X21HcVmFKj+7Qq6uz8EqIjVIgUm5ys8VURTl/xaVVuDE+SI89eNunLxgCfABS0r1d1tP1/JdqDGRrrm3/LnfGuS3tywb0+kEPH+1pQ/kaML+v6uPqvJzpT6dFidRGuxM/qRJk3D69GksXboUAHDHHXdgypQp+Pnnn2t8z8svv4zXXnsNixYtQps2bfD8889jxIgROHDgAIKDg+2OnT9/fp0WciAibTGonK7/1orD+MG6/uyLKjP3Y9Ji8eaN3QAAqw6ew7K9WVh1MBudEkJV+dnuuFhUhlf/OIBvtpxG+/gQLLylByKDfOv9PLRg3m/78N/Vx9A1MQwvX9sZqVFB9X4Oqw+eAwD0TGkm7wmc1jwUc8d3wG+7MxHib8SyvVny8cVlJizZlYlr0xMU/+wKDa99JPIGQx3M5L+0dD8Wrj6GW/snY+fpXGw4ekH+WuvoIDwxrgMOZxfiuV/2YtXBc7hnWGvVfrarRFHE73sy8crvB3CuoBRPje+oyjOqKTpxvghTFm5C3qVyPDKmHW7slVTv53CuoBQ7T+cCAIa1q6wN0yYmGGv+NRQGnQ6HzxXi6Z92o3NCGL7efArbTubiyLlCxe2oSdRuu9Qgg/x9+/Zh6dKl2LBhA3r37g0A+OCDD9C3b18cOHAAbdu2rfYeURQxf/58PP7445gwYQIA4OOPP0ZMTAy++OIL3HnnnfKxO3fuxGuvvYbNmzcjLs55qkdpaSlKS0vlv+fne3dGjYjqn9SZUmMmtqzCjG+rzICEBRjRIiIQvnodnh7fUX59cJsoLNubhb8P5tR7Z2r7yYuY8dlWZOVbnn87T+XihSX78Nr1Xev1PLTgyLlCvLfKMvOw9cRFXPHmGrx8bReM7aw83dAdfx/KAQAMbB1l9/rU/ilycaN1R3Jw+uIlnLl4Ca//eQg/bD+jTpBvXerCwntE6qjc2lWdWdjD2QV4568jAID3/rafKfU16PD+zT2QEhmIlpGBeO6Xvdh2MhcFJeUI9jOq8vNdUVZhxiPf/YPvbWqLPPr9P+iVHI6kiIB6Ow+tmL/8EE5eKAYAPPr9Luw9m4+nxneo1+f0XweyIYpAWvMQxFTZ7SXCOqmQ3qIZfrl3IAAgK68Ef+7PxndbT+Ph0e0U/WyThnd9aZAt7fr16xEaGioH+ADQp08fhIaGYt26dQ7fc+zYMWRmZmLkyJHya76+vhg8eLDde4qLi3HjjTdiwYIFiI2Ndel85s2bJy8bCA0NRWJiooefjIgaKyktUo3O1Ir9WThfVIboYF98Mb03HhrVFsvnDMaPd/fH/2b0RWxoZSM3uI0lGNt68iLyLpUr/tmO5JeU49SFYrsBjGM5Rbh10WZk5ZciNSoQD42yDK7+tOMssvNL6uQ8tGzR2uMAgI7xIeidEo6iMhPu/mIbft551u64i0VlOH2xuE7OobTChA1HzwMABlUJ8m31S43E9T0S5cB+7ZEcZKlwzaUsGC12poi8QQrE1Kqu/9kG+6wyP6MOj13eDjf1ScJHt/ZESmQgACAxPADJEQEwmUWsO3JelZ9dlSiKyMi7hJJyk91rT/24G99vPwO9TsDdQ1PRJSEU5SYRH607VifnoWVZ+SVyGzS6YywEAfh0wwnctmgzSitMdseWm8x1tmxvhTVVf1g71+q/SG3T99vOKJ54kdolzuTXk8zMTERHV9/KJzo6GpmZmTW+BwBiYux/QWJiYnDixAn57/fffz/69euHK6+80uXzefTRRzFnzhz57/n5+Qz0iZoYNdP1v9psKSJzTXoC+rWKRL9WkTUemxgegNSoQBw5V4R1h3MwRoVCM7ZWHsjGXZ9tRUm5Gb4GHdKah2Jiz0S8//dR5BaXo2tiGD6f3huBvgas2J+NrScu4vvtZzBjcKqq56FlucVlcubG42Pbo1dyOOb+vAefbTiJh7/9B0F+Bqw9lIPfdmfiTO4lAMCE7s3xf9d1UXVZ2ZbjF1FcZkJUsC/axQY7PT4xPAA9k5th8/GL+H7bGdw1RNk1l9L1jVyTT6SKynR95cFXucmMn6wB36JbeyIq2BfNAnwQH+a4sN6QttFYtO44Vu7PxqiOrk2auXMud322Dcv3ZUEQgLgQP/RvFYnwQB98tfkUdALw3k3puKxDDHomZ2PqR5vx/bYzeGRMO/ga9Kqei5Z9uv4EKswieiY3w7tT0vHHnkzM/noHVh/KwWPf78bMoan4dP0JLNubhYy8S4gK9sV7U3qga2KYaudQbjJjtTXDzDZVvzbD2kcjLMCIzPwSrDqY7fLggCNl1nvHx9Ag570VqddPNHfuXAiCUOufLVu2AIDDjo0oik47PFW/bvuen376CStWrMD8+fPdOm9fX1+EhITY/SGipkXqTJUr7Eydzb2EVdZ10df3cG2wcHAbS8MnvU8tJeUmPPi/nSgptwxclFaYsfXERTz87T84nF2I6GBfvH9zOgJ9LePB13S3jJ7/YJMmSc59tfkULpWb0D4uBH1bRsCg12Hu+I4Y2DoSl8pNuPWjzfjvmmNygA9YZih+2KHuv/Nf1qr6g9tEuVxk6Lp0y+/oF5tOKJ8xMWm3ijGRN8gZZmZRceG0VQfO4UJRGSKDfDGgVSQ6xofWGOADwFBrQLbyQLbqRdu+3Xoay/dZaoOIInA2rwTfbD0tLyH41+h2uMy668fA1lGIDfFD3qVyrLTOCJNzJeUmfL7RMgk6bYBlqdbIjrF496Z06HUCvtt2GsP/bxUWrTuOM7mXYBaBrPxSzPpye7VZfiWOnCtEYWkFgv0M6NzctbpDvgY9rrX2R6rWNHJXWYWl/6PFZWT1+onuuece7Nu3r9Y/aWlpiI2NRVZWVrX3nzt3rtpMvURKva8605+dnS2/Z8WKFThy5AjCwsJgMBhgMFg7rtdcgyFDhqj4SYlIa3ysswNSg+Cp77edhigCfVqGy6mPzgxqY5npX30oR9XO1E87zuJ8URkSmvlj/3OjseKBwbh7aCoiAn3QOjoIH07tiejgyqUDYzvFwUevw/7MAuzPVLc2SbnJrGrHoaGoMJnxybrjAIDb+ifLg84GvQ4LJnVHr+RwAECXxDB8cHMP/DN3pLw04q2VR1S93uulVP02NafqVzW+SzxC/Y04deESNh+/4PwNtShndX0iVdnOPiodgF5sHby9smu8vGVsbXqnhMPfqEdWfin2ZRQo+tm2RFHEwjWW1PvHL2+PzY9fhk+n9cLgNlGIDPLBPUNb4Y5BLeXj9ToBV3VrDgD4bpu6A6OiKOLE+SKXn8PerlDvjsXbz+BicTkSmvljRIfKTIxBbaLw/FVp0OsECAIwvF00PpraE38+MBhRwb44eaEY321V79/5YFYhAKBtTLBbFe6v7m655huOXlBUeFJql7QY5Ndrun5kZCQiI2tOS5X07dsXeXl52LRpE3r16gUA2LhxI/Ly8tCvXz+H70lJSUFsbCyWLVuGbt0sVanLysqwatUqvPTSSwCARx55BNOnT7d7X6dOnfCf//wH48ePV/LRiEjj/KydqRKFgeim4xcBwK39XXunRMBHr8OZ3Es4mlOkWlX2LzdbRsCn9GkBP6MeLaOC8NCodnholONCNqEBRgxpG4U/9mbhh+1n8cgYdbKazhWU4qq31qLcZMb3M/shoVnNxZNMZhHzlx/E0XNFeHp8B0RXKdJT1fGcIhzKLsSQtlFOG/HPN57Af5YdxEOj2mJiT3UqDK8+nIOzeSUID/TB+C7xdl8L9TfifzP6orC0AkG+lc3xzX1b4J2/juBwdiHWHM6pViTPEyazKHemXJ0tAQB/Hz0GtYnCzzvPYtOxC+jTMkLROQCcySdSi7+xMjX9UrnJ45TjwtIKeeb8amvA7IyfUY++qRFYsT8bqw+dQ4d4ddqDYzlFOJxdCB+9Djf0SkSwnxFRwVG1PgcndG+Od1cdwcr92bhQVIbwQB9VzuXl3w/gnb+OYGynOCyY1K3GbOJzBaVYezgHz/2yF31TI/DGDd2cBqwl5SbodYLTdqmk3ITZX+1AYWkF3prUHaEB6hQ5/J917/lb+iZXq5NyY68kjLRmSkTY7KZz1+BUPPvLXrz39xHc0DNRlW3nDmdZBohax7jXr2kXG4JgPwMKSipwMKvQ498/Kcj3Zbp+/Wjfvj1Gjx6N22+/HRs2bMCGDRtw++23Y9y4cXaV9du1a4fFixcDsKTpz549Gy+88AIWL16M3bt3Y+rUqQgICMCkSZMAWGb709LS7P4AQFJSElJSUur/gxJRo+Fn7UxJqe2eEEURu6zbxHRJCHP5ff4+evRIbgYAcuE0pfKKy7HjlOVcruzqWqcOqOwA/rTjjGpFeBZvP40zuZeQXVCKt1YecXhMQUk5Hlu8C8P+7y+8ueIwft2Vgcd/2F3r9z1XUIrxb67B7Z9swYxPt9qlw1d1oagMT/6wGzmFZXjqxz12xZ6U+NE6O3ZFl3j5d6gq2wAfAIL9jLiqm2VAYLFKSyNOnC9CWYUZfkYdksLdq0Dd0/q7J/2+eMJsFiu30ONMPpEqjHpBDtCUPLNWHzyH0gozUiID0dGNYGlga8vE3d+H1FtKJq3P7pHczOWq/W1igtGpeSgqzGK1YqaeKjeZ8el6Szr7r7sy8N22M8gvqV789qFvdqLnv5dj9tc7cL6oDL/8k4GlexzXD5P8uOMMOs/9A6P+8zfO1tIuAZZ09KV7MrHmcA4+UGlv+FMXirH9ZC50AnBlt3iHx0QE+doF+ABwQ69EBPkacOJ8MTYpzOySHMq2DD63inZeJ8aWXiegbYzlPYfPFXr88yvT9bXXLjXIIB8APv/8c3Tq1AkjR47EyJEj0blzZ3z66ad2xxw4cAB5eXny3x9++GHMnj0bM2fORI8ePXDmzBn88ccfCA527xeHiKgqaZRXSUr5mdxLuFhcDoNOQFsXCp/Z6mItdLPnrDpp8huOnYcoAqlRgXbV/J0Z2i4awX4GnM0rUa2RX7KrskP05aaT6DT3d3xsTXGXzF9+CF9sPIkT5ysrzy/fl4VTF2quRP/phhMoKK0AAPy5Pxv9X1yBxxfvsjumpNyE53/Zi+7PLYM0ZlFaYZar/SohiqLcYXUncwMArrIOvPy+O1OVAYeD1tmSNm6mRErvAYDD2Qo6UjbplDUNdhCRewRBkGfzL5V5/pzYbh3A65ca4VaxT2l2ffPxi4qXsklWWwcM3M1gmtBdStk/7eRI12w9cRGF1vYDAB78Zif6v7hCfpYCwN6z+fjGWlTVdjZcmiV3pNxkxou/7UeZyYyjOUUY+8ZqPP3j7mrP+TO5l/Dib/vx7C975dd+3HlGlSUBaw5LAynhdkvynAnwMWCstS37cYc6gylSkN862v0MxZZRliWPR5UE+RpO12+wnyg8PByfffYZ8vPzkZ+fj88++wxhYWF2x4iiiKlTp8p/FwQBc+fORUZGBkpKSrBq1Sp5tr4moijiqquuUv8DEJGmSIFJqYKZ/F2nLYOSbWOD3Q50pNmVPWfynBzpmvXWbY/611LZ3xE/ox5j0izr937blaH4PM7kXsKOU7kQBMgV3wtKKjDvt30osM6alJSb5I7bbf1TsPLBIejfKgKiaBkUcKSk3ITPNlhmYa5LT0AL6/7Jn/9/e3ceHlV97w/8fWbLvofsO5AFwhISlrDvipYL1qJtreLSxV7UttzWq7a9drFa76332vugUlrFUn+t2oLodSsoJCCLECCAQBCyk4UkJJkkk4SZyZzfH2fOyU5mzky24f16njwPSc5MvjHHc87n+/18P5/PK/BFj/+Grx0qxZ8+6269JD80uGM1qOxaO66ZzDDoNJgR73iKPADMSghBRIAXTOYunKxocnksRbXdQb6z5O0hlU3tqiccrvcIADwxLZJotMj3kg4XJgMLK5oBwOmq6RMn+CHIRw+z1dYr+FXLbLUp9ya5Fo2j5O1QZ64Y0dB23eWxyEX8bp0ahfhQqQBha6cV2w50r6bLwfyazChc+NWt2P/jpQCAA1/WD9oK9cOzNagxSi1Jw/wMaGq34M9HyrFl32XlGJtNxH2vfo6t+VJmm59BC61GsNdGcf1+cLJceg85S8sZt9rv/59ddj17w2y1oazBBMD5dH2g+95UXG9yaQwAq+sTEd20vPX2PfkuPEidsQeX0+OcC/gAYGqM9Jqi2laXiszIDtln8udPdH6PtdzmxtX+yKIoKoH47MRQ7PrX+Xjt/hwYdBp0Wmz46Gwtjpc14o2j5WhutyA6yBs/vT0DyeF+uHdeIgDgreOVA2ZXvF1QiUaTGbHBPnjuq9OQ/5NlWDdTegh8zR7Ui6KIXfZCTSkT/PDLf5mK//26VNPl0wt1OO9i1kSBPdNhemyQ022dNBpB+dsccUMfavkBPE1FkB/ub0CQjx6iKO2XVUP+G2kEz+xHTDRafA2uBfnWLhvO2u9NWQnBTr1WEATlfnbmiusT0CcrmmAydyHc34CMKOf2WIf7eynXtwIXs8y6bCLePyNNYn9lRjTef3QRXrx7JgApSH+3sAo/3/0FXrdnnN2VEw+DToPkcD8snBQOmwgl1b8nm03Ey/YtaT9amYr9P1mKx5ZPAgDsOFKmPF+cqGhSAteshGC8/K1s3GnPVPjl/51DXWunS7/fCfvE8awE54P8Ocmh0NknHCquDZ5J54iyayZYbSICvHSIGqK+zkCS7MWLy6+pD/I9ufCe5/1GRETDoHtPvvogX15BnhYb7PRrE0N94e+lw3WrzaX9ZwBQ19qJS3VtEASoKqQ2NzkMgiCl2bnysPHiJ5fwSp70wHP37Hj4GnRYnh6pPPQ8vvMMNmw9gmc+uAAA2JATr6RErsyIRHSQN66ZunvQyyxdNvwhX1pt+d6SFKVStNwmaNepKiz9r/24f/txqcCTToPdmxZg4/wkTI0JRHZiCMxdNmzYenjI/ZI3Iq/AZ6tYLQGAXDcG+RftK/nObhMBpAf57rRIlUG+RS5upHUqHZiIbszVdP0vr7ahw9KFAC8dUsKdX02dFisH+c2qfn5Pcqr+wknhqoq6zUmWupV8Xqo+yG83W3HnK4dR1dwBX4MWy9MjEOSjx7qZMYgP9UG7uQs/eLMQf7FPUMcG+/TqWHL//CQAUtZYk8nc673/ea4WF6+2IsBLh/vnJyHQW48frExFXIgPWjqtePGTS/jz4TJl8vvOWXF4518XYEnqBHx/6SQE++pxrroFT+26cT2aG2luNyvX8SwVQb6flw5T7X/zQhf/5pfsxWAnRfqrui/I9WUqbrBtbyhyVwpPzDDzvN+IiGgYeLlYeE8URWWlY5oT1c1lGo2gVI89V+XaCrMcNE6NCUSwr/NViEP8DJgSHdjrvZzVbrbiFXsq4kMLk3tVdB6oEGCwrx7fmttd8V6n1eB79jZKL+273Gs/6Idna1DV3IFwfwPuyolXvj49LlhJTyy71o78L6UHylUZkQi0F3gSBAGvbsxBaqQ/TOYu7HJhf+cJe0pktooHKQCYkywF+WeqjC7Vgui0dKHMvuKiJsgHoDz8lzaom2CS0/W99HzsIHInb4NrQb5cUHN6fJCqwHq6vYjsaTes5Ms1TNR2FJltD/KPuRDkv3msEoWVzfDRa/GbOzLha5AKowqCgDuy4nodmxDqi2fuyOy1H395egQyogPRdt3ar1CenH7/wIIkpUq+ViPgG3MSlO8//d45Zb+7nH0GAMnhftjxoNRxbF/R1QGLADpC/jslhfmq7kIwLVa6/3/h4vbBS3X2yvoq9uMD3UF+c7sFxg51/z26C+953r3J834jIqJh4GrhvcrGDhg7LDBoNUiNUndDy7Sn7H9R7dqN9fBlKTCfP9G5PY89yXv51Qb5Z68YYbbaEBnohZ/dntHr4TI+1BePLZ+EIB89fnNHJt787jz884eL+7XL+/qcBEQEeKHa2Kns2RdFEX86KKXj35eb1K/2wRNr0pXVekB6wHpwYVKvY4J9Dcp2ALUrQi2dFqWg0KxEdUF+UpgvwvwMMFttLj1MFde3ocsmIshHj4gAr6FfMABlJd/FdH1PXC0hGk0+9omzdpVZZnLGUVa8uuuUXG/ky6utMPUoVOesRpNZ2TYgV+131jx7kH++pgWNfVbRHSVP/v7b6tR+Qf3DS1Jwd048HlyQjC+fWYMDjy/DsrSIXsdoNAJ+tHIyAOD1w2VobpfGUVjZjNNXjDBoNdhoX+2