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@andrzejnovak
Created June 24, 2024 15:49
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "45ee4933",
"metadata": {},
"outputs": [],
"source": [
"import uproot\n",
"import mplhep as hep\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "9782cd1d",
"metadata": {},
"outputs": [],
"source": [
"import rhalphalib as rl"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "894f10dc",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pickle\n",
"\n",
"\n",
"# def input_dict_maker(input_file):\n",
"input_file = \"test_eric7/hadelModel.pkl\"\n",
" \n",
"with open(input_file, \"rb\") as fout:\n",
" model = pickle.load(fout)\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "c3795718",
"metadata": {},
"outputs": [],
"source": [
"params = [p for p in model.parameters if 'mcstat' not in p.name and 'bin' not in p.name and 'toppt' not in p.name]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "1b0a8a13",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['CMS_dy_norm',\n",
" 'CMS_id_hadel',\n",
" 'CMS_lumi_17',\n",
" 'CMS_lumi_1718',\n",
" 'CMS_lumi_all',\n",
" 'CMS_top_norm',\n",
" 'CMS_trig_hadel',\n",
" 'CMS_wlnu_norm',\n",
" 'bkgeffSF_hadel',\n",
" 'bkgeffSF_hadel',\n",
" 'dy_eff_hadel',\n",
" 'jeresol',\n",
" 'jescale',\n",
" 'l1prefire',\n",
" 'massscale_bkg_hadel',\n",
" 'massscale_hadel',\n",
" 'qcd_Rfail_method1_hadel',\n",
" 'qcd_Rfail_method2_hadel',\n",
" 'qcd_Rloosepass_method1_hadel',\n",
" 'qcd_Rloosepass_method2_hadel',\n",
" 'qcd_Rpass_method1_hadel',\n",
" 'qcd_Rpass_method2_hadel',\n",
" 'r_h125_hadel',\n",
" 'uescale']"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sorted([p.name for p in model.parameters if 'mcstat' not in p.name and 'bin' not in p.name and 'toppt' not in p.name])"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "6a9074b8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<NuisanceParameter (l1prefire) instance at 0x7f00666022c0>,\n",
" <NuisanceParameter (r_h125_hadel) instance at 0x7efffcb222f0>,\n",
" <NuisanceParameter (massscale_hadel) instance at 0x7f0066602440>,\n",
" <NuisanceParameter (qcd_Rloosepass_method1_hadel) instance at 0x7efffc8165c0>,\n",
" <NuisanceParameter (qcd_Rfail_method1_hadel) instance at 0x7efffcb22620>,\n",
" <NuisanceParameter (qcd_Rloosepass_method2_hadel) instance at 0x7efffc816650>,\n",
" <NuisanceParameter (qcd_Rfail_method2_hadel) instance at 0x7efffcb226b0>,\n",
" <NuisanceParameter (CMS_trig_hadel) instance at 0x7efffcb208b0>,\n",
" <NuisanceParameter (CMS_lumi_17) instance at 0x7efffcb208e0>,\n",
" <NuisanceParameter (CMS_lumi_all) instance at 0x7efffcb20910>,\n",
" <NuisanceParameter (CMS_lumi_1718) instance at 0x7efffcb20940>,\n",
" <NuisanceParameter (massscale_bkg_hadel) instance at 0x7efffc762c20>,\n",
" <NuisanceParameter (CMS_top_norm) instance at 0x7efffc762cb0>,\n",
" <NuisanceParameter (CMS_id_hadel) instance at 0x7efffcb210c0>,\n",
" <NuisanceParameter (jeresol) instance at 0x7f0066603400>,\n",
" <NuisanceParameter (qcd_Rpass_method1_hadel) instance at 0x7efffc7076d0>,\n",
" <NuisanceParameter (qcd_Rpass_method2_hadel) instance at 0x7efffc707760>,\n",
" <NuisanceParameter (uescale) instance at 0x7f0066603790>,\n",
" <NuisanceParameter (jescale) instance at 0x7f00666018a0>,\n",
" <NuisanceParameter (CMS_dy_norm) instance at 0x7f001cbf7b20>,\n",
" <NuisanceParameter (CMS_wlnu_norm) instance at 0x7efffc763fa0>]"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nuisparams = [p for p in params if p.hasPrior()]\n",
"nuisparams"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "6eafd654",
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_12893/1371145407.py:7: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
" fig, ax = plt.subplots()\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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maRQUFFC/fn0geGNXv/jiCw4fPsyIESMCtiuKwty5cyt9bHFxMTNmzOCDDz5g5cqV7Nq1i3HjxgEwbtw4br/9dgYMGGC813r16mW8jsuWLWP//v189tlnZ1z3vLw8AOM1OqYq42yDrqrZ0bx583S73a7PnTtX37x5s37//ffr8fHxenZ2tq7run733XfrTz31lBHvdrv1jRs36hs3btSbNGmijxs3Tt+4caP++++/B+xXVVW9efPm+vjx48scc9u2bfpzzz2nr1u3Tt++fbu+aNEivVWrVnrv3r1Pu97SsiPCTaG70GhxOVJcoOeVFOtHigv0/JISvcTj00s8Pr3Y7dWPFBfoR4oL9GK319ieX1JiPObYthKPr9LYEo/PaD0Qp6eyX6vl/fKdOHGi3rZt24DXeebMmXp0dLTRStOnTx+9ffv2ATHjx4/X27dvr+u6rs+fP18H9A0bNpyyfoDucDj0qKgo3WQy6YCenJysHz58vGVv48aNAS1PFbnooov0N99807h9Oi07f/vb34z7f/nlFx3Qt2zZUuExrrvuOv3xxx/XdV3XCwoKdJvNpn/88cfG/YcPH9YjIiKM13Xnzp262WzW9+7dG7Cffv366RMmTNB1/dQtO3/+85/1evXq6Tk5Obqu6/revXt1IKAVStd1/YknntB79uxZ5vGn27JzzTXX6Ndcc02Z7W3bttU/++yzCh93rPVt27ZtxraZM2fqCQkJxu177rlHv+mmmwIed+zfYOPGjRXu+3RadlRV1a+77jr90ksvDdj+zjvv6EuWLNF//PFH/cMPP9SbNWum33zzzRXuJ9gtO1X+mTZ48GAOHjzIpEmTyM7OpkuXLixZssQYtLxr166AXxP79u2ja9euxu0ZM2YwY8YM+vTpw/Lly43ty5YtY9euXdx7771ljmmz2Vi2bBkZGRkUFRWRlJTEoEGDeOaZZ6pafSHChkc9Pn7mrr+twUT5UztUpwUPpuCwmoN+nLpqy5YtpKSkBFyJeumllxrrazVv3hyASy65JCAmJSWFV155BVVVqzyu6rXXXiM1NZX//e9/PPbYY7zxxhtlfqGfrLCwkClTpvDll1+yf/9+fD4fJSUlVW7Z6dSpk1E+1kp/4MAB2rVrh6qqvPTSS3z88cfs3bsXj8eD2+02xgH98ccfeDwenE6nsY/69evTtm1b4/ZPP/2Eqqq0adMm4Lhut5sGDRqcsn6ZmZlMnTqVRYsW0bhx4yo9t6rYs2cPX3/9NR9//HGZ+3799ddTPj4yMpLzzz/fuN2kSZMK576rbqNHj+bnn3/mP//5T8D2Ewend+zYkSZNmtCvXz/++OOPgLrWlDNqkx4zZgxjxowp974TExjwX354Oiff1VdfXWFcUlISK1asqHI9hQhnDrODpAL/gD+F4CyeJ849x77Yf/3114AfmhVJTEzkggsu4IILLmDOnDlce+21bN68udIv93HjxrF06VJmzJjBBRdcQEREBLfeeisej6fCx5THarUa5WPJm6ZpAEyfPp3XX3+djIwMOnbsSFRUFGPHjq3SMQoLCzGbzaxfvx6zOTBJj46OrvSx8+bN47777mPBggUBXVYNGzbEbDaTk5MTEJ+Tk1PhgN5TmTNnDg0aNODGG288o8ef+DqC/7WsatJ7JsaMGcPixYtZuXIl5513XqWxx5LSbdu2nTvJjhAi9BRFwazHAPDByJ44LCbwVtInbrKApbT1R9dPEWsGi399mqMlhfT/7EoASrzLcVhjqqX+dZ3NZkNV1YBt7du359NPP0XXdePL/7vvviMmJibgy2TNmjUBj/v+++9p3bo1ZrOZLl26cOGFF/LKK68wePDgMuN2cnNzKxy307NnT7p168aLL77I66+/XmHdv/vuO4YPH87NN98M+JOKHTt2nO5TPy3fffcdN910kzHFiKZp/Pbbb1x44YUAnH/++VitVtasWWO0eB09epTffvvNmJC2a9euqKrKgQMHuPzyy0/72B999BH33nsv8+bNKzOG9MSxq8cu5z42drWiRoDK6LrOnDlzGDZsWJmkpbqU9147Ni7r5O2nQ9d1Hn74YT7//HOWL19Oy5YtT/mYUI+zlWRHiDDgsJpxeI7C9Ep+MXW+A25+21/2FMH0SuaeuvAmuP3v/n37zOhK6a9pbzEgyU51SE5OZs2aNezYsYPo6Gjq16/Pn/70JzIyMnj44YcZM2YMW7duZfLkyaSlpQUkLbt27SItLY0HHniADRs28Oabb/LKK68A/iR4zpw5pKamcvnll/P000/Trl07CgsL+ec//8m//vWvSlvKx44dy80338yTTz5Js2bNyo1p3bo1n332GTfccAOKovDss88aLTLVpXXr1nzyySesWrWKevXq8eqrr5KTk2MkO9HR0YwcOZInnniCBg0a0LhxY55++umA16lNmzbceeedDBs2jFdeeYWuXbty8OBBsrKy6NSpU7kXw2RmZnLPPffw+uuv43Q6jTnkIiIiiIuLAyAtLY177rmH7t2707NnT2OIxYmDi7Ozs8nOzmbbtm2Av0stJiaG5s2bB3QTfvPNN2zfvp377ruv3NehXbt2pKenG4nlmUhOTubrr79m69atNGjQgLi4OBo3bkxERARLlizhvPPOw+FwEBcXh8fjYfPmzYB/MPbevXvZtGkT0dHRXHDBBYC/6yozM5NFixYRExNjvEZxcXFERETwxx9/kJmZybXXXkuDBg348ccfeeyxx+jdu3dA12VNqnXz7AghTo/XXUgbptCGKXjdhUE7jl31sWT3Xpbs3ovdHPxxQXXFuHHjMJvNXHjhhTRq1Ihdu3bRrFkzvvrqK9auXUvnzp158MEHGTlyZJnxicOGDaOkpISePXsyevRoHn300YAxEj179mTdunVccMEFjBo1ivbt23PjjTfyyy+/nHIG5AEDBtCyZUtefPHFCmNeffVV6tWrR69evbjhhhvo378/F1988Vm9Hid75plnuPjii+nfvz99+/YlMTGxzMR406dP5/LLL+eGG24gNTWVyy67jG7dugXEHGs1efzxx2nbti0DBw7khx9+MFqDTvbuu+/i8/kYPXo0TZo0Mf4effRRI2bw4MHMmDGDSZMm0aVLFzZt2hQwdhVg1qxZdO3alVGjRgHQu3dvunbtyhdffBFwvPfee49evXrRrl27cuuzdetW42qnMzVq1Cjatm1L9+7dadSoEd999x0Wi4U33niDd955h6ZNm3LTTTcBx8fZdu3alf379zNjxgy6du0akIy9/fbb5OXl0bdv34DXaP78+cDxcbZXX321MbfToEGD+Oc//3lWz+NsKHpNdOzVAvn5+cTFxZGXlydraomwcDQvh94L/WMJVg5cRr3YxtXXjaWYwervxnIV5eMobQVyPbEbR5ScP6fL5XKxfft2WrZsicPhqJZ99u3bly5dupz2sg1CnAsqO1eq4/tburGEOEeZFTODCgqNMooCtqjTe3BVYoUQ4hwnyY4Q5yib2caUQ0cAcJmDdzWWT/PxQax/nM7Nmi9oxxFCiGCRZEcIUSmv5uXlBvUAuF7zniJaBNvJ03sIIU5Nkh0hRKVMiolrC4uMshBCnGsk2RHiHFXiK6F3C//cK1/7SnAQnIHDdmskt+a2NMpCCHGukWRHiHNYSTkLPVY7i4PnYqcCsMBSPVcUCSFETZJkR4hzlN0RT+e8R42yEEKI8kmyI8Q5ymSykKe0M8rBUuIrYVf0E6XlpTisla8pJIQQtY2MNhRCVM5ThGYqRDMV+peZEEKIc4wkO0Kco3zeYtrpL9FOfwlfZbMhnyW72c7ne/bz+Z79Nb5cRImvhGJvMap2fLFCn+aj2FuMy+cKiHX5XFWOLfYW18jq0KJumTt3boWLrZ6pHTt2oCiKsaCmqBpJdoQ4R3m9xSyJ282SuN14g5jsmBQTF3i9XOD11vil57d+cSvOTCc/HvrR2Ja1KwtnppOHlj0UEHvXV3fhzHSyJvv4iuCr9q3Cmelk+JLhAbGj/jUKZ6YTZ6aTEl9JUJ+DCI3hw4ejKArTpk0L2L5w4UJjRflgGTx4ML/99ltQjyGqRpIdIc5Rx+a/ubawSOa/qSJVV+ncqDMZV2RgC+Ls0yK0HA4Hf/7znzl69GiNHjciIoLGjRvX6DFF5eQTUoggUTWVYm9xmZaDY10ovhOWXqgo1q26KfYW4z1h5mJN1yj2FqPpGn8+eJg/Hzwc1O4ln+bjk5goPomJCqhzMLhVN39a9if+tOxPuFU3n9z4CWvuWEOnhp2MmH7N+7HmjjW8nfp2wGM/vPZD1tyxBmei09jWq2kv1tyxhrkD5gbEzu4/m3evepd+zfthCeLg7nCj6zourxqSvzPpbkxNTSUxMZH09PQKYz799FMuuugi7HY7ycnJvPLKKwH3Jycn88ILLzBs2DCio6Np0aIFX3zxBQcPHuSmm24iOjqaTp06sW7dOuMxJ3djTZkyhS5duvDBBx+QnJxMXFwcQ4YMoaCgwIhZsmQJl112GfHx8TRo0IDrr7+eP/74o8rPWZRPznIhgmTDgQ3c+/W9nB93PgsHLjS2P/zNw3y//3vSL0/n+lbXA7DlyBaGfjmUplFN+frWr43YJ1Y8wbe7v2VyymRubXMrAP/L/R83f3Ez8bZ4/l0Dz8OreZnasAEA/YK8XIRP9fHvvf5nVezxEmGJQAG8KnjVY2NxFEzYQQeXVz3h0VZMVYx1eVXsFlPQuzXChduncdus1SE59oIHU3BYzVV6jNls5qWXXuKOO+7gkUce4bzzzgu4f/369dx+++1MmTKFwYMHs2rVKv70pz/RoEEDhg8fbsS99tprvPTSSzz77LO89tpr3H333fTq1Yt7772X6dOnM378eIYNG8Yvv/xS4Xvpjz/+YOHChSxevJijR49y++23M23aNF588UUAioqKSEtLo1OnThQWFjJp0iRuvvlmNm3ahKkm5tMKc5LsCCEqZVJMXFFUbJSDSdfNNCgZBsDdf1uPQtW+3E77OGi4zNsAWDTyLqLs0pUVrm6++Wa6dOnC5MmTee+99wLue/XVV+nXrx/PPvssAG3atGHz5s1Mnz49INm59tpreeCBBwCYNGkSb7/9Nj169OC2224DYPz48aSkpJCTk0NiYmK59dA0jblz5xIT419U9+677yYrK8tIdgYNGhQQP3v2bBo1asTmzZvp0KHD2b8QdZwkO0JUI6/qJWvncgB6Nb2MlbevRiGwVWH65Rno6FhNVmN7y5g25cY+32samq5hNVmM7U2jWrDy9tW4ivJha/ugPye7JYJRR5oY5WCymKzEeFOCegwAHS85Ua8B4NFuJwpJdk6H3WJiwYPB//ep6Nhn6s9//jNXXnkl48aNC9i+ZcsWbrrppoBtl156KRkZGaiqitnsT7Y7dTrejZqQkABAx44dy2w7cOBAhclOcnKykegANGnShAMHDhi3f//9dyZNmsSaNWs4dOgQmqYBsGvXLkl2qoEkO0JUo0KPmyf+nQZA8/wMfxdKkNh1F58Ebe8nsEYwMc5/RcsCa3CTHXQdu+6/TPxvw7od77aw2OHY2BrVC6qn4n2cGKv5wOcuE5JbUsR1X/i/oBS59Py0KYpS5a6k2qB3797079+fCRMmBLTYnC6r1WqUj3VTlbftWIJyqn0ce8yJ8TfccAMtWrTgr3/9K02bNkXTNDp06IDHU8l7XZw2SXaEqEYKCnZfK+NWMHmwMTruLwC8EuwkpIaongJeKBwCQEyG93gn1h0fQ5v+/vLP82DRnyreyW1z4aKb/eVfvoAFw8uEJALrS8suSXbqhGnTptGlSxfatm1rbGvfvj3fffddQNx3331HmzZtjFadmnD48GG2bt3KX//6Vy6//HIA/vOf/9TY8esCSXaEqEYOs53koocB+Nuwrsd/BZttYC79ZaepcNIkdwHMVn/8acX2ALPtrJr4T8XlK2F39NOl5S+DulyER/VwWzN/l9maHbuJDGIissucxGeOQTwol57XCR07duTOO+/kjTfeMLY9/vjj9OjRg+eff57BgwezevVq3nrrLf7yl7/UaN3q1atHgwYNePfdd2nSpAm7du3iqaeeqtE6hDtJdoSoTt5iPjlSOtAw44Tt186AnqP85e2r4P3rK97HVc/Bpf4FPtm7Cf56ZcWxfZ6CKyacRYVPTfcUoZqOGGUigpfsKCg09vkvb/eM3kRkbCP/HSdeWt/pdrhoYMU7OTG23Q0wcV+ZEJdXJe29tbgVBw+arWXuF+HpueeeY/78+cbtiy++mI8//phJkybx/PPP06RJE5577rkz6uo6GyaTiXnz5vHII4/QoUMH2rZtyxtvvEHfvn1rtB7hTNHryFzp+fn5xMXFkZeXR2xsbKirI8KUqygfx/SksncEJDv/rkKysz7kyU5R4VG2v9EGgJaP/EZUdL2gHevE18/1xG4cUcE5V3NLirgqczgAS++YS3xEVFCO43K52L59Oy1btsThcATlGEKEg8rOler4/paWHSGqkUt1M7ypf+DrrEFLiY9p6L/jxK6SFr3KbW0wmE5oaWjS5fRjg8SsmOlQOkjSpQR5HIPZxttR/mUgRgSxe0nXvLgsvxplIUR4k2RHiGqk6xq/2P3dKLrFAbZyWgxM5vK3l6cqseHAbOUrh7/Va0QQu5esmkb6gUNGWQgR3iTZEaIaWW3RXJqXapTDgU/zsTgqEoC+NbBcxIGIv5aWL8ZhjQzKcSwmC9eXTpTokuUihAh7cpYLUY0sFgd7lUFGORx4NS8TGvu741YGuctHU70UWzcYZSGEqA6S7AghKqUoJi4pKTHKwWTVVCYeOmKUg0XVVX62+ccEtdSDdxwhRO0gyY4Q1Uj1uminflha7grWc3+8jcMSwZMH441yMFlMFoYWFALB7V7yqB6GNvNP679S9XDu/ysJISojyY4Q1cjjLWRJPf+MrBO9hUSFw9eoNYK0+AygBpaLqCEKCk29PqMshAhvkuwIUY0UxURbt8coi6rRdI2dFv/HUiM9eFdJOSwOvt7jv6TfFSZjq4QQFZNkR4hq5DDb+WRfNgAuc/AWAa1JLl8Je6OeKy1/FtTlItyqm+uTmgKwUnUTnGuxqLH5fIQQtYMkO0KISuneYrzm/UY5mMtFAMSoNTDvTQ3N5yOEqB2knV0IUSmbycrs/TnM3p+DLcgzNkdYIli1aw+rdu0hIoiDod2qm5yIWeREzMKtuoN2HBEaffv2ZezYsWW2z507l/j4+Bqvjwg9adkRohq5VDcPJTYG4DXVTTiMBjErZnq4/AlB8JeLsDI78l4A7ghii4umeimx/tcoCyHCmyQ7QlQjXddYF+EwyqKKzDY+j/BPynhHEMfSWDWVyYcOG2VRRZ6iiu9TzGB1nGasCU68wq+i2CAsmTJ8+HByc3Pp2rUrb731Fm63mzvuuIM33ngDm03GcYUbSXaEqEZWWzSX5V1mlMOBT/ORFen/QnIGebkIj+rhoOP90nI3HEG61N1isnBrgf+LVZaLOAMvNa34vtZXw50Ljt+efgF4i8uPbXEZjPjy+O2MjlB8uGzclLwzq+cpZGVl4XA4WL58OTt27GDEiBE0aNCAF198MSjHE6EjZ7moc4pLP3gdFgem0svDvZoXr+rFbDJjP+EqqhJfCbquYzfbMZvMp4z1orNbGYqCKayWixib0AgI/nIRquqhyPa9UYbwmNdH1E42m43Zs2cTGRnJRRddxHPPPccTTzzB888/j8kkQ1rDyRklOzNnzmT69OlkZ2fTuXNn3nzzTXr27Flu7C+//MKkSZNYv349O3fu5LXXXiszcGzKlClMnTo1YFvbtm359ddfjdsul4vHH3+cefPm4Xa76d+/P3/5y19ISEg4k6cg6rDUBakUeAtYfPNiWsS2AOCT3z7hpTUvcVWLq3i176tG7PWfXc+BkgMsuGEB7eq3A+DL/33Js989y+XNLucvqX8xYm/94lZ2Fewi0TwOh3p+zT6pIFIUE11Kx+wEe+4gi+Yj7chRoxwsmq6xzeofE9RUuhurbuK+iu87eVzXE9sqiT3p/TT2pzOv0xno3LkzkZHHJzhISUmhsLCQ3bt306JFixqtiwiuKic78+fPJy0tjVmzZuF0OsnIyKB///5s3bqVxo0bl4kvLi6mVatW3HbbbTz22GMV7veiiy5i2bJlxytmCazaY489xpdffsmCBQuIi4tjzJgx3HLLLXz33XdVfQpCBFVHz39p7NsHWg8gyAN6a4DD4uDFA3ajHExWk5UReQUAuIJ45ZdbdXPzeU2AIM/nE66qMoYmWLGViI2NJS+vbNdXbm4ucXFx1XIMcW6pcrLz6quvMmrUKEaMGAHArFmz+PLLL5k9ezZPPfVUmfgePXrQo0cPgHLvNypisZCYmFjufXl5ebz33ntkZmZy5ZVXAjBnzhzat2/P999/zyWXXFLmMW63G7f7+CWl+fn5p/8kRdjRdR23z/8L/sub/wWA3WzH5fUPTr2h5c0MaHEDJsVkbAP49IZF6IDNZDO2pyYNoM/tqWVi/3HNfEqK8mn8VnvMgMs3GuxhMLGgNZLR8W8DsMAaPmlBPVUGJoertm3b8q9//avM9g0bNtCmTRvj9n//+19KSkqIiPB3l37//fdER0eTlJRUY3UVNaNKyY7H42H9+vVMmDDB2GYymUhNTWX16tVnVZHff/+dpk2b4nA4SElJIT09nebNmwOwfv16vF4vqampRny7du1o3rw5q1evLjfZSU9PL9M1JuquAreLqz94BICGrjtQCE6rgV138UlQ9lw3aLpGjtnfGhYTxO6lCEsEK3ftBcAV5MVNRc176KGHeOutt3jkkUe47777sNvtfPnll3z00Uf885//NOI8Hg8jR47kmWeeYceOHUyePJkxY8bIeJ0wVKVk59ChQ6iqWmacTEJCQsD4mqpyOp3MnTuXtm3bsn//fqZOncrll1/Ozz//TExMDNnZ2dhstjKTQSUkJJCdnV3uPidMmEBaWppxOz8/X7L1OkzVVWPgawPXEFn6sQpcPhf7oqaVlufjCOJK7m7VTWrzZkCwl4uomfl8RGi0atWKlStX8vTTT5OamorH46Fdu3YsWLCAAQMGGHH9+vWjdevW9O7dG7fbzdChQ5kyZUroKi6CplZcjXXNNdcY5U6dOuF0OmnRogUff/wxI0eOPKN92u127OHQhSCqhUWxUM91MwBzh11MjKWSsTQWB5ReeYXqBdVTSawdjl26rHrBlQsZ/pt2S3j8OtS9RXjMO40yEcFdyd2i60HdP1Bj8/mI0OnRo0e5XVknmzp1qvQC1AFVSnYaNmyI2WwmJycnYHtOTk6F423ORHx8PG3atGHbNv8o/sTERDweD7m5uQGtO9V9XBG+rGYrcZ6rAYj/71ys30ypOPiexdDycn9542z4alzFsXd8DG36+8s/z4NFfzLuUpTwaD+yKhZmZh8wysEUYYlg447dQHC7l9yqm4MRs0vLF+MIo7FIQoiyqvTT02az0a1bN7KysoxtmqaRlZVFSkpKtVWqsLCQP/74gyZN/FdLdOvWDavVGnDcrVu3smvXrmo9rhCiLIvJQu8SF71LXFiCPQGf2UpmxB1kRtwBQV4uosj6A0XWH2S5CCHqgCp/cqWlpXHPPffQvXt3evbsSUZGBkVFRcbVWcOGDaNZs2akp6cD/gFgmzdvNsp79+5l06ZNREdHc8EFFwAwbtw4brjhBlq0aMG+ffuYPHkyZrOZoUOHAhAXF8fIkSNJS0ujfv36xMbG8vDDD5OSklLu4GQhTqapXpLUDQB4u9+H9ZL7Kw4+8fLqbsOhyx0Vx54wqSCdboeLBh6/La0FVWe28VHknQDcEuTlIp48fNQoi7pn7ty5oa6CqEFVTnYGDx7MwYMHmTRpEtnZ2XTp0oUlS5YYg5Z37doVMJJ93759dO3a1bg9Y8YMZsyYQZ8+fVi+fDkAe/bsYejQoRw+fJhGjRpx2WWX8f3339OoUSPjca+99homk4lBgwYFTCooxOlwu/P4d72/+svewURGnuZklGbr6bcwVCX2HKLqKqsc/gSwsx7cxMCjejjs+Ki0HNzlIu7OPzafT60YuiiECKIzOsvHjBnDmDFjyr3vWAJzTHJyMvopBhzOmzfvlMd0OBzMnDmTmTNnnnY9hThRjQx8DUMe1cMDTfwThq5UPQRzeLKqeSmwrTTKslyEEKI6yE8aUSfU1MDXcKQoJtq6PUY5mCyql4eO5hnlYNF0jb2lV+TVk+UihAh7kuwIISrlsDiYma0Z5WCymqz8Kdef7AR7uYgBSTUwn48QolaQZEcIUTlrJPfVmwOE13IREZq06AhRV0iyI+oEj+phRoN6ADyieghu+4Q4U7quk2/yz09kDeIYqwhLBGt37gGkW1OIukCSHVEnqLrK/NgYAEYH+YqicOPyudgf+Wpp+YOgLhfhUl30buFf1mWl6iKCIK1QXTqfD8AtYXgFnRAiUHjMZy/EKVgsEVxWmMRlhUlY5Jd8lejeYtyW33Fbfkf3Foe6OtWjdD6fjyLvBFkuIiwNHz4cRVFQFAWr1UpCQgJXXXUVs2fPRpMuzDpHWnZEnWC1RbFHm2iUxemzKmZm5Bw0ysHkMDvYsH0XAD5z8DobPaqHQ44PS8vBm89HhNaAAQOYM2cOqqqSk5PDkiVLePTRR/nkk0/44osvsFjkK7CukJYdIUSlLCYL/YtL6F9cEvTlIhSLjX86buGfjltQLMFrcVE1L4W27yi0fVc6n4+oimJvMcXe4oA51Lyql2JvMZ6TFs49FqudcIm/V/PHulX3acWeKbvdTmJiIs2aNePiiy9m4sSJLFq0iP/7v/8zZlDetWsXN910E9HR0cTGxnL77bcb6z/m5eVhNptZt24d4F8eqX79+gEz93/44YckJfm7Xnfs2IGiKHz22WdcccUVREZG0rlzZ1avXn3Gz0FUD0l2RJ2gaypN1a00Vbeiy/IAtZfZxpyokcyJGhnU7iWL6uXhI7k8fCQ3qPP5hCtnphNnppOj7qPGtjm/zMGZ6eSlNS8FxPb9uC/OTCf7i/Yb2+b9Og9nppNJ300KiB3w6QCcmU7+l/s/Y9uibYuqte5XXnklnTt35rPPPkPTNG666SaOHDnCihUrWLp0Kf/73/8YPHgw4F+qqEuXLsZkuT/99BOKorBx40YKCwsBWLFiBX369Ak4xtNPP824cePYtGkTbdq0YejQofh8vmp9HqJqJNkRdYLLdZRV9TJYVS8Dl+voqR8gDKqustFuY6Pdhhrkwd1e1csR+6ccsX+KN4hJiNVk5f68fO7Py8caxPl8RO3Url07duzYQVZWFj/99BOZmZl069YNp9PJ3//+d1asWMEPP/wAQN++fY1kZ/ny5Vx11VW0b9+e//znP8a2k5OdcePGcd1119GmTRumTp3Kzp072bZtW40+RxFIOiyFEJXyqB6GNU0Egr9chE/zkG9fVlqeCjJJQK205o41gP8S/mNGXDSCu9rfVaarc/nty4HACSmHtBvCoNaDMJsCx4AtGbSkTOxNF9xUrXUH/xQHiqKwZcsWkpKSjG4ogAsvvJD4+Hi2bNlCjx496NOnD++99x6qqrJixQquvvpqEhMTWb58OZ06dWLbtm307ds3YP+dOnUyyk2aNAHgwIEDtGvXrtqfizg9kuyIOqGmBr6GIwWF5l6vUQ4mi+pleG6+UQ4WXdc5UrpgcYSsmVZlkeVMLmk1W7GWcxl/ubEma7ktahXFVrctW7bQsmXL04rt3bs3BQUFbNiwgZUrV/LSSy+RmJjItGnT6Ny5M02bNqV169aBdbYer7Oi+M8ZuQIstCTZEXWCoigc+/hRleB+YYcbh8VB5t4iAOw1sFzE40dzgeAuF