X3T07HmF9Au74UJ9+2+mmxwUjMcwXNlH9loQz9kmdGU7WX+g1Dns24lkXJ3a6i+6pm3z289Ih3N4BQO3WAU8uvKcb+hAiIvJxsbiR/PCSHh3g9P5sWWase1byDxWr348vy50Yhm0HSlTvy5dXj2bGBw+Yprd5dRo2r07r9/WevPVafHdxCp754AL+dLAEd+fE41hZI85WGeGl0+CeHiv/suzEUHzw2CIAUmVkL71GKd7TkxyYF1Y0w2YTnV7hKqxohihKKw3h/uoCa0EQkJ0Ygj3nr6KgrAnZiaGq3qeoRlotSY8KUJ0qnxzuYrq+Bxc3IhpNYX7S9eWaymJzcpA/KzFY1eujg3wQG+yjFFF1tpir7LPLDRBF6TrVd0LXURGB3kiPCkBRbSsOXqp3qj0sIE0Sy/cmOfW/J1+DDs9/bfqQ77NqSiQyogNxoaYFfzlSjkdXTMYO+/79r8yI7teaLtzfC3k/WYr61usw6DT4x4krWD8zVtlq1tOcpFCUX2vHyfJmLE+PdOr3A4DT9hT76U608e0rM7Z7wUHN/VF2yV4rZpKKonuyhFAfNLRdR0VjO6apqHfEwntERDe5YHtqXXO72hS5ZgDdN0c15Nees99Y1ahsbMeVpg7oNAJmJ6kLGgFgdpJUfKeisf2GbewG0x3kq1s9kt09Ox4BXjoU15vwwt6LeO6jIgDAndlx/R6k+poSEzhggA9IBep89Fq0XreiZJAUdWO7BcWD1EfIuyitBuWo3I8vk19fUK6+onJRrTQplBHtXCGrnrqD/DZVLZzkWhZqJ7iIaGARgdJ17g/5Jehy8r5wpakdJfUmCIL6lXygx3XKhcrvB+0r6D33t6uxxP56uXCeM0obTDB2WOCl0yDdycJ/PQmCgIeXSNvJth0swWuflWJ3oVTkdWNu0oCvCfDWI2WCP+JCfPHDlalKUbm+ZtqLI56qHPi/9XVrF7YdKMZh+2R+T2arDZ+XSBkA2SozzACpEr6XToPWTivKVBa9u27tUiaN1RSElSWG2YvvNaobR3e6vufVimGQT0TkgBD73vVrKlMA5T2COS7cWFPC/eCt18Bk7ho0uByKfOOfGR8MPy/1yVz+XjqlEvP/+7x3GztRFPHbj4pw76ufo2qQwnVykO9sNee+Arz1eGiRVFDvpf3FOF3ZDL1WwMOLJ7r0vjqtRqmdcMreXqons9WGdS99hhUv5OPVHi34AKmw4T9OSK2Vbp0a5dI45NX7k+VNqvsjy+3z0lXuxwe6g/yWTiuaVEx0tXZKabwB3kwgJHKnRPu+5NqWTuw84VwNkQ/tbVDnJociROX+bKD7vnasTF1mlyiKPfbjq99GBgAbcqQU+08uXO3XDaTRZMbv/nlRqZfSl3xfyowNcnll9/Zp0ZgeF4TWTit+9f552ERgXkqoS2nyQHebwzOVA0/2P/dhEZ79sAgbXzuGy3W9nxP++nk5Wq9bEe7vhekuLDjotRqlre9plcX3Ll1tg9W+jSw6SF3mBtCj+J7KdP12ey0LV56HxioG+UREDgjzlx6A6luvO923vN1sVfZUu7J6rtNqlNn3oyXqHqYOyfvxVaZU9vTwEimQfu1QKa62dMLYbsHfCyqxNb8EW/OLcfBSA/5jd/8qwDXGDtQYO6ER1BUh7OvR5ZPxs9szsGBSGLISgvHSN2chIczX5feV95oO9BDzdkGlUszu1++fx11/OIKt+cXKBEdLpxWZsYFKu0G1MmMDYdBpcM1kVtW+rssmKj2w5TaManjrtYgNlnpFqym+1x3k61WPgYj667lv/LPL/Vdvb+TDs7UAgNunxwxx5I3J95PjpU2q9uUX17ehtqUTBp3GpXskAEyKCMDy9AiIIvBKntR7vq6lE2UNJvzk76exZf9lfOOPR1Fj7D8BLRfHVdPmti+dVoO/PDgX31ucguRwP0yPC8JzXx061X8oPbPMek72d9lEFNW24G/HpEl3S5eIlf+dj1tfPIBPzl9FxbV2/PZjKdPtBysmqU6xl8lZeIUDTII74kKNnGGmfhsZ4HqFffl8lVtRehLPm7YgIhoGkQHeCPUzoNFkxv2vHcPpp1c7fGMqrGiG1SYiOsgbcSE+Lo1j/sRwHLp8DYeLr+HeQdL+BiOKorKH3pX9+LLl6RHISQxBQXkTth8qw+W6Nnxy4WqvYz4tqsMbR8uxMiMSUfbZ+k8v1AGQVkvcMXuu1Qj49qIUfHtRisvv1ZO84pJ3sR5XmtoRF+KL42WN+O1HRf1Wgo6VNuJYaSNaOizYfUpKy/zN+mkD7ql0hpdOixlxQThe1oSC8iakDLK9YDAXalrQet2KAC+d0p1BreRwP1Q1d6C43uR0fYAWe+XjQK7kE7lVkK8ef7wvB9/ZUeDURGC72arUinF1MjIl3A/xoT6obOzA4eJrWDXFub3i8uTz7KSQfsVS1di0bBL2FdVh18kq3DkrDt/+cwFae0w+mK02vH64DE+uyej1OnkCf4YL+9V7CvLV48nbMvDkbRlDH+wgnVaDaXFBOFbaiOc+KsIv1k6Fr5cW6186hCtN0sRFsK8ebZ1WWG0iimpb8aO3CjEjPhidFhtyU8Jwz9xEl8cxMyEYONSd/eAseeHDlW1kAJBon9AvV7mSbzJL54U/V/KJiG5OGo2An39FulG3dFqVm6kjjtv3Kc5OCnW5R7jSO73kmtP78i/VtaGh7Tq89RqX0+QBad/h9+yr+Vvzi3sF+PMnhuH2adEAgJ/t/gK3vHgAtcZO/OK9c/iZfXXfler+I2FOcij0WgFXmjqw8Pn92F9Uh81vFyoBflyID/b/eClmJQQrqwAv5xXDJkqFl1xNy5TJRQBPqNjvKmd85CSF9GrzpIacsq8mo0Bu98SVfCL3kyePrzQ5HuicrjSiyz75LGfpqCUIglJlPu9indOvlzMQ1Bbt6ys7MQTZiSGw2kTcve1orwB/lv3e94f8EmT9ag/eP1ONysZ2rPn9QZy5YoQgAPMnuT4JPpwW27c07Cuqw4Y/HMa2AyXKM4leK+CP9+XgTxtzcF+uFMy3Xrfis8sNEATg51+Z4vIqPgBk2e9v52talJorzvhc2cLoWuaGnLVXY+zo1UrXUW32c4Pp+kREN7E7suKQaq8C60yxGTnde5YbAuvpsUHw99Khud2CC7XOVdk/bH+Qmp0U6rYCaCvSI5DUIzX+vtxEfP7UCrzx0Fz8+JY0hNu3ORg7LHj+4yL85Wg5ACAmyBv392kjNNZEBHjj6bVTlc8feP04KhulB6kHFiRhx4NzkBzuh13/ugAnf76qV5bGo8snuW0c8kNQQbnzLZPkB6m5Ka4/tMpBfnGdc+n6ZQ0mvPjJJQBwae8lEQ1MvvY0tVscTpfvrqrvWnFQWXeQX+9U/RBrlw1H7RlmC90U5APo16Zu67eysfP78/GPh+djin31uKndgl+8dw7Pf1ykpI/fOy8REQFj+zr10MIUbLQH8FdbrmPbgRIAUovYff+2FLOTQrE0LQK/WpeJNx6aq7zutmnRLmd0yeJCfBDub4ClS1S2OTiq0WRWasXMS3EtyJ/g7wUfvRY2EYPWALoR+f8XruQTEd3kYuwrHtUO3kxEUcQZuWWNG1Z2dVqN0trH2R71h+zH57ohVV+m0QhKq7uEUF/8aGUqIgO9odEISA73w9EnV+D3X58JAHjnVBW6bCJyU8Jw6InlSvr+WPateYk4/R+r4ddjv949cxPw9NqpvVLnvfVa/OaOaYgN9sEPVkx2qT1RX3IdhuJ6E5qcKPxos4k4bu+lPHeAdlDOSo+WCvedr3Fucumtgkrl3+7KbiCibgHeeqWo5UB7zQciZyRlJ7gnyJ+XEgaDToOq5g6l/7kjzlQZ0XrdiiAfvUt1Q/pakxmlTEB/Y04Cbs2MQnZiCDQaAW9+b55yX2poMyuV+P/3G1n41bpMt41huPgYtPjlukz8Yu0U5Wu+Bi025iYhPrR3PZqFk8Pxo5WpuHNWHH7RY9LaVYIgYJ598nigSv438rk9wywtMmDILjiOjEPel1/uZKV/S5cNV1uk1pNy3SVPwiCfiMgJcpBf1dzp0PHVxk40tJmh0wjK6oGr5P30By45fmPtsolK6vYCN6fJ/8uMGBx+Yjn++cPF/So067Qa3JoZpbQgBIBHV0xyedvCSAry1eObcxOUz+/KiR/wuCWpE3DoieX40apUt/78UD8DUiZIq+iDVYUeyBfVRjS3W+DvpXOpdaNMfgC/0tSB5nbHJxvkgkjzUkKV9lZE5F4xQfIE9ND3JlEU3b6S72PQItce9O0vcjxl/5D9PjZ/YpjLW4p60ms1+Mf352P7A7Px63W9g9tAbz3WzYzF5h7X6inRgVg7PdptP38k3Jkdp9Q5WTczBj6DFI/7wcrJeOGuGZgQ4FpA3Ze85e6wkwsO8vYMV1fxZfLEhrPtfL+29Yjy73AXJxvGIgb5REROiLGvPju6kn/GXpQmLSrALQWFgO4+wEdLrqHD7NheuHPVRrR2WhHg7Z6Ar6+YYJ9BHzC8dFp83753f2VGpPIgOJ58f+kkrJoSiaduSx+V1Wi5RVWBE0H+/iKp7/SCSWHQu1gAEACCfPTKism5asdX8+W9ovfPT3Z5DEQ0sOhg6d7kyEp+SYMJze1SP3h3TT4DwLI06d6Ud7He4dccKnbvfvyewv29sCwtYtACqHfPjlda5T20MHlcTT4DUgbH3747Dz+7PQM/u33K0C9wM3nB4VRFk8PPIjabqBTfXepiwUeZmuJ7tcZOnLY/n906Ncot98ixxvM2IBARDaNo+2pJrdGxlfwzVXJLnmC3jWFShD9ig31Q1dyBIyUNWJ4+dCVjuXrxvBT3rpY46ntLJmLdzFhMCPAadw9SgLSa/sf7ckbt5+ckhuLtgitK+r0j5EKI8l5Zd8iMDURFYzvOVhkdfiivsgf5rnaWIKLBRTuxki9nBM2IC3a5H3xPS9MigP87j+NljWjttAxZaLPdbMXJ8mYA7t2P76jIQG+8u2kB6luvY9HksV0IdjBTY4Lcus3BGYlhvogJ8ka1sRMF5Y1YNHnoTK0zVUbUtnTCz6B1S5cfeRwAlLa2jiixtx+MDfbBS/fMcss4xhrPm7YgIhpG8mpJtYP7HpX9+G7ouysTBEFpefT64XJ02URYu2z4vOQaCiubca3ter/K+wcvSSsr7rqpqhEV5D0qEwyeQK6jUFjZrFSq76vD3KX83U9VNOFslRF6rYAVGc61s7oROQtEbn80lE5LFxrapD2PrlbwJqLBOZNldrLcvan6sqRwPySH+8FqE/F2wRWIoohLV1vx2mel+PTCVeVaIDt8+RrMXTbEhfgogdpIy4gOxOLUCeNy8nm0CYKAXCdT9nccLgMArMiIdFsB4En2+jhfXm11+DU19oWapHBfj30u4Uo+EZETeq7ki6J4wwcDm6276qw7g3wAuH9BEv56rAIHvqzHqv/Jhyj2bm2WEOqLHQ/OQVK4H1o6LThmr7LuzlVdGjnxob5ICfdDSYMJhy834NZMae/o2wWV+PX759F23QpRlALplRkRSiGptdNj3LoPM9O+YuRour5c7djXoO1Vl4GI3CvaPolW40CW2TF7RlC2m4N8AFg7PRr/u+8yfv3+eWzZdwlN7b0nJdfOiMGLd8+EViPg0yIp22hpGoPs8Wr+xDDsPHmlV5Df0mnB5rcKca66Bd56LTotXViREQGNIGDXqSoAUocad8mwbzmpaGxHS6cFgQ60apW3tcjPdJ6IK/lERE6QW4C1m7vQ0nHjVkUlDSa0dlrhrdcgNTLAreOYOMEfL2yYAX8vHUrqTShtMMFHr1WKx1Q0tuPRv52CtcuGvxdcgdUmYuIEPyTZ26DR+LPEvt/1n+ekB+Nz1Ub89J2zaO2UAnxACqr/fKQc10xmpEcF4Ke3Z7h1DPJKfmmDCa2DZBT01DNVnw/xRMMnxp5l9tnlBsx99hO8W1g14HHVzR0oqTdBI0Dp1OJOjyyfjIcWJsNbr0FTuwUaQaoLMilCWm39v9PV+OPBEpy9YsTuU9UApNZuND7JWWZnrzQrmRrPfnABn1yoQ42xE6UNJtQYO/HG0QrsOCK10H1sxWRkuamrAwCE+BmUTJaiGsdW86vtk2Ex46DLj1pcyScicoK3XosQXz2a2i2oNnYg6Aark3JK5PS44GEp6rI+KxbLMyLwwZkaiCLwlRnRCPTWo7q5A2t+fxBnq4xY9kKeUvisb99gGl/WzYzF9kNleLewCpGB3vjgbDUsXSKWpk3Af35tOnQaDT48W4OjJdcwJzkUd+XEu63YoyzUz6DUgzhX3aK0UBqMvJLPVH2i4dXz/7GrLdfxH++eQ25KGI6WNmL+xDBlAvgd+0rqjPhgBPm4P7vGoNPg51+Zgs2rUnGivAkT7TVkAODNYxV4YtdZ/PajIuX42Ukh47IYK0lign0wMz4YhZXNePrdc5gSE4g3j0ttU5+9YxomTvBDU7sZ/zhRBUuXDRvnJzpUR8hZGdGBqDZ24kJNi0OTVzX2e1O0B9+bGOQTETkpOsgHTe0WrPn9QSxOnYBt92YPGEwNZ0qkLNBbj2/MSej1tZhgHzy9dgo2v30alY3SjeyunDjcMzdx2MZBw29mfDDWzYzBu4XV2JpfDECqHv3ChhlKr+FvzUvEt+YN7995akwgqpo78EWVcegg3z7BFMuie0TDKj7EFxEBXqhrlVZTjR0WzHn2UwBAVKA3fnvnNLxzqgrvFkqr533vG+7m56XD4j4tM++eHY9Pi+qw97yUjbQmMwrPrM9kls849+jySXjozwX44GwNPjgrbRW7LzexV+tZeYvZcJkSE4hPi+pw3sGtZPK2lmiu5BMRkSwh1Bfna6QbyYEv67H7VBUSwnzha9Bhpr29Wtt1q1LdfNEoVA2+IysWXTYRF2pasW5mzKi0fSP3+++7ZmJZWgQ+/qIWJrMVj9+SrgT4IyUzNgh7zl91aF/+lSap2nFs8OgU1SK6WWg0Av7n7pl4t7AK1602JZgHgNqWTty//bjy+dey43DnrLgRH6MgCNjyzSx8cKYGMcE+Q04S0viwIiMSf7wvB38vqMTl+jbMiAvGU7e5d6vYUORWkPKz2VC6g3zPnYBmkE9E5KSFk8Px8bla5fMndp1V/r15VSoSw3zxuz0X0dxuQVyID+aOwoOMIAjYkBM/4j+XhpdWI2B9VizWZ8WO2hgyY6WHqbNDVNg3XbeiolEK8uNDPfdBimisWDApHAsmhaOupRNnq4xobrfg+Tun44U9F1FU24rl6RHYvCpVqa0xGrx0Wnx1FCYYaHitmhKJVVPcn4bvqCkx0n3p4tVWWLpsN9wiabpuhbFDqikj17LwRAzyiYicdFdOPK40dSAiwAvPfngB1h7t6v5775fKv8P8DPivr83w2PYsdHOSA4Ti+jYYOywD7ut9Oe8y/vPji8rnySz4SDRiIgK98enmJbB0iTDoNFiZEYHmdgtC/AyjPTSiYREf4gs/gxYmcxdK6k1Iixq82LFcWT/AW4cAByrxj1esrk9E5CSDToMn1qTjwYXJeGhRMgAp/fGp29IBSDeOH69OxYHHlymVZ4k8RUSAN1Ij/SGKwIf2/ZeAFPS/kleMCzUt2LLvcq/XJIUxyCcaSYIgwKDTKP9mgE+eTKMRlFZ6X9wgy6y4vg17z9cBAGI8OFUf4Eo+EZFLnlyTgYcXT1QeoNbNjEWQj97tVc2JxpI7Z8XhuY+K8Mz753GxthUZ0QF49sMiGDsseP7jol7HLpocDj8vPm4QEdHwyU4KQUF5Ew5cqsed2f23hJQ1mLDm9wdhttoAeP42Mt51iYhc1HOFJDLQc/d3Eck2zk/CnvNXcaK8Ca8fLhvwmCfWpGPiBH/kDGN3CSIiIgBYlRGJP+SXYF9RHVo6LQj01qPT0oUX9lyEpUuEscOiBPgAMCVm9GpTjAQG+UREROQUb70Wb313Hg5cqsf7Z2qQd7EeSWG++LfVaXjqnbMI9/fCvfMSuYJPREQjIishBCnhfihpMGHpf+VheXoEShtMOFHe1O9YP4MW62bGjMIoR44giqI49GHUU0tLC4KCgmA0GhEYGDjawyEiIiIiIrqpnShvwnd3FOCayTzg9yMCvJD/k2UQBIzbbZWOxqGcYiciIiIiIqJxLTsxBIefXI4TZU1473Q1ShtM2LRsEsxWG14/XIbHVkyGj2F8BvfO4kq+ClzJJyIiIiIiopHkaBzKFnpEREREREREHoJBPhEREREREZGHYJBPRERERERE5CEY5BMRERERERF5CAb5RERERERERB6CQT4RERERERGRh2CQT0REREREROQhGOQTEREREREReQgG+UREREREREQegkE+ERERERERkYdgkE9ERERERETkIXSjPYDxSBRFAEBLS8soj4SIiIiIiIhuBnL8Kcejg2GQr0JraysAID4+fpRHQkRERERERDeT1tZWBAUFDfp9QRxqGoD6sdlsqK6uRkBAAARBGO3hDKqlpQXx8fGorKxEYGDgaA+HqB+eozTW8RylsY7nKI11PEdprBtP56goimhtbUVMTAw0msF33nMlXwWNRoO4uLjRHobDAgMDx/wJSzc3nqM01vEcpbGO5yiNdTxHaawbL+fojVbwZSy8R0REREREROQhGOQTEREREREReQgG+R7My8sLTz/9NLy8vEZ7KEQD4jlKYx3PURrreI7SWMdzlMY6TzxHWXiPiIiIiIiIyENwJZ+IiIiIiIjIQzDIJyIiIiIiIvIQDPKJiIiIiIiIPASDfCIiIiIiIiIPwSCfiIiIiIiIyEMwyB/nXn75ZSQnJ8Pb2xvZ2dk4ePDgDY/Pz89HdnY2vL29kZKSgq1bt47QSOlm5cw5mpeXB0EQ+n0UFRWN4IjpZnHgwAGsXbsWMTExEAQBu3fvHvI1vIbSSHL2HOU1lEbac889h9mzZyMgIAARERFYv349Ll68OOTreC2lkaLmHPWEaymD/HHsrbfewg9/+EP89Kc/xalTp7Bo0SKsWbMGFRUVAx5fWlqK2267DYsWLcKpU6fw1FNP4bHHHsPOnTtHeOR0s3D2HJVdvHgRNTU1ysfkyZNHaMR0MzGZTJgxYwa2bNni0PG8htJIc/YclfEaSiMlPz8fmzZtwtGjR7F3715YrVasXr0aJpNp0NfwWkojSc05KhvP11JBFEVxtAdB6sydOxezZs3CK6+8onwtIyMD69evx3PPPdfv+H//93/He++9hwsXLihfe/jhh3H69GkcOXJkRMZMNxdnz9G8vDwsW7YMTU1NCA4OHsGR0s1OEAS88847WL9+/aDH8BpKo8mRc5TXUBpt9fX1iIiIQH5+PhYvXjzgMbyW0mhy5Bz1hGspV/LHKbPZjBMnTmD16tW9vr569WocPnx4wNccOXKk3/G33HILCgoKYLFYhm2sdHNSc47KsrKyEB0djRUrVmD//v3DOUwih/EaSuMFr6E0WoxGIwAgNDR00GN4LaXR5Mg5KhvP11IG+eNUQ0MDurq6EBkZ2evrkZGRqK2tHfA1tbW1Ax5vtVrR0NAwbGOlm5OaczQ6Ohrbtm3Dzp07sWvXLqSlpWHFihU4cODASAyZ6IZ4DaWxjtdQGk2iKGLz5s1YuHAhMjMzBz2O11IaLY6eo55wLdWN9gDINYIg9PpcFMV+Xxvq+IG+TuQuzpyjaWlpSEtLUz7Pzc1FZWUlfve73w2aUkU0kngNpbGM11AaTY888gjOnDmDzz77bMhjeS2l0eDoOeoJ11Ku5I9T4eHh0Gq1/VZE6+rq+s2OyqKiogY8XqfTISwsbNjGSjcnNefoQObNm4dLly65e3hETuM1lMYjXkNpJDz66KN47733sH//fsTFxd3wWF5LaTQ4c44OZLxdSxnkj1MGgwHZ2dnYu3dvr6/v3bsX8+fPH/A1ubm5/Y7fs2cPcnJyoNfrh22sdHNSc44O5NSpU4iOjnb38IicxmsojUe8htJwEkURjzzyCHbt2oV9+/YhOTl5yNfwWkojSc05OpDxdi1luv44tnnzZtx7773IyclBbm4utm3bhoqKCjz88MMAgCeffBJVVVXYsWMHAKly6ZYtW7B582Z85zvfwZEjR/Dqq6/ib3/722j+GuTBnD1HX3zxRSQlJWHq1Kkwm8144403sHPnTrbVoWHR1taGy5cvK5+XlpaisLAQoaGhSEhI4DWURp2z5yivoTTSNm3ahL/+9a949913ERAQoKzQBwUFwcfHBwCfR2l0qTlHPeJaKtK49tJLL4mJiYmiwWAQZ82aJebn5yvf27hxo7hkyZJex+fl5YlZWVmiwWAQk5KSxFdeeWWER0w3G2fO0eeff16cOHGi6O3tLYaEhIgLFy4UP/jgg1EYNd0M9u/fLwLo97Fx40ZRFHkNpdHn7DnKayiNtIHOTwDi9u3blWN4LaXRpOYc9YRrqSCK9koXRERERERERDSucU8+ERERERERkYdgkE9ERERERETkIRjkExEREREREXkIBvlEREREREREHoJBPhEREREREZGHYJBPRERERERE5CEY5BMRERERERF5CAb5RERERERERH0cOHAAa9euRUxMDARBwO7du4f15yUlJUEQhH4fmzZtcup9GOQTERERERER9WEymTBjxgxs2bJlRH7e8ePHUVNTo3zs3bsXALBhwwan3odBPhEREREREVEfa9aswTPPPIOvfvWrA37fbDbj8ccfR2xsLPz8/DB37lzk5eWp/nkTJkxAVFSU8vH+++9j4sSJWLJkiVPvwyCfiIiIiIiIyEkPPPAADh06hDfffBNnzpzBhg0bcOutt+LSpUsuv7fZbMYbb7yBBx98EIIgOPVaQRRF0eUREBEREREREXkoQRDwzjvvYP369QCA4uJiTJ48GVeuXEFMTIxy3MqVKzFnzhw8++yzLv28t99+G9/85jdRUVHR6/0dwZV8IiIiIiIiIiecPHkSoigiNTUV/v7+ykd+fj6Ki4sBAGVlZQMW0uv58cgjjwz4/q+++irWrFnjdIAPADqXfjMiIiIiIiKim4zNZoNWq8WJEyeg1Wp7fc/f3x8AEBsbiwsXLtzwfUJCQvp9rby8HJ988gl27dqlamwM8omIiIiIiIickJWVha6uLtTV1WHRokUDHqPX65Genu70e2/fvh0RERG4/fbbVY2NQT4RERERERFRH21tbbh8+bLyeWlpKQoLCxEaGorU1FTcc889uO+++/DCCy8gKysLDQ0N2LdvH6ZNm4bbbrtN1c+02WzYvn07Nm7cCJ1OXbjOwntEREREREREfeTl5WHZsmX9vr5x40a8/vrrsFgseOaZZ7Bjxw5UVVUhLCwMubm5+OUvf4lp06ap+pl79uzBLbfcgosXLyI1NVXVezDIJyIiIiIiIvIQrK5PRERERERE5CEY5BMRERERERF5CAb5RERERERERB6CQT4RERERERGRh2CQT0REREREROQhGOQTEREREREReQgG+UREREREREQegkE+ERERERERkYdgkE9ERERERETkIRjkExEREREREXkIBvlEREREREREHuL/A2PzicOxuTjHAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 1200x900 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def plot_freq(fn):\n",
|
|
" header_amp, data_amp = load_keysight_csv(fn)\n",
|
|
" freq = data_amp[:,0]\n",
|
|
" amp = data_amp[:,1]\n",
|
|
" start_freq = float(header_amp['Start Frequency'])\n",
|
|
" stop_freq = float(header_amp['Stop Frequency'])\n",
|
|
" freq_spacing = (stop_freq - start_freq) / float(header_amp['Number of Points'])\n",
|
|
" \n",
|
|
" peaks, props = sig.find_peaks(amp, threshold=40)\n",
|
|
" fundamental_idx = peaks[0]\n",
|
|
" print('Fundamental peak:', freq[fundamental_idx], amp[fundamental_idx])\n",
|
|
" \n",
|
|
" fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(12, 9))\n",
|
|
" ax1.plot(freq/1e6, amp)\n",
|
|
" ax1.set_xlabel('f [MHz]')\n",
|
|
" ax1.set_ylabel('[dB]')\n",
|
|
" ax1.annotate(f'Fundamental @{freq[fundamental_idx]/1e6:.3f} Mhz, {amp[fundamental_idx]:.2f} dB',\n",
|
|
" (freq[fundamental_idx]/1e6, amp[fundamental_idx]),\n",
|
|
" xytext=(5, 0),\n",
|
|
" xycoords='data',\n",
|
|
" textcoords='offset pixels',\n",
|
|
" )\n",
|
|
" \n",
|
|
" freq_space = np.linspace(freq[fundamental_idx], stop_freq, 1000)\n",
|
|
" sq_amp = np.sqrt(10**(amp[fundamental_idx]/10))\n",
|
|
" sq_approx = 10*np.log10((sq_amp / (freq_space/freq[fundamental_idx]))**2)\n",
|
|
" ax1.plot(freq_space/1e6, sq_approx)\n",
|
|
"\n",
|
|
" print(f'Frequency spacing is {freq_spacing/1e3:.6f} kHz')\n",
|
|
"\n",
|
|
" peaks, props = sig.find_peaks(amp, threshold=20, prominence=40, )\n",
|
|
" peaks = [idx for idx in peaks if amp[idx] - 10*np.log10((sq_amp / (freq[idx]/freq[fundamental_idx]))**2) > -10]\n",
|
|
" peak_freq = freq[peaks]\n",
|
|
" peak_amp = amp[peaks]\n",
|
|
" spl = interp.make_smoothing_spline(peak_freq, peak_amp, lam=1e20)\n",
|
|
" ax1.scatter(peak_freq/1e6, peak_amp, color='red')\n",
|
|
" freq_space_cut = freq_space[:np.argmin(freq_space < max(peak_freq))]\n",
|
|
" ax1.plot(freq_space_cut/1e6, spl(freq_space_cut))\n",
|
|
" kc = [(freq[idx]/freq[fundamental_idx], np.sqrt(10**(amp[idx]/10))) for idx in peaks]\n",
|
|
"\n",
|
|
" idx_3db = np.argmin(abs(spl(freq_space_cut) - sq_approx[:len(freq_space_cut)]) < 3.00)\n",
|
|
" print(f'3 dB frequency from spline: {freq_space[idx_3db]/1e9:.3f} GHz, equiv t_r = {0.35 / freq_space[idx_3db] * 1e9:.3f} ns')\n",
|
|
" \n",
|
|
" t = np.linspace(0, 2, 10000)\n",
|
|
" ts = 1/freq[fundamental_idx]\n",
|
|
" tf = t * ts\n",
|
|
" td_data = 4/np.pi * sum(c * np.sin(2*np.pi*k*t) for k, c in kc)\n",
|
|
" ax2.plot(tf, td_data)\n",
|
|
" \n",
|
|
" lvl_high = kc[0][1]*0.8\n",
|
|
" lvl_low = kc[0][1]*-0.8\n",
|
|
" ax2.axhline(lvl_low)\n",
|
|
" ax2.axhline(lvl_high)\n",
|
|
" print(f'Reconstruction sample spacing: {(tf[1]-tf[0])*1e9:.3f} ns')\n",
|
|
"\n",
|
|
" state = None\n",
|
|
" edge_start, edge_end = None, None\n",
|
|
" for i, (dp, dn) in enumerate(zip(td_data, td_data[1:])):\n",
|
|
" if dp <= lvl_low and dn >= lvl_low:\n",
|
|
" if state != 'edge':\n",
|
|
" state = 'edge'\n",
|
|
" edge_start = i\n",
|
|
" elif dp <= lvl_high and dn >= lvl_high:\n",
|
|
" if state == 'edge':\n",
|
|
" edge_end = i\n",
|
|
" tr = tf[edge_end]-tf[edge_start]\n",
|
|
" print(f'edge {edge_start}:{edge_end}: t_r={tr*1e9:.3f} ns, equiv f_3dB = {0.35/tr/1e9:.3f} GHz')\n",
|
|
" state = 'high'\n",
|
|
" elif dp <= lvl_low and dn <= lvl_low:\n",
|
|
" state = 'low'\n",
|
|
" elif dp >= lvl_high and dn >= lvl_high:\n",
|
|
" state = 'high'\n",
|
|
"\n",
|
|
" #fft_data = np.hstack([\n",
|
|
" # np.zeros(round(start_freq / freq_spacing)),\n",
|
|
" # 10**(amp/20)])\n",
|
|
" #fft_data = np.hstack([fft_data, fft_data[1::-1]])\n",
|
|
" \n",
|
|
" #time_domain_amp = fft.ifft(fft_data)\n",
|
|
" \n",
|
|
" #ax2.plot(time_domain_amp)\n",
|
|
" #ax2.set_xlim([1000, 4000])\n",
|
|
" #ax2.set_ylim([-0.5e-5, 0.5e-5])\n",
|
|
"\n",
|
|
"plot_freq('amp_out_span_2g_rbw_10k_40kpt_0000.csv')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "07c80933-ae27-4b3a-9b61-49d6d08b77c5",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Fundamental peak: 7996500.0 -38.6481513977051\n",
|
|
"Frequency spacing is 49.973751 kHz\n",
|
|
"3 dB frequency from spline: 0.564 GHz, equiv t_r = 0.620 ns\n",
|
|
"Reconstruction sample spacing: 0.025 ns\n",
|
|
"edge 4985:5010: t_r=0.625 ns, equiv f_3dB = 0.560 GHz\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1200x900 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_freq('board_out_span_2g_rbw_10k_40kpt.csv')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "3403fb0f-8368-4d1f-ab3e-b53e4f3739d8",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Fundamental peak: 8009960.0 -25.7375087738037\n",
|
|
"Frequency spacing is 1997.992008 kHz\n",
|
|
"3 dB frequency from spline: 0.245 GHz, equiv t_r = 1.427 ns\n",