+FSXfRpcR4Q5Pl8RK3zzTff8NNPP/HYY49x3nnnsXv3bnbv3m207mzevJnc3FwuvPBCAOLj4+nUqRNvvfUWVquVdu3a0bhxYwYPHszixYvLdGGJ2kmSHSFE5WxR3FX/IwAWyGX74hzidrvJzs4OuPQ8PT2d66+/nmHDhmEymejYsSN33nknGRkZ+Hw+/vSnP9GnTx+6d+9u7Kdv3768+eab3HrrrQDUr1+f9u3bM3/+fGbOnBmqpyeqQAYoizrBq3l5pV48r9SLP6tLWUVw6bqOF/CWloMlwhLBT9t38dP2XQHjTkR4WbJkCU2aNCE5OZkBAwbw7bff8sYbb7Bo0SLMZjOKorBo0SLq1atH7969SU1NpVWrVsyfPz9gP3369EFV1YCxOX379i2zTdRe0rIj6gSf5mNufCwA92pyCWhVuFU3OREzS8sX4wjiYqAu1UXvls2B4C8X8ZnjFgCuleUiwtLcuXONuXQq07x5cxYtqvzy9oEDB5ZJvjMyMsjIyAjYlpycXCYuPj4+qIm7OD2S7Ig6wWKJoFdhglEWp0/zFFFi/dko4wiDlc9L5/MBuFaWixAi7EmyI+oEqy2KfdoUoyxOn1Ux8/zBw0Y5mBxmB9/t3O0/VpCXizhs/7i0LMtFCBHuJNkRQlTKYrIwsNB/NZYr2MtFmK3823otAP2C2L2kal4K7N8aZZBkR4hwJsmOqBN0TaWhus8oQ3BbKMQZstiZFf0nAPpZ7ME7jOplVG6eURZChDdJdkSd4HIdZV2950vLfYiwJ4S4RucOVVf51WbFpSi0PmG5CLfqRtVU/2RypXPiaLqGy+cCAieI86gefJrPP5mcueJYr+rlqH0hYMGrdsdhDU5SajVZeeSoP9kJ5nw+x8gAVSEqF+xzRC49F0JUyqN6uK1ZE+5umhiwovWEf0/Amenkk98+MbbtLtiNM9NJ6oLUgH1MXT0VZ6aTD7d8aGw7WHwQZ6aTSz+61Njm07zk2b8mz/4lvjCYIsBs9idrHo/nFJFC1G3FxcVA4OzT1UladkSdUFMDX8NZY58PRbfh8vpbdzTN/0vMq2rGNnfp/3V0YxuAWhrrOzHWdywWY5vi8TE4v4D5sTHgLQZigvJcdF2nuHQmbSWIvygtFguRkZEcPHgQq9WKySS/L4U4ka7rFBcXc+DAAeLj440fCNVN0etI+2p+fj5xcXHk5eURGxsb6uqIGuYqyscx3T8dvOuJ3Tii5D1wukoK83C90hoFuK9eJm7FnyxqeAENBQtK6RgoHQ3/tIBg4viYGx0vOhoKZpTS31jlxdp1F5lHBuFTFJTHdxIRHZx5do7m5dB7ob/1aeXAZdSLC163psfjYfv27bI2khCViI+PJzEx0VhL7ETV8f0tLTtCiEop9miG1f8MAKvuwa67Too4NucxuBUHSmniYtU9mDj5C95X+gdu7CiKP9aiezGj4tBd2ACbruMKkzXMbDYbrVu3lq4sISpgtVqD1qJzjCQ7ok7wal5mx/tbCe7WvEhH1umzW0wseDAFAOu8wZj/WFphrOvpI0bZ+ulwzL9+UXHsE7uhdM4j6z9HY/7xozLHDRaH2cGaHf5uTaUGujVNJhMOh7zrhAgVSXZEneDTfLxdz5/sDJXlIqpEUZTjV0WZKm9tCbh66nRij8WX04pTXnN2dVHMVr6xBX8+HyFE7SDJjqgTzGY7lxTVN8riDN3+AZxw+Xmlbn4XBr5d8f0nrrF1QwZcN6Pi+6tbDc3nI4SoHSTZEXWCzR5DtvqiURZnyFqFrpiqxFrsQM0lHf75fBaVloM3n48QonaQ6yCFEHWOfz6fJeTZl4TFfD5CiMpJy46oG3SdWC3PKIu6zexzc1devlEO1nw+QojaQZIdUSeUlBxmc9z40nJ3HDZZLqIus5ltjD+SC4DLbAttZYQQQSfJjqgzfGEyb4sQQoiqkWRH1Al2s51lu/YaZSGEEHWHJDuiTjApJhJU/yXTLkXG5dd1Jb4SerRsDsBKXwkOZPkQIcKZfOoLIYQQIqxJy46oE7yal4/i/Ffc3CrLRdR5DrODFTv3GGUhRHiTZEfUCT7Nx6v16wEwUJaLqPMUs5WN1isAuFSWixAi7EmyI+oEs9lOj+IYoyzqOIudjOg0AC6V5SKECHtnNGZn5syZJCcn43A4cDqdrF27tsLYX375hUGDBpGcnIyiKGRkZJSJSU9Pp0ePHsTExNC4cWMGDhzI1q1bA2L69u2LoigBfw8++OCZVF/UQTZ7DAd9L3PQ97IsFyHwql5ybf9Hru3/8Koyg7IQ4a7Kyc78+fNJS0tj8uTJbNiwgc6dO9O/f38OHDhQbnxxcTGtWrVi2rRpJCYmlhuzYsUKRo8ezffff8/SpUvxer1cffXVFBUVBcSNGjWK/fv3G38vv/xyVasvhBD4NC+5ji/IdXwhy0UIUQdUuRvr1VdfZdSoUYwYMQKAWbNm8eWXXzJ79myeeuqpMvE9evSgR48eAOXeD7BkyZKA23PnzqVx48asX7+e3r17G9sjIyMrTJiEqJSuY9ddRlnUbWafm0EFhUZZlosQIrxVqWXH4/Gwfv16UlNTj+/AZCI1NZXVq1dXW6Xy8vxrGNWvXz9g+z/+8Q8aNmxIhw4dmDBhAsXFxRXuw+12k5+fH/An6q6SksPsi36UfdGPUlJyONTVESFmM9uYcugIUw4dwSbLRQgR9qrUsnPo0CFUVSUhIXBdoYSEBH799ddqqZCmaYwdO5ZLL72UDh06GNvvuOMOWrRoQdOmTfnxxx8ZP348W7du5bPPPit3P+np6UydOrVa6iTCQ4FZppUSQoi6qNZdjTV69Gh+/vln/vOf/wRsv//++41yx44dadKkCf369eOPP/7g/PPPL7OfCRMmkJaWZtzOz88nKSkpeBUXtZrdbGfx7n1GWQghRN1RpWSnYcOGmM1mcnJyArbn5ORUy1iaMWPGsHjxYlauXMl5551XaazT6QRg27Zt5SY7drsdu12+1ISfSTHRwuefX0eWixAlvhJ6t/B/xnwty0UIEfaq9Klvs9no1q0bWVlZxjZN08jKyiIlJeWMK6HrOmPGjOHzzz/nm2++oWXLlqd8zKZNmwBo0qTJGR9XCFF3lZhMlJgk8RWiLqhyN1ZaWhr33HMP3bt3p2fPnmRkZFBUVGRcnTVs2DCaNWtGeno64B/UvHnzZqO8d+9eNm3aRHR0NBdccAHg77rKzMxk0aJFxMTEkJ2dDUBcXBwRERH88ccfZGZmcu2119KgQQN+/PFHHnvsMXr37k2nTp2q5YUQ4c2n+fgoJhqAG2QG5TrPbrazZPdeoyyECG9VTnYGDx7MwYMHmTRpEtnZ2XTp0oUlS5YYg5Z37dqF6YRfS/v27aNr167G7RkzZjBjxgz69OnD8uXLAXj77bcB/8SBJ5ozZw7Dhw/HZrOxbNkyI7FKSkpi0KBBPPPMM1WtvqijvJqXlxr6r+4bIPOq1Hkms5XtpksAaCDLRQgR9hRdrxuTjuTn5xMXF0deXh6xsdI/X9fkFR7hkQ8HAPDGXUuIi65/ikeIcObyqtw2azUabjJHpRDniDTuK/b6p7RwWByYSsd3eTUvXtWL2WQOaAkq8ZWg6zp2sx2zyQz4WxE9qgeTYsJhkUVGhThb1fH9LR3Wok6w2+M44n2VI95XsdvjQl0dEWI+zUueLYu90ZN59runcXlV46//pwNwZjrZcuh3Y9snWz/Hmenk8eXjAmJvWngTzkwnmw78bGz757avcGY6GZ01JiDW5VWpI78thah1at2l50IIEWxezcdRxycArN2ex22bj0+Kmh/tBROkffxfbNpBAAqs/4MIWLv9aEDsgWg3mGDCpz9h1woAKLRsg0j4cU9eaeuRh/1R0wD4ZuhnxEdE19TTFEKUkmRHCFHnOFSVNTt2A3Bf/HN4FJdxX8uCSXgVGwr+sTx23YXN05X6no6ACRMnxj6F5+RY70XUy5sGKJhwoeHGa94PIC07QoSIJDuiTnAVH6Y4clRpeQWOuMYhrpEIJYfVjFKaeGQeHR5wn3r+VXiHzDdu218+D8Vb/tI0WvNL8dz9z+Oxr7VGKQ5cjkQFNhT7x/nY5EpAIUJCkh1RJ+joHLBYjLKo2xRFqfA+s0nBbDWf1n5MioLjFLFmoIfLze/m1phNcuWXEKEgyY6oE2xmGwv27jfKoo6zRsLEfeXfp5yUvDyxreL9nDwb99ifyoS4vCp3vbcWt+JggTWiihUVQlQHSXZEnWBWzLTz+OfXcZ38ZSbqHkUBW9TpxZ5uXAWxPt3NEat/oWSf1gN/W48QoiZJsiOEEEHk1bwcjHyntDwckBmbhahpkuyIOsGn+VgY7f/VnSqDREUNUnwuLnJpRhnk0nMhapokO6JO8Gpenm3UAIA+slyEqEEOk415+/cA4DLJeDEhQkGSHRFyFU2v7/K50HQNm9mGxeR/q6qailt1VylWURRMZiudSvxfNCZZC0kIIeoUWS5ChNyKPStwZjoZ9a9RAduHLxmOM9PJqn2rjG1rstfgzHRy11d3BcQ+tOwhnJlOsnZlGdt+PPQjzkwnt35xK3Z7HPne18n3vi7LRQghRB0jLTsiZHRdx+3T8Pr84xk0XcflVY37tdJJ3zw+1dh+qlivqhnbPT7VOM6JsULUJJfqZnjTBABmqW5kaVAhap6sei5C5tjK0zoqOj780+sfH9Og4QF0FCwopZfr6mjoeM8qdsGDKaecCE6I6nI0L4feC1MBWDlwGfXiEkJcIyHOLdXx/S0tOyJkVNWHavoZgAi1FQomOGHdIQC3cvx3sE13oxizH+tVinXoufzt6L3+m55tYJWEV9QMq8nKzOwDRlkIUfMk2REh43Hnsjt6JgBrduwm8qRGRj0uCfeY/xq3bbP7Ydq/sdx96ZENcD/2+/HYD27AtOu78mMtMlRN1ByL2Uqyp7FRFkLUPEl2RMgoionmHrDiobyVihROWneo4uWMUOCk2IqDK1sXSYhqZ41kdPzbACywRoa4MkLUTZLsiJBxRNTH5Hobi+5CGdcTyoyjOSkpGfF/oGunt/O7Pqk4Vr5wRA1SNZUS85bSck9kuQghap4kOyLk3IrDv6bQqQYNV2URRVlwUdQSHs1DTtQbpeWhRCETCwpR0yTZEUKIIFJ8Llp6jpdluQghap4kOyJkXK6jxFsfKi1/i8PaMMQ1EqL6OUw2vti7C5DlIoQIFUl2RMjomsqmiONlIYQQIhgk2REhYzVZST9wyCgLIYQQwSDJjggZi8nC9UXFALhM8lYU4cmlunko0T/PzmuyXIQQISHfMEIIEUS6rrEuwmGUhRA1T5IdETKqrvKzzT9gs6UuY3ZEeLKarMzIOWiUhRA1T5IdETIe1cPQZokArFQ9RIW4PkIEg8VspYsrxigLIWqeJDsiZBTFRIJPN8pChCVrJPfVmwPIchFChIokOyJkHBH1iSieZZSFCEeqpuIy/1FaluUihAgFSXaEECKIPJqH7KgZpeVBslyEECEgyY4QQgSR4nXRxKsYZSJkuQghapokOyJk3K5cGltGl5a/wWFtEOIaCVH9HGYb/9qzEwCXWVp1hAgFSXZEyGiaj7WRmlEWQgghgkGSHREyVpOVyYcOG2UhhBAiGCTZESFjMVm4taAIkOUiRPhyq27SEhoBkC7LRQgREvINI4QQQaTpGv+OjDDKQoiaJ8mOCBlN19hm9XdfNZUvARGmrCYrzx+U7lohQkmSHREybtXNzec1AWCl6kbmlhXhyGKycEWR2SgLIWqenHkipOJVadERYc4WxV31PwJggU1WgBMiFCTZESETEdmQ+KJ3jLIQ4UjVVNym3aVlWS5CiFA4o9UXZ86cSXJyMg6HA6fTydq1ayuM/eWXXxg0aBDJyckoikJGRsYZ7dPlcjF69GgaNGhAdHQ0gwYNIicn50yqL4QQNcajedgf/RL7o1/Co3lCXR0h6qQqJzvz588nLS2NyZMns2HDBjp37kz//v05cOBAufHFxcW0atWKadOmkZiYeMb7fOyxx/jnP//JggULWLFiBfv27eOWW26pavWFEKJGKV4X9XwK9XyKf7kIIUSNU3Rd16vyAKfTSY8ePXjrrbcA0DSNpKQkHn74YZ566qlKH5ucnMzYsWMZO3ZslfaZl5dHo0aNyMzM5NZbbwXg119/pX379qxevZpLLrnklPXOz88nLi6OvLw8YmNjq/KURZDkFRzmyQ+uAuDlu5cSFyPLRYjw4yrKxzE9yV9+YjeOKPn8EaIqquP7u0otOx6Ph/Xr15Oamnp8ByYTqamprF69+owqcDr7XL9+PV6vNyCmXbt2NG/evMLjut1u8vPzA/5E7aJpPlZFeVkV5ZXlIoQQQgRNlZKdQ4cOoaoqCQkJAdsTEhLIzs4+owqczj6zs7Ox2WzEx8ef9nHT09OJi4sz/pKSks6ofiJ4rCYrTx4+ypOHj8r8I0IIIYLmjAYonwsmTJhAXl6e8bd79+5QV0mcxGKycHd+AXfnF8j8IyJsuVU3aY0bkta4IW7VHerqCFEnVekbpmHDhpjN5jJXQeXk5FQ4+Lg69pmYmIjH4yE3Nzegdaey49rtdux2+xnVSQghqoumayyN8k+Z+azMFC5ESFSpZcdms9GtWzeysrKMbZqmkZWVRUpKyhlV4HT22a1bN6xWa0DM1q1b2bVr1xkfV4SepmvstZjZazHLmkEibFlNViYeOsLEQ0eku1aIEKly30FaWhr33HMP3bt3p2fPnmRkZFBUVMSIESMAGDZsGM2aNSM9PR3wD0DevHmzUd67dy+bNm0iOjqaCy644LT2GRcXx8iRI0lLS6N+/frExsby8MMPk5KSclpXYonaya26GZDUDJDlIkT4spgs3Fzg9d+Q7lohQqLKZ97gwYM5ePAgkyZNIjs7my5durBkyRJjgPGuXbswmY43GO3bt4+uXbsat2fMmMGMGTPo06cPy5cvP619Arz22muYTCYGDRqE2+2mf//+/OUvfznT5y1qCYdWpZkPhDj32KK4rcFngCwXIUSoVHmenXOVzLNT+7i8KrfN8k8dsODBFBxWmUZfhJ9ij5db/vpPAD4bdQORNunKEqIqquP7W9pUhRAiiNyqm73Rk0vLVxOJJDtC1LSwvfRcCCFqBZ+LCE0hQlPAJ8tFCBEK0rIjQsbjzqe56bHS8r9wWOuFuEZCVL8Ik421O3cC4DLZQlwbIeomSXZEyKiqh5XRLqMshBBCBIMkOyJkLCYLDx/JNcpCCCFEMMg3jAgZq8nK/Xn+BVpdMtmaCFMe1cPzDesDMF714AhxfYSoi2SAshBCBJGqq3wRE80XMdGouhrq6ghRJ0nLjggZXdc5UjoBZUTdmO5J1EEWk4W0I0eNshCi5smZJ0LGpbro0+I8AFaqLiKIC3GNhKh+VpOVEXkFgHTXChEqkuwIIUQw2aK4ocGXgCwXIUSoSLIjQiYisiHJ+W8bZSHCkaZr+JRcowyyLIoQNU2SHSGECCK36mZPzITScl9ZLkKIEJCrsYQQIph8Lkw6mHRkuQghQkRadkTIeNz5tDQ9UVr+SpaLEGEpwmTjvzt2AbJchBChIsmOCBlV9fBtdKFRFkIIIYJBkh0RMhaThVG5eUZZCCGECAb5hhEhYzVZeeSoP9mR+UdEuPKoHmY08HfRPiLLRQgREpLsCCFEEKm6yvzYGABGy3IRQoSEJDsiZHRdp1hRAFBkuQgRpiwmCw8dle5aIUJJzjwRMi7VRe/kJECWixDhy2qy8qdc6a4VIpQk2RFCiGCyRnJr/U8B+NAaGeLKCFE3SbIjQsbhqE/rvGlGWYhwpAPFimaUhRA1T5IdETKKyYRXiTPKQoQjl+pid+zjpeXVRBAd4hoJUffIN4wQQgSTz11+WQhRY6RlR4SM111Ia2ViafmfOKwyQFmEH4diYcN2/3IRPkU+coUIBWnZESHjU10sjTnK0pij+FRZIFGEJ0VRsALW0rIQoubJzwwRMmbFzF15+UZZCCGECAZJdkTI2Mw2xh/JBcBlltWgRXjyal5m1osH4H7NK8tFCBECkuwIIUQQ+TQfc+NjAbhX84W4NkLUTZLsCCFEEFlMFobn5htlIUTNkzNPhEyJr4QeLZsDsNJXgoPYENdIiOpnNVl5/GguIMtFCBEqkuwIIUQwWSO5s14mAO/JchFChIQkOyJkHI76XJj3jFEWIhzpQJ4p2igLIWqeJDsiZBSTiWKlmVEWIhy5VBc7Y8eUlmW5CCFCQb5hhBAimGS5CCFCTlp2RMh43YW0YUpp+VNZLkKEJYdi4buduwGwynIRQoSEtOyIkPGpLv4Vm8O/YnNkuQgRthRFIVbTidV0WS5CiBCRnxkiZMyKmUEFhUZZCCGECAZJdkTI2Mw2phw6AshyESJ8eTUvs+Pj8Cgw8oTlIoq9xQA4LA5Mir+R3at68WpeLCYLthPOiXJjNS9e1YvZZMZuthuxJb4SdF0nwhIhLUlClJJuLCGECCKf5uPtenG8Fx+H74TlIi796FKcmU4OFh80tn245UOcmU6mrp4asI/UBak4M53sLthtbPvkt09wZjqZ8O8JAbHXf3Y9zkwnJb6SID0jIc49Z5TszJw5k+TkZBwOB06nk7Vr11Yav2DBAtq1a4fD4aBjx4589dVXAfcrilLu3/Tp042Y5OTkMvdPmzbtTKovhBA1bnB+ARGWiKAeo9hbzIGSA0E9hhDnIkXX9SrNczV//nyGDRvGrFmzcDqdZGRksGDBArZu3Urjxo3LxK9atYrevXuTnp7O9ddfT2ZmJn/+85/ZsGEDHTp0ACA7OzvgMf/3f//HyJEj2bZtG61atQL8yc7IkSMZNWqUERcTE0NUVNRp1Ts/P5+4uDjy8vKIjZVlCWqDo3k59P/sSgC+vuUb6sUlhLhGQlS/ksI89FdaYNF1tCd244jyf/4EoxtL1VR+OvQTDouD1vGtMZtkLJw491XH93eVkx2n00mPHj146623ANA0jaSkJB5++GGeeuqpMvGDBw+mqKiIxYsXG9suueQSunTpwqxZs8o9xsCBAykoKCArK8vYlpyczNixYxk7dmxVqmuQZKf2OZqXQ++FqQCsHLhMkh0RllweL6P/8gUAr4y6DoetZtbHsltMMmZHhIXq+P6u0gBlj8fD+vXrmTDheB+xyWQiNTWV1atXl/uY1atXk5aWFrCtf//+LFy4sNz4nJwcvvzyS95///0y902bNo3nn3+e5s2bc8cdd/DYY49hsZT/FNxuN2738Qm88vPzT/X0RA2zO+LpnPeoURYiLCkmDpj9ifzds9fV2GEXPJiCwyotO0JAFZOdQ4cOoaoqCQmBv8ATEhL49ddfy31MdnZ2ufEnd10d8/777xMTE8Mtt9wSsP2RRx7h4osvpn79+qxatYoJEyawf/9+Xn311XL3k56eztSpU8u9T9QOJpOFPKWdURZCnB0dlUKrfwylT+sOSLIjBNTCS89nz57NnXfeicPhCNh+YutQp06dsNlsPPDAA6Snp2O320/eDRMmTAh4TH5+PklJScGruBBClMOu+Pi89f8B4Ov7DARxmoWjJYVc/bl/HS6v9lDQjiPEuaZKyU7Dhg0xm83k5OQEbM/JySExMbHcxyQmJp52/L///W+2bt3K/PnzT1kXp9OJz+djx44dtG3btsz9dru93CRI1B4+bzHt9JdKy/PBGhPiGglR/RTNh+V7/xhHy2VjwRR5/E5LBBxbBNfnAc1b8Y4sDjg24LiC2Eg8RHnbA2BCxusIcUyVkh2bzUa3bt3Iyspi4MCBgH+AclZWFmPGjCn3MSkpKWRlZQUMLF66dCkpKSllYt977z26detG586dT1mXTZs2YTKZyr0CTJwbvN5ilsT55w2Z6C0GJNkRYW7GBYG3//Q9NPYnJ/z7FVhRyXQao76BZt385TVvw9JJZULigO9Lyy5NPevqChEuqtyNlZaWxj333EP37t3p2bMnGRkZFBUVMWLECACGDRtGs2bNSE9PB+DRRx+lT58+vPLKK1x33XXMmzePdevW8e677wbsNz8/nwULFvDKK6+UOebq1atZs2YNV1xxBTExMaxevZrHHnuMu+66i3r16p3J8xa1gEkxcW1hkVEWQpy9ddbufBoxiMkWx6mDhagjqpzsDB48mIMHDzJp0iSys7Pp0qULS5YsMQYh79q1C5Pp+BdXr169yMzM5JlnnmHixIm0bt2ahQsXGnPsHDNv3jx0XWfo0KFljmm325k3bx5TpkzB7XbTsmVLHnvssTJXeYlzi91s588HDwPgMkuXowhT1kiYuK/8+06cZPDyx+HSRyrez4nJi/Mh6HFfmRCXV2Xae2txKyd0eQkhqj7PzrlK5tmpfVxF+Tim+weNu06YbE0IcWZySwq54qMbAfh26BfER0SHuEZCnL0an2dHCCFE7aWrXnzmg0ZZCOEnyY4ImRJfCVc3bwbAIl8JDqRlR4izYQP+vi/bKAsh/CTZESF11CzjCoSoLmbFTFe3BwCXIueWEMdIsiNCxu6Ip1veSKMshBBCBIMkOyJkTCYLh5XuRlkIcXZ8mo+vI/1XeF2q+UJcGyFqD/mGEUKIMOHVvIxLaATAyspmYxaijpFkR4SMz1tMe/2V0vLfZbkIIc6SopjoXuIyykIIP0l2RMh4vcX8X9w2ACbIchFCnDWH2c6c7AOATNQpxIkk2REhY1JMXFFUbJSFEGfJYmdqzGQAxlsk2RHiGEl2RMjYzXbeOHAIkF+hQlQLk4V1tp5GWQjhJ2eDEEKECZfPxd6oF0vLn+CwRoW4RkLUDpLsCCFEmNBVD17zHqMMkuwIAZLsiBBy+VzcdF5TAOb7XLJchBBnyQa8s/+AURZC+EmyI0JGR2ef1WKUhRBnx6yY6eXyX3ouy0UIcZwkOyJkbLZYeuYNNcpCCCFEMEiyI0LGbLFxQOltlIUQZ8en+VgZ4QDgYlkuQgiDJDtCCBEmvJqX0YmNAVkuQogTSbIjQsbnLaad/lZpubMsFyHEWVIUExe53UZZCOEnyY4IGa+3mCVxvwAwUZaLEOKsOcx25u3LAWSiTiFOJMmOCBlFMXFJSYlRFkKcJYudadFPATBWlosQwiDJjggZh9nOX7MPAvIrVIhqYbLwnf1yAMbKchFCGORsEEKIMOHyudgfOb20nCnLRQhRSpIdIYQIE7rmxW35n1EWQvhJsiNCxuVzMaRZIgBzZbkIIc6aVdPIyDlolIUQfpLsiJDR0fnDZjPKQoizYzFZ6FfsH/TvkjE7QhjkbBAhY7PFcknejUZZCCGECAZJdkTImC02spVrjLIQ4uyousoPDv+VjRfqaohrI0TtIcmOEEKECY/q4d4mCQCsVD3ItVhC+EmyI0LG5y2hnfa30nIXsEaHtkJCnOMUFM73eIyyEMJPkh0RMl5vEUvi1wMw0VsESLIjxNlwWBws3JsNgMviCHFthKg9JNkRIaMoJrq4ZNFCIaqN2UZG1FgAHjTLODghjpFkR4SMw2zng/2yaKEQ1cZsJctxFQAPmq0hrowQtYckO0IIESZcPhfZka+XlrvKchFClJJkRwghwoSueXFZfjXKqqbiVt0oikKEJcKIc6tuVE3FarZiNflbgDRdw+VzARBpjTzt2AhLBIoig6FF7SYDJUTIuFQ3Q5omMKRpAi7VHerqCHHOs2oa6QcOkX7gEFZNY8uRLTgznQxcODAg7okVT+DMdLJo2yJj2/9y/4cz08mATwcExE76bhLOTCfzfp1nbNtftB9nphNnppMSX0lQn5MQ1UFadkTI6LrGL3a7URZCnB2LycL1RcVAcJeLKPH6E5wTW4uEqM0UXdfrxKJE+fn5xMXFkZeXR2ysLE1QGxSWFDHur88AMGPUC0RHyPgCIc6Gqygfx/QkAHLH7sAaEYVH86AAjpO6sTRdw2qyYDmha8pd2sJ6cpdXRbERlgjsFpN0Y4mgqo7vb2nZESFjsTjYqwwyykKI6nPf39fjVoJ/Xi14MAWH1Rz04whxNiTZEUKIMGTRfbhLG1xMuooVb4WxKmZ8irXKsUKcKyTZESGjel20Uz8sLXcFuUxWiLNitxy/5uSDrltQUx4BwLTzP9g+HFTh47xXTjFilX0bsM9JrTDWd/mTHOn5KDfNGweAR+2Gwypjd0TtdkZXY82cOZPk5GQcDgdOp5O1a9dWGr9gwQLatWuHw+GgY8eOfPXVVwH3Dx8+HEVRAv4GDAi8IuDIkSPceeedxMbGEh8fz8iRIyksLDyT6otawuMtZEm971hS7zs8Xvm3FOJsnTh2xuqIxmE147CasZkr/6i3mk1G7IkJU3ksJhNWs0ah7TsKbd+hahW3AgWDy+ei2FuMT/MZ21RNpdhbXObKMLfqpthbjPeEOp4qtthbTB0ZylqnVLllZ/78+aSlpTFr1iycTicZGRn079+frVu30rhx4zLxq1atYujQoaSnp3P99deTmZnJwIED2bBhAx06dDDiBgwYwJw5c4zbdnvgjLp33nkn+/fvZ+nSpXi9XkaMGMH9999PZmZmVZ+CqCUUxURbt8coCyHOkjUSJu7zl09cLqJFr+Pby2M6oVuqSZdTxlpKCnj4SC4AFjW4yY6u67h9x6/WfGDZg2w4sJ70y14mtfnVAPz34EbuWzqCpOgkPrvxn0bs2OVj+W7ff5h0yVRuaHUTAFuP/spd/zeERhGN+OrmpUbsU/9+iqzdywD4fuj3RNmkpTmcVPlqLKfTSY8ePXjrrbcA0DSNpKQkHn74YZ566qky8YMHD6aoqIjFixcb2y655BK6dOnCrFmzAH/LTm5uLgsXLiz3mFu2bOHCCy/khx9+oHv37gAsWbKEa6+9lj179tC0adNT1luuxqp9TrxyxPXEbhxR8u8ixLmgJs9dl8fHXbOWG7d3RP0Ft+V3GhXfRz1vBxR0is3/Y3f0m1jVhrQqfNqI3RX5HiXWn2lQMowGnotR0HGZ9rIzZgYWLY7zC6acEDsXj3k3ce6r+HLEOKLtctFEbVHjV2N5PB7Wr1/PhAkTjG0mk4nU1FRWr15d7mNWr15NWlpawLb+/fuXSWyWL19O48aNqVevHldeeSUvvPACDRo0MPYRHx9vJDoAqampmEwm1qxZw80331zmuG63G7f7+ER1+fn5VXmqQgghagGX6yg4RgPwao7GQ8o7gI6ChWl5j9Na/R0VcB9SUNhNhO4fm5SnxHKH8nco0VCwMCX/aTr6fvLHHg6MdWFnkDIf0DBhNy6xF+GjSsnOoUOHUFWVhISEgO0JCQn8+uuv5T4mOzu73Pjs7Gzj9oABA7jlllto2bIlf/zxBxMnTuSaa65h9erVmM1msrOzy3SRWSwW6tevH7CfE6WnpzN16tSqPD0hhBCnQdd1jpj8Xc8RQR7fousaW+3+Lrn6UTqfPtjHuM82Oxr2gxmIPKkesRFWPn2w9/HYD2JhV/mxdquZf4y8lLvfq3z8qTh31YqrsYYMGWKUO3bsSKdOnTj//PNZvnw5/fr1O6N9TpgwIaBFKT8/n6SkpLOuq6g+LtXNQ4n+JPY11Y00GgtxbnCpLvq0OA+AlaqLCOKCdiyb2cY7+w8AoDywMXBOn3v/DyqYfV2BwNi7P6001uZz80CxvwtM8y4Ga0x1VF/UElVKdho2bIjZbCYnJydge05ODomJieU+JjExsUrxAK1ataJhw4Zs27aNfv36kZiYyIEDBwJifD4fR44cqXA/dru9zCBnUbvousa6CIdRFkKIk5kVM71c/kVHXbbowDurcsn7KWLdJTlMSDwCwEpvMZFIshNOqnQJjM1mo1u3bmRlZRnbNE0jKyuLlJSUch+TkpISEA+wdOnSCuMB9uzZw+HDh2nSpImxj9zcXNavX2/EfPPNN2iahtPprMpTELWI1RbNZXmXcVneZVhP/hATQtRaEZYIftq+i5+27wqr9bFiVI0YVX54haMqd2OlpaVxzz330L17d3r27ElGRgZFRUWMGDECgGHDhtGsWTPS09MBePTRR+nTpw+vvPIK1113HfPmzWPdunW8++67ABQWFjJ16lQGDRpEYmIif/zxB08++SQXXHAB/fv3B6B9+/YMGDCAUaNGMWvWLLxeL2PGjGHIkCGndSWWqJ0sFgd7lDuNshDiHGG28pnjFgCuNQd3MK9P87GytAX44hPm1qluEZYIVu3aA4ArjBI44VflZGfw4MEcPHiQSZMmkZ2dTZcuXViyZIkxCHnXrl2YTMcbjHr16kVmZibPPPMMEydOpHXr1ixcuNCYY8dsNvPjjz/y/vvvk5ubS9OmTbn66qt5/vnnA7qh/vGPfzBmzBj69euHyWRi0KBBvPHGG2f7/IUQQlSV2cacqJEAXHvifD5B4NV9jC4d27dSD16yI8LbGQ1QHjNmDGPGjCn3vuXLl5fZdtttt3HbbbeVGx8REcHXX399ymPWr19fJhAMM6rPTWv1s9Lyxf4J0YQQtZ5H9XDY/nFpObjLRSjWKGxqC6MsxJmoFVdjibrJ4ylgaT3/DKbPesYTFSHJjhDnAlXzUmD/1ihD8JIdh8VB06KnjHKweFQPzzesD8B41SNXh4YZSXZEyCgoNPd6jbIQ4txgUb2Mys0zyuFA1VW+iPFfKDFOV0NcG1HdJNkRIeOwOPhyz34AXDJAWYhzhtVk5ZGj/mTHFezZhr3FzMx9qLS8Kmjz31jscdRz3WyURXiRZEcIIUSt5fK5eLqxf+mfN30uHEGa/8ZqthLnudooi/AiyY4QQogq0XWdYsXf9azUwHIRmxx2oyzEmZBkR5ShaRp57mLsZjsmxT+NgFf14tN9mBUzthMuNS3xlQAExPo0L17Nh0kxYTcfnz7A5StBB2wmG2aTmTxXMY8mNMIMpMtyEUKcM1yqi97J/uV3gr1chNVkJSPnoFEOFs1bzANFz5WWP5XlIsKMJDuijDxXEb0X9KJV/mTQG6EpZvJs/+Ko43NiPT1oUnKHEft77AQ0xUXLgokoWlM0xUy+dTlHIuYT7e1Ms+LhRuwfMVPwmfJoUTAOs5aMmULUCAv/s1nR5BebEKIcFpOFfsX+H1UuU/C+stzeYiY08Y8hlOUiwk+VlosQdYS3GIAUfRzJauBq9n3d3/LJkUHGX5Tmj30zdwwX+n4JiE3xrA6Ira8dBmBG/uNc7F2PRhTNXJf4g4M8MZkQovo4zA7W7NjNmh27cZjDp03WoutYgtwtJ0JDWnZEuSy6zrzYaJb2aEFMmxS8anf076NxLH8xIG7Z7r0AOHSdqTdehNYiBZ/WHW1dPPZlTwfELt6zHx2w6zoTBrZHa305Pu0SvJqPOLvMsSPEuUIxW/nGdi0A/YI8mFfVVX4oHbNzYRAvCY+wRLBxx25AlosIR5LsiDICTvpbnTisZhxWM1w2FnqNDog9MUWxWRxgMgNmuOQB6DEicL8nlM1mO5hLY4UQ5xaLnVnRfwKgn8V+iuCz49G83NvEvxzRSs2LzKEszoQkO6JyygnJiMUGnGZ3k9nq/xNChB2v6uWofVFpubv/x1CQKNZIrGoToyzEmZBkRwghRJX4NC959iWl5UkQxGspHZYImhVNMsrB4lE9zGhQD4BHZLmIsCPJjihDTnohRGXMPjd35eUbZcLgyiVVV5kf638eo2W5iLAjyY4oQ056IURlbGYb44/kAuAK9pWU3hJezR1bWl4O1uigHMZii6WBq79RFuFFkh1RhsUSwWWFSUZZCCFCxeUr4eVGuQBM95XgIDjJjtViI8Yz0CiL8CLJjijDaotijzbRKAshRKjousb3ERFGWYgzIcmOEEKIKinxldCjZXMAVvpKcBC8bh+ryUr6gUNGOVh0r4v7i6aXljPBKj/0wokkO6IMXVNpqm4tLfdE5sIRQoSKxWTh+iL/TO3BXC7C5S1kYpP/AXCZt5AImdEnrEiyI8pwuY6yql5Gafl6IuwJoa2QEKJWcZgdrNi5xygLUdtJsiOEEKJKFLOVjdYrALi0BpaL+NnmHzDcMohXhzrMDjZs3wWATxK4sCPJjihDTnohRKUsdjKi09Bw00NRAubiKi5dSNhhcWBS/GtNezUvXtWL2WTGbrZXKdajehjaLBGAlaonaJ1LiqJwLG1TFSVIRxGhIqueizKOnfTW0rIQQpzIq3rJtf0fu2Oe4qW1zwXc1/fjvjgznewv2m9sm/frPJyZTiZ9NykgdsCnA3BmOvlf7v+MbYu2LcKZ6eSJFU8AoNiiMGv1MWv1UeTqUHGGpGVHCCFElfg0L7mOLwBQsODyHu9e0nUdALdXNbZ7Vf8l46qmB8aW/t/tKxur6aWxuo2kwheB4C4X4dW8zKwXD8D9mldmjg8zin7snRnm8vPziYuLIy8vj9hYmR2zMgUFh3l39sUA3H/vBmJiGoS4RkKI2qSkMA/9lRYA3Bc/F49yfKI/H168ig0FKwom7LoLHRUdH2DChPWMYt2KgwUPpgRt0dGjeTn0XpgKwMqBy6gXJxdm1BbV8f0tLTuiDJ/mY268/w11r+YLcW2EELWNoihElP5Ozjx6T8B9/7Fdyp9jJhq3PzkyqML9/GDtznOxU43bHx65AwfucmN/snQE75KgLhfR0NXbKIvwIsmOKMNiiaBXYYJRFkKIE9ktFQ/3TGnVgAWDUo5veLHi/VzcvB4LhhyPtb9sBm/5sR19P6EHccovq8VGtGeoURbhRZIdUYbVFsU+bYpRFkKIEym2KJi4r9z7zIoZ84ldTRXElRv7xLbKj2uNrFI9hThGkh0hhBBVoyhwuj+EqvKDKYQ/rnSvi1GFM0vLXWW5iDAjyY4oQ9dUGqr7jLIsFyGECHcubyFPN/0ZgMtluYiwI8mOKMPlOsq6es+XlvvIchFCCCHOaZLsCCGEqPMcZgff7dwNgFVmjg87kuyIMuSkF0LUNYqiEKv5L6d3yczxYUeSHVGGnPRCCCHCiSQ7Qggh6jyv5mV2fBwAd8tyEWFHkh1Rhpz0Qoi6xqf5eLue/3NvqMwcH3Yk2RFlyEkvhKhrzLZoGrt6GGURXiTZEWWYzXYuKapvlIUQItzZLA4iPfcaZRFeJNkRZdjsMWSrLxplIYQQ4lwmyY4QQgihehhR9F5puRtYZRHkcCLJjihL14nV8oyyEEKEuxJ3Ps8n/gDAFe58HA5JdsKJ6UweNHPmTJKTk3E4HDidTtauXVtp/IIFC2jXrh0Oh4OOHTvy1VdfGfd5vV7Gjx9Px44diYqKomnTpgwbNox9+wJXyk1OTkZRlIC/adOmnUn1xSmUlBxmc9x4NseNp6TkcKirI4QQNcKnKPhkbrGwVOVkZ/78+aSlpTF58mQ2bNhA586d6d+/PwcOHCg3ftWqVQwdOpSRI0eyceNGBg4cyMCBA/n5Z/+Ca8XFxWzYsIFnn32WDRs28Nlnn7F161ZuvPHGMvt67rnn2L9/v/H38MMPV7X64jTJSS+EqEvsZjvLdu1l2a692OXCjLCj6HrV+imcTic9evTgrbfeAkDTNJKSknj44Yd56qmnysQPHjyYoqIiFi9ebGy75JJL6NKlC7NmzSr3GD/88AM9e/Zk586dNG/eHPC37IwdO5axY8eeVj3dbjdut9u4nZ+fT1JSEnl5ecTGxp7u062TigtzKXitFQAxj/2PyOj40FZICCGCzFWUj2N6kr/8xG4cUfI9UVvk5+cTFxd3Vt/fVWrZ8Xg8rF+/ntTU1OM7MJlITU1l9erV5T5m9erVAfEA/fv3rzAeIC8vD0VRiI+PD9g+bdo0GjRoQNeuXZk+fTo+X8VzwKSnpxMXF2f8JSUlncYzFAAmxUSCqpKgqpiUM+rpFEIIIWqNKg1QPnToEKqqkpCQELA9ISGBX3/9tdzHZGdnlxufnZ1dbrzL5WL8+PEMHTo0IIN75JFHuPjii6lfvz6rVq1iwoQJ7N+/n1dffbXc/UyYMIG0tDTj9rGWHSGEEOJkXs3LR3H+qTZulZnjw06tuhrL6/Vy++23o+s6b7/9dsB9JyYunTp1wmaz8cADD5Ceno7dXrZ/1W63l7tdnJqc9EKIusan+Xi1fj0ABsrM8WGnSslOw4YNMZvN5OTkBGzPyckhMTGx3MckJiaeVvyxRGfnzp188803p+yXczqd+Hw+duzYQdu2bavyNMQpyEkvhKhrzLZoEtwdjLIIL1UakGGz2ejWrRtZWVnGNk3TyMrKIiUlpdzHpKSkBMQDLF26NCD+WKLz+++/s2zZMho0aHDKumzatAmTyUTjxo2r8hTEaTCb7fQojqFHcYwsFyGEqBNsFgcR7tFEuEfLchFhqMrdWGlpadxzzz10796dnj17kpGRQVFRESNGjABg2LBhNGvWjPT0dAAeffRR+vTpwyuvvMJ1113HvHnzWLduHe+++y7gT3RuvfVWNmzYwOLFi1FV1RjPU79+fWw2G6tXr2bNmjVcccUVxMTEsHr1ah577DHuuusu6tWrV12vhShls8dw0PeyURZCCCHOZVVOdgYPHszBgweZNGkS2dnZdOnShSVLlhiDkHft2oXJdLzBqFevXmRmZvLMM88wceJEWrduzcKFC+nQwd9cuHfvXr744gsAunTpEnCsb7/9lr59+2K325k3bx5TpkzB7XbTsmVLHnvssYBxPEIIIcQZUz0MLf5HaVmWiwg3VZ5n51xVHdfp1xUuj4+7Zi0H4MMH++Kw1apx7EIIUe2O5uVw3adXAvDloG+oF5dwikeImlId39/yLSbKKCk5zL7oR0vL3+CwyUkvhAh/BWaZVyxcSbIjyiUnvRCiLrGb7Szevc8oi/AiyY4oQ056IURdY1JMtCidld8lM8eHHUl2RBly0gshhAgnkuwIIYSo83yaj49i/JMJ3iCTqYYdSXZEGXLSCyHqGq/m5aWG9QEYoHlDXBtR3STZEWXISS+EqGtM1kgae1obZRFeJNkRZZjMVi4uiTDKQggR7uzWSCJdaUZZhBdJdkQZdnscR7yvGmUhhBDiXCbJjhBCCKF6uLnk09KyLBcRbuS6YiGEEHWey13APxos4R8NluByF4S6OqKaScuOKMNVfJjiyFGl5RU44hqHuEZCCBFcOjoHLBajLMKLJDuiDDnphRB1jc1sY8He/UZZhBdJdkQZctILIeoas2Kmncc/1YZLMYe4NqK6SbIjypCTXgghRDiRZEcIIUSd59N8LIyOAiBVZo4PO5LsiDLkpBdC1DVezcuzjRoA0Edmjg87kuyIMuSkF0LUNf7lIpobZRFeJNkRZZjMVjqV2IyyEEKEO/9yEROMsggvkuyIMuz2OPK9rxtlIYQQ4lwmyY4QQgihernWtbi03B2sciVqOJHlIoQQQtR5Lnc+i+stZHG9hbjc+aGujqhm0rIjynAVH0aNkOUihBB1h47OLqt/jKKruIBCkwWv5kWxOHDYov1BqheXpwBd17CZbZhL5yHzab6ysZoPlzsfXdewmqxYTP6vW1VX8ageFLMdhz0Gu8WEoig1/nzrGkl2RBk6OrutslyEEKLusJlt/H1fNgCN3rmYZZERjEtoRENvItElkwHo51rKf+LmsdVu4539B+jlcgGwMsLB6MTG1PfWJ7bkRQAudf+bX2LmsMlhJyPnIP2KSwD4wWHn3iYJxPtiiC9+mQUPpuCQLrOgk2RHlHHiSS/LRQgh6gKzYqar2xPqaoggkWRHlHHiSS/LRQgh6gJ7RDSuJ3Ybty/VfKws043VneGeMUY31rHPx4vLi9V64HLfZ3RjuUq7sS7UVf7lKuGBzJ/RpfeqxkiyI4QQos5TTCYcUbGVB1nNOByO09yjGYe9Ufn3WCPp5v3Zf0PrAciPymCTZOccoakqeYWHUExmHI56xnZXyZGKB8udHOs6iq6p5Q+WU0w4IuoDUOh286/oKOyaxqWyXIQQQlQrlzufPVF/KS3fXWFSJKqPJDvniLzCQ/RemEqXEsj1vm1s1xwPscsGs/fn0MPlBiArMoKxCY24yKVR5HnHiDXb/8Qfdp2Z2QfoXeIfWLfK4eCBJo25wKPic70LgFXP4/fS5SJWynIRQghRrXRd4/uICKMsgk+SnXPMpgho7cnDqwRvZmOvEkd7l5ktDjVoxxBCiLrKarKSfuCQURbBJ8nOOeLYyeFRFHrf25PoGH+Xk6vkmzKD5ZzHBsuV6cb6xujGOjZYrrOusvKkbix/7DJ0TSUuumENPkshhAh/FpOF64uKAYzPYhFc8iqfIwJODrvdmJfBYT39vl6HtfzEJaoKsUIIIcS5RpIdIYQQogapusrPNv8cZi11GS5QEyTZOUfIySGEEOHBo3oY2iwRgJWqp9zWdVG9JNk5R8jJIYQQ4UEx24lRI4yyCD5Jds4RimIiwacbZSGEEOcmhz2GBkWvGmURfJLsnCMcEfWJKJ5llIUQQghxeiTZEUIIIWqSptLB+yMWvYDC/Nbg8HdpabqGW3WD2UqEPc6Idbvz0ErX2Do2+325sbqGx5WHqqtYTJaAOXzsEdEoprrbKyDJjhBCCFGD3O48ihyv8G1UJO3ef4M78wsB2Ga1cvN5TYjQrCQUvgFAa99vWG0v8FV0FE8ePsrd+QUA7LWYGZDUDKtmolnhTACa+3bSyPoMn8ZE8/CRXO7PyzeO6Xpi96nX/gpjZ5TmzZw5k+TkZBwOB06nk7Vr11Yav2DBAtq1a4fD4aBjx4589dVXAffrus6kSZNo0qQJERERpKam8vvvvwfEHDlyhDvvvJPY2Fji4+MZOXIkhYWFZ1L9aqXrOsXeYnRdN7Z5VS/F3mI8qicgtthbTLG3GO2E6cG9mj/WrborjXW7cqlvHU1jy2jcrtzgPSEhhBBBpeka30ZFAmA/4bujuunAEZOJIyZTwHdUXVTllp358+eTlpbGrFmzcDqdZGRk0L9/f7Zu3Urjxo3LxK9atYqhQ4eSnp7O9ddfT2ZmJgMHDmTDhg106NABgJdffpk33niD999/n5YtW/Lss8/Sv39/Nm/ebKwwe+edd7J//36WLl2K1+tlxIgR3H///WRmZp7lS3B2ij1FXDIvhX/dsJh6dv9sxbO3vM/bv7zLTS1v4JkeT4PF/xz6zO+DS3Wx6JpPaBrVBIDM3+fz2n/foH/SVbxwyXNg9Tdn9v90ALnuo8y76gPOj2tFSWEuhyxudlmtaLI4pxBCnLPiohuycuAygIAZ7ZvqGivLdGP1xO2+gadKu7GOxdYrL1Z34nH159HSbqycwlyu+tdAAP7lKkKxRZbbzaXrOi7VBSYLDnsciqKAruN15+HTfJgVMzazzah/ia+kwthjz89krl0ruSt6FdM9p9NJjx49eOuttwDQNI2kpCQefvhhnnrqqTLxgwcPpqioiMWLFxvbLrnkErp06cKsWbPQdZ2mTZvy+OOPM27cOADy8vJISEhg7ty5DBkyhC1btnDhhRfyww8/0L17dwCWLFnCtddey549e2jatOkp652fn09cXBx5eXnExlZfU97RvBx6L0xleG4+D+XmEanrvBsXy5v14xlUUMh1ea14LnYqADtjHkVXPCzZvZdmPv9cOR/ExvByg3pcW1jEXUebMjFuGgC7op9AMxXy+Z79XOD1L8b5SUwUUxs2YOXAZdSLS6i25yCEECL8HC08Qu9P+wDQKm86DbUi2pjS+DAullG5eTxyNA+AYkXBmZwEQPP8DEzYidXycPIQf42P4668fMYfyTX227FlcwCSCl7GrMdg111crY7gzfrxANX+HVUd399VatnxeDysX7+eCRMmGNtMJhOpqamsXr263MesXr2atLS0gG39+/dn4cKFAGzfvp3s7GxSU1ON++Pi4nA6naxevZohQ4awevVq4uPjjUQHIDU1FZPJxJo1a7j55pvLHNftduN2H+8aysvz/6Pm5+eXiT0b+fkFqCUq79mjuNOViw+dQQfyuPFAPhZ0frI0x2stAiCxZDJ/PXovUfg4VotrD+Zz1cECzOhsMzfGa/PHJpRMYGbuQzTUPUbsFe5CLjtUhKfIQ75Svc9DCCFEePF6FZrlzADADXi0YlwmDdWm4nJp5Lv9bR3FgFri/wHuLSnChA+vXowLDbUkMJaA2GI03YQJF3majlqiclNBEUUFxZir8Tvq2Pf22XTFVSnZOXToEKqqkpAQmLElJCTw66+/lvuY7OzscuOzs7ON+49tqyzm5C4yi8VC/fr1jZiTpaenM3Xq1DLbk5KSKnp6Z61JuVtXlv75JVe6hzXAAONWm4rCpjWvUr2EEEKIE40v/TvOn1Bs4SZjywIA9jIFmBIQu6X0v7caW74ojd0CTHuyVbXW9ZiCggLi4uLO6LFhezXWhAkTAlqUNE3jyJEjNGjQwN/HWI3y8/NJSkpi9+7d1dpFdq6R18FPXofj5LXwk9fBT16H4+S18Dud10HXdQoKCk5ryEpFqpTsNGzYELPZTE5OTsD2nJwcEhMTy31MYmJipfHH/p+Tk0OTJk0CYrp06WLEHDhwIGAfPp+PI0eOVHhcu92O3R44DXd8fHzlT/AsxcbG1uk37THyOvjJ63CcvBZ+8jr4yetwnLwWfqd6Hc60ReeYKl16brPZ6NatG1lZWcY2TdPIysoiJSWl3MekpKQExAMsXbrUiG/ZsiWJiYkBMfn5+axZs8aISUlJITc3l/Xr1xsx33zzDZqm4XQ6q/IUhBBCCFHHVLkbKy0tjXvuuYfu3bvTs2dPMjIyKCoqYsSIEQAMGzaMZs2akZ6eDsCjjz5Knz59eOWVV7juuuuYN28e69at49133wVAURTGjh3LCy+8QOvWrY1Lz5s2bcrAgQMBaN++PQMGDGDUqFHMmjULr9fLmDFjGDJkyFk1awkhhBAi/FU52Rk8eDAHDx5k0qRJZGdn06VLF5YsWWIMMN61axemE6ak7tWrF5mZmTzzzDNMnDiR1q1bs3DhQmOOHYAnn3ySoqIi7r//fnJzc7nssstYsmSJMccOwD/+8Q/GjBlDv379MJlMDBo0iDfeeONsnnu1sdvtTJ48uUy3WV0jr4OfvA7HyWvhJ6+Dn7wOx8lr4VdTr0OV59kRQgghhDiX1N1VwYQQQghRJ0iyI4QQQoiwJsmOEEIIIcKaJDtCCCGECGuS7AghhBAirEmyc5pmzpxJcnIyDocDp9PJ2rVrK41fsGAB7dq1w+Fw0LFjR7766qsaqmlwpKen06NHD2JiYmjcuDEDBw5k69atlT5m7ty5KIoS8HfidALnqilTppR5Xu3atav0MeH2fgBITk4u8zooisLo0aPLjQ+X98PKlSu54YYbaNq0KYqiGIsaH6PrOpMmTaJJkyZERESQmprK77//fsr9VvUzpjao7LXwer2MHz+ejh07EhUVRdOmTRk2bBj79u2rdJ9ncn6F2qneE8OHDy/znAYMGFD+zk5wrr0nTvU6lPd5oSgK06dPr3Cf1fV+kGTnNMyfP5+0tDQmT57Mhg0b6Ny5M/379y+zhMUxq1atYujQoYwcOZKNGzcycOBABg4cyM8//1zDNa8+K1asYPTo0Xz//fcsXboUr9fL1VdfTVFRUaWPi42NZf/+/cbfzp07a6jGwXXRRRcFPK///Oc/FcaG4/sB4Icffgh4DZYuXQrAbbfdVuFjwuH9UFRUROfOnZk5c2a597/88su88cYbzJo1izVr1hAVFUX//v1xuVwV7rOqnzG1RWWvRXFxMRs2bODZZ59lw4YNfPbZZ2zdupUbb7zxlPutyvlVG5zqPQEwYMCAgOf00UcfVbrPc/E9carX4cTnv3//fmbPno2iKAwaNKjS/VbL+0EXp9SzZ0999OjRxm1VVfWmTZvq6enp5cbffvvt+nXXXRewzel06g888EBQ61mTDhw4oAP6ihUrKoyZM2eOHhcXV3OVqiGTJ0/WO3fufNrxdeH9oOu6/uijj+rnn3++rmlaufeH4/sB0D///HPjtqZpemJioj59+nRjW25urm632/WPPvqowv1U9TOmNjr5tSjP2rVrdUDfuXNnhTFVPb9qm/Jeh3vuuUe/6aabqrSfc/09cTrvh5tuukm/8sorK42prveDtOycgsfjYf369aSmphrbTCYTqamprF69utzHrF69OiAeoH///hXGn4vy8vIAqF+/fqVxhYWFtGjRgqSkJG666SZ++eWXmqhe0P3+++80bdqUVq1aceedd7Jr164KY+vC+8Hj8fDhhx9y7733oihKhXHh+n44Zvv27WRnZwf8e8fFxeF0Oiv89z6Tz5hzVV5eHoqinHJR5qqcX+eK5cuX07hxY9q2bctDDz3E4cOHK4ytC++JnJwcvvzyS0aOHHnK2Op4P0iycwqHDh1CVVVjOYxjEhISyM7OLvcx2dnZVYo/12iaxtixY7n00ksDlv04Wdu2bZk9ezaLFi3iww8/RNM0evXqxZ49e2qwttXP6XQyd+5clixZwttvv8327du5/PLLKSgoKDc+3N8PAAsXLiQ3N5fhw4dXGBOu74cTHfs3rcq/95l8xpyLXC4X48ePZ+jQoZWubl3V8+tcMGDAAP7+97+TlZXFn//8Z1asWME111yDqqrlxteF98T7779PTEwMt9xyS6Vx1fV+qPLaWEKMHj2an3/++ZT9pikpKcbK9eBfJ619+/a88847PP/888GuZtBcc801RrlTp044nU5atGjBxx9/fFq/UsLRe++9xzXXXFPpwrzh+n4Qp+b1ern99tvRdZ2333670thwPL+GDBlilDt27EinTp04//zzWb58Of369QthzUJn9uzZ3Hnnnae8SKG63g/SsnMKDRs2xGw2k5OTE7A9JyeHxMTEch+TmJhYpfhzyZgxY1i8eDHffvst5513XpUea7Va6dq1K9u2bQtS7UIjPj6eNm3aVPi8wvn9ALBz506WLVvGfffdV6XHheP74di/aVX+vc/kM+ZccizR2blzJ0uXLq20Vac8pzq/zkWtWrWiYcOGFT6ncH9P/Pvf/2br1q1V/syAM38/SLJzCjabjW7dupGVlWVs0zSNrKysgF+pJ0pJSQmIB1i6dGmF8ecCXdcZM2YMn3/+Od988w0tW7as8j5UVeWnn36iSZMmQahh6BQWFvLHH39U+LzC8f1wojlz5tC4cWOuu+66Kj0uHN8PLVu2JDExMeDfOz8/nzVr1lT4730mnzHnimOJzu+//86yZcto0KBBlfdxqvPrXLRnzx4OHz5c4XMK5/cE+FuCu3XrRufOnav82DN+P5z1EOc6YN68ebrdbtfnzp2rb968Wb///vv1+Ph4PTs7W9d1Xb/77rv1p556yoj/7rvvdIvFos+YMUPfsmWLPnnyZN1qteo//fRTqJ7CWXvooYf0uLg4ffny5fr+/fuNv+LiYiPm5Ndh6tSp+tdff63/8ccf+vr16/UhQ4boDodD/+WXX0LxFKrN448/ri9fvlzfvn27/t133+mpqal6w4YN9QMHDui6XjfeD8eoqqo3b95cHz9+fJn7wvX9UFBQoG/cuFHfuHGjDuivvvqqvnHjRuMKo2nTpunx8fH6okWL9B9//FG/6aab9JYtW+olJSXGPq688kr9zTffNG6f6jOmtqrstfB4PPqNN96on3feefqmTZsCPjfcbrexj5Nfi1OdX7VRZa9DQUGBPm7cOH316tX69u3b9WXLlukXX3yx3rp1a93lchn7CIf3xKnODV3X9by8PD0yMlJ/++23y91HsN4PkuycpjfffFNv3ry5brPZ9J49e+rff/+9cV+fPn30e+65JyD+448/1tu0aaPbbDb9oosu0r/88ssarnH1Asr9mzNnjhFz8uswduxY4zVLSEjQr732Wn3Dhg01X/lqNnjwYL1Jkya6zWbTmzVrpg8ePFjftm2bcX9deD8c8/XXX+uAvnXr1jL3hev74dtvvy33XDj2XDVN05999lk9ISFBt9vter9+/cq8Pi1atNAnT54csK2yz5jaqrLXYvv27RV+bnz77bfGPk5+LU51ftVGlb0OxcXF+tVXX603atRIt1qteosWLfRRo0aVSVrC4T1xqnND13X9nXfe0SMiIvTc3Nxy9xGs94Oi67pe5XYkIYQQQohzhIzZEUIIIURYk2RHCCGEEGFNkh0hhBBChDVJdoQQQggR1iTZEUIIIURYk2RHCCGEEGFNkh0hhBBChDVJdoQQQggR1iTZEUIIIURYk2RHCCGEEGFNkh0hhBBChLX/B8cBz6d1Ov1hAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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