|
|
"Reconstruction sample spacing: 0.025 ns\n",
|
|
"edge 4995:5014: t_r=0.474 ns, equiv f_3dB = 0.738 GHz\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1200x900 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_freq('../data_spectrum/pi3hdx_bent_2.csv')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "8622de5b-d39b-4c5f-93d9-fdb69e165ba1",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Fundamental peak: 88009780.0 -30.2440490722656\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/usr/lib/python3.13/site-packages/matplotlib/cbook.py:1709: ComplexWarning: Casting complex values to real discards the imaginary part\n",
|
|
" return math.isfinite(val)\n",
|
|
"/usr/lib/python3.13/site-packages/matplotlib/cbook.py:1345: ComplexWarning: Casting complex values to real discards the imaginary part\n",
|
|
" return np.asarray(x, float)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1200x900 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def plot_freq(fn):\n",
|
|
" header_amp, data_amp = load_keysight_csv(fn)\n",
|
|
" freq = data_amp[:,0]\n",
|
|
" amp = data_amp[:,1]\n",
|
|
" start_freq = float(header_amp['Start Frequency'])\n",
|
|
" stop_freq = float(header_amp['Stop Frequency'])\n",
|
|
" freq_spacing = (stop_freq - start_freq) / float(header_amp['Number of Points'])\n",
|
|
" \n",
|
|
" peaks, props = sig.find_peaks(amp, threshold=60)\n",
|
|
" fundamental_idx = peaks[0]\n",
|
|
" print('Fundamental peak:', freq[fundamental_idx], amp[fundamental_idx])\n",
|
|
" \n",
|
|
" fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(12, 9))\n",
|
|
" ax1.plot(freq/1e6, amp)\n",
|
|
" ax1.set_xlabel('f [MHz]')\n",
|
|
" ax1.set_ylabel('[dB]')\n",
|
|
" ax1.annotate(f'Fundamental @{freq[fundamental_idx]/1e6:.3f} Mhz, {amp[fundamental_idx]:.2f} dB',\n",
|
|
" (freq[fundamental_idx]/1e6, amp[fundamental_idx]),\n",
|
|
" xytext=(5, 0),\n",
|
|
" xycoords='data',\n",
|
|
" textcoords='offset pixels',\n",
|
|
" )\n",
|
|
"\n",
|
|
" amp[amp < -80] = 0\n",
|
|
" sq_amp = 10**(amp/10)\n",
|
|
" td_data = fft.ifft(sq_amp)\n",
|
|
" ax2.plot(td_data[1:])\n",
|
|
"\n",
|
|
"plot_freq('../data_spectrum/tdp0604_bent_3.csv')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"id": "26c0debc-4d24-4c8d-aa2e-4b0c9e1a4f5c",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Fundamental peak: 88009780.0 -30.2440490722656\n",
|
|
"Frequency spacing is 3995.994006 kHz\n",
|
|
"3 dB frequency from spline: 0.088 GHz, equiv t_r = 3.977 ns\n",
|
|
"Reconstruction sample spacing: 11.362 ns\n",
|
|
"edge 9852:10145: t_r=0.266 ns, equiv f_3dB = 1.314 GHz\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1200x900 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def plot_freq(fn):\n",
|
|
" with plt.rc_context({\n",
|
|
" 'legend.fontsize': 8,\n",
|
|
" # RC config from ChatGPT:\n",
|
|
" \"font.size\": 8, # General font size\n",
|
|
" \"axes.labelsize\": 8, # Axis labels\n",
|
|
" \"axes.titlesize\": 8, # Axis titles\n",
|
|
" \"xtick.labelsize\": 8, # X-axis tick labels\n",
|
|
" \"ytick.labelsize\": 8, # Y-axis tick labels\n",
|
|
" \"legend.fontsize\": 8, # Legend font size\n",
|
|
" \"figure.titlesize\": 12, # Overall figure title\n",
|
|
" \"mathtext.fontset\": \"cm\", # Use Computer Modern for math\n",
|
|
" \n",
|
|
" # Line and Marker settings\n",
|
|
" \"lines.linewidth\": 1,\n",
|
|
" \"lines.markersize\": 3,\n",
|
|
" \n",
|
|
" # Tick settings\n",
|
|
" \"xtick.major.size\": 4,\n",
|
|
" \"xtick.minor.size\": 2,\n",
|
|
" \"ytick.major.size\": 4,\n",
|
|
" \"ytick.minor.size\": 2,\n",
|
|
" \"xtick.direction\": \"in\",\n",
|
|
" \"ytick.direction\": \"in\",\n",
|
|
" \n",
|
|
" # Axes settings\n",
|
|
" \"axes.linewidth\": 0.8,\n",
|
|
" \"axes.grid\": True,\n",
|
|
" \"grid.linewidth\": 0.5,\n",
|
|
" \"grid.linestyle\": \"--\",\n",
|
|
" \n",
|
|
" # Legend settings\n",
|
|
" \"legend.frameon\": False,\n",
|
|
" \n",
|
|
" # Figure size for single-column figures in print (inches)\n",
|
|
" # \"figure.figsize\": (3.5, 2.5), # Adjust based on journal specifications\n",
|
|
" # \"figure.dpi\": 300, # High resolution for print\n",
|
|
" \n",
|
|
" # Savefig settings for high-quality output\n",
|
|
" \"savefig.dpi\": 600, # Ensures high-resolution images\n",
|
|
" \"savefig.bbox\": \"tight\", # Trim extra whitespace\n",
|
|
" \"savefig.transparent\": True, # Avoid background color\n",
|
|
" }):\n",
|
|
" header_amp, data_amp = load_keysight_csv(fn)\n",
|
|
" freq = data_amp[:,0]\n",
|
|
" amp = data_amp[:,1]\n",
|
|
" start_freq = float(header_amp['Start Frequency'])\n",
|
|
" stop_freq = float(header_amp['Stop Frequency'])\n",
|
|
" freq_spacing = (stop_freq - start_freq) / float(header_amp['Number of Points'])\n",
|
|
" \n",
|
|
" fundamental_idx = 1 + amp[1:].argmax()\n",
|
|
" print('Fundamental peak:', freq[fundamental_idx], amp[fundamental_idx])\n",
|
|
" \n",
|
|
" fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(12, 9), gridspec_kw={'height_ratios': [2, 1]})\n",
|
|
" ax1.plot(freq/1e9, amp, color='black', alpha=0.3)\n",
|
|
" ax1.set_xlabel(r'$f [\\mathrm{GHz}]$')\n",
|
|
" ax1.set_ylabel(r'$[\\mathrm{dB}]$')\n",
|
|
" #ax1.annotate(f'Fundamental @{freq[fundamental_idx]/1e6:.3f} Mhz, {amp[fundamental_idx]:.2f} dB',\n",
|
|
" # (freq[fundamental_idx]/1e6, amp[fundamental_idx]),\n",
|
|
" # xytext=(5, 0),\n",
|
|
" # xycoords='data',\n",
|
|
" # textcoords='offset pixels',\n",
|
|
" # )\n",
|
|
" \n",
|
|
" freq_space = np.linspace(freq[fundamental_idx], stop_freq, 1000)\n",
|
|
" sq_amp = np.sqrt(10**(amp[fundamental_idx]/10))\n",
|
|
" sq_approx = 10*np.log10((sq_amp / (freq_space/freq[fundamental_idx]))**2)\n",
|
|
" ax1.plot(freq_space/1e9, sq_approx, color='blue')\n",
|
|
" \n",
|
|
" print(f'Frequency spacing is {freq_spacing/1e3:.6f} kHz')\n",
|
|
" \n",
|
|
" peaks, _props = sig.find_peaks(amp, prominence=20)\n",
|
|
" peaks = [idx for idx in peaks]\n",
|
|
" #if amp[idx] - 10*np.log10((sq_amp / (freq[idx]/freq[fundamental_idx]))**2) > -10]\n",
|
|
" #and abs((freq[idx] / freq[fundamental_idx]) % 1.0 - 0.5) > 0.4]\n",
|
|
" peak_freq = freq[peaks]\n",
|
|
" peak_amp = amp[peaks]\n",
|
|
" spl = interp.make_smoothing_spline(peak_freq, peak_amp, lam=1e20)\n",
|
|
" #ax1.scatter(peak_freq/1e6, peak_amp, color='red')\n",
|
|
" freq_space_cut = freq_space[:np.argmin(freq_space < max(peak_freq))]\n",
|
|
" ax1.plot(freq_space_cut/1e9, spl(freq_space_cut), color='red')\n",
|
|
" kc = [(freq[idx]/freq[fundamental_idx], np.sqrt(10**(amp[idx]/10))) for idx in peaks]\n",
|
|
" \n",
|
|
" idx_3db = np.argmin(abs(spl(freq_space_cut) - sq_approx[:len(freq_space_cut)]) < 3.00)\n",
|
|
" print(f'3 dB frequency from spline: {freq_space[idx_3db]/1e9:.3f} GHz, equiv t_r = {0.35 / freq_space[idx_3db] * 1e9:.3f} ns')\n",
|
|
" \n",
|
|
" plot_width = 0.2\n",
|
|
" t = np.linspace(0, plot_width, 10000)\n",
|
|
" ts = 1/freq[fundamental_idx]\n",
|
|
" tf = t * ts\n",
|
|
" td_data = 4/np.pi * sum(c * np.sin(2*np.pi*k*t) for k, c in kc)\n",
|
|
" #td_data = fft.ifft([c for k, c in kc])\n",
|
|
" td_data = np.hstack([-td_data[::-1], td_data[1:]])\n",
|
|
" lvl_low = td_data.min()\n",
|
|
" lvl_high = td_data.max()\n",
|
|
" lvl_amp = lvl_high - lvl_low\n",
|
|
" td_data = -1 + (td_data - lvl_low) / lvl_amp * 2\n",
|
|
" ax2.plot(np.linspace(0, 2*plot_width*ts*1e9, 10000*2-1), td_data)\n",
|
|
" \n",
|
|
" lvl_low = -0.4\n",
|
|
" lvl_high = 0.4\n",
|
|
" ax2.axhline(lvl_low, color='gray')\n",
|
|
" ax2.axhline(lvl_high, color='gray')\n",
|
|
" ax2.grid()\n",
|
|
" ax1.grid()\n",
|
|
" ax1.set_xlim([start_freq/1e9, stop_freq/1e9])\n",
|
|
" ax2.set_xlabel(r'$t [\\mathrm{ns}]$')\n",
|
|
" print(f'Reconstruction sample spacing: {ts*1e9:.3f} ns')\n",
|
|
" \n",
|
|
" state = None\n",
|
|
" edge_start, edge_end = None, None\n",
|
|
" for i, (dp, dn) in enumerate(zip(td_data, td_data[1:])):\n",
|
|
" if dp <= lvl_low and dn >= lvl_low:\n",
|
|
" if state != 'edge':\n",
|
|
" state = 'edge'\n",
|
|
" edge_start = i\n",
|
|
" elif dp <= lvl_high and dn >= lvl_high:\n",
|
|
" if state == 'edge':\n",
|
|
" edge_end = i\n",
|
|
" tr = 0.4*2*ts/10000*(edge_end-edge_start)\n",
|
|
" print(f'edge {edge_start}:{edge_end}: t_r={tr*1e9:.3f} ns, equiv f_3dB = {0.35/tr/1e9:.3f} GHz')\n",
|
|
" state = 'high'\n",
|
|
" elif dp <= lvl_low and dn <= lvl_low:\n",
|
|
" state = 'low'\n",
|
|
" elif dp >= lvl_high and dn >= lvl_high:\n",
|
|
" state = 'high'\n",
|
|
" \n",
|
|
" #fft_data = np.hstack([\n",
|
|
" # np.zeros(round(start_freq / freq_spacing)),\n",
|
|
" # 10**(amp/20)])\n",
|
|
" #fft_data = np.hstack([fft_data, fft_data[1::-1]])\n",
|
|
" \n",
|
|
" #time_domain_amp = fft.ifft(fft_data)\n",
|
|
" \n",
|
|
" #ax2.plot(time_domain_amp)\n",
|
|
" #ax2.set_xlim([1000, 4000])\n",
|
|
" #ax2.set_ylim([-0.5e-5, 0.5e-5])\n",
|
|
" fig.tight_layout()\n",
|
|
"\n",
|
|
"plot_freq('../data_spectrum/tdp0604_bent_3.csv')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 108,
|
|
"id": "a00a8413-5fe3-4a70-a437-ddc907647126",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Fundamental peak: 88009780.0 -30.2440490722656\n",
|
|
"Frequency spacing is 3995.994006 kHz\n",
|
|
"Reconstruction sample spacing: 11.362 ns\n",
|
|
"edge 9736:10261: t_r=0.119 ns, equiv f_3dB = 2.934 GHz\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 400x250 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def plot_freq(fn):\n",
|
|
" with plt.rc_context({\n",
|
|
" 'legend.fontsize': 8,\n",
|
|
" # RC config from ChatGPT:\n",
|
|
" \"font.size\": 8, # General font size\n",
|
|
" \"axes.labelsize\": 8, # Axis labels\n",
|
|
" \"axes.titlesize\": 8, # Axis titles\n",
|
|
" \"xtick.labelsize\": 8, # X-axis tick labels\n",
|
|
" \"ytick.labelsize\": 8, # Y-axis tick labels\n",
|
|
" \"legend.fontsize\": 8, # Legend font size\n",
|
|
" \"figure.titlesize\": 12, # Overall figure title\n",
|
|
" \"mathtext.fontset\": \"cm\", # Use Computer Modern for math\n",
|
|
" \n",
|
|
" # Line and Marker settings\n",
|
|
" \"lines.linewidth\": 1,\n",
|
|
" \"lines.markersize\": 3,\n",
|
|
" \n",
|
|
" # Tick settings\n",
|
|
" \"xtick.major.size\": 4,\n",
|
|
" \"xtick.minor.size\": 2,\n",
|
|
" \"ytick.major.size\": 4,\n",
|
|
" \"ytick.minor.size\": 2,\n",
|
|
" \"xtick.direction\": \"in\",\n",
|
|
" \"ytick.direction\": \"in\",\n",
|
|
" \n",
|
|
" # Axes settings\n",
|
|
" \"axes.linewidth\": 0.8,\n",
|
|
" \"axes.grid\": True,\n",
|
|
" \"grid.linewidth\": 0.5,\n",
|
|
" \"grid.linestyle\": \"--\",\n",
|
|
" \n",
|
|
" # Legend settings\n",
|
|
" \"legend.frameon\": False,\n",
|
|
" \n",
|
|
" # Figure size for single-column figures in print (inches)\n",
|
|
" # \"figure.figsize\": (3.5, 2.5), # Adjust based on journal specifications\n",
|
|
" # \"figure.dpi\": 300, # High resolution for print\n",
|
|
" \n",
|
|
" # Savefig settings for high-quality output\n",
|
|
" \"savefig.dpi\": 600, # Ensures high-resolution images\n",
|
|
" \"savefig.bbox\": \"tight\", # Trim extra whitespace\n",
|
|
" \"savefig.transparent\": True, # Avoid background color\n",
|
|
" }):\n",
|
|
" header_amp, data_amp = load_keysight_csv(fn)\n",
|
|
" freq = data_amp[:,0]\n",
|
|
" amp = data_amp[:,1]\n",
|
|
" start_freq = float(header_amp['Start Frequency'])\n",
|
|
" stop_freq = float(header_amp['Stop Frequency'])\n",
|
|
" freq_spacing = (stop_freq - start_freq) / float(header_amp['Number of Points'])\n",
|
|
" \n",
|
|
" fundamental_idx = 1 + amp[1:].argmax()\n",
|
|
" print('Fundamental peak:', freq[fundamental_idx], amp[fundamental_idx])\n",
|
|
" \n",
|
|
" fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(4, 2.5), gridspec_kw={'height_ratios': [2, 1]})\n",
|
|
" ax1.plot(freq/1e9, amp, color='red', alpha=1.0)\n",
|
|
" ax1.set_xlabel(r'$f [\\mathrm{GHz}]$')\n",
|
|
" ax1.set_ylabel(r'$[\\mathrm{dB}]$')\n",
|
|
" #ax1.annotate(f'Fundamental @{freq[fundamental_idx]/1e6:.3f} Mhz, {amp[fundamental_idx]:.2f} dB',\n",
|
|
" # (freq[fundamental_idx]/1e6, amp[fundamental_idx]),\n",
|
|
" # xytext=(5, 0),\n",
|
|
" # xycoords='data',\n",
|
|
" # textcoords='offset pixels',\n",
|
|
" # )\n",
|
|
" \n",
|
|
" freq_space = np.linspace(freq[fundamental_idx], stop_freq, 1000)\n",
|
|
" sq_amp = np.sqrt(10**(amp[fundamental_idx]/10))\n",
|
|
" sq_approx = 10*np.log10((sq_amp / (freq_space/freq[fundamental_idx]))**2)\n",
|
|
" ax1.plot(freq_space/1e9, sq_approx, color='black', alpha=0.4)\n",
|
|
" \n",
|
|
" print(f'Frequency spacing is {freq_spacing/1e3:.6f} kHz')\n",
|
|
"\n",
|
|
" kc = zip(freq/freq[fundamental_idx], np.sqrt(10**(amp/10)))\n",
|
|
" plot_width = .2\n",
|
|
" t = np.linspace(0, plot_width, 10000)\n",
|
|
" ts = 1/freq[fundamental_idx]\n",
|
|
" tf = t * ts\n",
|
|
" td_data = 4/np.pi * sum(c * np.sin(2*np.pi*k*t) for k, c in kc)\n",
|
|
" #td_data = fft.ifft([c for k, c in kc])\n",
|
|
" td_data = np.hstack([-td_data[::-1], td_data[1:]])\n",
|
|
" td_data_sort = np.array(sorted(td_data))\n",
|
|
" lvl_low = td_data_sort[:len(td_data_sort)//5].max()\n",
|
|
" lvl_high = td_data_sort[-len(td_data_sort)//5:].min()\n",
|
|
" lvl_amp = lvl_high - lvl_low\n",
|
|
" td_data = -1 + (td_data - lvl_low) / lvl_amp * 2\n",
|
|
" ax2.plot(np.linspace(-plot_width*ts*1e9, plot_width*ts*1e9, 10000*2-1), td_data)\n",
|
|
" ax2.set_xlim([-plot_width*ts*1e9, plot_width*ts*1e9])\n",
|
|
" \n",
|
|
" lvl_low = -0.7\n",
|
|
" lvl_high = 0.7\n",
|
|
" ax2.axhline(lvl_low, color='gray')\n",
|
|
" ax2.axhline(lvl_high, color='gray')\n",
|
|
" ax1.set_xlim([start_freq/1e9, stop_freq/1e9])\n",
|
|
" ax2.set_xlabel(r'$t [\\mathrm{ns}]$')\n",
|
|
" ax1.set_ylim([-130, 0])\n",
|
|
" print(f'Reconstruction sample spacing: {ts*1e9:.3f} ns')\n",
|
|
" \n",
|
|
" state = None\n",
|
|
" edge_start, edge_end = None, None\n",
|
|
" for i, (dp, dn) in enumerate(zip(td_data, td_data[1:])):\n",
|
|
" if dp <= lvl_low and dn >= lvl_low:\n",
|
|
" if state != 'edge':\n",
|
|
" state = 'edge'\n",
|
|
" edge_start = i\n",
|
|
" elif dp <= lvl_high and dn >= lvl_high:\n",
|
|
" if state == 'edge':\n",
|
|
" edge_end = i\n",
|
|
" tr = plot_width*ts/10000*(edge_end-edge_start)\n",
|
|
" print(f'edge {edge_start}:{edge_end}: t_r={tr*1e9:.3f} ns, equiv f_3dB = {0.35/tr/1e9:.3f} GHz')\n",
|
|
" break\n",
|
|
" state = 'high'\n",
|
|
" elif dp <= lvl_low and dn <= lvl_low:\n",
|
|
" state = 'low'\n",
|
|
" elif dp >= lvl_high and dn >= lvl_high:\n",
|
|
" state = 'high'\n",
|
|
"\n",
|
|
" tr_scaled, prefix = tr*1e9, 'n'\n",
|
|
" if tr_scaled < 1:\n",
|
|
" tr_scaled, prefix = tr*1e12, 'p'\n",
|
|
" ax2.annotate(fr'$t_r = {tr_scaled:3.0f}\\;\\mathrm{{{prefix}s}}$',\n",
|
|
" (0, 0),\n",
|
|
" xytext=(5, 0),\n",
|
|
" xycoords='data',\n",
|
|
" textcoords='offset pixels',\n",
|
|
" )\n",
|
|
" \n",
|
|
" #fft_data = np.hstack([\n",
|
|
" # np.zeros(round(start_freq / freq_spacing)),\n",
|
|
" # 10**(amp/20)])\n",
|
|
" #fft_data = np.hstack([fft_data, fft_data[1::-1]])\n",
|
|
" \n",
|
|
" #time_domain_amp = fft.ifft(fft_data)\n",
|
|
" \n",
|
|
" #ax2.plot(time_domain_amp)\n",
|
|
" #ax2.set_xlim([1000, 4000])\n",
|
|
" #ax2.set_ylim([-0.5e-5, 0.5e-5])\n",
|
|
" fig.tight_layout()\n",
|
|
" return fig\n",
|
|
"\n",
|
|
"plot_freq('../data_spectrum/tdp0604_bent_3.csv').savefig('../paper/fig_spec_risetime_tdp0604.pdf')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 109,
|
|
"id": "a72b9a76-2e88-44bb-9bdf-4890c7c5d2d4",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Fundamental peak: 88009780.0 -26.0266227722168\n",
|
|
"Frequency spacing is 3995.994006 kHz\n",
|
|
"Reconstruction sample spacing: 11.362 ns\n",
|
|
"edge 9579:10418: t_r=0.191 ns, equiv f_3dB = 1.836 GHz\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD2CAYAAADS1SCQAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAARQxJREFUeJzt3Xd4VFX6B/DvlMxMeiGdJAQSApEWSAjoAq5gw4YrZS24oijsgqKrK7rorh3RtayiK/hzscAKooKCCkhRBKUkQAg1BEhIQnqdtKn3/P64mXKnZWYymUl5P89zn5m59cw7d847986954gYYwyEEEJIB7GvC0AIIaRnocRACCFEgBIDIYQQAUoMhBBCBCgxEEIIEaDEQAghRIASAyGEEAFKDIQQQgQoMRBCCBHo84mhsLAQV111FdLS0pCdnY3Tp0/7ukiEENKj9fnEsHDhQixYsADnzp3D0qVLMX/+fF8XiRBCejRRX24rqbq6GmlpaaitrYVUKgVjDHFxcTh48CCSk5N9XTxCCOmRpL4uQHcqLS1FfHw8pFL+bYpEIiQlJaGkpESQGDiOQ3FxMfz8/CASiQTrkMvlkMvl3iw2IYR4BGMMzc3NiI+Ph1js/AmiPp0YAFhV9LYOkMrLy5GSkuKtIhFCiFeVlpYiISHB6fn7dGJITExEWVkZdDqd8VRSaWkpkpKSBPMFBwcDAArWr0fApEmCaXTE4Fh1dTWio6N9XYxeh+LmOoqZ65RKJRITE411nLP6dGKIjo7G2LFjsW7dOsybNw9ff/01kpOTrf5fMBxVxEZGIsSFrEqAM2fOIDU11dfF6HUobq6jmLnP8sxJZ/p0YgCA1atXY968eVi+fDlCQkLw6aef2p+57/4PTwghTuvziWHYsGE4cOCAr4vRZ40aNcrXReiVKG6uo5h5T5+/j8EldMTgspKSEl8XoVeiuLmOYuY9lBjMUWJwWVNTk6+L0CtR3FxHMfMeSgzmKDG4TKFQ+LoIvRLFzXUUM++hxGCOEoPLRo4c6esi9EoUN9dRzLyHEgPpktzcXF8XoVeiuLmOYuY9lBjM0REDIYRQYhCgxOCyuLg4XxehV6K4uY5i5j2UGMxRYnBZQECAr4vQK1HcXEcx8x5KDKRLLly44Osi9EoUN9dRzLyHEoM5OmIghBBKDAKUGFw2YsQIXxehV6K4uY5i5j2UGMxRYnBZeXm5r4vQK1HcXEcx8x5KDOZsJAa9RoPyo0d9UJjeoaGhwddF6JUobq6jmHkPJYZOnP3LX/BdZiaOHTni66L0SH5+fr4uQq9EcXMdxcx7+nyz2y6xccRwxenTaAeQk5ODqpoaTJkyhS6bMzNu3DhfF6FXori5jmLmPXTEYM5GYhCJRMgCcMN116GmpgYbN27EqVOnwHGc98vXAx06dMjXReiVKG6uo5h5Dx0xmHPw5/OgpCTMHjgQhw4dwq+//oqTJ09i3LhxSElJgVhM+ZUQ0ndQjeYsxqBQKHD11Vdj1qxZCA0NxU8//YT169fj+PHjUKlUvi6hT8TExPi6CL0Sxc11FDPvoSMGZ5mdOoqIiMCNN96I+vp6nDhxAjk5OcjJyUFiYiLS0tKQlJQEiUTiw8J6T0hIiK+L0CtR3FxHMfMeOmIw5+g+BhvTIiIicPXVV2Pu3Lm48sor0dbWhp07d+LTTz/Fzp07ce7cuT5/JFFYWOjrIvRKFDfXUcy8h44YzNlKDIZxDpKGQqHAiBEjMGLECDQ2NqK4uBjFxcX4+eefAQBRUVGIi4tDfHw8YmNjIZPJuqHwhBDiGZQYzLl4xGBLWFgYMgYORMZ336H98cdRUlqKy5cv48KFC8jPz4dIJEJkZCSioqIQHR2NqKgohIWFQSQSeehNeFd6erqvi9ArUdxcRzHzHkoMnXHiiMHKkiXAhg3wv/9+DBs2DMOGDQMAKJVKlJeXo6KiAuXl5Th9+jQA/sadyMhIREZGIjw8HBEREQgPD+8VN/RUV1fTuV83UNxcRzHzHkoM5jxwxAAA0Gptjg4JCUFISAiGDx8OANBoNKitrUV1dTVqampw6dIlnDhxQjC/IVGEhoYah57UKXpdXR1SU1N9XYxeh+LmOoqZ91BiMOdKYigqAoYMAfLzgVGjnN/G8ePA6NGASASZTIb4+HjEx8cbJ+t0OjQ2NqK+vt44nDt3Dq2trcZ5ZDIZQkJCjIkiJCQEwcHBCAoKQmBgoFfvq+gvV195GsXNdRQz76HEYM6VP58PH+Yfd+2ynxgs/zc4fRrIyAA+/BB46CGbi0ilUuNpJXM6nQ5KpRJNTU1oamoyPq+oqEBbW5vZJkUICAgwJgrLISAgAHK53GP/aWRlZXlkPf0Nxc11FDPv6dWJYd68edi1a5exEr3uuuvwr3/9CwDAcRweffRR/PDDDxCJRHj88cexaNEixyv01Kkke2pq+Mfz551fRq8HFi+G9B//QMTAgYiIiLCaRafToaWlRTA0NzejpaUFVVVVaG1tFTThIRaLERAQYHcIDAw0JpDOjj5ycnIwfvx4598PAUBxcwfFzHt6dWIAgKeffhoPP/yw1fh169bh9OnTOHfuHJqamjBu3DhMnTrVeH7faYZf1q60jeROEikvB558EvjkE8D8T+fz54HVq4H2duDTT20uKpVKERYWhrCwMDvFYWhtbUVbW5txMH9dVVWFtrY2tLe3Wy0rl8vh7+8PhUJh9ahQKFBZWYm6ujrjOGoexDnU1pbrKGbe0+sTgz1ffPEF/vznP0MikSAiIgJz5szBhg0b8Pzzz9tfyJ37GDzVuc+rrwKffw48/jiQmdm1den1QGoqn2Suvhoikch4KskRjuPQ3t5uTBwqlQoqlQrt7e3Gx+bmZuNrvV6PmpoaVFRUGNchk8kgl8udGhQKBWQyGRQKBaTSPrsr2hQVFeXrIvQ6FDPv6fXfxrfeegsffvghkpKS8PLLLyMjIwMAUFJSgkGDBhnnS05ORm5ursN1tbW1AUqlYFwQY/zt4b2pd7eWFqC4GFi+HLj6aqcXE4vFCAwMRGBgoFNfQq1Wi4qKCigUCmOyUKlUUKvVgkGpVBqfazQau9s2JAyZTGZ38PPzszu+NyUXW6cEiWMUM+/p0d+kyZMn48yZMzanHTt2DK+88gri4uIgFouxefNmTJ8+HYWFhcZfxuZ/sDInKvYFCxZg64IFgnFF0dFIBnAkNxe68HAMGjQIHMehtbAQQ8Gf3y84dQotLS0IDAxEWloaWurrEQGgorISIrEYly5dAgBkqNWQg++isOb4cYwYMQJHOjoAuqK5GcEATpw8iTadDiNHjkRZWRlUx49jDAAG4HBHs8OxsbEICgrC+Y7/KtLT01FVVYX6+npIpVJkdlzS19jUhPqLFxEeHo5z584BAIYNG4b6+nrU1NRALBZj/PjxyM3NhV6vx7iZM6F94w2cGDwYADB06FAolUpUVVUBACZMmICjR49Cq9UiPDwc8fHxOH36NMLDw5GSkgKRSITGxkYAwFVXXYWTJ09CpVIhNDQUSUlJOHHiBDiOQ3x8PNra2lBcXAytVouhQ4fi7NmzUCqVxnWfOXMGOp0OYWFhxgSk0+kQFxeHmpoaqNVqyGQyxMbGoqSkBABfcSgUCjQ1NUEqlWLo0KFoaGiAWq1GQEAA0tLScP78eUgkEsTGxiIkJASXL1+GVCrFyJEjUVtbi5aWFvj7+yM7Oxs5OTkA+MbbQkJCjE0ypKeno7q6GnV1dZBIJMjKykJOTg44jkNUVBQiIiJQUFAAAEhLS0NDQwNqamogEomQnZ2NI0eOoKamBikpKYiJiTHu46mpqWhpaUFlZSUAIDs7G3l5edBoNAgLC0NCQgJOnjwJABgyZAhUKpWxu8vMzEycOnUKKpUKISEhSE5ORn5+PgBg0KBB0Ov1KCsrAwCMHTvWeKVbUFAQUlNTkZeXBwBITEyE2GyfHT16NIqKitDc3Ax/f3+kp6fjaEePhgMHDoRMJkNRUREAYNSoUSgtLUVjYyPkcjlGjx5tjGFsbCwCAwNx4cIFfn+/4gpUVlaivr4efn5+GDdunLFZ7ejoaISGhhrjPXz4cNTW1qKwsBADBgzA+PHjjfE2XKhx9uxZ4z7b1NSE6upqq302IiICsbGxxvuHUlJS0Nraaoz3+PHjkZ+fD7VajbCwMCQmJhovHx88eDA0Gg0uX74MgO8b4syZM2hvb0dwcDAGDx4siDfHcSgtLeW/9xkZOH/+vKCOOHbsGAAgISEBEolEEO/i4mIolUpjiwqGOiI+Ph4KhQIXL14EAGMd0djYCJlMhoyMDBzuuCjGUEccP34c7hAxZ2rMXmLYsGH4/PPPkZmZiZtvvhnz5s3D7NmzAQBLly5FQECAzVNJSqUSoaGhqFi1CgF33SWYFjRtGsS5uUBVFRAdbZrwxRfAnXcCb77Jn/4xN3MmsGkTcPkyYHYpKvbuBX7/e2DpUuC114TLPPww8P77QG6u8FRSQQEwfDjwpz/Z/Y/BSlMTEBYGXH89sGOHc8sA/P8po0fzl9Q66dChQ5gwYYLz2+gijuOg0Wig1Wqh0WisBlvjdTqd8VGr1RqHznZ9sVgMPz8/wSCVSm2Oc3U4cuSIV+PWF3h7X+sLDHVbU1OTSzcH9ugjhs6UlZUhISEBAHDw4EHBDTCzZ8/G6tWrcccdd6CpqQlffPEFtm/f7nB9Af7+1sEzHHXYq0QcXfZp78+yvpOLkZaW5tXticVi4x/fXaXT6ayShfngaFpbW5tgPvPBGa2trTh16pTTicQ8AUkkEuOjM8+lUmmvbXLFnLf3tf7M6cTwzDPPQC6X25zGGDPueIwxaLVavPzyy54poQPz5s1DVVUVJBIJ/P398eWXXyI0NBQAcO+99yInJ8e4Mz355JOdt7XiqT+f3WlGwzCv5Re4s3WUlQEdydHpZRxt30W61auB2bOBlBS3lvclQ0Xr6TvJLROFraGoqAhxcXE2pxmSjVqttjldr9e7fIWOWCzuNHm4mnDMB7FYDKlUKtiO+TRPXK3W0NCA8PDwLq+HdM7pxDBx4kTceuutTs27detWtwvkil27dtmdJpFI8P7777u2Qk/fx9DdRwZbtgAzZpjupu7Kdt0sa9Tf/w6sWsX/2U0AmBKOI3V1dRg5cqTb2+A4Dnq9Hnq93pgs7D13dpxer0dbW5vDefV6vVvlFYlExiRhK3E4M+706dNoaGhweVnDa0OCMn/dF46kuoPTicFeUlAqlbh8+bLg17izCaTH8XRi6O7rrg3tKpWW+iwxAODvsbDlp5+AyZOBXnS1kLd0tUIyVHDebmiRMSZIEpaDecLqyjitVms17fLly5DJZIJxXb23wTxhWSaNnjbem4nMpW9sVVUVFi1ahPPnz2PevHl48MEHkZWVhcrKSrz55pt4yE4zD32CZcXp6ANy51RSZ1zZIdz5sng6iZ07B0ydCqxYATz1lGfX3QdkZ2f7ughuEYlETh0ReYshUTlKNOaPnnpufkrP2WU9QSQSCZKG5WCZVNztKMylT/epp57CtGnTMH/+fGzevBlPPfUUdu7ciZiYGPzlL3/p/YnBUUXuzgfrqz+ZuyMxbN0K3Hwz4Oy5YsP9IB2XSDrtww+BOXP4q6r6sCNHjiCzqzcy9jO2YmZIVL1BVxKR+ThXBnePMFyKaHZ2trG9oZtuugmrVq0y3kTWW38BCdiqyA03xblSyRtOrbhTQbvyQXrybmxHy+zfD9x2G/9fwsKFrq/bUmsrIJdbn2KqrOTXf+AA8PHHzq/vxRf5y3mTk51f5vRpfv6AAOeX8SBnr14iJr09Zp76E94VSosbdp3lUiktr94YMmSI8bm9K5Z6FcvK0fyPNlcqYcO9A+5cleQJhoTkqdNPTU38Y22t7emOtmNrWlAQcM891uMN8W5psb8+W8s89xwwd67zywDAiBHAffe5towH0V28rqOYeY9LRwxff/01as0qh3PnzhnvmPzll1/wwAMPeLRwXmdZOZu/9tVVSY7WYa9C9vQf5d1xSmzjRv4mwa7qyrnbjjt4fSEmJsZn2+6tKGbe49IRg6EBNcOQmJhofO7uIUuPZl7peOIGN3fO97lTYfeE/0O8lUh7aYub9pp6IfZRzLzHpSOGF154Addcc43NaVOmTPFIgXqUjnZeAACHDgEdbQg5zZNHDBs28K2lOsNQWbrSHIYzFWxPvObbm4lh2jRgwQLgj3/03jYJ8QGXjhjsJQUAOHXqVJcL43OWFfmkSabnFm0o2WXe37Ph3LyljobQBD74wPa8u3fzj2q1c9sHXL8SCDC99/x84X8rzizjSHcnEzdvuALgetn27AE8dLqU+i52HcXMe1w6YoiNjcUVV1wBxhgqKysRFhYGkUgEtVoNlUpls8OcXsUTpz9+/3vT8yuvFE43NIG9bZvz63vsMdfL9Lvfub7Ms8+anre0AB1NizhkrxmPrnLnT3NPXM3lrilT+Mt4f/7Z6UVaWlowYMAAz5ajj6OYeY9LieF///sfpk2bBgDYtm0bpk+fbpz27bfferZkvdVvv3VteVdOjXz0UefzMOZcpelq8yGAqayVlfxz80vx/vlP19fnToXtTlMcra3ub8+WfftcXqSyslLQXwjpHMXMe1w6lWRICgCs7qiz1S1kr+OrG9IMFZWrZehow92h7rwyqqOdeAD8nc7mOmnJ1qYrrrA/7amngM2brcePGeP6dhw13Txliu1LaQ08dHQUvmcPsGaNR9ZFiKe5fcvgxYsX8eyzz2L48OEoLy/v9TefABBWgLZ+uZv/+jZUin/7G/DEE13b7tSppufZ2V2rzC2Xtfwl7846vv/e9nwTJ5qe26swXalIHd2/8Prrtsvmjo6OWmyWzfDr/3//E45fvdq9bY0dyyeav/1NMDpt2TL+SW+/xNuL+sRNtL2E27fhPfHEE0hLS8Ovv/6KyMhILDPs6L2ZeaXzf/9nPf2zz0zPDRWVsxz9edzR65IVy+TkzB+tlhWYO3/OWm7XmUqxD/UxYdOf/+zecnl5wJNPeqYMzz3Ht6bbTxnumSLdz+nE8Pnnn1uN+9Of/oQPPvjA6sY2W/P2CuaVW0d3fwKdnc+2ddRkuDLJsnJwJkZvvy187UyrtR3dfRqZ/xluj+VpH3v/c7hzGuWdd1xfxh3ulK2jm8le48UX+abW+yl7/YUTz3P6VFJpaSlefPHFTudjjMHf379Lheq1LE8/APzVPitXApY359xzD3D33Y7XZ/kLyfxqJmcvXz14sPN5LC81ducowzypOntHcUEBMGwY/9z8/5Ivv3R9+5b/cTiroQHoy52/vPQSfyrQmf2ghwvr4w0r9iROJ4an+kPTyeaVmzuVo60mbs3va/CkO+80Pb/lFs9eOvr447aTXF2d6bn5H+aWXnrJ/rRVq0zPKytNiWHFCtfKaKmqiv/MJBLXlmtr69uJwZ2rw3qoBMueCkm38W5Tfz2deWKwVbkZKjXL8+l79tge7wxbp5/s/dlrztG9EF1l7zTXm2+ann/zjXvr/stf3FvOFsvTZs5c6mue3Bwxv+zY/EZFR4l3507ha2diZLkMseukrRtDSbegxGCus4rd8L/Dq68Kx8+ezT/a+pI7ugu5utp2BW+4P6G62npafr7jMr7xhvU4ywrUUlGR9bjSUv7R2VNWN9zQ+Tye/oPa8qjGmaM8y9NU9ip68+5pzW9ca2kRbqetzfTcMqE603TGW291Po+3rVnDN/9hSa/nT41+/bVr63v22c5Pm5IehRKDOUPF1VmTEuvX2x6/aZP1uO+/5686stU/9YkTwD/+YXtd338P/Pij9Xh3rtu3vPnQ8rJQWze3vfsu/7hkiXPbMCQSwLqyNVSYjs5zWy7jic6G1GrrI7Jff3V9vZaOHTM9d3Q1nr2kY6+pFINTp2xf/GCwd6/j5Z316qumz9nc/Pmmo2Bzb74JvPIKMGuWa9t55RX73xlbNBrgtdesPjvzZv57JJUKeP554Y+FXooSgznG+FMNY8fan8dW0qivd1yRObqh6vhx2+W45Rb7y6hUtn/J20okgPBy2MOHgeBg+5fIGhiuJrJ3hOLovxPLG9EMN4xZfmHM/3C2bCvq+usdlw/gv4TmLI98FAq+z2lz69YJXzvTKrCjbl07O4KzZflyx9NHjgTS0uxPd6eZFFstky5bBjz6qPPrcHQVV2mp7R9GZ886v36D//0PePpp4MYbBaM77abS1ra0Wv7/p//8x7UyDBvGf86u9A0ydy7wwgtAYKBr2+qBKDGYW7kSiIy03yENACQm2m4Ez532ierrbY//7jvHy9nrdcze6ZyNG03PT5wQPto7vWOv4jes6/77rae98ortZQwsf0E76ijH0HigJUeno0aOtB7X2dU46emm5+b3qZhvx9FRwU8/OV6/rfU5c8qruVn4uqtHUNddJ5zmzJ3pa9bw5Tb8ci8vN01jjB+2b+c/16QkYOZM4PJl/ui4sZGfzzy+TU2m3g3NlZUJf6gYLku12AfKzbdvaccOflv/+hf/ur2dv+rthhuA2Fhg8WK+y1ilkk8UHMefLhSJgKFD+e/0tGn864MHTVe5BQdb/3j7/nvbd62bn2Jz5f+QY8fs7+++wghrampiAFiTaXfvfcOjjzqevm8f/2Y/+oh//dFHjJWUMHbnnfaXYYyxkBDhOIWCX87RMvbG795te7y9ZZRKxurrGduwwTRu27bOl9FqhdMNVCr7ZWOMsWuuMY1bupSxAwdsb+eWW2yXYd480/jWVuG02bMZq6jgpw0danv7luscM4axTZv4cZ98YhqfkSGcv6iIscJCxjiOf63XM3bPPYxNny7cTksLY/n5jFVXC8dv385YVRVjq1bZ/1xXrhS+njDBvf00OZmx5cv5GBw9KizLnj229+sFCxgDWPVNNzHW1MTYt9/y5dm+nX9tucx993VejiFDXCv3hg2M/eMf/PfIMO611xj7/HP++f33Wy9TX8/Yp58ytmgRY2q19efMGGNHjtjfD2wpLubjdt99jK1daz09JYWxJ5/k52NmdVtTk3Pr7+Bkafq2PpEYnBkqK02JwZlhyhTb4zMz7S/DcfbHv/OO9ficHMb++lfny5SYyH9oa9bYn+ePf2Ssttb6C3f33bbnv/JKxtrbbU/77Tfb41tbGSsoEI6LieHHv/667WXCw22PX7uWr3iee46xiRNtvx/LcVdfbXtdS5f6fj+jwfbAGP8d5DjGysr41+bT9+7l9zeDv/+dT8BNTfyPlPfft17nb78xtm4dY998w9i77wqn1da6nRhEfNn6N6VSidDQUDQBCPF1YbrTyy/zpz6687D1uuvoEkxCuuK55/j/EV97rcurUgIIBdDU1ISQEOdrN0oM6EeJgRDSr7ibGOjPZ0IIIQI9PjGsWbMGo0aNglQqxXvvvSeYxnEcHnnkEaSkpCA1NRX/sbgk7eWXX0ZKSgpSUlLwD3v3CxBCCBFwuz8Gb8nMzMTGjRvxquXdxgDWrVuH06dP49y5c2hqasK4ceMwdepUDB8+HL/88gvWr1+P/Px8SKVS/O53v8OkSZNwgzN36BJCSD/W448YxowZg/T0dIhtdDbzxRdf4M9//jMkEgkiIiIwZ84cbNiwwTht3rx5CAwMhFwuxwMPPID1rtx9SQgh/VSPTwyOlJSUCPqATU5ORklJSafTCCGE2OfzU0mTJ0/GGVu36wM4duwYEhMTHS4vMrub1vICK0fTCCGE2ObzxLDP0MeuG5KSklBcXIzx48cDAC5duoSkpCTBNAPzaYQQQuzr1aeSZs+ejdWrV0Ov16O+vh5ffPEF/tjR1PHs2bPx6aeforW1FWq1GmvWrMGd5p3bEEIIsc2NFiS8au3atWzgwIEsICCAhYWFsYEDB7KjR48yxhjT6XRs0aJFbMiQIWzIkCFs5cqVgmVfeOEFNnjwYDZ48GD297//3e42+k2TGDTQQEO/GpoABlCTGG6hO58JIX0R3flMCCHEIygxEEIIEaDEQAghRIASAyGEEAFKDIQQQgQoMRBCCBGgxEAIIUSAEgMhhBABSgyk97PRJDvxsoULgcJCwKxFY5959133l42P91w5ejH6RhGTnTt9XQLg559dm7+pCaiu7pai2PToo8CkSZ5Z14QJ/OPKlc4vs2OH69t55hnrcVu2uL4eALDoRREAsGsXsGoVkJoKFBcDy5e7t25njBtnPU6rBe69F0hJAd54A3jkEeF0RzF7/HHT8+ho4OGHbc/35ZfCffP7763n2bbNvaSUnu76Mt3N1baL+iKvtpW0fj1j8+ZZj1+71v4yc+a4vp3QUMfTly1jbOxY0+vkZD4Yqan2lwkOFrzWLlvm+fgcPuz8vBMnmj7EgADT+Pj4zpcdPpyx//zHue2UlDD25ZeMHT9u2t7gwfy0u+7i43jnnfaXHzSIsTVrGKuuZmzTJqZbuJAtnz2bqRoaGDt9mjGOY+yeexhLSem8LGVlrsdUr7ceV1dne95t2xi7+27++eLFjCUl8c8TE/nHTZsY+/ln/nlkJP+Ylyf8QlVW8uNHjGDs++/592e+323ezNjOncJ1AIxlZfGPd9/N748WZfvH3LlMVV/PmEgknGZLQQFjaWn89PZ2+7ExL1t0NL9seTljSqVpfHGxab1XX82Pa20Vrufaa/np5uuzHCIibI/XaJz7HJcs6XyemTMFrw1tJVVXV7tUJ9qJav/iscTw4IOdz2Nga/zmzYx9/bX1tB9+4B/T062n+fmZnk+ezNhbbzH2zjuMnT/feTnUasZee41//dpr/LgXX7Q9/5w5/A78/PP86w0bWJO9ygVgbMgQ+8lu5Urnvqjmw5o1wtfXX8+Xx+Dtt4XvzdF7P3iQsaoqfr4TJxi7dEk4fcQI0/PNm23vNBzHmE5nem34jBx95pb7m62GzTrbfwyVrmFYtMi5fW70aOG4+nrr+R54gDGtlp8/J0dYrjfeMMXDkBiefJKxI0es30NVFT995kzr92XLxo2MnTrF778AX+maL/PVV6zlxx9NMdNoGFu+3PE6GePXU1rK7+eG74dhmYwMxmJjhduZM8f6sxg6VDju97/nx7e1CWNnSAyMMTZ9OmOTJpmm3XcfXw57iYExxioqGHv5Zf71xIn849atwvn+/W9+XrGYf710Kf8ZWMbh2muN4+omTmQAWGlpqf042eAgqv2H8Yu6bx//S9L8w1iwwP4XzjIRmP8yMfwaDww0jTNURowJf2Hed59p/P79wnX+97+mX4k5OYx9/LFp2jff8Mva+4IEBdkud22taZ7Nm/lxK1aYxn3yCT/ugw8YO3OGfz5/Pj9Np2OsqMgYN5vr/+EHft62NsYmTGBMIuHHf/mlKQEB/K/Q227jn7/5pqmiNf/VEx7OP3IcY6tXm8bfdpv1+33pJca++860fltDerrtnaC+nrHffuPnmTWLsaNH+STtLK2W/zXc3Czc3jXXWM3qcmIwr2TM53n1VX57s2ebxv3xj4yNGsXHwXyZ3FzGZszgK0mt1nTEcNNNzr2/1lbGnnqKr5TNE4MtHMd/FhUV1u/LkSlT+HlUKv71mDGMhYTYjtmRI/y8ubmdl53j+Mp2/37+MxowQDjdcGRh2K55ma+/Xjju++8Zk8v5fdXw3bBMDPbe8803m8psmRjMtbTwiYQxYf1jSAyGz9vedgyJ4dNPWWlpKSUGdwl2umuuEX5ohYXC15mZjO3bx9ihQ/zChsNugP/SPPEEf5ickcGPKynhKxzzX5eMCRPDQw+Zxlsmhu3brQtsWJYxfke1t4MdOcLYK68wdvasMEGZU6n4X53mlZThPZ85w3+pnn9emEzM4hYLMH1cnOMdff58fvzJk6ZxAH86xhbzQ+uCAsZ27BAuBzD27ru2l7Wcz3z45RfhUYYltZo/0jF8tu4ybE+n40/jWHCYGFav5hOoZTxzc/kfCYyZjuoMTp3iX99/v3Bd99xjvzJWqfhpn3zi+vvTahn761/5ZOqsnBzroxBL995r+h4xxseuI342Y+bos3RFY6PwdJHBTz8x1tDgeFnDZ2R+dGRw4ABjFy6YXre28t8t8+U6S5Zqtelo9Ndf+XFtbab1MMafnjb/EWP4YafRUGLoCsFOV1PD2JYtfKW4bRt/vrGzDxFg7MYbheMMicEe88Tw4IOm8YZfIdOnmypnS62twvO6paV8AnJk6lR+fba+AG4yxE175ZWm9zJjhvWM9hLDU0/ZX/kDD/Dnsy0plfz75TjHhbNMClu2OPWePKKTL7zDxGDw+uv8l928YrHn9Gl+ew88IByv1fLx6i2am/kfVTY4FTNfOHKEj7uNH04OTZjAf2aGI9zOqNWul40xtxODz7v27AkYYwD4fhkQEgJcfTU/wXDp2p49wNSp6JjJegXHjwMDBwqnDR8O5OXZnh8AkpNNz9Vq03zx8cD+/cDIkUBDAxARYXsdgwebxhvaWbe3LQCYMYN/H0FBjudzgbJjPfXXXgvFgQNAZCTw2WfW69do+MfmZtO06mrAz89+Wd5+27AR62khIfy6HLnjDiA0FPj4Y/61Xu+x9+00O9szxE3pqDwLF3a6HiO5nH/MyrI9r7ffd1dkZ9ssr1Mx84XUVMf7qj3BwfzjiBHOL6dSuVY2AM0d3xNDHecs6qgHQFlZGRITE31dDEII6RYXLlzAkCFDnJ6fEgMAjuNQXl6O4OBgiEQiXxeHEEI8gjGG5uZmxMfHQ+zCjaCUGAghhAjQnc+EEEIEKDEQQggRoMRA3LJkyRIkJydDJBLh5MmTvi5Or6BSqXD77bcjLS0NGRkZuPHGG1FcXOzrYvUK119/PUaPHo2MjAxMnjwZeXl5vi5Sr/HCCy+4/D2lxEDcMmvWLOzfvx+DekJrmr3IggULUFBQgLy8PNxyyy1YsGCBr4vUK2zcuBH5+fnIy8vDE088gQceeMDXReoVjh49ioMHDyIpKcml5SgxELdMmTIFCQkJvi5Gr6JQKHDTTTcZr3ybOHEiLl686ONS9Q5hYWHG501NTS5dYdNfqdVqLF68GP/5z39cvtqSbnAjxEfeffdd3Hrrrb4uRq/xpz/9CT/99BMAYPv27T4uTc/3z3/+E3PnzsXgwYNdXpbSLiE+sHz5chQWFuKVV17xdVF6jc8++wylpaV4+eWX8eSTT/q6OD3agQMHkJOTg0WLFrm1PCUGQrzsjTfewKZNm7Bt2zYEBAT4uji9zn333YeffvoJdXV1vi5Kj7V3716cPXsWgwcPRnJyMsrKynDDDTdg27ZtTi1PiYEQL3rrrbewfv167Ny5U3DenNinVCpRXl5ufL1582YMGDAAERERPixVz/b000+jvLwcxcXFKC4uRkJCAnbs2IHp06c7tTz9x0DcsnjxYnz77beorKzEtddei6CgIJw/f97XxerRysrK8MQTT2DIkCG45pprAAByuRyHDh3yccl6tqamJsycORPt7e0Qi8WIiorCd999R83XdCNqEoMQQogAnUoihBAiQImBEEKIACUGQgghApQYCCGECFBiIIQQIkCJgRBCiAAlBkIIIQKUGAghhAhQYiDEg1asWIF169Z12/q3bNmCZcuWddv6CQEoMRDSZTqdDs899xxmz56NiooKzJ071zjtq6++wmOPPYb//ve/+Oyzz7B582Z8/vnnAIA9e/Zg8uTJmDx5Mnbu3Ini4mI8+uijCA0NxcqVK21u67bbboNMJvPK+yL9F7WVREgX7dy5ExKJBDNmzEBBQYFx/DvvvIP8/Hx89NFHxnZ9Hn30UYwdOxYAMHXqVPzyyy9QKBS47rrrAAB//etfsWPHDjzyyCPefyOEdKAjBkK66ODBgxg3bhzmzp0LiUQCAKipqcGyZcvw4osvChp7e/zxx31VTEKcRomBkC7YvXs3vvrqK1y8eBFnzpwxjt+3bx/kcjkGDhwomH/QoEG4/fbbnVr3Sy+9hNdffx1btmxBamoqcnJyPFl0QuyiU0mEdMG0adMQGBiIJUuWCMaLxWJYNlz80UcfYe/evYiMjMSLL76I4OBgAMCRI0fwySefAABqa2uN82dlZWH69Ol49913ceedd2L8+PHd+2YI6UCJgZAuaGhoQGRkpNX4SZMmoa2tDWVlZUhISAAAPPjgg8jNzcWYMWOMSQEAMjMzMW/ePABAcXExPvroIwDA9OnTcfr0aXz11VfYvXs3GhoaEB4e3v1vivR7dCqJkC44duwYMjIyrMZHRkbihRdewLPPPis4cqipqXF63RqNBg899BA++ugjMMawY8cOTxSZkE7REQMhXXDkyBFceeWVNqc9/fTT+OSTT/DII49g7NixkMlkuPPOO43T9+zZg927d0Mul2P8+PFITU3FqlWrUFlZiZUrV6K6uhqxsbHIy8vD8uXLcdddd3nrbZF+jnpwI8QNhw8fxqZNm1BXV4d///vfCAwMBAA8//zzeP7557t1297YBunf6IiBEDdIpVKEhYVh+PDhxqRASF9BiYEQN4wbNw7jxo2zGq9QKLBu3TrB3c+etGXLFmg0mm5ZNyEGdCqJEEKIAF2VRAghRIASAyGEEAFKDIQQQgQoMRBCCBGgxEAIIUSAEgMhhBABSgyEEEIEKDEQQggRoMRACCFEgBIDIYQQAUoMhBBCBCgxEEIIEejzrasuWbIEW7ZswaVLl3DixAmMHDnSah6O41BeXo7g4GCIRCIflJIQQjyPMYbm5mbEx8dDLHb+OKDPJ4ZZs2Zh6dKlmDRpkt15ysvLkZiY6MVSEUKI95SWlhr7HndGn08MU6ZM6XQeQ8fspaWlCAkJ6fI2c3NzkZWV1eX19BUUD2vdFRPGGC7WtOBoSSPKG9vBGBAe6IdBAwIxJCoQCWEBEIsdHxW3a/QobWjFpbp2lDe2QccxSMUihCj8EBksR1SQHBGBMoQFyCCTOv4VqtNz0OoZJGKRw3lpH7HmiZgolUokJiYa6zhn9fnE4AxHp4/kcjnkcrlL6xszZoxHEkxfQfGw5umYaHQcvjl2Gf+37yIKq1sgFgGxIQqIxSLUtqih0nIAAH8/CYbGBGFodDCGRAVCIhahTaPH5YZ2lDW0obiuFVVKtXG9/n4SyKRi6DmGFrXOarvBCimC5VJwDOAYg45j0Oo4aPQctHoOnFlvL8FyKQYEyTAgSI4BgfxjZJAMEYEy6BCLy6cbwHEMap0eKi0HlbbjUaeHSquH2jBOp4cIIgTIJAiUS+EvkyBQJkGATIpAuenR349/DJJLMTDMH1HB8l51qtiT+4ir75sSgxlbp5MWLVqEN954A/n5+QCAQYMGgeM4lJaWAgAyMjJw/vx5tLS0IDAwEGlpacjPz0dAQAASEhIgkUhw6dIlAMDo0aNRXFwMpVIJhUKBESNG4MiRIwCA+Ph4KBQKXLx4EQAwcuRIlJWVobGxETKZDBkZGTh8+DAAIDY2FkFBQTh//jwAID09HVVVVaivr4dUKkVmZiYOHz4MxhiioqIQHh6Oc+fOAQCGDRuG+vp61NTUQCwWY/z48cjNzYVer8eAAQMQHR2NM2fOAACGDh0KpVKJqqoqAMCECRNw9OhRaLVahIeHIz4+HqdOnQIApKSkoK2tDRUVFQCArKwsnDx5EiqVCowx+Pv748SJEwCA5ORk6HQ6lJWVAeB7Qzt79iza2toQFBSElJQUHD9+HACQlJQEACgpKQHAf1kuXLiAlpYWBAQEYPjw4Th69CgAICEhAVKpFMXFxQCAUaNGoaSkBE1NTVAoFBg5ciRyc3MBAHFxcQgICMCFCxcAACNGjEB5eTkaGhrg5+eHcePG4dChQwCAmJgYhISEoLCw0Bjv6upq1NXVQSKRICsrCzk5OeA4DlFRUYiIiEBBQQEAIC0tDQ0NDaipqYFIJEJ2djaOHDkCpVKJhIQExMTEGOOdmpqKlpYWVFZWAgCys7ORl5cHjUaDsLAwJCQk4OTJkwCAIUOGQKVSobTsMn4pUWPLRR3Km1QYHyfD81NjMGPicJw7c6ojhumoVKqQU1CGUqUe7bJA5F+qxo4TWjCRCAFyKcKkHCIDxJg+LByJ4f6QqhoQFyTBpKwxKC4uRnNzM6QyBSITBmN/bj6a1AySgFA0axnKq+v4RBQTi9YWJXRqNRQyKZKTElBWcgl+YhECgkPQphejqKIWTao2tKmB4upG1Ldq0aTmoOMAkQgQiwC5VAyFnwRipodMIkJIoAISxkHE6SCTihAbNQD1dfWoaeZQKZJCCzEaW1RQ6xg0jE90nI3ux2QSEeLDFIiQ6hATJMGo5BhEKQC5VolIfzEmTshGfn4+1Go1wsLCkJiYaNxnBw8eDI1Gg8uXLxv32TNnzqC9vR3BwcEYPHiwS3XEsWPHjPusvTpCp9NhwoQJXaojDN8jV/WbHtySk5Px3Xff2fzzWalUIjQ01OapJHeOGA4dOoQJEyZ0qbx9CcXDWldjotNz2HGqCm/vOofz1S24eVQclkwbimGxrp0y6Ck8uY8wxqDWcWjT6NGq1kGp0qK8UYWyhjaU1LehpK4NRXWtKK1vg1bPV39+EhESwwMQF6aAv58UCj8+OcmlYsilEsj9xJBJxJD78a8DZRIEKaQIkncMZs8ZA1o1OrRp9GhR69Ci0qFFrUOzSovmjucqLQc/iQh+EnHHIIJEbBqkYhEKL1xETHwS2jR6tGl1aNfoodFx0HMMesbAcQwyqRgBMikCZJKOQQo/qRjSjnVo2lswd8oVaGpqcunog44YzISEhNApD9Lj6PQcGtu1qGziK7dDRfXYfrISFU0qTEqNxNtzMjAqIdTXxewxRCIRFH4SKPwkiAiUAQBGxFvHR88xlDe2o7iuFcW1rSiua0NlkwoqrR4NbRqotBzUOr4yVus4qDteG5KOOwJk/Kktf5kEOj0znnLT6jjoGeMrfY6BY4AIQOCZQvh3VPr+HYlKLBZBIhJBLBZBo+PQ3pE42tR6tGn00Oo56DoOmTh1m3sx7OtHDIsXL8a3336LyspKREZGCk7BGBiOGFzNqvYwxnrVuczuRvGw5igmHMfww8kKbD56GcfLmlDbohZMjw9V4PfDo3F3dhJGDuwbCaG37SMcx9Cq4X/9t6p1xiOBFpUOIpFI8F9HsMLPeDQh6eSPf/P1A8ylS0zNsY4kU9/YhJjICJfrtj6fGJzh6cRw7NgxjB071gMl6xsoHtbsxaRaqcLiz48ip7gBWYPCcVXKAAwM90dYgAwxIQoMDPNHZJCsV1WizqB9xJonYuJu3UanksxUVlaitbW1y+upqakx/glLKB622IpJfasaT399Amodhw9npmFUQpjZVAagHbqWdlS2eLOk3kH7iDVPxKS5udmt5eiIAaas+vTTT0OhUPi6OIQQ4hEqlQorVqygU0nuMCSGgoICl28EsaW9vR3+/v4eKFnfQPGwZhmTTUfL8PGvRVj+h1EWRwr9A+0j1jwRk+bmZgwbNoxOJXVFbGysR/5joMszhSge1sxjUt2swgeH8zFr4ghcPz7dxyXzDdpHrHkiJoGBgW4tR62rEuJj7+wqhJ9EhL9em+brohACgBJDtxgyZIivi9CjUDysGWJSrVThy9wyPDRlCEID/HxcKt+hfcSaL2NCiaEbqFQqXxehR6F4WDPE5L/7iyCXijF34iAfl8i3aB+x5suYUGLoBuXl5b4uQo9C8bBWXl6OVrUO/ztUgrsnJiFE0b1HC6tXr8Yvv/wiGLdq1Sp8/PHHeOmll4xtUdmbt7vRPmLNlzGhxECIj3yfX4FWjQ73WhwtaDQazJgxwyPbUKvVeO+99/Dhhx+C4zjj+CNHjuDYsWO4//778dhjj2Hp0qV25yX9DyWGbpCZmenrIvQoFA9rmZmZ2JhbikmpkUgIDxBMO3DgANLSPPNHtFwux8MPP4xRo0YJxu/evdvYcm1wcDCOHz8OmUxmc15voH3Emi9jQomhGxiaoiY8ioe1HQfykHupAXOyhE2979q1C8uXL4dYLMa+ffu6bftBQUHQarXG11VVVVAqlZ0ut3btWqSmpuLzzz/H+vXr8fDDD0Or1eLXX3/Fhg0bsH37dixdutTl8tA+Ys2XMenz9zEUFhbivvvuQ21tLcLCwvDJJ5/giiuu6NZt0h9pQhQPazvOKRHq74frrogRjL/22muxYsUKPPPMMw7vqbl48SK2bNlic5pMJsOiRYscbn/mzJl49tlnAcDYB4FEIum03Pfeey8+/PBD3H333QCAy5cv48UXX4RKpcKIESMwadIkt+4Fon3Emi9j0ucTw8KFC7FgwQLMmzcPX331FebPn48DBw506zap6W4hioeQVs9hX6kGfxiXCIWfsDJWq9VQq9XGmO3duxerVq3CiBEjcP311yM7OxsAfynjY4895nYZYmJi8Mgjj2DLli2IjY1Feno6goKCnFrWPIGMGzcO//rXv/DZZ5/h+eefx+uvv467774bV111lUvloX3Emi9j0qcTQ3V1NY4ePYoff/wRAP8r6eGHH0ZxcTGSk5O7bbvdue7eiOIh9NPZajSo9JidZd05e05ODrKystDc3IwTJ04gMzMT0dHRxl/3BhcuXMDWrVttrt+ZI4bz58/j/fffx+rVq3H48GHcddddTpdfpzN18Xny5ElceeWVWL9+Pd5//31wHIc77rjD6XUZ0D5izZcx6dOJobS0FPHx8ZBK+bcpEomQlJSEkpISm0G3dY7VnR7c8vPz6fZ+MxQPoY25ZRgcJrHZeUxMTAx0Oh22bt2Ku+66CxcvXsTQoUOt5ktJSXHqiIExhg8++ACHDx8Gx3HgOA5Tp05FXFwcBg0ahLVr16KsrAxPPfWU3XktqVQqrF27FiKRCBUVFXj55Zfx7LPPYuPGjQCA6dOnuxwT2kes+TImfToxANadYDtqM9BTfT43NDTg0KFD1OdzR5/Pzc3NaGtroz6fRSIkDx+NPWerMCdVhMLCQqs+n2UyGebOnWvc/zZv3ozY2FgUFBTY7PPZcK17ZmYmTp06BZVKhZCQECQnJxv32TvuuAMzZswwxluj0aCoqAjTpk1DUFAQ5syZg5ycHADA7bffjjvuuMO4z7a3t6OoqAjNzc3w9/dHeno6OI5DWloaBg4ciOuvvx65ubm4/fbbMWrUKJSWlqKxsRF5eXkYPXq0cb2xsbEIDAw0xvuKK65AZWUl6uvr4efH38NhiHd0dDRCQ0ON8R4+fDhqa2tRW1tr3GcN8Y6MjERkZCTOnj1r3GebmppQXV1ttc9GREQgNjYWp0+fNu6zra2txj62x48f36P6fDb0+0x9PntYdXU1hg4dirq6OkilUjDGEBcXh4MHDwqOGDzd53NlZSViY2M98Rb6BIqHyaq9F/DWznP47sFRSEu2PpXU023evBkLFy7E6tWr8Yc//MFj66V9xJonYuJuRz19+nLV6OhojB07FuvWrQMAfP3110hOTrZ77s7Q57P54GpSAAC93r3+YPsqigePMYaNOaWYPjIWgX69swe2P/zhD6iurvZoUgBoH7HFlzHp04kB4G/vX716NdLS0rBixQr897//7fZtGg7ZCY/iwcspbsDF2lb8cXwixcQCxcOaL2PS5/9jGDZsWLdfnkqIM77IKUVSRAAmDh6AnNoLvi4OIXb1+SMGX6BOzYUoHkCzSosfTlRgTlYCxGIRxcQCxcOaL2NCiaEbGK4AIjyKB/BNXjnUOj1mZfJXvlFMhCge1nwZE0oM3aC1tdXXRehR+ns8OI7h4/1FuHFkLGJDFQAoJpYoHtZ8GRNKDN3A2aYF+ov+Ho+fCqpxsbYV8yeZeuTq7zGxRPGw5suYUGLoBqmpqb4uQo/Sn+PBGMOqvReQkRiGzEHhxvH9OSa2UDys+TImlBi6QV5enq+L0KP053j8XFCDnOIGPHqtsFmL/hwTWyge1nwZE0oMhHQTrZ7Da9vPIntwBH6fFuXr4hDiNEoM3cBWm0v9WX+Nxwc/X0BhdQv+ecsVVm129deY2EPxsObLmPT5G9xcUVlZ6ZErAerq6qwqgv6sP8bj6KUGrN1zCguyEjBA3IaKijbB9P4YE0coHtY8EZPm5ma3lqPEYObjjz+GQqHwdTFIH3GLDFCdOI0PT/i6JKS/crcXuD7duqqzDC0QFhQUIDg4uMvrO3HihE86VO+p+mo8GGNo1ejR3K5DfZsaJXVt+PV8LfJKG3FVaiQevy7Nqoc2g74aE3dRPKx5IibNzc0YNmyYy62r9tkjhjVr1uDtt9/GmTNn8O9//xsPP/xwp8vExsZ6pDu9sLAw+Pv7u7WsWqdHi0qHFjXfS5ZMKoZMIkaATAqFn7hXHm53JR49zdlKJbbklePXC3UoqFRCpeWM00QiIGtQOF68axRuGhXr8LPqSzHxBIqHNU/EJDAw0K3l+mxiyMzMxMaNG/Hqq686vcyM9/ZDHhAEiVgEqVgEP4mYr5g7KmfDc7lUDD+JGBxj0HMMWj2DTs9BxzFotDrknTiJ4elXgGMiaPUcGACpWGRcr0TM/+ffotaiuSMJtKh0aFbpoNFzdssnFgGBMikC5VIEyiX8o8zsuVwKfz8JFH7ijkcJooLliA/zx8Awf8SEKCARezexqNVq/O1vf8Nbb73lVhPmPcXx0ka8vescfi6oQViAH36fFoVbR8chNlSB8AAZooLlSIoIsHuEYK6vxMRTKB7WfB2TPn8qad68ecjKynJ4xGA4lfT0hoOQKQKh4/gKX6PnoNF1DDaei0Ui+Ek6KnyJGH4SERjHYdePO3DrTdOhkMsglYggAqBngJ7joNPz62YAguRSBCmkCFZIESyXIljhZxon53O2umNbKq0eLWodWtU6tKr1/KOm41GtQ6uGH9+u1UPVMbRp+MFAJhEjIcIfgyICMGhAIAYNCOgYApEQ7g+5tPNKzVXudhTSU5ypUOLNHwuw60w1UqICsWTaUNw0Kg5+Evcv6OvtMfE0ioc1T8XE3fX02SMGdyz+3cAu9+CmVCoRuvB3eHvNEz1iJ29R61DR2I6yxnaU1rehuLYNJfWt2H++Fp8fboNGxx+hiERATLACQQr+qMNfJjEeffhJTEdMfpKOQSqC3PhcDD3HoNZxUGv1UHckMrWOQ0u7GlEz/4mHPj+BYH8ZooIViA6WIzpEjogAGcIDZYgIlEEhlYBjDBxj/JGXjoNWz0GrNz2X+4kRGSRHZJAcYf5+ENs5+lHr9Citb0NRbRuKaltQVNuGsoY26DkGuVSM+DB/DBoQgJSoIKRGByEhPEBwJMVxDLmXGvDpgWL8cKICSREB+PcfM3DrmHivH3ER4gu9NjFMnjzZ2FeupWPHjrl1DbAn+nyOi4vDsmXLkJ+fj8GDB/eIPp8jw8NR31iEYWLgtsmGPp85QOSPxLRR+PG3Yyhv1qKVySGWKVBeXQeNjkEsDUSDsh1tKjV0HIM8IAjK5hZo9QycSAwGMdrVGmg5wE8qgUwigoTp4ScRITwkCDp1O8TgMDA+DsEyEerrG3ChgkOzVoz6Ni24LhyrikVAiFyM6JAASDk1RAAg9UNNixY1LVoYVu0vFSEmUIy4EBkiw8NQUV2H/ZX12NTK0N6RFP3EQHJkIKIUQHO7BsVNOjRrGOICxZg/JhB3jh+EiHB/5OYcNsbb3T6fs7Ozcfr0aSxbtgwlJSVISkoS9Pnc0tJi7IM4OzsbeXl50Gg0CAsLc7vP50GDBkGv1xs7fhk7dizOnTuH1tZWBAUFITU11XiXbWJiIsRisWCftezz2dDH9sCBAyGTyVBUVAQAgj6f5XK5030+G5w4cQJSqZT6fC4uRl1dHRYsWAC9Xm/sC5v6fPYgV04leaLPZzosFrIXD45jUKq0qG/VoL5VA42Og0gkgkgE4xGKn1Rkei4RQ6XVo7ZFjdoWNepaNahr4Zeta9VALOJPlcWEKJAUEYCkAQEYEhmIqGC5zT+BGWOoaFLhQk0LzlfzQ2lDO4LkEqRGBeF3qZEYnxxh96ikO2LSX1E8rNGppB7AUW5Uq9VQq9VOr0upVAoe+ztH8RADiJQDkXJHuyHXMQABMiAiQoq0CCkAZ6620KC5WWN3apAYGBMjx5gYOYABVtNbWty7OagztI8IUTyseSomhuVd/v3P+qi1a9eygQMHsoCAABYWFsYGDhzIjh49anPe0tJSBoAGGmigoU8OpaWlLtWfff5UkjM4jkN5eTmCg4N75X0ChBBiC2MMzc3NiI+Ph1js/JV0lBgIIYQIUOuqhBBCBCgxEEIIEaDE0E2WLVuG9PR0jBkzBtnZ2dizZ4+vi+RTa9aswahRoyCVSvHee+/5ujg+U1hYiKuuugppaWnGexr6syVLliA5ORkikch4j0Z/plKpcPvttyMtLQ0ZGRm48cYbUVxc7PVyUGLoJpMnT8bRo0dx/Phx/N///R9mzpzpdhO4fYGh7aq7777b10XxqYULF2LBggU4d+4cli5divnz5/u6SD41a9Ys7N+/H4MGDfJ1UXqMBQsWoKCgAHl5ebjllluwYMECr5eBEkM3mT59urFlxFGjRkGv16O2ttbHpfKdMWPGID093aUrI/qa6upqHD16FHPnzgUAzJw5E0VFRT75RdhTTJkyBQkJCb4uRo+hUChw0003Ga+OnDhxovFOZ2/qv99SL/r444+RkpJCX4B+rrS0FPHx8ZBK+Rv6RCIRkpKSUFJS4uOSkZ7q3Xffxa233ur17dKdz25ytq2m3bt344UXXsDOnTu9WTyv6462q/oiy/tk6GpxYs/y5ctRWFiIVatWeX3blBjctG/fvk7n2bt3L+6//35s3boVw4YN80KpfMeZePR3iYmJKCsrg06ng1QqBWMMpaWlSEpK8nXRSA/zxhtvYNOmTdi1axcCAgK8vn06ldRNfvnlF9x777349ttvMWbMGF8Xh/QA0dHRGDt2LNatWwcA+Prrr5GcnIzk5GTfFoz0KG+99RbWr1+PnTt3IiwszCdloDufu8nQoUOhVCoRFxdnHLd27dp+26/tunXr8PTTT6OhoQEymQyBgYHYunUrxo4d6+uieVVBQQHmzZuHuro6hISE4NNPP8WIESN8XSyfWbx4Mb799ltUVlYiMjJS0Jx8f1RWVobExEQMGTLE2P+8XC43Nr3tLZQYCCGECNCpJEIIIQKUGAghhAhQYiCEECJAiYEQQogAJQZCCCEClBgIIYQIUGIghBAiQImBEEKIACUGQrrZihUrjM1gOGPLli1YtmxZN5aIEMcoMRDSzVQqlbEPBmfcdtttkMlk3VgiQhyjxECIh2k0GsyYMcPXxSDEbZQYCPGwAwcOIC0tzdfFIMRtlBgI8aBdu3Zh+fLlEIvFVn1U7NixA/Hx8di2bRu+//57PPTQQ2CM4ddff8WGDRuwfft2LF261EclJ8SEEgMhHnTttddCr9fjmWeeweTJkwXTbrjhBqSlpSE0NBQ333wzWltbUVFRgW+++QYqlQqTJk3C7bff7puCE2KGEgMhHqRWq6FWqxESEmJ3nvj4eACATCaDRqPB0qVLkZOTg+zsbOzZs8dbRSXELkoMhHhQTk4OsrKy0NzcjN9++82pZdavX4/3338fJ0+eRG5ubjeXkJDOUZ/PhHhQTEwMdDodtm7dirvuukswbffu3Th37hxWr16NWbNmITc3F6tWrYJIJMLGjRsBANOnT/dFsQkRoMRAiAcNHToUK1eutDlt2rRpKC8vN74+efKkt4pFiEvoVBIhhBABSgyEdDOFQuFykxgajaYbS0SIYyLGGPN1IQghhPQcdMRACCFEgBIDIYQQAUoMhBBCBCgxEEIIEaDEQAghRIASAyGEEAFKDIQQQgQoMRBCCBGgxEAIIUSAEgMhhBABSgyEEEIE/h9/zL+gxee6+gAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 400x250 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_freq('../data_spectrum/pi3hdx_bent_3.csv').savefig('../paper/fig_spec_risetime_pi3hdx.pdf')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 110,
|
|
"id": "2b356eec-fe06-4331-92bb-3e95110868ba",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Fundamental peak: 88009780.0 -31.5218181610107\n",
|
|
"Frequency spacing is 3995.994006 kHz\n",
|
|
"Reconstruction sample spacing: 11.362 ns\n",
|
|
"edge 9722:10274: t_r=0.125 ns, equiv f_3dB = 2.790 GHz\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 400x250 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_freq('../data_spectrum/max3748_bent_3.csv').savefig('../paper/fig_spec_risetime_max3748.pdf')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 111,
|
|
"id": "b5ed9f7b-19e1-4b94-9bea-7e4a62d1c2d1",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Fundamental peak: 88009780.0 -15.3417797088623\n",
|
|
"Frequency spacing is 3995.994006 kHz\n",
|
|
"Reconstruction sample spacing: 11.362 ns\n",
|
|
"edge 8738:11259: t_r=0.573 ns, equiv f_3dB = 0.611 GHz\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 400x250 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_freq('../data_spectrum/74lvc_bent_3.csv').savefig('../paper/fig_spec_risetime_74lvc.pdf')"
|
|
]
|
|
}
|
|
],
|
|
"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": "3.13.1"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|